proc_17_108_analysis_jeffykao_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.preprocessing import normalize\n",
    "from hdbscan import HDBSCAN\n",
    "import spacy\n",
    "pd.options.display.max_colwidth = 500"
   ]
  },
  {
   "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 22.7 s, sys: 4.79 s, total: 27.5 s\n",
      "Wall time: 27.9 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": {},
   "outputs": [],
   "source": [
    "nlp = None\n",
    "try:\n",
    "    nlp = spacy.load(\"en\", tagger=False, entity=False, matcher=False, parser=False)\n",
    "except:\n",
    "    import en_core_web_md\n",
    "    nlp = en_core_web_md.load(tagger=False, entity=False, matcher=False, parser=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "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, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "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 7min 39s, sys: 56.1 s, total: 8min 35s\n",
      "Wall time: 5min 18s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "doc_vecs = encode_doc_vecs(data_sample['text_data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#use the euclidean distance of the l2-normalized vectors (angular distance), which is proportional to the cosine distance\n",
    "norm_doc_vecs = normalize(doc_vecs, norm='l2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "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": 9,
   "metadata": {},
   "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=20, linkage='average', affinity='cosine')\n",
    "#clusterer = AgglomerativeClustering(n_clusters=60, linkage='ward')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# can also try HDBSCAN\n",
    "clusterer = HDBSCAN(min_cluster_size=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 43.7 s, sys: 108 ms, total: 43.8 s\n",
      "Wall time: 43.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "labels = clusterer.fit_predict(norm_doc_vecs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      <th>cluster</th>\n",
       "      <th>docid</th>\n",
       "      <th>text_data</th>\n",
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       "    <tr>\n",
       "      <th>2055</th>\n",
       "      <td>-1</td>\n",
       "      <td>2050356</td>\n",
       "      <td>Please maintain net neutrality as it stands. Thank you.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.113533</td>\n",
       "      <td>0.145995</td>\n",
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       "      <td>0.001462</td>\n",
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       "      <td>0.032229</td>\n",
       "      <td>-0.119108</td>\n",
       "      <td>0.095329</td>\n",
       "      <td>-0.093220</td>\n",
       "      <td>0.034711</td>\n",
       "      <td>0.094339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5579</th>\n",
       "      <td>10</td>\n",
       "      <td>3497745</td>\n",
       "      <td>In the matter of Net neutrality. I strongly implore the commission to rescind Barack Obama's decision to take over broadband. Americans, as opposed to the FCC Enforcement Bureau, should be able to buy which services they prefer. Barack Obama's decision to take over broadband is a distortion of the open Internet. It stopped a free-market system that worked very well for two decades with both parties' support.</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.048900</td>\n",
       "      <td>0.148260</td>\n",
       "      <td>-0.057198</td>\n",
       "      <td>-0.021527</td>\n",
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       "      <td>-0.167524</td>\n",
       "      <td>0.049778</td>\n",
       "      <td>0.005471</td>\n",
       "      <td>-0.087203</td>\n",
       "      <td>0.025988</td>\n",
       "      <td>-0.041016</td>\n",
       "      <td>0.041387</td>\n",
       "      <td>-0.068680</td>\n",
       "      <td>0.015098</td>\n",
       "      <td>0.135528</td>\n",
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       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>10</td>\n",
       "      <td>3284549</td>\n",
       "      <td>To the Federal Communications Commission:  I'm very concerned about Internet regulation. I implore Chairman Pai to reverse Tom Wheeler's decision to control the web. Internet users, rather than the FCC Enforcement Bureau, deserve to buy whichever products we desire. Tom Wheeler's decision to control the web is a betrayal of the open Internet. It stopped a pro-consumer approach that worked remarkably smoothly for a long time with Republican and Democrat backing.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.066770</td>\n",
       "      <td>0.150083</td>\n",
       "      <td>-0.094315</td>\n",
       "      <td>-0.050129</td>\n",
       "      <td>0.027743</td>\n",
       "      <td>0.021970</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.172045</td>\n",
       "      <td>0.012340</td>\n",
       "      <td>0.047099</td>\n",
       "      <td>-0.005385</td>\n",
       "      <td>0.023159</td>\n",
       "      <td>-0.036783</td>\n",
       "      <td>0.060465</td>\n",
       "      <td>-0.061741</td>\n",
       "      <td>-0.041450</td>\n",
       "      <td>0.150273</td>\n",
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       "    <tr>\n",
       "      <th>7433</th>\n",
       "      <td>10</td>\n",
       "      <td>2916638</td>\n",
       "      <td>Hi, I'd like to comment on network neutrality regulations. I'd like to ask Chairman Pai to repeal The previous administration's plan to take over Internet access. People like me, rather than the FCC, should be free to select the products they want. The previous administration's plan to take over Internet access is a perversion of net neutrality. It broke a market-based framework that functioned fabulously successfully for a long time with Republican and Democrat consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.021256</td>\n",
       "      <td>0.113696</td>\n",
       "      <td>-0.136097</td>\n",
       "      <td>0.014450</td>\n",
       "      <td>-0.009111</td>\n",
       "      <td>0.003605</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.138154</td>\n",
       "      <td>0.074805</td>\n",
       "      <td>0.020535</td>\n",
       "      <td>-0.030176</td>\n",
       "      <td>0.018772</td>\n",
       "      <td>-0.062264</td>\n",
       "      <td>0.009155</td>\n",
       "      <td>-0.078024</td>\n",
       "      <td>0.028235</td>\n",
       "      <td>0.177897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3060</th>\n",
       "      <td>-1</td>\n",
       "      <td>126757</td>\n",
       "      <td>I specifically support strong net neutrality backed by Title II oversight of the Internet Service Providers (ISP)</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.121619</td>\n",
       "      <td>0.031958</td>\n",
       "      <td>-0.127538</td>\n",
       "      <td>-0.040230</td>\n",
       "      <td>-0.020925</td>\n",
       "      <td>0.023514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.229924</td>\n",
       "      <td>-0.022880</td>\n",
       "      <td>-0.004083</td>\n",
       "      <td>-0.036996</td>\n",
       "      <td>0.035666</td>\n",
       "      <td>-0.022148</td>\n",
       "      <td>0.108820</td>\n",
       "      <td>-0.189882</td>\n",
       "      <td>0.001511</td>\n",
       "      <td>0.210885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6305</th>\n",
       "      <td>3</td>\n",
       "      <td>9917682</td>\n",
       "      <td>I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nGeneva Jackson</td>\n",
       "      <td>118.0</td>\n",
       "      <td>-0.052714</td>\n",
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       "      <td>0.070097</td>\n",
       "      <td>0.027210</td>\n",
       "      <td>0.060077</td>\n",
       "      <td>-0.063131</td>\n",
       "      <td>-0.059553</td>\n",
       "      <td>0.125325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8004</th>\n",
       "      <td>40</td>\n",
       "      <td>10107878</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0.166877</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0.020890</td>\n",
       "      <td>-0.023739</td>\n",
       "      <td>0.015241</td>\n",
       "      <td>-0.078513</td>\n",
       "      <td>0.069334</td>\n",
       "      <td>0.144577</td>\n",
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       "    <tr>\n",
       "      <th>8448</th>\n",
       "      <td>10</td>\n",
       "      <td>2314026</td>\n",
       "      <td>Chairman Pai:  In the matter of the FCC regulations on the Internet. I strongly recommend the government to repeal The Obama/Wheeler policy to take over the web. Individual Americans, rather than the FCC Enforcement Bureau, should be empowered to purchase whatever services they choose. The Obama/Wheeler policy to take over the web is a betrayal of the open Internet. It stopped a free-market policy that performed very, very well for decades with Republican and Democrat support.</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.040857</td>\n",
       "      <td>0.101108</td>\n",
       "      <td>-0.070924</td>\n",
       "      <td>-0.009157</td>\n",
       "      <td>0.033012</td>\n",
       "      <td>-0.016325</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.197116</td>\n",
       "      <td>0.020019</td>\n",
       "      <td>0.048589</td>\n",
       "      <td>-0.065147</td>\n",
       "      <td>0.008526</td>\n",
       "      <td>-0.001648</td>\n",
       "      <td>0.075245</td>\n",
       "      <td>-0.071165</td>\n",
       "      <td>-0.003673</td>\n",
       "      <td>0.155992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4562</th>\n",
       "      <td>7</td>\n",
       "      <td>363488</td>\n",
       "      <td>I am in support of STRONG net neutrality backed by Title II oversight of ISPs! I oppose Docket no. 17-108</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.085258</td>\n",
       "      <td>0.164528</td>\n",
       "      <td>-0.023558</td>\n",
       "      <td>-0.028977</td>\n",
       "      <td>-0.025093</td>\n",
       "      <td>0.035794</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.105399</td>\n",
       "      <td>0.017733</td>\n",
       "      <td>-0.063458</td>\n",
       "      <td>-0.118087</td>\n",
       "      <td>-0.001922</td>\n",
       "      <td>0.013914</td>\n",
       "      <td>0.058524</td>\n",
       "      <td>-0.121530</td>\n",
       "      <td>0.037631</td>\n",
       "      <td>0.173844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>3</td>\n",
       "      <td>17985597</td>\n",
       "      <td>I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nDavid Nyman</td>\n",
       "      <td>175.0</td>\n",
       "      <td>-0.029300</td>\n",
       "      <td>0.185293</td>\n",
       "      <td>-0.103214</td>\n",
       "      <td>-0.040269</td>\n",
       "      <td>-0.017766</td>\n",
       "      <td>0.070270</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.097211</td>\n",
       "      <td>0.065825</td>\n",
       "      <td>-0.006364</td>\n",
       "      <td>-0.218204</td>\n",
       "      <td>0.057379</td>\n",
       "      <td>0.042383</td>\n",
       "      <td>0.051737</td>\n",
       "      <td>-0.041740</td>\n",
       "      <td>-0.014462</td>\n",
       "      <td>0.074032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9333</th>\n",
       "      <td>-1</td>\n",
       "      <td>8035825</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.062973</td>\n",
       "      <td>0.169795</td>\n",
       "      <td>-0.158104</td>\n",
       "      <td>-0.060582</td>\n",
       "      <td>0.065621</td>\n",
       "      <td>-0.014207</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.254719</td>\n",
       "      <td>-0.003851</td>\n",
       "      <td>0.004802</td>\n",
       "      <td>-0.015988</td>\n",
       "      <td>0.018867</td>\n",
       "      <td>-0.019597</td>\n",
       "      <td>0.020910</td>\n",
       "      <td>-0.074983</td>\n",
       "      <td>0.056395</td>\n",
       "      <td>0.142939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4136</th>\n",
       "      <td>28</td>\n",
       "      <td>10538403</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.061970</td>\n",
       "      <td>0.166116</td>\n",
       "      <td>-0.162965</td>\n",
       "      <td>-0.043179</td>\n",
       "      <td>0.066338</td>\n",
       "      <td>-0.015518</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.265673</td>\n",
       "      <td>0.000521</td>\n",
       "      <td>0.013002</td>\n",
       "      <td>-0.016019</td>\n",
       "      <td>0.022018</td>\n",
       "      <td>-0.025705</td>\n",
       "      <td>0.014324</td>\n",
       "      <td>-0.078080</td>\n",
       "      <td>0.070016</td>\n",
       "      <td>0.145000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7880</th>\n",
       "      <td>-1</td>\n",
       "      <td>10403675</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.062096</td>\n",
       "      <td>0.167841</td>\n",
       "      <td>-0.161849</td>\n",
       "      <td>-0.041090</td>\n",
       "      <td>0.065802</td>\n",
       "      <td>-0.016752</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266143</td>\n",
       "      <td>0.002310</td>\n",
       "      <td>0.015254</td>\n",
       "      <td>-0.013418</td>\n",
       "      <td>0.022722</td>\n",
       "      <td>-0.023261</td>\n",
       "      <td>0.015452</td>\n",
       "      <td>-0.078396</td>\n",
       "      <td>0.067520</td>\n",
       "      <td>0.144788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7252</th>\n",
       "      <td>10</td>\n",
       "      <td>3379676</td>\n",
       "      <td>To whom it may concern:  With respect to net neutrality. I want to advocate you to rescind The Obama/Wheeler power grab to regulate the web. Americans, not Washington, should be empowered to use whatever applications we desire. The Obama/Wheeler power grab to regulate the web is a distortion of net neutrality. It ended a hands-off framework that functioned supremely smoothly for many years with bipartisan consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.018650</td>\n",
       "      <td>0.094805</td>\n",
       "      <td>-0.087892</td>\n",
       "      <td>0.040911</td>\n",
       "      <td>-0.002436</td>\n",
       "      <td>-0.005994</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.135280</td>\n",
       "      <td>0.018301</td>\n",
       "      <td>0.004594</td>\n",
       "      <td>-0.054337</td>\n",
       "      <td>-0.019933</td>\n",
       "      <td>-0.024598</td>\n",
       "      <td>0.040343</td>\n",
       "      <td>-0.104656</td>\n",
       "      <td>0.021588</td>\n",
       "      <td>0.130336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2662</th>\n",
       "      <td>-1</td>\n",
       "      <td>463488</td>\n",
       "      <td>Please preserve net neutrality and the Title 2 provisions. \\n\\nWe cannot rely on mega-communications companies like Verizon, Comcast, and others to have the best interests of consumers in mind. If (when) they strike deals with websites, apps, and other producing entities it is in their interest ($) to control how this media is provided to the public. They can and will deny access to competitors' products. In most areas, internet/phone providers have near monopolies already, and the public ca...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.058720</td>\n",
       "      <td>0.124657</td>\n",
       "      <td>-0.115960</td>\n",
       "      <td>-0.084385</td>\n",
       "      <td>0.060885</td>\n",
       "      <td>-0.000672</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.331802</td>\n",
       "      <td>0.025157</td>\n",
       "      <td>-0.040429</td>\n",
       "      <td>-0.022541</td>\n",
       "      <td>-0.004975</td>\n",
       "      <td>-0.022105</td>\n",
       "      <td>-0.020864</td>\n",
       "      <td>-0.111818</td>\n",
       "      <td>0.063942</td>\n",
       "      <td>0.159757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6331</th>\n",
       "      <td>-1</td>\n",
       "      <td>8145151</td>\n",
       "      <td>Having free, open access to the internet (and its vast information) is necessary for all users of every type and condition; open access is not a luxury, it is a fundamental cornerstone of modern life.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.081912</td>\n",
       "      <td>0.136285</td>\n",
       "      <td>-0.083518</td>\n",
       "      <td>-0.048387</td>\n",
       "      <td>0.080642</td>\n",
       "      <td>-0.034297</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.233280</td>\n",
       "      <td>0.008520</td>\n",
       "      <td>-0.033960</td>\n",
       "      <td>-0.117834</td>\n",
       "      <td>-0.054913</td>\n",
       "      <td>0.058905</td>\n",
       "      <td>-0.036869</td>\n",
       "      <td>-0.113600</td>\n",
       "      <td>-0.081139</td>\n",
       "      <td>0.158129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9509</th>\n",
       "      <td>-1</td>\n",
       "      <td>9006118</td>\n",
       "      <td>Because Internet should be free just like Light, Water etc equals for everyone !!</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.180265</td>\n",
       "      <td>0.241824</td>\n",
       "      <td>-0.108128</td>\n",
       "      <td>-0.107358</td>\n",
       "      <td>0.018468</td>\n",
       "      <td>-0.017944</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.264538</td>\n",
       "      <td>-0.049730</td>\n",
       "      <td>-0.018752</td>\n",
       "      <td>-0.124284</td>\n",
       "      <td>0.063622</td>\n",
       "      <td>0.111911</td>\n",
       "      <td>-0.066462</td>\n",
       "      <td>-0.249795</td>\n",
       "      <td>-0.005859</td>\n",
       "      <td>0.217766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8555</th>\n",
       "      <td>-1</td>\n",
       "      <td>10207338</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.061037</td>\n",
       "      <td>0.167174</td>\n",
       "      <td>-0.164108</td>\n",
       "      <td>-0.040129</td>\n",
       "      <td>0.067612</td>\n",
       "      <td>-0.014281</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.265471</td>\n",
       "      <td>0.001918</td>\n",
       "      <td>0.015229</td>\n",
       "      <td>-0.013795</td>\n",
       "      <td>0.023571</td>\n",
       "      <td>-0.024381</td>\n",
       "      <td>0.014526</td>\n",
       "      <td>-0.078954</td>\n",
       "      <td>0.068574</td>\n",
       "      <td>0.141488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9934</th>\n",
       "      <td>10</td>\n",
       "      <td>2412761</td>\n",
       "      <td>Chairman Pai:  I'd like to share my thoughts on net neutrality regulations. I'd like to advocate Ajit Pai to undo The previous administration's policy to regulate the Internet. Citizens, as opposed to so-called experts, should be empowered to buy whichever products we prefer. The previous administration's policy to regulate the Internet is a betrayal of the open Internet. It ended a pro-consumer approach that worked exceptionally well for decades with nearly universal support.</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.030566</td>\n",
       "      <td>0.104048</td>\n",
       "      <td>-0.105618</td>\n",
       "      <td>-0.019540</td>\n",
       "      <td>0.014706</td>\n",
       "      <td>0.027232</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.139446</td>\n",
       "      <td>0.068297</td>\n",
       "      <td>0.015352</td>\n",
       "      <td>-0.018383</td>\n",
       "      <td>0.015818</td>\n",
       "      <td>-0.025008</td>\n",
       "      <td>0.017066</td>\n",
       "      <td>-0.105447</td>\n",
       "      <td>0.053236</td>\n",
       "      <td>0.131322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>-1</td>\n",
       "      <td>7982304</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.065622</td>\n",
       "      <td>0.171611</td>\n",
       "      <td>-0.158561</td>\n",
       "      <td>-0.063189</td>\n",
       "      <td>0.068207</td>\n",
       "      <td>-0.014413</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.252466</td>\n",
       "      <td>-0.003475</td>\n",
       "      <td>0.002370</td>\n",
       "      <td>-0.014551</td>\n",
       "      <td>0.021461</td>\n",
       "      <td>-0.023309</td>\n",
       "      <td>0.022271</td>\n",
       "      <td>-0.076599</td>\n",
       "      <td>0.054032</td>\n",
       "      <td>0.144029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5377</th>\n",
       "      <td>10</td>\n",
       "      <td>4583842</td>\n",
       "      <td>Dear Chairman Pai,  With respect to restoring Internet freedom. I strongly implore the FCC to rescind Tom Wheeler's plan to control the web. Americans, not the FCC, should be able to use whatever products we want. Tom Wheeler's plan to control the web is a betrayal of net neutrality. It ended a pro-consumer approach that functioned very, very successfully for a long time with both parties' consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.064201</td>\n",
       "      <td>0.160945</td>\n",
       "      <td>-0.136666</td>\n",
       "      <td>-0.017879</td>\n",
       "      <td>0.021892</td>\n",
       "      <td>0.016268</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.151598</td>\n",
       "      <td>0.028689</td>\n",
       "      <td>-0.014623</td>\n",
       "      <td>-0.055421</td>\n",
       "      <td>0.044505</td>\n",
       "      <td>-0.052322</td>\n",
       "      <td>0.004910</td>\n",
       "      <td>-0.071314</td>\n",
       "      <td>-0.006380</td>\n",
       "      <td>0.133801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3453</th>\n",
       "      <td>-1</td>\n",
       "      <td>4423398</td>\n",
       "      <td>Keep the internet neutral! Knowledge shouldn't be based on which websites you can afford to access!</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.060408</td>\n",
       "      <td>0.090371</td>\n",
       "      <td>-0.169117</td>\n",
       "      <td>-0.057378</td>\n",
       "      <td>0.020999</td>\n",
       "      <td>-0.024330</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.308625</td>\n",
       "      <td>0.010733</td>\n",
       "      <td>-0.061687</td>\n",
       "      <td>-0.098267</td>\n",
       "      <td>0.144343</td>\n",
       "      <td>-0.057976</td>\n",
       "      <td>-0.016010</td>\n",
       "      <td>-0.239327</td>\n",
       "      <td>0.129892</td>\n",
       "      <td>0.212017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8079</th>\n",
       "      <td>-1</td>\n",
       "      <td>2155492</td>\n",
       "      <td>Please continue to regulate internet service providers under Title 2 rules. Treat internet access as a vital utility, an essential part of the daily lives of american citizens, rather than an optional commodity. The people in our country need free and fair access to sources of news, education and entertainment, that can only be reached online. The FCC should use its authority to guarantee an even playing field for consumers to access the internet, because this will benefit users looking for ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.043249</td>\n",
       "      <td>0.145312</td>\n",
       "      <td>-0.089230</td>\n",
       "      <td>-0.032307</td>\n",
       "      <td>0.065219</td>\n",
       "      <td>-0.007606</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.302979</td>\n",
       "      <td>-0.008402</td>\n",
       "      <td>-0.024340</td>\n",
       "      <td>-0.085694</td>\n",
       "      <td>-0.025445</td>\n",
       "      <td>-0.042405</td>\n",
       "      <td>-0.010844</td>\n",
       "      <td>-0.147797</td>\n",
       "      <td>-0.032160</td>\n",
       "      <td>0.167651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>24</td>\n",
       "      <td>1124259</td>\n",
       "      <td>As an Internet user, I'm asking the FCC to protect the net neutrality protections currently in place. \\n\\nThe FCC should throw out Chairman Ajit Pai's proposal to give the ISP monopolies like Comcast, AT&amp;T, and Verizon the authority to create Internet fast lanes, stripping Internet users of the meaningful access and privacy protections we fought for and just recently won. \\n\\nI'm concerned about ISPs being allowed to discriminate against certain types of data or websites, because users will ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.046318</td>\n",
       "      <td>0.115824</td>\n",
       "      <td>-0.169503</td>\n",
       "      <td>-0.065865</td>\n",
       "      <td>0.039250</td>\n",
       "      <td>0.032219</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.247043</td>\n",
       "      <td>-0.005945</td>\n",
       "      <td>0.017966</td>\n",
       "      <td>-0.003338</td>\n",
       "      <td>0.044069</td>\n",
       "      <td>0.006552</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>-0.099482</td>\n",
       "      <td>0.017035</td>\n",
       "      <td>0.187768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5344</th>\n",
       "      <td>-1</td>\n",
       "      <td>10127884</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.060221</td>\n",
       "      <td>0.168494</td>\n",
       "      <td>-0.161614</td>\n",
       "      <td>-0.042649</td>\n",
       "      <td>0.065922</td>\n",
       "      <td>-0.017114</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.267428</td>\n",
       "      <td>0.001341</td>\n",
       "      <td>0.016346</td>\n",
       "      <td>-0.013154</td>\n",
       "      <td>0.022125</td>\n",
       "      <td>-0.023330</td>\n",
       "      <td>0.014610</td>\n",
       "      <td>-0.078924</td>\n",
       "      <td>0.069849</td>\n",
       "      <td>0.143982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>37</td>\n",
       "      <td>7776129</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.063614</td>\n",
       "      <td>0.170634</td>\n",
       "      <td>-0.160319</td>\n",
       "      <td>-0.061420</td>\n",
       "      <td>0.066482</td>\n",
       "      <td>-0.012767</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.252207</td>\n",
       "      <td>-0.001861</td>\n",
       "      <td>0.003936</td>\n",
       "      <td>-0.016732</td>\n",
       "      <td>0.022736</td>\n",
       "      <td>-0.022113</td>\n",
       "      <td>0.020652</td>\n",
       "      <td>-0.074577</td>\n",
       "      <td>0.054878</td>\n",
       "      <td>0.143529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2248</th>\n",
       "      <td>-1</td>\n",
       "      <td>10105171</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.062260</td>\n",
       "      <td>0.167944</td>\n",
       "      <td>-0.162804</td>\n",
       "      <td>-0.040202</td>\n",
       "      <td>0.065830</td>\n",
       "      <td>-0.016429</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.267155</td>\n",
       "      <td>0.001299</td>\n",
       "      <td>0.014166</td>\n",
       "      <td>-0.014441</td>\n",
       "      <td>0.019887</td>\n",
       "      <td>-0.023445</td>\n",
       "      <td>0.016573</td>\n",
       "      <td>-0.078068</td>\n",
       "      <td>0.068224</td>\n",
       "      <td>0.144121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3733</th>\n",
       "      <td>40</td>\n",
       "      <td>10191739</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.061638</td>\n",
       "      <td>0.166877</td>\n",
       "      <td>-0.163322</td>\n",
       "      <td>-0.040341</td>\n",
       "      <td>0.065965</td>\n",
       "      <td>-0.015461</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266901</td>\n",
       "      <td>0.001465</td>\n",
       "      <td>0.014860</td>\n",
       "      <td>-0.014332</td>\n",
       "      <td>0.020890</td>\n",
       "      <td>-0.023739</td>\n",
       "      <td>0.015241</td>\n",
       "      <td>-0.078513</td>\n",
       "      <td>0.069334</td>\n",
       "      <td>0.144577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7953</th>\n",
       "      <td>-1</td>\n",
       "      <td>8004068</td>\n",
       "      <td>Killing Net Neutrality will in the short term stifle open communication, and ultimately cripple our economy.  We paid for the development of the Internet; it needs to remain ours.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.094793</td>\n",
       "      <td>0.136955</td>\n",
       "      <td>-0.067717</td>\n",
       "      <td>-0.052072</td>\n",
       "      <td>0.023610</td>\n",
       "      <td>-0.073503</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.244777</td>\n",
       "      <td>0.065364</td>\n",
       "      <td>0.004847</td>\n",
       "      <td>-0.064403</td>\n",
       "      <td>-0.050426</td>\n",
       "      <td>0.043984</td>\n",
       "      <td>-0.000526</td>\n",
       "      <td>-0.077563</td>\n",
       "      <td>-0.130068</td>\n",
       "      <td>0.072552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2752</th>\n",
       "      <td>-1</td>\n",
       "      <td>10114839</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.061647</td>\n",
       "      <td>0.168455</td>\n",
       "      <td>-0.162487</td>\n",
       "      <td>-0.039966</td>\n",
       "      <td>0.066283</td>\n",
       "      <td>-0.014539</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.264779</td>\n",
       "      <td>0.000912</td>\n",
       "      <td>0.013985</td>\n",
       "      <td>-0.014754</td>\n",
       "      <td>0.024062</td>\n",
       "      <td>-0.023073</td>\n",
       "      <td>0.014557</td>\n",
       "      <td>-0.079859</td>\n",
       "      <td>0.068205</td>\n",
       "      <td>0.142389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>-1</td>\n",
       "      <td>10951792</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.062183</td>\n",
       "      <td>0.167059</td>\n",
       "      <td>-0.161709</td>\n",
       "      <td>-0.039882</td>\n",
       "      <td>0.065813</td>\n",
       "      <td>-0.014879</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266468</td>\n",
       "      <td>0.001477</td>\n",
       "      <td>0.013212</td>\n",
       "      <td>-0.014973</td>\n",
       "      <td>0.020114</td>\n",
       "      <td>-0.023893</td>\n",
       "      <td>0.015918</td>\n",
       "      <td>-0.079193</td>\n",
       "      <td>0.068114</td>\n",
       "      <td>0.144756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8262</th>\n",
       "      <td>-1</td>\n",
       "      <td>7075228</td>\n",
       "      <td>Access to a free internet has greatly improved my life for the better. ISPs must not be able to pick the winners of the internet through bandwidth throttling or any other method. That is for the users of the internet to do.\\n\\nI am a computer programmer and create content accessible on the internet. One day I hope to turn it into a business.  It is not a level playing field if I competing against companies that can afford a bandwidth \"fast lane\". Let ideas stand on their own.\\n\\nIt appears t...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.047289</td>\n",
       "      <td>0.154062</td>\n",
       "      <td>-0.163949</td>\n",
       "      <td>-0.064958</td>\n",
       "      <td>0.058122</td>\n",
       "      <td>0.010832</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266757</td>\n",
       "      <td>0.016574</td>\n",
       "      <td>-0.021592</td>\n",
       "      <td>-0.054601</td>\n",
       "      <td>0.056268</td>\n",
       "      <td>-0.006774</td>\n",
       "      <td>-0.009717</td>\n",
       "      <td>-0.094571</td>\n",
       "      <td>-0.023665</td>\n",
       "      <td>0.196363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6134</th>\n",
       "      <td>-1</td>\n",
       "      <td>7138307</td>\n",
       "      <td>The FCC should safeguard Internet freedom by keeping the bright-line net neutrality protections in place and upholding Title II. \\r\\n\\r\\nThe FCC should reject Chairman Ajit Pai’s proposal to give the government-subsidized ISP monopolies like AT&amp;T, Verizon, and Comcast the authority to throttle whatever they please, stripping users of the vital access and privacy protections we worked for and so recently won. \\r\\n\\r\\nI’m concerned about ISPs being allowed to discriminate against certain types...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.059225</td>\n",
       "      <td>0.095308</td>\n",
       "      <td>-0.160544</td>\n",
       "      <td>-0.060641</td>\n",
       "      <td>0.036622</td>\n",
       "      <td>0.011151</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266266</td>\n",
       "      <td>-0.009859</td>\n",
       "      <td>0.014838</td>\n",
       "      <td>-0.017059</td>\n",
       "      <td>0.041192</td>\n",
       "      <td>0.010559</td>\n",
       "      <td>0.012993</td>\n",
       "      <td>-0.086098</td>\n",
       "      <td>0.042353</td>\n",
       "      <td>0.196373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6180</th>\n",
       "      <td>-1</td>\n",
       "      <td>358475</td>\n",
       "      <td>Mr. Chairman, I strongly support net neutrality regulation by the FCC under title II.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.101651</td>\n",
       "      <td>0.102181</td>\n",
       "      <td>-0.086867</td>\n",
       "      <td>0.057372</td>\n",
       "      <td>-0.105943</td>\n",
       "      <td>0.102602</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.025010</td>\n",
       "      <td>-0.034249</td>\n",
       "      <td>0.010994</td>\n",
       "      <td>-0.143551</td>\n",
       "      <td>0.075150</td>\n",
       "      <td>0.023159</td>\n",
       "      <td>0.122585</td>\n",
       "      <td>-0.062141</td>\n",
       "      <td>0.015075</td>\n",
       "      <td>0.157626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9582</th>\n",
       "      <td>25</td>\n",
       "      <td>12768303</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-0.062210</td>\n",
       "      <td>0.167914</td>\n",
       "      <td>-0.161896</td>\n",
       "      <td>-0.039406</td>\n",
       "      <td>0.066352</td>\n",
       "      <td>-0.017809</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266271</td>\n",
       "      <td>-0.000112</td>\n",
       "      <td>0.015061</td>\n",
       "      <td>-0.014758</td>\n",
       "      <td>0.021581</td>\n",
       "      <td>-0.024118</td>\n",
       "      <td>0.014794</td>\n",
       "      <td>-0.078423</td>\n",
       "      <td>0.068664</td>\n",
       "      <td>0.143575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2506</th>\n",
       "      <td>3</td>\n",
       "      <td>11761316</td>\n",
       "      <td>I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nAmy Haugen</td>\n",
       "      <td>120.0</td>\n",
       "      <td>-0.053612</td>\n",
       "      <td>0.173256</td>\n",
       "      <td>-0.106756</td>\n",
       "      <td>-0.003267</td>\n",
       "      <td>-0.047793</td>\n",
       "      <td>0.080547</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.107214</td>\n",
       "      <td>0.049895</td>\n",
       "      <td>-0.060615</td>\n",
       "      <td>-0.201766</td>\n",
       "      <td>0.063897</td>\n",
       "      <td>0.019903</td>\n",
       "      <td>0.064487</td>\n",
       "      <td>-0.054150</td>\n",
       "      <td>-0.059322</td>\n",
       "      <td>0.065587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>-1</td>\n",
       "      <td>7093887</td>\n",
       "      <td>Net Neutrality. Otherwise it's simply not fair.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.144329</td>\n",
       "      <td>0.183201</td>\n",
       "      <td>-0.190574</td>\n",
       "      <td>0.026132</td>\n",
       "      <td>-0.077869</td>\n",
       "      <td>0.068310</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.115251</td>\n",
       "      <td>0.071018</td>\n",
       "      <td>-0.117194</td>\n",
       "      <td>-0.158508</td>\n",
       "      <td>0.039338</td>\n",
       "      <td>-0.072577</td>\n",
       "      <td>0.024161</td>\n",
       "      <td>-0.185732</td>\n",
       "      <td>0.087497</td>\n",
       "      <td>0.119696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4368</th>\n",
       "      <td>-1</td>\n",
       "      <td>10309061</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.062174</td>\n",
       "      <td>0.165128</td>\n",
       "      <td>-0.163822</td>\n",
       "      <td>-0.039822</td>\n",
       "      <td>0.066956</td>\n",
       "      <td>-0.016940</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266369</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.015269</td>\n",
       "      <td>-0.014999</td>\n",
       "      <td>0.021674</td>\n",
       "      <td>-0.023090</td>\n",
       "      <td>0.014919</td>\n",
       "      <td>-0.077974</td>\n",
       "      <td>0.069776</td>\n",
       "      <td>0.144628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7385</th>\n",
       "      <td>-1</td>\n",
       "      <td>7792375</td>\n",
       "      <td>To the FCC,\\n\\nMy name is Mika Parajon, I live in Colorado and am a graphic designer for Osprey Packs, a backpacking company. Please do not take away open internet. It is very important to me that it stays open, and let me tell you why. \\n\\n1. It enables me to do my job well and continue learning. As a graphic designer, I am constantly online gaining inspiration, learning how to do something new in Photoshop or other Adobe programs, learning about what is going on in the outdoor industry and...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.018817</td>\n",
       "      <td>0.161342</td>\n",
       "      <td>-0.179186</td>\n",
       "      <td>-0.046962</td>\n",
       "      <td>0.068793</td>\n",
       "      <td>0.006218</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.219145</td>\n",
       "      <td>0.025257</td>\n",
       "      <td>-0.046587</td>\n",
       "      <td>-0.050072</td>\n",
       "      <td>0.053908</td>\n",
       "      <td>-0.016359</td>\n",
       "      <td>-0.038085</td>\n",
       "      <td>-0.066746</td>\n",
       "      <td>0.002486</td>\n",
       "      <td>0.148092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8136</th>\n",
       "      <td>10</td>\n",
       "      <td>2729030</td>\n",
       "      <td>FCC commissioners,  I would like to comment on the FCC regulations on the Internet. I strongly recommend the FCC to undo Barack Obama's decision to take over the Internet. Individual Americans, rather than the FCC, ought to enjoy whichever services we prefer. Barack Obama's decision to take over the Internet is a exploitation  of the open Internet. It stopped a hands-off approach that performed very, very smoothly for a long time with both parties' consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.058600</td>\n",
       "      <td>0.132925</td>\n",
       "      <td>-0.098703</td>\n",
       "      <td>0.005372</td>\n",
       "      <td>0.008344</td>\n",
       "      <td>0.023311</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.142618</td>\n",
       "      <td>0.069985</td>\n",
       "      <td>-0.005456</td>\n",
       "      <td>-0.058680</td>\n",
       "      <td>0.089063</td>\n",
       "      <td>-0.009519</td>\n",
       "      <td>0.052350</td>\n",
       "      <td>-0.038202</td>\n",
       "      <td>-0.037158</td>\n",
       "      <td>0.162119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>10</td>\n",
       "      <td>3270257</td>\n",
       "      <td>To the FCC:  I have concerns about Internet freedom. I'd like to ask Ajit Pai to overturn Obama's power grab to take over Internet access. Individual Americans, not the FCC, should be able to enjoy whatever services they want. Obama's power grab to take over Internet access is a distortion of net neutrality. It undid a hands-off approach that performed very, very smoothly for two decades with Republican and Democrat support.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.064637</td>\n",
       "      <td>0.101769</td>\n",
       "      <td>-0.089828</td>\n",
       "      <td>0.044977</td>\n",
       "      <td>0.023452</td>\n",
       "      <td>-0.004374</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.162902</td>\n",
       "      <td>0.052679</td>\n",
       "      <td>-0.039615</td>\n",
       "      <td>-0.067175</td>\n",
       "      <td>0.079175</td>\n",
       "      <td>-0.038005</td>\n",
       "      <td>0.066060</td>\n",
       "      <td>-0.060216</td>\n",
       "      <td>-0.005229</td>\n",
       "      <td>0.145653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6343</th>\n",
       "      <td>10</td>\n",
       "      <td>2181067</td>\n",
       "      <td>My comments re: NET NEUTRALITY. I would like to request the FCC to repeal Tom Wheeler's scheme to regulate broadband. Citizens, rather than big government, deserve to buy the products they choose. Tom Wheeler's scheme to regulate broadband is a perversion of the open Internet. It reversed a pro-consumer system that functioned fabulously successfully for decades with both parties' approval.</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.048323</td>\n",
       "      <td>0.130852</td>\n",
       "      <td>-0.110379</td>\n",
       "      <td>-0.093137</td>\n",
       "      <td>0.016627</td>\n",
       "      <td>-0.008088</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.177143</td>\n",
       "      <td>0.009921</td>\n",
       "      <td>0.050668</td>\n",
       "      <td>-0.039151</td>\n",
       "      <td>-0.012033</td>\n",
       "      <td>-0.014995</td>\n",
       "      <td>0.002674</td>\n",
       "      <td>-0.052350</td>\n",
       "      <td>0.038895</td>\n",
       "      <td>0.185638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3370</th>\n",
       "      <td>-1</td>\n",
       "      <td>735013</td>\n",
       "      <td>We support net neutrality backed by  Title II oversight of OSPs.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.125138</td>\n",
       "      <td>-0.029843</td>\n",
       "      <td>-0.045509</td>\n",
       "      <td>0.007112</td>\n",
       "      <td>-0.109764</td>\n",
       "      <td>0.058068</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.096175</td>\n",
       "      <td>0.011006</td>\n",
       "      <td>-0.018476</td>\n",
       "      <td>-0.082407</td>\n",
       "      <td>-0.026086</td>\n",
       "      <td>-0.035180</td>\n",
       "      <td>0.031511</td>\n",
       "      <td>-0.101420</td>\n",
       "      <td>0.016716</td>\n",
       "      <td>0.080750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4610</th>\n",
       "      <td>10</td>\n",
       "      <td>3242222</td>\n",
       "      <td>Dear Mr. Pai,  My comments re: net neutrality regulations. I would like to encourage the commissioners to reverse Obama's scheme to control Internet access. Individual Americans, not the FCC Enforcement Bureau, should be able to buy the applications they desire. Obama's scheme to control Internet access is a distortion of the open Internet. It stopped a pro-consumer system that performed remarkably smoothly for a long time with Republican and Democrat approval.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.066790</td>\n",
       "      <td>0.121425</td>\n",
       "      <td>-0.094805</td>\n",
       "      <td>-0.037057</td>\n",
       "      <td>-0.020925</td>\n",
       "      <td>0.010016</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.176899</td>\n",
       "      <td>0.063527</td>\n",
       "      <td>0.015013</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.095213</td>\n",
       "      <td>-0.040625</td>\n",
       "      <td>0.043196</td>\n",
       "      <td>-0.036144</td>\n",
       "      <td>-0.024037</td>\n",
       "      <td>0.168006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>10</td>\n",
       "      <td>3392416</td>\n",
       "      <td>To the FCC:  In reference to network neutrality regulations. I recommend the commission to reverse President Obama's power grab to control broadband. Citizens, not unelected bureaucrats, should be free to purchase whatever services we prefer. President Obama's power grab to control broadband is a exploitation  of net neutrality. It ended a market-based policy that functioned exceptionally smoothly for decades with bipartisan consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.066432</td>\n",
       "      <td>0.131885</td>\n",
       "      <td>0.036945</td>\n",
       "      <td>0.014681</td>\n",
       "      <td>-0.020326</td>\n",
       "      <td>-0.016790</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.137581</td>\n",
       "      <td>0.090437</td>\n",
       "      <td>0.037706</td>\n",
       "      <td>-0.039441</td>\n",
       "      <td>0.008326</td>\n",
       "      <td>-0.040117</td>\n",
       "      <td>0.043399</td>\n",
       "      <td>-0.066374</td>\n",
       "      <td>-0.006205</td>\n",
       "      <td>0.124684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6409</th>\n",
       "      <td>10</td>\n",
       "      <td>3334946</td>\n",
       "      <td>To the Federal Communications Commission:  Regarding restoring Internet freedom. I strongly ask the commissioners to reverse Tom Wheeler's decision to take over Internet access. Individuals, rather than Washington bureaucrats, should be empowered to enjoy whatever applications they choose. Tom Wheeler's decision to take over Internet access is a distortion of net neutrality. It broke a pro-consumer system that functioned fabulously well for two decades with Republican and Democrat consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.040176</td>\n",
       "      <td>0.115773</td>\n",
       "      <td>-0.086611</td>\n",
       "      <td>-0.028729</td>\n",
       "      <td>0.022189</td>\n",
       "      <td>-0.011643</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.171745</td>\n",
       "      <td>0.010191</td>\n",
       "      <td>0.035340</td>\n",
       "      <td>-0.041144</td>\n",
       "      <td>-0.011848</td>\n",
       "      <td>-0.029552</td>\n",
       "      <td>0.050072</td>\n",
       "      <td>-0.067052</td>\n",
       "      <td>0.002970</td>\n",
       "      <td>0.111036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8904</th>\n",
       "      <td>-1</td>\n",
       "      <td>3273253</td>\n",
       "      <td>Dear Mr. Pai,  I am a voter worried about Internet regulation. I'd like to recommend Ajit Pai to rescind Barack Obama's order to regulate the Internet. Internet users, rather than Washington bureaucrats, ought to use whatever applications we want. Barack Obama's order to regulate the Internet is a corruption of net neutrality. It reversed a light-touch policy that functioned supremely well for decades with Republican and Democrat support.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.075041</td>\n",
       "      <td>0.141897</td>\n",
       "      <td>-0.069893</td>\n",
       "      <td>-0.026077</td>\n",
       "      <td>-0.019944</td>\n",
       "      <td>0.060927</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.110815</td>\n",
       "      <td>0.035740</td>\n",
       "      <td>-0.038698</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.063329</td>\n",
       "      <td>-0.039336</td>\n",
       "      <td>0.076571</td>\n",
       "      <td>-0.105053</td>\n",
       "      <td>-0.047432</td>\n",
       "      <td>0.174661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5439</th>\n",
       "      <td>-1</td>\n",
       "      <td>21815564</td>\n",
       "      <td>The principle of equality of opportunity should operate in the online world. Net neutrality is essential for this to be the case.\\n\\n\\n\\nTitle II law is equally essential for net neutrality.\\n\\n\\n\\nThe monopolistic, anticompetitive broadband industry has actively broken every other tool for enforcing net neutrality, precisely because they do not want to honor this principle. A decision to dump Title II must therefore be expected to lead precisely to that outcome: tolls, throttling, segregate...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.066725</td>\n",
       "      <td>0.154824</td>\n",
       "      <td>-0.116044</td>\n",
       "      <td>-0.021234</td>\n",
       "      <td>0.009308</td>\n",
       "      <td>-0.033033</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.184143</td>\n",
       "      <td>-0.011076</td>\n",
       "      <td>-0.018063</td>\n",
       "      <td>-0.094931</td>\n",
       "      <td>0.032251</td>\n",
       "      <td>0.028032</td>\n",
       "      <td>0.011354</td>\n",
       "      <td>-0.116686</td>\n",
       "      <td>0.019249</td>\n",
       "      <td>0.129211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9558</th>\n",
       "      <td>-1</td>\n",
       "      <td>21814599</td>\n",
       "      <td>Everyone deserves equal access to fast internet, despite their economic status. In this day and age internet is essential to our work and daily lives, and corporations and the wealthy should not get superior service and better access to it. That s just common sense.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.098962</td>\n",
       "      <td>0.157285</td>\n",
       "      <td>-0.099839</td>\n",
       "      <td>-0.080220</td>\n",
       "      <td>0.035357</td>\n",
       "      <td>-0.000086</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.270181</td>\n",
       "      <td>0.021761</td>\n",
       "      <td>-0.027122</td>\n",
       "      <td>-0.020365</td>\n",
       "      <td>0.076867</td>\n",
       "      <td>0.016920</td>\n",
       "      <td>0.008967</td>\n",
       "      <td>-0.133254</td>\n",
       "      <td>-0.043871</td>\n",
       "      <td>0.093695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302</th>\n",
       "      <td>-1</td>\n",
       "      <td>8435202</td>\n",
       "      <td>Dear FCC,\\n\\nPlease remember that we are part of a global commerce. We cannot afford to get slower while China, Russia, India and many emerging nations are getting faster. My internet speed is not bad for Comcast, but it would help if it were faster, not slower. I spend many minutes waiting for pages to load. It's not enough time, each time to do anything else but wait. Please do not alter, modify or repeal the neutrality law. We, as a country, will suffer at the hands of our international c...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.074522</td>\n",
       "      <td>0.184337</td>\n",
       "      <td>-0.155659</td>\n",
       "      <td>-0.119699</td>\n",
       "      <td>0.092109</td>\n",
       "      <td>0.007958</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.193816</td>\n",
       "      <td>-0.007240</td>\n",
       "      <td>-0.040745</td>\n",
       "      <td>-0.046252</td>\n",
       "      <td>0.040149</td>\n",
       "      <td>-0.002902</td>\n",
       "      <td>-0.007417</td>\n",
       "      <td>-0.085083</td>\n",
       "      <td>-0.045279</td>\n",
       "      <td>0.114226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9512</th>\n",
       "      <td>10</td>\n",
       "      <td>4692888</td>\n",
       "      <td>Chairman Pai:  I'm very worried about net neutrality rules. I want to implore Chairman Pai to repeal President Obama's order to control Internet access. People like me, rather than so-called experts, should be empowered to select whatever services they want. President Obama's order to control Internet access is a corruption of the open Internet. It reversed a market-based policy that performed remarkably smoothly for decades with nearly universal consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.049674</td>\n",
       "      <td>0.165834</td>\n",
       "      <td>-0.075016</td>\n",
       "      <td>-0.019731</td>\n",
       "      <td>0.034862</td>\n",
       "      <td>-0.005744</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.124902</td>\n",
       "      <td>0.065055</td>\n",
       "      <td>-0.018731</td>\n",
       "      <td>-0.023388</td>\n",
       "      <td>0.035859</td>\n",
       "      <td>-0.030426</td>\n",
       "      <td>0.004414</td>\n",
       "      <td>-0.084507</td>\n",
       "      <td>0.035977</td>\n",
       "      <td>0.150119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1645</th>\n",
       "      <td>10</td>\n",
       "      <td>2534245</td>\n",
       "      <td>Dear Commissioners:  I'm contacting you about Title II rules. I urge the FCC to undo Tom Wheeler's scheme to take over the web. Individuals, as opposed to so-called experts, deserve to buy whichever products they choose. Tom Wheeler's scheme to take over the web is a corruption of net neutrality. It ended a hands-off approach that functioned very, very successfully for a long time with nearly universal support.</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.041356</td>\n",
       "      <td>0.129978</td>\n",
       "      <td>-0.149837</td>\n",
       "      <td>-0.029544</td>\n",
       "      <td>0.028027</td>\n",
       "      <td>-0.005372</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.135633</td>\n",
       "      <td>0.034012</td>\n",
       "      <td>0.003796</td>\n",
       "      <td>-0.042879</td>\n",
       "      <td>-0.019967</td>\n",
       "      <td>-0.014449</td>\n",
       "      <td>0.017423</td>\n",
       "      <td>-0.072438</td>\n",
       "      <td>0.029996</td>\n",
       "      <td>0.095084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3873</th>\n",
       "      <td>-1</td>\n",
       "      <td>7838273</td>\n",
       "      <td>The FCC should ensure a fair and open Internet for all by opposing efforts to undermine net neutrality. \\r\\n\\r\\nThe FCC should reject Chairman Ajit Pai’s proposal to give the telecom giants like AT&amp;T, Comcast, and Verizon the authority to engage in data discrimination, stripping users of the necessary access and privacy protections we fought for and so recently won. \\r\\n\\r\\nI’m concerned about ISPs being allowed to discriminate against certain types of data or websites because ISPs could hav...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.059989</td>\n",
       "      <td>0.098814</td>\n",
       "      <td>-0.165898</td>\n",
       "      <td>-0.054259</td>\n",
       "      <td>0.027714</td>\n",
       "      <td>0.019689</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.263499</td>\n",
       "      <td>0.006024</td>\n",
       "      <td>0.011003</td>\n",
       "      <td>-0.018461</td>\n",
       "      <td>0.043695</td>\n",
       "      <td>0.002602</td>\n",
       "      <td>-0.002189</td>\n",
       "      <td>-0.089626</td>\n",
       "      <td>0.029351</td>\n",
       "      <td>0.201322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>10</td>\n",
       "      <td>2780366</td>\n",
       "      <td>Dear FCC,  In reference to NET NEUTRALITY. I want to demand the Federal Communications Commission to rescind Tom Wheeler's scheme to control the Internet. Individual citizens, rather than the FCC, should be able to use which applications we choose. Tom Wheeler's scheme to control the Internet is a corruption of net neutrality. It disrupted a market-based policy that functioned supremely well for many years with both parties' approval.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.069762</td>\n",
       "      <td>0.130871</td>\n",
       "      <td>-0.079954</td>\n",
       "      <td>-0.033174</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.005723</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.215921</td>\n",
       "      <td>0.051445</td>\n",
       "      <td>0.046203</td>\n",
       "      <td>-0.031440</td>\n",
       "      <td>0.006619</td>\n",
       "      <td>-0.054945</td>\n",
       "      <td>0.027909</td>\n",
       "      <td>-0.066438</td>\n",
       "      <td>0.009500</td>\n",
       "      <td>0.141502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3181</th>\n",
       "      <td>-1</td>\n",
       "      <td>7358070</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.063677</td>\n",
       "      <td>0.171144</td>\n",
       "      <td>-0.157930</td>\n",
       "      <td>-0.061666</td>\n",
       "      <td>0.063806</td>\n",
       "      <td>-0.014532</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.254130</td>\n",
       "      <td>-0.002604</td>\n",
       "      <td>0.005468</td>\n",
       "      <td>-0.017356</td>\n",
       "      <td>0.022559</td>\n",
       "      <td>-0.023674</td>\n",
       "      <td>0.022092</td>\n",
       "      <td>-0.074965</td>\n",
       "      <td>0.054814</td>\n",
       "      <td>0.142280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>10</td>\n",
       "      <td>2765949</td>\n",
       "      <td>To the Federal Communications Commission:  I'm concerned about regulations on the Internet. I would like to advocate the commissioners to reverse Tom Wheeler's order to take over Internet access. Citizens, rather than big government, deserve to enjoy the applications they want. Tom Wheeler's order to take over Internet access is a perversion of the open Internet. It disrupted a pro-consumer policy that functioned very, very well for a long time with Republican and Democrat consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.051960</td>\n",
       "      <td>0.118123</td>\n",
       "      <td>-0.137387</td>\n",
       "      <td>-0.032001</td>\n",
       "      <td>0.047459</td>\n",
       "      <td>-0.008705</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.177584</td>\n",
       "      <td>0.021601</td>\n",
       "      <td>0.025088</td>\n",
       "      <td>-0.054393</td>\n",
       "      <td>0.016877</td>\n",
       "      <td>-0.002743</td>\n",
       "      <td>0.027863</td>\n",
       "      <td>-0.084292</td>\n",
       "      <td>-0.024897</td>\n",
       "      <td>0.147267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5056</th>\n",
       "      <td>-1</td>\n",
       "      <td>7313008</td>\n",
       "      <td>Hello, Net neutrality is very important to me. Even now my internet choice is one for my house. This allows them to control what they want and I have no choice. Please protect net neutrality.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.049823</td>\n",
       "      <td>0.189725</td>\n",
       "      <td>-0.213889</td>\n",
       "      <td>-0.016171</td>\n",
       "      <td>0.068297</td>\n",
       "      <td>-0.028411</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.166725</td>\n",
       "      <td>-0.016374</td>\n",
       "      <td>-0.057774</td>\n",
       "      <td>-0.034747</td>\n",
       "      <td>0.088749</td>\n",
       "      <td>-0.043532</td>\n",
       "      <td>0.022192</td>\n",
       "      <td>-0.094141</td>\n",
       "      <td>-0.009810</td>\n",
       "      <td>0.139227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5185</th>\n",
       "      <td>-1</td>\n",
       "      <td>2147991</td>\n",
       "      <td>I strongly support net neutrality and ISP's being classified under title II</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.097731</td>\n",
       "      <td>0.053978</td>\n",
       "      <td>-0.151687</td>\n",
       "      <td>0.059373</td>\n",
       "      <td>0.069435</td>\n",
       "      <td>0.109852</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.093450</td>\n",
       "      <td>-0.035354</td>\n",
       "      <td>-0.012317</td>\n",
       "      <td>-0.179312</td>\n",
       "      <td>0.166900</td>\n",
       "      <td>-0.016478</td>\n",
       "      <td>0.108077</td>\n",
       "      <td>-0.183953</td>\n",
       "      <td>0.092000</td>\n",
       "      <td>0.169507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>-1</td>\n",
       "      <td>7356859</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&amp;T blocked FaceTime, T...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.065106</td>\n",
       "      <td>0.171998</td>\n",
       "      <td>-0.155398</td>\n",
       "      <td>-0.059111</td>\n",
       "      <td>0.065404</td>\n",
       "      <td>-0.013978</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251253</td>\n",
       "      <td>-0.002095</td>\n",
       "      <td>0.003843</td>\n",
       "      <td>-0.015875</td>\n",
       "      <td>0.023930</td>\n",
       "      <td>-0.021783</td>\n",
       "      <td>0.022900</td>\n",
       "      <td>-0.076956</td>\n",
       "      <td>0.052700</td>\n",
       "      <td>0.144482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3639</th>\n",
       "      <td>10</td>\n",
       "      <td>2850813</td>\n",
       "      <td>Dear FCC,  I'm very concerned about network neutrality regulations. I want to recommend the government to reverse Obama's power grab to take over the Internet. Americans, not unelected bureaucrats, should be free to enjoy the applications they choose. Obama's power grab to take over the Internet is a distortion of net neutrality. It stopped a light-touch policy that functioned remarkably smoothly for many years with Republican and Democrat consensus.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.073021</td>\n",
       "      <td>0.130926</td>\n",
       "      <td>-0.060886</td>\n",
       "      <td>0.014437</td>\n",
       "      <td>-0.013323</td>\n",
       "      <td>-0.003736</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.163192</td>\n",
       "      <td>0.063591</td>\n",
       "      <td>0.013278</td>\n",
       "      <td>-0.056867</td>\n",
       "      <td>0.056700</td>\n",
       "      <td>-0.004282</td>\n",
       "      <td>0.077808</td>\n",
       "      <td>-0.043435</td>\n",
       "      <td>0.003012</td>\n",
       "      <td>0.126055</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 304 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      cluster     docid  \\\n",
       "2055       -1   2050356   \n",
       "5579       10   3497745   \n",
       "532        10   3284549   \n",
       "7433       10   2916638   \n",
       "3060       -1    126757   \n",
       "6305        3   9917682   \n",
       "8004       40  10107878   \n",
       "8448       10   2314026   \n",
       "4562        7    363488   \n",
       "220         3  17985597   \n",
       "9333       -1   8035825   \n",
       "4136       28  10538403   \n",
       "7880       -1  10403675   \n",
       "7252       10   3379676   \n",
       "2662       -1    463488   \n",
       "6331       -1   8145151   \n",
       "9509       -1   9006118   \n",
       "8555       -1  10207338   \n",
       "9934       10   2412761   \n",
       "2710       -1   7982304   \n",
       "5377       10   4583842   \n",
       "3453       -1   4423398   \n",
       "8079       -1   2155492   \n",
       "1437       24   1124259   \n",
       "5344       -1  10127884   \n",
       "3230       37   7776129   \n",
       "2248       -1  10105171   \n",
       "3733       40  10191739   \n",
       "7953       -1   8004068   \n",
       "2752       -1  10114839   \n",
       "...       ...       ...   \n",
       "9998       -1  10951792   \n",
       "8262       -1   7075228   \n",
       "6134       -1   7138307   \n",
       "6180       -1    358475   \n",
       "9582       25  12768303   \n",
       "2506        3  11761316   \n",
       "1237       -1   7093887   \n",
       "4368       -1  10309061   \n",
       "7385       -1   7792375   \n",
       "8136       10   2729030   \n",
       "1137       10   3270257   \n",
       "6343       10   2181067   \n",
       "3370       -1    735013   \n",
       "4610       10   3242222   \n",
       "4410       10   3392416   \n",
       "6409       10   3334946   \n",
       "8904       -1   3273253   \n",
       "5439       -1  21815564   \n",
       "9558       -1  21814599   \n",
       "2302       -1   8435202   \n",
       "9512       10   4692888   \n",
       "1645       10   2534245   \n",
       "3873       -1   7838273   \n",
       "20         10   2780366   \n",
       "3181       -1   7358070   \n",
       "1564       10   2765949   \n",
       "5056       -1   7313008   \n",
       "5185       -1   2147991   \n",
       "122        -1   7356859   \n",
       "3639       10   2850813   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                text_data  \\\n",
       "2055                                                                                                                                                                                                                                                                                                                                                                                                                                                              Please maintain net neutrality as it stands. Thank you.   \n",
       "5579                                                                                          In the matter of Net neutrality. I strongly implore the commission to rescind Barack Obama's decision to take over broadband. Americans, as opposed to the FCC Enforcement Bureau, should be able to buy which services they prefer. Barack Obama's decision to take over broadband is a distortion of the open Internet. It stopped a free-market system that worked very well for two decades with both parties' support.   \n",
       "532                                     To the Federal Communications Commission:  I'm very concerned about Internet regulation. I implore Chairman Pai to reverse Tom Wheeler's decision to control the web. Internet users, rather than the FCC Enforcement Bureau, deserve to buy whichever products we desire. Tom Wheeler's decision to control the web is a betrayal of the open Internet. It stopped a pro-consumer approach that worked remarkably smoothly for a long time with Republican and Democrat backing.   \n",
       "7433                        Hi, I'd like to comment on network neutrality regulations. I'd like to ask Chairman Pai to repeal The previous administration's plan to take over Internet access. People like me, rather than the FCC, should be free to select the products they want. The previous administration's plan to take over Internet access is a perversion of net neutrality. It broke a market-based framework that functioned fabulously successfully for a long time with Republican and Democrat consensus.   \n",
       "3060                                                                                                                                                                                                                                                                                                                                                                                                    I specifically support strong net neutrality backed by Title II oversight of the Internet Service Providers (ISP)   \n",
       "6305                                                                                                                                                                                                                                                                                                                                                                                                 I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nGeneva Jackson   \n",
       "8004  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "8448                    Chairman Pai:  In the matter of the FCC regulations on the Internet. I strongly recommend the government to repeal The Obama/Wheeler policy to take over the web. Individual Americans, rather than the FCC Enforcement Bureau, should be empowered to purchase whatever services they choose. The Obama/Wheeler policy to take over the web is a betrayal of the open Internet. It stopped a free-market policy that performed very, very well for decades with Republican and Democrat support.   \n",
       "4562                                                                                                                                                                                                                                                                                                                                                                                                            I am in support of STRONG net neutrality backed by Title II oversight of ISPs! I oppose Docket no. 17-108   \n",
       "220                                                                                                                                                                                                                                                                                                                                                                                                     I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nDavid Nyman   \n",
       "9333  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "4136  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "7880  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked...   \n",
       "7252                                                                                  To whom it may concern:  With respect to net neutrality. I want to advocate you to rescind The Obama/Wheeler power grab to regulate the web. Americans, not Washington, should be empowered to use whatever applications we desire. The Obama/Wheeler power grab to regulate the web is a distortion of net neutrality. It ended a hands-off framework that functioned supremely smoothly for many years with bipartisan consensus.   \n",
       "2662  Please preserve net neutrality and the Title 2 provisions. \\n\\nWe cannot rely on mega-communications companies like Verizon, Comcast, and others to have the best interests of consumers in mind. If (when) they strike deals with websites, apps, and other producing entities it is in their interest ($) to control how this media is provided to the public. They can and will deny access to competitors' products. In most areas, internet/phone providers have near monopolies already, and the public ca...   \n",
       "6331                                                                                                                                                                                                                                                                                                            Having free, open access to the internet (and its vast information) is necessary for all users of every type and condition; open access is not a luxury, it is a fundamental cornerstone of modern life.    \n",
       "9509                                                                                                                                                                                                                                                                                                                                                                                                                                    Because Internet should be free just like Light, Water etc equals for everyone !!   \n",
       "8555  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "9934                    Chairman Pai:  I'd like to share my thoughts on net neutrality regulations. I'd like to advocate Ajit Pai to undo The previous administration's policy to regulate the Internet. Citizens, as opposed to so-called experts, should be empowered to buy whichever products we prefer. The previous administration's policy to regulate the Internet is a betrayal of the open Internet. It ended a pro-consumer approach that worked exceptionally well for decades with nearly universal support.   \n",
       "2710  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "5377                                                                                                  Dear Chairman Pai,  With respect to restoring Internet freedom. I strongly implore the FCC to rescind Tom Wheeler's plan to control the web. Americans, not the FCC, should be able to use whatever products we want. Tom Wheeler's plan to control the web is a betrayal of net neutrality. It ended a pro-consumer approach that functioned very, very successfully for a long time with both parties' consensus.   \n",
       "3453                                                                                                                                                                                                                                                                                                                                                                                                                  Keep the internet neutral! Knowledge shouldn't be based on which websites you can afford to access!   \n",
       "8079  Please continue to regulate internet service providers under Title 2 rules. Treat internet access as a vital utility, an essential part of the daily lives of american citizens, rather than an optional commodity. The people in our country need free and fair access to sources of news, education and entertainment, that can only be reached online. The FCC should use its authority to guarantee an even playing field for consumers to access the internet, because this will benefit users looking for ...   \n",
       "1437  As an Internet user, I'm asking the FCC to protect the net neutrality protections currently in place. \\n\\nThe FCC should throw out Chairman Ajit Pai's proposal to give the ISP monopolies like Comcast, AT&T, and Verizon the authority to create Internet fast lanes, stripping Internet users of the meaningful access and privacy protections we fought for and just recently won. \\n\\nI'm concerned about ISPs being allowed to discriminate against certain types of data or websites, because users will ...   \n",
       "5344  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked...   \n",
       "3230  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "2248  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "3733  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "7953                                                                                                                                                                                                                                                                                                                                  Killing Net Neutrality will in the short term stifle open communication, and ultimately cripple our economy.  We paid for the development of the Internet; it needs to remain ours.   \n",
       "2752  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\r\\n\\r\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\r\\n\\r\\nNow is not the time to let giant ISPs censor what we see and do online.\\r\\n\\r\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked...   \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   ...   \n",
       "9998  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "8262  Access to a free internet has greatly improved my life for the better. ISPs must not be able to pick the winners of the internet through bandwidth throttling or any other method. That is for the users of the internet to do.\\n\\nI am a computer programmer and create content accessible on the internet. One day I hope to turn it into a business.  It is not a level playing field if I competing against companies that can afford a bandwidth \"fast lane\". Let ideas stand on their own.\\n\\nIt appears t...   \n",
       "6134  The FCC should safeguard Internet freedom by keeping the bright-line net neutrality protections in place and upholding Title II. \\r\\n\\r\\nThe FCC should reject Chairman Ajit Pai’s proposal to give the government-subsidized ISP monopolies like AT&T, Verizon, and Comcast the authority to throttle whatever they please, stripping users of the vital access and privacy protections we worked for and so recently won. \\r\\n\\r\\nI’m concerned about ISPs being allowed to discriminate against certain types...   \n",
       "6180                                                                                                                                                                                                                                                                                                                                                                                                                                Mr. Chairman, I strongly support net neutrality regulation by the FCC under title II.   \n",
       "9582  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "2506                                                                                                                                                                                                                                                                                                                                                                                                     I am in favor of strong net neutrality under Title II of the Telecommunications Act.\\n\\n\\nSincerely,\\nAmy Haugen   \n",
       "1237                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Net Neutrality. Otherwise it's simply not fair.   \n",
       "4368  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "7385  To the FCC,\\n\\nMy name is Mika Parajon, I live in Colorado and am a graphic designer for Osprey Packs, a backpacking company. Please do not take away open internet. It is very important to me that it stays open, and let me tell you why. \\n\\n1. It enables me to do my job well and continue learning. As a graphic designer, I am constantly online gaining inspiration, learning how to do something new in Photoshop or other Adobe programs, learning about what is going on in the outdoor industry and...   \n",
       "8136                                      FCC commissioners,  I would like to comment on the FCC regulations on the Internet. I strongly recommend the FCC to undo Barack Obama's decision to take over the Internet. Individual Americans, rather than the FCC, ought to enjoy whichever services we prefer. Barack Obama's decision to take over the Internet is a exploitation  of the open Internet. It stopped a hands-off approach that performed very, very smoothly for a long time with both parties' consensus.   \n",
       "1137                                                                         To the FCC:  I have concerns about Internet freedom. I'd like to ask Ajit Pai to overturn Obama's power grab to take over Internet access. Individual Americans, not the FCC, should be able to enjoy whatever services they want. Obama's power grab to take over Internet access is a distortion of net neutrality. It undid a hands-off approach that performed very, very smoothly for two decades with Republican and Democrat support.   \n",
       "6343                                                                                                             My comments re: NET NEUTRALITY. I would like to request the FCC to repeal Tom Wheeler's scheme to regulate broadband. Citizens, rather than big government, deserve to buy the products they choose. Tom Wheeler's scheme to regulate broadband is a perversion of the open Internet. It reversed a pro-consumer system that functioned fabulously successfully for decades with both parties' approval.   \n",
       "3370                                                                                                                                                                                                                                                                                                                                                                                                                                                     We support net neutrality backed by  Title II oversight of OSPs.   \n",
       "4610                                    Dear Mr. Pai,  My comments re: net neutrality regulations. I would like to encourage the commissioners to reverse Obama's scheme to control Internet access. Individual Americans, not the FCC Enforcement Bureau, should be able to buy the applications they desire. Obama's scheme to control Internet access is a distortion of the open Internet. It stopped a pro-consumer system that performed remarkably smoothly for a long time with Republican and Democrat approval.   \n",
       "4410                                                              To the FCC:  In reference to network neutrality regulations. I recommend the commission to reverse President Obama's power grab to control broadband. Citizens, not unelected bureaucrats, should be free to purchase whatever services we prefer. President Obama's power grab to control broadband is a exploitation  of net neutrality. It ended a market-based policy that functioned exceptionally smoothly for decades with bipartisan consensus.   \n",
       "6409     To the Federal Communications Commission:  Regarding restoring Internet freedom. I strongly ask the commissioners to reverse Tom Wheeler's decision to take over Internet access. Individuals, rather than Washington bureaucrats, should be empowered to enjoy whatever applications they choose. Tom Wheeler's decision to take over Internet access is a distortion of net neutrality. It broke a pro-consumer system that functioned fabulously well for two decades with Republican and Democrat consensus.   \n",
       "8904                                                           Dear Mr. Pai,  I am a voter worried about Internet regulation. I'd like to recommend Ajit Pai to rescind Barack Obama's order to regulate the Internet. Internet users, rather than Washington bureaucrats, ought to use whatever applications we want. Barack Obama's order to regulate the Internet is a corruption of net neutrality. It reversed a light-touch policy that functioned supremely well for decades with Republican and Democrat support.   \n",
       "5439  The principle of equality of opportunity should operate in the online world. Net neutrality is essential for this to be the case.\\n\\n\\n\\nTitle II law is equally essential for net neutrality.\\n\\n\\n\\nThe monopolistic, anticompetitive broadband industry has actively broken every other tool for enforcing net neutrality, precisely because they do not want to honor this principle. A decision to dump Title II must therefore be expected to lead precisely to that outcome: tolls, throttling, segregate...   \n",
       "9558                                                                                                                                                                                                                                           Everyone deserves equal access to fast internet, despite their economic status. In this day and age internet is essential to our work and daily lives, and corporations and the wealthy should not get superior service and better access to it. That s just common sense.   \n",
       "2302  Dear FCC,\\n\\nPlease remember that we are part of a global commerce. We cannot afford to get slower while China, Russia, India and many emerging nations are getting faster. My internet speed is not bad for Comcast, but it would help if it were faster, not slower. I spend many minutes waiting for pages to load. It's not enough time, each time to do anything else but wait. Please do not alter, modify or repeal the neutrality law. We, as a country, will suffer at the hands of our international c...   \n",
       "9512                                        Chairman Pai:  I'm very worried about net neutrality rules. I want to implore Chairman Pai to repeal President Obama's order to control Internet access. People like me, rather than so-called experts, should be empowered to select whatever services they want. President Obama's order to control Internet access is a corruption of the open Internet. It reversed a market-based policy that performed remarkably smoothly for decades with nearly universal consensus.   \n",
       "1645                                                                                       Dear Commissioners:  I'm contacting you about Title II rules. I urge the FCC to undo Tom Wheeler's scheme to take over the web. Individuals, as opposed to so-called experts, deserve to buy whichever products they choose. Tom Wheeler's scheme to take over the web is a corruption of net neutrality. It ended a hands-off approach that functioned very, very successfully for a long time with nearly universal support.   \n",
       "3873  The FCC should ensure a fair and open Internet for all by opposing efforts to undermine net neutrality. \\r\\n\\r\\nThe FCC should reject Chairman Ajit Pai’s proposal to give the telecom giants like AT&T, Comcast, and Verizon the authority to engage in data discrimination, stripping users of the necessary access and privacy protections we fought for and so recently won. \\r\\n\\r\\nI’m concerned about ISPs being allowed to discriminate against certain types of data or websites because ISPs could hav...   \n",
       "20                                                                 Dear FCC,  In reference to NET NEUTRALITY. I want to demand the Federal Communications Commission to rescind Tom Wheeler's scheme to control the Internet. Individual citizens, rather than the FCC, should be able to use which applications we choose. Tom Wheeler's scheme to control the Internet is a corruption of net neutrality. It disrupted a market-based policy that functioned supremely well for many years with both parties' approval.   \n",
       "3181  The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "1564             To the Federal Communications Commission:  I'm concerned about regulations on the Internet. I would like to advocate the commissioners to reverse Tom Wheeler's order to take over Internet access. Citizens, rather than big government, deserve to enjoy the applications they want. Tom Wheeler's order to take over Internet access is a perversion of the open Internet. It disrupted a pro-consumer policy that functioned very, very well for a long time with Republican and Democrat consensus.   \n",
       "5056                                                                                                                                                                                                                                                                                                                      Hello, Net neutrality is very important to me. Even now my internet choice is one for my house. This allows them to control what they want and I have no choice. Please protect net neutrality.   \n",
       "5185                                                                                                                                                                                                                                                                                                                                                                                                                                          I strongly support net neutrality and ISP's being classified under title II   \n",
       "122   The FCC's Open Internet Rules (net neutrality rules) are extremely important to me. I urge you to protect them.\\n\\nI don't want ISPs to have the power to block websites, slow them down, give some sites an advantage over others, or split the Internet into \"fast lanes\" for companies that pay and \"slow lanes\" for the rest.\\n\\nNow is not the time to let giant ISPs censor what we see and do online.\\n\\nCensorship by ISPs is a serious problem. Comcast has throttled Netflix, AT&T blocked FaceTime, T...   \n",
       "3639                                               Dear FCC,  I'm very concerned about network neutrality regulations. I want to recommend the government to reverse Obama's power grab to take over the Internet. Americans, not unelected bureaucrats, should be free to enjoy the applications they choose. Obama's power grab to take over the Internet is a distortion of net neutrality. It stopped a light-touch policy that functioned remarkably smoothly for many years with Republican and Democrat consensus.   \n",
       "\n",
       "      dupe_count         0         1         2         3         4         5  \\\n",
       "2055         1.0 -0.113533  0.145995 -0.239002 -0.018118  0.011647  0.010563   \n",
       "5579         2.0 -0.048900  0.148260 -0.057198 -0.021527  0.024719 -0.025871   \n",
       "532          1.0 -0.066770  0.150083 -0.094315 -0.050129  0.027743  0.021970   \n",
       "7433         1.0 -0.021256  0.113696 -0.136097  0.014450 -0.009111  0.003605   \n",
       "3060         3.0 -0.121619  0.031958 -0.127538 -0.040230 -0.020925  0.023514   \n",
       "6305       118.0 -0.052714  0.144632 -0.123254 -0.051440  0.020243  0.070949   \n",
       "8004         2.0 -0.061638  0.166877 -0.163322 -0.040341  0.065965 -0.015461   \n",
       "8448         2.0 -0.040857  0.101108 -0.070924 -0.009157  0.033012 -0.016325   \n",
       "4562         1.0 -0.085258  0.164528 -0.023558 -0.028977 -0.025093  0.035794   \n",
       "220        175.0 -0.029300  0.185293 -0.103214 -0.040269 -0.017766  0.070270   \n",
       "9333         1.0 -0.062973  0.169795 -0.158104 -0.060582  0.065621 -0.014207   \n",
       "4136         1.0 -0.061970  0.166116 -0.162965 -0.043179  0.066338 -0.015518   \n",
       "7880         1.0 -0.062096  0.167841 -0.161849 -0.041090  0.065802 -0.016752   \n",
       "7252         1.0 -0.018650  0.094805 -0.087892  0.040911 -0.002436 -0.005994   \n",
       "2662         1.0 -0.058720  0.124657 -0.115960 -0.084385  0.060885 -0.000672   \n",
       "6331         1.0  0.081912  0.136285 -0.083518 -0.048387  0.080642 -0.034297   \n",
       "9509         1.0 -0.180265  0.241824 -0.108128 -0.107358  0.018468 -0.017944   \n",
       "8555         1.0 -0.061037  0.167174 -0.164108 -0.040129  0.067612 -0.014281   \n",
       "9934         2.0 -0.030566  0.104048 -0.105618 -0.019540  0.014706  0.027232   \n",
       "2710         1.0 -0.065622  0.171611 -0.158561 -0.063189  0.068207 -0.014413   \n",
       "5377         1.0 -0.064201  0.160945 -0.136666 -0.017879  0.021892  0.016268   \n",
       "3453         1.0 -0.060408  0.090371 -0.169117 -0.057378  0.020999 -0.024330   \n",
       "8079         1.0 -0.043249  0.145312 -0.089230 -0.032307  0.065219 -0.007606   \n",
       "1437         1.0 -0.046318  0.115824 -0.169503 -0.065865  0.039250  0.032219   \n",
       "5344         1.0 -0.060221  0.168494 -0.161614 -0.042649  0.065922 -0.017114   \n",
       "3230         1.0 -0.063614  0.170634 -0.160319 -0.061420  0.066482 -0.012767   \n",
       "2248         3.0 -0.062260  0.167944 -0.162804 -0.040202  0.065830 -0.016429   \n",
       "3733         1.0 -0.061638  0.166877 -0.163322 -0.040341  0.065965 -0.015461   \n",
       "7953         1.0 -0.094793  0.136955 -0.067717 -0.052072  0.023610 -0.073503   \n",
       "2752         1.0 -0.061647  0.168455 -0.162487 -0.039966  0.066283 -0.014539   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "9998         1.0 -0.062183  0.167059 -0.161709 -0.039882  0.065813 -0.014879   \n",
       "8262         1.0 -0.047289  0.154062 -0.163949 -0.064958  0.058122  0.010832   \n",
       "6134         1.0 -0.059225  0.095308 -0.160544 -0.060641  0.036622  0.011151   \n",
       "6180         1.0 -0.101651  0.102181 -0.086867  0.057372 -0.105943  0.102602   \n",
       "9582         4.0 -0.062210  0.167914 -0.161896 -0.039406  0.066352 -0.017809   \n",
       "2506       120.0 -0.053612  0.173256 -0.106756 -0.003267 -0.047793  0.080547   \n",
       "1237         1.0 -0.144329  0.183201 -0.190574  0.026132 -0.077869  0.068310   \n",
       "4368         2.0 -0.062174  0.165128 -0.163822 -0.039822  0.066956 -0.016940   \n",
       "7385         1.0 -0.018817  0.161342 -0.179186 -0.046962  0.068793  0.006218   \n",
       "8136         1.0 -0.058600  0.132925 -0.098703  0.005372  0.008344  0.023311   \n",
       "1137         1.0 -0.064637  0.101769 -0.089828  0.044977  0.023452 -0.004374   \n",
       "6343         2.0 -0.048323  0.130852 -0.110379 -0.093137  0.016627 -0.008088   \n",
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       "9558         1.0 -0.098962  0.157285 -0.099839 -0.080220  0.035357 -0.000086   \n",
       "2302         1.0 -0.074522  0.184337 -0.155659 -0.119699  0.092109  0.007958   \n",
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       "3639         1.0 -0.073021  0.130926 -0.060886  0.014437 -0.013323 -0.003736   \n",
       "\n",
       "        ...          290       291       292       293       294       295  \\\n",
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       "...     ...          ...       ...       ...       ...       ...       ...   \n",
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       "3639    ...    -0.163192  0.063591  0.013278 -0.056867  0.056700 -0.004282   \n",
       "\n",
       "           296       297       298       299  \n",
       "2055  0.095329 -0.093220  0.034711  0.094339  \n",
       "5579  0.041387 -0.068680  0.015098  0.135528  \n",
       "532   0.060465 -0.061741 -0.041450  0.150273  \n",
       "7433  0.009155 -0.078024  0.028235  0.177897  \n",
       "3060  0.108820 -0.189882  0.001511  0.210885  \n",
       "6305  0.060077 -0.063131 -0.059553  0.125325  \n",
       "8004  0.015241 -0.078513  0.069334  0.144577  \n",
       "8448  0.075245 -0.071165 -0.003673  0.155992  \n",
       "4562  0.058524 -0.121530  0.037631  0.173844  \n",
       "220   0.051737 -0.041740 -0.014462  0.074032  \n",
       "9333  0.020910 -0.074983  0.056395  0.142939  \n",
       "4136  0.014324 -0.078080  0.070016  0.145000  \n",
       "7880  0.015452 -0.078396  0.067520  0.144788  \n",
       "7252  0.040343 -0.104656  0.021588  0.130336  \n",
       "2662 -0.020864 -0.111818  0.063942  0.159757  \n",
       "6331 -0.036869 -0.113600 -0.081139  0.158129  \n",
       "9509 -0.066462 -0.249795 -0.005859  0.217766  \n",
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       "1437  0.009900 -0.099482  0.017035  0.187768  \n",
       "5344  0.014610 -0.078924  0.069849  0.143982  \n",
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       "3733  0.015241 -0.078513  0.069334  0.144577  \n",
       "7953 -0.000526 -0.077563 -0.130068  0.072552  \n",
       "2752  0.014557 -0.079859  0.068205  0.142389  \n",
       "...        ...       ...       ...       ...  \n",
       "9998  0.015918 -0.079193  0.068114  0.144756  \n",
       "8262 -0.009717 -0.094571 -0.023665  0.196363  \n",
       "6134  0.012993 -0.086098  0.042353  0.196373  \n",
       "6180  0.122585 -0.062141  0.015075  0.157626  \n",
       "9582  0.014794 -0.078423  0.068664  0.143575  \n",
       "2506  0.064487 -0.054150 -0.059322  0.065587  \n",
       "1237  0.024161 -0.185732  0.087497  0.119696  \n",
       "4368  0.014919 -0.077974  0.069776  0.144628  \n",
       "7385 -0.038085 -0.066746  0.002486  0.148092  \n",
       "8136  0.052350 -0.038202 -0.037158  0.162119  \n",
       "1137  0.066060 -0.060216 -0.005229  0.145653  \n",
       "6343  0.002674 -0.052350  0.038895  0.185638  \n",
       "3370  0.031511 -0.101420  0.016716  0.080750  \n",
       "4610  0.043196 -0.036144 -0.024037  0.168006  \n",
       "4410  0.043399 -0.066374 -0.006205  0.124684  \n",
       "6409  0.050072 -0.067052  0.002970  0.111036  \n",
       "8904  0.076571 -0.105053 -0.047432  0.174661  \n",
       "5439  0.011354 -0.116686  0.019249  0.129211  \n",
       "9558  0.008967 -0.133254 -0.043871  0.093695  \n",
       "2302 -0.007417 -0.085083 -0.045279  0.114226  \n",
       "9512  0.004414 -0.084507  0.035977  0.150119  \n",
       "1645  0.017423 -0.072438  0.029996  0.095084  \n",
       "3873 -0.002189 -0.089626  0.029351  0.201322  \n",
       "20    0.027909 -0.066438  0.009500  0.141502  \n",
       "3181  0.022092 -0.074965  0.054814  0.142280  \n",
       "1564  0.027863 -0.084292 -0.024897  0.147267  \n",
       "5056  0.022192 -0.094141 -0.009810  0.139227  \n",
       "5185  0.108077 -0.183953  0.092000  0.169507  \n",
       "122   0.022900 -0.076956  0.052700  0.144482  \n",
       "3639  0.077808 -0.043435  0.003012  0.126055  \n",
       "\n",
       "[100 rows x 304 columns]"
      ]
     },
     "execution_count": 12,
     "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(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "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": 14,
   "metadata": {},
   "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": 15,
   "metadata": {},
   "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": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For the clusters examined, the average silhouette_score is 0.08326191993090572\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": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jeffkao/Documents/ai-structured-prediction/.venv/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x3888 with 1 Axes>"
      ]
     },
     "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, 54)\n",
    "ax1.set_autoscaley_on(True)\n",
    "\n",
    "# xlim -> silhouette coefficient range (unlikely negative in our case)\n",
    "ax1.set_xlim([-1.0, 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.nipy_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(-1.05, 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([-1, -0.8, -0.6, -0.4, -0.2, 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": {},
   "outputs": [],
   "source": [
    "# poke around to make sure it looks reasonable\n",
    "def examine_cluster(cluster_num, num_rows_listed=5):\n",
    "    cluster_num = cluster_num #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')\n",
    "    print(f'== TOP {num_rows_listed} SILHOUETTE SCORES ==')\n",
    "    print(cluster_to_check.tail(5))\n",
    "    print(f'\\n== BOTTOM {num_rows_listed} SILHOUETTE SCORES ==')\n",
    "    print(cluster_to_check.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "== TOP 5 SILHOUETTE SCORES ==\n",
      "      silhouette_score  \\\n",
      "7510          0.176435   \n",
      "200           0.179572   \n",
      "2437          0.180443   \n",
      "2364          0.184913   \n",
      "1705          0.192486   \n",
      "\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             text_data  \n",
      "7510                                 FCC commissioners,  I am a voter worried about network neutrality regulations. I urge the commission to overturn Barack Obama's scheme to regulate Internet access. People like me, rather than the FCC, ought to select whatever applications we desire. Barack Obama's scheme to regulate Internet access is a perversion of net neutrality. It broke a hands-off policy that functioned very, very successfully for a long time with broad bipartisan support.  \n",
      "200                                     Chairman Pai:  I'm very worried about Internet Freedom. I want to implore the FCC to rescind Barack Obama's scheme to regulate the Internet. Americans, as opposed to Washington bureaucrats, should be empowered to select whatever services they choose. Barack Obama's scheme to regulate the Internet is a perversion of the open Internet. It undid a market-based framework that performed supremely smoothly for a long time with bipartisan consensus.  \n",
      "2437                                           Dear FCC,  I am concerned about the FCC's Open Internet order. I strongly suggest you to reverse Barack Obama's decision to regulate the web. Individual citizens, rather than the FCC, should be empowered to select whatever products they want. Barack Obama's decision to regulate the web is a corruption of net neutrality. It reversed a pro-consumer policy that performed remarkably successfully for decades with nearly universal consensus.  \n",
      "2364                                               Chairman Pai:  With respect to net neutrality. I strongly recommend the commission to rescind Barack Obama's plan to control the web. Individual Americans, as opposed to the FCC Enforcement Bureau, should purchase which services they desire. Barack Obama's plan to control the web is a corruption of the open Internet. It broke a hands-off framework that performed supremely successfully for two decades with nearly universal approval.  \n",
      "1705  To the Federal Communications Commission:  I'm concerned about the FCC's so-called Open Internet order. I suggest Chairman Pai to undo Barack Obama's decision to control the Internet. Americans, not the FCC Enforcement Bureau, should be empowered to select the applications we want. Barack Obama's decision to control the Internet is a distortion of net neutrality. It undid a market-based policy that functioned very smoothly for two decades with Republican and Democrat backing.  \n",
      "\n",
      "== BOTTOM 5 SILHOUETTE SCORES ==\n",
      "      silhouette_score  \\\n",
      "8221         -0.280551   \n",
      "2903         -0.269408   \n",
      "3661         -0.263232   \n",
      "5169         -0.249002   \n",
      "3121         -0.246076   \n",
      "\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   text_data  \n",
      "8221  To the FCC:  I'd like to share my thoughts on internet regulations. I want to request Ajit Pai to rescind The Obama/Wheeler power grab to take over Internet access. Individuals, not so-called experts, should be free to use the products they choose. The Obama/Wheeler power grab to take over Internet access is a perversion of the open Internet. It reversed a hands-off system that performed very, very successfully for two decades with Republican and Democrat consensus.  \n",
      "2903                                            Dear Chairman Pai,  I am a voter worried about the Open Internet order. I would like to demand Chairman Pai to rescind Obama's power grab to take over the web. Individual citizens, not big government, should enjoy the applications we choose. Obama's power grab to take over the web is a betrayal of net neutrality. It disrupted a free-market approach that performed very, very well for two decades with broad bipartisan backing.  \n",
      "3661                                                       Chairman Pai:  Hi, I'd like to comment on net neutrality. I would like to advocate you to overturn Obama's order to take over Internet access. Internet users, not so-called experts, ought to enjoy whatever products we desire. Obama's order to take over Internet access is a corruption of the open Internet. It undid a free-market policy that functioned very, very well for a long time with nearly universal consensus.  \n",
      "5169                                                                      FCC commissioners,  I would like to comment on an open Internet. I want to suggest you to rescind Tom Wheeler's order to take over broadband. People like me, not the FCC, should purchase which products they desire. Tom Wheeler's order to take over broadband is a perversion of net neutrality. It broke a market-based system that functioned exceptionally well for two decades with both parties' support.  \n",
      "3121                               Dear Commissioners:  My comments re: the Open Internet order. I want to recommend the FCC to overturn Tom Wheeler's order to take over Internet access. Individual Americans, not Washington, should be able to select the services we prefer. Tom Wheeler's order to take over Internet access is a distortion of net neutrality. It stopped a hands-off policy that functioned exceptionally well for two decades with Republican and Democrat support.  \n"
     ]
    }
   ],
   "source": [
    "# example clusters: 2, 3, 5, 6, 10, 11\n",
    "examine_cluster(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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