diff --git a/README.md b/README.md
index dbdfe31..0208660 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@ This is a predictive model that works with population, governmental transfers, a
 This project is written in **Python** and uses the following Python libraries installed:
 
 * [Pandas](https://pandas.pydata.org/)
-* [Numpy](https://numpy.org/)
 * [matplotlib](https://matplotlib.org/)
 * [Seaborn](https://seaborn.pydata.org/)
 * [SciPy Stats](https://docs.scipy.org/doc/scipy/tutorial/stats.html)
@@ -51,7 +50,6 @@ The user might run into issues installing `sklearn`, this can be resolved by usi
   * Line 9
 * Markdown and README
 
-
 Throughout kentucky_pov_ml.ipynb look to the markdown notes for further information on the code presented.
 
 ### Further work to be done:
diff --git a/kentucky_povrate_ml.ipynb b/kentucky_povrate_ml.ipynb
index 2f9740c..11a2ddd 100644
--- a/kentucky_povrate_ml.ipynb
+++ b/kentucky_povrate_ml.ipynb
@@ -23,7 +23,6 @@
    "outputs": [],
    "source": [
     "import pandas as pd\n",
-    "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "import seaborn as sns\n",
     "from scipy.stats import pearsonr , spearmanr\n",
@@ -526,319 +525,319 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1253</th>\n",
-       "      <td>Carter County, KY</td>\n",
+       "      <th>1321</th>\n",
+       "      <td>Montgomery County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>7.161154</td>\n",
-       "      <td>11.964175</td>\n",
-       "      <td>2.948242</td>\n",
-       "      <td>0.194275</td>\n",
-       "      <td>26797</td>\n",
-       "      <td>2.968643</td>\n",
-       "      <td>8.3</td>\n",
+       "      <td>23.500000</td>\n",
+       "      <td>15.881035</td>\n",
+       "      <td>8.173329</td>\n",
+       "      <td>2.017834</td>\n",
+       "      <td>0.135927</td>\n",
+       "      <td>26860</td>\n",
+       "      <td>1.176897</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>2012-01-01</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>656</th>\n",
+       "      <td>Graves County, KY</td>\n",
+       "      <td>21</td>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>12.426165</td>\n",
+       "      <td>11.247675</td>\n",
+       "      <td>2.984805</td>\n",
+       "      <td>0.188483</td>\n",
+       "      <td>37266</td>\n",
+       "      <td>2.738310</td>\n",
+       "      <td>4.6</td>\n",
        "      <td>2019-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>997</th>\n",
-       "      <td>Barren County, KY</td>\n",
+       "      <th>9</th>\n",
+       "      <td>Jefferson County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>17.800000</td>\n",
-       "      <td>15.843979</td>\n",
-       "      <td>7.495861</td>\n",
-       "      <td>1.960841</td>\n",
-       "      <td>0.150525</td>\n",
-       "      <td>41435</td>\n",
-       "      <td>1.426209</td>\n",
-       "      <td>5.2</td>\n",
-       "      <td>2007-01-01</td>\n",
+       "      <td>14.200000</td>\n",
+       "      <td>35.990448</td>\n",
+       "      <td>9.287062</td>\n",
+       "      <td>2.294696</td>\n",
+       "      <td>0.166599</td>\n",
+       "      <td>766757</td>\n",
+       "      <td>1.991303</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>2019-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>933</th>\n",
-       "      <td>Hardin County, KY</td>\n",
+       "      <th>920</th>\n",
+       "      <td>Grayson County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>13.000000</td>\n",
-       "      <td>23.804953</td>\n",
-       "      <td>6.014126</td>\n",
-       "      <td>1.071944</td>\n",
-       "      <td>0.103278</td>\n",
-       "      <td>95015</td>\n",
-       "      <td>1.078955</td>\n",
-       "      <td>5.4</td>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>11.018719</td>\n",
+       "      <td>6.995480</td>\n",
+       "      <td>1.463927</td>\n",
+       "      <td>0.138491</td>\n",
+       "      <td>24962</td>\n",
+       "      <td>1.469075</td>\n",
+       "      <td>7.1</td>\n",
        "      <td>2004-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>713</th>\n",
-       "      <td>Calloway County, KY</td>\n",
+       "      <th>1815</th>\n",
+       "      <td>Owsley County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>20.430784</td>\n",
-       "      <td>15.422836</td>\n",
-       "      <td>6.061980</td>\n",
-       "      <td>1.311061</td>\n",
-       "      <td>0.146178</td>\n",
-       "      <td>34499</td>\n",
-       "      <td>0.888641</td>\n",
-       "      <td>7.1</td>\n",
-       "      <td>2002-01-01</td>\n",
-       "      <td>False</td>\n",
+       "      <td>45.100000</td>\n",
+       "      <td>4.359246</td>\n",
+       "      <td>16.919987</td>\n",
+       "      <td>2.861929</td>\n",
+       "      <td>0.177699</td>\n",
+       "      <td>4502</td>\n",
+       "      <td>7.470229</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>2014-01-01</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>357</th>\n",
-       "      <td>Franklin County, KY</td>\n",
+       "      <th>451</th>\n",
+       "      <td>Grant County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>15.200000</td>\n",
-       "      <td>28.217741</td>\n",
-       "      <td>9.739244</td>\n",
-       "      <td>2.831964</td>\n",
-       "      <td>0.142133</td>\n",
-       "      <td>49313</td>\n",
-       "      <td>1.060611</td>\n",
-       "      <td>7.9</td>\n",
-       "      <td>2011-01-01</td>\n",
+       "      <td>15.600000</td>\n",
+       "      <td>7.902816</td>\n",
+       "      <td>6.414626</td>\n",
+       "      <td>1.581160</td>\n",
+       "      <td>0.100228</td>\n",
+       "      <td>24544</td>\n",
+       "      <td>1.058049</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>2007-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>962</th>\n",
-       "      <td>Monroe County, KY</td>\n",
+       "      <th>447</th>\n",
+       "      <td>Kenton County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>23.500000</td>\n",
-       "      <td>8.739933</td>\n",
-       "      <td>10.445418</td>\n",
-       "      <td>3.007630</td>\n",
-       "      <td>0.169882</td>\n",
-       "      <td>10990</td>\n",
-       "      <td>2.249311</td>\n",
-       "      <td>8.3</td>\n",
-       "      <td>2008-01-01</td>\n",
-       "      <td>True</td>\n",
+       "      <td>11.300000</td>\n",
+       "      <td>18.808552</td>\n",
+       "      <td>5.450023</td>\n",
+       "      <td>1.184374</td>\n",
+       "      <td>0.110031</td>\n",
+       "      <td>153138</td>\n",
+       "      <td>0.916748</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>2004-01-01</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>223</th>\n",
-       "      <td>Fayette County, KY</td>\n",
+       "      <th>743</th>\n",
+       "      <td>Marshall County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>17.400000</td>\n",
-       "      <td>29.270203</td>\n",
-       "      <td>6.720423</td>\n",
-       "      <td>1.350066</td>\n",
-       "      <td>0.104949</td>\n",
-       "      <td>292514</td>\n",
-       "      <td>0.955715</td>\n",
-       "      <td>7.8</td>\n",
-       "      <td>2009-01-01</td>\n",
+       "      <td>13.700000</td>\n",
+       "      <td>16.654171</td>\n",
+       "      <td>9.731167</td>\n",
+       "      <td>2.692509</td>\n",
+       "      <td>0.200218</td>\n",
+       "      <td>31261</td>\n",
+       "      <td>1.120017</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>2012-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1017</th>\n",
-       "      <td>Barren County, KY</td>\n",
+       "      <th>1809</th>\n",
+       "      <td>Clark County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>19.700000</td>\n",
-       "      <td>13.961295</td>\n",
-       "      <td>8.977512</td>\n",
-       "      <td>2.171124</td>\n",
-       "      <td>0.152546</td>\n",
-       "      <td>42171</td>\n",
-       "      <td>1.621197</td>\n",
-       "      <td>12.3</td>\n",
-       "      <td>2009-01-01</td>\n",
+       "      <td>20.430784</td>\n",
+       "      <td>17.591070</td>\n",
+       "      <td>5.768903</td>\n",
+       "      <td>1.144135</td>\n",
+       "      <td>0.125872</td>\n",
+       "      <td>33407</td>\n",
+       "      <td>1.079571</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>2002-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1699</th>\n",
-       "      <td>Lewis County, KY</td>\n",
+       "      <th>1434</th>\n",
+       "      <td>Hopkins County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>28.200000</td>\n",
-       "      <td>4.818586</td>\n",
-       "      <td>9.594358</td>\n",
-       "      <td>2.015576</td>\n",
-       "      <td>0.146101</td>\n",
-       "      <td>13915</td>\n",
-       "      <td>2.106990</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>2009-01-01</td>\n",
-       "      <td>True</td>\n",
+       "      <td>18.500000</td>\n",
+       "      <td>16.228664</td>\n",
+       "      <td>8.579361</td>\n",
+       "      <td>1.992881</td>\n",
+       "      <td>0.150943</td>\n",
+       "      <td>47051</td>\n",
+       "      <td>1.311985</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>2008-01-01</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1869</th>\n",
-       "      <td>Bell County, KY</td>\n",
+       "      <th>1660</th>\n",
+       "      <td>Clay County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>25.900000</td>\n",
-       "      <td>11.446885</td>\n",
-       "      <td>9.538232</td>\n",
-       "      <td>1.971129</td>\n",
-       "      <td>0.139935</td>\n",
-       "      <td>29478</td>\n",
-       "      <td>2.259345</td>\n",
-       "      <td>8.6</td>\n",
-       "      <td>2003-01-01</td>\n",
+       "      <td>42.800000</td>\n",
+       "      <td>7.114488</td>\n",
+       "      <td>12.574217</td>\n",
+       "      <td>2.805054</td>\n",
+       "      <td>0.131124</td>\n",
+       "      <td>21186</td>\n",
+       "      <td>3.442334</td>\n",
+       "      <td>14.3</td>\n",
+       "      <td>2013-01-01</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1521</th>\n",
+       "      <th>1510</th>\n",
        "      <td>Union County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>16.300000</td>\n",
-       "      <td>15.410182</td>\n",
-       "      <td>10.961823</td>\n",
-       "      <td>2.686237</td>\n",
-       "      <td>0.167024</td>\n",
-       "      <td>14471</td>\n",
-       "      <td>2.701217</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2018-01-01</td>\n",
+       "      <td>19.400000</td>\n",
+       "      <td>17.732498</td>\n",
+       "      <td>9.080130</td>\n",
+       "      <td>2.095810</td>\n",
+       "      <td>0.134328</td>\n",
+       "      <td>15276</td>\n",
+       "      <td>1.654108</td>\n",
+       "      <td>9.7</td>\n",
+       "      <td>2010-01-01</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1743</th>\n",
-       "      <td>Lewis County, KY</td>\n",
+       "      <th>1064</th>\n",
+       "      <td>Boyle County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>23.200000</td>\n",
-       "      <td>5.170169</td>\n",
-       "      <td>11.474494</td>\n",
-       "      <td>2.794649</td>\n",
-       "      <td>0.185085</td>\n",
-       "      <td>13275</td>\n",
-       "      <td>3.279235</td>\n",
-       "      <td>8.9</td>\n",
+       "      <td>15.500000</td>\n",
+       "      <td>20.321545</td>\n",
+       "      <td>9.870158</td>\n",
+       "      <td>2.673707</td>\n",
+       "      <td>0.196008</td>\n",
+       "      <td>30060</td>\n",
+       "      <td>1.772534</td>\n",
+       "      <td>4.7</td>\n",
        "      <td>2019-01-01</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>535</th>\n",
-       "      <td>Todd County, KY</td>\n",
+       "      <th>1961</th>\n",
+       "      <td>Adair County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>6.583954</td>\n",
-       "      <td>8.336391</td>\n",
-       "      <td>2.176189</td>\n",
-       "      <td>0.144673</td>\n",
-       "      <td>12428</td>\n",
-       "      <td>1.402092</td>\n",
-       "      <td>8.7</td>\n",
-       "      <td>2011-01-01</td>\n",
+       "      <td>27.200000</td>\n",
+       "      <td>8.379422</td>\n",
+       "      <td>11.054665</td>\n",
+       "      <td>2.398944</td>\n",
+       "      <td>0.173625</td>\n",
+       "      <td>19162</td>\n",
+       "      <td>3.568906</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>2015-01-01</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>944</th>\n",
-       "      <td>Grayson County, KY</td>\n",
+       "      <th>1756</th>\n",
+       "      <td>Breathitt County, KY</td>\n",
        "      <td>21</td>\n",
-       "      <td>19.700000</td>\n",
-       "      <td>10.139429</td>\n",
-       "      <td>7.809289</td>\n",
-       "      <td>1.998294</td>\n",
-       "      <td>0.146518</td>\n",
-       "      <td>25444</td>\n",
-       "      <td>1.421122</td>\n",
-       "      <td>8.1</td>\n",
-       "      <td>2007-01-01</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>358</th>\n",
-       "      <td>Anderson County, KY</td>\n",
-       "      <td>21</td>\n",
-       "      <td>11.400000</td>\n",
-       "      <td>7.722777</td>\n",
-       "      <td>7.308096</td>\n",
-       "      <td>1.899991</td>\n",
-       "      <td>0.136663</td>\n",
-       "      <td>21747</td>\n",
-       "      <td>0.715417</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>2013-01-01</td>\n",
-       "      <td>False</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>8.735394</td>\n",
+       "      <td>16.249968</td>\n",
+       "      <td>2.886312</td>\n",
+       "      <td>0.149858</td>\n",
+       "      <td>13366</td>\n",
+       "      <td>5.836183</td>\n",
+       "      <td>11.4</td>\n",
+       "      <td>2014-01-01</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                   County  State  Poverty Rate  Wages and Salary per Capita  \\\n",
-       "1253    Carter County, KY     21     20.000000                     7.161154   \n",
-       "997     Barren County, KY     21     17.800000                    15.843979   \n",
-       "933     Hardin County, KY     21     13.000000                    23.804953   \n",
-       "713   Calloway County, KY     21     20.430784                    15.422836   \n",
-       "357   Franklin County, KY     21     15.200000                    28.217741   \n",
-       "962     Monroe County, KY     21     23.500000                     8.739933   \n",
-       "223    Fayette County, KY     21     17.400000                    29.270203   \n",
-       "1017    Barren County, KY     21     19.700000                    13.961295   \n",
-       "1699     Lewis County, KY     21     28.200000                     4.818586   \n",
-       "1869      Bell County, KY     21     25.900000                    11.446885   \n",
-       "1521     Union County, KY     21     16.300000                    15.410182   \n",
-       "1743     Lewis County, KY     21     23.200000                     5.170169   \n",
-       "535       Todd County, KY     21     22.000000                     6.583954   \n",
-       "944    Grayson County, KY     21     19.700000                    10.139429   \n",
-       "358   Anderson County, KY     21     11.400000                     7.722777   \n",
+       "                     County  State  Poverty Rate  Wages and Salary per Capita  \\\n",
+       "1321  Montgomery County, KY     21     23.500000                    15.881035   \n",
+       "656       Graves County, KY     21     17.900000                    12.426165   \n",
+       "9      Jefferson County, KY     21     14.200000                    35.990448   \n",
+       "920      Grayson County, KY     21     17.900000                    11.018719   \n",
+       "1815      Owsley County, KY     21     45.100000                     4.359246   \n",
+       "451        Grant County, KY     21     15.600000                     7.902816   \n",
+       "447       Kenton County, KY     21     11.300000                    18.808552   \n",
+       "743     Marshall County, KY     21     13.700000                    16.654171   \n",
+       "1809       Clark County, KY     21     20.430784                    17.591070   \n",
+       "1434     Hopkins County, KY     21     18.500000                    16.228664   \n",
+       "1660        Clay County, KY     21     42.800000                     7.114488   \n",
+       "1510       Union County, KY     21     19.400000                    17.732498   \n",
+       "1064       Boyle County, KY     21     15.500000                    20.321545   \n",
+       "1961       Adair County, KY     21     27.200000                     8.379422   \n",
+       "1756   Breathitt County, KY     21     33.000000                     8.735394   \n",
        "\n",
        "      Government Transfers per Capita  Medicare Transfers per Capita  \\\n",
-       "1253                        11.964175                       2.948242   \n",
-       "997                          7.495861                       1.960841   \n",
-       "933                          6.014126                       1.071944   \n",
-       "713                          6.061980                       1.311061   \n",
-       "357                          9.739244                       2.831964   \n",
-       "962                         10.445418                       3.007630   \n",
-       "223                          6.720423                       1.350066   \n",
-       "1017                         8.977512                       2.171124   \n",
-       "1699                         9.594358                       2.015576   \n",
-       "1869                         9.538232                       1.971129   \n",
-       "1521                        10.961823                       2.686237   \n",
-       "1743                        11.474494                       2.794649   \n",
-       "535                          8.336391                       2.176189   \n",
-       "944                          7.809289                       1.998294   \n",
-       "358                          7.308096                       1.899991   \n",
+       "1321                         8.173329                       2.017834   \n",
+       "656                         11.247675                       2.984805   \n",
+       "9                            9.287062                       2.294696   \n",
+       "920                          6.995480                       1.463927   \n",
+       "1815                        16.919987                       2.861929   \n",
+       "451                          6.414626                       1.581160   \n",
+       "447                          5.450023                       1.184374   \n",
+       "743                          9.731167                       2.692509   \n",
+       "1809                         5.768903                       1.144135   \n",
+       "1434                         8.579361                       1.992881   \n",
+       "1660                        12.574217                       2.805054   \n",
+       "1510                         9.080130                       2.095810   \n",
+       "1064                         9.870158                       2.673707   \n",
+       "1961                        11.054665                       2.398944   \n",
+       "1756                        16.249968                       2.886312   \n",
        "\n",
        "      Share of Population 65+  Total Population  \\\n",
-       "1253                 0.194275             26797   \n",
-       "997                  0.150525             41435   \n",
-       "933                  0.103278             95015   \n",
-       "713                  0.146178             34499   \n",
-       "357                  0.142133             49313   \n",
-       "962                  0.169882             10990   \n",
-       "223                  0.104949            292514   \n",
-       "1017                 0.152546             42171   \n",
-       "1699                 0.146101             13915   \n",
-       "1869                 0.139935             29478   \n",
-       "1521                 0.167024             14471   \n",
-       "1743                 0.185085             13275   \n",
-       "535                  0.144673             12428   \n",
-       "944                  0.146518             25444   \n",
-       "358                  0.136663             21747   \n",
+       "1321                 0.135927             26860   \n",
+       "656                  0.188483             37266   \n",
+       "9                    0.166599            766757   \n",
+       "920                  0.138491             24962   \n",
+       "1815                 0.177699              4502   \n",
+       "451                  0.100228             24544   \n",
+       "447                  0.110031            153138   \n",
+       "743                  0.200218             31261   \n",
+       "1809                 0.125872             33407   \n",
+       "1434                 0.150943             47051   \n",
+       "1660                 0.131124             21186   \n",
+       "1510                 0.134328             15276   \n",
+       "1064                 0.196008             30060   \n",
+       "1961                 0.173625             19162   \n",
+       "1756                 0.149858             13366   \n",
        "\n",
        "      Medicaid Transfers per Capita  Unemployment Rate       Date  \\\n",
-       "1253                       2.968643                8.3 2019-01-01   \n",
-       "997                        1.426209                5.2 2007-01-01   \n",
-       "933                        1.078955                5.4 2004-01-01   \n",
-       "713                        0.888641                7.1 2002-01-01   \n",
-       "357                        1.060611                7.9 2011-01-01   \n",
-       "962                        2.249311                8.3 2008-01-01   \n",
-       "223                        0.955715                7.8 2009-01-01   \n",
-       "1017                       1.621197               12.3 2009-01-01   \n",
-       "1699                       2.106990               15.2 2009-01-01   \n",
-       "1869                       2.259345                8.6 2003-01-01   \n",
-       "1521                       2.701217                5.0 2018-01-01   \n",
-       "1743                       3.279235                8.9 2019-01-01   \n",
-       "535                        1.402092                8.7 2011-01-01   \n",
-       "944                        1.421122                8.1 2007-01-01   \n",
-       "358                        0.715417                6.4 2013-01-01   \n",
+       "1321                       1.176897                8.8 2012-01-01   \n",
+       "656                        2.738310                4.6 2019-01-01   \n",
+       "9                          1.991303                4.0 2019-01-01   \n",
+       "920                        1.469075                7.1 2004-01-01   \n",
+       "1815                       7.470229               10.4 2014-01-01   \n",
+       "451                        1.058049                5.5 2007-01-01   \n",
+       "447                        0.916748                4.6 2004-01-01   \n",
+       "743                        1.120017                8.1 2012-01-01   \n",
+       "1809                       1.079571                5.6 2002-01-01   \n",
+       "1434                       1.311985                7.3 2008-01-01   \n",
+       "1660                       3.442334               14.3 2013-01-01   \n",
+       "1510                       1.654108                9.7 2010-01-01   \n",
+       "1064                       1.772534                4.7 2019-01-01   \n",
+       "1961                       3.568906                7.2 2015-01-01   \n",
+       "1756                       5.836183               11.4 2014-01-01   \n",
        "\n",
        "      Above Average Poverty Mean  \n",
-       "1253                       False  \n",
-       "997                        False  \n",
-       "933                        False  \n",
-       "713                        False  \n",
-       "357                        False  \n",
-       "962                         True  \n",
-       "223                        False  \n",
-       "1017                       False  \n",
-       "1699                        True  \n",
-       "1869                        True  \n",
-       "1521                       False  \n",
-       "1743                        True  \n",
-       "535                         True  \n",
-       "944                        False  \n",
-       "358                        False  "
+       "1321                        True  \n",
+       "656                        False  \n",
+       "9                          False  \n",
+       "920                        False  \n",
+       "1815                        True  \n",
+       "451                        False  \n",
+       "447                        False  \n",
+       "743                        False  \n",
+       "1809                       False  \n",
+       "1434                       False  \n",
+       "1660                        True  \n",
+       "1510                       False  \n",
+       "1064                       False  \n",
+       "1961                        True  \n",
+       "1756                        True  "
       ]
      },
      "execution_count": 28,