feat: add all states data, start test code for NE

HKuz · Aug 23, 2019 · d0288ee · d0288ee
1 parent 8c5e888
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diff --git a/LWCF/Data/StateGrantData/AK_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/AK_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/AL_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/AL_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/AR_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/AR_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/AZ_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/AZ_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/CA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/CA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/CO_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/CO_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/CT_LWCFGrants1965-2011.xlsx → ...tateGrantData/CT_LWCFGrants1965-2011.xlsx b/LWCF/Data/CT_LWCFGrants1965-2011.xlsx → ...tateGrantData/CT_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/DC_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/DC_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/DE_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/DE_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/FL_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/FL_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/GA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/GA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/HI_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/HI_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/IA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/IA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/ID_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/ID_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/IL_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/IL_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/IN_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/IN_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/KS_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/KS_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/KY_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/KY_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/LA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/LA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/MA_LWCFGrants1965-2011.xlsx → ...tateGrantData/MA_LWCFGrants1965-2011.xlsx b/LWCF/Data/MA_LWCFGrants1965-2011.xlsx → ...tateGrantData/MA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MD_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MD_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/ME_LWCFGrants1965-2011.xlsx → ...tateGrantData/ME_LWCFGrants1965-2011.xlsx b/LWCF/Data/ME_LWCFGrants1965-2011.xlsx → ...tateGrantData/ME_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MI_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MI_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MN_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MN_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MO_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MO_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MS_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MS_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/MT_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/MT_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NC_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NC_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/ND_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/ND_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NE_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NE_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/NH_LWCFGrants1965-2011.xlsx → ...tateGrantData/NH_LWCFGrants1965-2011.xlsx b/LWCF/Data/NH_LWCFGrants1965-2011.xlsx → ...tateGrantData/NH_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NJ_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NJ_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NM_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NM_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NV_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NV_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/NY_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/NY_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/OH_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/OH_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/OK_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/OK_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/OR_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/OR_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/PA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/PA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/RI_LWCFGrants1965-2011.xlsx → ...tateGrantData/RI_LWCFGrants1965-2011.xlsx b/LWCF/Data/RI_LWCFGrants1965-2011.xlsx → ...tateGrantData/RI_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/SC_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/SC_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/SD_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/SD_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/TN_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/TN_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/TX_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/TX_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/UT_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/UT_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/VA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/VA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/VT_LWCFGrants1965-2011.xlsx → ...tateGrantData/VT_LWCFGrants1965-2011.xlsx b/LWCF/Data/VT_LWCFGrants1965-2011.xlsx → ...tateGrantData/VT_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/WA_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/WA_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/WI_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/WI_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/WV_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/WV_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/Data/StateGrantData/WY_LWCFGrants1965-2011.xlsx b/LWCF/Data/StateGrantData/WY_LWCFGrants1965-2011.xlsx
diff --git a/LWCF/LWCF_New_England_Funding_Analysis.ipynb b/LWCF/LWCF_New_England_Funding_Analysis.ipynb
@@ -1202,7 +1202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -1262,6 +1262,24 @@
        "      <td>Connecticut</td>\n",
        "      <td>New Haven County</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>313</th>\n",
+       "      <td>9011</td>\n",
+       "      <td>Connecticut</td>\n",
+       "      <td>New London County</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>314</th>\n",
+       "      <td>9013</td>\n",
+       "      <td>Connecticut</td>\n",
+       "      <td>Tolland County</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>315</th>\n",
+       "      <td>9015</td>\n",
+       "      <td>Connecticut</td>\n",
+       "      <td>Windham County</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -1272,53 +1290,25 @@
        "309  9003  Connecticut    Hartford County\n",
        "310  9005  Connecticut  Litchfield County\n",
        "311  9007  Connecticut   Middlesex County\n",
-       "312  9009  Connecticut   New Haven County"
+       "312  9009  Connecticut   New Haven County\n",
+       "313  9011  Connecticut  New London County\n",
+       "314  9013  Connecticut     Tolland County\n",
+       "315  9015  Connecticut     Windham County"
       ]
      },
-     "execution_count": 104,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "county_names = pd.read_csv('./Data/county_names.csv', sep=',')\n",
-    "county_names[county_names['state'] == 'Connecticut'].head()"
+    "county_names[county_names['state'] == 'Connecticut']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California',\n",
-       "       'Colorado', 'Connecticut', 'Delaware', 'District of Columbia',\n",
-       "       'Florida', 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana',\n",
-       "       'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland',\n",
-       "       'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi',\n",
-       "       'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire',\n",
-       "       'New Jersey', 'New Mexico', 'New York', 'North Carolina',\n",
-       "       'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania',\n",
-       "       'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee',\n",
-       "       'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington',\n",
-       "       'West Virginia', 'Wisconsin', 'Wyoming', 'Puerto Rico'],\n",
-       "      dtype=object)"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "county_names['state'].unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
@@ -1351,104 +1341,104 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>69</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>ESSEX</td>\n",
-       "      <td>12</td>\n",
-       "      <td>339369.84</td>\n",
-       "      <td>Essex County</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>FRANKLIN</td>\n",
-       "      <td>36</td>\n",
-       "      <td>2158306.31</td>\n",
-       "      <td>Franklin County</td>\n",
+       "      <th>0</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>FAIRFIELD</td>\n",
+       "      <td>65</td>\n",
+       "      <td>7745008.26</td>\n",
+       "      <td>Fairfield County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>GRAND ISLE</td>\n",
-       "      <td>12</td>\n",
-       "      <td>431485.07</td>\n",
-       "      <td>Grand Isle County</td>\n",
+       "      <th>1</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>HARTFORD</td>\n",
+       "      <td>69</td>\n",
+       "      <td>11234580.53</td>\n",
+       "      <td>Hartford County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>LAMOILLE</td>\n",
-       "      <td>22</td>\n",
-       "      <td>1742214.44</td>\n",
-       "      <td>Lamoille County</td>\n",
+       "      <th>2</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>LITCHFIELD</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2082009.35</td>\n",
+       "      <td>Litchfield County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>ORANGE</td>\n",
-       "      <td>26</td>\n",
-       "      <td>644489.25</td>\n",
-       "      <td>Orange County</td>\n",
+       "      <th>3</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>MIDDLESEX</td>\n",
+       "      <td>37</td>\n",
+       "      <td>4815886.84</td>\n",
+       "      <td>Middlesex County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>ORLEANS</td>\n",
-       "      <td>28</td>\n",
-       "      <td>763755.98</td>\n",
-       "      <td>Orleans County</td>\n",
+       "      <th>5</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>NEW HAVEN</td>\n",
+       "      <td>58</td>\n",
+       "      <td>16042978.55</td>\n",
+       "      <td>New Haven County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>RUTLAND</td>\n",
-       "      <td>52</td>\n",
-       "      <td>4224321.33</td>\n",
-       "      <td>Rutland County</td>\n",
+       "      <th>6</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>NEW LONDON</td>\n",
+       "      <td>53</td>\n",
+       "      <td>10009612.67</td>\n",
+       "      <td>New London County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>WASHINGTON</td>\n",
-       "      <td>62</td>\n",
-       "      <td>2688311.98</td>\n",
-       "      <td>Washington County</td>\n",
+       "      <th>8</th>\n",
+       "      <td>CT</td>\n",
+       "      <td>TOLLAND</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1640086.59</td>\n",
+       "      <td>Tolland County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>VT</td>\n",
+       "      <th>9</th>\n",
+       "      <td>CT</td>\n",
        "      <td>WINDHAM</td>\n",
-       "      <td>24</td>\n",
-       "      <td>1118088.91</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2750451.98</td>\n",
        "      <td>Windham County</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>VT</td>\n",
-       "      <td>WINDSOR</td>\n",
-       "      <td>47</td>\n",
-       "      <td>1954630.59</td>\n",
-       "      <td>Windsor County</td>\n",
+       "      <th>10</th>\n",
+       "      <td>MA</td>\n",
+       "      <td>BARNSTABLE</td>\n",
+       "      <td>19</td>\n",
+       "      <td>6626674.09</td>\n",
+       "      <td>Barnstable County</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>MA</td>\n",
+       "      <td>BERKSHIRE</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1578548.66</td>\n",
+       "      <td>Berkshire County</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   State      County  count         sum         county_upd\n",
-       "69    VT       ESSEX     12   339369.84       Essex County\n",
-       "70    VT    FRANKLIN     36  2158306.31    Franklin County\n",
-       "71    VT  GRAND ISLE     12   431485.07  Grand Isle County\n",
-       "72    VT    LAMOILLE     22  1742214.44    Lamoille County\n",
-       "74    VT      ORANGE     26   644489.25      Orange County\n",
-       "75    VT     ORLEANS     28   763755.98     Orleans County\n",
-       "77    VT     RUTLAND     52  4224321.33     Rutland County\n",
-       "78    VT  WASHINGTON     62  2688311.98  Washington County\n",
-       "79    VT     WINDHAM     24  1118088.91     Windham County\n",
-       "80    VT     WINDSOR     47  1954630.59     Windsor County"
+       "   State      County  count          sum         county_upd\n",
+       "0     CT   FAIRFIELD     65   7745008.26   Fairfield County\n",
+       "1     CT    HARTFORD     69  11234580.53    Hartford County\n",
+       "2     CT  LITCHFIELD     23   2082009.35  Litchfield County\n",
+       "3     CT   MIDDLESEX     37   4815886.84   Middlesex County\n",
+       "5     CT   NEW HAVEN     58  16042978.55   New Haven County\n",
+       "6     CT  NEW LONDON     53  10009612.67  New London County\n",
+       "8     CT     TOLLAND     27   1640086.59     Tolland County\n",
+       "9     CT     WINDHAM     23   2750451.98     Windham County\n",
+       "10    MA  BARNSTABLE     19   6626674.09  Barnstable County\n",
+       "11    MA   BERKSHIRE     17   1578548.66   Berkshire County"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1460,7 +1450,87 @@
     "# Drop multi-county and planning rows\n",
     "new = county[~county['County'].isin(['MULTI-COUNTY', 'PLANNING'])]\n",
     "\n",
-    "new.tail(10)"
+    "new.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Alabama': 'AL',\n",
+       " 'Alaska': 'AK',\n",
+       " 'Arizona': 'AZ',\n",
+       " 'Arkansas': 'AR',\n",
+       " 'California': 'CA',\n",
+       " 'Colorado': 'CO',\n",
+       " 'Connecticut': 'CT',\n",
+       " 'Delaware': 'DE',\n",
+       " 'District of Columbia': 'DC',\n",
+       " 'Florida': 'FL',\n",
+       " 'Georgia': 'GA',\n",
+       " 'Hawaii': 'HI',\n",
+       " 'Idaho': 'ID',\n",
+       " 'Illinois': 'IL',\n",
+       " 'Indiana': 'IN',\n",
+       " 'Iowa': 'IA',\n",
+       " 'Kansas': 'KS',\n",
+       " 'Kentucky': 'KY',\n",
+       " 'Louisiana': 'LA',\n",
+       " 'Maine': 'ME',\n",
+       " 'Maryland': 'MD',\n",
+       " 'Massachusetts': 'MA',\n",
+       " 'Michigan': 'MI',\n",
+       " 'Minnesota': 'MN',\n",
+       " 'Mississippi': 'MS',\n",
+       " 'Missouri': 'MO',\n",
+       " 'Montana': 'MT',\n",
+       " 'Nebraska': 'NE',\n",
+       " 'Nevada': 'NV',\n",
+       " 'New Hampshire': 'NH',\n",
+       " 'New Jersey': 'NJ',\n",
+       " 'New Mexico': 'NM',\n",
+       " 'New York': 'NY',\n",
+       " 'North Carolina': 'NC',\n",
+       " 'North Dakota': 'ND',\n",
+       " 'Ohio': 'OH',\n",
+       " 'Oklahoma': 'OK',\n",
+       " 'Oregon': 'OR',\n",
+       " 'Pennsylvania': 'PA',\n",
+       " 'Rhode Island': 'RI',\n",
+       " 'South Carolina': 'SC',\n",
+       " 'South Dakota': 'SD',\n",
+       " 'Tennessee': 'TN',\n",
+       " 'Texas': 'TX',\n",
+       " 'Utah': 'UT',\n",
+       " 'Vermont': 'VT',\n",
+       " 'Virginia': 'VA',\n",
+       " 'Washington': 'WA',\n",
+       " 'West Virginia': 'WV',\n",
+       " 'Wisconsin': 'WI',\n",
+       " 'Wyoming': 'WY',\n",
+       " 'Puerto Rico': 'PR'}"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create state name and abbrev dictionary\n",
+    "st_name = county_names['state'].unique()\n",
+    "st_abbrev = ['AL', 'AK', 'AZ', 'AR', 'CA', 'CO', 'CT', 'DE', 'DC', 'FL', 'GA',\n",
+    "             'HI', 'ID', 'IL', 'IN', 'IA', 'KS', 'KY', 'LA', 'ME', 'MD', 'MA',\n",
+    "             'MI', 'MN', 'MS', 'MO', 'MT', 'NE', 'NV', 'NH', 'NJ', 'NM', 'NY',\n",
+    "             'NC', 'ND', 'OH', 'OK', 'OR', 'PA', 'RI', 'SC', 'SD', 'TN', 'TX',\n",
+    "             'UT', 'VT', 'VA', 'WA', 'WV', 'WI', 'WY', 'PR']\n",
+    "\n",
+    "state_dict = dict(zip(st_name, st_abbrev))\n",
+    "state_dict"
    ]
   },
   {