diff --git a/best-practices/nlp/nlp_best_practices.ipynb b/best-practices/nlp/nlp_best_practices.ipynb
index 600b33752..5c7c62f30 100644
--- a/best-practices/nlp/nlp_best_practices.ipynb
+++ b/best-practices/nlp/nlp_best_practices.ipynb
@@ -25,11 +25,11 @@
      "text": [
       "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n",
       "Attempting to start a local H2O server...\n",
-      "  Java Version: java version \"12.0.2\" 2019-07-16; Java(TM) SE Runtime Environment (build 12.0.2+10); Java HotSpot(TM) 64-Bit Server VM (build 12.0.2+10, mixed mode, sharing)\n",
-      "  Starting server from /Users/megankurka/env2/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n",
-      "  Ice root: /var/folders/fk/z2fjbsq163scfcsq9fhsw7r00000gn/T/tmp37_7aupm\n",
-      "  JVM stdout: /var/folders/fk/z2fjbsq163scfcsq9fhsw7r00000gn/T/tmp37_7aupm/h2o_megankurka_started_from_python.out\n",
-      "  JVM stderr: /var/folders/fk/z2fjbsq163scfcsq9fhsw7r00000gn/T/tmp37_7aupm/h2o_megankurka_started_from_python.err\n",
+      "  Java Version: openjdk version \"11.0.10\" 2021-01-19; OpenJDK Runtime Environment (build 11.0.10+9-Ubuntu-0ubuntu1.20.04); OpenJDK 64-Bit Server VM (build 11.0.10+9-Ubuntu-0ubuntu1.20.04, mixed mode)\n",
+      "  Starting server from /home/almir/.conda/envs/sentynela/lib/python3.7/site-packages/h2o/backend/bin/h2o.jar\n",
+      "  Ice root: /tmp/tmpj2wtowt9\n",
+      "  JVM stdout: /tmp/tmpj2wtowt9/h2o_almir_started_from_python.out\n",
+      "  JVM stderr: /tmp/tmpj2wtowt9/h2o_almir_started_from_python.err\n",
       "  Server is running at http://127.0.0.1:54321\n",
       "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n"
      ]
@@ -40,23 +40,23 @@
        "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O_cluster_uptime:</td>\n",
        "<td>01 secs</td></tr>\n",
        "<tr><td>H2O_cluster_timezone:</td>\n",
-       "<td>America/New_York</td></tr>\n",
+       "<td>America/Sao_Paulo</td></tr>\n",
        "<tr><td>H2O_data_parsing_timezone:</td>\n",
        "<td>UTC</td></tr>\n",
        "<tr><td>H2O_cluster_version:</td>\n",
-       "<td>3.30.1.3</td></tr>\n",
+       "<td>3.32.0.4</td></tr>\n",
        "<tr><td>H2O_cluster_version_age:</td>\n",
-       "<td>8 days </td></tr>\n",
+       "<td>2 months and 12 days </td></tr>\n",
        "<tr><td>H2O_cluster_name:</td>\n",
-       "<td>H2O_from_python_megankurka_0wus1e</td></tr>\n",
+       "<td>H2O_from_python_almir_8559bu</td></tr>\n",
        "<tr><td>H2O_cluster_total_nodes:</td>\n",
        "<td>1</td></tr>\n",
        "<tr><td>H2O_cluster_free_memory:</td>\n",
-       "<td>4 Gb</td></tr>\n",
+       "<td>3.869 Gb</td></tr>\n",
        "<tr><td>H2O_cluster_total_cores:</td>\n",
-       "<td>16</td></tr>\n",
+       "<td>12</td></tr>\n",
        "<tr><td>H2O_cluster_allowed_cores:</td>\n",
-       "<td>16</td></tr>\n",
+       "<td>12</td></tr>\n",
        "<tr><td>H2O_cluster_status:</td>\n",
        "<td>accepting new members, healthy</td></tr>\n",
        "<tr><td>H2O_connection_url:</td>\n",
@@ -68,26 +68,26 @@
        "<tr><td>H2O_API_Extensions:</td>\n",
        "<td>Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4</td></tr>\n",
        "<tr><td>Python_version:</td>\n",
-       "<td>3.6.8 final</td></tr></table></div>"
+       "<td>3.7.9 final</td></tr></table></div>"
       ],
       "text/plain": [
        "--------------------------  ------------------------------------------------------------------\n",
        "H2O_cluster_uptime:         01 secs\n",
-       "H2O_cluster_timezone:       America/New_York\n",
+       "H2O_cluster_timezone:       America/Sao_Paulo\n",
        "H2O_data_parsing_timezone:  UTC\n",
-       "H2O_cluster_version:        3.30.1.3\n",
-       "H2O_cluster_version_age:    8 days\n",
-       "H2O_cluster_name:           H2O_from_python_megankurka_0wus1e\n",
+       "H2O_cluster_version:        3.32.0.4\n",
+       "H2O_cluster_version_age:    2 months and 12 days\n",
+       "H2O_cluster_name:           H2O_from_python_almir_8559bu\n",
        "H2O_cluster_total_nodes:    1\n",
-       "H2O_cluster_free_memory:    4 Gb\n",
-       "H2O_cluster_total_cores:    16\n",
-       "H2O_cluster_allowed_cores:  16\n",
+       "H2O_cluster_free_memory:    3.869 Gb\n",
+       "H2O_cluster_total_cores:    12\n",
+       "H2O_cluster_allowed_cores:  12\n",
        "H2O_cluster_status:         accepting new members, healthy\n",
        "H2O_connection_url:         http://127.0.0.1:54321\n",
        "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
        "H2O_internal_security:      False\n",
        "H2O_API_Extensions:         Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4\n",
-       "Python_version:             3.6.8 final\n",
+       "Python_version:             3.7.9 final\n",
        "--------------------------  ------------------------------------------------------------------"
       ]
      },
@@ -114,7 +114,7 @@
     }
    ],
    "source": [
-    "airbnb = h2o.import_file(\"../../../../Data/Airbnb/AB_NYC_2019.csv\")"
+    "airbnb = h2o.import_file(\"data/Airbnb/AB_NYC_2019.csv\")"
    ]
   },
   {
@@ -130,16 +130,16 @@
        "<tr><th style=\"text-align: right;\">  id</th><th>name                                            </th><th style=\"text-align: right;\">  host_id</th><th>host_name  </th><th>neighbourhood_group  </th><th>neighbourhood     </th><th style=\"text-align: right;\">  latitude</th><th style=\"text-align: right;\">  longitude</th><th>room_type      </th><th style=\"text-align: right;\">  price</th><th style=\"text-align: right;\">  minimum_nights</th><th style=\"text-align: right;\">  number_of_reviews</th><th>last_review        </th><th style=\"text-align: right;\">  reviews_per_month</th><th style=\"text-align: right;\">  calculated_host_listings_count</th><th style=\"text-align: right;\">  availability_365</th></tr>\n",
        "</thead>\n",
        "<tbody>\n",
-       "<tr><td style=\"text-align: right;\">2539</td><td>Clean & quiet apt home by the park              </td><td style=\"text-align: right;\">     2787</td><td>John       </td><td>Brooklyn             </td><td>Kensington        </td><td style=\"text-align: right;\">   40.6475</td><td style=\"text-align: right;\">   -73.9724</td><td>Private room   </td><td style=\"text-align: right;\">    149</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                  9</td><td>2018-10-19 00:00:00</td><td style=\"text-align: right;\">               0.21</td><td style=\"text-align: right;\">                               6</td><td style=\"text-align: right;\">               365</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">2539</td><td>Clean &amp; quiet apt home by the park              </td><td style=\"text-align: right;\">     2787</td><td>John       </td><td>Brooklyn             </td><td>Kensington        </td><td style=\"text-align: right;\">   40.6475</td><td style=\"text-align: right;\">   -73.9724</td><td>Private room   </td><td style=\"text-align: right;\">    149</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                  9</td><td>2018-10-19 00:00:00</td><td style=\"text-align: right;\">               0.21</td><td style=\"text-align: right;\">                               6</td><td style=\"text-align: right;\">               365</td></tr>\n",
        "<tr><td style=\"text-align: right;\">2595</td><td>Skylit Midtown Castle                           </td><td style=\"text-align: right;\">     2845</td><td>Jennifer   </td><td>Manhattan            </td><td>Midtown           </td><td style=\"text-align: right;\">   40.7536</td><td style=\"text-align: right;\">   -73.9838</td><td>Entire home/apt</td><td style=\"text-align: right;\">    225</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                 45</td><td>2019-05-21 00:00:00</td><td style=\"text-align: right;\">               0.38</td><td style=\"text-align: right;\">                               2</td><td style=\"text-align: right;\">               355</td></tr>\n",
        "<tr><td style=\"text-align: right;\">3647</td><td>THE VILLAGE OF HARLEM....NEW YORK !             </td><td style=\"text-align: right;\">     4632</td><td>Elisabeth  </td><td>Manhattan            </td><td>Harlem            </td><td style=\"text-align: right;\">   40.809 </td><td style=\"text-align: right;\">   -73.9419</td><td>Private room   </td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                  0</td><td>                   </td><td style=\"text-align: right;\">             nan   </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               365</td></tr>\n",
        "<tr><td style=\"text-align: right;\">3831</td><td>Cozy Entire Floor of Brownstone                 </td><td style=\"text-align: right;\">     4869</td><td>LisaRoxanne</td><td>Brooklyn             </td><td>Clinton Hill      </td><td style=\"text-align: right;\">   40.6851</td><td style=\"text-align: right;\">   -73.9598</td><td>Entire home/apt</td><td style=\"text-align: right;\">     89</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                270</td><td>2019-07-05 00:00:00</td><td style=\"text-align: right;\">               4.64</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               194</td></tr>\n",
        "<tr><td style=\"text-align: right;\">5022</td><td>Entire Apt: Spacious Studio/Loft by central park</td><td style=\"text-align: right;\">     7192</td><td>Laura      </td><td>Manhattan            </td><td>East Harlem       </td><td style=\"text-align: right;\">   40.7985</td><td style=\"text-align: right;\">   -73.944 </td><td>Entire home/apt</td><td style=\"text-align: right;\">     80</td><td style=\"text-align: right;\">              10</td><td style=\"text-align: right;\">                  9</td><td>2018-11-19 00:00:00</td><td style=\"text-align: right;\">               0.1 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td></tr>\n",
        "<tr><td style=\"text-align: right;\">5099</td><td>Large Cozy 1 BR Apartment In Midtown East       </td><td style=\"text-align: right;\">     7322</td><td>Chris      </td><td>Manhattan            </td><td>Murray Hill       </td><td style=\"text-align: right;\">   40.7477</td><td style=\"text-align: right;\">   -73.975 </td><td>Entire home/apt</td><td style=\"text-align: right;\">    200</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                 74</td><td>2019-06-22 00:00:00</td><td style=\"text-align: right;\">               0.59</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               129</td></tr>\n",
        "<tr><td style=\"text-align: right;\">5121</td><td>BlissArtsSpace!                                 </td><td style=\"text-align: right;\">     7356</td><td>Garon      </td><td>Brooklyn             </td><td>Bedford-Stuyvesant</td><td style=\"text-align: right;\">   40.6869</td><td style=\"text-align: right;\">   -73.956 </td><td>Private room   </td><td style=\"text-align: right;\">     60</td><td style=\"text-align: right;\">              45</td><td style=\"text-align: right;\">                 49</td><td>2017-10-05 00:00:00</td><td style=\"text-align: right;\">               0.4 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5178</td><td>Large Furnished Room Near B'way                 </td><td style=\"text-align: right;\">     8967</td><td>Shunichi   </td><td>Manhattan            </td><td>Hell's Kitchen    </td><td style=\"text-align: right;\">   40.7649</td><td style=\"text-align: right;\">   -73.9849</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                430</td><td>2019-06-24 00:00:00</td><td style=\"text-align: right;\">               3.47</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               220</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5178</td><td>Large Furnished Room Near B&#x27;way                 </td><td style=\"text-align: right;\">     8967</td><td>Shunichi   </td><td>Manhattan            </td><td>Hell&#x27;s Kitchen    </td><td style=\"text-align: right;\">   40.7649</td><td style=\"text-align: right;\">   -73.9849</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                430</td><td>2019-06-24 00:00:00</td><td style=\"text-align: right;\">               3.47</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               220</td></tr>\n",
        "<tr><td style=\"text-align: right;\">5203</td><td>Cozy Clean Guest Room - Family Apt              </td><td style=\"text-align: right;\">     7490</td><td>MaryEllen  </td><td>Manhattan            </td><td>Upper West Side   </td><td style=\"text-align: right;\">   40.8018</td><td style=\"text-align: right;\">   -73.9672</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                118</td><td>2017-07-21 00:00:00</td><td style=\"text-align: right;\">               0.99</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5238</td><td>Cute & Cozy Lower East Side 1 bdrm              </td><td style=\"text-align: right;\">     7549</td><td>Ben        </td><td>Manhattan            </td><td>Chinatown         </td><td style=\"text-align: right;\">   40.7134</td><td style=\"text-align: right;\">   -73.9904</td><td>Entire home/apt</td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                160</td><td>2019-06-09 00:00:00</td><td style=\"text-align: right;\">               1.33</td><td style=\"text-align: right;\">                               4</td><td style=\"text-align: right;\">               188</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5238</td><td>Cute &amp; Cozy Lower East Side 1 bdrm              </td><td style=\"text-align: right;\">     7549</td><td>Ben        </td><td>Manhattan            </td><td>Chinatown         </td><td style=\"text-align: right;\">   40.7134</td><td style=\"text-align: right;\">   -73.9904</td><td>Entire home/apt</td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                160</td><td>2019-06-09 00:00:00</td><td style=\"text-align: right;\">               1.33</td><td style=\"text-align: right;\">                               4</td><td style=\"text-align: right;\">               188</td></tr>\n",
        "</tbody>\n",
        "</table>"
       ]
@@ -258,7 +258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -290,7 +290,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -298,17 +298,18 @@
    "source": [
     "word_popularity = name[\"C1\"].asfactor().table()\n",
     "word_popularity.col_names = [\"Word\", \"Count\"]\n",
-    "word_popularity.sort(\"Count\", ascending=False)"
+    "word_popularity = word_popularity.sort(\"Count\", ascending=False)\n",
+    "word_popularity"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -354,7 +355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -374,20 +375,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "OrderedDict([('beautiful', 0.6701868772506714),\n",
-       "             ('cosy', 0.6489199995994568),\n",
-       "             ('lovely', 0.6105824708938599),\n",
-       "             ('peaceful', 0.5992908477783203),\n",
-       "             ('cute', 0.5975832939147949)])"
+       "OrderedDict([('cute', 0.682630717754364),\n",
+       "             ('cosy', 0.6519624590873718),\n",
+       "             ('peaceful', 0.6340146660804749),\n",
+       "             ('comfortable', 0.6064640879631042),\n",
+       "             ('lovely', 0.606436550617218)])"
       ]
      },
-     "execution_count": 108,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -399,20 +400,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "OrderedDict([('stately', 0.8093443512916565),\n",
-       "             ('dapper', 0.8052889108657837),\n",
-       "             ('sundeck', 0.7950878143310547),\n",
-       "             ('bespoke', 0.7659077048301697),\n",
-       "             ('blueground', 0.7494929432868958)])"
+       "OrderedDict([('stately', 0.7791255712509155),\n",
+       "             ('dapper', 0.7744532227516174),\n",
+       "             ('elev', 0.759712815284729),\n",
+       "             ('blueground', 0.7581542134284973),\n",
+       "             ('bespoke', 0.7459980249404907)])"
       ]
      },
-     "execution_count": 109,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -435,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -448,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -456,19 +457,19 @@
       "text/html": [
        "<table>\n",
        "<thead>\n",
-       "<tr><th>Word          </th><th style=\"text-align: right;\">  Count</th><th style=\"text-align: right;\">        C1</th><th style=\"text-align: right;\">        C2</th><th style=\"text-align: right;\">        C3</th><th style=\"text-align: right;\">        C4</th><th style=\"text-align: right;\">         C5</th><th style=\"text-align: right;\">        C6</th><th style=\"text-align: right;\">        C7</th><th style=\"text-align: right;\">        C8</th><th style=\"text-align: right;\">          C9</th><th style=\"text-align: right;\">       C10</th><th style=\"text-align: right;\">       C11</th><th style=\"text-align: right;\">       C12</th><th style=\"text-align: right;\">      C13</th><th style=\"text-align: right;\">       C14</th><th style=\"text-align: right;\">       C15</th><th style=\"text-align: right;\">       C16</th><th style=\"text-align: right;\">      C17</th><th style=\"text-align: right;\">        C18</th><th style=\"text-align: right;\">       C19</th><th style=\"text-align: right;\">       C20</th><th style=\"text-align: right;\">      C21</th><th style=\"text-align: right;\">       C22</th><th style=\"text-align: right;\">       C23</th><th style=\"text-align: right;\">       C24</th><th style=\"text-align: right;\">        C25</th><th style=\"text-align: right;\">       C26</th><th style=\"text-align: right;\">       C27</th><th style=\"text-align: right;\">        C28</th><th style=\"text-align: right;\">       C29</th><th style=\"text-align: right;\">        C30</th><th style=\"text-align: right;\">       C31</th><th style=\"text-align: right;\">       C32</th><th style=\"text-align: right;\">       C33</th><th style=\"text-align: right;\">       C34</th><th style=\"text-align: right;\">       C35</th><th style=\"text-align: right;\">        C36</th><th style=\"text-align: right;\">        C37</th><th style=\"text-align: right;\">        C38</th><th style=\"text-align: right;\">       C39</th><th style=\"text-align: right;\">       C40</th><th style=\"text-align: right;\">       C41</th><th style=\"text-align: right;\">       C42</th><th style=\"text-align: right;\">       C43</th><th style=\"text-align: right;\">       C44</th><th style=\"text-align: right;\">       C45</th><th style=\"text-align: right;\">       C46</th><th style=\"text-align: right;\">        C47</th><th style=\"text-align: right;\">        C48</th><th style=\"text-align: right;\">       C49</th><th style=\"text-align: right;\">        C50</th><th style=\"text-align: right;\">        C51</th><th style=\"text-align: right;\">        C52</th><th style=\"text-align: right;\">       C53</th><th style=\"text-align: right;\">       C54</th><th style=\"text-align: right;\">       C55</th><th style=\"text-align: right;\">        C56</th><th style=\"text-align: right;\">       C57</th><th style=\"text-align: right;\">        C58</th><th style=\"text-align: right;\">       C59</th><th style=\"text-align: right;\">        C60</th><th style=\"text-align: right;\">       C61</th><th style=\"text-align: right;\">        C62</th><th style=\"text-align: right;\">        C63</th><th style=\"text-align: right;\">       C64</th><th style=\"text-align: right;\">        C65</th><th style=\"text-align: right;\">        C66</th><th style=\"text-align: right;\">       C67</th><th style=\"text-align: right;\">        C68</th><th style=\"text-align: right;\">       C69</th><th style=\"text-align: right;\">       C70</th><th style=\"text-align: right;\">        C71</th><th style=\"text-align: right;\">        C72</th><th style=\"text-align: right;\">        C73</th><th style=\"text-align: right;\">       C74</th><th style=\"text-align: right;\">        C75</th><th style=\"text-align: right;\">         C76</th><th style=\"text-align: right;\">       C77</th><th style=\"text-align: right;\">       C78</th><th style=\"text-align: right;\">       C79</th><th style=\"text-align: right;\">       C80</th><th style=\"text-align: right;\">        C81</th><th style=\"text-align: right;\">        C82</th><th style=\"text-align: right;\">        C83</th><th style=\"text-align: right;\">       C84</th><th style=\"text-align: right;\">        C85</th><th style=\"text-align: right;\">       C86</th><th style=\"text-align: right;\">       C87</th><th style=\"text-align: right;\">      C88</th><th style=\"text-align: right;\">        C89</th><th style=\"text-align: right;\">        C90</th><th style=\"text-align: right;\">       C91</th><th style=\"text-align: right;\">         C92</th><th style=\"text-align: right;\">        C93</th><th style=\"text-align: right;\">       C94</th><th style=\"text-align: right;\">        C95</th><th style=\"text-align: right;\">       C96</th><th style=\"text-align: right;\">         C97</th><th style=\"text-align: right;\">       C98</th><th style=\"text-align: right;\">        C99</th><th style=\"text-align: right;\">      C100</th></tr>\n",
+       "<tr><th>Word     </th><th style=\"text-align: right;\">  Count</th><th style=\"text-align: right;\">         C1</th><th style=\"text-align: right;\">        C2</th><th style=\"text-align: right;\">        C3</th><th style=\"text-align: right;\">        C4</th><th style=\"text-align: right;\">        C5</th><th style=\"text-align: right;\">         C6</th><th style=\"text-align: right;\">         C7</th><th style=\"text-align: right;\">        C8</th><th style=\"text-align: right;\">         C9</th><th style=\"text-align: right;\">       C10</th><th style=\"text-align: right;\">       C11</th><th style=\"text-align: right;\">       C12</th><th style=\"text-align: right;\">        C13</th><th style=\"text-align: right;\">        C14</th><th style=\"text-align: right;\">       C15</th><th style=\"text-align: right;\">       C16</th><th style=\"text-align: right;\">       C17</th><th style=\"text-align: right;\">       C18</th><th style=\"text-align: right;\">       C19</th><th style=\"text-align: right;\">        C20</th><th style=\"text-align: right;\">        C21</th><th style=\"text-align: right;\">       C22</th><th style=\"text-align: right;\">       C23</th><th style=\"text-align: right;\">       C24</th><th style=\"text-align: right;\">        C25</th><th style=\"text-align: right;\">       C26</th><th style=\"text-align: right;\">       C27</th><th style=\"text-align: right;\">       C28</th><th style=\"text-align: right;\">       C29</th><th style=\"text-align: right;\">      C30</th><th style=\"text-align: right;\">       C31</th><th style=\"text-align: right;\">       C32</th><th style=\"text-align: right;\">       C33</th><th style=\"text-align: right;\">       C34</th><th style=\"text-align: right;\">       C35</th><th style=\"text-align: right;\">       C36</th><th style=\"text-align: right;\">        C37</th><th style=\"text-align: right;\">       C38</th><th style=\"text-align: right;\">        C39</th><th style=\"text-align: right;\">       C40</th><th style=\"text-align: right;\">       C41</th><th style=\"text-align: right;\">        C42</th><th style=\"text-align: right;\">         C43</th><th style=\"text-align: right;\">       C44</th><th style=\"text-align: right;\">        C45</th><th style=\"text-align: right;\">       C46</th><th style=\"text-align: right;\">        C47</th><th style=\"text-align: right;\">        C48</th><th style=\"text-align: right;\">        C49</th><th style=\"text-align: right;\">        C50</th><th style=\"text-align: right;\">       C51</th><th style=\"text-align: right;\">        C52</th><th style=\"text-align: right;\">        C53</th><th style=\"text-align: right;\">       C54</th><th style=\"text-align: right;\">       C55</th><th style=\"text-align: right;\">       C56</th><th style=\"text-align: right;\">       C57</th><th style=\"text-align: right;\">        C58</th><th style=\"text-align: right;\">       C59</th><th style=\"text-align: right;\">        C60</th><th style=\"text-align: right;\">        C61</th><th style=\"text-align: right;\">       C62</th><th style=\"text-align: right;\">       C63</th><th style=\"text-align: right;\">       C64</th><th style=\"text-align: right;\">       C65</th><th style=\"text-align: right;\">       C66</th><th style=\"text-align: right;\">       C67</th><th style=\"text-align: right;\">        C68</th><th style=\"text-align: right;\">        C69</th><th style=\"text-align: right;\">        C70</th><th style=\"text-align: right;\">       C71</th><th style=\"text-align: right;\">      C72</th><th style=\"text-align: right;\">       C73</th><th style=\"text-align: right;\">        C74</th><th style=\"text-align: right;\">       C75</th><th style=\"text-align: right;\">       C76</th><th style=\"text-align: right;\">       C77</th><th style=\"text-align: right;\">       C78</th><th style=\"text-align: right;\">       C79</th><th style=\"text-align: right;\">       C80</th><th style=\"text-align: right;\">         C81</th><th style=\"text-align: right;\">        C82</th><th style=\"text-align: right;\">       C83</th><th style=\"text-align: right;\">       C84</th><th style=\"text-align: right;\">        C85</th><th style=\"text-align: right;\">       C86</th><th style=\"text-align: right;\">        C87</th><th style=\"text-align: right;\">        C88</th><th style=\"text-align: right;\">         C89</th><th style=\"text-align: right;\">        C90</th><th style=\"text-align: right;\">       C91</th><th style=\"text-align: right;\">       C92</th><th style=\"text-align: right;\">        C93</th><th style=\"text-align: right;\">       C94</th><th style=\"text-align: right;\">       C95</th><th style=\"text-align: right;\">       C96</th><th style=\"text-align: right;\">       C97</th><th style=\"text-align: right;\">         C98</th><th style=\"text-align: right;\">       C99</th><th style=\"text-align: right;\">      C100</th></tr>\n",
        "</thead>\n",
        "<tbody>\n",
-       "<tr><td>abcd          </td><td style=\"text-align: right;\">      5</td><td style=\"text-align: right;\">-0.014784 </td><td style=\"text-align: right;\">-0.0448724</td><td style=\"text-align: right;\"> 0.0727337</td><td style=\"text-align: right;\"> 0.0618825</td><td style=\"text-align: right;\">-0.104638  </td><td style=\"text-align: right;\"> 0.100871 </td><td style=\"text-align: right;\"> 0.0214725</td><td style=\"text-align: right;\">-0.014579 </td><td style=\"text-align: right;\">-0.0225959  </td><td style=\"text-align: right;\">-0.254917 </td><td style=\"text-align: right;\">-0.236205 </td><td style=\"text-align: right;\">-0.04611  </td><td style=\"text-align: right;\">0.273484 </td><td style=\"text-align: right;\">-0.130235 </td><td style=\"text-align: right;\">-0.0648934</td><td style=\"text-align: right;\"> 0.0626667</td><td style=\"text-align: right;\">-0.231698</td><td style=\"text-align: right;\">-0.0185529 </td><td style=\"text-align: right;\">-0.188289 </td><td style=\"text-align: right;\"> 0.145368 </td><td style=\"text-align: right;\">0.0275452</td><td style=\"text-align: right;\"> 0.0497404</td><td style=\"text-align: right;\">-0.02233  </td><td style=\"text-align: right;\"> 0.0407892</td><td style=\"text-align: right;\"> 0.0779981 </td><td style=\"text-align: right;\"> 0.135516 </td><td style=\"text-align: right;\">-0.273602 </td><td style=\"text-align: right;\"> 0.00481724</td><td style=\"text-align: right;\"> 0.244164 </td><td style=\"text-align: right;\"> 0.0163477 </td><td style=\"text-align: right;\">-0.0922894</td><td style=\"text-align: right;\"> 0.154502 </td><td style=\"text-align: right;\">-0.0712219</td><td style=\"text-align: right;\">-0.0250663</td><td style=\"text-align: right;\"> 0.0383247</td><td style=\"text-align: right;\">-0.120466  </td><td style=\"text-align: right;\">-0.0751503 </td><td style=\"text-align: right;\"> 0.0564279 </td><td style=\"text-align: right;\"> 0.0433635</td><td style=\"text-align: right;\">-0.0521454</td><td style=\"text-align: right;\">-0.0831919</td><td style=\"text-align: right;\">-0.0773358</td><td style=\"text-align: right;\">-0.0559675</td><td style=\"text-align: right;\">-0.0972525</td><td style=\"text-align: right;\">-0.0411622</td><td style=\"text-align: right;\">-0.119867 </td><td style=\"text-align: right;\"> 0.0745074 </td><td style=\"text-align: right;\">-0.0556692 </td><td style=\"text-align: right;\">-0.237852 </td><td style=\"text-align: right;\"> 0.0126236 </td><td style=\"text-align: right;\">-0.0460122 </td><td style=\"text-align: right;\">-0.0128052 </td><td style=\"text-align: right;\">-0.079168 </td><td style=\"text-align: right;\"> 0.0560173</td><td style=\"text-align: right;\"> 0.20164  </td><td style=\"text-align: right;\"> 0.0849538 </td><td style=\"text-align: right;\">-0.0657991</td><td style=\"text-align: right;\">-0.0881585 </td><td style=\"text-align: right;\"> 0.148331 </td><td style=\"text-align: right;\">-0.0134764 </td><td style=\"text-align: right;\">-0.0810217</td><td style=\"text-align: right;\">-0.026782  </td><td style=\"text-align: right;\"> 0.272207  </td><td style=\"text-align: right;\">-0.0145905</td><td style=\"text-align: right;\"> 0.0656313 </td><td style=\"text-align: right;\">-0.253206  </td><td style=\"text-align: right;\"> 0.198488 </td><td style=\"text-align: right;\"> 0.0455507 </td><td style=\"text-align: right;\">-0.0127142</td><td style=\"text-align: right;\">-0.206405 </td><td style=\"text-align: right;\">-0.00924419</td><td style=\"text-align: right;\"> 0.0909968 </td><td style=\"text-align: right;\">-0.0746076 </td><td style=\"text-align: right;\">-0.130821 </td><td style=\"text-align: right;\">-0.00354418</td><td style=\"text-align: right;\">-0.0322867  </td><td style=\"text-align: right;\"> 0.0500652</td><td style=\"text-align: right;\">-0.0477673</td><td style=\"text-align: right;\"> 0.0964944</td><td style=\"text-align: right;\"> 0.0968274</td><td style=\"text-align: right;\">-0.0201248 </td><td style=\"text-align: right;\">-0.0320025 </td><td style=\"text-align: right;\"> 0.147105  </td><td style=\"text-align: right;\">-0.0225689</td><td style=\"text-align: right;\">-0.10282   </td><td style=\"text-align: right;\"> 0.105063 </td><td style=\"text-align: right;\">-0.137723 </td><td style=\"text-align: right;\">0.15963  </td><td style=\"text-align: right;\">-0.0816883 </td><td style=\"text-align: right;\"> 0.0264359 </td><td style=\"text-align: right;\">-0.0862836</td><td style=\"text-align: right;\">-0.0354567  </td><td style=\"text-align: right;\"> 0.0963034 </td><td style=\"text-align: right;\"> 0.0801499</td><td style=\"text-align: right;\">-0.0912222 </td><td style=\"text-align: right;\">-0.134032 </td><td style=\"text-align: right;\"> 0.121643   </td><td style=\"text-align: right;\"> 0.0672233</td><td style=\"text-align: right;\">-0.035652  </td><td style=\"text-align: right;\">-0.248933 </td></tr>\n",
-       "<tr><td>abode         </td><td style=\"text-align: right;\">     51</td><td style=\"text-align: right;\">-0.345532 </td><td style=\"text-align: right;\">-0.0925766</td><td style=\"text-align: right;\">-0.128552 </td><td style=\"text-align: right;\">-0.266802 </td><td style=\"text-align: right;\">-0.269182  </td><td style=\"text-align: right;\"> 0.0461995</td><td style=\"text-align: right;\"> 0.0827727</td><td style=\"text-align: right;\">-0.391479 </td><td style=\"text-align: right;\"> 0.0394319  </td><td style=\"text-align: right;\">-0.282097 </td><td style=\"text-align: right;\">-0.0263401</td><td style=\"text-align: right;\">-0.418604 </td><td style=\"text-align: right;\">0.192107 </td><td style=\"text-align: right;\"> 0.232227 </td><td style=\"text-align: right;\">-0.0857925</td><td style=\"text-align: right;\"> 0.495368 </td><td style=\"text-align: right;\"> 0.128523</td><td style=\"text-align: right;\">-0.23834   </td><td style=\"text-align: right;\">-0.0466376</td><td style=\"text-align: right;\"> 0.119474 </td><td style=\"text-align: right;\">0.114378 </td><td style=\"text-align: right;\"> 0.0310884</td><td style=\"text-align: right;\"> 0.0499499</td><td style=\"text-align: right;\">-0.237633 </td><td style=\"text-align: right;\">-0.231084  </td><td style=\"text-align: right;\"> 0.106973 </td><td style=\"text-align: right;\">-0.0909885</td><td style=\"text-align: right;\"> 0.216717  </td><td style=\"text-align: right;\"> 0.234416 </td><td style=\"text-align: right;\">-0.00317142</td><td style=\"text-align: right;\">-0.259715 </td><td style=\"text-align: right;\">-0.150372 </td><td style=\"text-align: right;\">-0.106567 </td><td style=\"text-align: right;\"> 0.148665 </td><td style=\"text-align: right;\"> 0.297576 </td><td style=\"text-align: right;\"> 0.0150642 </td><td style=\"text-align: right;\">-0.00941948</td><td style=\"text-align: right;\"> 0.355335  </td><td style=\"text-align: right;\"> 0.11603  </td><td style=\"text-align: right;\"> 0.133273 </td><td style=\"text-align: right;\"> 0.0700324</td><td style=\"text-align: right;\">-0.263749 </td><td style=\"text-align: right;\">-0.0885329</td><td style=\"text-align: right;\">-0.0313624</td><td style=\"text-align: right;\">-0.263201 </td><td style=\"text-align: right;\">-0.0909564</td><td style=\"text-align: right;\"> 0.10058   </td><td style=\"text-align: right;\">-0.149051  </td><td style=\"text-align: right;\">-0.317049 </td><td style=\"text-align: right;\"> 0.0386038 </td><td style=\"text-align: right;\">-0.188221  </td><td style=\"text-align: right;\">-0.00397031</td><td style=\"text-align: right;\">-0.354285 </td><td style=\"text-align: right;\"> 0.0445647</td><td style=\"text-align: right;\">-0.161669 </td><td style=\"text-align: right;\">-0.0569229 </td><td style=\"text-align: right;\"> 0.114009 </td><td style=\"text-align: right;\">-0.217492  </td><td style=\"text-align: right;\"> 0.0195269</td><td style=\"text-align: right;\"> 0.220075  </td><td style=\"text-align: right;\">-0.39763  </td><td style=\"text-align: right;\">-0.0261614 </td><td style=\"text-align: right;\"> 0.227029  </td><td style=\"text-align: right;\"> 0.261703 </td><td style=\"text-align: right;\">-0.00485862</td><td style=\"text-align: right;\"> 0.0962957 </td><td style=\"text-align: right;\"> 0.115548 </td><td style=\"text-align: right;\"> 0.00229503</td><td style=\"text-align: right;\"> 0.0400579</td><td style=\"text-align: right;\">-0.340555 </td><td style=\"text-align: right;\"> 0.300592  </td><td style=\"text-align: right;\"> 0.166434  </td><td style=\"text-align: right;\">-0.00567433</td><td style=\"text-align: right;\">-0.225401 </td><td style=\"text-align: right;\">-0.0814473 </td><td style=\"text-align: right;\">-0.402561   </td><td style=\"text-align: right;\"> 0.129173 </td><td style=\"text-align: right;\">-0.143706 </td><td style=\"text-align: right;\"> 0.250224 </td><td style=\"text-align: right;\"> 0.0158399</td><td style=\"text-align: right;\"> 0.193291  </td><td style=\"text-align: right;\">-0.188033  </td><td style=\"text-align: right;\"> 0.334704  </td><td style=\"text-align: right;\">-0.227526 </td><td style=\"text-align: right;\"> 0.0876686 </td><td style=\"text-align: right;\"> 0.345983 </td><td style=\"text-align: right;\"> 0.142706 </td><td style=\"text-align: right;\">0.1181   </td><td style=\"text-align: right;\">-0.165731  </td><td style=\"text-align: right;\"> 0.031471  </td><td style=\"text-align: right;\">-0.124339 </td><td style=\"text-align: right;\">-0.170275   </td><td style=\"text-align: right;\">-0.0148769 </td><td style=\"text-align: right;\"> 0.235368 </td><td style=\"text-align: right;\"> 0.0478807 </td><td style=\"text-align: right;\">-0.147204 </td><td style=\"text-align: right;\"> 0.380205   </td><td style=\"text-align: right;\">-0.0560069</td><td style=\"text-align: right;\"> 0.024704  </td><td style=\"text-align: right;\">-0.162484 </td></tr>\n",
-       "<tr><td>access        </td><td style=\"text-align: right;\">    177</td><td style=\"text-align: right;\"> 0.243396 </td><td style=\"text-align: right;\"> 0.127061 </td><td style=\"text-align: right;\"> 0.492417 </td><td style=\"text-align: right;\"> 0.500696 </td><td style=\"text-align: right;\"> 0.155584  </td><td style=\"text-align: right;\"> 0.266068 </td><td style=\"text-align: right;\">-0.506194 </td><td style=\"text-align: right;\"> 0.0174209</td><td style=\"text-align: right;\">-0.1003     </td><td style=\"text-align: right;\">-0.378945 </td><td style=\"text-align: right;\">-0.192098 </td><td style=\"text-align: right;\"> 0.265729 </td><td style=\"text-align: right;\">0.310253 </td><td style=\"text-align: right;\"> 0.0233236</td><td style=\"text-align: right;\">-0.16822  </td><td style=\"text-align: right;\">-0.235653 </td><td style=\"text-align: right;\">-0.299058</td><td style=\"text-align: right;\">-0.237443  </td><td style=\"text-align: right;\"> 0.135653 </td><td style=\"text-align: right;\"> 0.21933  </td><td style=\"text-align: right;\">0.125275 </td><td style=\"text-align: right;\"> 0.559838 </td><td style=\"text-align: right;\">-0.404598 </td><td style=\"text-align: right;\"> 0.527993 </td><td style=\"text-align: right;\"> 0.324777  </td><td style=\"text-align: right;\"> 0.236468 </td><td style=\"text-align: right;\">-0.0586135</td><td style=\"text-align: right;\"> 0.286679  </td><td style=\"text-align: right;\"> 0.332082 </td><td style=\"text-align: right;\">-0.389589  </td><td style=\"text-align: right;\">-0.086875 </td><td style=\"text-align: right;\"> 0.122288 </td><td style=\"text-align: right;\">-0.186958 </td><td style=\"text-align: right;\"> 0.138657 </td><td style=\"text-align: right;\">-0.348386 </td><td style=\"text-align: right;\">-0.144878  </td><td style=\"text-align: right;\">-0.136365  </td><td style=\"text-align: right;\"> 0.280353  </td><td style=\"text-align: right;\"> 0.354191 </td><td style=\"text-align: right;\">-0.0842651</td><td style=\"text-align: right;\">-0.211375 </td><td style=\"text-align: right;\">-0.333888 </td><td style=\"text-align: right;\"> 0.0846192</td><td style=\"text-align: right;\">-0.089836 </td><td style=\"text-align: right;\"> 0.597241 </td><td style=\"text-align: right;\"> 0.319296 </td><td style=\"text-align: right;\"> 0.348665  </td><td style=\"text-align: right;\"> 0.00839959</td><td style=\"text-align: right;\">-0.337462 </td><td style=\"text-align: right;\">-0.148813  </td><td style=\"text-align: right;\"> 0.0656222 </td><td style=\"text-align: right;\">-0.0117134 </td><td style=\"text-align: right;\"> 0.500912 </td><td style=\"text-align: right;\"> 0.189681 </td><td style=\"text-align: right;\"> 0.495752 </td><td style=\"text-align: right;\">-0.126929  </td><td style=\"text-align: right;\"> 0.405832 </td><td style=\"text-align: right;\">-0.0173107 </td><td style=\"text-align: right;\">-0.520914 </td><td style=\"text-align: right;\"> 0.133396  </td><td style=\"text-align: right;\">-0.0810095</td><td style=\"text-align: right;\"> 0.326322  </td><td style=\"text-align: right;\">-0.376555  </td><td style=\"text-align: right;\"> 0.109909 </td><td style=\"text-align: right;\"> 0.124088  </td><td style=\"text-align: right;\">-0.532666  </td><td style=\"text-align: right;\"> 0.0933707</td><td style=\"text-align: right;\"> 0.757157  </td><td style=\"text-align: right;\">-0.447472 </td><td style=\"text-align: right;\">-0.332801 </td><td style=\"text-align: right;\"> 0.343645  </td><td style=\"text-align: right;\">-0.176449  </td><td style=\"text-align: right;\">-0.52396   </td><td style=\"text-align: right;\">-0.315943 </td><td style=\"text-align: right;\">-0.113406  </td><td style=\"text-align: right;\"> 0.0058034  </td><td style=\"text-align: right;\"> 0.292631 </td><td style=\"text-align: right;\">-0.167962 </td><td style=\"text-align: right;\">-0.0359875</td><td style=\"text-align: right;\"> 0.657981 </td><td style=\"text-align: right;\"> 0.079078  </td><td style=\"text-align: right;\"> 0.401016  </td><td style=\"text-align: right;\">-0.0579181 </td><td style=\"text-align: right;\">-0.373819 </td><td style=\"text-align: right;\">-0.0323866 </td><td style=\"text-align: right;\">-0.062582 </td><td style=\"text-align: right;\">-0.651068 </td><td style=\"text-align: right;\">0.406629 </td><td style=\"text-align: right;\"> 0.00850418</td><td style=\"text-align: right;\">-0.254789  </td><td style=\"text-align: right;\">-0.144054 </td><td style=\"text-align: right;\">-0.186457   </td><td style=\"text-align: right;\">-0.00230173</td><td style=\"text-align: right;\"> 0.621397 </td><td style=\"text-align: right;\">-0.107434  </td><td style=\"text-align: right;\"> 0.0469877</td><td style=\"text-align: right;\"> 0.339541   </td><td style=\"text-align: right;\">-0.121722 </td><td style=\"text-align: right;\"> 0.145845  </td><td style=\"text-align: right;\">-0.126617 </td></tr>\n",
-       "<tr><td>accessible    </td><td style=\"text-align: right;\">     20</td><td style=\"text-align: right;\"> 0.131989 </td><td style=\"text-align: right;\"> 0.0647159</td><td style=\"text-align: right;\"> 0.105839 </td><td style=\"text-align: right;\">-0.0303294</td><td style=\"text-align: right;\"> 0.078532  </td><td style=\"text-align: right;\">-0.0926667</td><td style=\"text-align: right;\"> 0.234091 </td><td style=\"text-align: right;\">-0.024495 </td><td style=\"text-align: right;\"> 0.186743   </td><td style=\"text-align: right;\">-0.128822 </td><td style=\"text-align: right;\">-0.128554 </td><td style=\"text-align: right;\">-0.141252 </td><td style=\"text-align: right;\">0.110926 </td><td style=\"text-align: right;\">-0.0581673</td><td style=\"text-align: right;\">-0.142581 </td><td style=\"text-align: right;\"> 0.110602 </td><td style=\"text-align: right;\">-0.400442</td><td style=\"text-align: right;\"> 0.0077483 </td><td style=\"text-align: right;\">-0.253511 </td><td style=\"text-align: right;\"> 0.0783279</td><td style=\"text-align: right;\">0.1778   </td><td style=\"text-align: right;\">-0.229583 </td><td style=\"text-align: right;\"> 0.114954 </td><td style=\"text-align: right;\"> 0.10374  </td><td style=\"text-align: right;\">-0.00134171</td><td style=\"text-align: right;\">-0.0428497</td><td style=\"text-align: right;\">-0.0459456</td><td style=\"text-align: right;\">-0.0851026 </td><td style=\"text-align: right;\"> 0.114999 </td><td style=\"text-align: right;\"> 0.102765  </td><td style=\"text-align: right;\">-0.0510281</td><td style=\"text-align: right;\"> 0.0932171</td><td style=\"text-align: right;\">-0.264183 </td><td style=\"text-align: right;\"> 0.0301225</td><td style=\"text-align: right;\">-0.261817 </td><td style=\"text-align: right;\"> 0.00585949</td><td style=\"text-align: right;\">-0.205425  </td><td style=\"text-align: right;\">-0.0431247 </td><td style=\"text-align: right;\">-0.0367284</td><td style=\"text-align: right;\">-0.0342615</td><td style=\"text-align: right;\">-0.157541 </td><td style=\"text-align: right;\">-0.0834701</td><td style=\"text-align: right;\">-0.0250501</td><td style=\"text-align: right;\">-0.011359 </td><td style=\"text-align: right;\"> 0.0451838</td><td style=\"text-align: right;\"> 0.0550776</td><td style=\"text-align: right;\">-0.0876698 </td><td style=\"text-align: right;\">-0.0279738 </td><td style=\"text-align: right;\">-0.132142 </td><td style=\"text-align: right;\">-0.0123063 </td><td style=\"text-align: right;\"> 0.197021  </td><td style=\"text-align: right;\">-0.106004  </td><td style=\"text-align: right;\">-0.185084 </td><td style=\"text-align: right;\">-0.0371187</td><td style=\"text-align: right;\"> 0.167013 </td><td style=\"text-align: right;\"> 0.163794  </td><td style=\"text-align: right;\"> 0.0397188</td><td style=\"text-align: right;\"> 0.00434011</td><td style=\"text-align: right;\"> 0.189343 </td><td style=\"text-align: right;\">-0.0201016 </td><td style=\"text-align: right;\"> 0.0548691</td><td style=\"text-align: right;\"> 0.0129316 </td><td style=\"text-align: right;\"> 0.122263  </td><td style=\"text-align: right;\">-0.0696645</td><td style=\"text-align: right;\"> 0.0719675 </td><td style=\"text-align: right;\">-0.133527  </td><td style=\"text-align: right;\"> 0.0961092</td><td style=\"text-align: right;\">-0.0429882 </td><td style=\"text-align: right;\">-0.150061 </td><td style=\"text-align: right;\">-0.167132 </td><td style=\"text-align: right;\"> 0.0206148 </td><td style=\"text-align: right;\"> 0.057831  </td><td style=\"text-align: right;\">-0.160063  </td><td style=\"text-align: right;\">-0.0201115</td><td style=\"text-align: right;\"> 0.102343  </td><td style=\"text-align: right;\">-0.0943144  </td><td style=\"text-align: right;\"> 0.0321593</td><td style=\"text-align: right;\"> 0.122133 </td><td style=\"text-align: right;\">-0.0774019</td><td style=\"text-align: right;\"> 0.120499 </td><td style=\"text-align: right;\"> 0.0862595 </td><td style=\"text-align: right;\"> 0.272103  </td><td style=\"text-align: right;\"> 0.244582  </td><td style=\"text-align: right;\">-0.136046 </td><td style=\"text-align: right;\">-0.196654  </td><td style=\"text-align: right;\"> 0.150978 </td><td style=\"text-align: right;\">-0.223944 </td><td style=\"text-align: right;\">0.182951 </td><td style=\"text-align: right;\">-0.0249084 </td><td style=\"text-align: right;\"> 0.0681815 </td><td style=\"text-align: right;\"> 0.126777 </td><td style=\"text-align: right;\">-0.0646898  </td><td style=\"text-align: right;\"> 0.175291  </td><td style=\"text-align: right;\">-0.137007 </td><td style=\"text-align: right;\"> 0.0568938 </td><td style=\"text-align: right;\">-0.0715277</td><td style=\"text-align: right;\">-0.0595948  </td><td style=\"text-align: right;\">-0.0335619</td><td style=\"text-align: right;\">-0.00785952</td><td style=\"text-align: right;\">-0.241987 </td></tr>\n",
-       "<tr><td>accommodation </td><td style=\"text-align: right;\">     11</td><td style=\"text-align: right;\"> 0.0975906</td><td style=\"text-align: right;\">-0.0103484</td><td style=\"text-align: right;\"> 0.0417021</td><td style=\"text-align: right;\"> 0.0281757</td><td style=\"text-align: right;\">-0.00639298</td><td style=\"text-align: right;\"> 0.056864 </td><td style=\"text-align: right;\"> 0.0733486</td><td style=\"text-align: right;\"> 0.032165 </td><td style=\"text-align: right;\"> 0.000277303</td><td style=\"text-align: right;\">-0.190007 </td><td style=\"text-align: right;\">-0.198062 </td><td style=\"text-align: right;\">-0.107771 </td><td style=\"text-align: right;\">0.13024  </td><td style=\"text-align: right;\">-0.0244478</td><td style=\"text-align: right;\">-0.0947833</td><td style=\"text-align: right;\"> 0.0391939</td><td style=\"text-align: right;\">-0.196131</td><td style=\"text-align: right;\"> 0.0616301 </td><td style=\"text-align: right;\">-0.0203785</td><td style=\"text-align: right;\"> 0.0937572</td><td style=\"text-align: right;\">0.0850185</td><td style=\"text-align: right;\"> 0.0756669</td><td style=\"text-align: right;\">-0.0144602</td><td style=\"text-align: right;\"> 0.0901137</td><td style=\"text-align: right;\"> 0.167457  </td><td style=\"text-align: right;\">-0.0834304</td><td style=\"text-align: right;\">-0.169428 </td><td style=\"text-align: right;\"> 0.109185  </td><td style=\"text-align: right;\"> 0.211395 </td><td style=\"text-align: right;\">-0.0957204 </td><td style=\"text-align: right;\">-0.0660468</td><td style=\"text-align: right;\"> 0.0399373</td><td style=\"text-align: right;\">-0.127914 </td><td style=\"text-align: right;\"> 0.030797 </td><td style=\"text-align: right;\">-0.0161874</td><td style=\"text-align: right;\">-0.0932447 </td><td style=\"text-align: right;\">-0.0827266 </td><td style=\"text-align: right;\"> 0.00547238</td><td style=\"text-align: right;\"> 0.0258824</td><td style=\"text-align: right;\">-0.0219321</td><td style=\"text-align: right;\">-0.152591 </td><td style=\"text-align: right;\">-0.0295387</td><td style=\"text-align: right;\">-0.188942 </td><td style=\"text-align: right;\">-0.131168 </td><td style=\"text-align: right;\"> 0.0145816</td><td style=\"text-align: right;\">-0.102335 </td><td style=\"text-align: right;\">-0.0372819 </td><td style=\"text-align: right;\"> 0.0473664 </td><td style=\"text-align: right;\">-0.0556183</td><td style=\"text-align: right;\">-0.00185997</td><td style=\"text-align: right;\"> 0.0442607 </td><td style=\"text-align: right;\">-0.0726407 </td><td style=\"text-align: right;\">-0.0321748</td><td style=\"text-align: right;\">-0.0925143</td><td style=\"text-align: right;\"> 0.082912 </td><td style=\"text-align: right;\">-0.00345985</td><td style=\"text-align: right;\"> 0.0354913</td><td style=\"text-align: right;\">-0.0519098 </td><td style=\"text-align: right;\"> 0.03778  </td><td style=\"text-align: right;\">-0.130621  </td><td style=\"text-align: right;\"> 0.0039619</td><td style=\"text-align: right;\"> 0.0575613 </td><td style=\"text-align: right;\">-0.00436898</td><td style=\"text-align: right;\"> 0.0235444</td><td style=\"text-align: right;\">-0.0246047 </td><td style=\"text-align: right;\">-0.221495  </td><td style=\"text-align: right;\"> 0.157121 </td><td style=\"text-align: right;\"> 0.133953  </td><td style=\"text-align: right;\">-0.147838 </td><td style=\"text-align: right;\">-0.110839 </td><td style=\"text-align: right;\">-0.0304123 </td><td style=\"text-align: right;\"> 0.00581862</td><td style=\"text-align: right;\">-0.103187  </td><td style=\"text-align: right;\">-0.228575 </td><td style=\"text-align: right;\">-0.0249807 </td><td style=\"text-align: right;\">-0.000914007</td><td style=\"text-align: right;\">-0.099247 </td><td style=\"text-align: right;\">-0.0102563</td><td style=\"text-align: right;\"> 0.0781429</td><td style=\"text-align: right;\"> 0.083569 </td><td style=\"text-align: right;\">-0.0158455 </td><td style=\"text-align: right;\">-0.00429109</td><td style=\"text-align: right;\"> 0.105733  </td><td style=\"text-align: right;\"> 0.0336521</td><td style=\"text-align: right;\"> 0.0448559 </td><td style=\"text-align: right;\"> 0.0423251</td><td style=\"text-align: right;\">-0.145552 </td><td style=\"text-align: right;\">0.108212 </td><td style=\"text-align: right;\">-0.0687758 </td><td style=\"text-align: right;\"> 0.00676295</td><td style=\"text-align: right;\">-0.0228023</td><td style=\"text-align: right;\">-0.101161   </td><td style=\"text-align: right;\"> 0.0819898 </td><td style=\"text-align: right;\"> 0.117428 </td><td style=\"text-align: right;\">-0.0810073 </td><td style=\"text-align: right;\">-0.148415 </td><td style=\"text-align: right;\">-0.000176673</td><td style=\"text-align: right;\">-0.0355084</td><td style=\"text-align: right;\">-0.0254124 </td><td style=\"text-align: right;\">-0.124303 </td></tr>\n",
-       "<tr><td>accommodations</td><td style=\"text-align: right;\">      8</td><td style=\"text-align: right;\"> 0.023142 </td><td style=\"text-align: right;\">-0.04757  </td><td style=\"text-align: right;\"> 0.0434415</td><td style=\"text-align: right;\"> 0.162716 </td><td style=\"text-align: right;\">-0.102468  </td><td style=\"text-align: right;\">-0.0646882</td><td style=\"text-align: right;\"> 0.0754253</td><td style=\"text-align: right;\">-0.0492395</td><td style=\"text-align: right;\">-0.0144041  </td><td style=\"text-align: right;\">-0.0047519</td><td style=\"text-align: right;\">-0.17403  </td><td style=\"text-align: right;\"> 0.0421215</td><td style=\"text-align: right;\">0.0905358</td><td style=\"text-align: right;\">-0.201845 </td><td style=\"text-align: right;\"> 0.0377464</td><td style=\"text-align: right;\">-0.111557 </td><td style=\"text-align: right;\">-0.228098</td><td style=\"text-align: right;\">-0.00884952</td><td style=\"text-align: right;\">-0.0997875</td><td style=\"text-align: right;\"> 0.255212 </td><td style=\"text-align: right;\">0.0840985</td><td style=\"text-align: right;\"> 0.0248223</td><td style=\"text-align: right;\"> 0.0254031</td><td style=\"text-align: right;\"> 0.0999297</td><td style=\"text-align: right;\"> 0.137291  </td><td style=\"text-align: right;\"> 0.0285641</td><td style=\"text-align: right;\">-0.217871 </td><td style=\"text-align: right;\"> 0.0748331 </td><td style=\"text-align: right;\"> 0.162553 </td><td style=\"text-align: right;\"> 0.00804453</td><td style=\"text-align: right;\">-0.0913758</td><td style=\"text-align: right;\"> 0.0454547</td><td style=\"text-align: right;\">-0.0747314</td><td style=\"text-align: right;\"> 0.0509273</td><td style=\"text-align: right;\"> 0.0378579</td><td style=\"text-align: right;\">-0.0452593 </td><td style=\"text-align: right;\">-0.0463285 </td><td style=\"text-align: right;\">-0.0723025 </td><td style=\"text-align: right;\"> 0.0811939</td><td style=\"text-align: right;\">-0.0210709</td><td style=\"text-align: right;\">-0.227387 </td><td style=\"text-align: right;\">-0.0295788</td><td style=\"text-align: right;\">-0.0785582</td><td style=\"text-align: right;\">-0.0942227</td><td style=\"text-align: right;\"> 0.0123762</td><td style=\"text-align: right;\">-0.0289277</td><td style=\"text-align: right;\">-0.0519272 </td><td style=\"text-align: right;\"> 0.00270801</td><td style=\"text-align: right;\">-0.222154 </td><td style=\"text-align: right;\">-0.00237279</td><td style=\"text-align: right;\"> 0.0586384 </td><td style=\"text-align: right;\">-0.0890064 </td><td style=\"text-align: right;\">-0.10054  </td><td style=\"text-align: right;\"> 0.0172407</td><td style=\"text-align: right;\"> 0.0416435</td><td style=\"text-align: right;\">-0.0342093 </td><td style=\"text-align: right;\"> 0.0344502</td><td style=\"text-align: right;\">-0.0839074 </td><td style=\"text-align: right;\"> 0.109151 </td><td style=\"text-align: right;\">-0.0152362 </td><td style=\"text-align: right;\"> 0.12544  </td><td style=\"text-align: right;\"> 0.016366  </td><td style=\"text-align: right;\">-0.00377109</td><td style=\"text-align: right;\">-0.0488709</td><td style=\"text-align: right;\">-0.0579455 </td><td style=\"text-align: right;\">-0.136831  </td><td style=\"text-align: right;\"> 0.205222 </td><td style=\"text-align: right;\"> 0.0859506 </td><td style=\"text-align: right;\">-0.0448262</td><td style=\"text-align: right;\">-0.0639968</td><td style=\"text-align: right;\">-0.0838415 </td><td style=\"text-align: right;\">-0.0209915 </td><td style=\"text-align: right;\">-0.076978  </td><td style=\"text-align: right;\">-0.189322 </td><td style=\"text-align: right;\"> 0.0974655 </td><td style=\"text-align: right;\"> 0.0116321  </td><td style=\"text-align: right;\"> 0.0803406</td><td style=\"text-align: right;\"> 0.0890636</td><td style=\"text-align: right;\">-0.0229559</td><td style=\"text-align: right;\"> 0.300205 </td><td style=\"text-align: right;\">-0.0274869 </td><td style=\"text-align: right;\"> 0.0323927 </td><td style=\"text-align: right;\"> 0.00556374</td><td style=\"text-align: right;\"> 0.0316958</td><td style=\"text-align: right;\"> 0.0157379 </td><td style=\"text-align: right;\"> 0.140046 </td><td style=\"text-align: right;\">-0.0691511</td><td style=\"text-align: right;\">0.148206 </td><td style=\"text-align: right;\">-0.154608  </td><td style=\"text-align: right;\">-0.00499112</td><td style=\"text-align: right;\">-0.0638777</td><td style=\"text-align: right;\"> 0.0493818  </td><td style=\"text-align: right;\"> 0.0843983 </td><td style=\"text-align: right;\"> 0.0618234</td><td style=\"text-align: right;\"> 0.00849755</td><td style=\"text-align: right;\">-0.14511  </td><td style=\"text-align: right;\">-0.0128693  </td><td style=\"text-align: right;\">-0.0889693</td><td style=\"text-align: right;\"> 0.0114588 </td><td style=\"text-align: right;\">-0.158241 </td></tr>\n",
-       "<tr><td>across        </td><td style=\"text-align: right;\">     56</td><td style=\"text-align: right;\"> 0.174488 </td><td style=\"text-align: right;\">-0.350614 </td><td style=\"text-align: right;\">-0.0155972</td><td style=\"text-align: right;\">-0.24353  </td><td style=\"text-align: right;\">-0.0692413 </td><td style=\"text-align: right;\"> 0.404938 </td><td style=\"text-align: right;\"> 0.28287  </td><td style=\"text-align: right;\">-0.250039 </td><td style=\"text-align: right;\"> 0.135424   </td><td style=\"text-align: right;\">-0.266046 </td><td style=\"text-align: right;\">-0.262855 </td><td style=\"text-align: right;\"> 0.195216 </td><td style=\"text-align: right;\">0.353427 </td><td style=\"text-align: right;\"> 0.165176 </td><td style=\"text-align: right;\">-0.208157 </td><td style=\"text-align: right;\"> 0.197892 </td><td style=\"text-align: right;\">-0.196705</td><td style=\"text-align: right;\"> 0.092966  </td><td style=\"text-align: right;\">-0.375061 </td><td style=\"text-align: right;\"> 0.261627 </td><td style=\"text-align: right;\">0.135443 </td><td style=\"text-align: right;\"> 0.0509437</td><td style=\"text-align: right;\">-0.170664 </td><td style=\"text-align: right;\">-0.038137 </td><td style=\"text-align: right;\"> 0.136179  </td><td style=\"text-align: right;\"> 0.267661 </td><td style=\"text-align: right;\">-0.205149 </td><td style=\"text-align: right;\"> 0.0201408 </td><td style=\"text-align: right;\">-0.151132 </td><td style=\"text-align: right;\">-0.229972  </td><td style=\"text-align: right;\"> 0.164409 </td><td style=\"text-align: right;\"> 0.190246 </td><td style=\"text-align: right;\">-0.0484007</td><td style=\"text-align: right;\">-0.220402 </td><td style=\"text-align: right;\"> 0.238967 </td><td style=\"text-align: right;\">-0.238427  </td><td style=\"text-align: right;\">-0.241271  </td><td style=\"text-align: right;\"> 0.182631  </td><td style=\"text-align: right;\">-0.403162 </td><td style=\"text-align: right;\"> 0.107534 </td><td style=\"text-align: right;\"> 0.0709692</td><td style=\"text-align: right;\">-0.102837 </td><td style=\"text-align: right;\">-0.024481 </td><td style=\"text-align: right;\">-0.239541 </td><td style=\"text-align: right;\">-0.0997218</td><td style=\"text-align: right;\"> 0.046397 </td><td style=\"text-align: right;\"> 0.393152  </td><td style=\"text-align: right;\"> 0.164397  </td><td style=\"text-align: right;\"> 0.0656306</td><td style=\"text-align: right;\"> 0.136446  </td><td style=\"text-align: right;\">-0.0170802 </td><td style=\"text-align: right;\"> 0.0238467 </td><td style=\"text-align: right;\"> 0.266763 </td><td style=\"text-align: right;\"> 0.0435483</td><td style=\"text-align: right;\"> 0.316488 </td><td style=\"text-align: right;\">-0.0353253 </td><td style=\"text-align: right;\"> 0.0679033</td><td style=\"text-align: right;\">-0.330001  </td><td style=\"text-align: right;\"> 0.150896 </td><td style=\"text-align: right;\">-0.0339001 </td><td style=\"text-align: right;\"> 0.0438934</td><td style=\"text-align: right;\"> 0.00576558</td><td style=\"text-align: right;\"> 0.192189  </td><td style=\"text-align: right;\">-0.272905 </td><td style=\"text-align: right;\">-0.0229948 </td><td style=\"text-align: right;\">-0.0672247 </td><td style=\"text-align: right;\">-0.3455   </td><td style=\"text-align: right;\"> 0.0607185 </td><td style=\"text-align: right;\"> 0.148562 </td><td style=\"text-align: right;\">-0.418787 </td><td style=\"text-align: right;\"> 0.149364  </td><td style=\"text-align: right;\"> 0.0344451 </td><td style=\"text-align: right;\"> 0.0111589 </td><td style=\"text-align: right;\">-0.492946 </td><td style=\"text-align: right;\">-0.0489444 </td><td style=\"text-align: right;\">-0.121858   </td><td style=\"text-align: right;\">-0.147667 </td><td style=\"text-align: right;\">-0.196955 </td><td style=\"text-align: right;\"> 0.102833 </td><td style=\"text-align: right;\">-0.279526 </td><td style=\"text-align: right;\">-0.456423  </td><td style=\"text-align: right;\">-0.0235741 </td><td style=\"text-align: right;\"> 0.131514  </td><td style=\"text-align: right;\"> 0.0420848</td><td style=\"text-align: right;\">-0.219533  </td><td style=\"text-align: right;\">-0.0909065</td><td style=\"text-align: right;\">-0.291217 </td><td style=\"text-align: right;\">0.17384  </td><td style=\"text-align: right;\">-0.267885  </td><td style=\"text-align: right;\"> 0.136913  </td><td style=\"text-align: right;\">-0.0128014</td><td style=\"text-align: right;\">-0.0966027  </td><td style=\"text-align: right;\"> 0.230857  </td><td style=\"text-align: right;\">-0.0135735</td><td style=\"text-align: right;\">-0.154679  </td><td style=\"text-align: right;\">-0.247512 </td><td style=\"text-align: right;\">-0.00143605 </td><td style=\"text-align: right;\"> 0.230734 </td><td style=\"text-align: right;\">-0.2068    </td><td style=\"text-align: right;\">-0.156321 </td></tr>\n",
-       "<tr><td>action        </td><td style=\"text-align: right;\">     13</td><td style=\"text-align: right;\"> 0.0472166</td><td style=\"text-align: right;\"> 0.0892919</td><td style=\"text-align: right;\"> 0.0764374</td><td style=\"text-align: right;\"> 0.116579 </td><td style=\"text-align: right;\"> 0.0161669 </td><td style=\"text-align: right;\">-0.159331 </td><td style=\"text-align: right;\"> 0.0954395</td><td style=\"text-align: right;\">-0.173969 </td><td style=\"text-align: right;\">-0.0201869  </td><td style=\"text-align: right;\">-0.141509 </td><td style=\"text-align: right;\">-0.0517017</td><td style=\"text-align: right;\">-0.0193322</td><td style=\"text-align: right;\">0.0157246</td><td style=\"text-align: right;\">-0.152271 </td><td style=\"text-align: right;\">-0.187394 </td><td style=\"text-align: right;\"> 0.132336 </td><td style=\"text-align: right;\">-0.356644</td><td style=\"text-align: right;\">-0.0756958 </td><td style=\"text-align: right;\">-0.211455 </td><td style=\"text-align: right;\"> 0.0650499</td><td style=\"text-align: right;\">0.260079 </td><td style=\"text-align: right;\"> 0.0487088</td><td style=\"text-align: right;\"> 0.190219 </td><td style=\"text-align: right;\"> 0.0600865</td><td style=\"text-align: right;\">-0.0177595 </td><td style=\"text-align: right;\"> 0.15923  </td><td style=\"text-align: right;\">-0.394661 </td><td style=\"text-align: right;\"> 0.0480394 </td><td style=\"text-align: right;\"> 0.177675 </td><td style=\"text-align: right;\">-0.0144049 </td><td style=\"text-align: right;\">-0.0538818</td><td style=\"text-align: right;\"> 0.182642 </td><td style=\"text-align: right;\"> 0.108169 </td><td style=\"text-align: right;\">-0.116248 </td><td style=\"text-align: right;\"> 0.0834851</td><td style=\"text-align: right;\">-0.00527118</td><td style=\"text-align: right;\">-0.22231   </td><td style=\"text-align: right;\"> 0.041224  </td><td style=\"text-align: right;\"> 0.0361952</td><td style=\"text-align: right;\"> 0.0493406</td><td style=\"text-align: right;\">-0.24856  </td><td style=\"text-align: right;\"> 0.013653 </td><td style=\"text-align: right;\">-0.194195 </td><td style=\"text-align: right;\">-0.150656 </td><td style=\"text-align: right;\">-0.0899727</td><td style=\"text-align: right;\">-0.170874 </td><td style=\"text-align: right;\">-0.00961832</td><td style=\"text-align: right;\"> 0.119374  </td><td style=\"text-align: right;\">-0.257705 </td><td style=\"text-align: right;\">-0.0621371 </td><td style=\"text-align: right;\"> 0.0519987 </td><td style=\"text-align: right;\"> 0.0989244 </td><td style=\"text-align: right;\">-0.193171 </td><td style=\"text-align: right;\">-0.0135459</td><td style=\"text-align: right;\"> 0.117752 </td><td style=\"text-align: right;\"> 0.147541  </td><td style=\"text-align: right;\"> 0.0337444</td><td style=\"text-align: right;\">-0.15458   </td><td style=\"text-align: right;\"> 0.0635922</td><td style=\"text-align: right;\">-0.215369  </td><td style=\"text-align: right;\">-0.0316663</td><td style=\"text-align: right;\"> 0.0151163 </td><td style=\"text-align: right;\"> 0.268978  </td><td style=\"text-align: right;\">-0.303492 </td><td style=\"text-align: right;\"> 0.0657626 </td><td style=\"text-align: right;\"> 0.0581639 </td><td style=\"text-align: right;\"> 0.145097 </td><td style=\"text-align: right;\">-0.118114  </td><td style=\"text-align: right;\"> 0.130825 </td><td style=\"text-align: right;\"> 0.0711653</td><td style=\"text-align: right;\"> 0.0265979 </td><td style=\"text-align: right;\"> 0.0338407 </td><td style=\"text-align: right;\"> 0.00634652</td><td style=\"text-align: right;\">-0.267552 </td><td style=\"text-align: right;\">-0.175946  </td><td style=\"text-align: right;\">-0.114465   </td><td style=\"text-align: right;\">-0.0725797</td><td style=\"text-align: right;\">-0.13929  </td><td style=\"text-align: right;\"> 0.272748 </td><td style=\"text-align: right;\"> 0.144295 </td><td style=\"text-align: right;\">-0.135496  </td><td style=\"text-align: right;\">-0.0451726 </td><td style=\"text-align: right;\">-0.0150042 </td><td style=\"text-align: right;\">-0.0724517</td><td style=\"text-align: right;\"> 0.00572443</td><td style=\"text-align: right;\">-0.087213 </td><td style=\"text-align: right;\"> 0.0206764</td><td style=\"text-align: right;\">0.167766 </td><td style=\"text-align: right;\"> 0.00465012</td><td style=\"text-align: right;\"> 0.136325  </td><td style=\"text-align: right;\"> 0.0163287</td><td style=\"text-align: right;\">-9.34974e-05</td><td style=\"text-align: right;\"> 0.0331725 </td><td style=\"text-align: right;\"> 0.151546 </td><td style=\"text-align: right;\">-0.177281  </td><td style=\"text-align: right;\">-0.10883  </td><td style=\"text-align: right;\"> 0.0599883  </td><td style=\"text-align: right;\"> 0.167722 </td><td style=\"text-align: right;\">-0.0929635 </td><td style=\"text-align: right;\">-0.122564 </td></tr>\n",
-       "<tr><td>adorable      </td><td style=\"text-align: right;\">     77</td><td style=\"text-align: right;\"> 0.0607388</td><td style=\"text-align: right;\"> 0.0348987</td><td style=\"text-align: right;\"> 0.167955 </td><td style=\"text-align: right;\">-0.246002 </td><td style=\"text-align: right;\"> 0.0870892 </td><td style=\"text-align: right;\"> 0.132841 </td><td style=\"text-align: right;\"> 0.326357 </td><td style=\"text-align: right;\">-0.302775 </td><td style=\"text-align: right;\"> 0.232599   </td><td style=\"text-align: right;\">-0.31147  </td><td style=\"text-align: right;\">-0.0193216</td><td style=\"text-align: right;\">-0.238053 </td><td style=\"text-align: right;\">0.0385568</td><td style=\"text-align: right;\"> 0.0454117</td><td style=\"text-align: right;\"> 0.121959 </td><td style=\"text-align: right;\"> 0.110561 </td><td style=\"text-align: right;\"> 0.153124</td><td style=\"text-align: right;\">-0.193564  </td><td style=\"text-align: right;\">-0.319312 </td><td style=\"text-align: right;\"> 0.0873068</td><td style=\"text-align: right;\">0.451125 </td><td style=\"text-align: right;\"> 0.11129  </td><td style=\"text-align: right;\"> 0.158106 </td><td style=\"text-align: right;\">-0.0791406</td><td style=\"text-align: right;\">-0.0846363 </td><td style=\"text-align: right;\"> 0.216848 </td><td style=\"text-align: right;\"> 0.0360691</td><td style=\"text-align: right;\"> 0.0442598 </td><td style=\"text-align: right;\"> 0.0284276</td><td style=\"text-align: right;\">-0.147297  </td><td style=\"text-align: right;\">-0.0101449</td><td style=\"text-align: right;\"> 0.266973 </td><td style=\"text-align: right;\"> 0.0654629</td><td style=\"text-align: right;\"> 0.302672 </td><td style=\"text-align: right;\"> 0.132685 </td><td style=\"text-align: right;\">-0.209092  </td><td style=\"text-align: right;\"> 0.137967  </td><td style=\"text-align: right;\"> 0.320008  </td><td style=\"text-align: right;\"> 0.0638875</td><td style=\"text-align: right;\"> 0.0864114</td><td style=\"text-align: right;\">-0.0279257</td><td style=\"text-align: right;\">-0.255995 </td><td style=\"text-align: right;\"> 0.0241459</td><td style=\"text-align: right;\">-0.156196 </td><td style=\"text-align: right;\"> 0.0289229</td><td style=\"text-align: right;\"> 0.0740338</td><td style=\"text-align: right;\"> 0.0832853 </td><td style=\"text-align: right;\">-0.00253142</td><td style=\"text-align: right;\">-0.026118 </td><td style=\"text-align: right;\">-0.274696  </td><td style=\"text-align: right;\"> 0.0140639 </td><td style=\"text-align: right;\">-0.161404  </td><td style=\"text-align: right;\">-0.0970479</td><td style=\"text-align: right;\">-0.183633 </td><td style=\"text-align: right;\"> 0.359305 </td><td style=\"text-align: right;\"> 0.179631  </td><td style=\"text-align: right;\"> 0.136403 </td><td style=\"text-align: right;\">-0.104308  </td><td style=\"text-align: right;\"> 0.175567 </td><td style=\"text-align: right;\">-0.0142237 </td><td style=\"text-align: right;\">-0.0246285</td><td style=\"text-align: right;\">-0.0979509 </td><td style=\"text-align: right;\">-0.0722574 </td><td style=\"text-align: right;\">-0.183108 </td><td style=\"text-align: right;\">-0.205763  </td><td style=\"text-align: right;\">-0.00264541</td><td style=\"text-align: right;\">-0.0899357</td><td style=\"text-align: right;\"> 0.300169  </td><td style=\"text-align: right;\">-0.151041 </td><td style=\"text-align: right;\">-0.201951 </td><td style=\"text-align: right;\"> 0.275943  </td><td style=\"text-align: right;\"> 0.328188  </td><td style=\"text-align: right;\"> 0.0759743 </td><td style=\"text-align: right;\">-0.307324 </td><td style=\"text-align: right;\">-0.0830683 </td><td style=\"text-align: right;\">-0.0565987  </td><td style=\"text-align: right;\"> 0.210807 </td><td style=\"text-align: right;\">-0.102746 </td><td style=\"text-align: right;\">-0.0152281</td><td style=\"text-align: right;\">-0.278852 </td><td style=\"text-align: right;\">-0.138236  </td><td style=\"text-align: right;\">-0.030632  </td><td style=\"text-align: right;\"> 0.142386  </td><td style=\"text-align: right;\"> 0.0516421</td><td style=\"text-align: right;\">-0.217459  </td><td style=\"text-align: right;\"> 0.141758 </td><td style=\"text-align: right;\">-0.134487 </td><td style=\"text-align: right;\">0.192096 </td><td style=\"text-align: right;\"> 0.0824499 </td><td style=\"text-align: right;\">-0.0788152 </td><td style=\"text-align: right;\">-0.0372187</td><td style=\"text-align: right;\">-0.0387091  </td><td style=\"text-align: right;\"> 0.0501129 </td><td style=\"text-align: right;\">-0.0784496</td><td style=\"text-align: right;\">-0.0467877 </td><td style=\"text-align: right;\"> 0.0835631</td><td style=\"text-align: right;\"> 0.273739   </td><td style=\"text-align: right;\">-0.0260547</td><td style=\"text-align: right;\"> 0.159926  </td><td style=\"text-align: right;\"> 0.117149 </td></tr>\n",
-       "<tr><td>adults        </td><td style=\"text-align: right;\">     10</td><td style=\"text-align: right;\">-0.141332 </td><td style=\"text-align: right;\"> 0.13233  </td><td style=\"text-align: right;\">-0.0566028</td><td style=\"text-align: right;\">-0.10056  </td><td style=\"text-align: right;\">-0.0718063 </td><td style=\"text-align: right;\">-0.0699459</td><td style=\"text-align: right;\"> 0.0503204</td><td style=\"text-align: right;\"> 0.110985 </td><td style=\"text-align: right;\">-0.0654343  </td><td style=\"text-align: right;\">-0.182408 </td><td style=\"text-align: right;\">-0.221438 </td><td style=\"text-align: right;\">-0.147977 </td><td style=\"text-align: right;\">0.0236391</td><td style=\"text-align: right;\"> 0.0702711</td><td style=\"text-align: right;\">-0.102406 </td><td style=\"text-align: right;\">-0.0167844</td><td style=\"text-align: right;\">-0.336632</td><td style=\"text-align: right;\"> 0.0859351 </td><td style=\"text-align: right;\"> 0.0169088</td><td style=\"text-align: right;\">-0.17382  </td><td style=\"text-align: right;\">0.0869574</td><td style=\"text-align: right;\"> 0.069716 </td><td style=\"text-align: right;\"> 0.185872 </td><td style=\"text-align: right;\">-0.0555264</td><td style=\"text-align: right;\"> 0.00224358</td><td style=\"text-align: right;\"> 0.16227  </td><td style=\"text-align: right;\">-0.117922 </td><td style=\"text-align: right;\">-0.0091961 </td><td style=\"text-align: right;\"> 0.176592 </td><td style=\"text-align: right;\">-0.0484307 </td><td style=\"text-align: right;\">-0.0488624</td><td style=\"text-align: right;\"> 0.149307 </td><td style=\"text-align: right;\">-0.0567523</td><td style=\"text-align: right;\"> 0.0609469</td><td style=\"text-align: right;\"> 0.0177832</td><td style=\"text-align: right;\">-0.0915836 </td><td style=\"text-align: right;\">-0.0102645 </td><td style=\"text-align: right;\"> 0.0110232 </td><td style=\"text-align: right;\"> 0.036936 </td><td style=\"text-align: right;\">-0.159754 </td><td style=\"text-align: right;\">-0.008723 </td><td style=\"text-align: right;\"> 0.0849287</td><td style=\"text-align: right;\">-0.183165 </td><td style=\"text-align: right;\">-0.0809354</td><td style=\"text-align: right;\"> 0.119159 </td><td style=\"text-align: right;\">-0.088267 </td><td style=\"text-align: right;\">-0.0498507 </td><td style=\"text-align: right;\">-0.0594892 </td><td style=\"text-align: right;\"> 0.100146 </td><td style=\"text-align: right;\">-0.0043124 </td><td style=\"text-align: right;\"> 0.00422216</td><td style=\"text-align: right;\"> 0.019864  </td><td style=\"text-align: right;\">-0.231888 </td><td style=\"text-align: right;\">-0.107221 </td><td style=\"text-align: right;\">-0.0163009</td><td style=\"text-align: right;\">-0.0382127 </td><td style=\"text-align: right;\">-0.012588 </td><td style=\"text-align: right;\"> 0.112581  </td><td style=\"text-align: right;\">-0.0433937</td><td style=\"text-align: right;\">-0.00758993</td><td style=\"text-align: right;\">-0.134786 </td><td style=\"text-align: right;\">-0.0758396 </td><td style=\"text-align: right;\"> 0.0846157 </td><td style=\"text-align: right;\"> 0.0983067</td><td style=\"text-align: right;\"> 0.0321137 </td><td style=\"text-align: right;\">-0.129847  </td><td style=\"text-align: right;\"> 0.10113  </td><td style=\"text-align: right;\"> 0.0757948 </td><td style=\"text-align: right;\">-0.0208323</td><td style=\"text-align: right;\"> 0.0192598</td><td style=\"text-align: right;\">-0.0879221 </td><td style=\"text-align: right;\"> 0.115895  </td><td style=\"text-align: right;\"> 0.0449852 </td><td style=\"text-align: right;\">-0.0891778</td><td style=\"text-align: right;\">-0.132516  </td><td style=\"text-align: right;\">-0.0454935  </td><td style=\"text-align: right;\">-0.0477465</td><td style=\"text-align: right;\">-0.124681 </td><td style=\"text-align: right;\"> 0.0254536</td><td style=\"text-align: right;\"> 0.0588491</td><td style=\"text-align: right;\">-0.00161792</td><td style=\"text-align: right;\">-0.0762384 </td><td style=\"text-align: right;\"> 0.0634772 </td><td style=\"text-align: right;\">-0.0155465</td><td style=\"text-align: right;\"> 0.025501  </td><td style=\"text-align: right;\">-0.039872 </td><td style=\"text-align: right;\">-0.179046 </td><td style=\"text-align: right;\">0.0869609</td><td style=\"text-align: right;\">-0.0734809 </td><td style=\"text-align: right;\"> 0.0728179 </td><td style=\"text-align: right;\"> 0.0306499</td><td style=\"text-align: right;\">-0.0566223  </td><td style=\"text-align: right;\"> 0.00264586</td><td style=\"text-align: right;\">-0.0139226</td><td style=\"text-align: right;\">-0.0426192 </td><td style=\"text-align: right;\"> 0.0188245</td><td style=\"text-align: right;\"> 0.18034    </td><td style=\"text-align: right;\">-0.114268 </td><td style=\"text-align: right;\"> 0.00334646</td><td style=\"text-align: right;\">-0.0630566</td></tr>\n",
+       "<tr><td>room     </td><td style=\"text-align: right;\">  10283</td><td style=\"text-align: right;\">-0.175343  </td><td style=\"text-align: right;\">-0.0798633</td><td style=\"text-align: right;\"> 0.0883806</td><td style=\"text-align: right;\"> 0.0913331</td><td style=\"text-align: right;\"> 0.0260832</td><td style=\"text-align: right;\">-0.233306  </td><td style=\"text-align: right;\"> 0.0403965 </td><td style=\"text-align: right;\"> 0.104176 </td><td style=\"text-align: right;\"> 0.239972  </td><td style=\"text-align: right;\">-0.0695211</td><td style=\"text-align: right;\">-0.439761 </td><td style=\"text-align: right;\">-0.162955 </td><td style=\"text-align: right;\"> 0.123022  </td><td style=\"text-align: right;\"> 0.181225  </td><td style=\"text-align: right;\">-0.0175423</td><td style=\"text-align: right;\"> 0.147782 </td><td style=\"text-align: right;\">-0.15493  </td><td style=\"text-align: right;\">-0.549247 </td><td style=\"text-align: right;\">-0.126514 </td><td style=\"text-align: right;\"> 0.221983  </td><td style=\"text-align: right;\"> 0.100374  </td><td style=\"text-align: right;\">-0.198689 </td><td style=\"text-align: right;\">-0.171508 </td><td style=\"text-align: right;\"> 0.0677454</td><td style=\"text-align: right;\">-0.16485   </td><td style=\"text-align: right;\">-0.382805 </td><td style=\"text-align: right;\"> 0.0102269</td><td style=\"text-align: right;\"> 0.290612 </td><td style=\"text-align: right;\"> 0.407227 </td><td style=\"text-align: right;\"> 0.150974</td><td style=\"text-align: right;\"> 0.0511398</td><td style=\"text-align: right;\">-0.068573 </td><td style=\"text-align: right;\">-0.323139 </td><td style=\"text-align: right;\">-0.118396 </td><td style=\"text-align: right;\"> 0.135882 </td><td style=\"text-align: right;\">-0.220825 </td><td style=\"text-align: right;\"> 0.19521   </td><td style=\"text-align: right;\"> 0.0640303</td><td style=\"text-align: right;\"> 0.138805  </td><td style=\"text-align: right;\">-0.0632076</td><td style=\"text-align: right;\">-0.0894082</td><td style=\"text-align: right;\">-0.0352831 </td><td style=\"text-align: right;\">-0.155934   </td><td style=\"text-align: right;\">-0.103568 </td><td style=\"text-align: right;\"> 0.124737  </td><td style=\"text-align: right;\"> 0.118763 </td><td style=\"text-align: right;\"> 0.0605041 </td><td style=\"text-align: right;\">-0.0870319 </td><td style=\"text-align: right;\"> 0.0288702 </td><td style=\"text-align: right;\">-0.169084  </td><td style=\"text-align: right;\"> 0.0698986</td><td style=\"text-align: right;\">-0.205415  </td><td style=\"text-align: right;\"> 0.0777748 </td><td style=\"text-align: right;\">-0.0424796</td><td style=\"text-align: right;\">-0.160316 </td><td style=\"text-align: right;\">0.0777289 </td><td style=\"text-align: right;\"> 0.199042 </td><td style=\"text-align: right;\"> 0.235001  </td><td style=\"text-align: right;\">-0.212572 </td><td style=\"text-align: right;\"> 0.0566767 </td><td style=\"text-align: right;\">-0.348313  </td><td style=\"text-align: right;\">-0.262206 </td><td style=\"text-align: right;\"> 0.415485 </td><td style=\"text-align: right;\">-0.0529595</td><td style=\"text-align: right;\">-0.147631 </td><td style=\"text-align: right;\">-0.251292 </td><td style=\"text-align: right;\"> 0.361101 </td><td style=\"text-align: right;\">-0.127865  </td><td style=\"text-align: right;\">-0.00415419</td><td style=\"text-align: right;\">-0.305003  </td><td style=\"text-align: right;\"> 0.0152219</td><td style=\"text-align: right;\">0.232113 </td><td style=\"text-align: right;\">-0.0913763</td><td style=\"text-align: right;\">-0.00337864</td><td style=\"text-align: right;\">-0.227365 </td><td style=\"text-align: right;\">-0.0354204</td><td style=\"text-align: right;\"> 0.0911961</td><td style=\"text-align: right;\"> 0.0214438</td><td style=\"text-align: right;\"> 0.0370533</td><td style=\"text-align: right;\">-0.158534 </td><td style=\"text-align: right;\"> 0.0221564  </td><td style=\"text-align: right;\"> 0.123259  </td><td style=\"text-align: right;\"> 0.132693 </td><td style=\"text-align: right;\">-0.127336 </td><td style=\"text-align: right;\">-0.0418072 </td><td style=\"text-align: right;\"> 0.386319 </td><td style=\"text-align: right;\"> 0.244313  </td><td style=\"text-align: right;\"> 0.162963  </td><td style=\"text-align: right;\">-0.135015   </td><td style=\"text-align: right;\">-0.152411  </td><td style=\"text-align: right;\"> 0.105177 </td><td style=\"text-align: right;\">-0.0489239</td><td style=\"text-align: right;\">-0.00876939</td><td style=\"text-align: right;\"> 0.290815 </td><td style=\"text-align: right;\">-0.234462 </td><td style=\"text-align: right;\"> 0.029805 </td><td style=\"text-align: right;\"> 0.245187 </td><td style=\"text-align: right;\"> 0.0548828  </td><td style=\"text-align: right;\">-0.244509 </td><td style=\"text-align: right;\"> 0.0496151</td></tr>\n",
+       "<tr><td>bedroom  </td><td style=\"text-align: right;\">   8205</td><td style=\"text-align: right;\">-0.0770791 </td><td style=\"text-align: right;\"> 0.110961 </td><td style=\"text-align: right;\"> 0.142317 </td><td style=\"text-align: right;\">-0.0907939</td><td style=\"text-align: right;\">-0.0471007</td><td style=\"text-align: right;\">-0.00619286</td><td style=\"text-align: right;\">-0.0887498 </td><td style=\"text-align: right;\">-0.113385 </td><td style=\"text-align: right;\"> 0.193114  </td><td style=\"text-align: right;\">-0.0412402</td><td style=\"text-align: right;\">-0.155672 </td><td style=\"text-align: right;\">-0.287091 </td><td style=\"text-align: right;\"> 0.00477827</td><td style=\"text-align: right;\"> 0.0912832 </td><td style=\"text-align: right;\"> 0.029324 </td><td style=\"text-align: right;\"> 0.129065 </td><td style=\"text-align: right;\">-0.201995 </td><td style=\"text-align: right;\">-0.398549 </td><td style=\"text-align: right;\"> 0.0151613</td><td style=\"text-align: right;\"> 0.0182134 </td><td style=\"text-align: right;\"> 0.299185  </td><td style=\"text-align: right;\">-0.0474976</td><td style=\"text-align: right;\">-0.182748 </td><td style=\"text-align: right;\">-0.110832 </td><td style=\"text-align: right;\">-0.139132  </td><td style=\"text-align: right;\">-0.0682631</td><td style=\"text-align: right;\">-0.0480866</td><td style=\"text-align: right;\">-0.094321 </td><td style=\"text-align: right;\"> 0.292626 </td><td style=\"text-align: right;\"> 0.199193</td><td style=\"text-align: right;\">-0.0753572</td><td style=\"text-align: right;\">-0.073258 </td><td style=\"text-align: right;\">-0.338777 </td><td style=\"text-align: right;\">-0.0955701</td><td style=\"text-align: right;\"> 0.200772 </td><td style=\"text-align: right;\"> 0.0161589</td><td style=\"text-align: right;\"> 0.00291154</td><td style=\"text-align: right;\">-0.0175699</td><td style=\"text-align: right;\">-0.125612  </td><td style=\"text-align: right;\">-0.139336 </td><td style=\"text-align: right;\">-0.124354 </td><td style=\"text-align: right;\"> 0.0994916 </td><td style=\"text-align: right;\">-0.277581   </td><td style=\"text-align: right;\">-0.373538 </td><td style=\"text-align: right;\"> 0.0087789 </td><td style=\"text-align: right;\"> 0.045804 </td><td style=\"text-align: right;\"> 0.161605  </td><td style=\"text-align: right;\">-0.139296  </td><td style=\"text-align: right;\"> 0.248547  </td><td style=\"text-align: right;\">-0.185831  </td><td style=\"text-align: right;\"> 0.11799  </td><td style=\"text-align: right;\">-0.405497  </td><td style=\"text-align: right;\"> 0.240861  </td><td style=\"text-align: right;\">-0.371502 </td><td style=\"text-align: right;\"> 0.445243 </td><td style=\"text-align: right;\">0.141035  </td><td style=\"text-align: right;\"> 0.36246  </td><td style=\"text-align: right;\"> 0.386054  </td><td style=\"text-align: right;\"> 0.184796 </td><td style=\"text-align: right;\"> 0.13346   </td><td style=\"text-align: right;\">-0.126315  </td><td style=\"text-align: right;\">-0.297178 </td><td style=\"text-align: right;\"> 0.228259 </td><td style=\"text-align: right;\"> 0.0724983</td><td style=\"text-align: right;\">-0.188599 </td><td style=\"text-align: right;\"> 0.205687 </td><td style=\"text-align: right;\"> 0.26302  </td><td style=\"text-align: right;\"> 0.242751  </td><td style=\"text-align: right;\"> 0.0849984 </td><td style=\"text-align: right;\">-0.224236  </td><td style=\"text-align: right;\"> 0.395823 </td><td style=\"text-align: right;\">0.239405 </td><td style=\"text-align: right;\"> 0.0361944</td><td style=\"text-align: right;\">-0.00098146</td><td style=\"text-align: right;\">-0.165124 </td><td style=\"text-align: right;\"> 0.0297864</td><td style=\"text-align: right;\"> 0.0693226</td><td style=\"text-align: right;\">-0.0731771</td><td style=\"text-align: right;\"> 0.114396 </td><td style=\"text-align: right;\">-0.0836622</td><td style=\"text-align: right;\">-0.0842756  </td><td style=\"text-align: right;\"> 0.128525  </td><td style=\"text-align: right;\">-0.168804 </td><td style=\"text-align: right;\">-0.12451  </td><td style=\"text-align: right;\">-0.0199797 </td><td style=\"text-align: right;\"> 0.322165 </td><td style=\"text-align: right;\"> 0.189228  </td><td style=\"text-align: right;\">-0.131498  </td><td style=\"text-align: right;\">-0.135292   </td><td style=\"text-align: right;\"> 0.110621  </td><td style=\"text-align: right;\"> 0.121282 </td><td style=\"text-align: right;\">-0.0918319</td><td style=\"text-align: right;\"> 0.236116  </td><td style=\"text-align: right;\">-0.0829091</td><td style=\"text-align: right;\">-0.225702 </td><td style=\"text-align: right;\">-0.0604804</td><td style=\"text-align: right;\"> 0.276788 </td><td style=\"text-align: right;\"> 0.266113   </td><td style=\"text-align: right;\">-0.172266 </td><td style=\"text-align: right;\"> 0.150389 </td></tr>\n",
+       "<tr><td>private  </td><td style=\"text-align: right;\">   7409</td><td style=\"text-align: right;\">-0.00687849</td><td style=\"text-align: right;\">-0.117572 </td><td style=\"text-align: right;\"> 0.111251 </td><td style=\"text-align: right;\"> 0.1081   </td><td style=\"text-align: right;\"> 0.0247337</td><td style=\"text-align: right;\">-0.164312  </td><td style=\"text-align: right;\">-0.0405985 </td><td style=\"text-align: right;\">-0.32676  </td><td style=\"text-align: right;\"> 0.130025  </td><td style=\"text-align: right;\">-0.252344 </td><td style=\"text-align: right;\"> 0.0245924</td><td style=\"text-align: right;\">-0.149552 </td><td style=\"text-align: right;\"> 0.209394  </td><td style=\"text-align: right;\">-0.101324  </td><td style=\"text-align: right;\">-0.0557206</td><td style=\"text-align: right;\"> 0.0234582</td><td style=\"text-align: right;\"> 0.182381 </td><td style=\"text-align: right;\">-0.263241 </td><td style=\"text-align: right;\">-0.0523178</td><td style=\"text-align: right;\"> 0.124339  </td><td style=\"text-align: right;\"> 0.408333  </td><td style=\"text-align: right;\"> 0.227248 </td><td style=\"text-align: right;\"> 0.109749 </td><td style=\"text-align: right;\"> 0.313362 </td><td style=\"text-align: right;\">-0.129418  </td><td style=\"text-align: right;\"> 0.201458 </td><td style=\"text-align: right;\"> 0.0910978</td><td style=\"text-align: right;\"> 0.201184 </td><td style=\"text-align: right;\"> 0.116315 </td><td style=\"text-align: right;\"> 0.132833</td><td style=\"text-align: right;\"> 0.181191 </td><td style=\"text-align: right;\"> 0.0277467</td><td style=\"text-align: right;\">-0.451163 </td><td style=\"text-align: right;\"> 0.282467 </td><td style=\"text-align: right;\"> 0.138121 </td><td style=\"text-align: right;\">-0.20516  </td><td style=\"text-align: right;\">-0.208274  </td><td style=\"text-align: right;\">-0.070499 </td><td style=\"text-align: right;\"> 0.0399692 </td><td style=\"text-align: right;\">-0.0852316</td><td style=\"text-align: right;\">-0.0071817</td><td style=\"text-align: right;\">-0.080468  </td><td style=\"text-align: right;\">-0.114668   </td><td style=\"text-align: right;\">-0.0877598</td><td style=\"text-align: right;\"> 0.153706  </td><td style=\"text-align: right;\"> 0.0114997</td><td style=\"text-align: right;\"> 0.233945  </td><td style=\"text-align: right;\">-0.179925  </td><td style=\"text-align: right;\"> 0.0693369 </td><td style=\"text-align: right;\">-0.190685  </td><td style=\"text-align: right;\"> 0.17031  </td><td style=\"text-align: right;\"> 0.153664  </td><td style=\"text-align: right;\">-0.153383  </td><td style=\"text-align: right;\"> 0.123905 </td><td style=\"text-align: right;\"> 0.236091 </td><td style=\"text-align: right;\">0.198194  </td><td style=\"text-align: right;\"> 0.356479 </td><td style=\"text-align: right;\"> 0.00624396</td><td style=\"text-align: right;\">-0.0112255</td><td style=\"text-align: right;\"> 0.00971778</td><td style=\"text-align: right;\">-0.158909  </td><td style=\"text-align: right;\"> 0.0268455</td><td style=\"text-align: right;\"> 0.149239 </td><td style=\"text-align: right;\"> 0.158276 </td><td style=\"text-align: right;\">-0.299695 </td><td style=\"text-align: right;\">-0.460642 </td><td style=\"text-align: right;\"> 0.0600113</td><td style=\"text-align: right;\"> 0.370988  </td><td style=\"text-align: right;\"> 0.0366866 </td><td style=\"text-align: right;\"> 0.00845416</td><td style=\"text-align: right;\">-0.0548563</td><td style=\"text-align: right;\">0.101001 </td><td style=\"text-align: right;\"> 0.0268867</td><td style=\"text-align: right;\">-0.243591  </td><td style=\"text-align: right;\"> 0.0575396</td><td style=\"text-align: right;\"> 0.023573 </td><td style=\"text-align: right;\"> 0.455444 </td><td style=\"text-align: right;\"> 0.307179 </td><td style=\"text-align: right;\">-0.080665 </td><td style=\"text-align: right;\">-0.283021 </td><td style=\"text-align: right;\">-0.0921544  </td><td style=\"text-align: right;\"> 0.00642702</td><td style=\"text-align: right;\"> 0.113649 </td><td style=\"text-align: right;\"> 0.040059 </td><td style=\"text-align: right;\">-0.117984  </td><td style=\"text-align: right;\"> 0.0648629</td><td style=\"text-align: right;\">-0.161048  </td><td style=\"text-align: right;\">-0.00384511</td><td style=\"text-align: right;\">-0.161538   </td><td style=\"text-align: right;\">-0.112975  </td><td style=\"text-align: right;\">-0.134339 </td><td style=\"text-align: right;\"> 0.161067 </td><td style=\"text-align: right;\">-0.0259381 </td><td style=\"text-align: right;\">-0.105948 </td><td style=\"text-align: right;\">-0.16596  </td><td style=\"text-align: right;\"> 0.0156293</td><td style=\"text-align: right;\"> 0.102417 </td><td style=\"text-align: right;\"> 0.0335183  </td><td style=\"text-align: right;\">-0.018064 </td><td style=\"text-align: right;\"> 0.112911 </td></tr>\n",
+       "<tr><td>apartment</td><td style=\"text-align: right;\">   6760</td><td style=\"text-align: right;\">-0.120062  </td><td style=\"text-align: right;\"> 0.0323579</td><td style=\"text-align: right;\"> 0.206808 </td><td style=\"text-align: right;\">-0.131319 </td><td style=\"text-align: right;\"> 0.0558073</td><td style=\"text-align: right;\">-0.231053  </td><td style=\"text-align: right;\"> 0.117471  </td><td style=\"text-align: right;\">-0.352433 </td><td style=\"text-align: right;\"> 0.143028  </td><td style=\"text-align: right;\">-0.0772632</td><td style=\"text-align: right;\">-0.114521 </td><td style=\"text-align: right;\">-0.35099  </td><td style=\"text-align: right;\"> 0.164812  </td><td style=\"text-align: right;\"> 0.104174  </td><td style=\"text-align: right;\"> 0.227655 </td><td style=\"text-align: right;\">-0.337459 </td><td style=\"text-align: right;\"> 0.0504561</td><td style=\"text-align: right;\">-0.277226 </td><td style=\"text-align: right;\">-0.078049 </td><td style=\"text-align: right;\"> 0.151607  </td><td style=\"text-align: right;\"> 0.212928  </td><td style=\"text-align: right;\">-0.0711226</td><td style=\"text-align: right;\">-0.0478428</td><td style=\"text-align: right;\"> 0.0291334</td><td style=\"text-align: right;\">-0.342042  </td><td style=\"text-align: right;\">-0.376466 </td><td style=\"text-align: right;\">-0.0118504</td><td style=\"text-align: right;\"> 0.0196082</td><td style=\"text-align: right;\"> 0.155584 </td><td style=\"text-align: right;\"> 0.283556</td><td style=\"text-align: right;\">-0.0327201</td><td style=\"text-align: right;\"> 0.246841 </td><td style=\"text-align: right;\">-0.0622881</td><td style=\"text-align: right;\"> 0.0354599</td><td style=\"text-align: right;\"> 0.210086 </td><td style=\"text-align: right;\"> 0.0102163</td><td style=\"text-align: right;\">-0.194176  </td><td style=\"text-align: right;\"> 0.172688 </td><td style=\"text-align: right;\"> 0.00494834</td><td style=\"text-align: right;\">-0.0561327</td><td style=\"text-align: right;\"> 0.0907257</td><td style=\"text-align: right;\">-0.236438  </td><td style=\"text-align: right;\"> 0.0672333  </td><td style=\"text-align: right;\">-0.17437  </td><td style=\"text-align: right;\"> 0.191549  </td><td style=\"text-align: right;\"> 0.0522038</td><td style=\"text-align: right;\">-0.00811771</td><td style=\"text-align: right;\">-0.00777497</td><td style=\"text-align: right;\">-0.190161  </td><td style=\"text-align: right;\">-0.334686  </td><td style=\"text-align: right;\"> 0.240879 </td><td style=\"text-align: right;\"> 0.0380722 </td><td style=\"text-align: right;\"> 0.135941  </td><td style=\"text-align: right;\">-0.036227 </td><td style=\"text-align: right;\"> 0.240185 </td><td style=\"text-align: right;\">0.0825321 </td><td style=\"text-align: right;\"> 0.37733  </td><td style=\"text-align: right;\">-0.0155162 </td><td style=\"text-align: right;\"> 0.0254722</td><td style=\"text-align: right;\"> 0.334197  </td><td style=\"text-align: right;\"> 0.00109037</td><td style=\"text-align: right;\">-0.178434 </td><td style=\"text-align: right;\"> 0.0427685</td><td style=\"text-align: right;\"> 0.023956 </td><td style=\"text-align: right;\"> 0.130134 </td><td style=\"text-align: right;\"> 0.150403 </td><td style=\"text-align: right;\"> 0.0566492</td><td style=\"text-align: right;\"> 0.20096   </td><td style=\"text-align: right;\"> 0.0255897 </td><td style=\"text-align: right;\">-0.344995  </td><td style=\"text-align: right;\"> 0.145023 </td><td style=\"text-align: right;\">0.0559497</td><td style=\"text-align: right;\">-0.26473  </td><td style=\"text-align: right;\">-0.301742  </td><td style=\"text-align: right;\"> 0.0431403</td><td style=\"text-align: right;\"> 0.0168791</td><td style=\"text-align: right;\">-0.0299041</td><td style=\"text-align: right;\">-0.061147 </td><td style=\"text-align: right;\"> 0.0223492</td><td style=\"text-align: right;\">-0.239176 </td><td style=\"text-align: right;\">-0.0446311  </td><td style=\"text-align: right;\">-0.221344  </td><td style=\"text-align: right;\">-0.114703 </td><td style=\"text-align: right;\"> 0.0276827</td><td style=\"text-align: right;\">-0.394724  </td><td style=\"text-align: right;\"> 0.136065 </td><td style=\"text-align: right;\"> 0.0909309 </td><td style=\"text-align: right;\"> 0.0340828 </td><td style=\"text-align: right;\">-0.232792   </td><td style=\"text-align: right;\"> 0.00377566</td><td style=\"text-align: right;\">-0.160797 </td><td style=\"text-align: right;\">-0.186857 </td><td style=\"text-align: right;\"> 0.0681299 </td><td style=\"text-align: right;\"> 0.0901262</td><td style=\"text-align: right;\"> 0.295772 </td><td style=\"text-align: right;\">-0.263064 </td><td style=\"text-align: right;\"> 0.184478 </td><td style=\"text-align: right;\">-0.0730111  </td><td style=\"text-align: right;\"> 0.0470201</td><td style=\"text-align: right;\"> 0.21831  </td></tr>\n",
+       "<tr><td>cozy     </td><td style=\"text-align: right;\">   5098</td><td style=\"text-align: right;\">-0.11426   </td><td style=\"text-align: right;\"> 0.0625063</td><td style=\"text-align: right;\"> 0.0234482</td><td style=\"text-align: right;\">-0.0477205</td><td style=\"text-align: right;\"> 0.0850511</td><td style=\"text-align: right;\">-0.216365  </td><td style=\"text-align: right;\"> 0.148205  </td><td style=\"text-align: right;\">-0.348628 </td><td style=\"text-align: right;\"> 0.00858915</td><td style=\"text-align: right;\">-0.0746181</td><td style=\"text-align: right;\">-0.248958 </td><td style=\"text-align: right;\">-0.149051 </td><td style=\"text-align: right;\"> 0.129516  </td><td style=\"text-align: right;\">-0.00341196</td><td style=\"text-align: right;\">-0.182656 </td><td style=\"text-align: right;\">-0.170114 </td><td style=\"text-align: right;\"> 0.0631531</td><td style=\"text-align: right;\">-0.339928 </td><td style=\"text-align: right;\">-0.288759 </td><td style=\"text-align: right;\">-0.126301  </td><td style=\"text-align: right;\"> 0.0819669 </td><td style=\"text-align: right;\">-0.048831 </td><td style=\"text-align: right;\"> 0.151497 </td><td style=\"text-align: right;\"> 0.0409538</td><td style=\"text-align: right;\">-0.314984  </td><td style=\"text-align: right;\">-0.279431 </td><td style=\"text-align: right;\"> 0.0267547</td><td style=\"text-align: right;\"> 0.0524059</td><td style=\"text-align: right;\"> 0.232329 </td><td style=\"text-align: right;\"> 0.239402</td><td style=\"text-align: right;\">-0.105983 </td><td style=\"text-align: right;\"> 0.220573 </td><td style=\"text-align: right;\">-0.133102 </td><td style=\"text-align: right;\"> 0.126091 </td><td style=\"text-align: right;\"> 0.0106129</td><td style=\"text-align: right;\">-0.284799 </td><td style=\"text-align: right;\">-0.0549404 </td><td style=\"text-align: right;\">-0.141799 </td><td style=\"text-align: right;\">-0.12008   </td><td style=\"text-align: right;\"> 0.288863 </td><td style=\"text-align: right;\">-0.0442575</td><td style=\"text-align: right;\">-0.165657  </td><td style=\"text-align: right;\">-0.210076   </td><td style=\"text-align: right;\">-0.224269 </td><td style=\"text-align: right;\">-0.186415  </td><td style=\"text-align: right;\"> 0.151369 </td><td style=\"text-align: right;\"> 0.230783  </td><td style=\"text-align: right;\"> 0.0757767 </td><td style=\"text-align: right;\"> 0.0640674 </td><td style=\"text-align: right;\">-0.30092   </td><td style=\"text-align: right;\"> 0.0292334</td><td style=\"text-align: right;\"> 0.012086  </td><td style=\"text-align: right;\">-0.0954092 </td><td style=\"text-align: right;\"> 0.0254227</td><td style=\"text-align: right;\">-0.0777323</td><td style=\"text-align: right;\">0.109483  </td><td style=\"text-align: right;\"> 0.0527355</td><td style=\"text-align: right;\"> 0.0696418 </td><td style=\"text-align: right;\"> 0.0352248</td><td style=\"text-align: right;\">-0.00529818</td><td style=\"text-align: right;\">-0.0983466 </td><td style=\"text-align: right;\"> 0.0224917</td><td style=\"text-align: right;\">-0.0775575</td><td style=\"text-align: right;\">-0.161045 </td><td style=\"text-align: right;\"> 0.0245161</td><td style=\"text-align: right;\">-0.10809  </td><td style=\"text-align: right;\"> 0.0574525</td><td style=\"text-align: right;\"> 0.00465552</td><td style=\"text-align: right;\">-0.106676  </td><td style=\"text-align: right;\">-0.128762  </td><td style=\"text-align: right;\"> 0.0127896</td><td style=\"text-align: right;\">0.247668 </td><td style=\"text-align: right;\"> 0.0716907</td><td style=\"text-align: right;\">-0.182197  </td><td style=\"text-align: right;\">-0.0926189</td><td style=\"text-align: right;\">-0.139469 </td><td style=\"text-align: right;\"> 0.127906 </td><td style=\"text-align: right;\"> 0.111086 </td><td style=\"text-align: right;\">-0.174025 </td><td style=\"text-align: right;\"> 0.0190219</td><td style=\"text-align: right;\">-0.0873317  </td><td style=\"text-align: right;\"> 0.0303034 </td><td style=\"text-align: right;\"> 0.096504 </td><td style=\"text-align: right;\">-0.187952 </td><td style=\"text-align: right;\"> 0.00737765</td><td style=\"text-align: right;\"> 0.237812 </td><td style=\"text-align: right;\"> 0.0361053 </td><td style=\"text-align: right;\"> 0.240631  </td><td style=\"text-align: right;\">-0.0178148  </td><td style=\"text-align: right;\">-0.0785546 </td><td style=\"text-align: right;\">-0.0863893</td><td style=\"text-align: right;\">-0.0551382</td><td style=\"text-align: right;\"> 0.0773776 </td><td style=\"text-align: right;\">-0.234339 </td><td style=\"text-align: right;\">-0.0759885</td><td style=\"text-align: right;\">-0.0546912</td><td style=\"text-align: right;\"> 0.307969 </td><td style=\"text-align: right;\"> 0.11846    </td><td style=\"text-align: right;\">-0.0904267</td><td style=\"text-align: right;\">-0.0872435</td></tr>\n",
+       "<tr><td>apt      </td><td style=\"text-align: right;\">   4740</td><td style=\"text-align: right;\"> 0.109811  </td><td style=\"text-align: right;\">-0.148204 </td><td style=\"text-align: right;\"> 0.26941  </td><td style=\"text-align: right;\"> 0.0891429</td><td style=\"text-align: right;\">-0.176546 </td><td style=\"text-align: right;\"> 0.071754  </td><td style=\"text-align: right;\"> 0.232025  </td><td style=\"text-align: right;\">-0.440296 </td><td style=\"text-align: right;\"> 0.166853  </td><td style=\"text-align: right;\">-0.10253  </td><td style=\"text-align: right;\">-0.23139  </td><td style=\"text-align: right;\">-0.319036 </td><td style=\"text-align: right;\"> 0.0191019 </td><td style=\"text-align: right;\"> 0.0711873 </td><td style=\"text-align: right;\"> 0.084665 </td><td style=\"text-align: right;\">-0.195984 </td><td style=\"text-align: right;\"> 0.0491903</td><td style=\"text-align: right;\">-0.134917 </td><td style=\"text-align: right;\"> 0.150971 </td><td style=\"text-align: right;\"> 0.0245085 </td><td style=\"text-align: right;\"> 0.151632  </td><td style=\"text-align: right;\">-0.0678359</td><td style=\"text-align: right;\"> 0.0714919</td><td style=\"text-align: right;\"> 0.0635098</td><td style=\"text-align: right;\">-0.163481  </td><td style=\"text-align: right;\">-0.377496 </td><td style=\"text-align: right;\"> 0.03444  </td><td style=\"text-align: right;\">-0.0995963</td><td style=\"text-align: right;\">-0.0286291</td><td style=\"text-align: right;\"> 0.279348</td><td style=\"text-align: right;\">-0.131681 </td><td style=\"text-align: right;\"> 0.282964 </td><td style=\"text-align: right;\"> 0.0340204</td><td style=\"text-align: right;\">-0.201489 </td><td style=\"text-align: right;\"> 0.21276  </td><td style=\"text-align: right;\">-0.127413 </td><td style=\"text-align: right;\">-0.294855  </td><td style=\"text-align: right;\"> 0.0896401</td><td style=\"text-align: right;\">-0.0127172 </td><td style=\"text-align: right;\">-0.0370843</td><td style=\"text-align: right;\"> 0.0485862</td><td style=\"text-align: right;\">-0.114616  </td><td style=\"text-align: right;\">-0.0389697  </td><td style=\"text-align: right;\">-0.296543 </td><td style=\"text-align: right;\"> 0.0696945 </td><td style=\"text-align: right;\">-0.0390892</td><td style=\"text-align: right;\"> 0.0574557 </td><td style=\"text-align: right;\">-0.249754  </td><td style=\"text-align: right;\">-0.0904101 </td><td style=\"text-align: right;\">-0.212798  </td><td style=\"text-align: right;\"> 0.149902 </td><td style=\"text-align: right;\"> 0.0729983 </td><td style=\"text-align: right;\"> 0.0341387 </td><td style=\"text-align: right;\">-0.0301661</td><td style=\"text-align: right;\"> 0.122851 </td><td style=\"text-align: right;\">0.185833  </td><td style=\"text-align: right;\"> 0.380629 </td><td style=\"text-align: right;\"> 0.141534  </td><td style=\"text-align: right;\"> 0.0873133</td><td style=\"text-align: right;\"> 0.12421   </td><td style=\"text-align: right;\"> 0.0705722 </td><td style=\"text-align: right;\">-0.198583 </td><td style=\"text-align: right;\"> 0.0241579</td><td style=\"text-align: right;\"> 0.0686552</td><td style=\"text-align: right;\"> 0.0890392</td><td style=\"text-align: right;\"> 0.234109 </td><td style=\"text-align: right;\"> 0.221472 </td><td style=\"text-align: right;\"> 0.143661  </td><td style=\"text-align: right;\">-0.156025  </td><td style=\"text-align: right;\">-0.33426   </td><td style=\"text-align: right;\"> 0.0491101</td><td style=\"text-align: right;\">0.322218 </td><td style=\"text-align: right;\">-0.25205  </td><td style=\"text-align: right;\">-0.167882  </td><td style=\"text-align: right;\">-0.0679248</td><td style=\"text-align: right;\"> 0.108376 </td><td style=\"text-align: right;\"> 0.0183267</td><td style=\"text-align: right;\">-0.0666437</td><td style=\"text-align: right;\"> 0.0730035</td><td style=\"text-align: right;\">-0.317642 </td><td style=\"text-align: right;\"> 0.061044   </td><td style=\"text-align: right;\">-0.18995   </td><td style=\"text-align: right;\">-0.201054 </td><td style=\"text-align: right;\"> 0.0572784</td><td style=\"text-align: right;\">-0.132861  </td><td style=\"text-align: right;\">-0.120317 </td><td style=\"text-align: right;\"> 0.00239921</td><td style=\"text-align: right;\"> 0.0233751 </td><td style=\"text-align: right;\">-0.0794378  </td><td style=\"text-align: right;\">-0.101666  </td><td style=\"text-align: right;\">-0.219184 </td><td style=\"text-align: right;\">-0.116095 </td><td style=\"text-align: right;\"> 0.170792  </td><td style=\"text-align: right;\"> 0.0995407</td><td style=\"text-align: right;\"> 0.0574469</td><td style=\"text-align: right;\">-0.209135 </td><td style=\"text-align: right;\"> 0.398155 </td><td style=\"text-align: right;\">-0.000601293</td><td style=\"text-align: right;\">-0.171596 </td><td style=\"text-align: right;\"> 0.154822 </td></tr>\n",
+       "<tr><td>brooklyn </td><td style=\"text-align: right;\">   4175</td><td style=\"text-align: right;\">-0.233766  </td><td style=\"text-align: right;\">-0.473113 </td><td style=\"text-align: right;\"> 0.0509837</td><td style=\"text-align: right;\"> 0.178635 </td><td style=\"text-align: right;\">-0.104591 </td><td style=\"text-align: right;\">-0.139262  </td><td style=\"text-align: right;\"> 0.0816019 </td><td style=\"text-align: right;\">-0.0955021</td><td style=\"text-align: right;\"> 0.036281  </td><td style=\"text-align: right;\"> 0.0695664</td><td style=\"text-align: right;\"> 0.145274 </td><td style=\"text-align: right;\"> 0.0691181</td><td style=\"text-align: right;\">-0.132033  </td><td style=\"text-align: right;\">-0.00890997</td><td style=\"text-align: right;\">-0.0367858</td><td style=\"text-align: right;\"> 0.0431367</td><td style=\"text-align: right;\"> 0.061828 </td><td style=\"text-align: right;\">-0.0013861</td><td style=\"text-align: right;\">-0.0422041</td><td style=\"text-align: right;\">-0.00306593</td><td style=\"text-align: right;\">-0.177264  </td><td style=\"text-align: right;\"> 0.0787442</td><td style=\"text-align: right;\"> 0.0464518</td><td style=\"text-align: right;\"> 0.0727157</td><td style=\"text-align: right;\">-0.2318    </td><td style=\"text-align: right;\"> 0.156081 </td><td style=\"text-align: right;\"> 0.0316309</td><td style=\"text-align: right;\"> 0.0026219</td><td style=\"text-align: right;\"> 0.354079 </td><td style=\"text-align: right;\"> 0.378185</td><td style=\"text-align: right;\">-0.176195 </td><td style=\"text-align: right;\"> 0.0764975</td><td style=\"text-align: right;\">-0.473662 </td><td style=\"text-align: right;\"> 0.0818457</td><td style=\"text-align: right;\">-0.112449 </td><td style=\"text-align: right;\">-0.236119 </td><td style=\"text-align: right;\">-0.176351  </td><td style=\"text-align: right;\"> 0.0126035</td><td style=\"text-align: right;\">-0.106005  </td><td style=\"text-align: right;\">-0.12539  </td><td style=\"text-align: right;\">-0.191061 </td><td style=\"text-align: right;\"> 0.100139  </td><td style=\"text-align: right;\">-0.0417753  </td><td style=\"text-align: right;\"> 0.0716041</td><td style=\"text-align: right;\">-0.00765043</td><td style=\"text-align: right;\">-0.0926467</td><td style=\"text-align: right;\">-0.088237  </td><td style=\"text-align: right;\"> 0.522865  </td><td style=\"text-align: right;\">-0.151286  </td><td style=\"text-align: right;\">-0.186455  </td><td style=\"text-align: right;\"> 0.0559916</td><td style=\"text-align: right;\">-0.117815  </td><td style=\"text-align: right;\"> 0.00684386</td><td style=\"text-align: right;\">-0.12293  </td><td style=\"text-align: right;\"> 0.0558815</td><td style=\"text-align: right;\">0.0097174 </td><td style=\"text-align: right;\">-0.0117871</td><td style=\"text-align: right;\">-0.192842  </td><td style=\"text-align: right;\"> 0.0321236</td><td style=\"text-align: right;\">-0.0496727 </td><td style=\"text-align: right;\">-0.0653806 </td><td style=\"text-align: right;\"> 0.0974645</td><td style=\"text-align: right;\"> 0.413602 </td><td style=\"text-align: right;\">-0.169743 </td><td style=\"text-align: right;\"> 0.166964 </td><td style=\"text-align: right;\"> 0.0107699</td><td style=\"text-align: right;\"> 0.0609764</td><td style=\"text-align: right;\"> 0.0139034 </td><td style=\"text-align: right;\">-0.0345001 </td><td style=\"text-align: right;\">-0.152042  </td><td style=\"text-align: right;\"> 0.128051 </td><td style=\"text-align: right;\">0.512687 </td><td style=\"text-align: right;\">-0.0783078</td><td style=\"text-align: right;\"> 0.019395  </td><td style=\"text-align: right;\"> 0.238409 </td><td style=\"text-align: right;\"> 0.0940712</td><td style=\"text-align: right;\"> 0.14034  </td><td style=\"text-align: right;\">-0.126907 </td><td style=\"text-align: right;\"> 0.28926  </td><td style=\"text-align: right;\"> 0.22372  </td><td style=\"text-align: right;\">-0.29441    </td><td style=\"text-align: right;\"> 0.0100116 </td><td style=\"text-align: right;\"> 0.0889643</td><td style=\"text-align: right;\"> 0.200865 </td><td style=\"text-align: right;\">-0.0357166 </td><td style=\"text-align: right;\"> 0.258721 </td><td style=\"text-align: right;\">-0.0456271 </td><td style=\"text-align: right;\">-0.134096  </td><td style=\"text-align: right;\">-0.108758   </td><td style=\"text-align: right;\"> 0.280199  </td><td style=\"text-align: right;\">-0.148551 </td><td style=\"text-align: right;\">-0.176447 </td><td style=\"text-align: right;\"> 0.0610369 </td><td style=\"text-align: right;\"> 0.0686831</td><td style=\"text-align: right;\">-0.0676389</td><td style=\"text-align: right;\">-0.0727368</td><td style=\"text-align: right;\">-0.113536 </td><td style=\"text-align: right;\"> 0.0622332  </td><td style=\"text-align: right;\"> 0.108384 </td><td style=\"text-align: right;\"> 0.128013 </td></tr>\n",
+       "<tr><td>studio   </td><td style=\"text-align: right;\">   4107</td><td style=\"text-align: right;\">-0.0580415 </td><td style=\"text-align: right;\"> 0.245331 </td><td style=\"text-align: right;\"> 0.0978295</td><td style=\"text-align: right;\">-0.201548 </td><td style=\"text-align: right;\">-0.126348 </td><td style=\"text-align: right;\"> 0.0984192 </td><td style=\"text-align: right;\">-0.00944285</td><td style=\"text-align: right;\">-0.243151 </td><td style=\"text-align: right;\">-0.274136  </td><td style=\"text-align: right;\">-0.435381 </td><td style=\"text-align: right;\">-0.218117 </td><td style=\"text-align: right;\">-0.462369 </td><td style=\"text-align: right;\">-0.0692779 </td><td style=\"text-align: right;\"> 0.157532  </td><td style=\"text-align: right;\"> 0.0868171</td><td style=\"text-align: right;\">-0.0639012</td><td style=\"text-align: right;\">-0.0702973</td><td style=\"text-align: right;\">-0.146106 </td><td style=\"text-align: right;\">-0.107535 </td><td style=\"text-align: right;\"> 0.241906  </td><td style=\"text-align: right;\"> 0.00990367</td><td style=\"text-align: right;\">-0.11762  </td><td style=\"text-align: right;\">-0.0139881</td><td style=\"text-align: right;\">-0.0174217</td><td style=\"text-align: right;\">-0.318884  </td><td style=\"text-align: right;\">-0.212889 </td><td style=\"text-align: right;\">-0.13282  </td><td style=\"text-align: right;\"> 0.0204494</td><td style=\"text-align: right;\"> 0.343095 </td><td style=\"text-align: right;\">-0.125122</td><td style=\"text-align: right;\"> 0.0409404</td><td style=\"text-align: right;\">-0.0969265</td><td style=\"text-align: right;\"> 0.0842245</td><td style=\"text-align: right;\">-0.0116793</td><td style=\"text-align: right;\"> 0.0849191</td><td style=\"text-align: right;\">-0.112044 </td><td style=\"text-align: right;\"> 0.0687466 </td><td style=\"text-align: right;\"> 0.218295 </td><td style=\"text-align: right;\">-0.0936451 </td><td style=\"text-align: right;\">-0.0628399</td><td style=\"text-align: right;\"> 0.115801 </td><td style=\"text-align: right;\">-0.112213  </td><td style=\"text-align: right;\"> 0.000439684</td><td style=\"text-align: right;\">-0.192851 </td><td style=\"text-align: right;\">-0.105093  </td><td style=\"text-align: right;\">-0.155374 </td><td style=\"text-align: right;\"> 0.041429  </td><td style=\"text-align: right;\">-0.00750008</td><td style=\"text-align: right;\"> 0.00701446</td><td style=\"text-align: right;\">-0.356611  </td><td style=\"text-align: right;\"> 0.0321663</td><td style=\"text-align: right;\">-0.237533  </td><td style=\"text-align: right;\">-0.0883466 </td><td style=\"text-align: right;\"> 0.0356378</td><td style=\"text-align: right;\"> 0.162941 </td><td style=\"text-align: right;\">0.105335  </td><td style=\"text-align: right;\"> 0.514688 </td><td style=\"text-align: right;\"> 0.311784  </td><td style=\"text-align: right;\"> 0.0354389</td><td style=\"text-align: right;\"> 0.137883  </td><td style=\"text-align: right;\">-0.50627   </td><td style=\"text-align: right;\">-0.0915889</td><td style=\"text-align: right;\"> 0.413444 </td><td style=\"text-align: right;\">-0.171598 </td><td style=\"text-align: right;\">-0.191024 </td><td style=\"text-align: right;\"> 0.32277  </td><td style=\"text-align: right;\"> 0.0193044</td><td style=\"text-align: right;\">-0.241168  </td><td style=\"text-align: right;\"> 0.129186  </td><td style=\"text-align: right;\">-0.300518  </td><td style=\"text-align: right;\"> 0.188851 </td><td style=\"text-align: right;\">0.0673566</td><td style=\"text-align: right;\"> 0.0654133</td><td style=\"text-align: right;\">-0.0200484 </td><td style=\"text-align: right;\">-0.203722 </td><td style=\"text-align: right;\"> 0.248382 </td><td style=\"text-align: right;\">-0.130712 </td><td style=\"text-align: right;\">-0.0310812</td><td style=\"text-align: right;\"> 0.250035 </td><td style=\"text-align: right;\">-0.0648536</td><td style=\"text-align: right;\">-0.226414   </td><td style=\"text-align: right;\"> 0.106452  </td><td style=\"text-align: right;\">-0.0769939</td><td style=\"text-align: right;\">-0.0223078</td><td style=\"text-align: right;\">-0.105827  </td><td style=\"text-align: right;\"> 0.135808 </td><td style=\"text-align: right;\"> 0.0308963 </td><td style=\"text-align: right;\"> 0.151251  </td><td style=\"text-align: right;\"> 0.0923692  </td><td style=\"text-align: right;\">-0.0130459 </td><td style=\"text-align: right;\">-0.0140279</td><td style=\"text-align: right;\"> 0.0108139</td><td style=\"text-align: right;\"> 0.0788028 </td><td style=\"text-align: right;\"> 0.0937646</td><td style=\"text-align: right;\"> 0.020212 </td><td style=\"text-align: right;\">-0.0887734</td><td style=\"text-align: right;\"> 0.366323 </td><td style=\"text-align: right;\"> 0.0376065  </td><td style=\"text-align: right;\">-0.424305 </td><td style=\"text-align: right;\"> 0.319161 </td></tr>\n",
+       "<tr><td>spacious </td><td style=\"text-align: right;\">   3796</td><td style=\"text-align: right;\">-0.384807  </td><td style=\"text-align: right;\">-0.0621362</td><td style=\"text-align: right;\"> 0.0528482</td><td style=\"text-align: right;\"> 0.0973379</td><td style=\"text-align: right;\">-0.218037 </td><td style=\"text-align: right;\"> 0.0241547 </td><td style=\"text-align: right;\">-0.165037  </td><td style=\"text-align: right;\">-0.343835 </td><td style=\"text-align: right;\"> 0.0313724 </td><td style=\"text-align: right;\">-0.0512525</td><td style=\"text-align: right;\">-0.186401 </td><td style=\"text-align: right;\">-0.0889255</td><td style=\"text-align: right;\"> 0.265357  </td><td style=\"text-align: right;\">-0.165637  </td><td style=\"text-align: right;\"> 0.0691805</td><td style=\"text-align: right;\">-0.220016 </td><td style=\"text-align: right;\">-0.026344 </td><td style=\"text-align: right;\">-0.251773 </td><td style=\"text-align: right;\">-0.200065 </td><td style=\"text-align: right;\">-0.0831451 </td><td style=\"text-align: right;\"> 0.317969  </td><td style=\"text-align: right;\"> 0.108893 </td><td style=\"text-align: right;\">-0.19089  </td><td style=\"text-align: right;\">-0.0319366</td><td style=\"text-align: right;\"> 0.00326113</td><td style=\"text-align: right;\"> 0.18229  </td><td style=\"text-align: right;\"> 0.0784764</td><td style=\"text-align: right;\">-0.0586566</td><td style=\"text-align: right;\"> 0.340086 </td><td style=\"text-align: right;\"> 0.285028</td><td style=\"text-align: right;\">-0.0857782</td><td style=\"text-align: right;\"> 0.125158 </td><td style=\"text-align: right;\">-0.203283 </td><td style=\"text-align: right;\"> 0.302299 </td><td style=\"text-align: right;\">-0.0885562</td><td style=\"text-align: right;\">-0.126731 </td><td style=\"text-align: right;\">-0.0911859 </td><td style=\"text-align: right;\">-0.0353806</td><td style=\"text-align: right;\">-0.0806034 </td><td style=\"text-align: right;\"> 0.138957 </td><td style=\"text-align: right;\"> 0.112755 </td><td style=\"text-align: right;\">-0.250881  </td><td style=\"text-align: right;\">-0.169084   </td><td style=\"text-align: right;\">-0.146359 </td><td style=\"text-align: right;\">-0.18129   </td><td style=\"text-align: right;\"> 0.110162 </td><td style=\"text-align: right;\"> 0.238192  </td><td style=\"text-align: right;\">-0.157207  </td><td style=\"text-align: right;\">-0.232173  </td><td style=\"text-align: right;\">-0.212007  </td><td style=\"text-align: right;\"> 0.0585489</td><td style=\"text-align: right;\"> 0.19891   </td><td style=\"text-align: right;\"> 0.232129  </td><td style=\"text-align: right;\">-0.217896 </td><td style=\"text-align: right;\"> 0.101152 </td><td style=\"text-align: right;\">0.115603  </td><td style=\"text-align: right;\"> 0.0655219</td><td style=\"text-align: right;\"> 0.129466  </td><td style=\"text-align: right;\"> 0.106979 </td><td style=\"text-align: right;\">-0.0195492 </td><td style=\"text-align: right;\">-0.0674193 </td><td style=\"text-align: right;\"> 0.121071 </td><td style=\"text-align: right;\">-0.056708 </td><td style=\"text-align: right;\">-0.101813 </td><td style=\"text-align: right;\">-0.26312  </td><td style=\"text-align: right;\">-0.0934301</td><td style=\"text-align: right;\"> 0.0599476</td><td style=\"text-align: right;\"> 0.0625409 </td><td style=\"text-align: right;\">-0.189399  </td><td style=\"text-align: right;\">-0.244953  </td><td style=\"text-align: right;\"> 0.127359 </td><td style=\"text-align: right;\">0.190373 </td><td style=\"text-align: right;\">-0.0581584</td><td style=\"text-align: right;\">-0.171566  </td><td style=\"text-align: right;\">-0.0694423</td><td style=\"text-align: right;\"> 0.0157221</td><td style=\"text-align: right;\"> 0.14617  </td><td style=\"text-align: right;\"> 0.171061 </td><td style=\"text-align: right;\"> 0.0870035</td><td style=\"text-align: right;\">-0.0892601</td><td style=\"text-align: right;\"> 0.000724833</td><td style=\"text-align: right;\">-0.0435428 </td><td style=\"text-align: right;\">-0.169231 </td><td style=\"text-align: right;\"> 0.163536 </td><td style=\"text-align: right;\">-0.131653  </td><td style=\"text-align: right;\"> 0.214204 </td><td style=\"text-align: right;\"> 0.0114471 </td><td style=\"text-align: right;\">-0.0153002 </td><td style=\"text-align: right;\"> 0.000363658</td><td style=\"text-align: right;\">-0.13916   </td><td style=\"text-align: right;\">-0.0346661</td><td style=\"text-align: right;\"> 0.025136 </td><td style=\"text-align: right;\"> 0.0271232 </td><td style=\"text-align: right;\">-0.0443921</td><td style=\"text-align: right;\">-0.154299 </td><td style=\"text-align: right;\">-0.191893 </td><td style=\"text-align: right;\"> 0.264368 </td><td style=\"text-align: right;\"> 0.137927   </td><td style=\"text-align: right;\"> 0.134429 </td><td style=\"text-align: right;\">-0.0521893</td></tr>\n",
+       "<tr><td>manhattan</td><td style=\"text-align: right;\">   3594</td><td style=\"text-align: right;\"> 0.0182057 </td><td style=\"text-align: right;\"> 0.28201  </td><td style=\"text-align: right;\">-0.213473 </td><td style=\"text-align: right;\">-0.204695 </td><td style=\"text-align: right;\"> 0.135401 </td><td style=\"text-align: right;\">-0.158103  </td><td style=\"text-align: right;\"> 0.0772981 </td><td style=\"text-align: right;\">-0.367924 </td><td style=\"text-align: right;\"> 0.130752  </td><td style=\"text-align: right;\">-0.108441 </td><td style=\"text-align: right;\"> 0.223295 </td><td style=\"text-align: right;\">-0.042839 </td><td style=\"text-align: right;\"> 0.133275  </td><td style=\"text-align: right;\">-0.0103977 </td><td style=\"text-align: right;\">-0.175817 </td><td style=\"text-align: right;\">-0.0473672</td><td style=\"text-align: right;\"> 0.188037 </td><td style=\"text-align: right;\">-0.204922 </td><td style=\"text-align: right;\">-0.0996643</td><td style=\"text-align: right;\">-0.157608  </td><td style=\"text-align: right;\"> 0.130607  </td><td style=\"text-align: right;\"> 0.124207 </td><td style=\"text-align: right;\">-0.0275994</td><td style=\"text-align: right;\"> 0.0525373</td><td style=\"text-align: right;\">-0.00340217</td><td style=\"text-align: right;\"> 0.0331165</td><td style=\"text-align: right;\">-0.100636 </td><td style=\"text-align: right;\"> 0.0195914</td><td style=\"text-align: right;\">-0.144939 </td><td style=\"text-align: right;\"> 0.209366</td><td style=\"text-align: right;\">-0.219324 </td><td style=\"text-align: right;\"> 0.0162833</td><td style=\"text-align: right;\">-0.257894 </td><td style=\"text-align: right;\">-0.15646  </td><td style=\"text-align: right;\"> 0.129657 </td><td style=\"text-align: right;\">-0.0016086</td><td style=\"text-align: right;\">-0.304125  </td><td style=\"text-align: right;\"> 0.146657 </td><td style=\"text-align: right;\">-0.0180317 </td><td style=\"text-align: right;\"> 0.270252 </td><td style=\"text-align: right;\">-0.257382 </td><td style=\"text-align: right;\"> 0.00396324</td><td style=\"text-align: right;\">-0.126794   </td><td style=\"text-align: right;\">-0.0122257</td><td style=\"text-align: right;\"> 0.261955  </td><td style=\"text-align: right;\">-0.0250267</td><td style=\"text-align: right;\"> 0.0810679 </td><td style=\"text-align: right;\"> 0.214049  </td><td style=\"text-align: right;\">-0.522035  </td><td style=\"text-align: right;\"> 0.00625584</td><td style=\"text-align: right;\">-0.373876 </td><td style=\"text-align: right;\">-0.00067281</td><td style=\"text-align: right;\">-0.337424  </td><td style=\"text-align: right;\"> 0.054319 </td><td style=\"text-align: right;\"> 0.12813  </td><td style=\"text-align: right;\">0.00796642</td><td style=\"text-align: right;\"> 0.357926 </td><td style=\"text-align: right;\"> 0.0657375 </td><td style=\"text-align: right;\"> 0.0422766</td><td style=\"text-align: right;\">-0.0516681 </td><td style=\"text-align: right;\">-0.0569931 </td><td style=\"text-align: right;\">-0.0837951</td><td style=\"text-align: right;\"> 0.308397 </td><td style=\"text-align: right;\">-0.143021 </td><td style=\"text-align: right;\">-0.0403237</td><td style=\"text-align: right;\">-0.161279 </td><td style=\"text-align: right;\">-0.0229858</td><td style=\"text-align: right;\">-0.0190486 </td><td style=\"text-align: right;\">-0.156919  </td><td style=\"text-align: right;\"> 0.108709  </td><td style=\"text-align: right;\">-0.141951 </td><td style=\"text-align: right;\">0.0722233</td><td style=\"text-align: right;\"> 0.282308 </td><td style=\"text-align: right;\">-0.146554  </td><td style=\"text-align: right;\">-0.0706927</td><td style=\"text-align: right;\"> 0.104569 </td><td style=\"text-align: right;\">-0.0960179</td><td style=\"text-align: right;\"> 0.0221339</td><td style=\"text-align: right;\"> 0.0710132</td><td style=\"text-align: right;\"> 0.126014 </td><td style=\"text-align: right;\"> 0.17063    </td><td style=\"text-align: right;\"> 0.0839484 </td><td style=\"text-align: right;\"> 0.269376 </td><td style=\"text-align: right;\">-0.103908 </td><td style=\"text-align: right;\">-0.158362  </td><td style=\"text-align: right;\"> 0.149676 </td><td style=\"text-align: right;\"> 0.109849  </td><td style=\"text-align: right;\">-0.0377914 </td><td style=\"text-align: right;\">-0.0269568  </td><td style=\"text-align: right;\">-0.302075  </td><td style=\"text-align: right;\">-0.0870007</td><td style=\"text-align: right;\"> 0.229357 </td><td style=\"text-align: right;\">-0.0784563 </td><td style=\"text-align: right;\"> 0.0417909</td><td style=\"text-align: right;\">-0.216489 </td><td style=\"text-align: right;\">-0.208737 </td><td style=\"text-align: right;\"> 0.0628456</td><td style=\"text-align: right;\"> 0.150641   </td><td style=\"text-align: right;\">-0.0696476</td><td style=\"text-align: right;\"> 0.211229 </td></tr>\n",
        "</tbody>\n",
        "</table>"
       ]
@@ -480,7 +481,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 111,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -491,7 +492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 165,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -531,12 +532,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "pca Model Build progress: |███████████████████████████████████████████████| 100%\n",
+      "pca prediction progress: |████████████████████████████████████████████████| 100%\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -563,9 +572,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 206,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kmeans Model Build progress: |████████████████████████████████████████████| 100%\n"
+     ]
+    }
+   ],
    "source": [
     "# Train KMeans to find natural clusters of words\n",
     "from h2o.estimators.kmeans import H2OKMeansEstimator\n",
@@ -579,9 +596,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 207,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kmeans prediction progress: |█████████████████████████████████████████████| 100%\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -590,11 +614,11 @@
        "<tr><th style=\"text-align: right;\">  Cluster</th><th style=\"text-align: right;\">  Count</th></tr>\n",
        "</thead>\n",
        "<tbody>\n",
-       "<tr><td style=\"text-align: right;\">        0</td><td style=\"text-align: right;\">    736</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">        1</td><td style=\"text-align: right;\">    491</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">        2</td><td style=\"text-align: right;\">     11</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">        3</td><td style=\"text-align: right;\">     28</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">        4</td><td style=\"text-align: right;\">    282</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">        0</td><td style=\"text-align: right;\">    783</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">        1</td><td style=\"text-align: right;\">    180</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">        2</td><td style=\"text-align: right;\">    129</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">        3</td><td style=\"text-align: right;\">    161</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">        4</td><td style=\"text-align: right;\">    295</td></tr>\n",
        "</tbody>\n",
        "</table>"
       ]
@@ -606,7 +630,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 207,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -629,7 +653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 210,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -663,14 +687,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 217,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 19,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -696,14 +718,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 218,
+   "execution_count": 20,
    "metadata": {
-    "scrolled": false
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -729,14 +754,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 219,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 21,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -762,14 +785,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 220,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 22,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -795,14 +816,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 23,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -830,7 +849,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -838,19 +857,19 @@
       "text/html": [
        "<table>\n",
        "<thead>\n",
-       "<tr><th style=\"text-align: right;\">  id</th><th>name                                            </th><th style=\"text-align: right;\">  host_id</th><th>host_name  </th><th>neighbourhood_group  </th><th>neighbourhood     </th><th style=\"text-align: right;\">  latitude</th><th style=\"text-align: right;\">  longitude</th><th>room_type      </th><th style=\"text-align: right;\">  price</th><th style=\"text-align: right;\">  minimum_nights</th><th style=\"text-align: right;\">  number_of_reviews</th><th>last_review        </th><th style=\"text-align: right;\">  reviews_per_month</th><th style=\"text-align: right;\">  calculated_host_listings_count</th><th style=\"text-align: right;\">  availability_365</th><th style=\"text-align: right;\">          C1</th><th style=\"text-align: right;\">          C2</th><th style=\"text-align: right;\">         C3</th><th style=\"text-align: right;\">         C4</th><th style=\"text-align: right;\">         C5</th><th style=\"text-align: right;\">          C6</th><th style=\"text-align: right;\">         C7</th><th style=\"text-align: right;\">          C8</th><th style=\"text-align: right;\">         C9</th><th style=\"text-align: right;\">         C10</th><th style=\"text-align: right;\">        C11</th><th style=\"text-align: right;\">         C12</th><th style=\"text-align: right;\">         C13</th><th style=\"text-align: right;\">         C14</th><th style=\"text-align: right;\">         C15</th><th style=\"text-align: right;\">         C16</th><th style=\"text-align: right;\">       C17</th><th style=\"text-align: right;\">         C18</th><th style=\"text-align: right;\">         C19</th><th style=\"text-align: right;\">         C20</th><th style=\"text-align: right;\">         C21</th><th style=\"text-align: right;\">        C22</th><th style=\"text-align: right;\">        C23</th><th style=\"text-align: right;\">        C24</th><th style=\"text-align: right;\">        C25</th><th style=\"text-align: right;\">        C26</th><th style=\"text-align: right;\">        C27</th><th style=\"text-align: right;\">        C28</th><th style=\"text-align: right;\">         C29</th><th style=\"text-align: right;\">        C30</th><th style=\"text-align: right;\">        C31</th><th style=\"text-align: right;\">        C32</th><th style=\"text-align: right;\">         C33</th><th style=\"text-align: right;\">         C34</th><th style=\"text-align: right;\">        C35</th><th style=\"text-align: right;\">        C36</th><th style=\"text-align: right;\">         C37</th><th style=\"text-align: right;\">        C38</th><th style=\"text-align: right;\">         C39</th><th style=\"text-align: right;\">         C40</th><th style=\"text-align: right;\">        C41</th><th style=\"text-align: right;\">          C42</th><th style=\"text-align: right;\">        C43</th><th style=\"text-align: right;\">         C44</th><th style=\"text-align: right;\">        C45</th><th style=\"text-align: right;\">         C46</th><th style=\"text-align: right;\">         C47</th><th style=\"text-align: right;\">         C48</th><th style=\"text-align: right;\">        C49</th><th style=\"text-align: right;\">        C50</th><th style=\"text-align: right;\">        C51</th><th style=\"text-align: right;\">          C52</th><th style=\"text-align: right;\">        C53</th><th style=\"text-align: right;\">          C54</th><th style=\"text-align: right;\">        C55</th><th style=\"text-align: right;\">        C56</th><th style=\"text-align: right;\">         C57</th><th style=\"text-align: right;\">         C58</th><th style=\"text-align: right;\">        C59</th><th style=\"text-align: right;\">         C60</th><th style=\"text-align: right;\">          C61</th><th style=\"text-align: right;\">          C62</th><th style=\"text-align: right;\">        C63</th><th style=\"text-align: right;\">        C64</th><th style=\"text-align: right;\">        C65</th><th style=\"text-align: right;\">         C66</th><th style=\"text-align: right;\">        C67</th><th style=\"text-align: right;\">        C68</th><th style=\"text-align: right;\">        C69</th><th style=\"text-align: right;\">         C70</th><th style=\"text-align: right;\">         C71</th><th style=\"text-align: right;\">        C72</th><th style=\"text-align: right;\">         C73</th><th style=\"text-align: right;\">        C74</th><th style=\"text-align: right;\">         C75</th><th style=\"text-align: right;\">         C76</th><th style=\"text-align: right;\">        C77</th><th style=\"text-align: right;\">        C78</th><th style=\"text-align: right;\">         C79</th><th style=\"text-align: right;\">         C80</th><th style=\"text-align: right;\">       C81</th><th style=\"text-align: right;\">        C82</th><th style=\"text-align: right;\">          C83</th><th style=\"text-align: right;\">        C84</th><th style=\"text-align: right;\">        C85</th><th style=\"text-align: right;\">        C86</th><th style=\"text-align: right;\">        C87</th><th style=\"text-align: right;\">         C88</th><th style=\"text-align: right;\">        C89</th><th style=\"text-align: right;\">        C90</th><th style=\"text-align: right;\">        C91</th><th style=\"text-align: right;\">        C92</th><th style=\"text-align: right;\">        C93</th><th style=\"text-align: right;\">         C94</th><th style=\"text-align: right;\">        C95</th><th style=\"text-align: right;\">        C96</th><th style=\"text-align: right;\">          C97</th><th style=\"text-align: right;\">         C98</th><th style=\"text-align: right;\">         C99</th><th style=\"text-align: right;\">       C100</th></tr>\n",
+       "<tr><th style=\"text-align: right;\">  id</th><th>name                                            </th><th style=\"text-align: right;\">  host_id</th><th>host_name  </th><th>neighbourhood_group  </th><th>neighbourhood     </th><th style=\"text-align: right;\">  latitude</th><th style=\"text-align: right;\">  longitude</th><th>room_type      </th><th style=\"text-align: right;\">  price</th><th style=\"text-align: right;\">  minimum_nights</th><th style=\"text-align: right;\">  number_of_reviews</th><th>last_review        </th><th style=\"text-align: right;\">  reviews_per_month</th><th style=\"text-align: right;\">  calculated_host_listings_count</th><th style=\"text-align: right;\">  availability_365</th><th style=\"text-align: right;\">          C1</th><th style=\"text-align: right;\">          C2</th><th style=\"text-align: right;\">         C3</th><th style=\"text-align: right;\">         C4</th><th style=\"text-align: right;\">          C5</th><th style=\"text-align: right;\">          C6</th><th style=\"text-align: right;\">           C7</th><th style=\"text-align: right;\">         C8</th><th style=\"text-align: right;\">         C9</th><th style=\"text-align: right;\">        C10</th><th style=\"text-align: right;\">        C11</th><th style=\"text-align: right;\">          C12</th><th style=\"text-align: right;\">        C13</th><th style=\"text-align: right;\">         C14</th><th style=\"text-align: right;\">        C15</th><th style=\"text-align: right;\">         C16</th><th style=\"text-align: right;\">        C17</th><th style=\"text-align: right;\">       C18</th><th style=\"text-align: right;\">         C19</th><th style=\"text-align: right;\">          C20</th><th style=\"text-align: right;\">        C21</th><th style=\"text-align: right;\">        C22</th><th style=\"text-align: right;\">        C23</th><th style=\"text-align: right;\">         C24</th><th style=\"text-align: right;\">        C25</th><th style=\"text-align: right;\">          C26</th><th style=\"text-align: right;\">         C27</th><th style=\"text-align: right;\">         C28</th><th style=\"text-align: right;\">        C29</th><th style=\"text-align: right;\">         C30</th><th style=\"text-align: right;\">        C31</th><th style=\"text-align: right;\">         C32</th><th style=\"text-align: right;\">        C33</th><th style=\"text-align: right;\">         C34</th><th style=\"text-align: right;\">         C35</th><th style=\"text-align: right;\">        C36</th><th style=\"text-align: right;\">         C37</th><th style=\"text-align: right;\">         C38</th><th style=\"text-align: right;\">        C39</th><th style=\"text-align: right;\">        C40</th><th style=\"text-align: right;\">         C41</th><th style=\"text-align: right;\">        C42</th><th style=\"text-align: right;\">         C43</th><th style=\"text-align: right;\">        C44</th><th style=\"text-align: right;\">         C45</th><th style=\"text-align: right;\">         C46</th><th style=\"text-align: right;\">        C47</th><th style=\"text-align: right;\">          C48</th><th style=\"text-align: right;\">        C49</th><th style=\"text-align: right;\">        C50</th><th style=\"text-align: right;\">         C51</th><th style=\"text-align: right;\">        C52</th><th style=\"text-align: right;\">         C53</th><th style=\"text-align: right;\">        C54</th><th style=\"text-align: right;\">        C55</th><th style=\"text-align: right;\">        C56</th><th style=\"text-align: right;\">        C57</th><th style=\"text-align: right;\">         C58</th><th style=\"text-align: right;\">         C59</th><th style=\"text-align: right;\">         C60</th><th style=\"text-align: right;\">        C61</th><th style=\"text-align: right;\">        C62</th><th style=\"text-align: right;\">        C63</th><th style=\"text-align: right;\">        C64</th><th style=\"text-align: right;\">        C65</th><th style=\"text-align: right;\">         C66</th><th style=\"text-align: right;\">        C67</th><th style=\"text-align: right;\">          C68</th><th style=\"text-align: right;\">         C69</th><th style=\"text-align: right;\">        C70</th><th style=\"text-align: right;\">        C71</th><th style=\"text-align: right;\">        C72</th><th style=\"text-align: right;\">         C73</th><th style=\"text-align: right;\">        C74</th><th style=\"text-align: right;\">        C75</th><th style=\"text-align: right;\">         C76</th><th style=\"text-align: right;\">         C77</th><th style=\"text-align: right;\">         C78</th><th style=\"text-align: right;\">        C79</th><th style=\"text-align: right;\">        C80</th><th style=\"text-align: right;\">         C81</th><th style=\"text-align: right;\">        C82</th><th style=\"text-align: right;\">         C83</th><th style=\"text-align: right;\">        C84</th><th style=\"text-align: right;\">        C85</th><th style=\"text-align: right;\">        C86</th><th style=\"text-align: right;\">         C87</th><th style=\"text-align: right;\">         C88</th><th style=\"text-align: right;\">        C89</th><th style=\"text-align: right;\">         C90</th><th style=\"text-align: right;\">        C91</th><th style=\"text-align: right;\">         C92</th><th style=\"text-align: right;\">        C93</th><th style=\"text-align: right;\">        C94</th><th style=\"text-align: right;\">         C95</th><th style=\"text-align: right;\">        C96</th><th style=\"text-align: right;\">        C97</th><th style=\"text-align: right;\">         C98</th><th style=\"text-align: right;\">        C99</th><th style=\"text-align: right;\">        C100</th></tr>\n",
        "</thead>\n",
        "<tbody>\n",
-       "<tr><td style=\"text-align: right;\">2539</td><td>Clean & quiet apt home by the park              </td><td style=\"text-align: right;\">     2787</td><td>John       </td><td>Brooklyn             </td><td>Kensington        </td><td style=\"text-align: right;\">   40.6475</td><td style=\"text-align: right;\">   -73.9724</td><td>Private room   </td><td style=\"text-align: right;\">    149</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                  9</td><td>2018-10-19 00:00:00</td><td style=\"text-align: right;\">               0.21</td><td style=\"text-align: right;\">                               6</td><td style=\"text-align: right;\">               365</td><td style=\"text-align: right;\"> -0.0779883 </td><td style=\"text-align: right;\"> -0.0891714 </td><td style=\"text-align: right;\">  0.0598615</td><td style=\"text-align: right;\"> -0.0509085</td><td style=\"text-align: right;\"> -0.0171792</td><td style=\"text-align: right;\">  0.0462776 </td><td style=\"text-align: right;\">  0.0763733</td><td style=\"text-align: right;\"> -0.0838036 </td><td style=\"text-align: right;\">  0.0309917</td><td style=\"text-align: right;\"> -0.159643  </td><td style=\"text-align: right;\"> -0.168767 </td><td style=\"text-align: right;\">  0.00174896</td><td style=\"text-align: right;\">  0.0534047 </td><td style=\"text-align: right;\"> -0.00561104</td><td style=\"text-align: right;\"> -0.0568902 </td><td style=\"text-align: right;\">  0.123215  </td><td style=\"text-align: right;\"> -0.122753</td><td style=\"text-align: right;\">  0.0656544 </td><td style=\"text-align: right;\"> -0.0476102 </td><td style=\"text-align: right;\">  0.0686766 </td><td style=\"text-align: right;\">  0.288189  </td><td style=\"text-align: right;\"> -0.166636 </td><td style=\"text-align: right;\">  0.0810076</td><td style=\"text-align: right;\">  0.0561222</td><td style=\"text-align: right;\"> -0.121805 </td><td style=\"text-align: right;\">  0.0441583</td><td style=\"text-align: right;\"> -0.210229 </td><td style=\"text-align: right;\">  0.20506  </td><td style=\"text-align: right;\">  0.257178  </td><td style=\"text-align: right;\"> -0.0044853</td><td style=\"text-align: right;\">  0.0317514</td><td style=\"text-align: right;\">  0.0612426</td><td style=\"text-align: right;\">  0.115552  </td><td style=\"text-align: right;\"> -0.00454928</td><td style=\"text-align: right;\">  0.0300171</td><td style=\"text-align: right;\"> -0.186813 </td><td style=\"text-align: right;\"> -0.0694377 </td><td style=\"text-align: right;\">  0.145015 </td><td style=\"text-align: right;\"> -0.10764   </td><td style=\"text-align: right;\"> -0.044605  </td><td style=\"text-align: right;\">  0.0291893</td><td style=\"text-align: right;\">  0.0194209  </td><td style=\"text-align: right;\"> -0.09838  </td><td style=\"text-align: right;\"> -0.170175  </td><td style=\"text-align: right;\"> -0.095955 </td><td style=\"text-align: right;\"> -0.0802319 </td><td style=\"text-align: right;\">  0.0164796 </td><td style=\"text-align: right;\"> -0.101964  </td><td style=\"text-align: right;\"> -0.155014 </td><td style=\"text-align: right;\"> -0.136125 </td><td style=\"text-align: right;\"> -0.0224187</td><td style=\"text-align: right;\"> -0.000908518</td><td style=\"text-align: right;\"> -0.206903 </td><td style=\"text-align: right;\"> -0.0608924  </td><td style=\"text-align: right;\">  0.128243 </td><td style=\"text-align: right;\">  0.0142872</td><td style=\"text-align: right;\">  0.0312154 </td><td style=\"text-align: right;\"> -0.173468  </td><td style=\"text-align: right;\">  0.188637 </td><td style=\"text-align: right;\"> -0.00249839</td><td style=\"text-align: right;\"> -0.0444169  </td><td style=\"text-align: right;\">  0.0518356  </td><td style=\"text-align: right;\">  0.125001 </td><td style=\"text-align: right;\"> -0.0388271</td><td style=\"text-align: right;\"> -0.0400839</td><td style=\"text-align: right;\"> -0.160812  </td><td style=\"text-align: right;\">  0.0398344</td><td style=\"text-align: right;\">  0.0545787</td><td style=\"text-align: right;\">  0.013759 </td><td style=\"text-align: right;\"> -0.418553  </td><td style=\"text-align: right;\"> -0.0304176 </td><td style=\"text-align: right;\">  0.225353 </td><td style=\"text-align: right;\"> -0.0501585 </td><td style=\"text-align: right;\"> -0.150144 </td><td style=\"text-align: right;\"> -0.038855  </td><td style=\"text-align: right;\"> -0.192255  </td><td style=\"text-align: right;\">  0.0440559</td><td style=\"text-align: right;\"> -0.138209 </td><td style=\"text-align: right;\">  0.196892  </td><td style=\"text-align: right;\">  0.0619943 </td><td style=\"text-align: right;\"> -0.155924</td><td style=\"text-align: right;\"> -0.0812479</td><td style=\"text-align: right;\">  0.0661097  </td><td style=\"text-align: right;\"> -0.12246  </td><td style=\"text-align: right;\"> -0.0230999</td><td style=\"text-align: right;\">  0.228684 </td><td style=\"text-align: right;\">  0.0466856</td><td style=\"text-align: right;\">  0.183558  </td><td style=\"text-align: right;\"> -0.08252  </td><td style=\"text-align: right;\">  0.082705 </td><td style=\"text-align: right;\"> -0.174698 </td><td style=\"text-align: right;\"> -0.0779357</td><td style=\"text-align: right;\">  0.077069 </td><td style=\"text-align: right;\">  0.089857  </td><td style=\"text-align: right;\"> -0.0967349</td><td style=\"text-align: right;\"> -0.181167 </td><td style=\"text-align: right;\"> -0.0215279  </td><td style=\"text-align: right;\">  0.00219584</td><td style=\"text-align: right;\">  0.0875834 </td><td style=\"text-align: right;\"> -0.182469 </td></tr>\n",
-       "<tr><td style=\"text-align: right;\">2595</td><td>Skylit Midtown Castle                           </td><td style=\"text-align: right;\">     2845</td><td>Jennifer   </td><td>Manhattan            </td><td>Midtown           </td><td style=\"text-align: right;\">   40.7536</td><td style=\"text-align: right;\">   -73.9838</td><td>Entire home/apt</td><td style=\"text-align: right;\">    225</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                 45</td><td>2019-05-21 00:00:00</td><td style=\"text-align: right;\">               0.38</td><td style=\"text-align: right;\">                               2</td><td style=\"text-align: right;\">               355</td><td style=\"text-align: right;\">  0.0688603 </td><td style=\"text-align: right;\">  0.0387977 </td><td style=\"text-align: right;\"> -0.0373551</td><td style=\"text-align: right;\">  0.0108541</td><td style=\"text-align: right;\">  0.0742104</td><td style=\"text-align: right;\">  0.00824431</td><td style=\"text-align: right;\">  0.0818572</td><td style=\"text-align: right;\"> -0.0378633 </td><td style=\"text-align: right;\">  0.192882 </td><td style=\"text-align: right;\"> -0.259747  </td><td style=\"text-align: right;\"> -0.0942923</td><td style=\"text-align: right;\"> -0.0525531 </td><td style=\"text-align: right;\">  0.0644426 </td><td style=\"text-align: right;\"> -0.0497492 </td><td style=\"text-align: right;\">  0.0846405 </td><td style=\"text-align: right;\">  0.00301643</td><td style=\"text-align: right;\"> -0.179683</td><td style=\"text-align: right;\"> -0.00240753</td><td style=\"text-align: right;\">  0.0793921 </td><td style=\"text-align: right;\"> -0.076384  </td><td style=\"text-align: right;\">  0.0956536 </td><td style=\"text-align: right;\">  0.028354 </td><td style=\"text-align: right;\">  0.0761743</td><td style=\"text-align: right;\"> -0.0644976</td><td style=\"text-align: right;\"> -0.0098003</td><td style=\"text-align: right;\"> -0.130104 </td><td style=\"text-align: right;\"> -0.0575697</td><td style=\"text-align: right;\">  0.049658 </td><td style=\"text-align: right;\">  0.0660548 </td><td style=\"text-align: right;\">  0.14491  </td><td style=\"text-align: right;\"> -0.0800747</td><td style=\"text-align: right;\">  0.142989 </td><td style=\"text-align: right;\"> -0.140257  </td><td style=\"text-align: right;\">  0.0103882 </td><td style=\"text-align: right;\"> -0.160429 </td><td style=\"text-align: right;\"> -0.0851101</td><td style=\"text-align: right;\"> -0.0668482 </td><td style=\"text-align: right;\">  0.120716 </td><td style=\"text-align: right;\">  0.0281441 </td><td style=\"text-align: right;\">  0.0514033 </td><td style=\"text-align: right;\"> -0.070696 </td><td style=\"text-align: right;\"> -0.0233068  </td><td style=\"text-align: right;\"> -0.179796 </td><td style=\"text-align: right;\">  0.00564342</td><td style=\"text-align: right;\"> -0.0086486</td><td style=\"text-align: right;\"> -0.0918312 </td><td style=\"text-align: right;\"> -0.0343491 </td><td style=\"text-align: right;\"> -0.00811109</td><td style=\"text-align: right;\">  0.0268101</td><td style=\"text-align: right;\"> -0.108355 </td><td style=\"text-align: right;\">  0.022281 </td><td style=\"text-align: right;\"> -0.117629   </td><td style=\"text-align: right;\"> -0.0952704</td><td style=\"text-align: right;\">  0.039139   </td><td style=\"text-align: right;\">  0.22708  </td><td style=\"text-align: right;\"> -0.0163698</td><td style=\"text-align: right;\">  0.0474497 </td><td style=\"text-align: right;\"> -0.0506368 </td><td style=\"text-align: right;\"> -0.0924003</td><td style=\"text-align: right;\"> -0.286729  </td><td style=\"text-align: right;\">  0.0883758  </td><td style=\"text-align: right;\"> -0.0124707  </td><td style=\"text-align: right;\">  0.14044  </td><td style=\"text-align: right;\"> -0.1387   </td><td style=\"text-align: right;\"> -0.120306 </td><td style=\"text-align: right;\"> -0.070015  </td><td style=\"text-align: right;\">  0.0194431</td><td style=\"text-align: right;\"> -0.0392136</td><td style=\"text-align: right;\"> -0.184008 </td><td style=\"text-align: right;\"> -0.00667669</td><td style=\"text-align: right;\"> -0.0373984 </td><td style=\"text-align: right;\">  0.0766335</td><td style=\"text-align: right;\"> -0.0752549 </td><td style=\"text-align: right;\"> -0.200874 </td><td style=\"text-align: right;\"> -0.0165937 </td><td style=\"text-align: right;\">  0.0128909 </td><td style=\"text-align: right;\"> -0.0559741</td><td style=\"text-align: right;\"> -0.0606038</td><td style=\"text-align: right;\">  0.138012  </td><td style=\"text-align: right;\">  0.0662257 </td><td style=\"text-align: right;\"> -0.185819</td><td style=\"text-align: right;\">  0.0172771</td><td style=\"text-align: right;\">  0.207013   </td><td style=\"text-align: right;\"> -0.0428637</td><td style=\"text-align: right;\"> -0.164044 </td><td style=\"text-align: right;\">  0.139027 </td><td style=\"text-align: right;\"> -0.249388 </td><td style=\"text-align: right;\">  0.181988  </td><td style=\"text-align: right;\">  0.0588455</td><td style=\"text-align: right;\">  0.16371  </td><td style=\"text-align: right;\"> -0.146246 </td><td style=\"text-align: right;\"> -0.0864407</td><td style=\"text-align: right;\">  0.139687 </td><td style=\"text-align: right;\"> -0.0809625 </td><td style=\"text-align: right;\"> -0.0762463</td><td style=\"text-align: right;\">  0.034388 </td><td style=\"text-align: right;\">  0.0697717  </td><td style=\"text-align: right;\">  0.0457043 </td><td style=\"text-align: right;\">  0.0775023 </td><td style=\"text-align: right;\"> -0.0728703</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">3647</td><td>THE VILLAGE OF HARLEM....NEW YORK !             </td><td style=\"text-align: right;\">     4632</td><td>Elisabeth  </td><td>Manhattan            </td><td>Harlem            </td><td style=\"text-align: right;\">   40.809 </td><td style=\"text-align: right;\">   -73.9419</td><td>Private room   </td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                  0</td><td>                   </td><td style=\"text-align: right;\">             nan   </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               365</td><td style=\"text-align: right;\">  0.0852412 </td><td style=\"text-align: right;\">  0.0947486 </td><td style=\"text-align: right;\"> -0.0596483</td><td style=\"text-align: right;\"> -0.082053 </td><td style=\"text-align: right;\"> -0.194784 </td><td style=\"text-align: right;\"> -0.0497654 </td><td style=\"text-align: right;\">  0.16678  </td><td style=\"text-align: right;\"> -0.151064  </td><td style=\"text-align: right;\">  0.0602588</td><td style=\"text-align: right;\"> -0.289385  </td><td style=\"text-align: right;\"> -0.136092 </td><td style=\"text-align: right;\"> -0.280291  </td><td style=\"text-align: right;\"> -0.135689  </td><td style=\"text-align: right;\">  0.112589  </td><td style=\"text-align: right;\"> -0.0165828 </td><td style=\"text-align: right;\">  0.142836  </td><td style=\"text-align: right;\"> -0.500221</td><td style=\"text-align: right;\"> -0.0773841 </td><td style=\"text-align: right;\">  0.121382  </td><td style=\"text-align: right;\"> -0.116524  </td><td style=\"text-align: right;\">  0.00986774</td><td style=\"text-align: right;\">  0.251817 </td><td style=\"text-align: right;\">  0.0882369</td><td style=\"text-align: right;\"> -0.267462 </td><td style=\"text-align: right;\">  0.0293487</td><td style=\"text-align: right;\">  0.0518095</td><td style=\"text-align: right;\">  0.0993715</td><td style=\"text-align: right;\"> -0.116402 </td><td style=\"text-align: right;\"> -0.00785418</td><td style=\"text-align: right;\">  0.0558467</td><td style=\"text-align: right;\">  0.13888  </td><td style=\"text-align: right;\">  0.142497 </td><td style=\"text-align: right;\">  0.134613  </td><td style=\"text-align: right;\">  0.0251953 </td><td style=\"text-align: right;\"> -0.0899272</td><td style=\"text-align: right;\"> -0.0319453</td><td style=\"text-align: right;\"> -0.189802  </td><td style=\"text-align: right;\">  0.127992 </td><td style=\"text-align: right;\">  0.314002  </td><td style=\"text-align: right;\">  0.0409794 </td><td style=\"text-align: right;\"> -0.212283 </td><td style=\"text-align: right;\">  0.257725   </td><td style=\"text-align: right;\"> -0.317312 </td><td style=\"text-align: right;\"> -0.156435  </td><td style=\"text-align: right;\"> -0.0335773</td><td style=\"text-align: right;\"> -0.159595  </td><td style=\"text-align: right;\">  0.176733  </td><td style=\"text-align: right;\">  0.00021092</td><td style=\"text-align: right;\">  0.110189 </td><td style=\"text-align: right;\"> -0.286927 </td><td style=\"text-align: right;\">  0.122109 </td><td style=\"text-align: right;\"> -0.102152   </td><td style=\"text-align: right;\"> -0.348587 </td><td style=\"text-align: right;\">  0.000728537</td><td style=\"text-align: right;\">  0.0347407</td><td style=\"text-align: right;\"> -0.12316  </td><td style=\"text-align: right;\"> -0.00454184</td><td style=\"text-align: right;\"> -0.151914  </td><td style=\"text-align: right;\">  0.114321 </td><td style=\"text-align: right;\"> -0.204185  </td><td style=\"text-align: right;\"> -0.0240741  </td><td style=\"text-align: right;\"> -0.315082   </td><td style=\"text-align: right;\">  0.14245  </td><td style=\"text-align: right;\"> -0.0639845</td><td style=\"text-align: right;\">  0.011471 </td><td style=\"text-align: right;\">  0.0118112 </td><td style=\"text-align: right;\">  0.0494506</td><td style=\"text-align: right;\">  0.0325932</td><td style=\"text-align: right;\"> -0.110691 </td><td style=\"text-align: right;\"> -0.019006  </td><td style=\"text-align: right;\">  0.106946  </td><td style=\"text-align: right;\">  0.100814 </td><td style=\"text-align: right;\">  0.084397  </td><td style=\"text-align: right;\"> -0.0289361</td><td style=\"text-align: right;\"> -0.0969835 </td><td style=\"text-align: right;\">  0.139265  </td><td style=\"text-align: right;\">  0.0305875</td><td style=\"text-align: right;\"> -0.34126  </td><td style=\"text-align: right;\">  0.0550694 </td><td style=\"text-align: right;\">  0.116466  </td><td style=\"text-align: right;\"> -0.422923</td><td style=\"text-align: right;\"> -0.0601918</td><td style=\"text-align: right;\">  0.194818   </td><td style=\"text-align: right;\"> -0.096354 </td><td style=\"text-align: right;\"> -0.217341 </td><td style=\"text-align: right;\">  0.0515934</td><td style=\"text-align: right;\">  0.180577 </td><td style=\"text-align: right;\"> -0.00967253</td><td style=\"text-align: right;\">  0.0854191</td><td style=\"text-align: right;\">  0.217939 </td><td style=\"text-align: right;\">  0.008639 </td><td style=\"text-align: right;\"> -0.0929745</td><td style=\"text-align: right;\">  0.149659 </td><td style=\"text-align: right;\">  0.162607  </td><td style=\"text-align: right;\"> -0.409865 </td><td style=\"text-align: right;\"> -0.128484 </td><td style=\"text-align: right;\">  0.143349   </td><td style=\"text-align: right;\"> -0.0381493 </td><td style=\"text-align: right;\">  0.09303   </td><td style=\"text-align: right;\"> -0.0467638</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">3831</td><td>Cozy Entire Floor of Brownstone                 </td><td style=\"text-align: right;\">     4869</td><td>LisaRoxanne</td><td>Brooklyn             </td><td>Clinton Hill      </td><td style=\"text-align: right;\">   40.6851</td><td style=\"text-align: right;\">   -73.9598</td><td>Entire home/apt</td><td style=\"text-align: right;\">     89</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                270</td><td>2019-07-05 00:00:00</td><td style=\"text-align: right;\">               4.64</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               194</td><td style=\"text-align: right;\"> -0.0134347 </td><td style=\"text-align: right;\"> -0.143638  </td><td style=\"text-align: right;\">  0.134732 </td><td style=\"text-align: right;\"> -0.101861 </td><td style=\"text-align: right;\"> -0.192848 </td><td style=\"text-align: right;\"> -0.0150937 </td><td style=\"text-align: right;\">  0.105828 </td><td style=\"text-align: right;\"> -0.00151227</td><td style=\"text-align: right;\">  0.192444 </td><td style=\"text-align: right;\"> -0.279772  </td><td style=\"text-align: right;\">  0.115621 </td><td style=\"text-align: right;\"> -0.204815  </td><td style=\"text-align: right;\">  0.0635093 </td><td style=\"text-align: right;\"> -0.0877957 </td><td style=\"text-align: right;\">  0.150363  </td><td style=\"text-align: right;\">  0.131356  </td><td style=\"text-align: right;\">  0.010247</td><td style=\"text-align: right;\"> -0.102644  </td><td style=\"text-align: right;\">  0.0586692 </td><td style=\"text-align: right;\">  0.059015  </td><td style=\"text-align: right;\"> -0.0435653 </td><td style=\"text-align: right;\"> -0.15717  </td><td style=\"text-align: right;\">  0.146928 </td><td style=\"text-align: right;\"> -0.0661943</td><td style=\"text-align: right;\">  0.123717 </td><td style=\"text-align: right;\">  0.131517 </td><td style=\"text-align: right;\"> -0.0416331</td><td style=\"text-align: right;\"> -0.103319 </td><td style=\"text-align: right;\">  0.199856  </td><td style=\"text-align: right;\">  0.132083 </td><td style=\"text-align: right;\">  0.0859872</td><td style=\"text-align: right;\"> -0.050543 </td><td style=\"text-align: right;\">  0.120803  </td><td style=\"text-align: right;\"> -0.109519  </td><td style=\"text-align: right;\"> -0.0911667</td><td style=\"text-align: right;\"> -0.291065 </td><td style=\"text-align: right;\"> -0.0755117 </td><td style=\"text-align: right;\">  0.116617 </td><td style=\"text-align: right;\"> -0.229256  </td><td style=\"text-align: right;\">  0.0686289 </td><td style=\"text-align: right;\"> -0.106267 </td><td style=\"text-align: right;\"> -0.0204782  </td><td style=\"text-align: right;\"> -0.153431 </td><td style=\"text-align: right;\">  0.0209332 </td><td style=\"text-align: right;\">  0.0318204</td><td style=\"text-align: right;\"> -0.125596  </td><td style=\"text-align: right;\"> -0.0386535 </td><td style=\"text-align: right;\"> -0.12555   </td><td style=\"text-align: right;\"> -0.0961305</td><td style=\"text-align: right;\"> -0.140838 </td><td style=\"text-align: right;\"> -0.0804356</td><td style=\"text-align: right;\">  0.141953   </td><td style=\"text-align: right;\">  0.0386293</td><td style=\"text-align: right;\">  0.026721   </td><td style=\"text-align: right;\">  0.274394 </td><td style=\"text-align: right;\">  0.102128 </td><td style=\"text-align: right;\">  0.189171  </td><td style=\"text-align: right;\">  0.0893837 </td><td style=\"text-align: right;\">  0.262447 </td><td style=\"text-align: right;\">  0.00387303</td><td style=\"text-align: right;\"> -0.0684653  </td><td style=\"text-align: right;\">  0.00349017 </td><td style=\"text-align: right;\"> -0.0246732</td><td style=\"text-align: right;\">  0.1993   </td><td style=\"text-align: right;\">  0.0584516</td><td style=\"text-align: right;\"> -0.0965245 </td><td style=\"text-align: right;\">  0.0262346</td><td style=\"text-align: right;\">  0.305201 </td><td style=\"text-align: right;\"> -0.169378 </td><td style=\"text-align: right;\"> -0.0882126 </td><td style=\"text-align: right;\"> -0.121803  </td><td style=\"text-align: right;\">  0.220418 </td><td style=\"text-align: right;\"> -0.0961956 </td><td style=\"text-align: right;\">  0.106242 </td><td style=\"text-align: right;\"> -0.0343902 </td><td style=\"text-align: right;\">  0.0405    </td><td style=\"text-align: right;\">  0.27843  </td><td style=\"text-align: right;\"> -0.0423862</td><td style=\"text-align: right;\">  0.0610058 </td><td style=\"text-align: right;\"> -0.00701784</td><td style=\"text-align: right;\"> -0.203293</td><td style=\"text-align: right;\"> -0.0424088</td><td style=\"text-align: right;\">  0.0842699  </td><td style=\"text-align: right;\"> -0.0932319</td><td style=\"text-align: right;\"> -0.155935 </td><td style=\"text-align: right;\">  0.0388592</td><td style=\"text-align: right;\"> -0.255625 </td><td style=\"text-align: right;\">  0.146492  </td><td style=\"text-align: right;\"> -0.103283 </td><td style=\"text-align: right;\">  0.0503623</td><td style=\"text-align: right;\"> -0.333479 </td><td style=\"text-align: right;\"> -0.0146291</td><td style=\"text-align: right;\">  0.0620391</td><td style=\"text-align: right;\">  0.0985152 </td><td style=\"text-align: right;\"> -0.0260536</td><td style=\"text-align: right;\"> -0.127198 </td><td style=\"text-align: right;\">  0.245125   </td><td style=\"text-align: right;\"> -0.187312  </td><td style=\"text-align: right;\"> -0.225079  </td><td style=\"text-align: right;\">  0.0673124</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5022</td><td>Entire Apt: Spacious Studio/Loft by central park</td><td style=\"text-align: right;\">     7192</td><td>Laura      </td><td>Manhattan            </td><td>East Harlem       </td><td style=\"text-align: right;\">   40.7985</td><td style=\"text-align: right;\">   -73.944 </td><td>Entire home/apt</td><td style=\"text-align: right;\">     80</td><td style=\"text-align: right;\">              10</td><td style=\"text-align: right;\">                  9</td><td>2018-11-19 00:00:00</td><td style=\"text-align: right;\">               0.1 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\"> -0.0430686 </td><td style=\"text-align: right;\"> -0.12649   </td><td style=\"text-align: right;\">  0.0186593</td><td style=\"text-align: right;\"> -0.0465307</td><td style=\"text-align: right;\">  0.0276858</td><td style=\"text-align: right;\">  0.0439141 </td><td style=\"text-align: right;\">  0.0126147</td><td style=\"text-align: right;\"> -0.132282  </td><td style=\"text-align: right;\">  0.0823382</td><td style=\"text-align: right;\"> -0.209673  </td><td style=\"text-align: right;\">  0.0241262</td><td style=\"text-align: right;\"> -0.149101  </td><td style=\"text-align: right;\"> -0.00575338</td><td style=\"text-align: right;\">  0.00725529</td><td style=\"text-align: right;\">  0.0625304 </td><td style=\"text-align: right;\">  0.0189766 </td><td style=\"text-align: right;\"> -0.11436 </td><td style=\"text-align: right;\"> -0.0550925 </td><td style=\"text-align: right;\"> -0.208864  </td><td style=\"text-align: right;\">  0.108698  </td><td style=\"text-align: right;\">  0.164745  </td><td style=\"text-align: right;\"> -0.151673 </td><td style=\"text-align: right;\">  0.0602945</td><td style=\"text-align: right;\">  0.0774018</td><td style=\"text-align: right;\"> -0.124337 </td><td style=\"text-align: right;\">  0.0283029</td><td style=\"text-align: right;\"> -0.0279776</td><td style=\"text-align: right;\">  0.0887326</td><td style=\"text-align: right;\">  0.23037   </td><td style=\"text-align: right;\"> -0.0430142</td><td style=\"text-align: right;\">  0.112019 </td><td style=\"text-align: right;\">  0.112665 </td><td style=\"text-align: right;\">  0.0342789 </td><td style=\"text-align: right;\"> -0.124995  </td><td style=\"text-align: right;\"> -0.0847316</td><td style=\"text-align: right;\"> -0.132666 </td><td style=\"text-align: right;\"> -0.105008  </td><td style=\"text-align: right;\">  0.0619801</td><td style=\"text-align: right;\"> -0.0809095 </td><td style=\"text-align: right;\"> -0.0177951 </td><td style=\"text-align: right;\"> -0.0745438</td><td style=\"text-align: right;\"> -0.201842   </td><td style=\"text-align: right;\"> -0.140431 </td><td style=\"text-align: right;\"> -0.0768014 </td><td style=\"text-align: right;\"> -0.0510608</td><td style=\"text-align: right;\"> -0.132581  </td><td style=\"text-align: right;\">  0.00466191</td><td style=\"text-align: right;\"> -0.0600708 </td><td style=\"text-align: right;\"> -0.11614  </td><td style=\"text-align: right;\"> -0.0409952</td><td style=\"text-align: right;\">  0.0283127</td><td style=\"text-align: right;\">  0.0955532  </td><td style=\"text-align: right;\"> -0.113914 </td><td style=\"text-align: right;\"> -0.0132212  </td><td style=\"text-align: right;\">  0.174973 </td><td style=\"text-align: right;\">  0.0651672</td><td style=\"text-align: right;\">  0.139641  </td><td style=\"text-align: right;\"> -0.07343   </td><td style=\"text-align: right;\">  0.242421 </td><td style=\"text-align: right;\"> -0.0272213 </td><td style=\"text-align: right;\">  0.0946162  </td><td style=\"text-align: right;\">  0.000877855</td><td style=\"text-align: right;\">  0.124463 </td><td style=\"text-align: right;\"> -0.0865049</td><td style=\"text-align: right;\"> -0.0369066</td><td style=\"text-align: right;\"> -0.0426081 </td><td style=\"text-align: right;\"> -0.0383122</td><td style=\"text-align: right;\">  0.166047 </td><td style=\"text-align: right;\"> -0.135911 </td><td style=\"text-align: right;\"> -0.165189  </td><td style=\"text-align: right;\"> -0.0543614 </td><td style=\"text-align: right;\">  0.272854 </td><td style=\"text-align: right;\">  0.0721039 </td><td style=\"text-align: right;\"> -0.129634 </td><td style=\"text-align: right;\"> -0.0608963 </td><td style=\"text-align: right;\"> -0.0416634 </td><td style=\"text-align: right;\">  0.0767433</td><td style=\"text-align: right;\"> -0.0664158</td><td style=\"text-align: right;\">  0.245851  </td><td style=\"text-align: right;\"> -0.0279668 </td><td style=\"text-align: right;\"> -0.289467</td><td style=\"text-align: right;\"> -0.0969803</td><td style=\"text-align: right;\">  0.10293    </td><td style=\"text-align: right;\"> -0.0580173</td><td style=\"text-align: right;\"> -0.0793191</td><td style=\"text-align: right;\">  0.160854 </td><td style=\"text-align: right;\"> -0.0799031</td><td style=\"text-align: right;\">  0.0798165 </td><td style=\"text-align: right;\"> -0.0928874</td><td style=\"text-align: right;\"> -0.0243497</td><td style=\"text-align: right;\"> -0.0204169</td><td style=\"text-align: right;\"> -0.204628 </td><td style=\"text-align: right;\">  0.0932559</td><td style=\"text-align: right;\">  0.0210137 </td><td style=\"text-align: right;\"> -0.0827253</td><td style=\"text-align: right;\"> -0.137197 </td><td style=\"text-align: right;\">  0.0513074  </td><td style=\"text-align: right;\">  0.0273109 </td><td style=\"text-align: right;\"> -0.00924235</td><td style=\"text-align: right;\"> -0.0572411</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5099</td><td>Large Cozy 1 BR Apartment In Midtown East       </td><td style=\"text-align: right;\">     7322</td><td>Chris      </td><td>Manhattan            </td><td>Murray Hill       </td><td style=\"text-align: right;\">   40.7477</td><td style=\"text-align: right;\">   -73.975 </td><td>Entire home/apt</td><td style=\"text-align: right;\">    200</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                 74</td><td>2019-06-22 00:00:00</td><td style=\"text-align: right;\">               0.59</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               129</td><td style=\"text-align: right;\"> -0.00417789</td><td style=\"text-align: right;\">  0.0896653 </td><td style=\"text-align: right;\"> -0.0180418</td><td style=\"text-align: right;\"> -0.107581 </td><td style=\"text-align: right;\">  0.0259116</td><td style=\"text-align: right;\"> -0.0455126 </td><td style=\"text-align: right;\">  0.0929174</td><td style=\"text-align: right;\"> -0.0909386 </td><td style=\"text-align: right;\">  0.205594 </td><td style=\"text-align: right;\"> -0.280149  </td><td style=\"text-align: right;\"> -0.0711464</td><td style=\"text-align: right;\"> -0.175918  </td><td style=\"text-align: right;\"> -0.00925422</td><td style=\"text-align: right;\">  0.100376  </td><td style=\"text-align: right;\">  0.0546595 </td><td style=\"text-align: right;\"> -0.00534656</td><td style=\"text-align: right;\"> -0.132686</td><td style=\"text-align: right;\"> -0.138523  </td><td style=\"text-align: right;\"> -0.00659414</td><td style=\"text-align: right;\">  0.039521  </td><td style=\"text-align: right;\">  0.183816  </td><td style=\"text-align: right;\">  0.093925 </td><td style=\"text-align: right;\">  0.07223  </td><td style=\"text-align: right;\">  0.0545243</td><td style=\"text-align: right;\"> -0.0227978</td><td style=\"text-align: right;\"> -0.0206763</td><td style=\"text-align: right;\"> -0.103812 </td><td style=\"text-align: right;\">  0.0165321</td><td style=\"text-align: right;\">  0.0894924 </td><td style=\"text-align: right;\">  0.131117 </td><td style=\"text-align: right;\">  0.046937 </td><td style=\"text-align: right;\">  0.261826 </td><td style=\"text-align: right;\"> -0.110406  </td><td style=\"text-align: right;\">  0.0559854 </td><td style=\"text-align: right;\"> -0.0330439</td><td style=\"text-align: right;\"> -0.120736 </td><td style=\"text-align: right;\"> -0.0795542 </td><td style=\"text-align: right;\">  0.021397 </td><td style=\"text-align: right;\"> -0.0769062 </td><td style=\"text-align: right;\">  0.093511  </td><td style=\"text-align: right;\"> -0.14533  </td><td style=\"text-align: right;\"> -0.139278   </td><td style=\"text-align: right;\"> -0.158585 </td><td style=\"text-align: right;\"> -0.0433814 </td><td style=\"text-align: right;\"> -0.121565 </td><td style=\"text-align: right;\"> -0.158707  </td><td style=\"text-align: right;\">  0.0218003 </td><td style=\"text-align: right;\">  0.00968541</td><td style=\"text-align: right;\"> -0.0671717</td><td style=\"text-align: right;\"> -0.281524 </td><td style=\"text-align: right;\">  0.0102723</td><td style=\"text-align: right;\"> -0.0543501  </td><td style=\"text-align: right;\"> -0.0649845</td><td style=\"text-align: right;\">  0.0987155  </td><td style=\"text-align: right;\">  0.155766 </td><td style=\"text-align: right;\">  0.143166 </td><td style=\"text-align: right;\">  0.125767  </td><td style=\"text-align: right;\">  0.0735593 </td><td style=\"text-align: right;\">  0.0372918</td><td style=\"text-align: right;\"> -0.214083  </td><td style=\"text-align: right;\"> -0.0995297  </td><td style=\"text-align: right;\"> -0.0429737  </td><td style=\"text-align: right;\">  0.122235 </td><td style=\"text-align: right;\"> -0.139152 </td><td style=\"text-align: right;\">  0.0351734</td><td style=\"text-align: right;\"> -0.00345388</td><td style=\"text-align: right;\"> -0.010638 </td><td style=\"text-align: right;\">  0.091444 </td><td style=\"text-align: right;\"> -0.0100216</td><td style=\"text-align: right;\"> -0.15505   </td><td style=\"text-align: right;\"> -0.010064  </td><td style=\"text-align: right;\">  0.108358 </td><td style=\"text-align: right;\"> -0.0699004 </td><td style=\"text-align: right;\"> -0.211776 </td><td style=\"text-align: right;\"> -0.115683  </td><td style=\"text-align: right;\"> -0.0646006 </td><td style=\"text-align: right;\">  0.104961 </td><td style=\"text-align: right;\"> -0.116355 </td><td style=\"text-align: right;\">  0.372315  </td><td style=\"text-align: right;\">  0.0490943 </td><td style=\"text-align: right;\"> -0.220149</td><td style=\"text-align: right;\">  0.023616 </td><td style=\"text-align: right;\">  0.0281196  </td><td style=\"text-align: right;\"> -0.0696677</td><td style=\"text-align: right;\"> -0.152186 </td><td style=\"text-align: right;\">  0.218907 </td><td style=\"text-align: right;\"> -0.118751 </td><td style=\"text-align: right;\">  0.146282  </td><td style=\"text-align: right;\">  0.0155321</td><td style=\"text-align: right;\">  0.0286497</td><td style=\"text-align: right;\"> -0.118555 </td><td style=\"text-align: right;\">  0.010953 </td><td style=\"text-align: right;\">  0.120362 </td><td style=\"text-align: right;\"> -0.00865805</td><td style=\"text-align: right;\"> -0.0987422</td><td style=\"text-align: right;\"> -0.0289616</td><td style=\"text-align: right;\">  0.202735   </td><td style=\"text-align: right;\">  0.118426  </td><td style=\"text-align: right;\">  0.0841434 </td><td style=\"text-align: right;\">  0.10125  </td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5121</td><td>BlissArtsSpace!                                 </td><td style=\"text-align: right;\">     7356</td><td>Garon      </td><td>Brooklyn             </td><td>Bedford-Stuyvesant</td><td style=\"text-align: right;\">   40.6869</td><td style=\"text-align: right;\">   -73.956 </td><td>Private room   </td><td style=\"text-align: right;\">     60</td><td style=\"text-align: right;\">              45</td><td style=\"text-align: right;\">                 49</td><td>2017-10-05 00:00:00</td><td style=\"text-align: right;\">               0.4 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan       </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan       </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5178</td><td>Large Furnished Room Near B'way                 </td><td style=\"text-align: right;\">     8967</td><td>Shunichi   </td><td>Manhattan            </td><td>Hell's Kitchen    </td><td style=\"text-align: right;\">   40.7649</td><td style=\"text-align: right;\">   -73.9849</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                430</td><td>2019-06-24 00:00:00</td><td style=\"text-align: right;\">               3.47</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               220</td><td style=\"text-align: right;\">  0.0808295 </td><td style=\"text-align: right;\">  0.00862463</td><td style=\"text-align: right;\">  0.0164246</td><td style=\"text-align: right;\"> -0.107324 </td><td style=\"text-align: right;\"> -0.127026 </td><td style=\"text-align: right;\">  0.0920919 </td><td style=\"text-align: right;\">  0.0417809</td><td style=\"text-align: right;\">  0.0079456 </td><td style=\"text-align: right;\">  0.0240744</td><td style=\"text-align: right;\"> -0.173581  </td><td style=\"text-align: right;\"> -0.140365 </td><td style=\"text-align: right;\"> -0.142376  </td><td style=\"text-align: right;\">  0.0497683 </td><td style=\"text-align: right;\"> -0.0585889 </td><td style=\"text-align: right;\"> -0.0930408 </td><td style=\"text-align: right;\"> -0.0653344 </td><td style=\"text-align: right;\"> -0.151566</td><td style=\"text-align: right;\"> -0.133517  </td><td style=\"text-align: right;\"> -0.184065  </td><td style=\"text-align: right;\">  0.0945971 </td><td style=\"text-align: right;\">  0.257967  </td><td style=\"text-align: right;\"> -0.0819982</td><td style=\"text-align: right;\">  0.120229 </td><td style=\"text-align: right;\"> -0.050464 </td><td style=\"text-align: right;\">  0.0975655</td><td style=\"text-align: right;\">  0.0382247</td><td style=\"text-align: right;\"> -0.171366 </td><td style=\"text-align: right;\"> -0.0062086</td><td style=\"text-align: right;\">  0.238862  </td><td style=\"text-align: right;\"> -0.0100345</td><td style=\"text-align: right;\">  0.0599197</td><td style=\"text-align: right;\">  0.205065 </td><td style=\"text-align: right;\"> -0.164869  </td><td style=\"text-align: right;\">  0.0564441 </td><td style=\"text-align: right;\"> -0.0598035</td><td style=\"text-align: right;\"> -0.159328 </td><td style=\"text-align: right;\">  0.00928045</td><td style=\"text-align: right;\">  0.0220269</td><td style=\"text-align: right;\"> -0.0439556 </td><td style=\"text-align: right;\">  0.0157929 </td><td style=\"text-align: right;\"> -0.088918 </td><td style=\"text-align: right;\"> -0.0591921  </td><td style=\"text-align: right;\"> -0.0131346</td><td style=\"text-align: right;\">  0.029496  </td><td style=\"text-align: right;\">  0.0096669</td><td style=\"text-align: right;\"> -0.0285057 </td><td style=\"text-align: right;\"> -0.0330298 </td><td style=\"text-align: right;\">  0.0875435 </td><td style=\"text-align: right;\"> -0.0915027</td><td style=\"text-align: right;\"> -0.03991  </td><td style=\"text-align: right;\">  0.0963751</td><td style=\"text-align: right;\">  0.0260751  </td><td style=\"text-align: right;\"> -0.0996702</td><td style=\"text-align: right;\">  0.0334661  </td><td style=\"text-align: right;\">  0.190691 </td><td style=\"text-align: right;\">  0.0374451</td><td style=\"text-align: right;\"> -0.0773916 </td><td style=\"text-align: right;\">  0.00664687</td><td style=\"text-align: right;\">  0.158028 </td><td style=\"text-align: right;\"> -0.014572  </td><td style=\"text-align: right;\"> -0.0224794  </td><td style=\"text-align: right;\"> -0.191401   </td><td style=\"text-align: right;\">  0.0428713</td><td style=\"text-align: right;\"> -0.0483369</td><td style=\"text-align: right;\"> -0.0104599</td><td style=\"text-align: right;\">  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</td><td style=\"text-align: right;\"> -0.0325016</td><td style=\"text-align: right;\">  0.170732  </td><td style=\"text-align: right;\"> -0.0815449</td><td style=\"text-align: right;\">  0.0405206</td><td style=\"text-align: right;\"> -0.125675 </td><td style=\"text-align: right;\"> -0.19068  </td><td style=\"text-align: right;\">  0.17289  </td><td style=\"text-align: right;\"> -0.101112  </td><td style=\"text-align: right;\"> -0.0910281</td><td style=\"text-align: right;\"> -0.106083 </td><td style=\"text-align: right;\">  0.000351168</td><td style=\"text-align: right;\">  0.0148614 </td><td style=\"text-align: right;\"> -0.134097  </td><td style=\"text-align: right;\">  0.0581924</td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5203</td><td>Cozy Clean Guest Room - Family Apt              </td><td style=\"text-align: right;\">     7490</td><td>MaryEllen  </td><td>Manhattan            </td><td>Upper West Side   </td><td style=\"text-align: right;\">   40.8018</td><td style=\"text-align: right;\">   -73.9672</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                118</td><td>2017-07-21 00:00:00</td><td style=\"text-align: right;\">               0.99</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\"> -0.165325  </td><td style=\"text-align: right;\"> -0.0613543 </td><td style=\"text-align: right;\"> -0.0450075</td><td style=\"text-align: right;\"> -0.213306 </td><td style=\"text-align: right;\"> -0.0509917</td><td style=\"text-align: right;\"> -0.119678  </td><td style=\"text-align: right;\"> -0.0545805</td><td style=\"text-align: right;\">  0.0399168 </td><td style=\"text-align: right;\">  0.154056 </td><td style=\"text-align: right;\">  0.00540067</td><td style=\"text-align: right;\"> -0.141436 </td><td style=\"text-align: right;\"> -0.0783505 </td><td style=\"text-align: right;\">  0.138166  </td><td style=\"text-align: right;\"> -0.0565964 </td><td style=\"text-align: right;\"> -0.00685658</td><td style=\"text-align: right;\">  0.118745  </td><td style=\"text-align: right;\"> -0.175915</td><td style=\"text-align: right;\"> -0.0593496 </td><td style=\"text-align: right;\"> -0.0536583 </td><td style=\"text-align: right;\"> -0.00119584</td><td style=\"text-align: right;\">  0.0599363 </td><td style=\"text-align: right;\"> -0.133103 </td><td style=\"text-align: right;\">  0.0732712</td><td style=\"text-align: right;\">  0.104559 </td><td style=\"text-align: right;\">  0.0705222</td><td style=\"text-align: right;\"> 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-0.00729721</td><td style=\"text-align: right;\">  0.047019  </td><td style=\"text-align: right;\"> -0.10852   </td><td style=\"text-align: right;\"> -0.0598778</td><td style=\"text-align: right;\"> -0.105888 </td><td style=\"text-align: right;\">  0.0759706</td><td style=\"text-align: right;\"> -0.2017     </td><td style=\"text-align: right;\"> -0.190494 </td><td style=\"text-align: right;\"> -0.0140779  </td><td style=\"text-align: right;\">  0.0443951</td><td style=\"text-align: right;\">  0.0768997</td><td style=\"text-align: right;\">  0.0981987 </td><td style=\"text-align: right;\"> -0.0874646 </td><td style=\"text-align: right;\">  0.195251 </td><td style=\"text-align: right;\"> -0.0953146 </td><td style=\"text-align: right;\"> -0.0150801  </td><td style=\"text-align: right;\"> -0.0933539  </td><td style=\"text-align: right;\">  0.047542 </td><td style=\"text-align: right;\"> -0.133813 </td><td style=\"text-align: right;\">  0.0161249</td><td style=\"text-align: right;\"> -0.192312  </td><td style=\"text-align: right;\">  0.165701 </td><td style=\"text-align: right;\">  0.157528 </td><td style=\"text-align: right;\"> -0.0657076</td><td style=\"text-align: right;\"> -0.122095  </td><td style=\"text-align: right;\">  0.00430199</td><td style=\"text-align: right;\">  0.0367543</td><td style=\"text-align: right;\"> -0.0784938 </td><td style=\"text-align: right;\"> -0.12088  </td><td style=\"text-align: right;\"> -0.00820629</td><td style=\"text-align: right;\"> -0.00141342</td><td style=\"text-align: right;\">  0.0396804</td><td style=\"text-align: right;\"> -0.106191 </td><td style=\"text-align: right;\">  0.0586345 </td><td style=\"text-align: right;\">  0.0844158 </td><td style=\"text-align: right;\"> -0.174768</td><td style=\"text-align: right;\"> -0.0215788</td><td style=\"text-align: right;\">  0.186348   </td><td style=\"text-align: right;\"> -0.177181 </td><td style=\"text-align: right;\"> -0.0337982</td><td style=\"text-align: right;\">  0.296831 </td><td style=\"text-align: right;\"> -0.0218716</td><td style=\"text-align: right;\">  0.177366  </td><td style=\"text-align: right;\"> -0.0649488</td><td style=\"text-align: right;\"> -0.0520758</td><td style=\"text-align: right;\"> -0.0683735</td><td style=\"text-align: right;\"> -0.0597402</td><td style=\"text-align: right;\">  0.227951 </td><td style=\"text-align: right;\"> -0.040274  </td><td style=\"text-align: right;\"> -0.0505175</td><td style=\"text-align: right;\"> -0.144319 </td><td style=\"text-align: right;\">  0.144909   </td><td style=\"text-align: right;\"> -0.0669871 </td><td style=\"text-align: right;\"> -0.0325022 </td><td style=\"text-align: right;\"> -0.134732 </td></tr>\n",
-       "<tr><td style=\"text-align: right;\">5238</td><td>Cute & Cozy Lower East Side 1 bdrm              </td><td style=\"text-align: right;\">     7549</td><td>Ben        </td><td>Manhattan            </td><td>Chinatown         </td><td style=\"text-align: right;\">   40.7134</td><td style=\"text-align: right;\">   -73.9904</td><td>Entire home/apt</td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                160</td><td>2019-06-09 00:00:00</td><td style=\"text-align: right;\">               1.33</td><td style=\"text-align: right;\">                               4</td><td style=\"text-align: right;\">               188</td><td style=\"text-align: right;\"> -0.099424  </td><td style=\"text-align: right;\">  0.1297    </td><td style=\"text-align: right;\"> -0.114043 </td><td style=\"text-align: right;\"> -0.0761527</td><td style=\"text-align: right;\">  0.0246475</td><td style=\"text-align: right;\"> -0.100234  </td><td style=\"text-align: right;\"> -0.0162915</td><td style=\"text-align: right;\"> -0.16149   </td><td style=\"text-align: right;\">  0.0413758</td><td style=\"text-align: right;\"> -0.357557  </td><td style=\"text-align: right;\"> -0.0511304</td><td style=\"text-align: right;\"> -0.30764   </td><td style=\"text-align: right;\">  0.0453664 </td><td style=\"text-align: right;\">  0.37704   </td><td style=\"text-align: right;\">  0.0169868 </td><td style=\"text-align: right;\">  0.248286  </td><td style=\"text-align: right;\"> -0.149346</td><td style=\"text-align: right;\"> -0.188544  </td><td style=\"text-align: right;\"> -0.0371406 </td><td style=\"text-align: right;\">  0.0520819 </td><td style=\"text-align: right;\">  0.0388247 </td><td style=\"text-align: right;\">  0.227906 </td><td style=\"text-align: right;\">  0.126003 </td><td style=\"text-align: right;\">  0.0621491</td><td style=\"text-align: right;\"> -0.0625843</td><td style=\"text-align: right;\"> -0.0162609</td><td style=\"text-align: right;\"> -0.0146328</td><td style=\"text-align: right;\">  0.0354823</td><td style=\"text-align: right;\">  0.0649935 </td><td style=\"text-align: right;\">  0.0960314</td><td style=\"text-align: right;\">  0.0150283</td><td style=\"text-align: right;\">  0.125604 </td><td style=\"text-align: right;\"> -0.0113284 </td><td style=\"text-align: right;\">  0.114405  </td><td style=\"text-align: right;\">  0.0925142</td><td style=\"text-align: right;\"> -0.1521   </td><td style=\"text-align: right;\"> -0.0663449 </td><td style=\"text-align: right;\"> -0.0716605</td><td style=\"text-align: right;\"> -0.0576312 </td><td style=\"text-align: right;\">  0.108651  </td><td style=\"text-align: right;\"> -0.160709 </td><td style=\"text-align: right;\"> -0.0704314  </td><td style=\"text-align: right;\"> -0.217033 </td><td style=\"text-align: right;\"> -0.073531  </td><td style=\"text-align: right;\"> -0.136522 </td><td style=\"text-align: right;\"> -0.0782235 </td><td style=\"text-align: right;\">  0.157348  </td><td style=\"text-align: right;\"> -0.0420399 </td><td style=\"text-align: right;\"> -0.111735 </td><td style=\"text-align: right;\"> -0.370298 </td><td style=\"text-align: right;\">  0.124899 </td><td style=\"text-align: right;\"> -0.0646172  </td><td style=\"text-align: right;\"> -0.142202 </td><td style=\"text-align: right;\">  0.00386353 </td><td style=\"text-align: right;\">  0.249217 </td><td style=\"text-align: right;\">  0.140162 </td><td style=\"text-align: right;\">  0.150876  </td><td style=\"text-align: right;\">  0.151923  </td><td style=\"text-align: right;\">  0.228625 </td><td style=\"text-align: right;\"> -0.0916999 </td><td style=\"text-align: right;\">  0.000879211</td><td style=\"text-align: right;\"> -0.0324678  </td><td style=\"text-align: right;\">  0.0721902</td><td style=\"text-align: right;\"> -0.0470245</td><td style=\"text-align: right;\">  0.102144 </td><td style=\"text-align: right;\"> -0.179481  </td><td style=\"text-align: right;\"> -0.0271379</td><td style=\"text-align: right;\">  0.136692 </td><td style=\"text-align: right;\">  0.0517755</td><td style=\"text-align: right;\"> -0.0978659 </td><td style=\"text-align: right;\">  0.250269  </td><td style=\"text-align: right;\">  0.0920267</td><td style=\"text-align: right;\"> -0.0539175 </td><td style=\"text-align: right;\"> -0.373617 </td><td style=\"text-align: right;\"> -0.305399  </td><td style=\"text-align: right;\">  0.0647532 </td><td style=\"text-align: right;\">  0.203805 </td><td style=\"text-align: right;\"> -0.22359  </td><td style=\"text-align: right;\">  0.240375  </td><td style=\"text-align: right;\">  0.0594603 </td><td style=\"text-align: right;\"> -0.317413</td><td style=\"text-align: right;\"> -0.0684344</td><td style=\"text-align: right;\">  0.000246033</td><td style=\"text-align: right;\"> -0.142252 </td><td style=\"text-align: right;\"> -0.0180478</td><td style=\"text-align: right;\">  0.187019 </td><td style=\"text-align: right;\">  0.119639 </td><td style=\"text-align: right;\">  0.242177  </td><td style=\"text-align: right;\">  0.146479 </td><td style=\"text-align: right;\">  0.0661787</td><td style=\"text-align: right;\"> -0.0524825</td><td style=\"text-align: right;\"> -0.0188035</td><td style=\"text-align: right;\">  0.182694 </td><td style=\"text-align: right;\">  0.0614919 </td><td style=\"text-align: right;\"> -0.182028 </td><td style=\"text-align: right;\"> -0.0400509</td><td style=\"text-align: right;\">  0.249717   </td><td style=\"text-align: right;\">  0.149799  </td><td style=\"text-align: right;\">  0.0425776 </td><td style=\"text-align: right;\">  0.216068 </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">2539</td><td>Clean &amp; quiet apt home by the park              </td><td style=\"text-align: right;\">     2787</td><td>John       </td><td>Brooklyn             </td><td>Kensington        </td><td style=\"text-align: right;\">   40.6475</td><td style=\"text-align: right;\">   -73.9724</td><td>Private room   </td><td style=\"text-align: right;\">    149</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                  9</td><td>2018-10-19 00:00:00</td><td style=\"text-align: right;\">               0.21</td><td style=\"text-align: right;\">                               6</td><td style=\"text-align: right;\">               365</td><td style=\"text-align: right;\">  0.0818339 </td><td style=\"text-align: right;\"> -0.124129  </td><td style=\"text-align: right;\">  0.113811 </td><td style=\"text-align: right;\"> -0.0480687</td><td style=\"text-align: right;\"> -0.0836691 </td><td style=\"text-align: right;\"> -0.103404  </td><td style=\"text-align: right;\">  0.149799   </td><td style=\"text-align: right;\"> -0.351804 </td><td style=\"text-align: right;\">  0.124389 </td><td style=\"text-align: right;\"> -0.0247449</td><td style=\"text-align: right;\"> -0.14027  </td><td style=\"text-align: right;\"> -0.20324    </td><td style=\"text-align: right;\">  0.0196633</td><td style=\"text-align: right;\"> -0.124718  </td><td style=\"text-align: right;\"> -0.0170886</td><td style=\"text-align: right;\">  0.0530907 </td><td style=\"text-align: right;\">  0.0783777</td><td style=\"text-align: right;\"> -0.106404</td><td style=\"text-align: right;\">  0.0561774 </td><td style=\"text-align: right;\">  0.107994   </td><td style=\"text-align: right;\">  0.16892  </td><td style=\"text-align: right;\"> -0.125551 </td><td style=\"text-align: right;\"> -0.0945394</td><td style=\"text-align: right;\"> -0.0984667 </td><td style=\"text-align: right;\"> -0.254894 </td><td style=\"text-align: right;\"> -0.167      </td><td style=\"text-align: right;\"> -0.0316089 </td><td style=\"text-align: right;\">  0.0752681 </td><td style=\"text-align: right;\">  0.152518 </td><td style=\"text-align: right;\"> -0.00381263</td><td style=\"text-align: right;\"> -0.0596819</td><td style=\"text-align: right;\">  0.155887  </td><td style=\"text-align: right;\"> -0.0486928</td><td style=\"text-align: right;\"> -0.085263  </td><td style=\"text-align: right;\"> -0.00893764</td><td style=\"text-align: right;\"> -0.145196 </td><td style=\"text-align: right;\"> -0.198182  </td><td style=\"text-align: right;\">  0.0221444 </td><td style=\"text-align: right;\"> -0.0616284</td><td style=\"text-align: right;\">  0.0671438</td><td style=\"text-align: right;\"> -0.0331944 </td><td style=\"text-align: right;\"> -0.118842 </td><td style=\"text-align: right;\"> -0.00848055</td><td style=\"text-align: right;\"> -0.231275 </td><td style=\"text-align: right;\">  0.00655987</td><td style=\"text-align: right;\">  0.0514585 </td><td style=\"text-align: right;\">  0.153091 </td><td style=\"text-align: right;\"> -0.0783499  </td><td style=\"text-align: right;\"> -0.0421988</td><td style=\"text-align: right;\"> -0.110574 </td><td style=\"text-align: right;\">  0.0291916 </td><td style=\"text-align: right;\">  0.0927764</td><td style=\"text-align: right;\"> -0.020359  </td><td style=\"text-align: right;\"> -0.0838383</td><td style=\"text-align: right;\">  0.155757 </td><td style=\"text-align: right;\">  0.14318  </td><td style=\"text-align: right;\">  0.216271 </td><td style=\"text-align: right;\"> -0.00850249</td><td style=\"text-align: right;\">  0.117948  </td><td style=\"text-align: right;\">  0.0723036 </td><td style=\"text-align: right;\"> -0.054274 </td><td style=\"text-align: right;\">  0.184134 </td><td style=\"text-align: right;\">  0.202779 </td><td style=\"text-align: right;\">  0.0292955</td><td style=\"text-align: right;\"> -0.0719807</td><td style=\"text-align: right;\">  0.0130111 </td><td style=\"text-align: right;\">  0.183875 </td><td style=\"text-align: right;\"> -0.0178201  </td><td style=\"text-align: right;\"> -0.0747035 </td><td style=\"text-align: right;\"> -0.317718 </td><td style=\"text-align: right;\">  0.0541387</td><td style=\"text-align: right;\">  0.183184 </td><td style=\"text-align: right;\"> -0.031105  </td><td style=\"text-align: right;\"> -0.121313 </td><td style=\"text-align: right;\"> -0.0191494</td><td style=\"text-align: right;\"> -0.0436693 </td><td style=\"text-align: right;\">  0.00162951</td><td style=\"text-align: right;\"> -0.00182447</td><td style=\"text-align: right;\">  0.116099 </td><td style=\"text-align: right;\"> -0.0259655</td><td style=\"text-align: right;\"> -0.016675  </td><td style=\"text-align: right;\"> -0.178216 </td><td style=\"text-align: right;\"> -0.138151  </td><td style=\"text-align: right;\"> -0.0245066</td><td style=\"text-align: right;\"> -0.0172368</td><td style=\"text-align: right;\">  0.0701364</td><td style=\"text-align: right;\">  0.17067   </td><td style=\"text-align: right;\">  0.121297  </td><td style=\"text-align: right;\"> -0.0191753</td><td style=\"text-align: right;\">  0.0226824 </td><td style=\"text-align: right;\"> -0.188021 </td><td style=\"text-align: right;\"> -0.00185196</td><td style=\"text-align: right;\">  0.0120691</td><td style=\"text-align: right;\">  0.0498984</td><td style=\"text-align: right;\"> -0.0776417 </td><td style=\"text-align: right;\"> -0.251319 </td><td style=\"text-align: right;\">  0.104739 </td><td style=\"text-align: right;\">  0.0865131 </td><td style=\"text-align: right;\"> -0.0417022</td><td style=\"text-align: right;\"> -0.0500202 </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">2595</td><td>Skylit Midtown Castle                           </td><td style=\"text-align: right;\">     2845</td><td>Jennifer   </td><td>Manhattan            </td><td>Midtown           </td><td style=\"text-align: right;\">   40.7536</td><td style=\"text-align: right;\">   -73.9838</td><td>Entire home/apt</td><td style=\"text-align: right;\">    225</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                 45</td><td>2019-05-21 00:00:00</td><td style=\"text-align: right;\">               0.38</td><td style=\"text-align: right;\">                               2</td><td style=\"text-align: right;\">               355</td><td style=\"text-align: right;\">  0.0523099 </td><td style=\"text-align: right;\">  0.0578568 </td><td style=\"text-align: right;\"> -0.0195406</td><td style=\"text-align: right;\"> -0.0340519</td><td style=\"text-align: right;\"> -0.105393  </td><td style=\"text-align: right;\"> -0.0715164 </td><td style=\"text-align: right;\">  0.0667718  </td><td style=\"text-align: right;\"> -0.0995475</td><td style=\"text-align: right;\">  0.0669272</td><td style=\"text-align: right;\"> -0.252029 </td><td style=\"text-align: right;\"> -0.28762  </td><td style=\"text-align: right;\"> -0.222814   </td><td style=\"text-align: right;\">  0.0067552</td><td style=\"text-align: right;\"> -0.152762  </td><td style=\"text-align: right;\">  0.0167626</td><td style=\"text-align: right;\"> -0.0769527 </td><td style=\"text-align: right;\"> -0.175218 </td><td style=\"text-align: right;\"> -0.30338 </td><td style=\"text-align: right;\"> -0.0224221 </td><td style=\"text-align: right;\">  0.0149105  </td><td style=\"text-align: right;\">  0.112921 </td><td style=\"text-align: right;\">  0.011683 </td><td style=\"text-align: right;\"> -0.0800958</td><td style=\"text-align: right;\"> -0.054658  </td><td style=\"text-align: right;\"> -0.121784 </td><td style=\"text-align: right;\"> -0.0560495  </td><td style=\"text-align: right;\"> -0.0465832 </td><td style=\"text-align: right;\">  0.0479338 </td><td style=\"text-align: right;\">  0.0417468</td><td style=\"text-align: right;\">  0.0632902 </td><td style=\"text-align: right;\">  0.0501199</td><td style=\"text-align: right;\">  0.0540562 </td><td style=\"text-align: right;\"> -0.278011 </td><td style=\"text-align: right;\"> -0.00615052</td><td style=\"text-align: right;\">  0.088027  </td><td style=\"text-align: right;\">  0.0389844</td><td style=\"text-align: right;\"> -0.0497869 </td><td style=\"text-align: right;\">  0.120383  </td><td style=\"text-align: right;\">  0.0370976</td><td style=\"text-align: right;\">  0.0785053</td><td style=\"text-align: right;\"> -0.0298153 </td><td style=\"text-align: right;\">  0.082098 </td><td style=\"text-align: right;\"> -0.206204  </td><td style=\"text-align: right;\"> -0.0398146</td><td style=\"text-align: right;\">  0.0799983 </td><td style=\"text-align: right;\"> -0.0338068 </td><td style=\"text-align: right;\">  0.0190699</td><td style=\"text-align: right;\">  0.0718061  </td><td style=\"text-align: right;\"> -0.0815118</td><td style=\"text-align: right;\"> -0.182066 </td><td style=\"text-align: right;\">  0.00318629</td><td style=\"text-align: right;\">  0.038275 </td><td style=\"text-align: right;\"> -0.0666655 </td><td style=\"text-align: right;\">  0.015676 </td><td style=\"text-align: right;\">  0.17117  </td><td style=\"text-align: right;\"> -0.0631721</td><td style=\"text-align: right;\">  0.137423 </td><td style=\"text-align: right;\"> -0.0216899 </td><td style=\"text-align: right;\"> -0.00895611</td><td style=\"text-align: right;\"> -0.199445  </td><td style=\"text-align: right;\">  0.131384 </td><td style=\"text-align: right;\"> -0.0895274</td><td style=\"text-align: right;\">  0.11694  </td><td style=\"text-align: right;\"> -0.0471204</td><td style=\"text-align: right;\"> -0.252463 </td><td style=\"text-align: right;\">  0.157629  </td><td style=\"text-align: right;\">  0.0416363</td><td style=\"text-align: right;\">  0.0257915  </td><td style=\"text-align: right;\"> -0.1427    </td><td style=\"text-align: right;\">  0.110785 </td><td style=\"text-align: right;\">  0.010283 </td><td style=\"text-align: right;\">  0.0313904</td><td style=\"text-align: right;\"> -0.098144  </td><td style=\"text-align: right;\"> -0.236772 </td><td style=\"text-align: right;\"> -0.109409 </td><td style=\"text-align: right;\">  0.0973819 </td><td style=\"text-align: right;\">  0.0224818 </td><td style=\"text-align: right;\">  0.0596788 </td><td style=\"text-align: right;\">  0.0520444</td><td style=\"text-align: right;\">  0.0225144</td><td style=\"text-align: right;\"> -0.076859  </td><td style=\"text-align: right;\"> -0.0208079</td><td style=\"text-align: right;\">  0.0829988 </td><td style=\"text-align: right;\"> -0.125589 </td><td style=\"text-align: right;\"> -0.0157068</td><td style=\"text-align: right;\"> -0.0265399</td><td style=\"text-align: right;\"> -0.0835411 </td><td style=\"text-align: right;\">  0.195345  </td><td style=\"text-align: right;\"> -0.0253804</td><td style=\"text-align: right;\">  0.0104178 </td><td style=\"text-align: right;\"> -0.0265698</td><td style=\"text-align: right;\">  0.068993  </td><td style=\"text-align: right;\">  0.0979654</td><td style=\"text-align: right;\"> -0.0469586</td><td style=\"text-align: right;\">  0.00372469</td><td style=\"text-align: right;\">  0.109078 </td><td style=\"text-align: right;\">  0.0941892</td><td style=\"text-align: right;\"> -0.0109906 </td><td style=\"text-align: right;\"> -0.0494521</td><td style=\"text-align: right;\"> -0.00368985</td></tr>\n",
+       "<tr><td style=\"text-align: right;\">3647</td><td>THE VILLAGE OF HARLEM....NEW YORK !             </td><td style=\"text-align: right;\">     4632</td><td>Elisabeth  </td><td>Manhattan            </td><td>Harlem            </td><td style=\"text-align: right;\">   40.809 </td><td style=\"text-align: right;\">   -73.9419</td><td>Private room   </td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                  0</td><td>                   </td><td style=\"text-align: right;\">             nan   </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               365</td><td style=\"text-align: right;\"> -0.0736597 </td><td style=\"text-align: right;\"> -0.00195124</td><td style=\"text-align: right;\"> -0.0597605</td><td style=\"text-align: right;\">  0.0561381</td><td style=\"text-align: right;\"> -0.113921  </td><td style=\"text-align: right;\"> -0.305115  </td><td style=\"text-align: right;\">  0.000788107</td><td style=\"text-align: right;\"> -0.496254 </td><td style=\"text-align: right;\"> -0.10771  </td><td style=\"text-align: right;\"> -0.215452 </td><td style=\"text-align: right;\">  0.0455301</td><td style=\"text-align: right;\"> -0.117805   </td><td style=\"text-align: right;\"> -0.367751 </td><td style=\"text-align: right;\"> -0.362844  </td><td style=\"text-align: right;\"> -0.0939434</td><td style=\"text-align: right;\"> -0.00162796</td><td style=\"text-align: right;\"> -0.161789 </td><td style=\"text-align: right;\"> -0.363744</td><td style=\"text-align: right;\"> -0.0963803 </td><td style=\"text-align: right;\">  0.284623   </td><td style=\"text-align: right;\"> -0.0365322</td><td style=\"text-align: right;\">  0.16571  </td><td style=\"text-align: right;\"> -0.0288207</td><td style=\"text-align: right;\"> -0.327701  </td><td style=\"text-align: right;\"> -0.26925  </td><td style=\"text-align: right;\">  0.093567   </td><td style=\"text-align: right;\">  0.110755  </td><td style=\"text-align: right;\"> -0.084918  </td><td style=\"text-align: right;\">  0.119361 </td><td style=\"text-align: right;\">  0.0146895 </td><td style=\"text-align: right;\">  0.175835 </td><td style=\"text-align: right;\">  0.118481  </td><td style=\"text-align: right;\"> -0.166853 </td><td style=\"text-align: right;\">  0.0491619 </td><td style=\"text-align: right;\">  0.109469  </td><td style=\"text-align: right;\"> -0.0608782</td><td style=\"text-align: right;\"> -0.406782  </td><td style=\"text-align: right;\">  0.146042  </td><td style=\"text-align: right;\">  0.0349158</td><td style=\"text-align: right;\">  0.240711 </td><td style=\"text-align: right;\"> -0.245614  </td><td style=\"text-align: right;\">  0.205142 </td><td style=\"text-align: right;\"> -0.200665  </td><td style=\"text-align: right;\"> -0.072765 </td><td style=\"text-align: right;\">  0.19207   </td><td style=\"text-align: right;\"> -0.206586  </td><td style=\"text-align: right;\">  0.112173 </td><td style=\"text-align: right;\">  0.151067   </td><td style=\"text-align: right;\"> -0.315353 </td><td style=\"text-align: right;\"> -0.221098 </td><td style=\"text-align: right;\"> -0.0137379 </td><td style=\"text-align: right;\"> -0.0910097</td><td style=\"text-align: right;\">  0.0664016 </td><td style=\"text-align: right;\">  0.0196531</td><td style=\"text-align: right;\">  0.0649695</td><td style=\"text-align: right;\"> -0.0977464</td><td style=\"text-align: right;\">  0.0417148</td><td style=\"text-align: right;\"> -0.208389  </td><td style=\"text-align: right;\">  0.0346621 </td><td style=\"text-align: right;\"> -0.00441945</td><td style=\"text-align: right;\">  0.108222 </td><td style=\"text-align: right;\"> -0.141519 </td><td style=\"text-align: right;\">  0.0902141</td><td style=\"text-align: right;\"> -0.0697726</td><td style=\"text-align: right;\"> -0.26969  </td><td style=\"text-align: right;\">  0.101143  </td><td style=\"text-align: right;\">  0.137356 </td><td style=\"text-align: right;\">  0.000970337</td><td style=\"text-align: right;\">  0.0117792 </td><td style=\"text-align: right;\"> -0.0150376</td><td style=\"text-align: right;\">  0.220041 </td><td style=\"text-align: right;\"> -0.105855 </td><td style=\"text-align: right;\"> -0.0114743 </td><td style=\"text-align: right;\"> -0.17404  </td><td style=\"text-align: right;\"> -0.0182933</td><td style=\"text-align: right;\">  0.220782  </td><td style=\"text-align: right;\">  0.063094  </td><td style=\"text-align: right;\">  0.0302294 </td><td style=\"text-align: right;\">  0.0580243</td><td style=\"text-align: right;\"> -0.140932 </td><td style=\"text-align: right;\"> -0.31881   </td><td style=\"text-align: right;\"> -0.0703791</td><td style=\"text-align: right;\">  0.0155047 </td><td style=\"text-align: right;\"> -0.112228 </td><td style=\"text-align: right;\"> -0.107801 </td><td style=\"text-align: right;\">  0.339738 </td><td style=\"text-align: right;\">  0.213393  </td><td style=\"text-align: right;\">  0.0173623 </td><td style=\"text-align: right;\">  0.0472617</td><td style=\"text-align: right;\">  0.292043  </td><td style=\"text-align: right;\">  0.092437 </td><td style=\"text-align: right;\">  0.0343744 </td><td style=\"text-align: right;\">  0.0573546</td><td style=\"text-align: right;\"> -0.0554279</td><td style=\"text-align: right;\"> -0.0159109 </td><td style=\"text-align: right;\">  0.148112 </td><td style=\"text-align: right;\">  0.058676 </td><td style=\"text-align: right;\"> -0.00924916</td><td style=\"text-align: right;\">  0.0431536</td><td style=\"text-align: right;\">  0.154147  </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">3831</td><td>Cozy Entire Floor of Brownstone                 </td><td style=\"text-align: right;\">     4869</td><td>LisaRoxanne</td><td>Brooklyn             </td><td>Clinton Hill      </td><td style=\"text-align: right;\">   40.6851</td><td style=\"text-align: right;\">   -73.9598</td><td>Entire home/apt</td><td style=\"text-align: right;\">     89</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                270</td><td>2019-07-05 00:00:00</td><td style=\"text-align: right;\">               4.64</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               194</td><td style=\"text-align: right;\"> -0.128105  </td><td style=\"text-align: right;\"> -0.0334781 </td><td style=\"text-align: right;\"> -0.0564939</td><td style=\"text-align: right;\"> -0.210495 </td><td style=\"text-align: right;\"> -0.0873319 </td><td style=\"text-align: right;\"> -0.120492  </td><td style=\"text-align: right;\">  0.112996   </td><td style=\"text-align: right;\"> -0.100114 </td><td style=\"text-align: right;\">  0.118676 </td><td style=\"text-align: right;\"> -0.241737 </td><td style=\"text-align: right;\"> -0.108079 </td><td style=\"text-align: right;\"> -0.206195   </td><td style=\"text-align: right;\">  0.0403666</td><td style=\"text-align: right;\"> -0.0690624 </td><td style=\"text-align: right;\">  0.057755 </td><td style=\"text-align: right;\">  0.0128287 </td><td style=\"text-align: right;\">  0.145727 </td><td style=\"text-align: right;\"> -0.167988</td><td style=\"text-align: right;\"> -0.0170696 </td><td style=\"text-align: right;\"> -0.000159699</td><td style=\"text-align: right;\">  0.0531425</td><td style=\"text-align: right;\"> -0.154954 </td><td style=\"text-align: right;\"> -0.0389587</td><td style=\"text-align: right;\"> -0.118792  </td><td style=\"text-align: right;\"> -0.0289653</td><td style=\"text-align: right;\"> -0.000475507</td><td style=\"text-align: right;\"> -0.119626  </td><td style=\"text-align: right;\"> -0.0183866 </td><td style=\"text-align: right;\">  0.14938  </td><td style=\"text-align: right;\">  0.201299  </td><td style=\"text-align: right;\">  0.0246527</td><td style=\"text-align: right;\">  0.0954247 </td><td style=\"text-align: right;\"> -0.178627 </td><td style=\"text-align: right;\">  0.227203  </td><td style=\"text-align: right;\"> -0.114215  </td><td style=\"text-align: right;\">  0.0575351</td><td style=\"text-align: right;\">  0.0297476 </td><td style=\"text-align: right;\">  0.145272  </td><td style=\"text-align: right;\"> -0.0603819</td><td style=\"text-align: right;\">  0.0630198</td><td style=\"text-align: right;\">  0.0111541 </td><td style=\"text-align: right;\">  0.146914 </td><td style=\"text-align: right;\"> -0.286553  </td><td style=\"text-align: right;\"> -0.129858 </td><td style=\"text-align: right;\">  0.134966  </td><td style=\"text-align: right;\"> -0.0583926 </td><td style=\"text-align: right;\">  0.183927 </td><td style=\"text-align: right;\"> -0.172609   </td><td style=\"text-align: right;\"> -0.1287   </td><td style=\"text-align: right;\"> -0.193686 </td><td style=\"text-align: right;\"> -0.152982  </td><td style=\"text-align: right;\">  0.103079 </td><td style=\"text-align: right;\">  0.120423  </td><td style=\"text-align: right;\">  0.0480106</td><td style=\"text-align: right;\">  0.139629 </td><td style=\"text-align: right;\">  0.164114 </td><td style=\"text-align: right;\">  0.162157 </td><td style=\"text-align: right;\">  0.0341455 </td><td style=\"text-align: right;\">  0.250643  </td><td style=\"text-align: right;\"> -0.0118833 </td><td style=\"text-align: right;\"> -0.0636219</td><td style=\"text-align: right;\">  0.0628641</td><td style=\"text-align: right;\">  0.0924567</td><td style=\"text-align: right;\"> -0.137306 </td><td style=\"text-align: right;\">  0.121591 </td><td style=\"text-align: right;\"> -0.0571501 </td><td style=\"text-align: right;\">  0.0738506</td><td style=\"text-align: right;\">  0.137195   </td><td style=\"text-align: right;\"> -0.273387  </td><td style=\"text-align: right;\"> -0.207347 </td><td style=\"text-align: right;\">  0.326579 </td><td style=\"text-align: right;\">  0.171442 </td><td style=\"text-align: right;\"> -0.0710404 </td><td style=\"text-align: right;\">  0.227607 </td><td style=\"text-align: right;\"> -0.163381 </td><td style=\"text-align: right;\"> -0.0410143 </td><td style=\"text-align: right;\">  0.326662  </td><td style=\"text-align: right;\">  0.115844  </td><td style=\"text-align: right;\">  0.0137917</td><td style=\"text-align: right;\">  0.0063749</td><td style=\"text-align: right;\"> -0.145554  </td><td style=\"text-align: right;\"> -0.0654745</td><td style=\"text-align: right;\"> -0.00717085</td><td style=\"text-align: right;\"> -0.0873188</td><td style=\"text-align: right;\"> -0.0949315</td><td style=\"text-align: right;\">  0.24107  </td><td style=\"text-align: right;\"> -0.114561  </td><td style=\"text-align: right;\">  0.033454  </td><td style=\"text-align: right;\"> -0.0532071</td><td style=\"text-align: right;\"> -0.076674  </td><td style=\"text-align: right;\"> -0.271782 </td><td style=\"text-align: right;\"> -0.0496446 </td><td style=\"text-align: right;\">  0.152218 </td><td style=\"text-align: right;\">  0.0299045</td><td style=\"text-align: right;\"> -0.0322249 </td><td style=\"text-align: right;\"> -0.251081 </td><td style=\"text-align: right;\">  0.236148 </td><td style=\"text-align: right;\"> -0.0550995 </td><td style=\"text-align: right;\">  0.0596226</td><td style=\"text-align: right;\">  0.185068  </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5022</td><td>Entire Apt: Spacious Studio/Loft by central park</td><td style=\"text-align: right;\">     7192</td><td>Laura      </td><td>Manhattan            </td><td>East Harlem       </td><td style=\"text-align: right;\">   40.7985</td><td style=\"text-align: right;\">   -73.944 </td><td>Entire home/apt</td><td style=\"text-align: right;\">     80</td><td style=\"text-align: right;\">              10</td><td style=\"text-align: right;\">                  9</td><td>2018-11-19 00:00:00</td><td style=\"text-align: right;\">               0.1 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\"> -0.0568595 </td><td style=\"text-align: right;\"> -0.0456849 </td><td style=\"text-align: right;\">  0.0364898</td><td style=\"text-align: right;\"> -0.155831 </td><td style=\"text-align: right;\"> -0.00598488</td><td style=\"text-align: right;\"> -0.0201727 </td><td style=\"text-align: right;\"> -0.0212313  </td><td style=\"text-align: right;\"> -0.268862 </td><td style=\"text-align: right;\">  0.092466 </td><td style=\"text-align: right;\"> -0.134044 </td><td style=\"text-align: right;\"> -0.225621 </td><td style=\"text-align: right;\"> -0.281411   </td><td style=\"text-align: right;\">  0.0753293</td><td style=\"text-align: right;\">  0.00911058</td><td style=\"text-align: right;\">  0.0572772</td><td style=\"text-align: right;\"> -0.0615024 </td><td style=\"text-align: right;\"> -0.0316041</td><td style=\"text-align: right;\"> -0.188047</td><td style=\"text-align: right;\">  0.004494  </td><td style=\"text-align: right;\">  0.152711   </td><td style=\"text-align: right;\">  0.112527 </td><td style=\"text-align: right;\"> -0.0798975</td><td style=\"text-align: right;\"> -0.0737587</td><td style=\"text-align: right;\"> -0.0653869 </td><td style=\"text-align: right;\"> -0.212576 </td><td style=\"text-align: right;\"> -0.0945587  </td><td style=\"text-align: right;\">  0.0385262 </td><td style=\"text-align: right;\"> -0.00280383</td><td style=\"text-align: right;\">  0.198006 </td><td style=\"text-align: right;\">  0.109023  </td><td style=\"text-align: right;\">  0.0869917</td><td style=\"text-align: right;\">  0.161418  </td><td style=\"text-align: right;\"> -0.0986888</td><td style=\"text-align: right;\">  0.00236774</td><td style=\"text-align: right;\"> -0.0958564 </td><td style=\"text-align: right;\"> -0.129836 </td><td style=\"text-align: right;\"> -0.159138  </td><td style=\"text-align: right;\"> -0.00259882</td><td style=\"text-align: right;\"> -0.0203112</td><td style=\"text-align: right;\">  0.061599 </td><td style=\"text-align: right;\">  0.0930068 </td><td style=\"text-align: right;\"> -0.0545258</td><td style=\"text-align: right;\"> -0.101769  </td><td style=\"text-align: right;\"> -0.0812734</td><td style=\"text-align: right;\"> -0.0253918 </td><td style=\"text-align: right;\"> 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</td><td style=\"text-align: right;\">  0.0878459</td><td style=\"text-align: right;\">  0.0110169  </td><td style=\"text-align: right;\"> -0.0457251 </td><td style=\"text-align: right;\"> -0.236337 </td><td style=\"text-align: right;\">  0.142589 </td><td style=\"text-align: right;\">  0.170367 </td><td style=\"text-align: right;\">  0.07894   </td><td style=\"text-align: right;\"> -0.0891258</td><td style=\"text-align: right;\"> -0.082018 </td><td style=\"text-align: right;\">  0.0820554 </td><td style=\"text-align: right;\">  0.0618235 </td><td style=\"text-align: right;\">  0.0934742 </td><td style=\"text-align: right;\">  0.2499   </td><td style=\"text-align: right;\"> -0.0739922</td><td style=\"text-align: right;\"> -0.152659  </td><td style=\"text-align: right;\"> -0.159715 </td><td style=\"text-align: right;\"> -0.0331602 </td><td style=\"text-align: right;\">  0.095142 </td><td style=\"text-align: right;\"> -0.0194571</td><td style=\"text-align: right;\">  0.0233156</td><td style=\"text-align: right;\">  0.00721727</td><td style=\"text-align: right;\">  0.0251246 </td><td style=\"text-align: right;\">  0.0373411</td><td style=\"text-align: right;\"> -0.0173205 </td><td style=\"text-align: right;\"> -0.0660417</td><td style=\"text-align: right;\"> -0.0731588 </td><td style=\"text-align: right;\">  0.0735256</td><td style=\"text-align: right;\"> -0.0123846</td><td style=\"text-align: right;\">  0.0150532 </td><td style=\"text-align: right;\"> -0.150384 </td><td style=\"text-align: right;\">  0.249009 </td><td style=\"text-align: right;\"> -0.00676041</td><td style=\"text-align: right;\"> -0.0969497</td><td style=\"text-align: right;\">  0.0843618 </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5099</td><td>Large Cozy 1 BR Apartment In Midtown East       </td><td style=\"text-align: right;\">     7322</td><td>Chris      </td><td>Manhattan            </td><td>Murray Hill       </td><td style=\"text-align: right;\">   40.7477</td><td style=\"text-align: right;\">   -73.975 </td><td>Entire home/apt</td><td style=\"text-align: right;\">    200</td><td style=\"text-align: right;\">               3</td><td style=\"text-align: right;\">                 74</td><td>2019-06-22 00:00:00</td><td style=\"text-align: right;\">               0.59</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               129</td><td style=\"text-align: right;\"> -0.084824  </td><td style=\"text-align: right;\">  0.0941948 </td><td style=\"text-align: right;\">  0.0919014</td><td style=\"text-align: right;\"> -0.103128 </td><td style=\"text-align: right;\"> -0.0398618 </td><td style=\"text-align: right;\"> -0.179761  </td><td style=\"text-align: right;\">  0.0603582  </td><td style=\"text-align: right;\"> -0.192886 </td><td style=\"text-align: right;\">  0.130729 </td><td style=\"text-align: right;\"> -0.214851 </td><td style=\"text-align: right;\"> -0.134291 </td><td style=\"text-align: right;\"> -0.183446   </td><td style=\"text-align: right;\">  0.0673564</td><td style=\"text-align: right;\"> -0.0450748 </td><td style=\"text-align: right;\">  0.0881007</td><td style=\"text-align: right;\"> -0.0960093 </td><td style=\"text-align: right;\"> -0.0455666</td><td style=\"text-align: right;\"> -0.311156</td><td style=\"text-align: right;\"> -0.116092  </td><td style=\"text-align: right;\">  0.0494295  </td><td style=\"text-align: right;\">  0.125644 </td><td style=\"text-align: right;\"> -0.0241543</td><td style=\"text-align: right;\"> -0.0754261</td><td style=\"text-align: right;\">  0.00315101</td><td style=\"text-align: right;\"> -0.181509 </td><td style=\"text-align: right;\"> -0.122434   </td><td style=\"text-align: right;\"> -0.0883913 </td><td style=\"text-align: right;\"> -0.0846092 </td><td style=\"text-align: right;\">  0.072109 </td><td style=\"text-align: right;\">  0.174696  </td><td style=\"text-align: right;\">  0.0909569</td><td style=\"text-align: right;\">  0.0949525 </td><td style=\"text-align: right;\"> -0.289759 </td><td style=\"text-align: right;\">  0.115682  </td><td style=\"text-align: right;\">  0.118405  </td><td style=\"text-align: right;\"> -0.0777952</td><td style=\"text-align: right;\"> -0.0944415 </td><td style=\"text-align: right;\"> -0.0258855 </td><td style=\"text-align: right;\"> -0.0360688</td><td style=\"text-align: right;\">  0.177977 </td><td style=\"text-align: right;\"> -0.0532067 </td><td style=\"text-align: right;\"> -0.131395 </td><td style=\"text-align: right;\"> -0.16945   </td><td style=\"text-align: right;\"> -0.121979 </td><td style=\"text-align: right;\">  0.0178254 </td><td style=\"text-align: right;\">  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</td><td style=\"text-align: right;\"> -0.0353197</td><td style=\"text-align: right;\"> -0.0262407  </td><td style=\"text-align: right;\"> -0.0283557 </td><td style=\"text-align: right;\"> -0.064835 </td><td style=\"text-align: right;\">  0.0937897</td><td style=\"text-align: right;\">  0.120466 </td><td style=\"text-align: right;\"> -0.0882666 </td><td style=\"text-align: right;\"> -0.235637 </td><td style=\"text-align: right;\"> -0.100387 </td><td style=\"text-align: right;\">  0.0944266 </td><td style=\"text-align: right;\">  0.115916  </td><td style=\"text-align: right;\">  0.0372106 </td><td style=\"text-align: right;\">  0.026393 </td><td style=\"text-align: right;\"> -0.099998 </td><td style=\"text-align: right;\"> -0.00868706</td><td style=\"text-align: right;\"> -0.115919 </td><td style=\"text-align: right;\"> -0.0672358 </td><td style=\"text-align: right;\"> -0.144867 </td><td style=\"text-align: right;\"> -0.208203 </td><td style=\"text-align: right;\">  0.0728675</td><td style=\"text-align: right;\">  0.00738051</td><td style=\"text-align: right;\">  0.186913  </td><td style=\"text-align: right;\"> -0.0278111</td><td style=\"text-align: right;\">  0.0484285 </td><td style=\"text-align: right;\"> -0.065824 </td><td style=\"text-align: right;\">  0.0679965 </td><td style=\"text-align: right;\">  0.0575044</td><td style=\"text-align: right;\"> -0.0525968</td><td style=\"text-align: right;\">  0.0611584 </td><td style=\"text-align: right;\"> -0.0427482</td><td style=\"text-align: right;\">  0.33214  </td><td style=\"text-align: right;\">  0.109533  </td><td style=\"text-align: right;\">  0.0432821</td><td style=\"text-align: right;\">  0.110511  </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5121</td><td>BlissArtsSpace!                                 </td><td style=\"text-align: right;\">     7356</td><td>Garon      </td><td>Brooklyn             </td><td>Bedford-Stuyvesant</td><td style=\"text-align: right;\">   40.6869</td><td style=\"text-align: right;\">   -73.956 </td><td>Private room   </td><td style=\"text-align: right;\">     60</td><td style=\"text-align: right;\">              45</td><td style=\"text-align: right;\">                 49</td><td>2017-10-05 00:00:00</td><td style=\"text-align: right;\">               0.4 </td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan       </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan          </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td><td style=\"text-align: right;\">nan        </td><td style=\"text-align: right;\">nan         </td></tr>\n",
+       "<tr><td style=\"text-align: right;\">5178</td><td>Large Furnished Room Near B&#x27;way                 </td><td style=\"text-align: right;\">     8967</td><td>Shunichi   </td><td>Manhattan            </td><td>Hell&#x27;s Kitchen    </td><td style=\"text-align: right;\">   40.7649</td><td style=\"text-align: right;\">   -73.9849</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                430</td><td>2019-06-24 00:00:00</td><td style=\"text-align: right;\">               3.47</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">               220</td><td style=\"text-align: right;\"> -0.0457715 </td><td style=\"text-align: right;\"> -0.0573934 </td><td style=\"text-align: right;\"> -0.0506927</td><td style=\"text-align: right;\">  0.0444841</td><td style=\"text-align: right;\"> -0.0962687 </td><td 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+       "<tr><td style=\"text-align: right;\">5203</td><td>Cozy Clean Guest Room - Family Apt              </td><td style=\"text-align: right;\">     7490</td><td>MaryEllen  </td><td>Manhattan            </td><td>Upper West Side   </td><td style=\"text-align: right;\">   40.8018</td><td style=\"text-align: right;\">   -73.9672</td><td>Private room   </td><td style=\"text-align: right;\">     79</td><td style=\"text-align: right;\">               2</td><td style=\"text-align: right;\">                118</td><td>2017-07-21 00:00:00</td><td style=\"text-align: right;\">               0.99</td><td style=\"text-align: right;\">                               1</td><td style=\"text-align: right;\">                 0</td><td style=\"text-align: right;\"> -0.0273911 </td><td style=\"text-align: right;\"> -0.204566  </td><td style=\"text-align: right;\">  0.0898938</td><td style=\"text-align: right;\">  0.0165926</td><td style=\"text-align: right;\"> -0.107656  </td><td style=\"text-align: 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+       "<tr><td style=\"text-align: right;\">5238</td><td>Cute &amp; Cozy Lower East Side 1 bdrm              </td><td style=\"text-align: right;\">     7549</td><td>Ben        </td><td>Manhattan            </td><td>Chinatown         </td><td style=\"text-align: right;\">   40.7134</td><td style=\"text-align: right;\">   -73.9904</td><td>Entire home/apt</td><td style=\"text-align: right;\">    150</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">                160</td><td>2019-06-09 00:00:00</td><td style=\"text-align: right;\">               1.33</td><td style=\"text-align: right;\">                               4</td><td style=\"text-align: right;\">               188</td><td style=\"text-align: right;\">  0.00679589</td><td style=\"text-align: right;\">  0.0958187 </td><td style=\"text-align: right;\">  0.104948 </td><td style=\"text-align: right;\"> -0.0783267</td><td style=\"text-align: right;\">  0.186257  </td><td style=\"text-align: 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style=\"text-align: right;\">  0.213098  </td><td style=\"text-align: right;\">  0.181774  </td><td style=\"text-align: right;\">  0.213265 </td><td style=\"text-align: right;\">  0.158786  </td><td style=\"text-align: right;\"> -0.114498 </td><td style=\"text-align: right;\">  0.0840308 </td><td style=\"text-align: right;\">  0.0579114</td><td style=\"text-align: right;\"> -0.0650656</td><td style=\"text-align: right;\">  0.0204457 </td><td style=\"text-align: right;\">  0.0546118</td><td style=\"text-align: right;\">  0.470772 </td><td style=\"text-align: right;\">  0.230326  </td><td style=\"text-align: right;\">  0.0308468</td><td style=\"text-align: right;\">  0.336285  </td></tr>\n",
        "</tbody>\n",
        "</table>"
       ]
@@ -862,7 +881,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 119,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -881,7 +900,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -902,7 +921,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -910,14 +929,14 @@
       "text/html": [
        "<table>\n",
        "<thead>\n",
-       "<tr><th>model_id                        </th><th style=\"text-align: right;\">    mae</th><th style=\"text-align: right;\">  mean_residual_deviance</th><th style=\"text-align: right;\">   rmse</th><th style=\"text-align: right;\">    mse</th><th style=\"text-align: right;\">     rmsle</th></tr>\n",
+       "<tr><th>model_id                        </th><th style=\"text-align: right;\">    mae</th><th style=\"text-align: right;\">  mean_residual_deviance</th><th style=\"text-align: right;\">   rmse</th><th style=\"text-align: right;\">    mse</th><th style=\"text-align: right;\">  rmsle</th></tr>\n",
        "</thead>\n",
        "<tbody>\n",
-       "<tr><td>XGBoost_2_AutoML_20200707_131729</td><td style=\"text-align: right;\">63.2002</td><td style=\"text-align: right;\">                 46918.3</td><td style=\"text-align: right;\">216.606</td><td style=\"text-align: right;\">46918.3</td><td style=\"text-align: right;\">nan       </td></tr>\n",
-       "<tr><td>XGBoost_1_AutoML_20200707_131729</td><td style=\"text-align: right;\">63.8126</td><td style=\"text-align: right;\">                 47443.6</td><td style=\"text-align: right;\">217.816</td><td style=\"text-align: right;\">47443.6</td><td style=\"text-align: right;\">nan       </td></tr>\n",
-       "<tr><td>XGBoost_3_AutoML_20200707_131729</td><td style=\"text-align: right;\">64.8888</td><td style=\"text-align: right;\">                 48617.1</td><td style=\"text-align: right;\">220.493</td><td style=\"text-align: right;\">48617.1</td><td style=\"text-align: right;\">  0.500043</td></tr>\n",
-       "<tr><td>GBM_1_AutoML_20200707_131729    </td><td style=\"text-align: right;\">66.5074</td><td style=\"text-align: right;\">                 50912.3</td><td style=\"text-align: right;\">225.638</td><td style=\"text-align: right;\">50912.3</td><td style=\"text-align: right;\">nan       </td></tr>\n",
-       "<tr><td>GLM_1_AutoML_20200707_131729    </td><td style=\"text-align: right;\">70.9775</td><td style=\"text-align: right;\">                 50161.4</td><td style=\"text-align: right;\">223.967</td><td style=\"text-align: right;\">50161.4</td><td style=\"text-align: right;\">nan       </td></tr>\n",
+       "<tr><td>GBM_1_AutoML_20210414_110401    </td><td style=\"text-align: right;\">67.1978</td><td style=\"text-align: right;\">                 50456.2</td><td style=\"text-align: right;\">224.625</td><td style=\"text-align: right;\">50456.2</td><td style=\"text-align: right;\">    nan</td></tr>\n",
+       "<tr><td>XGBoost_3_AutoML_20210414_110401</td><td style=\"text-align: right;\">67.9921</td><td style=\"text-align: right;\">                 49895.8</td><td style=\"text-align: right;\">223.374</td><td style=\"text-align: right;\">49895.8</td><td style=\"text-align: right;\">    nan</td></tr>\n",
+       "<tr><td>GLM_1_AutoML_20210414_110401    </td><td style=\"text-align: right;\">71.1464</td><td style=\"text-align: right;\">                 50027.7</td><td style=\"text-align: right;\">223.669</td><td style=\"text-align: right;\">50027.7</td><td style=\"text-align: right;\">    nan</td></tr>\n",
+       "<tr><td>XGBoost_1_AutoML_20210414_110401</td><td style=\"text-align: right;\">75.0016</td><td style=\"text-align: right;\">                 53300.9</td><td style=\"text-align: right;\">230.87 </td><td style=\"text-align: right;\">53300.9</td><td style=\"text-align: right;\">    nan</td></tr>\n",
+       "<tr><td>XGBoost_2_AutoML_20210414_110401</td><td style=\"text-align: right;\">82.5068</td><td style=\"text-align: right;\">                 53938.3</td><td style=\"text-align: right;\">232.246</td><td style=\"text-align: right;\">53938.3</td><td style=\"text-align: right;\">    nan</td></tr>\n",
        "</tbody>\n",
        "</table>"
       ]
@@ -929,7 +948,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 121,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -940,7 +959,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -956,12 +975,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x720 with 1 Axes>"
       ]
@@ -985,15 +1004,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/almir/.conda/envs/sentynela/lib/python3.7/site-packages/h2o/model/model_base.py:1372: MatplotlibDeprecationWarning: Since 3.2, the parameter *where* must have the same size as [-0.6078968048095703 -0.5498835836586199 -0.4918703625076696\n",
+      " -0.43385714135671916 -0.3758439202057688 -0.3178306990548184\n",
+      " -0.259817477903868 -0.20180425675291763 -0.14379103560196727\n",
+      " -0.08577781445101684 -0.02776459330006653 0.03024862785088389\n",
+      " 0.08826184900183431 0.14627507015278463 0.20428829130373505\n",
+      " 0.26230151245468536 0.3203147336056358 0.3783279547565862\n",
+      " 0.4363411759075366 0.49435439705848694] in fill_betweenx(). This will become an error two minor releases later.\n",
+      "  axs.fill_between(x, lower, upper, where=lower < upper, alpha=0.1, interpolate=False)\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "\n",
-      "PartialDependence: Partial Dependence Plot of model XGBoost_2_AutoML_20200707_131729 on column 'C69'\n"
+      "PartialDependence: Partial Dependence Plot of model GBM_1_AutoML_20210414_110401 on column 'C69'.\n"
      ]
     },
     {
@@ -1026,143 +1059,143 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.583054</td>\n",
-       "      <td>153.709187</td>\n",
-       "      <td>120.852451</td>\n",
-       "      <td>0.546542</td>\n",
+       "      <td>-0.607897</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.511015</td>\n",
-       "      <td>153.709187</td>\n",
-       "      <td>120.852451</td>\n",
-       "      <td>0.546542</td>\n",
+       "      <td>-0.549884</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.438976</td>\n",
-       "      <td>153.709187</td>\n",
-       "      <td>120.852451</td>\n",
-       "      <td>0.546542</td>\n",
+       "      <td>-0.491870</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.366938</td>\n",
-       "      <td>153.709187</td>\n",
-       "      <td>120.852451</td>\n",
-       "      <td>0.546542</td>\n",
+       "      <td>-0.433857</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.294899</td>\n",
-       "      <td>150.767991</td>\n",
-       "      <td>122.249381</td>\n",
-       "      <td>0.552859</td>\n",
+       "      <td>-0.375844</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>-0.222861</td>\n",
-       "      <td>149.756633</td>\n",
-       "      <td>122.443137</td>\n",
-       "      <td>0.553735</td>\n",
+       "      <td>-0.317831</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>-0.150822</td>\n",
-       "      <td>149.275402</td>\n",
-       "      <td>122.291166</td>\n",
-       "      <td>0.553048</td>\n",
+       "      <td>-0.259817</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>-0.078783</td>\n",
-       "      <td>148.861402</td>\n",
-       "      <td>122.030298</td>\n",
-       "      <td>0.551868</td>\n",
+       "      <td>-0.201804</td>\n",
+       "      <td>154.523092</td>\n",
+       "      <td>160.229181</td>\n",
+       "      <td>0.724618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>-0.006745</td>\n",
-       "      <td>148.569403</td>\n",
-       "      <td>121.875370</td>\n",
-       "      <td>0.551168</td>\n",
+       "      <td>-0.143791</td>\n",
+       "      <td>153.260882</td>\n",
+       "      <td>156.081858</td>\n",
+       "      <td>0.705863</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>0.065294</td>\n",
-       "      <td>148.606023</td>\n",
-       "      <td>121.931312</td>\n",
-       "      <td>0.551421</td>\n",
+       "      <td>-0.085778</td>\n",
+       "      <td>153.260882</td>\n",
+       "      <td>156.081858</td>\n",
+       "      <td>0.705863</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>0.137333</td>\n",
-       "      <td>145.784465</td>\n",
-       "      <td>119.885808</td>\n",
-       "      <td>0.542170</td>\n",
+       "      <td>-0.027765</td>\n",
+       "      <td>153.059724</td>\n",
+       "      <td>156.072227</td>\n",
+       "      <td>0.705819</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>0.209371</td>\n",
-       "      <td>147.143268</td>\n",
-       "      <td>121.174072</td>\n",
-       "      <td>0.547996</td>\n",
+       "      <td>0.030249</td>\n",
+       "      <td>152.940399</td>\n",
+       "      <td>156.040370</td>\n",
+       "      <td>0.705675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>0.281410</td>\n",
-       "      <td>161.327017</td>\n",
-       "      <td>117.436860</td>\n",
-       "      <td>0.531095</td>\n",
+       "      <td>0.088262</td>\n",
+       "      <td>151.553486</td>\n",
+       "      <td>155.638539</td>\n",
+       "      <td>0.703858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
-       "      <td>0.353448</td>\n",
-       "      <td>308.266864</td>\n",
-       "      <td>172.226590</td>\n",
-       "      <td>0.778875</td>\n",
+       "      <td>0.146275</td>\n",
+       "      <td>151.619167</td>\n",
+       "      <td>155.686627</td>\n",
+       "      <td>0.704075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>0.425487</td>\n",
-       "      <td>522.051162</td>\n",
-       "      <td>195.771694</td>\n",
-       "      <td>0.885355</td>\n",
+       "      <td>0.204288</td>\n",
+       "      <td>149.779833</td>\n",
+       "      <td>155.621134</td>\n",
+       "      <td>0.703779</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>0.497526</td>\n",
-       "      <td>463.903267</td>\n",
-       "      <td>197.653685</td>\n",
-       "      <td>0.893867</td>\n",
+       "      <td>0.262302</td>\n",
+       "      <td>149.779833</td>\n",
+       "      <td>155.621134</td>\n",
+       "      <td>0.703779</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>0.569564</td>\n",
-       "      <td>463.903267</td>\n",
-       "      <td>197.653685</td>\n",
-       "      <td>0.893867</td>\n",
+       "      <td>0.320315</td>\n",
+       "      <td>149.779833</td>\n",
+       "      <td>155.621134</td>\n",
+       "      <td>0.703779</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>0.641603</td>\n",
-       "      <td>463.903267</td>\n",
-       "      <td>197.653685</td>\n",
-       "      <td>0.893867</td>\n",
+       "      <td>0.378328</td>\n",
+       "      <td>168.501131</td>\n",
+       "      <td>159.855642</td>\n",
+       "      <td>0.722929</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>0.713641</td>\n",
-       "      <td>463.903267</td>\n",
-       "      <td>197.653685</td>\n",
-       "      <td>0.893867</td>\n",
+       "      <td>0.436341</td>\n",
+       "      <td>168.501131</td>\n",
+       "      <td>159.855642</td>\n",
+       "      <td>0.722929</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>0.785680</td>\n",
-       "      <td>463.903267</td>\n",
-       "      <td>197.653685</td>\n",
-       "      <td>0.893867</td>\n",
+       "      <td>0.494354</td>\n",
+       "      <td>168.501131</td>\n",
+       "      <td>159.855642</td>\n",
+       "      <td>0.722929</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1170,26 +1203,26 @@
       ],
       "text/plain": [
        "         c69  mean_response  stddev_response  std_error_mean_response\n",
-       "0  -0.583054     153.709187       120.852451                 0.546542\n",
-       "1  -0.511015     153.709187       120.852451                 0.546542\n",
-       "2  -0.438976     153.709187       120.852451                 0.546542\n",
-       "3  -0.366938     153.709187       120.852451                 0.546542\n",
-       "4  -0.294899     150.767991       122.249381                 0.552859\n",
-       "5  -0.222861     149.756633       122.443137                 0.553735\n",
-       "6  -0.150822     149.275402       122.291166                 0.553048\n",
-       "7  -0.078783     148.861402       122.030298                 0.551868\n",
-       "8  -0.006745     148.569403       121.875370                 0.551168\n",
-       "9   0.065294     148.606023       121.931312                 0.551421\n",
-       "10  0.137333     145.784465       119.885808                 0.542170\n",
-       "11  0.209371     147.143268       121.174072                 0.547996\n",
-       "12  0.281410     161.327017       117.436860                 0.531095\n",
-       "13  0.353448     308.266864       172.226590                 0.778875\n",
-       "14  0.425487     522.051162       195.771694                 0.885355\n",
-       "15  0.497526     463.903267       197.653685                 0.893867\n",
-       "16  0.569564     463.903267       197.653685                 0.893867\n",
-       "17  0.641603     463.903267       197.653685                 0.893867\n",
-       "18  0.713641     463.903267       197.653685                 0.893867\n",
-       "19  0.785680     463.903267       197.653685                 0.893867"
+       "0  -0.607897     154.523092       160.229181                 0.724618\n",
+       "1  -0.549884     154.523092       160.229181                 0.724618\n",
+       "2  -0.491870     154.523092       160.229181                 0.724618\n",
+       "3  -0.433857     154.523092       160.229181                 0.724618\n",
+       "4  -0.375844     154.523092       160.229181                 0.724618\n",
+       "5  -0.317831     154.523092       160.229181                 0.724618\n",
+       "6  -0.259817     154.523092       160.229181                 0.724618\n",
+       "7  -0.201804     154.523092       160.229181                 0.724618\n",
+       "8  -0.143791     153.260882       156.081858                 0.705863\n",
+       "9  -0.085778     153.260882       156.081858                 0.705863\n",
+       "10 -0.027765     153.059724       156.072227                 0.705819\n",
+       "11  0.030249     152.940399       156.040370                 0.705675\n",
+       "12  0.088262     151.553486       155.638539                 0.703858\n",
+       "13  0.146275     151.619167       155.686627                 0.704075\n",
+       "14  0.204288     149.779833       155.621134                 0.703779\n",
+       "15  0.262302     149.779833       155.621134                 0.703779\n",
+       "16  0.320315     149.779833       155.621134                 0.703779\n",
+       "17  0.378328     168.501131       159.855642                 0.722929\n",
+       "18  0.436341     168.501131       159.855642                 0.722929\n",
+       "19  0.494354     168.501131       159.855642                 0.722929"
       ]
      },
      "metadata": {},
@@ -1201,13 +1234,13 @@
        "[]"
       ]
      },
-     "execution_count": 143,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 1 Axes>"
       ]
@@ -1231,7 +1264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1257,12 +1290,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1279,14 +1312,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "H2O session _sid_8693 closed.\n"
+      "H2O session _sid_91b7 closed.\n"
      ]
     }
    ],
@@ -1318,7 +1351,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.7.9"
   }
  },
  "nbformat": 4,