Lukas_Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b3fe7cf8",
   "metadata": {},
   "source": [
    "## General Exploration of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0e738a88",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fc2b9912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Period</th>\n",
       "      <th>Home Performance Project ID</th>\n",
       "      <th>Home Performance Site ID</th>\n",
       "      <th>Project County</th>\n",
       "      <th>Project City</th>\n",
       "      <th>Project Zip</th>\n",
       "      <th>Gas Utility</th>\n",
       "      <th>Electric Utility</th>\n",
       "      <th>Project Completion Date</th>\n",
       "      <th>Customer Type</th>\n",
       "      <th>Low-Rise or Home Performance Indicator</th>\n",
       "      <th>Total Project Cost</th>\n",
       "      <th>Total Incentives</th>\n",
       "      <th>Type of Program Financing</th>\n",
       "      <th>Amount Financed Through Program</th>\n",
       "      <th>Pre-Retrofit Home Heating Fuel Type</th>\n",
       "      <th>Year Home Built</th>\n",
       "      <th>Size of Home</th>\n",
       "      <th>Volume of Home</th>\n",
       "      <th>Number of Units</th>\n",
       "      <th>Measure Type</th>\n",
       "      <th>Estimated Annual kWh Savings</th>\n",
       "      <th>Estimated Annual MMBtu Savings</th>\n",
       "      <th>First Year Energy Savings $ Estimate</th>\n",
       "      <th>Homeowner Received Green Jobs-Green NY Free/Reduced Cost Audit (Y/N)</th>\n",
       "      <th>New Georeferenced Column</th>\n",
       "      <th>New York Zip Codes 2</th>\n",
       "      <th>Counties 2</th>\n",
       "      <th>NYS Municipal Boundaries 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>19184.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>8517.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>1616.0</td>\n",
       "      <td>20516.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>7520.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Reporting Period Home Performance Project ID  \\\n",
       "0  2020-02-12T00:00:00.000                      483911   \n",
       "1  2020-02-12T00:00:00.000                      486389   \n",
       "2  2020-02-12T00:00:00.000                      483374   \n",
       "3  2020-02-12T00:00:00.000                      475733   \n",
       "4  2020-02-12T00:00:00.000                      483731   \n",
       "\n",
       "  Home Performance Site ID Project County Project City  Project Zip  \\\n",
       "0                   357221         Oneida    Barneveld        13304   \n",
       "1                   343438          Wayne      Palmyra        14522   \n",
       "2                   356880           Erie      Buffalo        14215   \n",
       "3                   350454         Oneida         Rome        13440   \n",
       "4                   356491     Livingston         Lima        14485   \n",
       "\n",
       "                      Gas Utility               Electric Utility  \\\n",
       "0                             NaN                  National Grid   \n",
       "1                             NaN  New York State Electric & Gas   \n",
       "2  National Fuel Gas Distribution                  National Grid   \n",
       "3                             NaN                  National Grid   \n",
       "4                             NaN                  National Grid   \n",
       "\n",
       "   Project Completion Date Customer Type  \\\n",
       "0  2021-01-16T00:00:00.000      Assisted   \n",
       "1  2021-01-06T00:00:00.000      Assisted   \n",
       "2  2020-12-15T00:00:00.000      Assisted   \n",
       "3  2020-12-09T00:00:00.000      Assisted   \n",
       "4  2020-12-08T00:00:00.000      Assisted   \n",
       "\n",
       "  Low-Rise or Home Performance Indicator  Total Project Cost  \\\n",
       "0                       Home Performance                5900   \n",
       "1                       Home Performance                9980   \n",
       "2                       Home Performance                5000   \n",
       "3                       Home Performance                4200   \n",
       "4                       Home Performance                5890   \n",
       "\n",
       "   Total Incentives Type of Program Financing  \\\n",
       "0              2950                       NaN   \n",
       "1              3250                       NaN   \n",
       "2              2500                       NaN   \n",
       "3              2088                       NaN   \n",
       "4              2945                       NaN   \n",
       "\n",
       "   Amount Financed Through Program Pre-Retrofit Home Heating Fuel Type  \\\n",
       "0                                0                                 NaN   \n",
       "1                                0                             Propane   \n",
       "2                                0                         Natural Gas   \n",
       "3                                0                                 NaN   \n",
       "4                                0                             Propane   \n",
       "\n",
       "   Year Home Built  Size of Home  Volume of Home  Number of Units  \\\n",
       "0           1947.0        2398.0         19184.0              1.0   \n",
       "1           1966.0        1092.0          8517.0              1.0   \n",
       "2           1928.0        1616.0         20516.0              1.0   \n",
       "3           1971.0         980.0          7840.0              1.0   \n",
       "4           1984.0         940.0          7520.0              1.0   \n",
       "\n",
       "     Measure Type  Estimated Annual kWh Savings  \\\n",
       "0  Building Shell                             0   \n",
       "1  Building Shell                           309   \n",
       "2  Building Shell                             0   \n",
       "3  Building Shell                             0   \n",
       "4  Building Shell                             0   \n",
       "\n",
       "   Estimated Annual MMBtu Savings  First Year Energy Savings $ Estimate  \\\n",
       "0                              27                                   474   \n",
       "1                               3                                   111   \n",
       "2                               8                                    61   \n",
       "3                              28                                   681   \n",
       "4                               6                                   146   \n",
       "\n",
       "  Homeowner Received Green Jobs-Green NY Free/Reduced Cost Audit (Y/N)  \\\n",
       "0                                                  Y                     \n",
       "1                                                  Y                     \n",
       "2                                                  Y                     \n",
       "3                                                  Y                     \n",
       "4                                                  Y                     \n",
       "\n",
       "                            New Georeferenced Column  New York Zip Codes 2  \\\n",
       "0  {'type': 'Point', 'coordinates': [-75.16936, 4...                 764.0   \n",
       "1  {'type': 'Point', 'coordinates': [-77.218837, ...                 364.0   \n",
       "2  {'type': 'Point', 'coordinates': [-78.808435, ...                  71.0   \n",
       "3  {'type': 'Point', 'coordinates': [-75.454665, ...                1366.0   \n",
       "4  {'type': 'Point', 'coordinates': [-77.603561, ...                 312.0   \n",
       "\n",
       "   Counties 2  NYS Municipal Boundaries 2  \n",
       "0       625.0                         985  \n",
       "1       631.0                         631  \n",
       "2      2041.0                         300  \n",
       "3       625.0                         989  \n",
       "4      2091.0                         742  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"nys_homes.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eeaa80d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 55830 entries, 0 to 55829\n",
      "Data columns (total 29 columns):\n",
      " #   Column                                                                Non-Null Count  Dtype  \n",
      "---  ------                                                                --------------  -----  \n",
      " 0   Reporting Period                                                      55830 non-null  object \n",
      " 1   Home Performance Project ID                                           55830 non-null  object \n",
      " 2   Home Performance Site ID                                              55830 non-null  object \n",
      " 3   Project County                                                        55830 non-null  object \n",
      " 4   Project City                                                          55830 non-null  object \n",
      " 5   Project Zip                                                           55830 non-null  int64  \n",
      " 6   Gas Utility                                                           39852 non-null  object \n",
      " 7   Electric Utility                                                      55830 non-null  object \n",
      " 8   Project Completion Date                                               55830 non-null  object \n",
      " 9   Customer Type                                                         55830 non-null  object \n",
      " 10  Low-Rise or Home Performance Indicator                                55830 non-null  object \n",
      " 11  Total Project Cost                                                    55830 non-null  int64  \n",
      " 12  Total Incentives                                                      55830 non-null  int64  \n",
      " 13  Type of Program Financing                                             18465 non-null  object \n",
      " 14  Amount Financed Through Program                                       55830 non-null  int64  \n",
      " 15  Pre-Retrofit Home Heating Fuel Type                                   55437 non-null  object \n",
      " 16  Year Home Built                                                       38956 non-null  float64\n",
      " 17  Size of Home                                                          47629 non-null  float64\n",
      " 18  Volume of Home                                                        47629 non-null  float64\n",
      " 19  Number of Units                                                       38971 non-null  float64\n",
      " 20  Measure Type                                                          55830 non-null  object \n",
      " 21  Estimated Annual kWh Savings                                          55830 non-null  int64  \n",
      " 22  Estimated Annual MMBtu Savings                                        55830 non-null  int64  \n",
      " 23  First Year Energy Savings $ Estimate                                  55830 non-null  int64  \n",
      " 24  Homeowner Received Green Jobs-Green NY Free/Reduced Cost Audit (Y/N)  55830 non-null  object \n",
      " 25  New Georeferenced Column                                              55830 non-null  object \n",
      " 26  New York Zip Codes 2                                                  55729 non-null  float64\n",
      " 27  Counties 2                                                            55826 non-null  float64\n",
      " 28  NYS Municipal Boundaries 2                                            55830 non-null  int64  \n",
      "dtypes: float64(6), int64(8), object(15)\n",
      "memory usage: 12.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e57f1305",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project Zip</th>\n",
       "      <th>Total Project Cost</th>\n",
       "      <th>Total Incentives</th>\n",
       "      <th>Amount Financed Through Program</th>\n",
       "      <th>Year Home Built</th>\n",
       "      <th>Size of Home</th>\n",
       "      <th>Volume of Home</th>\n",
       "      <th>Number of Units</th>\n",
       "      <th>Estimated Annual kWh Savings</th>\n",
       "      <th>Estimated Annual MMBtu Savings</th>\n",
       "      <th>First Year Energy Savings $ Estimate</th>\n",
       "      <th>New York Zip Codes 2</th>\n",
       "      <th>Counties 2</th>\n",
       "      <th>NYS Municipal Boundaries 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>38956.000000</td>\n",
       "      <td>47629.000000</td>\n",
       "      <td>47629.000000</td>\n",
       "      <td>38971.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "      <td>55729.000000</td>\n",
       "      <td>55826.000000</td>\n",
       "      <td>55830.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13384.720186</td>\n",
       "      <td>8572.804263</td>\n",
       "      <td>1687.311195</td>\n",
       "      <td>2804.978864</td>\n",
       "      <td>1947.020741</td>\n",
       "      <td>1911.659094</td>\n",
       "      <td>16268.797938</td>\n",
       "      <td>1.035514</td>\n",
       "      <td>363.592853</td>\n",
       "      <td>28.621333</td>\n",
       "      <td>596.212735</td>\n",
       "      <td>908.404547</td>\n",
       "      <td>1943.778311</td>\n",
       "      <td>600.700143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1322.839629</td>\n",
       "      <td>5582.971049</td>\n",
       "      <td>1705.700197</td>\n",
       "      <td>5084.037361</td>\n",
       "      <td>37.416552</td>\n",
       "      <td>682.743735</td>\n",
       "      <td>6380.773571</td>\n",
       "      <td>0.228171</td>\n",
       "      <td>1691.176724</td>\n",
       "      <td>26.469325</td>\n",
       "      <td>683.551809</td>\n",
       "      <td>577.397190</td>\n",
       "      <td>474.661250</td>\n",
       "      <td>284.112762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10001.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>1111.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-27585.000000</td>\n",
       "      <td>-214.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>618.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12303.000000</td>\n",
       "      <td>4700.000000</td>\n",
       "      <td>301.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1925.000000</td>\n",
       "      <td>1396.000000</td>\n",
       "      <td>11544.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>2041.000000</td>\n",
       "      <td>437.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>13901.000000</td>\n",
       "      <td>7286.000000</td>\n",
       "      <td>1004.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1954.000000</td>\n",
       "      <td>1800.000000</td>\n",
       "      <td>15112.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>352.000000</td>\n",
       "      <td>928.000000</td>\n",
       "      <td>2093.000000</td>\n",
       "      <td>549.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>14534.000000</td>\n",
       "      <td>10757.000000</td>\n",
       "      <td>2899.000000</td>\n",
       "      <td>4306.500000</td>\n",
       "      <td>1972.000000</td>\n",
       "      <td>2309.000000</td>\n",
       "      <td>19681.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>763.000000</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>2135.000000</td>\n",
       "      <td>814.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>14905.000000</td>\n",
       "      <td>85290.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>25000.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>4000.000000</td>\n",
       "      <td>70376.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>63480.000000</td>\n",
       "      <td>445.000000</td>\n",
       "      <td>5981.000000</td>\n",
       "      <td>1792.000000</td>\n",
       "      <td>2225.000000</td>\n",
       "      <td>1023.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Project Zip  Total Project Cost  Total Incentives  \\\n",
       "count  55830.000000        55830.000000      55830.000000   \n",
       "mean   13384.720186         8572.804263       1687.311195   \n",
       "std     1322.839629         5582.971049       1705.700197   \n",
       "min    10001.000000            0.000000          0.000000   \n",
       "25%    12303.000000         4700.000000        301.000000   \n",
       "50%    13901.000000         7286.000000       1004.000000   \n",
       "75%    14534.000000        10757.000000       2899.000000   \n",
       "max    14905.000000        85290.000000      10000.000000   \n",
       "\n",
       "       Amount Financed Through Program  Year Home Built  Size of Home  \\\n",
       "count                     55830.000000     38956.000000  47629.000000   \n",
       "mean                       2804.978864      1947.020741   1911.659094   \n",
       "std                        5084.037361        37.416552    682.743735   \n",
       "min                           0.000000      1800.000000    800.000000   \n",
       "25%                           0.000000      1925.000000   1396.000000   \n",
       "50%                           0.000000      1954.000000   1800.000000   \n",
       "75%                        4306.500000      1972.000000   2309.000000   \n",
       "max                       25000.000000      2019.000000   4000.000000   \n",
       "\n",
       "       Volume of Home  Number of Units  Estimated Annual kWh Savings  \\\n",
       "count    47629.000000     38971.000000                  55830.000000   \n",
       "mean     16268.797938         1.035514                    363.592853   \n",
       "std       6380.773571         0.228171                   1691.176724   \n",
       "min       1111.000000         1.000000                 -27585.000000   \n",
       "25%      11544.000000         1.000000                      0.000000   \n",
       "50%      15112.000000         1.000000                      4.000000   \n",
       "75%      19681.000000         1.000000                    313.000000   \n",
       "max      70376.000000         4.000000                  63480.000000   \n",
       "\n",
       "       Estimated Annual MMBtu Savings  First Year Energy Savings $ Estimate  \\\n",
       "count                    55830.000000                          55830.000000   \n",
       "mean                        28.621333                            596.212735   \n",
       "std                         26.469325                            683.551809   \n",
       "min                       -214.000000                              0.000000   \n",
       "25%                         11.000000                            160.000000   \n",
       "50%                         22.000000                            352.000000   \n",
       "75%                         39.000000                            763.000000   \n",
       "max                        445.000000                           5981.000000   \n",
       "\n",
       "       New York Zip Codes 2    Counties 2  NYS Municipal Boundaries 2  \n",
       "count          55729.000000  55826.000000                55830.000000  \n",
       "mean             908.404547   1943.778311                  600.700143  \n",
       "std              577.397190    474.661250                  284.112762  \n",
       "min                2.000000    618.000000                    1.000000  \n",
       "25%              366.000000   2041.000000                  437.000000  \n",
       "50%              928.000000   2093.000000                  549.000000  \n",
       "75%             1459.000000   2135.000000                  814.000000  \n",
       "max             1792.000000   2225.000000                 1023.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "721358ba",
   "metadata": {},
   "source": [
    "## Unifying column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "09420d5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function to rename columns\n",
    "def rename_df(df, rename_dict):\n",
    "    df.rename(columns = rename_dict, inplace=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7e1ed10e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reporting Period</th>\n",
       "      <th>Home Performance Project ID</th>\n",
       "      <th>Home Performance Site ID</th>\n",
       "      <th>Project County</th>\n",
       "      <th>Project City</th>\n",
       "      <th>Project Zip</th>\n",
       "      <th>Gas Utility Provider</th>\n",
       "      <th>Electric Utility Provider</th>\n",
       "      <th>Project Completion Date</th>\n",
       "      <th>Customer Type</th>\n",
       "      <th>Job Type</th>\n",
       "      <th>Total Project Cost</th>\n",
       "      <th>Total Incentives</th>\n",
       "      <th>Type of Program Financing</th>\n",
       "      <th>Amount Financed Through Program</th>\n",
       "      <th>Pre-Retrofit Home Heating Fuel Type</th>\n",
       "      <th>Year Home Built</th>\n",
       "      <th>Size of Home</th>\n",
       "      <th>Volume of Home</th>\n",
       "      <th>Number of Units</th>\n",
       "      <th>Measure Type</th>\n",
       "      <th>Estimated Annual kWh Savings</th>\n",
       "      <th>Estimated Annual MMBtu Savings</th>\n",
       "      <th>First Year Energy Savings $ Estimate</th>\n",
       "      <th>Homeowner Received Free/Reduced Cost Audit?</th>\n",
       "      <th>Location</th>\n",
       "      <th>New York Zip Codes</th>\n",
       "      <th>Counties 2</th>\n",
       "      <th>NYS Municipal Boundaries 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>19184.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>8517.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>1616.0</td>\n",
       "      <td>20516.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>7520.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1788.0</td>\n",
       "      <td>14304.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.702553, ...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>2963.0</td>\n",
       "      <td>23704.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-73.932117, ...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>8640.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-76.359264, ...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>25385.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.597999, ...</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>2340.0</td>\n",
       "      <td>18720.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.729647, ...</td>\n",
       "      <td>1683.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Reporting Period Home Performance Project ID  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      Home Performance Site ID Project County Project City  Project Zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 Gas Utility Provider      Electric Utility Provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       Project Completion Date Customer Type          Job Type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       Total Project Cost  Total Incentives Type of Program Financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       Amount Financed Through Program Pre-Retrofit Home Heating Fuel Type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural gas   \n",
       "55829                                0                         Natural gas   \n",
       "\n",
       "       Year Home Built  Size of Home  Volume of Home  Number of Units  \\\n",
       "0               1947.0        2398.0         19184.0              1.0   \n",
       "1               1966.0        1092.0          8517.0              1.0   \n",
       "2               1928.0        1616.0         20516.0              1.0   \n",
       "3               1971.0         980.0          7840.0              1.0   \n",
       "4               1984.0         940.0          7520.0              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0        1788.0         14304.0              1.0   \n",
       "55826           1949.0        2963.0         23704.0              1.0   \n",
       "55827           1968.0        1080.0          8640.0              1.0   \n",
       "55828           1965.0        3272.0         25385.0              1.0   \n",
       "55829           1959.0        2340.0         18720.0              1.0   \n",
       "\n",
       "         Measure Type  Estimated Annual kWh Savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       Estimated Annual MMBtu Savings  First Year Energy Savings $ Estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "      Homeowner Received Free/Reduced Cost Audit?  \\\n",
       "0                                               Y   \n",
       "1                                               Y   \n",
       "2                                               Y   \n",
       "3                                               Y   \n",
       "4                                               Y   \n",
       "...                                           ...   \n",
       "55825                                           N   \n",
       "55826                                           N   \n",
       "55827                                           N   \n",
       "55828                                           N   \n",
       "55829                                           N   \n",
       "\n",
       "                                                Location  New York Zip Codes  \\\n",
       "0      {'type': 'Point', 'coordinates': [-75.16936, 4...               764.0   \n",
       "1      {'type': 'Point', 'coordinates': [-77.218837, ...               364.0   \n",
       "2      {'type': 'Point', 'coordinates': [-78.808435, ...                71.0   \n",
       "3      {'type': 'Point', 'coordinates': [-75.454665, ...              1366.0   \n",
       "4      {'type': 'Point', 'coordinates': [-77.603561, ...               312.0   \n",
       "...                                                  ...                 ...   \n",
       "55825  {'type': 'Point', 'coordinates': [-78.702553, ...               506.0   \n",
       "55826  {'type': 'Point', 'coordinates': [-73.932117, ...                72.0   \n",
       "55827  {'type': 'Point', 'coordinates': [-76.359264, ...               622.0   \n",
       "55828  {'type': 'Point', 'coordinates': [-77.597999, ...              1676.0   \n",
       "55829  {'type': 'Point', 'coordinates': [-77.729647, ...              1683.0   \n",
       "\n",
       "       Counties 2  NYS Municipal Boundaries 2  \n",
       "0           625.0                         985  \n",
       "1           631.0                         631  \n",
       "2          2041.0                         300  \n",
       "3           625.0                         989  \n",
       "4          2091.0                         742  \n",
       "...           ...                         ...  \n",
       "55825      2041.0                         298  \n",
       "55826      2030.0                         832  \n",
       "55827      2181.0                         712  \n",
       "55828      2093.0                         545  \n",
       "55829      2093.0                         549  \n",
       "\n",
       "[55830 rows x 29 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Function to rename columns\n",
    "new_clm_names = {\"Reporting Period\": \"Reporting Period\",\n",
    "              \"Home Performance Project ID\": \"Home Performance Project ID\",\n",
    "              \"Home Performance Site ID\": \"Home Performance Site ID\",\n",
    "              \"Project County\": \"Project County\",\n",
    "              \"Project City\": \"Project City\",\n",
    "              \"Project Zip\": \"Project Zip\",\n",
    "              \"Gas Utility\": \"Gas Utility Provider\",\n",
    "              \"Electric Utility\": \"Electric Utility Provider\",\n",
    "              \"Project Completion Date\": \"Project Completion Date\",\n",
    "              \"Customer Type\": \"Customer Type\",\n",
    "              \"Low-Rise or Home Performance Indicator\": \"Job Type\",\n",
    "              \"Total Project Cost\": \"Total Project Cost\",\n",
    "              \"Total Incentives\": \"Total Incentives\",\n",
    "              \"Type of Program Financing\": \"Type of Program Financing\",\n",
    "              \"Amount Financed Through Program\": \"Amount Financed Through Program\",\n",
    "              \"Pre-Retrofit Home Heating Fuel Type\": \"Pre-Retrofit Home Heating Fuel Type\",\n",
    "              \"Year Home Built\": \"Year Home Built\",\n",
    "              \"Size of Home\": \"Size of Home\",\n",
    "              \"Volume of Home\": \"Volume of Home\",\n",
    "              \"Number of Units\": \"Number of Units\",\n",
    "              \"Measure Type\": \"Measure Type\",\n",
    "              \"Estimated Annual kWh Savings\": \"Estimated Annual kWh Savings\",\n",
    "              \"Estimated Annual MMBtu Savings\": \"Estimated Annual MMBtu Savings\",\n",
    "              \"First Year Energy Savings $ Estimate\": \"First Year Energy Savings $ Estimate\",\n",
    "              \"Homeowner Received Green Jobs-Green NY Free/Reduced Cost Audit (Y/N)\": \"Homeowner Received Free/Reduced Cost Audit?\",\n",
    "              \"New Georeferenced Column\": \"Location\",\n",
    "              \"New York Zip Codes 2\": \"New York Zip Codes\",\n",
    "              \"Counties 2\": \"Counties 2\",\n",
    "              \"NYS Municipal Boundaries 2\": \"NYS Municipal Boundaries 2\"}\n",
    "\n",
    "rename_df(df, new_clm_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b6a9b02",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function to transform each column into small capital letters\n",
    "def column_into_small_letters(df):\n",
    "    for column in df.columns:\n",
    "        df.rename(columns = {column:column.replace(\" \", \"_\").lower()}, inplace = True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5136d651",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reporting_period</th>\n",
       "      <th>home_performance_project_id</th>\n",
       "      <th>home_performance_site_id</th>\n",
       "      <th>project_county</th>\n",
       "      <th>project_city</th>\n",
       "      <th>project_zip</th>\n",
       "      <th>gas_utility_provider</th>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <th>project_completion_date</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>job_type</th>\n",
       "      <th>total_project_cost</th>\n",
       "      <th>total_incentives</th>\n",
       "      <th>type_of_program_financing</th>\n",
       "      <th>amount_financed_through_program</th>\n",
       "      <th>pre-retrofit_home_heating_fuel_type</th>\n",
       "      <th>year_home_built</th>\n",
       "      <th>size_of_home</th>\n",
       "      <th>volume_of_home</th>\n",
       "      <th>number_of_units</th>\n",
       "      <th>measure_type</th>\n",
       "      <th>estimated_annual_kwh_savings</th>\n",
       "      <th>estimated_annual_mmbtu_savings</th>\n",
       "      <th>first_year_energy_savings_$_estimate</th>\n",
       "      <th>homeowner_received_free/reduced_cost_audit?</th>\n",
       "      <th>location</th>\n",
       "      <th>new_york_zip_codes</th>\n",
       "      <th>counties_2</th>\n",
       "      <th>nys_municipal_boundaries_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>19184.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>8517.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>1616.0</td>\n",
       "      <td>20516.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>7520.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1788.0</td>\n",
       "      <td>14304.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.702553, ...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>2963.0</td>\n",
       "      <td>23704.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-73.932117, ...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>8640.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-76.359264, ...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>25385.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.597999, ...</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>2340.0</td>\n",
       "      <td>18720.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.729647, ...</td>\n",
       "      <td>1683.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              reporting_period home_performance_project_id  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      home_performance_site_id project_county project_city  project_zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 gas_utility_provider      electric_utility_provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       project_completion_date customer_type          job_type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       total_project_cost  total_incentives type_of_program_financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       amount_financed_through_program pre-retrofit_home_heating_fuel_type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural gas   \n",
       "55829                                0                         Natural gas   \n",
       "\n",
       "       year_home_built  size_of_home  volume_of_home  number_of_units  \\\n",
       "0               1947.0        2398.0         19184.0              1.0   \n",
       "1               1966.0        1092.0          8517.0              1.0   \n",
       "2               1928.0        1616.0         20516.0              1.0   \n",
       "3               1971.0         980.0          7840.0              1.0   \n",
       "4               1984.0         940.0          7520.0              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0        1788.0         14304.0              1.0   \n",
       "55826           1949.0        2963.0         23704.0              1.0   \n",
       "55827           1968.0        1080.0          8640.0              1.0   \n",
       "55828           1965.0        3272.0         25385.0              1.0   \n",
       "55829           1959.0        2340.0         18720.0              1.0   \n",
       "\n",
       "         measure_type  estimated_annual_kwh_savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       estimated_annual_mmbtu_savings  first_year_energy_savings_$_estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "      homeowner_received_free/reduced_cost_audit?  \\\n",
       "0                                               Y   \n",
       "1                                               Y   \n",
       "2                                               Y   \n",
       "3                                               Y   \n",
       "4                                               Y   \n",
       "...                                           ...   \n",
       "55825                                           N   \n",
       "55826                                           N   \n",
       "55827                                           N   \n",
       "55828                                           N   \n",
       "55829                                           N   \n",
       "\n",
       "                                                location  new_york_zip_codes  \\\n",
       "0      {'type': 'Point', 'coordinates': [-75.16936, 4...               764.0   \n",
       "1      {'type': 'Point', 'coordinates': [-77.218837, ...               364.0   \n",
       "2      {'type': 'Point', 'coordinates': [-78.808435, ...                71.0   \n",
       "3      {'type': 'Point', 'coordinates': [-75.454665, ...              1366.0   \n",
       "4      {'type': 'Point', 'coordinates': [-77.603561, ...               312.0   \n",
       "...                                                  ...                 ...   \n",
       "55825  {'type': 'Point', 'coordinates': [-78.702553, ...               506.0   \n",
       "55826  {'type': 'Point', 'coordinates': [-73.932117, ...                72.0   \n",
       "55827  {'type': 'Point', 'coordinates': [-76.359264, ...               622.0   \n",
       "55828  {'type': 'Point', 'coordinates': [-77.597999, ...              1676.0   \n",
       "55829  {'type': 'Point', 'coordinates': [-77.729647, ...              1683.0   \n",
       "\n",
       "       counties_2  nys_municipal_boundaries_2  \n",
       "0           625.0                         985  \n",
       "1           631.0                         631  \n",
       "2          2041.0                         300  \n",
       "3           625.0                         989  \n",
       "4          2091.0                         742  \n",
       "...           ...                         ...  \n",
       "55825      2041.0                         298  \n",
       "55826      2030.0                         832  \n",
       "55827      2181.0                         712  \n",
       "55828      2093.0                         545  \n",
       "55829      2093.0                         549  \n",
       "\n",
       "[55830 rows x 29 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "column_into_small_letters(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ffe26e2",
   "metadata": {},
   "source": [
    "## Column 15: Pre-Retrofit Home Heating Fuel Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8e1c16f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Natural Gas        26494\n",
       "Oil                12547\n",
       "Natural gas        11807\n",
       "Propane             2933\n",
       "Electricity          893\n",
       "Wood                 421\n",
       "Wood Pellets         165\n",
       "Kerosene             117\n",
       "Coal                  48\n",
       "Bituminous Coal        5\n",
       "Anthracite Coal        5\n",
       "Electric               2\n",
       "Name: pre-retrofit_home_heating_fuel_type, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"pre-retrofit_home_heating_fuel_type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "536e33c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function to unify entries in column according to given translator dictionary\n",
    "def unify_column_entries(df, translator, column):\n",
    "    df.replace({column: translator}, inplace = True)\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4eb0189a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reporting_period</th>\n",
       "      <th>home_performance_project_id</th>\n",
       "      <th>home_performance_site_id</th>\n",
       "      <th>project_county</th>\n",
       "      <th>project_city</th>\n",
       "      <th>project_zip</th>\n",
       "      <th>gas_utility_provider</th>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <th>project_completion_date</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>job_type</th>\n",
       "      <th>total_project_cost</th>\n",
       "      <th>total_incentives</th>\n",
       "      <th>type_of_program_financing</th>\n",
       "      <th>amount_financed_through_program</th>\n",
       "      <th>pre-retrofit_home_heating_fuel_type</th>\n",
       "      <th>year_home_built</th>\n",
       "      <th>size_of_home</th>\n",
       "      <th>volume_of_home</th>\n",
       "      <th>number_of_units</th>\n",
       "      <th>measure_type</th>\n",
       "      <th>estimated_annual_kwh_savings</th>\n",
       "      <th>estimated_annual_mmbtu_savings</th>\n",
       "      <th>first_year_energy_savings_$_estimate</th>\n",
       "      <th>homeowner_received_free/reduced_cost_audit?</th>\n",
       "      <th>location</th>\n",
       "      <th>new_york_zip_codes</th>\n",
       "      <th>counties_2</th>\n",
       "      <th>nys_municipal_boundaries_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>19184.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>8517.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>1616.0</td>\n",
       "      <td>20516.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>7520.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1788.0</td>\n",
       "      <td>14304.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.702553, ...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>2963.0</td>\n",
       "      <td>23704.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-73.932117, ...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>8640.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-76.359264, ...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>25385.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.597999, ...</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>2340.0</td>\n",
       "      <td>18720.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.729647, ...</td>\n",
       "      <td>1683.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              reporting_period home_performance_project_id  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      home_performance_site_id project_county project_city  project_zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 gas_utility_provider      electric_utility_provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       project_completion_date customer_type          job_type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       total_project_cost  total_incentives type_of_program_financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       amount_financed_through_program pre-retrofit_home_heating_fuel_type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural Gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural Gas   \n",
       "55829                                0                         Natural Gas   \n",
       "\n",
       "       year_home_built  size_of_home  volume_of_home  number_of_units  \\\n",
       "0               1947.0        2398.0         19184.0              1.0   \n",
       "1               1966.0        1092.0          8517.0              1.0   \n",
       "2               1928.0        1616.0         20516.0              1.0   \n",
       "3               1971.0         980.0          7840.0              1.0   \n",
       "4               1984.0         940.0          7520.0              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0        1788.0         14304.0              1.0   \n",
       "55826           1949.0        2963.0         23704.0              1.0   \n",
       "55827           1968.0        1080.0          8640.0              1.0   \n",
       "55828           1965.0        3272.0         25385.0              1.0   \n",
       "55829           1959.0        2340.0         18720.0              1.0   \n",
       "\n",
       "         measure_type  estimated_annual_kwh_savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       estimated_annual_mmbtu_savings  first_year_energy_savings_$_estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "      homeowner_received_free/reduced_cost_audit?  \\\n",
       "0                                               Y   \n",
       "1                                               Y   \n",
       "2                                               Y   \n",
       "3                                               Y   \n",
       "4                                               Y   \n",
       "...                                           ...   \n",
       "55825                                           N   \n",
       "55826                                           N   \n",
       "55827                                           N   \n",
       "55828                                           N   \n",
       "55829                                           N   \n",
       "\n",
       "                                                location  new_york_zip_codes  \\\n",
       "0      {'type': 'Point', 'coordinates': [-75.16936, 4...               764.0   \n",
       "1      {'type': 'Point', 'coordinates': [-77.218837, ...               364.0   \n",
       "2      {'type': 'Point', 'coordinates': [-78.808435, ...                71.0   \n",
       "3      {'type': 'Point', 'coordinates': [-75.454665, ...              1366.0   \n",
       "4      {'type': 'Point', 'coordinates': [-77.603561, ...               312.0   \n",
       "...                                                  ...                 ...   \n",
       "55825  {'type': 'Point', 'coordinates': [-78.702553, ...               506.0   \n",
       "55826  {'type': 'Point', 'coordinates': [-73.932117, ...                72.0   \n",
       "55827  {'type': 'Point', 'coordinates': [-76.359264, ...               622.0   \n",
       "55828  {'type': 'Point', 'coordinates': [-77.597999, ...              1676.0   \n",
       "55829  {'type': 'Point', 'coordinates': [-77.729647, ...              1683.0   \n",
       "\n",
       "       counties_2  nys_municipal_boundaries_2  \n",
       "0           625.0                         985  \n",
       "1           631.0                         631  \n",
       "2          2041.0                         300  \n",
       "3           625.0                         989  \n",
       "4          2091.0                         742  \n",
       "...           ...                         ...  \n",
       "55825      2041.0                         298  \n",
       "55826      2030.0                         832  \n",
       "55827      2181.0                         712  \n",
       "55828      2093.0                         545  \n",
       "55829      2093.0                         549  \n",
       "\n",
       "[55830 rows x 29 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Application of unity_column_entries function\n",
    "translator = {\"Natural Gas\" : \"Natural Gas\",\n",
    "             \"Oil\": \"Oil\",\n",
    "             \"Natural gas\": \"Natural Gas\",\n",
    "             \"Propane\": \"Propane\",\n",
    "             \"Electricity\": \"Electricity\",\n",
    "             \"Wood\": \"Wood\",\n",
    "             \"Kerosene\": \"Kerosene\",\n",
    "             \"Coal\": \"Coal\",\n",
    "             \"Bituminous Coal\": \"Bituminous Coal\",\n",
    "             \"Anthracite Coal\": \"Anthracite Coal\",\n",
    "             \"Electric\": \"Electricity\"}\n",
    "\n",
    "unify_column_entries(df, translator, \"pre-retrofit_home_heating_fuel_type\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "002eab22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Natural Gas        38301\n",
       "Oil                12547\n",
       "Propane             2933\n",
       "Electricity          895\n",
       "Wood                 421\n",
       "Wood Pellets         165\n",
       "Kerosene             117\n",
       "Coal                  48\n",
       "Bituminous Coal        5\n",
       "Anthracite Coal        5\n",
       "Name: pre-retrofit_home_heating_fuel_type, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"pre-retrofit_home_heating_fuel_type\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac5c663",
   "metadata": {},
   "source": [
    "## Column 16: Year Home Built"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7821536a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16874, 29)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"year_home_built\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "56073c0c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year_home_built', ylabel='Count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8CrYSQEsqPF0m+7i5ddt3vOyB3gBo7zx6DZFhGFqwYIE2b96sHTt2qF+/fm7L+/XrJ4fDoaysLLOtsrJSu3btMsPO8OHD5evr61ZTVFSk/Px8syYmJkZOp1MfffSRWbN37145nU6z5mJ+fn7q0aOH2wQAADomj44QPfTQQ3r99df11ltvKSAgwLyex263y9/fXzabTcnJyVq+fLn69++v/v37a/ny5erWrZumT59u1s6ePVuLFy9Wr169FBgYqCVLlmjIkCHmXWcDBw7UpEmTNGfOHK1evVqSNHfuXCUkJHCHGQAA8GwgevHFFyVJY8eOdWtfu3atZs6cKUlaunSpKioqNH/+fJWWlio6OlrvvfeeAgICzPoVK1aoc+fOuuuuu1RRUaHx48dr3bp18vHxMWs2bdqkhQsXmnejTZ48Wenp6a27gQAAoF3waCAyDOOyNTabTSkpKUpJSWmwpmvXrlq1apVWrVrVYE1gYKA2btzYnG4CAIAOzqueQwQAAOAJBCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5zQpE1113nc6cOVOnvaysTNddd90VdwoAAKAtNSsQffXVV6qpqanT7nK5VFhYeMWdAgAAaEudm1K8detW89/vvvuu7Ha7OV9TU6P3339fffv2bbHOAQAAtIUmBaKpU6dKkmw2m2bMmOG2zNfXV3379tVzzz3XYp0DAABoC00KRLW1tZKkfv36ad++fQoKCmqVTgEAALSlJgWiC44dO9bS/QAAAPCYZgUiSXr//ff1/vvvq6SkxBw5uuC///u/r7hjAAAAbaVZgejJJ5/UU089pREjRig0NFQ2m62l+wUA7dr9Cx5R4ekyt7beQVfrlfQVnulQO8PPD22tWYHopZde0rp165SYmNjS/QGADqHwdJns4+a6t+142UO9aX/4+aGtNes5RJWVlRo9enRL9wUAAMAjmhWI7r//fr3++ust3RcAAACPaNYps++++04vv/yytm/frqFDh8rX19dteVpaWot0DgAAoC00KxB99tln+vGPfyxJys/Pd1vGBdYAAKC9aVYg2rlzZ0v3AwAAwGOadQ0RAABAR9KsEaKf/exnlzw1tmPHjmZ3CAAAoK01KxBduH7ogqqqKuXl5Sk/P7/OS18BAAC8XbMC0YoV9T8pNCUlRefOnbuiDgEAALS1Zr/LrD6//OUv9ZOf/ER//OMfW3K1AGBJ9b2+QuIVFkBraNFAtGfPHnXt2rUlVwkAllXf6yskXmEBtIZmBaJp06a5zRuGoaKiIu3fv1+/+c1vWqRjAAAAbaVZgchut7vNd+rUSZGRkXrqqacUGxvbIh0DAABoK80KRGvXrm3pfgAAAHjMFV1DlJubq4KCAtlsNg0aNEjDhg1rqX4BAAC0mWY9qbqkpETjxo3TyJEjtXDhQi1YsEDDhw/X+PHjderUqUav58MPP9Rtt92msLAw2Ww2vfnmm27LZ86cKZvN5jaNGjXKrcblcikpKUlBQUHq3r27Jk+erBMnTrjVlJaWKjExUXa7XXa7XYmJiSorK2vOpgMAgA6oWSNESUlJKi8v18GDBzVw4EBJ0qFDhzRjxgwtXLhQf/nLXxq1nvPnz+vGG2/UrFmzdMcdd9RbM2nSJLdTdF26dHFbnpycrLffflsZGRnq1auXFi9erISEBOXm5srHx0eSNH36dJ04cUKZmZmSpLlz5yoxMVFvv/12k7cdAOBdeDwBWkKzAlFmZqa2b99uhiFJGjRokP785z836aLq+Ph4xcfHX7LGz89PDoej3mVOp1OvvvqqNmzYoAkTJkiSNm7cqPDwcG3fvl1xcXEqKChQZmamcnJyFB0dLUlas2aNYmJidPjwYUVGRja6vwAA78PjCdASmhWIamtr5evrW6fd19dXtbW1V9ypH/rggw8UHBysq6++WmPGjNHTTz+t4OBgSd9fw1RVVeUWwsLCwhQVFaXs7GzFxcVpz549stvtZhiSpFGjRslutys7O5tABAAedDD/gOLvmVWnveDzLzRqnAc6BMtqViAaN26cHn74Yf3lL39RWFiYJKmwsFCPPPKIxo8f32Kdi4+P15133qmIiAgdO3ZMv/nNbzRu3Djl5ubKz89PxcXF6tKli3r27On2uZCQEBUXF0uSiouLzQD1Q8HBwWZNfVwul1wulzlfXl7eQlsFALigyvCpd3THdSC57TsDS2tWIEpPT9eUKVPUt29fhYeHy2az6ZtvvtGQIUO0cePGFuvc3Xffbf47KipKI0aMUEREhN555506D4f8IcMwZLPZzPkf/ruhmoulpqbqySefbGbPAQBAe9KsQBQeHq6PP/5YWVlZ+vzzz2UYhgYNGmRex9NaQkNDFRERoSNHjkiSHA6HKisrVVpa6jZKVFJSotGjR5s1J0+erLOuU6dOKSQkpMHvWrZsmRYtWmTOl5eXKzw8vKU2BQAAeJEm3Xa/Y8cODRo0yDx9NHHiRCUlJWnhwoUaOXKkBg8erL///e+t0lFJOnPmjI4fP67Q0FBJ0vDhw+Xr66usrCyzpqioSPn5+WYgiomJkdPp1EcffWTW7N27V06n06ypj5+fn3r06OE2AQCAjqlJI0QrV67UnDlz6g0Hdrtd8+bNU1pamm655ZZGre/cuXM6evSoOX/s2DHl5eUpMDBQgYGBSklJ0R133KHQ0FB99dVXevTRRxUUFKTbb7/d/M7Zs2dr8eLF6tWrlwIDA7VkyRINGTLEHK0aOHCgJk2apDlz5mj16tWSvr/tPiEhgQuqAQCApCaOEH366aeaNGlSg8tjY2OVm5vb6PXt379fw4YNM59wvWjRIg0bNky//e1v5ePjowMHDmjKlCkaMGCAZsyYoQEDBmjPnj0KCAgw17FixQpNnTpVd911l37605+qW7duevvtt81nEEnSpk2bNGTIEMXGxio2NlZDhw7Vhg0bmrLpAACgA2vSCNHJkyfrvd3eXFnnzk16UvXYsWNlGEaDy999993LrqNr165atWqVVq1a1WBNYGBgi17sDQAAOpYmjRD17t1bBw4caHD5Z599Zl7fAwAA0F40KRD9/Oc/129/+1t99913dZZVVFToiSeeUEJCQot1DgAAoC006ZTZ448/rs2bN2vAgAFasGCBIiMjZbPZVFBQoD//+c+qqanRY4891lp9BQAAaBVNCkQhISHKzs7Wgw8+qGXLlpnX/9hsNsXFxemFF1645LN9AAAAvFGTH8wYERGhbdu2qbS0VEePHpVhGOrfv3+d12cAAAC0F816UrUk9ezZUyNHjmzJvgAAAHhEky6qBgAA6IgIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPI6e7oDAABY0f0LHlHh6TK3tt5BV+uV9BWe6ZDFEYgAAJZXXziRWjegFJ4uk33cXPe2HS+3ynfh8ghEAIAO6WD+AcXfM8utraGAU184kQgoVkIgAgB0SFWGDyMwaDQuqgYAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJZHIAIAAJbHbfcAAHiJ+p6dJPEE67ZAIAIAtAsNhYWCz7/QqHEe6FArqO/ZSRLPT2oLBCIAQLvQUFhwHUhu+86gwyEQAYAF8WJRwB2BCAAsiBeLAu64ywwAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFget90DANBEPMep4yEQAQDQRDzHqePx6CmzDz/8ULfddpvCwsJks9n05ptvui03DEMpKSkKCwuTv7+/xo4dq4MHD7rVuFwuJSUlKSgoSN27d9fkyZN14sQJt5rS0lIlJibKbrfLbrcrMTFRZWVlrbx1AACgvfBoIDp//rxuvPFGpaen17v82WefVVpamtLT07Vv3z45HA5NnDhRZ8+eNWuSk5O1ZcsWZWRkaPfu3Tp37pwSEhJUU1Nj1kyfPl15eXnKzMxUZmam8vLylJiY2OrbBwAA2gePnjKLj49XfHx8vcsMw9DKlSv12GOPadq0aZKk9evXKyQkRK+//rrmzZsnp9OpV199VRs2bNCECRMkSRs3blR4eLi2b9+uuLg4FRQUKDMzUzk5OYqOjpYkrVmzRjExMTp8+LAiIyPbZmMBoAH1XY8iday3uAPezmuvITp27JiKi4sVGxtrtvn5+WnMmDHKzs7WvHnzlJubq6qqKreasLAwRUVFKTs7W3FxcdqzZ4/sdrsZhiRp1KhRstvtys7ObjAQuVwuuVwuc768vLwVthIA6r8eReIt7kBb8trb7ouLiyVJISEhbu0hISHmsuLiYnXp0kU9e/a8ZE1wcHCd9QcHB5s19UlNTTWvObLb7QoPD7+i7QEAAN7LawPRBTabzW3eMIw6bRe7uKa++sutZ9myZXI6neZ0/PjxJvYcAAC0F14biBwOhyTVGcUpKSkxR40cDocqKytVWlp6yZqTJ0/WWf+pU6fqjD79kJ+fn3r06OE2AQCAjslrA1G/fv3kcDiUlZVltlVWVmrXrl0aPXq0JGn48OHy9fV1qykqKlJ+fr5ZExMTI6fTqY8++sis2bt3r5xOp1kDAACszaMXVZ87d05Hjx41548dO6a8vDwFBgbq2muvVXJyspYvX67+/furf//+Wr58ubp166bp06dLkux2u2bPnq3FixerV69eCgwM1JIlSzRkyBDzrrOBAwdq0qRJmjNnjlavXi1Jmjt3rhISErjDDAAASPJwINq/f79+9rOfmfOLFi2SJM2YMUPr1q3T0qVLVVFRofnz56u0tFTR0dF67733FBAQYH5mxYoV6ty5s+666y5VVFRo/PjxWrdunXx8fMyaTZs2aeHChebdaJMnT27w2UcAALQkHqvQPng0EI0dO1aGYTS43GazKSUlRSkpKQ3WdO3aVatWrdKqVasarAkMDNTGjRuvpKsAADQLj1VoH7z2GiIAAIC2QiACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACW59EHMwIA0JYO5h9Q/D2z6rTz1GgQiAAAllFl+PDUaNSLU2YAAMDyGCECAKABnGKzDgIRAAAN4BSbdXDKDAAAWB4jRAAAeLmGTt31Drpar6Sv8ECPOh4CEQAAXq6hU3eFO172QG86Jk6ZAQAAy2OECADQLPcveESFp8vqtHMHFtojAhEAoFkKT5dxBxY6DE6ZAQAAyyMQAQAAy+OUGQDLaugaGG5lBqyHQATAshq6BoZbmQHr4ZQZAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPJ5UDaDV8GoMAO0FgQhAq+HVGADaCwIRAAAdTH2js4zMXhqBCACADqa+0VlGZi+Ni6oBAIDlEYgAAIDlccoMAAALOJh/QPH3zKrTzrVF3yMQAQBgAVWGD3d9XgKnzAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOV5dSBKSUmRzWZzmxwOh7ncMAylpKQoLCxM/v7+Gjt2rA4ePOi2DpfLpaSkJAUFBal79+6aPHmyTpw40dabAgAAvJhXByJJGjx4sIqKiszpwIED5rJnn31WaWlpSk9P1759++RwODRx4kSdPXvWrElOTtaWLVuUkZGh3bt369y5c0pISFBNTY0nNgcAAHghr39SdefOnd1GhS4wDEMrV67UY489pmnTpkmS1q9fr5CQEL3++uuaN2+enE6nXn31VW3YsEETJkyQJG3cuFHh4eHavn274uLi2nRbAACAd/L6EaIjR44oLCxM/fr10z333KMvv/xSknTs2DEVFxcrNjbWrPXz89OYMWOUnZ0tScrNzVVVVZVbTVhYmKKiosyahrhcLpWXl7tNAACgY/LqQBQdHa3XXntN7777rtasWaPi4mKNHj1aZ86cUXFxsSQpJCTE7TMhISHmsuLiYnXp0kU9e/ZssKYhqampstvt5hQeHt6CWwYAALyJVwei+Ph43XHHHRoyZIgmTJigd955R9L3p8YusNlsbp8xDKNO28UaU7Ns2TI5nU5zOn78eDO3AgAAeDuvv4boh7p3764hQ4boyJEjmjp1qqTvR4FCQ0PNmpKSEnPUyOFwqLKyUqWlpW6jRCUlJRo9evQlv8vPz09+fn4tvxEAALSQg/kHFH/PrDrtBZ9/oVHjPNChdsyrR4gu5nK5VFBQoNDQUPXr108Oh0NZWVnm8srKSu3atcsMO8OHD5evr69bTVFRkfLz8y8biAAA8HZVho/s4+bWmVxV1Z7uWrvj1SNES5Ys0W233aZrr71WJSUl+t3vfqfy8nLNmDFDNptNycnJWr58ufr376/+/ftr+fLl6tatm6ZPny5Jstvtmj17thYvXqxevXopMDBQS5YsMU/BAZDuX/CICk+X1WnvHXS1Xklf0fYdAgAP8OpAdOLECf3iF7/Q6dOndc0112jUqFHKyclRRESEJGnp0qWqqKjQ/PnzVVpaqujoaL333nsKCAgw17FixQp17txZd911lyoqKjR+/HitW7dOPj4+ntoswKsUni6Tfdzcuu07XvZAb+CNGgrNnJZBR+LVgSgjI+OSy202m1JSUpSSktJgTdeuXbVq1SqtWrWqhXsHANbQUGh2HUhu+84AraRdXUMEAADQGghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8rz6tnsA6Eh4zQLgvQhEANBGLrxm4WI8zwfwPAIRAAAW1tDIpdVe30MgAgDAwhoaubTa63sIRADQgfEeMqBxCETAJfAmeLR3vIcMaBwCEXAJvAkeAKyBQAQAHQCnxoArQyACgA6AU2Oex3Om2jcCEQA0AteT4XJ4zlT7RiACgEbgejKgY+NdZgAAwPIIRAAAwPIIRAAAwPK4hggAIIm7pGBtBCIAgCTukoK1ccoMAABYHoEIAABYHqfMAKCdqe9aH67zAa4MgQgA2pn6rvXhOh/gyhCIgFbWmq984HUSrYMRGMB6CERAK2vNVz7wOom66gszTQ2ITRmB4VZ1oGMgEAHoUOoLM60ZELlVHegYCEQAAKCOlhhtbU8IRAAAoI62Hm31NJ5DBAAALI9ABAAALI9TZoBFNHSLvhXuhuJOMACXQyACLKKhW/StcDcUd4IBuBxOmQEAAMtjhAjtHk9r7hjYj4D3a+j0c0c4TglEXoA/BFeGpzV3DOxHwPs1dPq5IxynBCIvwB8CAAA8i2uIAACA5TFCBHiZ+k6hcvoUAFoXgQhtguukGq++U6icPgWA1kUgwmW1RJjhOikAgDcjEOGyCDP4obY+pcdTpgG0BQIRgCapLyC/93xSk0JLfSGnoVqeMg2gLRCIAFyxpoaW+uoJOAA8iUAEr+TtF2HXN8Lx1ZEv1Lf/gDq1nNoB0NE1dGq7od+L3vK7/IcsFYheeOEF/eEPf1BRUZEGDx6slStX6pZbbvF0t1APb79uqb4RjrIDyR3q1A7X7gBorIZGiRv6vVjfaXZPhyTLBKK//vWvSk5O1gsvvKCf/vSnWr16teLj43Xo0CFde+21nu7eFfOmEZX6+uJNf0S95Tk/TQkcTQ0nTblGpyFcuwOgtdT3+8XT/8NrmUCUlpam2bNn6/7775ckrVy5Uu+++65efPFFpaamerh3V86bRlTq64s3/RH1luf8NCVwcI0OALQuSwSiyspK5ebm6j//8z/d2mNjY5Wdne2hXnlWS4wotcQpldYc+WjNERgAQMdiiUB0+vRp1dTUKCQkxK09JCRExcXF9X7G5XLJ5XKZ806nU5JUXl7e4v2rrqpUVcX5Ou0HPs3TxDvurdP+9T+PKuL6H7m1Hf7iqEbGNH4dh784qpH3P12nPfOl/69OfUPrdlVL3WLqrrsi7z/rbE9tTU2929iUdTRU35Tahuqb2o/6tqehbWyJdm9ZB/3z/Dron+fXQf9ap3/VVZWt8jf2wjoNw7h0oWEBhYWFhiQjOzvbrf13v/udERkZWe9nnnjiCUMSExMTExMTUweYjh8/fsmsYIkRoqCgIPn4+NQZDSopKakzanTBsmXLtGjRInO+trZW//73v9WrVy/ZbLYW61t5ebnCw8N1/Phx9ejRo8XWiyvHvvFe7Bvvxb7xXlbdN4Zh6OzZswoLC7tknSUCUZcuXTR8+HBlZWXp9ttvN9uzsrI0ZcqUej/j5+cnPz8/t7arr7661frYo0cPS/0H2p6wb7wX+8Z7sW+8lxX3jd1uv2yNJQKRJC1atEiJiYkaMWKEYmJi9PLLL+ubb77RAw884OmuAQAAD7NMILr77rt15swZPfXUUyoqKlJUVJS2bdumiIgIT3cNAAB4mGUCkSTNnz9f8+fP93Q33Pj5+emJJ56oc3oOnse+8V7sG+/FvvFe7JtLsxnG5e5DAwAA6Ng6eboDAAAAnkYgAgAAlkcgAgAAlkcgagEffvihbrvtNoWFhclms+nNN990W37u3DktWLBAffr0kb+/vwYOHKgXX3zRrcblcikpKUlBQUHq3r27Jk+erBMnTrjVlJaWKjExUXa7XXa7XYmJiSorK2vlrWvfWmLfjB07VjabzW2655573GrYN013uX1z8uRJzZw5U2FhYerWrZsmTZqkI0eOuNVw3LSOltg3HDctLzU1VSNHjlRAQICCg4M1depUHT582K3GMAylpKQoLCxM/v7+Gjt2rA4ePOhWw3FTPwJRCzh//rxuvPFGpaen17v8kUceUWZmpjZu3KiCggI98sgjSkpK0ltvvWXWJCcna8uWLcrIyNDu3bt17tw5JSQkqKamxqyZPn268vLylJmZqczMTOXl5SkxMbHVt689a4l9I0lz5sxRUVGROa1evdptOfum6S61bwzD0NSpU/Xll1/qrbfe0ieffKKIiAhNmDBB58//v/cfcdy0jpbYNxLHTUvbtWuXHnroIeXk5CgrK0vV1dWKjY11+7k/++yzSktLU3p6uvbt2yeHw6GJEyfq7NmzZg3HTQNa4FVh+AFJxpYtW9zaBg8ebDz11FNubTfddJPx+OOPG4ZhGGVlZYavr6+RkZFhLi8sLDQ6depkZGZmGoZhGIcOHTIkGTk5OWbNnj17DEnG559/3kpb07E0Z98YhmGMGTPGePjhhxtcL/vmyl28bw4fPmxIMvLz88226upqIzAw0FizZo1hGBw3baU5+8YwOG7aQklJiSHJ2LVrl2EYhlFbW2s4HA7j97//vVnz3XffGXa73XjppZcMw+C4uRRGiNrAzTffrK1bt6qwsFCGYWjnzp364osvFBcXJ0nKzc1VVVWVYmNjzc+EhYUpKipK2dnZkqQ9e/bIbrcrOjrarBk1apTsdrtZg6a73L65YNOmTQoKCtLgwYO1ZMkSt//bYt+0PJfLJUnq2rWr2ebj46MuXbpo9+7dkjhuPKUx++YCjpvW5XQ6JUmBgYGSpGPHjqm4uNjtmPDz89OYMWPMnynHTcMs9WBGT3n++ec1Z84c9enTR507d1anTp30yiuv6Oabb5YkFRcXq0uXLurZs6fb50JCQswX0hYXFys4OLjOuoODg+u8tBaNd7l9I0n33nuv+vXrJ4fDofz8fC1btkyffvqpsrKyJLFvWsMNN9ygiIgILVu2TKtXr1b37t2Vlpam4uJiFRUVSeK48ZTG7BuJ46a1GYahRYsW6eabb1ZUVJQkmT+3i19aHhISoq+//tqs4bipH4GoDTz//PPKycnR1q1bFRERoQ8//FDz589XaGioJkyY0ODnDMOQzWYz53/474Zq0DSN2Tdz5swx66OiotS/f3+NGDFCH3/8sW666SZJ7JuW5uvrq//93//V7NmzFRgYKB8fH02YMEHx8fGX/SzHTetq7L7huGldCxYs0GeffVZnVE6q+3NtzM+U44aLqltdRUWFHn30UaWlpem2227T0KFDtWDBAt1999364x//KElyOByqrKxUaWmp22dLSkrMpO9wOHTy5Mk66z916lSd/xtA4zRm39Tnpptukq+vr3lXDfumdQwfPlx5eXkqKytTUVGRMjMzdebMGfXr108Sx40nXW7f1IfjpuUkJSVp69at2rlzp/r06WO2OxwOSaozinPxMcFxUz8CUSurqqpSVVWVOnVy/1H7+PiotrZW0ve/XHx9fc2hZEkqKipSfn6+Ro8eLUmKiYmR0+nURx99ZNbs3btXTqfTrEHTNGbf1OfgwYOqqqpSaGioJPZNa7Pb7brmmmt05MgR7d+/X1OmTJHEceMNGto39eG4uXKGYWjBggXavHmzduzYUSeAXjhF+cNjorKyUrt27TJ/phw3l+CRS7k7mLNnzxqffPKJ8cknnxiSjLS0NOOTTz4xvv76a8Mwvr/bYvDgwcbOnTuNL7/80li7dq3RtWtX44UXXjDX8cADDxh9+vQxtm/fbnz88cfGuHHjjBtvvNGorq42ayZNmmQMHTrU2LNnj7Fnzx5jyJAhRkJCQptvb3typfvm6NGjxpNPPmns27fPOHbsmPHOO+8YN9xwgzFs2DD2zRW63L554403jJ07dxr//Oc/jTfffNOIiIgwpk2b5rYOjpvWcaX7huOmdTz44IOG3W43PvjgA6OoqMicvv32W7Pm97//vWG3243NmzcbBw4cMH7xi18YoaGhRnl5uVnDcVM/AlEL2LlzpyGpzjRjxgzDMAyjqKjImDlzphEWFmZ07drViIyMNJ577jmjtrbWXEdFRYWxYMECIzAw0PD39zcSEhKMb775xu17zpw5Y9x7771GQECAERAQYNx7771GaWlpG25p+3Ol++abb74xbr31ViMwMNDo0qWLcf311xsLFy40zpw54/Y97Jumu9y++dOf/mT06dPH8PX1Na699lrj8ccfN1wul9s6OG5ax5XuG46b1lHfPpFkrF271qypra01nnjiCcPhcBh+fn7Grbfeahw4cMBtPRw39eNt9wAAwPK4hggAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQhAuzVz5kxNnTrV091osnXr1unqq6++4vWMHTtWycnJ5nzfvn21cuXKK14vYEWdPd0BAEDzbN68Wb6+vg0ut9ls2rJlS7sMjUBbIxAB8Eo1NTWy2Wzq1ImB7IYEBgZ6ugtAh8FvGgCX9dprr6lXr15yuVxu7XfccYfuu+8+SdLbb7+t4cOHq2vXrrruuuv05JNPqrq62qxNS0vTkCFD1L17d4WHh2v+/Pk6d+6cufzCaaS//e1vGjRokPz8/PT11183qn9//OMfFRoaql69eumhhx5SVVWVuay0tFT33XefevbsqW7duik+Pl5Hjhyp93sjIyPVrVs3/cd//IfOnz+v9evXq2/fvurZs6eSkpJUU1Njfq6yslJLly5V79691b17d0VHR+uDDz5o0s/1zTff1IABA9S1a1dNnDhRx48fN5fVdzowOTlZY8eONecvPmX2Q3379pUk3X777bLZbOY8gPoRiABc1p133qmamhpt3brVbDt9+rT+9re/adasWXr33Xf1y1/+UgsXLtShQ4e0evVqrVu3Tk8//bRZ36lTJz3//PPKz8/X+vXrtWPHDi1dutTte7799lulpqbqlVde0cGDBxUcHHzZvu3cuVP//Oc/tXPnTq1fv17r1q3TunXrzOUzZ87U/v37tXXrVu3Zs0eGYejnP/+5W2j69ttv9fzzzysjI0OZmZn64IMPNG3aNG3btk3btm3Thg0b9PLLL+t//ud/zM/MmjVL//jHP5SRkaHPPvtMd955pyZNmuQWti7l22+/1dNPP63169frH//4h8rLy3XPPfc06rONsW/fPknS2rVrVVRUZM4DaIABAI3w4IMPGvHx8eb8ypUrjeuuu86ora01brnlFmP58uVu9Rs2bDBCQ0MbXN8bb7xh9OrVy5xfu3atIcnIy8trdJ9mzJhhREREGNXV1WbbnXfeadx9992GYRjGF198YUgy/vGPf5jLT58+bfj7+xtvvPGG2/cePXrUrJk3b57RrVs34+zZs2ZbXFycMW/ePMMwDOPo0aOGzWYzCgsL3fozfvx4Y9myZZft94XvzMnJMdsKCgoMScbevXvNbZsyZYrb5x5++GFjzJgx5vyYMWOMhx9+2JyPiIgwVqxYYc5LMrZs2XLZ/gAwDK4hAtAoc+bM0ciRI1VYWKjevXtr7dq1mjlzpmw2m3Jzc7Vv3z63EaGamhp99913+vbbb9WtWzft3LlTy5cv16FDh1ReXq7q6mp99913On/+vLp37y5J6tKli4YOHdqkfg0ePFg+Pj7mfGhoqA4cOCBJKigoUOfOnRUdHW0u79WrlyIjI1VQUGC2devWTddff705HxISor59++qqq65yayspKZEkffzxxzIMQwMGDHDri8vlUq9evRrV786dO2vEiBHm/A033KCrr75aBQUF+slPftKodQBoOQQiAI0ybNgw3XjjjXrttdcUFxenAwcO6O2335Yk1dbW6sknn9S0adPqfK5r1676+uuv9fOf/1wPPPCA/uu//kuBgYHavXu3Zs+e7Xbqyt/fXzabrUn9uvguK5vNptraWkmSYRj1fsYwDLfvqW8dl1pvbW2tfHx8lJub6xbGJLmFqMupb1svtHXq1KlO/3/4swLQsghEABrt/vvv14oVK1RYWKgJEyYoPDxcknTTTTfp8OHD+tGPflTv5/bv36/q6mo999xz5l1jb7zxRqv3d9CgQaqurtbevXs1evRoSdKZM2f0xRdfaODAgc1e77Bhw1RTU6OSkhLdcsstzVpHdXW19u/fb44GHT58WGVlZbrhhhskSddcc43y8/PdPpOXl3fJ2+wv5uvr63YhOICGcVE1gEa79957VVhYqDVr1uhXv/qV2f7b3/5Wr732mlJSUnTw4EEVFBTor3/9qx5//HFJ0vXXX6/q6mqtWrVKX375pTZs2KCXXnqp1fvbv39/TZkyRXPmzNHu3bv16aef6pe//KV69+6tKVOmNHu9AwYM0L333qv77rtPmzdv1rFjx7Rv3z4988wz2rZtW6PW4evrq6SkJO3du1cff/yxZs2apVGjRpkBady4cdq/f79ee+01HTlyRE888USdgHQ5ffv21fvvv6/i4mKVlpY2eTsBKyEQAWi0Hj166I477tBVV13ldkt4XFyc/va3vykrK0sjR47UqFGjlJaWpoiICEnSj3/8Y6WlpemZZ55RVFSUNm3apNTU1Dbp89q1azV8+HAlJCQoJiZGhmFo27ZtTRppaWi99913nxYvXqzIyEhNnjxZe/fuNUfNLqdbt2769a9/renTpysmJkb+/v7KyMgwl8fFxek3v/mNli5dqpEjR+rs2bPmIw4a67nnnlNWVpbCw8M1bNiwJn0WsBqb0dBJdgCox8SJEzVw4EA9//zznu4KALQYAhGARvn3v/+t9957T/fee68OHTqkyMhIT3cJAFoMp8wANMpNN92kefPm6ZlnnmmzMHTVVVc1OP39739vkz40R3x8fIP9Xr58uae7B6AejBAB8FpHjx5tcFnv3r3l7+/fhr1pvMLCQlVUVNS7LDAwkHeQAV6IQAQAACyPU2YAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDy/n+RfBqIiw4gngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.histplot(df[\"year_home_built\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c05ac29b",
   "metadata": {},
   "source": [
    "## Column 17: Size of Home"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fef42b7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8201, 29)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"size_of_home\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2965a7f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    47629.000000\n",
       "mean      1911.659094\n",
       "std        682.743735\n",
       "min        800.000000\n",
       "25%       1396.000000\n",
       "50%       1800.000000\n",
       "75%       2309.000000\n",
       "max       4000.000000\n",
       "Name: size_of_home, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"size_of_home\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "67e2a1f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"size_of_home\"] = df[\"size_of_home\"]*0.0929"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "934304d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111.4800    459\n",
       "167.2200    401\n",
       "133.7760    341\n",
       "185.8000    335\n",
       "148.6400    332\n",
       "           ... \n",
       "336.1122      1\n",
       "87.9763       1\n",
       "311.6795      1\n",
       "371.0426      1\n",
       "242.5619      1\n",
       "Name: size_of_home, Length: 2998, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"size_of_home\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6034da48",
   "metadata": {},
   "source": [
    "## Column 18: Volume of Home"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3d5c63c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8201, 29)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"volume_of_home\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1e4f5c4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    47629.000000\n",
       "mean     16268.797938\n",
       "std       6380.773571\n",
       "min       1111.000000\n",
       "25%      11544.000000\n",
       "50%      15112.000000\n",
       "75%      19681.000000\n",
       "max      70376.000000\n",
       "Name: volume_of_home, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"volume_of_home\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6993f5d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"volume_of_home\"] = df[\"volume_of_home\"]*0.02832"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f4ca2223",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "271.87200     309\n",
       "407.80800     252\n",
       "326.24640     219\n",
       "217.49760     185\n",
       "453.12000     180\n",
       "             ... \n",
       "365.24304       1\n",
       "1026.57168      1\n",
       "228.96720       1\n",
       "352.95216       1\n",
       "718.90320       1\n",
       "Name: volume_of_home, Length: 11057, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"volume_of_home\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7df28e5b",
   "metadata": {},
   "source": [
    "## Column 19: Number of Units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "28caada9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16859, 29)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"number_of_units\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "bc9c9963",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"number_of_units\"] == 0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6d62857b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    38971.000000\n",
       "mean         1.035514\n",
       "std          0.228171\n",
       "min          1.000000\n",
       "25%          1.000000\n",
       "50%          1.000000\n",
       "75%          1.000000\n",
       "max          4.000000\n",
       "Name: number_of_units, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"number_of_units\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "210a5b45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0    37854\n",
       "2.0      930\n",
       "3.0      107\n",
       "4.0       80\n",
       "Name: number_of_units, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"number_of_units\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eade723",
   "metadata": {},
   "source": [
    "## Column 20: Measure Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ad680802",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"measure_type\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2ff86e19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count              55830\n",
       "unique                 3\n",
       "top       Building Shell\n",
       "freq               55299\n",
       "Name: measure_type, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"measure_type\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8658c362",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Building Shell         55299\n",
       "Heating and Cooling      525\n",
       "Water Heater               6\n",
       "Name: measure_type, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"measure_type\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19e23302",
   "metadata": {},
   "source": [
    "## Column 21: Estimated Annual kWh Savings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6bd3a5a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"estimated_annual_kwh_savings\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4028c885",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23244, 29)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"estimated_annual_kwh_savings\"] == 0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4bf61f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    55830.000000\n",
       "mean       363.592853\n",
       "std       1691.176724\n",
       "min     -27585.000000\n",
       "25%          0.000000\n",
       "50%          4.000000\n",
       "75%        313.000000\n",
       "max      63480.000000\n",
       "Name: estimated_annual_kwh_savings, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"estimated_annual_kwh_savings\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "eb7ddf73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='estimated_annual_kwh_savings', ylabel='Count'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ixQodOnRI8fHxqqiosGqGDh2q7OxspaWlKS0tTdnZ2UpMTLTWV1RUqH///jp8+LBWrFih1NRUzZkzR+PHj6/9TgMAgEuSb13uvF+/furXr98Za5xOp9xu9ynXeTwevffee/rwww/Vp08fSdLMmTPVunVrLV68WHFxcdq8ebPS0tK0atUqde3aVZI0ffp0de/eXVu3blWHDh20aNEibdq0Sbt371ZERIQk6ZVXXtHw4cP1hz/8Qc2aNavFXgMAgEtRvb+madmyZQoLC9O1116rESNGqKCgwFqXlZWl8vJyxcbGWssiIiIUFRWllStXSpIyMzPlcrmswCRJ3bp1k8vl8qqJioqyApMkxcXFqbS0VFlZWadtW2lpqUpKSrwmAADQMNXr0NSvXz/NmjVLS5Ys0SuvvKK1a9eqd+/eKi0tlSTl5+fL399fwcHBXq8LDw9Xfn6+VRMWFlZt22FhYV414eHhXuuDg4Pl7+9v1ZxKSkqKdZ2Uy+VS69atz6u/AACg/qrT03NnM2TIEOvPUVFR6tKli9q2basFCxbonnvuOe3rjDFyOBzW/I//fD41J5s4caLGjRtnzZeUlBCcAABooGo00nTVVVepsLCw2vLi4mJdddVV592o02nZsqXatm2rbdu2SZLcbrfKyspUVFTkVVdQUGCNHLndbu3fv7/atr7//nuvmpNHlIqKilReXl5tBOrHnE6nmjVr5jUBAICGqUahaefOnV53p1UpLS3V3r17z7tRp1NYWKjdu3erZcuWkqTo6Gj5+fkpPT3dqsnLy1NOTo569OghSerevbs8Ho/WrFlj1axevVoej8erJicnR3l5eVbNokWL5HQ6FR0dfcH6AwAALh3ndHpu/vz51p8///xzuVwua76iokJffPGF2rVrZ3t7hw4d0vbt2635HTt2KDs7WyEhIQoJCdGkSZN07733qmXLltq5c6d+85vfKDQ0VHfffbckyeVy6ZFHHtH48ePVvHlzhYSEaMKECbr++uutu+k6duyovn37asSIEXrnnXckSSNHjlR8fLw6dOggSYqNjVWnTp2UmJiol19+WQcOHNCECRM0YsQIRo8AAMAJ5hw4HA7jcDiMj4+P9eeqyd/f31x77bXms88+s729pUuXGknVpmHDhpkjR46Y2NhY06JFC+Pn52fatGljhg0bZnJzc722cfToUZOUlGRCQkJMQECAiY+Pr1ZTWFhoEhISTFBQkAkKCjIJCQmmqKjIq2bXrl2mf//+JiAgwISEhJikpCRz7Nixc3l7jMfjMZKMx+M5p9cB56uystJUVlbWdTMA4JJk9/vbYYwx5xq0IiMjtXbtWoWGhtZqgLvUlZSUyOVyyePxMEKFi6rqY3ymGxcAAKdm9/u7RnfP7dixo8YNAwAAuBTV+JEDX3zxhb744gsVFBSosrLSa91f/vKX824YAABAfVKj0PS73/1Ozz//vLp06aKWLVtySgAAADR4NQpN06ZN0/vvv+/1o7cAAAANWY2e01RWVmY94wgAAOByUKPQ9Ktf/UofffRRbbcFAACg3qrR6bljx47p3Xff1eLFi3XDDTfIz8/Pa/2rr75aK40DAACoL2oUmtavX6/OnTtLknJycrzWcVE4AABoiGoUmpYuXVrb7QAAAKjXanRNEwAAwOWmRiNNvXr1OuNpuCVLltS4QQAAAPVRjUJT1fVMVcrLy5Wdna2cnBwNGzasNtoFAABQr9QoNP3pT3865fJJkybp0KFD59UgAACA+qhWr2l66KGH+N05AADQINVqaMrMzFTjxo1rc5MAAAD1Qo1Oz91zzz1e88YY5eXl6auvvtIzzzxTKw0DAACoT2oUmlwul9e8j4+POnTooOeff16xsbG10jAAAID6pEahacaMGbXdDgAAgHqtRqGpSlZWljZv3iyHw6FOnTrppptuqq12AQAA1Cs1Ck0FBQV64IEHtGzZMl1xxRUyxsjj8ahXr15KTU1VixYtarudAAAAdapGd88lJyerpKREGzdu1IEDB1RUVKScnByVlJRo9OjRtd1GAACAOucwxphzfZHL5dLixYt1yy23eC1fs2aNYmNjVVxcXFvtu6SUlJTI5XLJ4/GoWbNmdd0cXEaqPsZn+nkjAMCp2f3+rtFIU2Vlpfz8/Kot9/PzU2VlZU02CQAAUK/VKDT17t1bY8aM0b59+6xle/fu1ZNPPqk777yz1hoHAABQX9QoNL355ps6ePCg2rVrp6uvvlrXXHONIiMjdfDgQb3xxhu13UYAAIA6V6O751q3bq1169YpPT1dW7ZskTFGnTp1Up8+fWq7fQAAAPXCOY00LVmyRJ06dVJJSYkk6a677lJycrJGjx6tW265RT/5yU/05ZdfXpCGAgAA1KVzCk2vvfaaRowYccory10ulx599FG9+uqrtdY4AACA+uKcQtN//vMf9e3b97TrY2NjlZWVdd6NAgAAqG/OKTTt37//lI8aqOLr66vvv//+vBsFAABQ35xTaLryyiu1YcOG065fv369WrZsed6NAgAAqG/OKTT97Gc/07PPPqtjx45VW3f06FE999xzio+Pr7XGAQAA1Bfn9DMq+/fv180336xGjRopKSlJHTp0kMPh0ObNm/XWW2+poqJC69atU3h4+IVsc73Fz6igrvAzKgBQc3a/v8/pOU3h4eFauXKlHn/8cU2cONHrL+q4uDi9/fbbl21gAgAADds5P9yybdu2WrhwoYqKirR9+3YZY9S+fXsFBwdfiPYBAADUCzV6IrgkBQcH65ZbbqnNtgAAANRbNfrtOQAAgMsNoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADbUaWhavny5BgwYoIiICDkcDn3yySde640xmjRpkiIiIhQQEKCePXtq48aNXjWlpaVKTk5WaGioAgMDNXDgQO3Zs8erpqioSImJiXK5XHK5XEpMTFRxcbFXTW5urgYMGKDAwECFhoZq9OjRKisruxDdBgAAl6A6DU2HDx/WjTfeqDfffPOU61966SW9+uqrevPNN7V27Vq53W7dddddOnjwoFUzduxYzZs3T6mpqVqxYoUOHTqk+Ph4VVRUWDVDhw5Vdna20tLSlJaWpuzsbCUmJlrrKyoq1L9/fx0+fFgrVqxQamqq5syZo/Hjx1+4zgMAgEuLqSckmXnz5lnzlZWVxu12mylTpljLjh07Zlwul5k2bZoxxpji4mLj5+dnUlNTrZq9e/caHx8fk5aWZowxZtOmTUaSWbVqlVWTmZlpJJktW7YYY4xZuHCh8fHxMXv37rVqZs+ebZxOp/F4PLb74PF4jKRzeg1QGyorK01lZWVdNwMALkl2v7/r7TVNO3bsUH5+vmJjY61lTqdTMTExWrlypSQpKytL5eXlXjURERGKioqyajIzM+VyudS1a1erplu3bnK5XF41UVFRioiIsGri4uJUWlqqrKysC9pPAABwafCt6wacTn5+viQpPDzca3l4eLh27dpl1fj7+ys4OLhaTdXr8/PzFRYWVm37YWFhXjUn7yc4OFj+/v5WzamUlpaqtLTUmi8pKbHbPQAAcImptyNNVRwOh9e8MabaspOdXHOq+prUnCwlJcW6uNzlcql169ZnbBcAALh01dvQ5Ha7JanaSE9BQYE1KuR2u1VWVqaioqIz1uzfv7/a9r///nuvmpP3U1RUpPLy8mojUD82ceJEeTwea9q9e/c59hIAAFwq6m1oioyMlNvtVnp6urWsrKxMGRkZ6tGjhyQpOjpafn5+XjV5eXnKycmxarp37y6Px6M1a9ZYNatXr5bH4/GqycnJUV5enlWzaNEiOZ1ORUdHn7aNTqdTzZo185oAAEDDVKfXNB06dEjbt2+35nfs2KHs7GyFhISoTZs2Gjt2rCZPnqz27durffv2mjx5spo0aaKhQ4dKklwulx555BGNHz9ezZs3V0hIiCZMmKDrr79effr0kSR17NhRffv21YgRI/TOO+9IkkaOHKn4+Hh16NBBkhQbG6tOnTopMTFRL7/8sg4cOKAJEyZoxIgRBCEAAHDCRbiT77SWLl1qJFWbhg0bZow5cRv1c889Z9xut3E6neaOO+4wGzZs8NrG0aNHTVJSkgkJCTEBAQEmPj7e5ObmetUUFhaahIQEExQUZIKCgkxCQoIpKiryqtm1a5fp37+/CQgIMCEhISYpKckcO3bsnPrDIwdQV3jkAADUnN3vb4cxxtRhZmtQSkpK5HK55PF4GKHCRVX1MT7bTRIAgOrsfn/X22uaAAAA6hNCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIAN9To0TZo0SQ6Hw2tyu93WemOMJk2apIiICAUEBKhnz57auHGj1zZKS0uVnJys0NBQBQYGauDAgdqzZ49XTVFRkRITE+VyueRyuZSYmKji4uKL0UUAAHCJqNehSZJ+8pOfKC8vz5o2bNhgrXvppZf06quv6s0339TatWvldrt111136eDBg1bN2LFjNW/ePKWmpmrFihU6dOiQ4uPjVVFRYdUMHTpU2dnZSktLU1pamrKzs5WYmHhR+wkAAOo337puwNn4+vp6jS5VMcbotdde09NPP6177rlHkvTBBx8oPDxcH330kR599FF5PB699957+vDDD9WnTx9J0syZM9W6dWstXrxYcXFx2rx5s9LS0rRq1Sp17dpVkjR9+nR1795dW7duVYcOHS5eZwEAQL1V70eatm3bpoiICEVGRuqBBx7Qd999J0nasWOH8vPzFRsba9U6nU7FxMRo5cqVkqSsrCyVl5d71URERCgqKsqqyczMlMvlsgKTJHXr1k0ul8uqOZ3S0lKVlJR4TQAAoGGq16Gpa9eu+utf/6rPP/9c06dPV35+vnr06KHCwkLl5+dLksLDw71eEx4ebq3Lz8+Xv7+/goODz1gTFhZWbd9hYWFWzemkpKRY10G5XC61bt26xn0FAAD1W70OTf369dO9996r66+/Xn369NGCBQsknTgNV8XhcHi9xhhTbdnJTq45Vb2d7UycOFEej8eadu/efdY+AQCAS1O9Dk0nCwwM1PXXX69t27ZZ1zmdPBpUUFBgjT653W6VlZWpqKjojDX79++vtq/vv/++2ijWyZxOp5o1a+Y1AQCAhumSCk2lpaXavHmzWrZsqcjISLndbqWnp1vry8rKlJGRoR49ekiSoqOj5efn51WTl5ennJwcq6Z79+7yeDxas2aNVbN69Wp5PB6rBgAAoF7fPTdhwgQNGDBAbdq0UUFBgX7/+9+rpKREw4YNk8Ph0NixYzV58mS1b99e7du31+TJk9WkSRMNHTpUkuRyufTII49o/Pjxat68uUJCQjRhwgTrdJ8kdezYUX379tWIESP0zjvvSJJGjhyp+Ph47pwDAACWeh2a9uzZowcffFA//PCDWrRooW7dumnVqlVq27atJOmpp57S0aNHNWrUKBUVFalr165atGiRgoKCrG386U9/kq+vr+6//34dPXpUd955p95//301atTIqpk1a5ZGjx5t3WU3cOBAvfnmmxe3swAAoF5zGGNMXTeioSgpKZHL5ZLH4+H6JlxUVR/js928AACozu739yV1TRMAAEBdITQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhMAAIANhCYAAAAbCE0AAAA2EJoAAABsIDQBAADYQGgCAACwgdAEAABgA6EJAADABkITAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwAZCE9AAGGNkjKnrZgBAg0ZoAgAAsIHQBAAAYINvXTcAwPnj1BwAXHiMNAENCNc2AcCFQ2gCAACwgdAEAABgA6EJAADABkITAACADdw9BzQAXPwNABceI00AAAA2MNIENACMNAHAhcdIEwAAgA2MNAENACNNAHDhEZqABqCysrKumwAADR6hCWgAGGkCgAuP0AQ0AFUjTcYYORyOOm4NADRMXAgONADGGCX+ZS2n6QDgAiI0AQ1EWVm5ysrK6roZANBgEZqABsIYo8rKSkabAOACITSd5O2331ZkZKQaN26s6Ohoffnll3XdJMCWyspKJf5lLReFA8AFQmj6kb/97W8aO3asnn76aX399de6/fbb1a9fP+Xm5tZ104CzMsaotLRUx44dU2VlJeEJAGqZw/A3q6Vr1666+eabNXXqVGtZx44dNXjwYKWkpJz19SUlJXK5XPJ4PGrWrNmFbCpgMcbo4MGDun/qCkmSr28jNW7cWB8/frt8fPh3EQCcjd3vb/5G/a+ysjJlZWUpNjbWa3lsbKxWrlxZR63C5coYY0126oa8829rWXn5cR06dFjFxcUqLS1VRUXFOU9V10bZacO5thkALlU8p+m/fvjhB1VUVCg8PNxreXh4uPLz80/5mtLSUpWWllrzHo9H0onEWtv4Irr0nXwMz/Q8JWOMfvmXVZrxcDevuqog43A4ZIzR8ePHlTBtuSorK626qvX3vb642nObfjx/4r+O/y6T9edGvj7y9fXVuw9Fa+SHWXrnoZvVqFEj63V+fn4yxqiiokK+vr7WaJbD4dDDM1ZXazMA1JYL9XdL1ff22b5rCU0nOfmAnOlhgSkpKfrd735XbXnr1q0vSNtw+flkfN3tu/XEE/9t85tze11dthkAzsfBgwflcrlOu57Q9F+hoaFq1KhRtVGlgoKCaqNPVSZOnKhx48ZZ85WVlTpw4ICaN29+WfxLu6SkRK1bt9bu3bu5hquOcSzqD45F/cGxqD/q+7GoujY0IiLijHWEpv/y9/dXdHS00tPTdffdd1vL09PTNWjQoFO+xul0yul0ei274oorLmQz66VmzZrVyw/B5YhjUX9wLOoPjkX9UZ+PxZlGmKoQmn5k3LhxSkxMVJcuXdS9e3e9++67ys3N1WOPPVbXTQMAAHWM0PQjQ4YMUWFhoZ5//nnl5eUpKipKCxcuVNu2beu6aQAAoI4Rmk4yatQojRo1qq6bcUlwOp167rnnqp2ixMXHsag/OBb1B8ei/mgox4KHWwIAANjAwy0BAABsIDQBAADYQGgCAACwgdB0Gdu5c6ceeeQRRUZGKiAgQFdffbWee+45lZWVedXl5uZqwIABCgwMVGhoqEaPHl2tZsOGDYqJiVFAQICuvPJKPf/889UeR5+RkaHo6Gg1btxYV111laZNm1atTXPmzFGnTp3kdDrVqVMnzZs3r/Y73sC8/fbbioyMVOPGjRUdHa0vv/yyrpt0SUlJSdEtt9yioKAghYWFafDgwdq6datXjTFGkyZNUkREhAICAtSzZ09t3LjRq6a0tFTJyckKDQ1VYGCgBg4cqD179njVFBUVKTExUS6XSy6XS4mJiSouLvaqsfN5uxykpKTI4XBo7Nix1jKOw8W1d+9ePfTQQ2revLmaNGmizp07Kysry1p/WR4Pg8vWv/71LzN8+HDz+eefm2+//dZ8+umnJiwszIwfP96qOX78uImKijK9evUy69atM+np6SYiIsIkJSVZNR6Px4SHh5sHHnjAbNiwwcyZM8cEBQWZP/7xj1bNd999Z5o0aWLGjBljNm3aZKZPn278/PzMP/7xD6tm5cqVplGjRmby5Mlm8+bNZvLkycbX19esWrXq4rwhl6DU1FTj5+dnpk+fbjZt2mTGjBljAgMDza5du+q6aZeMuLg4M2PGDJOTk2Oys7NN//79TZs2bcyhQ4esmilTppigoCAzZ84cs2HDBjNkyBDTsmVLU1JSYtU89thj5sorrzTp6elm3bp1plevXubGG280x48ft2r69u1roqKizMqVK83KlStNVFSUiY+Pt9bb+bxdDtasWWPatWtnbrjhBjNmzBhrOcfh4jlw4IBp27atGT58uFm9erXZsWOHWbx4sdm+fbtVczkeD0ITvLz00ksmMjLSml+4cKHx8fExe/futZbNnj3bOJ1O4/F4jDHGvP3228blcpljx45ZNSkpKSYiIsJUVlYaY4x56qmnzHXXXee1r0cffdR069bNmr///vtN3759vWri4uLMAw88UHsdbGBuvfVW89hjj3ktu+6668yvf/3rOmrRpa+goMBIMhkZGcYYYyorK43b7TZTpkyxao4dO2ZcLpeZNm2aMcaY4uJi4+fnZ1JTU62avXv3Gh8fH5OWlmaMMWbTpk1Gktc/AjIzM40ks2XLFmOMvc9bQ3fw4EHTvn17k56ebmJiYqzQxHG4uP7f//t/5rbbbjvt+sv1eHB6Dl48Ho9CQkKs+czMTEVFRXn9Hk9cXJxKS0utYdrMzEzFxMR4PX8jLi5O+/bt086dO62a2NhYr33FxcXpq6++Unl5+RlrVq5cWat9bCjKysqUlZVV7T2LjY3lPTsPHo9HkqzPwY4dO5Sfn+/1PjudTsXExFjvc1ZWlsrLy71qIiIiFBUVZdVkZmbK5XKpa9euVk23bt3kcrm8as72eWvonnjiCfXv3199+vTxWs5xuLjmz5+vLl266L777lNYWJhuuukmTZ8+3Vp/uR4PQhMs3377rd544w2vn43Jz8+v9oPFwcHB8vf3t37c+FQ1VfNnqzl+/Lh++OGHM9ac/CPKOOGHH35QRUUF71ktMsZo3Lhxuu222xQVFSXp//4fPtP7nJ+fL39/fwUHB5+xJiwsrNo+w8LCzvg5Ofnz1pClpqZq3bp1SklJqbaO43Bxfffdd5o6darat2+vzz//XI899phGjx6tv/71r5Iu3+NBaGqAJk2aJIfDccbpq6++8nrNvn371LdvX91333361a9+5bXO4XBU24cxxmv5yTXmvxeB10bNqfaP/8N7VnuSkpK0fv16zZ49u9q6mrzPZ/uc1LSmIdq9e7fGjBmjmTNnqnHjxqet4zhcHJWVlbr55ps1efJk3XTTTXr00Uc1YsQITZ061avucjsehKYGKCkpSZs3bz7jVPWvaOlEYOrVq5f1I8U/5na7qyX5oqIilZeXW8n/VDUFBQWSdNYaX19fNW/e/Iw1J/8LAyeEhoaqUaNGvGe1JDk5WfPnz9fSpUvVqlUra7nb7ZakM77PbrdbZWVlKioqOmPN/v37q+33+++/P+Pn5OTPW0OVlZWlgoICRUdHy9fXV76+vsrIyNDrr78uX1/faqPXVTgOF0bLli3VqVMnr2UdO3ZUbm6upMv3c0FoaoBCQ0N13XXXnXGq+pfc3r171bNnT918882aMWOGfHy8/5fo3r27cnJylJeXZy1btGiRnE6noqOjrZrly5d73f65aNEiRUREqF27dlZNenq617YXLVqkLl26yM/P74w1PXr0qJ03poHx9/dXdHR0tfcsPT2d9+wcGGOUlJSkuXPnasmSJYqMjPRaHxkZKbfb7fU+l5WVKSMjw3qfo6Oj5efn51WTl5ennJwcq6Z79+7yeDxas2aNVbN69Wp5PB6vmrN93hqqO++8Uxs2bFB2drY1denSRQkJCcrOztZVV13FcbiIfvrTn1Z79MY333xj/YD9Zfu5uKiXnaNe2bt3r7nmmmtM7969zZ49e0xeXp41Vam61fPOO+8069atM4sXLzatWrXyutWzuLjYhIeHmwcffNBs2LDBzJ071zRr1uyUjxx48sknzaZNm8x7771X7ZED//73v02jRo3MlClTzObNm82UKVN45MBZVD1y4L333jObNm0yY8eONYGBgWbnzp113bRLxuOPP25cLpdZtmyZ12fgyJEjVs2UKVOMy+Uyc+fONRs2bDAPPvjgKW+tbtWqlVm8eLFZt26d6d279ylvrb7hhhtMZmamyczMNNdff/0pb60+0+ftcvLju+eM4ThcTGvWrDG+vr7mD3/4g9m2bZuZNWuWadKkiZk5c6ZVczkeD0LTZWzGjBlG0imnH9u1a5fp37+/CQgIMCEhISYpKcnr8QLGGLN+/Xpz++23G6fTadxut5k0aZL1uIEqy5YtMzfddJPx9/c37dq1M1OnTq3Wpr///e+mQ4cOxs/Pz1x33XVmzpw5td/xBuatt94ybdu2Nf7+/ubmm2+2bpWHPaf7DMyYMcOqqaysNM8995xxu93G6XSaO+64w2zYsMFrO0ePHjVJSUkmJCTEBAQEmPj4eJObm+tVU1hYaBISEkxQUJAJCgoyCQkJpqioyKvGzuftcnFyaOI4XFyfffaZiYqKMk6n01x33XXm3Xff9Vp/OR4PhzEnPbYZAAAA1XBNEwAAgA2EJgAAABsITQAAADYQmgAAAGwgNAEAANhAaAIAALCB0AQAAGADoQkAAMAGQhPQgAwfPlyDBw+u62ack0uxzXYsW7ZMDodDxcXFZ619//33dcUVV9Tavtu1a6fXXnut1rZXm3bu3CmHw6Hs7Oy6bgpwznzrugEAzt3OnTsVGRmpr7/+Wp07d7aW//nPf9bFeMj/8OHDVVxcrE8++eSC7wsNS+vWrZWXl6fQ0NC6bgpwzghNQAPicrnqugnAGTVq1Ehut7uumwHUCKfngDpkjNFLL72kq666SgEBAbrxxhv1j3/8Q5JUVFSkhIQEtWjRQgEBAWrfvr1mzJghSYqMjJQk3XTTTXI4HOrZs6ek6qe6evbsqeTkZI0dO1bBwcEKDw/Xu+++q8OHD+uXv/ylgoKCdPXVV+tf//qX9ZqKigo98sgjioyMVEBAgDp06KA///nP1vpJkybpgw8+0KeffiqHwyGHw6Fly5ZJkvbu3ashQ4YoODhYzZs316BBg7Rz506vbY8bN05XXHGFmjdvrqeeeuqcRsbS0tJ02223Wa+Pj4/Xt99+a62vOvUzd+5c9erVS02aNNGNN96ozMxMq6bqVNjnn3+ujh07qmnTpurbt6/y8vK83rexY8d67Xvw4MEaPny4NT9z5kx16dJFQUFBcrvdGjp0qAoKCmz35UwKCwt16623auDAgTp27Jiio6P1yiuveLXF19dXJSUlkqT8/Hw5HA5t3brVqjly5IgefvhhBQUFqU2bNnr33Xdt7busrExJSUlq2bKlGjdurHbt2iklJcVa/+qrr+r6669XYGCgWrdurVGjRunQoUOSJI/Ho4CAAKWlpXltc+7cuQoMDNShQ4eqnZ6rOo35xRdfqEuXLmrSpIl69Ojh1RdJ+v3vf6+wsDAFBQXpV7/6lX796197jbIuW7ZMt956qwIDA3XFFVfopz/9qXbt2mWrz4BdhCagDv32t7/VjBkzNHXqVG3cuFFPPvmkHnroIWVkZOiZZ57Rpk2b9K9//UubN2/W1KlTrVMaa9askSQtXrxYeXl5mjt37mn38cEHHyg0NFRr1qxRcnKyHn/8cd13333q0aOH1q1bp7i4OCUmJurIkSOSpMrKSrVq1Uoff/yxNm3apGeffVa/+c1v9PHHH0uSJkyYoPvvv98KGnl5eerRo4eOHDmiXr16qWnTplq+fLlWrFhhBZKysjJJ0iuvvKK//OUveu+997RixQodOHBA8+bNs/1+HT58WOPGjdPatWv1xRdfyMfHR3fffbcqKyu96p5++mlNmDBB2dnZuvbaa/Xggw/q+PHj1vojR47oj3/8oz788EMtX75cubm5mjBhgu12SCfCxQsvvKD//Oc/+uSTT7Rjxw6vUFVTe/bs0e23367rrrtOc+fOVePGjdWzZ08rmBpj9OWXXyo4OFgrVqyQJC1dulRut1sdOnSwtvPKK6+oS5cu+vrrrzVq1Cg9/vjj2rJly1n3//rrr2v+/Pn6+OOPtXXrVs2cOVPt2rWz1vv4+Oj1119XTk6OPvjgAy1ZskRPPfWUpBMjnf3799esWbO8tvnRRx9p0KBBatq06Wn3+/TTT+uVV17RV199JV9fXz388MPWulmzZukPf/iDXnzxRWVlZalNmzaaOnWqtf748eMaPHiwYmJitH79emVmZmrkyJFyOBxn7S9wTgyAOnHo0CHTuHFjs3LlSq/ljzzyiHnwwQfNgAEDzC9/+ctTvnbHjh1Gkvn666+9lg8bNswMGjTImo+JiTG33XabNX/8+HETGBhoEhMTrWV5eXlGksnMzDxtW0eNGmXuvffe0+7HGGPee+8906FDB1NZWWktKy0tNQEBAebzzz83xhjTsmVLM2XKFGt9eXm5adWqVbVt2VVQUGAkmQ0bNhhj/u99+d///V+rZuPGjUaS2bx5szHGmBkzZhhJZvv27VbNW2+9ZcLDw635mJgYM2bMGK99DRo0yAwbNuy0bVmzZo2RZA4ePGiMMWbp0qVGkikqKjprP2bMmGFcLpfZunWradOmjUlOTvZ6H+fPn29cLpepqKgw2dnZpkWLFubJJ580//M//2OMMWbkyJFmyJAhVn3btm3NQw89ZM1XVlaasLAwM3Xq1LO2JTk52fTu3dtr/2fy8ccfm+bNm1vzc+fONU2bNjWHDx82xhjj8XhM48aNzYIFC4wx1f/frXqfFi9ebG1jwYIFRpI5evSoMcaYrl27mieeeMJrvz/96U/NjTfeaIwxprCw0Egyy5Yts9VmoKYYaQLqyKZNm3Ts2DHdddddatq0qTX99a9/1bfffqvHH39cqamp6ty5s5566imtXLmyRvu54YYbrD83atRIzZs31/XXX28tCw8PlySvU0vTpk1Tly5d1KJFCzVt2lTTp09Xbm7uGfeTlZWl7du3KygoyOpLSEiIjh07pm+//VYej0d5eXnq3r279RpfX1916dLFdl++/fZbDR06VFdddZWaNWtmnaY8uW0/7nPLli2r9a9Jkya6+uqrvWrO9dTa119/rUGDBqlt27YKCgqyTpGe7X06naNHj+q2227T4MGD9frrr3uNktxxxx06ePCgvv76a2VkZCgmJka9evVSRkaGpBOnpmJiYry29+P3wOFwyO122+rj8OHDlZ2drQ4dOmj06NFatGiR1/qlS5fqrrvu0pVXXqmgoCD94he/UGFhoQ4fPixJ6t+/v3x9fTV//nxJ0pw5cxQUFKTY2Ngz7vdMx2zr1q269dZbvep/PB8SEqLhw4crLi5OAwYM0J///Gev061AbSE0AXWk6pTSggULlJ2dbU2bNm3SP/7xD/Xr10+7du3S2LFjtW/fPt15553nfApJkvz8/LzmHQ6H17KqL+eq9nz88cd68skn9fDDD2vRokXKzs7WL3/5S+sU25n6Ex0d7dWX7OxsffPNNxo6dOg5t/tUBgwYoMLCQk2fPl2rV6/W6tWrJala287Uv5PXV9WYH11b5ePjU+1aq/LycuvPhw8fVmxsrJo2baqZM2dq7dq11mnGs71Pp+N0OtWnTx8tWLBAe/bs8VrncrnUuXNnLVu2TBkZGerZs6duv/12ZWdna9u2bfrmm2+s0HamPp58GvNUbr75Zu3YsUMvvPCCjh49qvvvv18///nPJUm7du3Sz372M0VFRWnOnDnKysrSW2+9Jen/3h9/f3/9/Oc/10cffSTpxKm5IUOGyNf3zPcdne2YnXyq7eTjM2PGDGVmZqpHjx7629/+pmuvvVarVq06a3+Bc0FoAupIp06d5HQ6lZubq2uuucZrat26tSSpRYsWGj58uGbOnKnXXnvNupjX399f0okLq2vbl19+qR49emjUqFG66aabdM0113hdbF21/5P3ffPNN2vbtm0KCwur1h+XyyWXy6WWLVt6fZEdP35cWVlZttpVWFiozZs367e//a3uvPNOdezYUUVFReff4VNo0aKF10hFRUWFcnJyrPktW7bohx9+0JQpU6zrj873InAfHx99+OGHio6OVu/evbVv3z6v9T179tTSpUu1fPly9ezZU1dccYU6depkXSDdsWPH89r/jzVr1kxDhgzR9OnT9be//U1z5szRgQMH9NVXX+n48eN65ZVX1K1bN1177bXV2ilJCQkJSktL08aNG7V06VIlJCScV3s6dOhgXcdX5auvvqpWd9NNN2nixIlauXKloqKirOAG1BZCE1BHgoKCNGHCBD355JP64IMP9O233+rrr7/WW2+9pQ8++EDPPvusPv30U23fvl0bN27UP//5T+uLMSwszLpLaf/+/fJ4PLXWrmuuuUZfffWVPv/8c33zzTd65plntHbtWq+adu3aaf369dq6dat++OEHlZeXKyEhQaGhoRo0aJC+/PJL7dixQxkZGRozZow1cjJmzBhNmTJF8+bN05YtWzRq1ChbD3+UZN2R9+6772r79u1asmSJxo0bV2v9/rHevXtrwYIFWrBgwSnb2aZNG/n7++uNN97Qd999p/nz5+uFF1447/02atRIs2bN0o033qjevXsrPz/fWtezZ0+lpaXJ4XCoU6dO1rJZs2ZVOzV3Pv70pz8pNTVVW7Zs0TfffKO///3vcrvduuKKK3T11Vfr+PHjVr8//PBDTZs2rdo2YmJiFB4eroSEBLVr107dunU7rzYlJyfrvffe0wcffKBt27bp97//vdavX2+NPu3YsUMTJ05UZmamdu3apUWLFumbb76p1SAJSIQmoE698MILevbZZ5WSkqKOHTsqLi5On332mSIjI+Xv76+JEyfqhhtu0B133KFGjRopNTVV0olrgV5//XW98847ioiI0KBBg2qtTY899pjuueceDRkyRF27dlVhYaFGjRrlVTNixAh16NDBuu7p3//+t5o0aaLly5erTZs2uueee9SxY0c9/PDDOnr0qJo1ayZJGj9+vH7xi19o+PDh6t69u4KCgnT33XfbapePj49SU1OVlZWlqKgoPfnkk3r55Zdrrd8/9vDDD2vYsGH6xS9+oZiYGEVGRqpXr17W+hYtWuj999/X3//+d3Xq1ElTpkzRH//4x1rZt6+vr2bPnq2f/OQn6t27tzWCdccdd0g6EUiqwkJMTIwqKipqNTQ1bdpUL774orp06aJbbrlFO3fu1MKFC+Xj46POnTvr1Vdf1YsvvqioqCjNmjXL63EEVRwOhx588EH95z//Oe9RJunEyNXEiRM1YcIE6/Th8OHD1bhxY0knrlHbsmWL7r33Xl177bUaOXKkkpKS9Oijj573voEfc5iTTwwDAFDP3XXXXXK73frwww/ruim4jPBEcABAvXbkyBFNmzZNcXFxatSokWbPnq3FixcrPT29rpuGywyn5wDUC7m5uV6PXjh5qumt/PVBv379TtuvyZMnX9S2TJ48+bRt6dev30Vti10Oh0MLFy7U7bffrujoaH322WeaM2eO+vTpU9dNw2WG03MA6oXjx497/eTKydq1a3fW29brq7179+ro0aOnXBcSEqKQkJCL1pYDBw7owIEDp1wXEBCgK6+88qK1BbjUEJoAAABs4PQcAACADYQmAAAAGwhNAAAANhCaAAAAbCA0AQAA2EBoAgAAsIHQBAAAYAOhCQAAwIb/D8pU/qCT6dzGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"estimated_annual_kwh_savings\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "468d6e62",
   "metadata": {},
   "source": [
    "## Column 22: Estimated Annual MMBtu Savings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1b5b9a69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"estimated_annual_mmbtu_savings\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "650247af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2913, 29)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"estimated_annual_mmbtu_savings\"] == 0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b8f69792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    55830.000000\n",
       "mean        28.621333\n",
       "std         26.469325\n",
       "min       -214.000000\n",
       "25%         11.000000\n",
       "50%         22.000000\n",
       "75%         39.000000\n",
       "max        445.000000\n",
       "Name: estimated_annual_mmbtu_savings, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"estimated_annual_mmbtu_savings\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1268cdd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='estimated_annual_mmbtu_savings', ylabel='Count'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"estimated_annual_mmbtu_savings\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa2ff400",
   "metadata": {},
   "source": [
    "## Column 23: First Year Energy Savings $ Estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cf500a38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"first_year_energy_savings_$_estimate\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f5d5c9e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(106, 29)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"first_year_energy_savings_$_estimate\"] == 0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b43c6645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    55830.000000\n",
       "mean       596.212735\n",
       "std        683.551809\n",
       "min          0.000000\n",
       "25%        160.000000\n",
       "50%        352.000000\n",
       "75%        763.000000\n",
       "max       5981.000000\n",
       "Name: first_year_energy_savings_$_estimate, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"first_year_energy_savings_$_estimate\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e963c28d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='first_year_energy_savings_$_estimate', ylabel='Count'>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NMsZoxowZevrppzV06FBJ0ttvv63w8HAtWbJEDz30kPLy8jRv3jwtXLhQt9xyiyRp0aJFiomJ0erVqzVgwADt3r1bqamp2rx5s3r06CFJmjt3ruLi4rRnzx61b9/+0p44AACoU+rUHKK8vDxJUkhIiCTpwIEDys7OVv/+/a0aPz8/3XTTTdq4caMkKS0tTWfPnnWriYqKUmxsrFWzadMmOZ1OKwxJUs+ePeV0Oq0aAABgXx4dISrNGKOJEyfqhhtuUGxsrCQpOztbkhQeHu5WGx4erkOHDlk1vr6+atq0abmaks9nZ2crLCys3HeGhYVZNWUVFhaqsLDQep+fn1/DMwMAAHVdnRkhGjdunL7++mv97W9/K7fP4XC4vTfGlNtWVtmaiuqrOk5ycrI1AdvpdComJqY6pwEAAOqhOhGIEhMTtWzZMn366aeKjo62tkdEREhSuVGcnJwca9QoIiJCRUVFys3NrbLm6NGj5b732LFj5UafSkyePFl5eXnW68iRIzU/QQAAUKd5NBAZYzRu3Dh98MEHWrNmjdq0aeO2v02bNoqIiNCqVausbUVFRVq3bp169eolSerWrZt8fHzcarKysrRz506rJi4uTnl5edq6datVs2XLFuXl5Vk1Zfn5+Sk4ONjtBQAAGiaPziEaO3aslixZon/84x8KCgqyRoKcTqcCAgLkcDg0YcIETZkyRW3btlXbtm01ZcoUNW7cWPHx8VbtqFGjNGnSJDVr1kwhISF6/PHH1alTJ2vVWYcOHTRw4ECNHj1ab7zxhiTpwQcf1ODBg1lhBgAAPBuI5syZI0nq3bu32/b58+drxIgRkqQnnnhCBQUFGjNmjHJzc9WjRw+tXLlSQUFBVv306dPl7e2tYcOGqaCgQH379tWCBQvUqFEjq2bx4sUaP368tRptyJAhmjVr1sU9QQAAUC94NBAZY85Z43A4lJSUpKSkpEpr/P39NXPmTM2cObPSmpCQEC1atKgmzayXjMulzMxMSVJ0dLS8vOrEdDEAAOokfko2UGfyj+vJ97Zr5OzUco8xAQAA7urMfYhQ+/ydofL19/V0MwAAqPMYIQIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZXo0B0+eWX6/jx4+W2nzhxQpdffvkFNwoAAOBSqtHT7g8ePKji4uJy2wsLC5WZmXnBjULtMS6X9XsSHR0tLy8GBQEAKOu8AtGyZcusX69YsUJOp9N6X1xcrE8++UStW7eutcbhwp3JP64n38uWj+8OvTV2oFq2bOnpJgEAUOecVyC64447JEkOh0P333+/2z4fHx+1bt1ar776aq01DrXD3xkqX39fTzcDAIA667wCkcvlkiS1adNG27ZtU2ho6EVpFAAAwKVUozlEBw4cqO12AAAAeEyNApEkffLJJ/rkk0+Uk5NjjRyVeOutty64YQAAAJdKjQLR888/rxdeeEHdu3dXZGSkHA5HbbcLAADgkqlRIHr99de1YMECJSQk1HZ7AAAALrka3ZSmqKhIvXr1qu22AAAAeESNAtEDDzygJUuW1HZbAAAAPKJGl8zOnDmjN998U6tXr1bnzp3l4+Pjtn/atGm10jgAAIBLoUaB6Ouvv9Y111wjSdq5c6fbPiZYAwCA+qZGgejTTz+t7XYAAAB4DE/6BAAAtlejEaI+ffpUeWlszZo1NW4QAADApVajQFQyf6jE2bNnlZ6erp07d5Z76CsAAEBdV6NANH369Aq3JyUl6dSpUxfUIAAAgEutVucQ3XvvvTzHDAAA1Du1Gog2bdokf3//2jwkAADARVejS2ZDhw51e2+MUVZWlr744gs988wztdIwAACAS6VGgcjpdLq99/LyUvv27fXCCy+of//+tdIwAACAS6VGgWj+/Pm13Q4AAACPqVEgKpGWlqbdu3fL4XCoY8eO6tq1a221CwAA4JKpUSDKycnR73//e61du1aXXXaZjDHKy8tTnz59lJKSoubNm9d2OwEAAC6aGq0yS0xMVH5+vnbt2qWffvpJubm52rlzp/Lz8zV+/PjabiMAAMBFVaMRotTUVK1evVodOnSwtnXs2FGzZ89mUjUAAKh3ajRC5HK55OPjU267j4+PXC7XBTcKAADgUqpRILr55pv16KOP6ocffrC2ZWZm6rHHHlPfvn1rrXG4OFwulw4fPqzDhw8TYAEAUA0D0axZs3Ty5Em1bt1aV1xxha688kq1adNGJ0+e1MyZM2u7jahlGRkZGjk7VSNnpyojI8PTzQEAwONqNIcoJiZG27dv16pVq/Ttt9/KGKOOHTvqlltuqe32oZYYl0uZmZmSfhnNC7isueTwcKMAAKgjzmuEaM2aNerYsaPy8/MlSf369VNiYqLGjx+v6667TldffbU+++yzah9v/fr1uu222xQVFSWHw6EPP/zQbf+IESPkcDjcXj179nSrKSwsVGJiokJDQxUYGKghQ4aUG/XIzc1VQkKCnE6nnE6nEhISdOLEifM59XrvTP5xPfnedo1dkqb/9846FRUWebpJAADUGecViGbMmKHRo0crODi43D6n06mHHnpI06ZNq/bxTp8+rS5dumjWrFmV1gwcOFBZWVnWa/ny5W77J0yYoKVLlyolJUUbNmzQqVOnNHjwYBUXF1s18fHxSk9PV2pqqlJTU5Wenq6EhIRqt7Oh8HeGKjAkQv7OEE83BQCAOuW8Lpl99dVXeumllyrd379/f/35z3+u9vEGDRqkQYMGVVnj5+eniIiICvfl5eVp3rx5WrhwoXW5btGiRYqJidHq1as1YMAA7d69W6mpqdq8ebN69OghSZo7d67i4uK0Z88etW/fvtrtBQAADdN5jRAdPXq0wuX2Jby9vXXs2LELblRpa9euVVhYmNq1a6fRo0crJyfH2peWlqazZ8+63fsoKipKsbGx2rhxoyRp06ZNcjqdVhiSpJ49e8rpdFo1AADA3s4rELVo0UI7duyodP/XX3+tyMjIC25UiUGDBmnx4sVas2aNXn31VW3btk0333yzCgsLJUnZ2dny9fVV06ZN3T4XHh6u7OxsqyYsLKzcscPCwqyaihQWFio/P9/tBQAAGqbzCkS//e1v9eyzz+rMmTPl9hUUFOi5557T4MGDa61xw4cP16233qrY2Fjddttt+vjjj7V3717961//qvJzxhg5HL8uoSr968pqykpOTrYmYTudTsXExNT8RAAAQJ12XoHoj3/8o3766Se1a9dOL7/8sv7xj39o2bJleumll9S+fXv99NNPevrppy9WWxUZGalWrVpp3759kqSIiAgVFRUpNzfXrS4nJ0fh4eFWzdGjR8sd69ixY1ZNRSZPnqy8vDzrdeTIkVo8EwAAUJecVyAKDw/Xxo0bFRsbq8mTJ+vOO+/UHXfcoaeeekqxsbH6/PPPqwwZF+r48eM6cuSIdVmuW7du8vHx0apVq6yarKws7dy5U7169ZIkxcXFKS8vT1u3brVqtmzZory8PKumIn5+fgoODnZ7AQCAhum8b8zYqlUrLV++XLm5ufruu+9kjFHbtm3LzeOpjlOnTum7776z3h84cEDp6ekKCQlRSEiIkpKS9J//+Z+KjIzUwYMH9dRTTyk0NFR33nmnpF+W+o8aNUqTJk1Ss2bNFBISoscff1ydOnWyVp116NBBAwcO1OjRo/XGG29Ikh588EENHjyYFWYAAEBSDe9ULUlNmzbVddddd0Ff/sUXX6hPnz7W+4kTJ0qS7r//fs2ZM0c7duzQO++8oxMnTigyMlJ9+vTRu+++q6CgIOsz06dPl7e3t4YNG6aCggL17dtXCxYsUKNGjayaxYsXa/z48dZqtCFDhlR57yMAAGAvNQ5EtaF3794yxlS6f8WKFec8hr+/v2bOnFnlM9RCQkK0aNGiGrURAAA0fDV6uCsAAEBDQiACAAC2RyACAAC259E5RPAs43IpMzPTeh8dHS0vLzIyAMB+CEQ2dib/uJ58L1vB4dkqyD2mt8YOVMuWLT3dLAAALjkCkc35O0MVGBLh6WYAAOBRXB8BAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2xyozSHK/JxH3IwIA2A0/9SCp5J5E2zVydqoyMjI83RwAAC4pRohg8XeGytff19PNAADgkmOECAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B6BCAAA2B7PMoMbnnoPALAjftrBDU+9BwDYESNEKMffGSofX29rpEhitAgA0LARiFChX0aKshUcnq2C3GN6a+xAtWzZ0tPNAgDgoiAQoVL+zlAFhkR4uhkAAFx0XAMBAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC2RyACAAC259FAtH79et12222KioqSw+HQhx9+6LbfGKOkpCRFRUUpICBAvXv31q5du9xqCgsLlZiYqNDQUAUGBmrIkCHKyMhwq8nNzVVCQoKcTqecTqcSEhJ04sSJi3x2AACgvvBoIDp9+rS6dOmiWbNmVbj/5Zdf1rRp0zRr1ixt27ZNERER6tevn06ePGnVTJgwQUuXLlVKSoo2bNigU6dOafDgwSouLrZq4uPjlZ6ertTUVKWmpio9PV0JCQkX/fwAAED94O3JLx80aJAGDRpU4T5jjGbMmKGnn35aQ4cOlSS9/fbbCg8P15IlS/TQQw8pLy9P8+bN08KFC3XLLbdIkhYtWqSYmBitXr1aAwYM0O7du5WamqrNmzerR48ekqS5c+cqLi5Oe/bsUfv27S/NyQIAgDqrzs4hOnDggLKzs9W/f39rm5+fn2666SZt3LhRkpSWlqazZ8+61URFRSk2Ntaq2bRpk5xOpxWGJKlnz55yOp1WDarH5XLp8OHDOnz4sFwul6ebAwBArfHoCFFVsrOzJUnh4eFu28PDw3Xo0CGrxtfXV02bNi1XU/L57OxshYWFlTt+WFiYVVORwsJCFRYWWu/z8/NrdiINSEZGhkbOTpUkvTV2oFq2bOnhFgEAUDvq7AhRCYfD4fbeGFNuW1llayqqP9dxkpOTrUnYTqdTMTEx59nyhimgaXMFNG3u6WYAAFCr6mwgioiIkKRyozg5OTnWqFFERISKioqUm5tbZc3Ro0fLHf/YsWPlRp9Kmzx5svLy8qzXkSNHLuh86jPjcikzM1OZmZmS8XRrAACofXU2ELVp00YRERFatWqVta2oqEjr1q1Tr169JEndunWTj4+PW01WVpZ27txp1cTFxSkvL09bt261arZs2aK8vDyrpiJ+fn4KDg52e9nVmfzjevK97fp/76xTUWGRp5sDAECt8+gcolOnTum7776z3h84cEDp6ekKCQlRy5YtNWHCBE2ZMkVt27ZV27ZtNWXKFDVu3Fjx8fGSJKfTqVGjRmnSpElq1qyZQkJC9Pjjj6tTp07WqrMOHTpo4MCBGj16tN544w1J0oMPPqjBgwezwuw8+DtDVezn4+lmAABwUXg0EH3xxRfq06eP9X7ixImSpPvvv18LFizQE088oYKCAo0ZM0a5ubnq0aOHVq5cqaCgIOsz06dPl7e3t4YNG6aCggL17dtXCxYsUKNGjayaxYsXa/z48dZqtCFDhlR67yMAAGA/Hg1EvXv3ljGVT0pxOBxKSkpSUlJSpTX+/v6aOXOmZs6cWWlNSEiIFi1adCFNBQAADVidnUMEAABwqRCIAACA7RGIAACA7RGIAACA7RGIAACA7dXZZ5mh7iq5c3WJ6OhoeXmRrQEA9ReBCOftlztXZys4PFsFucd40CsAoN4jEKFG/J2hCgyJ8HQzAACoFVznAAAAtscIES5I6flEzCUCANRX/PTCBfllPtF2jZydqoyMDE83BwCAGmGECBfM3xkqX39fTzcDAIAaY4QIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHoEIAADYHg93Ra0wLpcyMzMlSS6XS5Lk5eWl6OhoeXmRuwEAdRuBCLXiTP5xPfletoLDs5V7aI8a+QfJx9dHb40dqJYtW3q6eQAAVIlAhFrj7wxVYEiECk4cUyN/p3z9fT3dJAAAqoVrGQAAwPYIRAAAwPYIRAAAwPaYQ4SLpvTKM1abAQDqMn5C4aL5ZeXZdo2cnaqMjAxPNwcAgEoxQoSLyt8ZymozAECdxwgRAACwPQIRAACwPS6Z4aIrPblaYoI1AKDuIRDhoiv9WI+C3GM8zgMAUOcQiHBJlDzWg6X4AIC6iECES6pktMjHd4feGjtQ0dHRbkvyCUkAAE8gEOGSK70UPyMjQyNnpyqgaXMupwEAPIZABI8LaNpcgSERnm4GAMDGuDYBAABsj0AEAABsj0tm8Ai3exMZz7YFAAACETyiZLVZ8ZmTCgxvo0BPNwgAYGt1+pJZUlKSHA6H2ysi4tfJt8YYJSUlKSoqSgEBAerdu7d27drldozCwkIlJiYqNDRUgYGBGjJkCE9eryP8naHyd4Z4uhkAANTtQCRJV199tbKysqzXjh07rH0vv/yypk2bplmzZmnbtm2KiIhQv379dPLkSatmwoQJWrp0qVJSUrRhwwadOnVKgwcPVnFxsSdOBwAA1EF1/pKZt7e326hQCWOMZsyYoaefflpDhw6VJL399tsKDw/XkiVL9NBDDykvL0/z5s3TwoULdcstt0iSFi1apJiYGK1evVoDBgy4pOcCAADqpjo/QrRv3z5FRUWpTZs2+v3vf6/9+/dLkg4cOKDs7Gz179/fqvXz89NNN92kjRs3SpLS0tJ09uxZt5qoqCjFxsZaNag7SiZaHz58WC6Xy9PNAQDYSJ0eIerRo4feeecdtWvXTkePHtWLL76oXr16adeuXcrOzpYkhYeHu30mPDxchw4dkiRlZ2fL19dXTZs2LVdT8vnKFBYWqrCw0Hqfn59fG6eEKpRMtPb2+Uov3tlFLVq0kMTjPAAAF1+dDkSDBg2yft2pUyfFxcXpiiuu0Ntvv62ePXtKkhwOh9tnjDHltpVVnZrk5GQ9//zzNWw5asrfGariM3l68r3tCg7P5nEeAIBLol79szswMFCdOnXSvn37rHlFZUd6cnJyrFGjiIgIFRUVKTc3t9KaykyePFl5eXnW68iRI7V4JjgXf2eoAkMiFNC0uaebAgCwgXoViAoLC7V7925FRkaqTZs2ioiI0KpVq6z9RUVFWrdunXr16iVJ6tatm3x8fNxqsrKytHPnTqumMn5+fgoODnZ7AQCAhqlOXzJ7/PHHddttt6lly5bKycnRiy++qPz8fN1///1yOByaMGGCpkyZorZt26pt27aaMmWKGjdurPj4eEmS0+nUqFGjNGnSJDVr1kwhISF6/PHH1alTJ2vVGeq20ne0Zi4RAOBiqdOBKCMjQ3fffbd+/PFHNW/eXD179tTmzZvVqlUrSdITTzyhgoICjRkzRrm5uerRo4dWrlypoKAg6xjTp0+Xt7e3hg0bpoKCAvXt21cLFixQo0aNPHVaOA8lE619fHcwlwgAcNHU6UCUkpJS5X6Hw6GkpCQlJSVVWuPv76+ZM2dq5syZtdw6XCr+zlD5+vt6uhkAgAaM6w8AAMD26vQIEVCCuUQAgIuJnyqoF36ZS7RdI2en8nBeAECtY4QI9QZziQAAFwsjRAAAwPYIRAAAwPa4ZIZ6pfTkaokJ1gCA2kEgQr1ScqNGHvwKAKhNBCLUOyUPfmUpPgCgthCIUG+VjBZ5+3ylF+/sohYtWhCMAAA1QiBCvebvDFXxmTw9+d52t2AkMWoEAKg+AhEahNLBqPT8oujoaLcbORKSAAAVIRChQSk7vygzM1PPfLhDAU2bMwkbAFApAhEapJL5RcVnTiowvI0CQyI83SQAQB1GIEKD5e8MVbGfT7ntLpfLuozGJTQAgEQggo2UvYwmiUtoAABJBCLYSNnLaDwoFgBQgkAEWyl9GY3HgAAAShCIYFs8BgQAUIJABFsrWaZfggnXAGBP/N8eKCUjI0MjZ6dq5OxUtxs6AgAaNkaIALnPJwq4rLnk8HCDAACXFIEIECvQAMDuCETA/6nsRo5VYc4RADQMBCKgAhUtyZdULvyUzDmSuMkjANRnBCKgAqWX5P/7p6N68c4uklThHa4Dmjb3WDsBALWDQARUomRJfsGJY3ryve1Vzi/iJo8AUL8RiIBqqOwO15mZmZKpeESpRYsWBCMAqCcIRMB5Kh1+cg/tUWB4G0nlR5R8fHcwrwgA6gkCEVADpcNPZft9fL2VmZkpl8slSdZIUelRo9Kr1MruAwBcOgQi4CIpfW+jRv5BCg6Psp6ZFh0drYyMDGVmZuqZD3cooGlznqcGAB5EIAIuopK5R438nQoMibDmH5UEoTP5PykwvI3b89Qqwv2OAODiIhABl1DZO2L7V/MRIdzvCAAuLgIRcImdzx2xS0aGMjMzecYaAFxEBCKgjii5nFZ6EnbZS2slE7UludVxGQ0ALgyBCKgjKpqEXbKsv+TSWtkl/438g+Tt00gv3tlFkZGRkipezQYAqBqBCKhDyk7CrmhZf+kl/438nSo+k2fdSbskSHFzSAA4PwQioAGoKEhVdnPIknlJVd0fCQDshkAENFClbw5ZouT+RyNnp+pM/k/l7o9U0eo1lvwDsAMCEdCAVfSMNUnWirWy90cqGTUqUXpitzEu6zKcxB23ATQsBCKggSv7jLWSeyCVVnZCd0UTu0vmKgWHZ3PHbQANDoEIsJGq7oFUeh5SZRO7S8JVde64XdGlNi6/AairCEQAzltVd9wuG5ZKX2qr6eU3SecVpAheAM4XgQhAjVQ22lQ2LJW+1FbR5beSuU0l91HKysqyLr+VnvdUNkhVNN9Jcp84LvGoEwDVQyACUOvKhqXS85gq2lb6PkolQaqieU9lw1XZ+U5lJ44b4yq3yk46v9GmijACBTQ8tgpEr732ml555RVlZWXp6quv1owZM/Sb3/zG080CbK/s/KWK9pV+73Zjygruv+QeoMqvsqvOaFPZbaX3VXTpj2AE1G+2CUTvvvuuJkyYoNdee03XX3+93njjDQ0aNEjffPMNw+lAA1JVgDqf0aay26paeeft81WNw5V0aUaZGNUCqmabQDRt2jSNGjVKDzzwgCRpxowZWrFihebMmaPk5GQPtw7ApXC+o02lt1W18u5CwlXZOVQlzhWkLnRUq/Sz76qaj1VRcCp7t/Pqfg6oy2wRiIqKipSWlqYnn3zSbXv//v21ceNGD7UKQENyIeGq7Byq6o5SXcio1rmOVVVQK327hXN97nyDXVX76vuxvLy8ys1jq+pY1amv6nMV3eriXN99PmG2qhuyVndfRW32FFsEoh9//FHFxcUKDw932x4eHq7s7OwKP1NYWKjCwkLrfV5eniQpPz+/Vtt28uRJncw+rLNn/q1Tx35QI798FReecvuvQz+X21fRtpru41h183s4lp2O1UTFRWdkHN7Wf8+e+bd+LrOtqn3VqT+Vc+T/vrvJOY91+ni2xs0+JFfRv+Xl29j6b5NmYcrPOqjGoTEVfk/Zz5XUlz5GTffV92N5+/roT/E3SpKeXrJe/kFNqzxWdeqr+lxkZKSysrL09JL1knTOY5X+XHWUHNs/qKnOnMx1+2x195Vu81uThismJqZWf8ZKv/7cNsZUXWhsIDMz00gyGzdudNv+4osvmvbt21f4meeee85I4sWLFy9evHg1gNeRI0eqzAq2GCEKDQ1Vo0aNyo0G5eTklBs1KjF58mRNnDjReu9yufTTTz+pWbNmcjgcFX6mJvLz8xUTE6MjR44oODi41o7bUNFf1UdfVR99dX7or+qjr87PxegvY4xOnjypqKioKutsEYh8fX3VrVs3rVq1Snfeeae1fdWqVbr99tsr/Iyfn5/8/Pzctl122WUXrY3BwcH8ZTkP9Ff10VfVR1+dH/qr+uir81Pb/eV0Os9ZY4tAJEkTJ05UQkKCunfvrri4OL355ps6fPiwHn74YU83DQAAeJhtAtHw4cN1/PhxvfDCC8rKylJsbKyWL1+uVq1aebppAADAw2wTiCRpzJgxGjNmjKeb4cbPz0/PPfdcuctzqBj9VX30VfXRV+eH/qo++ur8eLK/HMacax0aAABAw8atRAEAgO0RiAAAgO0RiAAAgO0RiDzstddeU5s2beTv769u3brps88+83STLrr169frtttuU1RUlBwOhz788EO3/cYYJSUlKSoqSgEBAerdu7d27drlVlNYWKjExESFhoYqMDBQQ4YMcXtujiTl5uYqISFBTqdTTqdTCQkJOnHixEU+u9qTnJys6667TkFBQQoLC9Mdd9yhPXv2uNXQV7+aM2eOOnfubN2/JC4uTh9//LG1n76qXHJyshwOhyZMmGBto79+lZSUJIfD4faKiIiw9tNX7jIzM3XvvfeqWbNmaty4sa655hqlpaVZ++tsf13oYzFQcykpKcbHx8fMnTvXfPPNN+bRRx81gYGB5tChQ55u2kW1fPly8/TTT5v333/fSDJLly512z916lQTFBRk3n//fbNjxw4zfPhwExkZafLz862ahx9+2LRo0cKsWrXKbN++3fTp08d06dLF/Pzzz1bNwIEDTWxsrNm4caPZuHGjiY2NNYMHD75Up3nBBgwYYObPn2927txp0tPTza233mpatmxpTp06ZdXQV79atmyZ+de//mX27Nlj9uzZY5566inj4+Njdu7caYyhryqzdetW07p1a9O5c2fz6KOPWtvpr18999xz5uqrrzZZWVnWKycnx9pPX/3qp59+Mq1atTIjRowwW7ZsMQcOHDCrV6823333nVVTV/uLQORB//Ef/2Eefvhht21XXXWVefLJJz3UokuvbCByuVwmIiLCTJ061dp25swZ43Q6zeuvv26MMebEiRPGx8fHpKSkWDWZmZnGy8vLpKamGmOM+eabb4wks3nzZqtm06ZNRpL59ttvL/JZXRw5OTlGklm3bp0xhr6qjqZNm5q//vWv9FUlTp48adq2bWtWrVplbrrpJisQ0V/unnvuOdOlS5cK99FX7v7whz+YG264odL9dbm/uGTmIUVFRUpLS1P//v3dtvfv318bN270UKs878CBA8rOznbrFz8/P910001Wv6Slpens2bNuNVFRUYqNjbVqNm3aJKfTqR49elg1PXv2lNPprLf9m5eXJ0kKCQmRRF9Vpbi4WCkpKTp9+rTi4uLoq0qMHTtWt956q2655Ra37fRXefv27VNUVJTatGmj3//+99q/f78k+qqsZcuWqXv37rrrrrsUFhamrl27au7cudb+utxfBCIP+fHHH1VcXFzu4bLh4eHlHkJrJyXnXlW/ZGdny9fXV02bNq2yJiwsrNzxw8LC6mX/GmM0ceJE3XDDDYqNjZVEX1Vkx44datKkifz8/PTwww9r6dKl6tixI31VgZSUFG3fvl3Jycnl9tFf7nr06KF33nlHK1as0Ny5c5Wdna1evXrp+PHj9FUZ+/fv15w5c9S2bVutWLFCDz/8sMaPH6933nlHUt3+s2WrO1XXRQ6Hw+29MabcNjuqSb+Uramovr7277hx4/T1119rw4YN5fbRV79q37690tPTdeLECb3//vu6//77tW7dOms/ffWLI0eO6NFHH9XKlSvl7+9faR399YtBgwZZv+7UqZPi4uJ0xRVX6O2331bPnj0l0VclXC6XunfvrilTpkiSunbtql27dmnOnDm67777rLq62F+MEHlIaGioGjVqVC7J5uTklEvOdlKycqOqfomIiFBRUZFyc3OrrDl69Gi54x87dqze9W9iYqKWLVumTz/9VNHR0dZ2+qo8X19fXXnllerevbuSk5PVpUsX/eUvf6GvykhLS1NOTo66desmb29veXt7a926dfqf//kfeXt7W+dCf1UsMDBQnTp10r59+/izVUZkZKQ6duzotq1Dhw46fPiwpLr9/y0CkYf4+vqqW7duWrVqldv2VatWqVevXh5qlee1adNGERERbv1SVFSkdevWWf3SrVs3+fj4uNVkZWVp586dVk1cXJzy8vK0detWq2bLli3Ky8urN/1rjNG4ceP0wQcfaM2aNWrTpo3bfvrq3IwxKiwspK/K6Nu3r3bs2KH09HTr1b17d91zzz1KT0/X5ZdfTn9VobCwULt371ZkZCR/tsq4/vrry90eZO/evdaD1Ot0f9VoKjZqRcmy+3nz5plvvvnGTJgwwQQGBpqDBw96umkX1cmTJ82XX35pvvzySyPJTJs2zXz55ZfW7QamTp1qnE6n+eCDD8yOHTvM3XffXeGSzOjoaLN69Wqzfft2c/PNN1e4JLNz585m06ZNZtOmTaZTp071agnrI488YpxOp1m7dq3bct9///vfVg199avJkyeb9evXmwMHDpivv/7aPPXUU8bLy8usXLnSGENfnUvpVWbG0F+lTZo0yaxdu9bs37/fbN682QwePNgEBQVZ/6+mr361detW4+3tbf70pz+Zffv2mcWLF5vGjRubRYsWWTV1tb8IRB42e/Zs06pVK+Pr62uuvfZaa0l1Q/bpp58aSeVe999/vzHml2WZzz33nImIiDB+fn7mxhtvNDt27HA7RkFBgRk3bpwJCQkxAQEBZvDgwebw4cNuNcePHzf33HOPCQoKMkFBQeaee+4xubm5l+gsL1xFfSTJzJ8/36qhr341cuRI6+9S8+bNTd++fa0wZAx9dS5lAxH99auS++T4+PiYqKgoM3ToULNr1y5rP33l7qOPPjKxsbHGz8/PXHXVVebNN990219X+4un3QMAANtjDhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhFszRijBx98UCEhIXI4HLrssss0YcIETzcLDYDD4dCHH37o6WaUM2LECE83QZK0YMECXXbZZZ5uBmAhEMHWUlNTtWDBAv3zn/9UVlaW9u7dq//+7/++oGPW1R+EuLSysrI0aNAgTzejTmjdurVmzJjhtm348OHau3fvRf9ugheqi0AEW/v+++8VGRmpXr16KSIiQmFhYQoKCqq0vqio6BK27uI6e/asp5tQoYbSxxEREfLz8/N0MyyvvfaaYmNj9be//U2RkZG66aabtH79eo+1JyAgQGFhYR77fqAsAhFsa8SIEUpMTNThw4flcDjUunVr9e7d2+2SWevWrfXiiy9qxIgRcjqdGj16tIqKijRu3DhFRkbK399frVu3VnJyslUvSXfeead1zKocPHhQXl5e+uKLL9y2z5w5U61atVLJowa/+eYb/fa3v1WTJk0UHh6uhIQE/fjjj1Z9amqqbrjhBl122WVq1qyZBg8erO+//97texwOh9577z317t1b/v7+WrRo0Tn7aOPGjbrxxhsVEBCgmJgYjR8/XqdPn3brnylTpmjkyJEKCgpSy5Yt9eabb7odIzMzU8OHD1fTpk3VrFkz3X777Tp48KDb78Mdd9yh5ORkRUVFqV27dtZ3X3PNNfL391f37t314YcfyuFwKD09XcYYXXnllfrzn//s9l07d+6Ul5eX27lXJikpSS1btpSfn5+ioqI0fvx4a9+iRYvUvXt3BQUFKSIiQvHx8crJyZEkuVwuRUdH6/XXX3c73vbt2+VwOLR//35J7iOFJf3/wQcfqE+fPmrcuLG6dOmiTZs2uR1j7ty5iomJUePGjXXnnXdq2rRpbqMbX331lfr06aOgoCAFBwerW7du5f7sVGTNmjVKTEzUI488oltvvVUfffSR4uPjVVBQcM7Plvjoo4/UrVs3+fv76/LLL9fzzz+vn3/++Zz92bt3bx06dEiPPfaYHA6HHA6HpPIjN0lJSbrmmmv01ltvqWXLlmrSpIkeeeQRFRcX6+WXX7b+wfKnP/3JrV3Tpk1Tp06dFBgYqJiYGI0ZM0anTp2SJK1du1b/9V//pby8POu7k5KSJP0SvJ944gm1aNFCgYGB6tGjh9auXVvt/kADVOPHwgL13IkTJ8wLL7xgoqOjTVZWlsnJySn3xO9WrVqZ4OBg88orr5h9+/aZffv2mVdeecXExMSY9evXm4MHD5rPPvvMLFmyxBhjTE5OjvVE+pJjnku/fv3MmDFj3LZ17drVPPvss8YYY3744QcTGhpqJk+ebHbv3m22b99u+vXrZ/r06WPV/+///q95//33zd69e82XX35pbrvtNtOpUydTXFxsjDHmwIEDRpJp3bq1ef/9983+/ftNZmZmle36+uuvTZMmTcz06dPN3r17zeeff266du1qRowY4dY/ISEhZvbs2Wbfvn0mOTnZeHl5md27dxtjjDl9+rRp27atGTlypPn666/NN998Y+Lj40379u1NYWGhMcaY+++/3zRp0sQkJCSYnTt3mh07dpj8/HwTEhJi7r33XrNr1y6zfPly065dOyPJfPnll8YYY/70pz+Zjh07urX5scceMzfeeOM5+/zvf/+7CQ4ONsuXLzeHDh0yW7ZscXsi97x588zy5cvN999/bzZt2mR69uxpBg0aZO2fNGmSueGGG9yOOWnSJBMXF2e9l2SWLl3q1v9XXXWV+ec//2n27Nljfve735lWrVqZs2fPGmOM2bBhg/Hy8jKvvPKK2bNnj5k9e7YJCQkxTqfTOubVV19t7r33XrN7926zd+9e895775n09PRznu8rr7xirrzySqu/z1dqaqoJDg42CxYsMN9//71ZuXKlad26tUlKSjLGVN2fx48fN9HR0eaFF14wWVlZJisryxhjzPz5893O7bnnnjNNmjQxv/vd78yuXbvMsmXLjK+vrxkwYIBJTEw03377rXnrrbeMJLNp0ybrc9OnTzdr1qwx+/fvN5988olp3769eeSRR4wxxhQWFpoZM2aY4OBg67tPnjxpjDEmPj7e9OrVy6xfv95899135pVXXjF+fn5m7969590/aBgIRLC16dOnm1atWlnvKwpEd9xxh9tnEhMTzc0332xcLleFxyz9g7A63n33XdO0aVNz5swZY4wx6enpxuFwmAMHDhhjjHnmmWdM//793T5z5MgRI8ns2bOnwmOWBLMdO3YYY379gTxjxoxqtyshIcE8+OCDbts+++wz4+XlZQoKCowxv/TPvffea+13uVwmLCzMzJkzxxjzS7Bo3769W18VFhaagIAAs2LFCmPMLz+gw8PDrYBkjDFz5swxzZo1s77HGGPmzp3rFoh++OEH06hRI7NlyxZjjDFFRUWmefPmZsGCBec8t1dffdW0a9fOFBUVVasvtm7daiRZP0y3b99uHA6HOXjwoDHGmOLiYtOiRQsze/Zs6zMVBaK//vWv1v5du3YZSVZ4HD58uLn11lvdvveee+5xCw1BQUHVOr+ySsLW1KlTzeDBg8/787/5zW/MlClT3LYtXLjQREZGGmPO3Z+tWrUy06dPd9tWUSBq3Lixyc/Pt7YNGDDAtG7d2gr2xhjTvn17k5ycXGlb33vvPdOsWbNKv8cYY7777jvjcDjK/aOgb9++ZvLkyZUeGw0bl8yAc+jevbvb+xEjRig9PV3t27fX+PHjtXLlygs6/h133CFvb28tXbpUkvTWW2+pT58+1uW2tLQ0ffrpp2rSpIn1uuqqqyTJujT0/fffKz4+XpdffrmCg4PVpk0bSdLhw4erPJeqpKWlacGCBW7fO2DAALlcLh04cMCq69y5s/Vrh8OhiIgI6/JSWlqavvvuOwUFBVnHCAkJ0ZkzZ9wua3Xq1Em+vr7W+z179qhz587y9/e3tv3Hf/yHW/siIyN166236q233pIk/fOf/9SZM2d01113nfPc7rrrLhUUFOjyyy/X6NGjtXTpUrfLP19++aVuv/12tWrVSkFBQerdu7ekX/uza9euuuqqq/S3v/1NkrRu3Trl5ORo2LBhVX5v6b6KjIyUJKuv9uzZU+4cy76fOHGiHnjgAd1yyy2aOnVqtS4NStL111+vDz74QP/617+0YsUKRUZG6uGHH9bRo0er9fm0tDS98MILbn8WRo8eraysLP373/8+Z39WV+vWrd3m8IWHh6tjx47y8vJy21bSZ5L06aefql+/fmrRooWCgoJ033336fjx426Xdsvavn27jDFq166d2zmtW7eu2n2KhodABJxDYGCg2/trr71WBw4c0H//93+roKBAw4YN0+9+97saH9/X11cJCQmaP3++ioqKtGTJEo0cOdLa73K5dNtttyk9Pd3ttW/fPt14442SpNtuu03Hjx/X3LlztWXLFm3ZskVS+QnKZc+lKi6XSw899JDbd3711Vfat2+frrjiCqvOx8fH7XMOh0Mul8s6Rrdu3cq1fe/evYqPj6+0XcYYa65J6W1lPfDAA0pJSVFBQYHmz5+v4cOHq3Hjxuc8t5iYGO3Zs0ezZ89WQECAxowZoxtvvFFnz57V6dOn1b9/fzVp0kSLFi3Stm3brLBauj/vueceLVmyRJK0ZMkSDRgwQKGhoVV+b+m+Kjm/kr6qzjknJSVp165duvXWW7VmzRp17NjRatu53H777Vq/fr3i4+O1ePFipaWl6c4776zWZ10ul55//nm338MdO3Zo37598vf3r7I/z0dFf5aq+vN16NAh/fa3v1VsbKzef/99paWlafbs2ZKqXjTgcrnUqFEjpaWluZ3T7t279Ze//OW82oyGw9vTDQDqo+DgYA0fPlzDhw/X7373Ow0cOFA//fSTQkJC5OPjo+Li4vM63gMPPKDY2Fi99tprOnv2rIYOHWrtu/baa/X++++rdevW8vYu/1f2+PHj2r17t9544w395je/kSRt2LDhwk7w/753165duvLKKy/oGO+++67CwsIUHBxc7c9dddVVWrx4sQoLC62VWhVNHv7tb3+rwMBAzZkzRx9//PF5rZoKCAjQkCFDNGTIEI0dO1ZXXXWVduzYIWOMfvzxR02dOlUxMTGVfnd8fLz++Mc/Ki0tTf/7v/+rOXPmVPu7K3LVVVdp69atbtsq+t527dqpXbt2euyxx3T33Xdr/vz51Q42JW6++WY9++yzuv3223X27NlyoaOsa6+9Vnv27Knyz0Jl/XnttdfK19f3vP9OVMcXX3yhn3/+Wa+++qo1ivTee++51VT03V27dlVxcbFycnKsvzMAI0TAeZo+fbpSUlL07bffau/evfr73/+uiIgIa8VM69at9cknnyg7O1u5ubnVOmaHDh3Us2dP/eEPf9Ddd9+tgIAAa9/YsWP1008/6e6779bWrVu1f/9+rVy5UiNHjlRxcbG1euvNN9/Ud999pzVr1mjixIkXfJ5/+MMftGnTJo0dO9YakVq2bJkSExOrfYx77rlHoaGhuv322/XZZ5/pwIEDWrdunR599FFlZGRU+rn4+Hi5XC49+OCD2r17t1asWGGtKCs9itKoUSONGDFCkydP1pVXXqm4uLhqtWvBggWaN2+edu7cqf3792vhwoUKCAhQq1at1LJlS/n6+mrmzJnav3+/li1bVuG9qdq0aaNevXpp1KhR+vnnn3X77bdXu18qkpiYqOXLl2vatGnat2+f3njjDX388cfW+RYUFGjcuHFau3atDh06pM8//1zbtm1Thw4dznnshQsXat68eTpy5IiMMTp8+LDefPNNde7c+ZxhSJKeffZZvfPOO9YI1e7du/Xuu+/qj3/8o6Sq+1P65e/E+vXrlZmZ6bY68kJdccUV+vnnn63fq4ULF5Zb/de6dWudOnVKn3zyiX788Uf9+9//Vrt27XTPPffovvvu0wcffKADBw5o27Zteumll7R8+fJaax/qFwIRcJ6aNGmil156Sd27d9d1112ngwcPavny5da/UF999VWtWrVKMTEx6tq1a7WPO2rUKBUVFbldLpOkqKgoff755youLtaAAQMUGxurRx99VE6nU15eXvLy8lJKSorS0tIUGxurxx57TK+88soFn2fnzp21bt067du3T7/5zW/UtWtXPfPMM9bcl+po3Lix1q9fr5YtW2ro0KHq0KGDRo4cqYKCgipHjIKDg/XRRx8pPT1d11xzjZ5++mk9++yzkuQ2r0iqvN+qctlll2nu3Lm6/vrr1blzZ33yySf66KOP1KxZMzVv3lwLFizQ3//+d3Xs2FFTp04tt7y/xD333KOvvvpKQ4cOdQuxNXH99dfr9ddf17Rp09SlSxelpqbqscces863UaNGOn78uO677z61a9dOw4YN06BBg/T888+f89hXXnml/vGPf+i6667TokWL1LlzZ509e1bvvvtutdo2YMAA/fOf/9SqVat03XXXqWfPnpo2bZoVeKrqT0l64YUXdPDgQV1xxRVq3rx5DXuovGuuuUbTpk3TSy+9pNjYWC1evNi6BUaJXr166eGHH9bw4cPVvHlzvfzyy5Kk+fPn67777tOkSZPUvn17DRkyRFu2bLFGBWE/DlPRhXkAl9yf/vQnpaSkaMeOHZ5uSp20ePFi654ypcPH559/rt69eysjI0Ph4eEebGHtGz16tL799lt99tlntXbMESNGaMGCBbV2PKChYA4R4GGnTp3S7t27NXPmzAt+bEhD8s477+jyyy9XixYt9NVXX+kPf/iDhg0bZoWhwsJCHTlyRM8884yGDRvWIMLQn//8Z/Xr10+BgYH6+OOP9fbbb+u1117zdLMAW+CSGXCRXX311W5Le0u/Fi9erHHjxumGG27QTTfddF6XfS7UoEGDKm3XlClTLlk7KpOdna17771XHTp00GOPPaa77rrL7S7Yf/vb39S+fXvl5eVZl0FKLF68uNJzu/rqqy/1qVTb1q1b1a9fP3Xq1Emvv/66/ud//kcPPPDAOT93Pr+XFY0OnevPKGAHXDIDLrJDhw5VugQ4PDy8ymenXUyZmZmVProhJCREISEhl7hFtefkyZOV3mPHx8fHmvvSUFzo72Vd/TMKXEoEIgAAYHtcMgMAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALZHIAIAALb3/wFKKxudjs30gAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(df[\"first_year_energy_savings_$_estimate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "15e0a74b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reporting_period</th>\n",
       "      <th>home_performance_project_id</th>\n",
       "      <th>home_performance_site_id</th>\n",
       "      <th>project_county</th>\n",
       "      <th>project_city</th>\n",
       "      <th>project_zip</th>\n",
       "      <th>gas_utility_provider</th>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <th>project_completion_date</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>job_type</th>\n",
       "      <th>total_project_cost</th>\n",
       "      <th>total_incentives</th>\n",
       "      <th>type_of_program_financing</th>\n",
       "      <th>amount_financed_through_program</th>\n",
       "      <th>pre-retrofit_home_heating_fuel_type</th>\n",
       "      <th>year_home_built</th>\n",
       "      <th>size_of_home</th>\n",
       "      <th>volume_of_home</th>\n",
       "      <th>number_of_units</th>\n",
       "      <th>measure_type</th>\n",
       "      <th>estimated_annual_kwh_savings</th>\n",
       "      <th>estimated_annual_mmbtu_savings</th>\n",
       "      <th>first_year_energy_savings_$_estimate</th>\n",
       "      <th>homeowner_received_free/reduced_cost_audit?</th>\n",
       "      <th>location</th>\n",
       "      <th>new_york_zip_codes</th>\n",
       "      <th>counties_2</th>\n",
       "      <th>nys_municipal_boundaries_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>222.7742</td>\n",
       "      <td>543.29088</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>101.4468</td>\n",
       "      <td>241.20144</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>150.1264</td>\n",
       "      <td>581.01312</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>91.0420</td>\n",
       "      <td>222.02880</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>87.3260</td>\n",
       "      <td>212.96640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>Y</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>166.1052</td>\n",
       "      <td>405.08928</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.702553, ...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>275.2627</td>\n",
       "      <td>671.29728</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-73.932117, ...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>100.3320</td>\n",
       "      <td>244.68480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-76.359264, ...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>303.9688</td>\n",
       "      <td>718.90320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.597999, ...</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>217.3860</td>\n",
       "      <td>530.15040</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>N</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.729647, ...</td>\n",
       "      <td>1683.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              reporting_period home_performance_project_id  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      home_performance_site_id project_county project_city  project_zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 gas_utility_provider      electric_utility_provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       project_completion_date customer_type          job_type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       total_project_cost  total_incentives type_of_program_financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       amount_financed_through_program pre-retrofit_home_heating_fuel_type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural Gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural Gas   \n",
       "55829                                0                         Natural Gas   \n",
       "\n",
       "       year_home_built  size_of_home  volume_of_home  number_of_units  \\\n",
       "0               1947.0      222.7742       543.29088              1.0   \n",
       "1               1966.0      101.4468       241.20144              1.0   \n",
       "2               1928.0      150.1264       581.01312              1.0   \n",
       "3               1971.0       91.0420       222.02880              1.0   \n",
       "4               1984.0       87.3260       212.96640              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0      166.1052       405.08928              1.0   \n",
       "55826           1949.0      275.2627       671.29728              1.0   \n",
       "55827           1968.0      100.3320       244.68480              1.0   \n",
       "55828           1965.0      303.9688       718.90320              1.0   \n",
       "55829           1959.0      217.3860       530.15040              1.0   \n",
       "\n",
       "         measure_type  estimated_annual_kwh_savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       estimated_annual_mmbtu_savings  first_year_energy_savings_$_estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "      homeowner_received_free/reduced_cost_audit?  \\\n",
       "0                                               Y   \n",
       "1                                               Y   \n",
       "2                                               Y   \n",
       "3                                               Y   \n",
       "4                                               Y   \n",
       "...                                           ...   \n",
       "55825                                           N   \n",
       "55826                                           N   \n",
       "55827                                           N   \n",
       "55828                                           N   \n",
       "55829                                           N   \n",
       "\n",
       "                                                location  new_york_zip_codes  \\\n",
       "0      {'type': 'Point', 'coordinates': [-75.16936, 4...               764.0   \n",
       "1      {'type': 'Point', 'coordinates': [-77.218837, ...               364.0   \n",
       "2      {'type': 'Point', 'coordinates': [-78.808435, ...                71.0   \n",
       "3      {'type': 'Point', 'coordinates': [-75.454665, ...              1366.0   \n",
       "4      {'type': 'Point', 'coordinates': [-77.603561, ...               312.0   \n",
       "...                                                  ...                 ...   \n",
       "55825  {'type': 'Point', 'coordinates': [-78.702553, ...               506.0   \n",
       "55826  {'type': 'Point', 'coordinates': [-73.932117, ...                72.0   \n",
       "55827  {'type': 'Point', 'coordinates': [-76.359264, ...               622.0   \n",
       "55828  {'type': 'Point', 'coordinates': [-77.597999, ...              1676.0   \n",
       "55829  {'type': 'Point', 'coordinates': [-77.729647, ...              1683.0   \n",
       "\n",
       "       counties_2  nys_municipal_boundaries_2  \n",
       "0           625.0                         985  \n",
       "1           631.0                         631  \n",
       "2          2041.0                         300  \n",
       "3           625.0                         989  \n",
       "4          2091.0                         742  \n",
       "...           ...                         ...  \n",
       "55825      2041.0                         298  \n",
       "55826      2030.0                         832  \n",
       "55827      2181.0                         712  \n",
       "55828      2093.0                         545  \n",
       "55829      2093.0                         549  \n",
       "\n",
       "[55830 rows x 29 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71b10e93",
   "metadata": {},
   "source": [
    "## Column 24: Homeowner Received Green Jobs-Green NY Free/Reduced Cost Audit (Y/N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "a2fd548f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"homeowner_received_free/reduced_cost_audit?\"].isna()].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "90c1f10a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 29)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"homeowner_received_free/reduced_cost_audit?\"] == 0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b879c370",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Y    47464\n",
       "N     8366\n",
       "Name: homeowner_received_free/reduced_cost_audit?, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"homeowner_received_free/reduced_cost_audit?\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "070a1790",
   "metadata": {},
   "outputs": [],
   "source": [
    "clm24_translator = {\"Y\": True, \"N\": False}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e6362f7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reporting_period</th>\n",
       "      <th>home_performance_project_id</th>\n",
       "      <th>home_performance_site_id</th>\n",
       "      <th>project_county</th>\n",
       "      <th>project_city</th>\n",
       "      <th>project_zip</th>\n",
       "      <th>gas_utility_provider</th>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <th>project_completion_date</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>job_type</th>\n",
       "      <th>total_project_cost</th>\n",
       "      <th>total_incentives</th>\n",
       "      <th>type_of_program_financing</th>\n",
       "      <th>amount_financed_through_program</th>\n",
       "      <th>pre-retrofit_home_heating_fuel_type</th>\n",
       "      <th>year_home_built</th>\n",
       "      <th>size_of_home</th>\n",
       "      <th>volume_of_home</th>\n",
       "      <th>number_of_units</th>\n",
       "      <th>measure_type</th>\n",
       "      <th>estimated_annual_kwh_savings</th>\n",
       "      <th>estimated_annual_mmbtu_savings</th>\n",
       "      <th>first_year_energy_savings_$_estimate</th>\n",
       "      <th>homeowner_received_free/reduced_cost_audit?</th>\n",
       "      <th>location</th>\n",
       "      <th>new_york_zip_codes</th>\n",
       "      <th>counties_2</th>\n",
       "      <th>nys_municipal_boundaries_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>222.7742</td>\n",
       "      <td>543.29088</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
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       "      <td>{'type': 'Point', 'coordinates': [-75.16936, 4...</td>\n",
       "      <td>764.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>101.4468</td>\n",
       "      <td>241.20144</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>True</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.218837, ...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>631.0</td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>150.1264</td>\n",
       "      <td>581.01312</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.808435, ...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>91.0420</td>\n",
       "      <td>222.02880</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>True</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-75.454665, ...</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>87.3260</td>\n",
       "      <td>212.96640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>True</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.603561, ...</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>166.1052</td>\n",
       "      <td>405.08928</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>False</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-78.702553, ...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>275.2627</td>\n",
       "      <td>671.29728</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>False</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-73.932117, ...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>100.3320</td>\n",
       "      <td>244.68480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>False</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-76.359264, ...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>303.9688</td>\n",
       "      <td>718.90320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>False</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.597999, ...</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>217.3860</td>\n",
       "      <td>530.15040</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>False</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [-77.729647, ...</td>\n",
       "      <td>1683.0</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              reporting_period home_performance_project_id  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      home_performance_site_id project_county project_city  project_zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 gas_utility_provider      electric_utility_provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       project_completion_date customer_type          job_type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       total_project_cost  total_incentives type_of_program_financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       amount_financed_through_program pre-retrofit_home_heating_fuel_type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural Gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural Gas   \n",
       "55829                                0                         Natural Gas   \n",
       "\n",
       "       year_home_built  size_of_home  volume_of_home  number_of_units  \\\n",
       "0               1947.0      222.7742       543.29088              1.0   \n",
       "1               1966.0      101.4468       241.20144              1.0   \n",
       "2               1928.0      150.1264       581.01312              1.0   \n",
       "3               1971.0       91.0420       222.02880              1.0   \n",
       "4               1984.0       87.3260       212.96640              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0      166.1052       405.08928              1.0   \n",
       "55826           1949.0      275.2627       671.29728              1.0   \n",
       "55827           1968.0      100.3320       244.68480              1.0   \n",
       "55828           1965.0      303.9688       718.90320              1.0   \n",
       "55829           1959.0      217.3860       530.15040              1.0   \n",
       "\n",
       "         measure_type  estimated_annual_kwh_savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       estimated_annual_mmbtu_savings  first_year_energy_savings_$_estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "       homeowner_received_free/reduced_cost_audit?  \\\n",
       "0                                             True   \n",
       "1                                             True   \n",
       "2                                             True   \n",
       "3                                             True   \n",
       "4                                             True   \n",
       "...                                            ...   \n",
       "55825                                        False   \n",
       "55826                                        False   \n",
       "55827                                        False   \n",
       "55828                                        False   \n",
       "55829                                        False   \n",
       "\n",
       "                                                location  new_york_zip_codes  \\\n",
       "0      {'type': 'Point', 'coordinates': [-75.16936, 4...               764.0   \n",
       "1      {'type': 'Point', 'coordinates': [-77.218837, ...               364.0   \n",
       "2      {'type': 'Point', 'coordinates': [-78.808435, ...                71.0   \n",
       "3      {'type': 'Point', 'coordinates': [-75.454665, ...              1366.0   \n",
       "4      {'type': 'Point', 'coordinates': [-77.603561, ...               312.0   \n",
       "...                                                  ...                 ...   \n",
       "55825  {'type': 'Point', 'coordinates': [-78.702553, ...               506.0   \n",
       "55826  {'type': 'Point', 'coordinates': [-73.932117, ...                72.0   \n",
       "55827  {'type': 'Point', 'coordinates': [-76.359264, ...               622.0   \n",
       "55828  {'type': 'Point', 'coordinates': [-77.597999, ...              1676.0   \n",
       "55829  {'type': 'Point', 'coordinates': [-77.729647, ...              1683.0   \n",
       "\n",
       "       counties_2  nys_municipal_boundaries_2  \n",
       "0           625.0                         985  \n",
       "1           631.0                         631  \n",
       "2          2041.0                         300  \n",
       "3           625.0                         989  \n",
       "4          2091.0                         742  \n",
       "...           ...                         ...  \n",
       "55825      2041.0                         298  \n",
       "55826      2030.0                         832  \n",
       "55827      2181.0                         712  \n",
       "55828      2093.0                         545  \n",
       "55829      2093.0                         549  \n",
       "\n",
       "[55830 rows x 29 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unify_column_entries(df, clm24_translator, \"homeowner_received_free/reduced_cost_audit?\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "593acb8d",
   "metadata": {},
   "source": [
    "## Column 25: New Georeferenced Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "fc36668f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ast\n",
    "\n",
    "df[\"latitude\"] = df[\"location\"].apply(lambda x: ast.literal_eval(x)[\"coordinates\"][0])\n",
    "df[\"longitude\"] = df[\"location\"].apply(lambda x: ast.literal_eval(x)[\"coordinates\"][1])\n",
    "df.drop([\"location\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf68fcd2",
   "metadata": {},
   "source": [
    "## Columns 26 - 28: Remove columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b84876a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop([\"new_york_zip_codes\", \"counties_2\", \"nys_municipal_boundaries_2\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efab21b0",
   "metadata": {},
   "source": [
    "## Final dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "5aa2ead0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reporting_period</th>\n",
       "      <th>home_performance_project_id</th>\n",
       "      <th>home_performance_site_id</th>\n",
       "      <th>project_county</th>\n",
       "      <th>project_city</th>\n",
       "      <th>project_zip</th>\n",
       "      <th>gas_utility_provider</th>\n",
       "      <th>electric_utility_provider</th>\n",
       "      <th>project_completion_date</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>job_type</th>\n",
       "      <th>total_project_cost</th>\n",
       "      <th>total_incentives</th>\n",
       "      <th>type_of_program_financing</th>\n",
       "      <th>amount_financed_through_program</th>\n",
       "      <th>pre-retrofit_home_heating_fuel_type</th>\n",
       "      <th>year_home_built</th>\n",
       "      <th>size_of_home</th>\n",
       "      <th>volume_of_home</th>\n",
       "      <th>number_of_units</th>\n",
       "      <th>measure_type</th>\n",
       "      <th>estimated_annual_kwh_savings</th>\n",
       "      <th>estimated_annual_mmbtu_savings</th>\n",
       "      <th>first_year_energy_savings_$_estimate</th>\n",
       "      <th>homeowner_received_free/reduced_cost_audit?</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483911</td>\n",
       "      <td>357221</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Barneveld</td>\n",
       "      <td>13304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2021-01-16T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5900</td>\n",
       "      <td>2950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>222.7742</td>\n",
       "      <td>543.29088</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>474</td>\n",
       "      <td>True</td>\n",
       "      <td>-75.169360</td>\n",
       "      <td>43.241398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>486389</td>\n",
       "      <td>343438</td>\n",
       "      <td>Wayne</td>\n",
       "      <td>Palmyra</td>\n",
       "      <td>14522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2021-01-06T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9980</td>\n",
       "      <td>3250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>101.4468</td>\n",
       "      <td>241.20144</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>309</td>\n",
       "      <td>3</td>\n",
       "      <td>111</td>\n",
       "      <td>True</td>\n",
       "      <td>-77.218837</td>\n",
       "      <td>43.059660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483374</td>\n",
       "      <td>356880</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>14215</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-15T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5000</td>\n",
       "      <td>2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>150.1264</td>\n",
       "      <td>581.01312</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>61</td>\n",
       "      <td>True</td>\n",
       "      <td>-78.808435</td>\n",
       "      <td>42.934202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>475733</td>\n",
       "      <td>350454</td>\n",
       "      <td>Oneida</td>\n",
       "      <td>Rome</td>\n",
       "      <td>13440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-09T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4200</td>\n",
       "      <td>2088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>91.0420</td>\n",
       "      <td>222.02880</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>681</td>\n",
       "      <td>True</td>\n",
       "      <td>-75.454665</td>\n",
       "      <td>43.214717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>483731</td>\n",
       "      <td>356491</td>\n",
       "      <td>Livingston</td>\n",
       "      <td>Lima</td>\n",
       "      <td>14485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2020-12-08T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>5890</td>\n",
       "      <td>2945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Propane</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>87.3260</td>\n",
       "      <td>212.96640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>146</td>\n",
       "      <td>True</td>\n",
       "      <td>-77.603561</td>\n",
       "      <td>42.886564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55825</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000721450</td>\n",
       "      <td>S00000124921</td>\n",
       "      <td>Erie</td>\n",
       "      <td>Depew</td>\n",
       "      <td>14043</td>\n",
       "      <td>National Fuel Gas Distribution</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2010-11-15T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>4000</td>\n",
       "      <td>400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>166.1052</td>\n",
       "      <td>405.08928</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>340</td>\n",
       "      <td>False</td>\n",
       "      <td>-78.702553</td>\n",
       "      <td>42.904567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55826</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727276</td>\n",
       "      <td>S00000130155</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>Schenectady</td>\n",
       "      <td>12303</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>National Grid</td>\n",
       "      <td>2011-01-28T00:00:00.000</td>\n",
       "      <td>Assisted</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>9802</td>\n",
       "      <td>4901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>275.2627</td>\n",
       "      <td>671.29728</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>823</td>\n",
       "      <td>False</td>\n",
       "      <td>-73.932117</td>\n",
       "      <td>42.759175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55827</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000726343</td>\n",
       "      <td>S00000129326</td>\n",
       "      <td>Tompkins</td>\n",
       "      <td>Freeville</td>\n",
       "      <td>13068</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>New York State Electric &amp; Gas</td>\n",
       "      <td>2011-01-13T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>6034</td>\n",
       "      <td>0</td>\n",
       "      <td>ESMART</td>\n",
       "      <td>0</td>\n",
       "      <td>Oil</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>100.3320</td>\n",
       "      <td>244.68480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>887</td>\n",
       "      <td>False</td>\n",
       "      <td>-76.359264</td>\n",
       "      <td>42.505028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55828</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000727199</td>\n",
       "      <td>S00000130090</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14617</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2010-12-26T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>8454</td>\n",
       "      <td>845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>303.9688</td>\n",
       "      <td>718.90320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>601</td>\n",
       "      <td>11</td>\n",
       "      <td>258</td>\n",
       "      <td>False</td>\n",
       "      <td>-77.597999</td>\n",
       "      <td>43.221623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55829</th>\n",
       "      <td>2020-02-12T00:00:00.000</td>\n",
       "      <td>P00000725072</td>\n",
       "      <td>S00000128120</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>14624</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>Rochester Gas &amp; Electric</td>\n",
       "      <td>2011-02-01T00:00:00.000</td>\n",
       "      <td>Market</td>\n",
       "      <td>Home Performance</td>\n",
       "      <td>12488</td>\n",
       "      <td>1249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>217.3860</td>\n",
       "      <td>530.15040</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Building Shell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>False</td>\n",
       "      <td>-77.729647</td>\n",
       "      <td>43.128513</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55830 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              reporting_period home_performance_project_id  \\\n",
       "0      2020-02-12T00:00:00.000                      483911   \n",
       "1      2020-02-12T00:00:00.000                      486389   \n",
       "2      2020-02-12T00:00:00.000                      483374   \n",
       "3      2020-02-12T00:00:00.000                      475733   \n",
       "4      2020-02-12T00:00:00.000                      483731   \n",
       "...                        ...                         ...   \n",
       "55825  2020-02-12T00:00:00.000                P00000721450   \n",
       "55826  2020-02-12T00:00:00.000                P00000727276   \n",
       "55827  2020-02-12T00:00:00.000                P00000726343   \n",
       "55828  2020-02-12T00:00:00.000                P00000727199   \n",
       "55829  2020-02-12T00:00:00.000                P00000725072   \n",
       "\n",
       "      home_performance_site_id project_county project_city  project_zip  \\\n",
       "0                       357221         Oneida    Barneveld        13304   \n",
       "1                       343438          Wayne      Palmyra        14522   \n",
       "2                       356880           Erie      Buffalo        14215   \n",
       "3                       350454         Oneida         Rome        13440   \n",
       "4                       356491     Livingston         Lima        14485   \n",
       "...                        ...            ...          ...          ...   \n",
       "55825             S00000124921           Erie        Depew        14043   \n",
       "55826             S00000130155    Schenectady  Schenectady        12303   \n",
       "55827             S00000129326       Tompkins    Freeville        13068   \n",
       "55828             S00000130090         Monroe    Rochester        14617   \n",
       "55829             S00000128120         Monroe    Rochester        14624   \n",
       "\n",
       "                 gas_utility_provider      electric_utility_provider  \\\n",
       "0                                 NaN                  National Grid   \n",
       "1                                 NaN  New York State Electric & Gas   \n",
       "2      National Fuel Gas Distribution                  National Grid   \n",
       "3                                 NaN                  National Grid   \n",
       "4                                 NaN                  National Grid   \n",
       "...                               ...                            ...   \n",
       "55825  National Fuel Gas Distribution  New York State Electric & Gas   \n",
       "55826                   National Grid                  National Grid   \n",
       "55827   New York State Electric & Gas  New York State Electric & Gas   \n",
       "55828        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "55829        Rochester Gas & Electric       Rochester Gas & Electric   \n",
       "\n",
       "       project_completion_date customer_type          job_type  \\\n",
       "0      2021-01-16T00:00:00.000      Assisted  Home Performance   \n",
       "1      2021-01-06T00:00:00.000      Assisted  Home Performance   \n",
       "2      2020-12-15T00:00:00.000      Assisted  Home Performance   \n",
       "3      2020-12-09T00:00:00.000      Assisted  Home Performance   \n",
       "4      2020-12-08T00:00:00.000      Assisted  Home Performance   \n",
       "...                        ...           ...               ...   \n",
       "55825  2010-11-15T00:00:00.000        Market  Home Performance   \n",
       "55826  2011-01-28T00:00:00.000      Assisted  Home Performance   \n",
       "55827  2011-01-13T00:00:00.000        Market  Home Performance   \n",
       "55828  2010-12-26T00:00:00.000        Market  Home Performance   \n",
       "55829  2011-02-01T00:00:00.000        Market  Home Performance   \n",
       "\n",
       "       total_project_cost  total_incentives type_of_program_financing  \\\n",
       "0                    5900              2950                       NaN   \n",
       "1                    9980              3250                       NaN   \n",
       "2                    5000              2500                       NaN   \n",
       "3                    4200              2088                       NaN   \n",
       "4                    5890              2945                       NaN   \n",
       "...                   ...               ...                       ...   \n",
       "55825                4000               400                       NaN   \n",
       "55826                9802              4901                       NaN   \n",
       "55827                6034                 0                    ESMART   \n",
       "55828                8454               845                       NaN   \n",
       "55829               12488              1249                       NaN   \n",
       "\n",
       "       amount_financed_through_program pre-retrofit_home_heating_fuel_type  \\\n",
       "0                                    0                                 NaN   \n",
       "1                                    0                             Propane   \n",
       "2                                    0                         Natural Gas   \n",
       "3                                    0                                 NaN   \n",
       "4                                    0                             Propane   \n",
       "...                                ...                                 ...   \n",
       "55825                                0                         Natural Gas   \n",
       "55826                                0                                 Oil   \n",
       "55827                                0                                 Oil   \n",
       "55828                                0                         Natural Gas   \n",
       "55829                                0                         Natural Gas   \n",
       "\n",
       "       year_home_built  size_of_home  volume_of_home  number_of_units  \\\n",
       "0               1947.0      222.7742       543.29088              1.0   \n",
       "1               1966.0      101.4468       241.20144              1.0   \n",
       "2               1928.0      150.1264       581.01312              1.0   \n",
       "3               1971.0       91.0420       222.02880              1.0   \n",
       "4               1984.0       87.3260       212.96640              1.0   \n",
       "...                ...           ...             ...              ...   \n",
       "55825           1965.0      166.1052       405.08928              1.0   \n",
       "55826           1949.0      275.2627       671.29728              1.0   \n",
       "55827           1968.0      100.3320       244.68480              1.0   \n",
       "55828           1965.0      303.9688       718.90320              1.0   \n",
       "55829           1959.0      217.3860       530.15040              1.0   \n",
       "\n",
       "         measure_type  estimated_annual_kwh_savings  \\\n",
       "0      Building Shell                             0   \n",
       "1      Building Shell                           309   \n",
       "2      Building Shell                             0   \n",
       "3      Building Shell                             0   \n",
       "4      Building Shell                             0   \n",
       "...               ...                           ...   \n",
       "55825  Building Shell                             0   \n",
       "55826  Building Shell                             0   \n",
       "55827  Building Shell                             0   \n",
       "55828  Building Shell                           601   \n",
       "55829  Building Shell                             0   \n",
       "\n",
       "       estimated_annual_mmbtu_savings  first_year_energy_savings_$_estimate  \\\n",
       "0                                  27                                   474   \n",
       "1                                   3                                   111   \n",
       "2                                   8                                    61   \n",
       "3                                  28                                   681   \n",
       "4                                   6                                   146   \n",
       "...                               ...                                   ...   \n",
       "55825                              24                                   340   \n",
       "55826                              33                                   823   \n",
       "55827                              16                                   887   \n",
       "55828                              11                                   258   \n",
       "55829                               1                                     9   \n",
       "\n",
       "       homeowner_received_free/reduced_cost_audit?   latitude  longitude  \n",
       "0                                             True -75.169360  43.241398  \n",
       "1                                             True -77.218837  43.059660  \n",
       "2                                             True -78.808435  42.934202  \n",
       "3                                             True -75.454665  43.214717  \n",
       "4                                             True -77.603561  42.886564  \n",
       "...                                            ...        ...        ...  \n",
       "55825                                        False -78.702553  42.904567  \n",
       "55826                                        False -73.932117  42.759175  \n",
       "55827                                        False -76.359264  42.505028  \n",
       "55828                                        False -77.597999  43.221623  \n",
       "55829                                        False -77.729647  43.128513  \n",
       "\n",
       "[55830 rows x 27 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
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   "execution_count": null,
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   "execution_count": null,
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d307565f",
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