Energy_Efficiency.AI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "HDDdata = pd.read_csv(\"Resources/Source_Data/HDD-Features.csv\")\n",
    "BlocPower = pd.read_csv(\"Resources/Source_Data/BlocPower_T.csv\")\n",
    "CDD_HDDdata = pd.read_csv(\"Resources/Source_Data/CDD-HDD-Features.csv\")\n",
    "location_df = pd.read_csv(\"Resources/Source_Data/location_information.csv\")\n",
    "CombinedSensordata = pd.read_csv(\"Cleaned_data/CombinedSensorData.csv\")\n",
    "ClusterEnergyLocation = pd.read_csv(\"Cleaned_data/clusterEnergyLocation.csv\")                      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UTSUM_Electricity_Usage</th>\n",
       "      <th>INFO_Year of Construction</th>\n",
       "      <th>INFO_Number of Stories</th>\n",
       "      <th>INFO_Total Square Feet</th>\n",
       "      <th>PLEI_1_Quantity</th>\n",
       "      <th>PLEI_3_Quantity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117,870 kWh</td>\n",
       "      <td>1955</td>\n",
       "      <td>4</td>\n",
       "      <td>14,600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16,207 kWh</td>\n",
       "      <td>1940</td>\n",
       "      <td>1</td>\n",
       "      <td>600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15,564 kWh</td>\n",
       "      <td>1920</td>\n",
       "      <td>2</td>\n",
       "      <td>6,000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25,851 kWh</td>\n",
       "      <td>1965</td>\n",
       "      <td>1</td>\n",
       "      <td>5,000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32,343 kWh</td>\n",
       "      <td>1930</td>\n",
       "      <td>3</td>\n",
       "      <td>4,196</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  UTSUM_Electricity_Usage INFO_Year of Construction  INFO_Number of Stories  \\\n",
       "0             117,870 kWh                      1955                       4   \n",
       "1              16,207 kWh                      1940                       1   \n",
       "2              15,564 kWh                      1920                       2   \n",
       "3              25,851 kWh                      1965                       1   \n",
       "4              32,343 kWh                      1930                       3   \n",
       "\n",
       "  INFO_Total Square Feet  PLEI_1_Quantity PLEI_3_Quantity  \n",
       "0                 14,600              1.0               2  \n",
       "1                    600              1.0             NaN  \n",
       "2                  6,000              2.0               1  \n",
       "3                  5,000              6.0               1  \n",
       "4                  4,196              1.0               1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BlocPower.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 103 entries, 0 to 102\n",
      "Data columns (total 6 columns):\n",
      "UTSUM_Electricity_Usage      98 non-null object\n",
      "INFO_Year of Construction    100 non-null object\n",
      "INFO_Number of Stories       103 non-null int64\n",
      "INFO_Total Square Feet       103 non-null object\n",
      "PLEI_1_Quantity              95 non-null float64\n",
      "PLEI_3_Quantity              88 non-null object\n",
      "dtypes: float64(1), int64(1), object(4)\n",
      "memory usage: 4.9+ KB\n"
     ]
    }
   ],
   "source": [
    "BlocPower.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Combined_Energy_df = pd.concat([BlocPower,CDD_HDDdata,location_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UTSUM_Electricity_Usage</th>\n",
       "      <th>INFO_Year of Construction</th>\n",
       "      <th>INFO_Number of Stories</th>\n",
       "      <th>INFO_Total Square Feet</th>\n",
       "      <th>PLEI_1_Quantity</th>\n",
       "      <th>PLEI_3_Quantity</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>plug_load_consumption</th>\n",
       "      <th>ac_consumption</th>\n",
       "      <th>domestic_gas</th>\n",
       "      <th>heating_gas</th>\n",
       "      <th>AddressID</th>\n",
       "      <th>property_name</th>\n",
       "      <th>Address</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Long</th>\n",
       "      <th>Lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117,870 kWh</td>\n",
       "      <td>1955</td>\n",
       "      <td>4</td>\n",
       "      <td>14,600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>11.651406</td>\n",
       "      <td>0.983531</td>\n",
       "      <td>0.096226</td>\n",
       "      <td>0.366193</td>\n",
       "      <td>125 East 105th Street10029</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>125 East 105th Street</td>\n",
       "      <td>10029</td>\n",
       "      <td>-73.947326</td>\n",
       "      <td>40.791919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16,207 kWh</td>\n",
       "      <td>1940</td>\n",
       "      <td>1</td>\n",
       "      <td>600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69thLaneStudio</td>\n",
       "      <td>32.769884</td>\n",
       "      <td>5.008372</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>69-71 Grand Avenue11378</td>\n",
       "      <td>69thLaneStudio</td>\n",
       "      <td>69-71 Grand Avenue</td>\n",
       "      <td>11378</td>\n",
       "      <td>-73.893311</td>\n",
       "      <td>40.727435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15,564 kWh</td>\n",
       "      <td>1920</td>\n",
       "      <td>2</td>\n",
       "      <td>6,000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>2.345049</td>\n",
       "      <td>0.296134</td>\n",
       "      <td>0.032706</td>\n",
       "      <td>0.036461</td>\n",
       "      <td>312 Fillmore St10301</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>312 Fillmore St</td>\n",
       "      <td>10301</td>\n",
       "      <td>-74.098698</td>\n",
       "      <td>40.642981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25,851 kWh</td>\n",
       "      <td>1965</td>\n",
       "      <td>1</td>\n",
       "      <td>5,000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>4.618817</td>\n",
       "      <td>0.765189</td>\n",
       "      <td>0.027504</td>\n",
       "      <td>0.234664</td>\n",
       "      <td>421 Doughty Blvd11096</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>421 Doughty Blvd</td>\n",
       "      <td>11096</td>\n",
       "      <td>-73.746996</td>\n",
       "      <td>40.622674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32,343 kWh</td>\n",
       "      <td>1930</td>\n",
       "      <td>3</td>\n",
       "      <td>4,196</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>9.323896</td>\n",
       "      <td>1.234326</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>40-20 47th Avenue11104</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>40-20 47th Avenue</td>\n",
       "      <td>11104</td>\n",
       "      <td>-73.923901</td>\n",
       "      <td>40.741461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  UTSUM_Electricity_Usage INFO_Year of Construction  INFO_Number of Stories  \\\n",
       "0             117,870 kWh                      1955                       4   \n",
       "1              16,207 kWh                      1940                       1   \n",
       "2              15,564 kWh                      1920                       2   \n",
       "3              25,851 kWh                      1965                       1   \n",
       "4              32,343 kWh                      1930                       3   \n",
       "\n",
       "  INFO_Total Square Feet  PLEI_1_Quantity PLEI_3_Quantity  \\\n",
       "0                 14,600              1.0               2   \n",
       "1                    600              1.0             NaN   \n",
       "2                  6,000              2.0               1   \n",
       "3                  5,000              6.0               1   \n",
       "4                  4,196              1.0               1   \n",
       "\n",
       "                   Property Name  plug_load_consumption  ac_consumption  \\\n",
       "0        ChurchofStCeciliaReport              11.651406        0.983531   \n",
       "1                 69thLaneStudio              32.769884        5.008372   \n",
       "2  UnitarianChurchofStatenIsland               2.345049        0.296134   \n",
       "3     SSolowayandSonsPIPPrinting               4.618817        0.765189   \n",
       "4    SunnysideJewishCenterReport               9.323896        1.234326   \n",
       "\n",
       "   domestic_gas  heating_gas                   AddressID  \\\n",
       "0      0.096226     0.366193  125 East 105th Street10029   \n",
       "1      0.322600     0.579592     69-71 Grand Avenue11378   \n",
       "2      0.032706     0.036461        312 Fillmore St10301   \n",
       "3      0.027504     0.234664       421 Doughty Blvd11096   \n",
       "4      0.322600     0.579592      40-20 47th Avenue11104   \n",
       "\n",
       "                   property_name                Address  Zipcode       Long  \\\n",
       "0        ChurchofStCeciliaReport  125 East 105th Street    10029 -73.947326   \n",
       "1                 69thLaneStudio     69-71 Grand Avenue    11378 -73.893311   \n",
       "2  UnitarianChurchofStatenIsland        312 Fillmore St    10301 -74.098698   \n",
       "3     SSolowayandSonsPIPPrinting       421 Doughty Blvd    11096 -73.746996   \n",
       "4    SunnysideJewishCenterReport      40-20 47th Avenue    11104 -73.923901   \n",
       "\n",
       "         Lat  \n",
       "0  40.791919  \n",
       "1  40.727435  \n",
       "2  40.642981  \n",
       "3  40.622674  \n",
       "4  40.741461  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Combined_Energy_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>energy</th>\n",
       "      <th>year</th>\n",
       "      <th>number_stories</th>\n",
       "      <th>square_feet</th>\n",
       "      <th>plei_1</th>\n",
       "      <th>plei_3</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>plug_load_consumption</th>\n",
       "      <th>ac_consumption</th>\n",
       "      <th>domestic_gas</th>\n",
       "      <th>heating_gas</th>\n",
       "      <th>AddressID</th>\n",
       "      <th>property_name</th>\n",
       "      <th>Address</th>\n",
       "      <th>Zipcode</th>\n",
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       "      <th>Lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117,870 kWh</td>\n",
       "      <td>1955</td>\n",
       "      <td>4</td>\n",
       "      <td>14,600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>11.651406</td>\n",
       "      <td>0.983531</td>\n",
       "      <td>0.096226</td>\n",
       "      <td>0.366193</td>\n",
       "      <td>125 East 105th Street10029</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>125 East 105th Street</td>\n",
       "      <td>10029</td>\n",
       "      <td>-73.947326</td>\n",
       "      <td>40.791919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16,207 kWh</td>\n",
       "      <td>1940</td>\n",
       "      <td>1</td>\n",
       "      <td>600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69thLaneStudio</td>\n",
       "      <td>32.769884</td>\n",
       "      <td>5.008372</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>69-71 Grand Avenue11378</td>\n",
       "      <td>69thLaneStudio</td>\n",
       "      <td>69-71 Grand Avenue</td>\n",
       "      <td>11378</td>\n",
       "      <td>-73.893311</td>\n",
       "      <td>40.727435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15,564 kWh</td>\n",
       "      <td>1920</td>\n",
       "      <td>2</td>\n",
       "      <td>6,000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>2.345049</td>\n",
       "      <td>0.296134</td>\n",
       "      <td>0.032706</td>\n",
       "      <td>0.036461</td>\n",
       "      <td>312 Fillmore St10301</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>312 Fillmore St</td>\n",
       "      <td>10301</td>\n",
       "      <td>-74.098698</td>\n",
       "      <td>40.642981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25,851 kWh</td>\n",
       "      <td>1965</td>\n",
       "      <td>1</td>\n",
       "      <td>5,000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>4.618817</td>\n",
       "      <td>0.765189</td>\n",
       "      <td>0.027504</td>\n",
       "      <td>0.234664</td>\n",
       "      <td>421 Doughty Blvd11096</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>421 Doughty Blvd</td>\n",
       "      <td>11096</td>\n",
       "      <td>-73.746996</td>\n",
       "      <td>40.622674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32,343 kWh</td>\n",
       "      <td>1930</td>\n",
       "      <td>3</td>\n",
       "      <td>4,196</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>9.323896</td>\n",
       "      <td>1.234326</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>40-20 47th Avenue11104</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>40-20 47th Avenue</td>\n",
       "      <td>11104</td>\n",
       "      <td>-73.923901</td>\n",
       "      <td>40.741461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        energy  year  number_stories square_feet  plei_1 plei_3  \\\n",
       "0  117,870 kWh  1955               4      14,600     1.0      2   \n",
       "1   16,207 kWh  1940               1         600     1.0    NaN   \n",
       "2   15,564 kWh  1920               2       6,000     2.0      1   \n",
       "3   25,851 kWh  1965               1       5,000     6.0      1   \n",
       "4   32,343 kWh  1930               3       4,196     1.0      1   \n",
       "\n",
       "                   Property Name  plug_load_consumption  ac_consumption  \\\n",
       "0        ChurchofStCeciliaReport              11.651406        0.983531   \n",
       "1                 69thLaneStudio              32.769884        5.008372   \n",
       "2  UnitarianChurchofStatenIsland               2.345049        0.296134   \n",
       "3     SSolowayandSonsPIPPrinting               4.618817        0.765189   \n",
       "4    SunnysideJewishCenterReport               9.323896        1.234326   \n",
       "\n",
       "   domestic_gas  heating_gas                   AddressID  \\\n",
       "0      0.096226     0.366193  125 East 105th Street10029   \n",
       "1      0.322600     0.579592     69-71 Grand Avenue11378   \n",
       "2      0.032706     0.036461        312 Fillmore St10301   \n",
       "3      0.027504     0.234664       421 Doughty Blvd11096   \n",
       "4      0.322600     0.579592      40-20 47th Avenue11104   \n",
       "\n",
       "                   property_name                Address  Zipcode       Long  \\\n",
       "0        ChurchofStCeciliaReport  125 East 105th Street    10029 -73.947326   \n",
       "1                 69thLaneStudio     69-71 Grand Avenue    11378 -73.893311   \n",
       "2  UnitarianChurchofStatenIsland        312 Fillmore St    10301 -74.098698   \n",
       "3     SSolowayandSonsPIPPrinting       421 Doughty Blvd    11096 -73.746996   \n",
       "4    SunnysideJewishCenterReport      40-20 47th Avenue    11104 -73.923901   \n",
       "\n",
       "         Lat  \n",
       "0  40.791919  \n",
       "1  40.727435  \n",
       "2  40.642981  \n",
       "3  40.622674  \n",
       "4  40.741461  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfBlocPower =Combined_Energy_df.rename(index=str, columns={\n",
    "                                          \"UTSUM_Electricity_Usage\": \"energy\", \n",
    "                                          \"INFO_Year of Construction\": \"year\",\n",
    "                                          \"INFO_Number of Stories\": \"number_stories\",\n",
    "                                          \"INFO_Total Square Feet\": \"square_feet\",\n",
    "                                          \"PLEI_1_Quantity\": \"plei_1\",\n",
    "                                          \"PLEI_3_Quantity\": \"plei_3\"\n",
    "                                         })\n",
    "dfBlocPower.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
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       "    }\n",
       "\n",
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       "        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>energy</th>\n",
       "      <th>year</th>\n",
       "      <th>number_stories</th>\n",
       "      <th>square_feet</th>\n",
       "      <th>plei_1</th>\n",
       "      <th>plei_3</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>plug_load_consumption</th>\n",
       "      <th>ac_consumption</th>\n",
       "      <th>domestic_gas</th>\n",
       "      <th>heating_gas</th>\n",
       "      <th>AddressID</th>\n",
       "      <th>property_name</th>\n",
       "      <th>Address</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Long</th>\n",
       "      <th>Lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117,870 kWh</td>\n",
       "      <td>1955</td>\n",
       "      <td>4</td>\n",
       "      <td>14,600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>11.651406</td>\n",
       "      <td>0.983531</td>\n",
       "      <td>0.096226</td>\n",
       "      <td>0.366193</td>\n",
       "      <td>125 East 105th Street10029</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>125 East 105th Street</td>\n",
       "      <td>10029</td>\n",
       "      <td>-73.947326</td>\n",
       "      <td>40.791919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15,564 kWh</td>\n",
       "      <td>1920</td>\n",
       "      <td>2</td>\n",
       "      <td>6,000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>2.345049</td>\n",
       "      <td>0.296134</td>\n",
       "      <td>0.032706</td>\n",
       "      <td>0.036461</td>\n",
       "      <td>312 Fillmore St10301</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>312 Fillmore St</td>\n",
       "      <td>10301</td>\n",
       "      <td>-74.098698</td>\n",
       "      <td>40.642981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25,851 kWh</td>\n",
       "      <td>1965</td>\n",
       "      <td>1</td>\n",
       "      <td>5,000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>4.618817</td>\n",
       "      <td>0.765189</td>\n",
       "      <td>0.027504</td>\n",
       "      <td>0.234664</td>\n",
       "      <td>421 Doughty Blvd11096</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>421 Doughty Blvd</td>\n",
       "      <td>11096</td>\n",
       "      <td>-73.746996</td>\n",
       "      <td>40.622674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32,343 kWh</td>\n",
       "      <td>1930</td>\n",
       "      <td>3</td>\n",
       "      <td>4,196</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>9.323896</td>\n",
       "      <td>1.234326</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>40-20 47th Avenue11104</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>40-20 47th Avenue</td>\n",
       "      <td>11104</td>\n",
       "      <td>-73.923901</td>\n",
       "      <td>40.741461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>106,938 kWh</td>\n",
       "      <td>1910</td>\n",
       "      <td>1</td>\n",
       "      <td>2,200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>MoonbluIncdbaJoyBurgerBar</td>\n",
       "      <td>45.173950</td>\n",
       "      <td>8.437620</td>\n",
       "      <td>3.813677</td>\n",
       "      <td>0.673378</td>\n",
       "      <td>361 6th Ave10014</td>\n",
       "      <td>MoonbluIncdbaJoyBurgerBar</td>\n",
       "      <td>361 6th Ave</td>\n",
       "      <td>10014</td>\n",
       "      <td>-74.000832</td>\n",
       "      <td>40.732327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        energy  year  number_stories square_feet  plei_1 plei_3  \\\n",
       "0  117,870 kWh  1955               4      14,600     1.0      2   \n",
       "2   15,564 kWh  1920               2       6,000     2.0      1   \n",
       "3   25,851 kWh  1965               1       5,000     6.0      1   \n",
       "4   32,343 kWh  1930               3       4,196     1.0      1   \n",
       "5  106,938 kWh  1910               1       2,200     2.0      1   \n",
       "\n",
       "                   Property Name  plug_load_consumption  ac_consumption  \\\n",
       "0        ChurchofStCeciliaReport              11.651406        0.983531   \n",
       "2  UnitarianChurchofStatenIsland               2.345049        0.296134   \n",
       "3     SSolowayandSonsPIPPrinting               4.618817        0.765189   \n",
       "4    SunnysideJewishCenterReport               9.323896        1.234326   \n",
       "5      MoonbluIncdbaJoyBurgerBar              45.173950        8.437620   \n",
       "\n",
       "   domestic_gas  heating_gas                   AddressID  \\\n",
       "0      0.096226     0.366193  125 East 105th Street10029   \n",
       "2      0.032706     0.036461        312 Fillmore St10301   \n",
       "3      0.027504     0.234664       421 Doughty Blvd11096   \n",
       "4      0.322600     0.579592      40-20 47th Avenue11104   \n",
       "5      3.813677     0.673378            361 6th Ave10014   \n",
       "\n",
       "                   property_name                Address  Zipcode       Long  \\\n",
       "0        ChurchofStCeciliaReport  125 East 105th Street    10029 -73.947326   \n",
       "2  UnitarianChurchofStatenIsland        312 Fillmore St    10301 -74.098698   \n",
       "3     SSolowayandSonsPIPPrinting       421 Doughty Blvd    11096 -73.746996   \n",
       "4    SunnysideJewishCenterReport      40-20 47th Avenue    11104 -73.923901   \n",
       "5      MoonbluIncdbaJoyBurgerBar            361 6th Ave    10014 -74.000832   \n",
       "\n",
       "         Lat  \n",
       "0  40.791919  \n",
       "2  40.642981  \n",
       "3  40.622674  \n",
       "4  40.741461  \n",
       "5  40.732327  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove missing values with dropna method\n",
    "dfBlocPower.dropna(inplace = True)\n",
    "\n",
    "dfBlocPower.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cleaning function for 'square_feet' data\n",
    "# Reformat the values to get an actual number (e.g., 117,870 kWh to 117870)\n",
    "def clean_energy(v): \n",
    "    if (v=='') or v==None: return np.nan\n",
    "    v = v.split(' ')[0].replace(',','')\n",
    "    return np.nan if(v=='') else float(v)\n",
    "\n",
    "# Function for cleaning 'year' data \n",
    "# Compute the age of a buildings, given the year of construction\n",
    "def clean_age(v):\n",
    "    if (v=='') or v==None: return np.nan\n",
    "    v = v.encode('ascii','ignore')\n",
    "    return (2018 - float(v)) if(len(v)==4) else np.nan\n",
    "\n",
    "# Function for cleaning 'number_stories' data\n",
    "def clean_stories(v):\n",
    "    if (v=='') or v==None: return np.nan\n",
    "    return float(v)\n",
    "\n",
    "# Function for cleaning 'number_stories' data\n",
    "# Get rid of commas \n",
    "def clean_sqFeet(v):\n",
    "    if (v=='') or v==None: return np.nan\n",
    "    v = v.replace(',','')\n",
    "    return np.nan if(v=='') else float(v) \n",
    "\n",
    "# Function for cleaning 'plei_1' and 'plei_3' data\n",
    "# in the 'plei_1' and 'plei_3' columns, missing values can be interpeted as 0 plugged equipment\n",
    "def clean_plei(v): \n",
    "    try:\n",
    "        vv = float(v)\n",
    "    except:\n",
    "        vv = 0.0\n",
    "    return vv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply cleaning function to the 'energy' data\n",
    "dfBlocPower['energy'] = dfBlocPower['energy'].map(lambda x: clean_energy(x))\n",
    "\n",
    "# Apply cleaning function to the 'year' data\n",
    "dfBlocPower['year'] = dfBlocPower['year'].map(lambda x: clean_age(x))\n",
    "# change 'year' column name to 'age'\n",
    "dfBlocPower.rename(columns={'year':'age'}, inplace=True)\n",
    "\n",
    "# Apply cleaning function to the 'number_stories' data\n",
    "dfBlocPower['number_stories'] = dfBlocPower['number_stories'].map(lambda x: clean_stories(x))\n",
    "\n",
    "# Apply cleaning function to the 'square_feet' data\n",
    "dfBlocPower['square_feet'] = dfBlocPower['square_feet'].map(lambda x: clean_sqFeet(x))\n",
    "\n",
    "# Apply cleaning function to the 'plei_1' data\n",
    "dfBlocPower['plei_1'] = dfBlocPower['plei_1'].map(lambda x: clean_plei(x))\n",
    "\n",
    "# Apply cleaning function to the 'plei_3' data\n",
    "dfBlocPower['plei_3'] =dfBlocPower['plei_3'].map(lambda x: clean_plei(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 80 entries, 0 to 102\n",
      "Data columns (total 17 columns):\n",
      "energy                   80 non-null float64\n",
      "age                      76 non-null float64\n",
      "number_stories           80 non-null float64\n",
      "square_feet              80 non-null float64\n",
      "plei_1                   80 non-null float64\n",
      "plei_3                   80 non-null float64\n",
      "Property Name            80 non-null object\n",
      "plug_load_consumption    80 non-null float64\n",
      "ac_consumption           80 non-null float64\n",
      "domestic_gas             80 non-null float64\n",
      "heating_gas              80 non-null float64\n",
      "AddressID                80 non-null object\n",
      "property_name            80 non-null object\n",
      "Address                  80 non-null object\n",
      "Zipcode                  80 non-null int64\n",
      "Long                     80 non-null float64\n",
      "Lat                      80 non-null float64\n",
      "dtypes: float64(12), int64(1), object(4)\n",
      "memory usage: 11.2+ KB\n"
     ]
    }
   ],
   "source": [
    "dfBlocPower.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>energy</th>\n",
       "      <th>age</th>\n",
       "      <th>number_stories</th>\n",
       "      <th>square_feet</th>\n",
       "      <th>plei_1</th>\n",
       "      <th>plei_3</th>\n",
       "      <th>Property Name</th>\n",
       "      <th>plug_load_consumption</th>\n",
       "      <th>ac_consumption</th>\n",
       "      <th>domestic_gas</th>\n",
       "      <th>heating_gas</th>\n",
       "      <th>AddressID</th>\n",
       "      <th>property_name</th>\n",
       "      <th>Address</th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Long</th>\n",
       "      <th>Lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117870.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14600.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>11.651406</td>\n",
       "      <td>0.983531</td>\n",
       "      <td>0.096226</td>\n",
       "      <td>0.366193</td>\n",
       "      <td>125 East 105th Street10029</td>\n",
       "      <td>ChurchofStCeciliaReport</td>\n",
       "      <td>125 East 105th Street</td>\n",
       "      <td>10029</td>\n",
       "      <td>-73.947326</td>\n",
       "      <td>40.791919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15564.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>2.345049</td>\n",
       "      <td>0.296134</td>\n",
       "      <td>0.032706</td>\n",
       "      <td>0.036461</td>\n",
       "      <td>312 Fillmore St10301</td>\n",
       "      <td>UnitarianChurchofStatenIsland</td>\n",
       "      <td>312 Fillmore St</td>\n",
       "      <td>10301</td>\n",
       "      <td>-74.098698</td>\n",
       "      <td>40.642981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25851.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>4.618817</td>\n",
       "      <td>0.765189</td>\n",
       "      <td>0.027504</td>\n",
       "      <td>0.234664</td>\n",
       "      <td>421 Doughty Blvd11096</td>\n",
       "      <td>SSolowayandSonsPIPPrinting</td>\n",
       "      <td>421 Doughty Blvd</td>\n",
       "      <td>11096</td>\n",
       "      <td>-73.746996</td>\n",
       "      <td>40.622674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4196.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>9.323896</td>\n",
       "      <td>1.234326</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "      <td>40-20 47th Avenue11104</td>\n",
       "      <td>SunnysideJewishCenterReport</td>\n",
       "      <td>40-20 47th Avenue</td>\n",
       "      <td>11104</td>\n",
       "      <td>-73.923901</td>\n",
       "      <td>40.741461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>106938.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MoonbluIncdbaJoyBurgerBar</td>\n",
       "      <td>45.173950</td>\n",
       "      <td>8.437620</td>\n",
       "      <td>3.813677</td>\n",
       "      <td>0.673378</td>\n",
       "      <td>361 6th Ave10014</td>\n",
       "      <td>MoonbluIncdbaJoyBurgerBar</td>\n",
       "      <td>361 6th Ave</td>\n",
       "      <td>10014</td>\n",
       "      <td>-74.000832</td>\n",
       "      <td>40.732327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     energy    age  number_stories  square_feet  plei_1  plei_3  \\\n",
       "0  117870.0   63.0             4.0      14600.0     1.0     2.0   \n",
       "2   15564.0   98.0             2.0       6000.0     2.0     1.0   \n",
       "3   25851.0   53.0             1.0       5000.0     6.0     1.0   \n",
       "4   32343.0   88.0             3.0       4196.0     1.0     1.0   \n",
       "5  106938.0  108.0             1.0       2200.0     2.0     1.0   \n",
       "\n",
       "                   Property Name  plug_load_consumption  ac_consumption  \\\n",
       "0        ChurchofStCeciliaReport              11.651406        0.983531   \n",
       "2  UnitarianChurchofStatenIsland               2.345049        0.296134   \n",
       "3     SSolowayandSonsPIPPrinting               4.618817        0.765189   \n",
       "4    SunnysideJewishCenterReport               9.323896        1.234326   \n",
       "5      MoonbluIncdbaJoyBurgerBar              45.173950        8.437620   \n",
       "\n",
       "   domestic_gas  heating_gas                   AddressID  \\\n",
       "0      0.096226     0.366193  125 East 105th Street10029   \n",
       "2      0.032706     0.036461        312 Fillmore St10301   \n",
       "3      0.027504     0.234664       421 Doughty Blvd11096   \n",
       "4      0.322600     0.579592      40-20 47th Avenue11104   \n",
       "5      3.813677     0.673378            361 6th Ave10014   \n",
       "\n",
       "                   property_name                Address  Zipcode       Long  \\\n",
       "0        ChurchofStCeciliaReport  125 East 105th Street    10029 -73.947326   \n",
       "2  UnitarianChurchofStatenIsland        312 Fillmore St    10301 -74.098698   \n",
       "3     SSolowayandSonsPIPPrinting       421 Doughty Blvd    11096 -73.746996   \n",
       "4    SunnysideJewishCenterReport      40-20 47th Avenue    11104 -73.923901   \n",
       "5      MoonbluIncdbaJoyBurgerBar            361 6th Ave    10014 -74.000832   \n",
       "\n",
       "         Lat  \n",
       "0  40.791919  \n",
       "2  40.642981  \n",
       "3  40.622674  \n",
       "4  40.741461  \n",
       "5  40.732327  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove missing values with dropna method\n",
    "dfBlocPower.dropna(inplace = True)\n",
    "dfBlocPower.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>energy</th>\n",
       "      <th>age</th>\n",
       "      <th>number_stories</th>\n",
       "      <th>square_feet</th>\n",
       "      <th>plei_1</th>\n",
       "      <th>plei_3</th>\n",
       "      <th>plug_load_consumption</th>\n",
       "      <th>ac_consumption</th>\n",
       "      <th>domestic_gas</th>\n",
       "      <th>heating_gas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117870.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14600.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.651406</td>\n",
       "      <td>0.983531</td>\n",
       "      <td>0.096226</td>\n",
       "      <td>0.366193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15564.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.345049</td>\n",
       "      <td>0.296134</td>\n",
       "      <td>0.032706</td>\n",
       "      <td>0.036461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25851.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.618817</td>\n",
       "      <td>0.765189</td>\n",
       "      <td>0.027504</td>\n",
       "      <td>0.234664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4196.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.323896</td>\n",
       "      <td>1.234326</td>\n",
       "      <td>0.322600</td>\n",
       "      <td>0.579592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>106938.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.173950</td>\n",
       "      <td>8.437620</td>\n",
       "      <td>3.813677</td>\n",
       "      <td>0.673378</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     energy    age  number_stories  square_feet  plei_1  plei_3  \\\n",
       "0  117870.0   63.0             4.0      14600.0     1.0     2.0   \n",
       "2   15564.0   98.0             2.0       6000.0     2.0     1.0   \n",
       "3   25851.0   53.0             1.0       5000.0     6.0     1.0   \n",
       "4   32343.0   88.0             3.0       4196.0     1.0     1.0   \n",
       "5  106938.0  108.0             1.0       2200.0     2.0     1.0   \n",
       "\n",
       "   plug_load_consumption  ac_consumption  domestic_gas  heating_gas  \n",
       "0              11.651406        0.983531      0.096226     0.366193  \n",
       "2               2.345049        0.296134      0.032706     0.036461  \n",
       "3               4.618817        0.765189      0.027504     0.234664  \n",
       "4               9.323896        1.234326      0.322600     0.579592  \n",
       "5              45.173950        8.437620      3.813677     0.673378  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = dfBlocPower.drop([\"Zipcode\",\"Long\",\"Lat\",\"Property Name\",\"AddressID\",\"property_name\",\"Address\"],axis=1)\n",
    "x.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: ...working... done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\n",
      "\n",
      "  added / updated specs: \n",
      "    - scikit-learn\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    scikit-learn-0.20.0        |   py36heebcf9a_1         5.2 MB\n",
      "    certifi-2018.10.15         |           py36_0         138 KB\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         5.3 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "    scikit-learn: 0.20.0-py36heebcf9a_1\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "    certifi:      2018.8.24-py36_1      --> 2018.10.15-py36_0\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "Preparing transaction: ...working... done\n",
      "Verifying transaction: ...working... done\n",
      "Executing transaction: ...working... done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "scikit-learn-0.20.0  | 5.2 MB    |            |   0% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | 2          |   2% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #5         |  15% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ##6        |  26% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ###6       |  36% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ####7      |  48% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #####7     |  58% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ######6    |  67% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #######5   |  75% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ########3  |  83% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ########9  |  89% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #########3 |  93% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #########6 |  96% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | #########8 |  99% \n",
      "scikit-learn-0.20.0  | 5.2 MB    | ########## | 100% \n",
      "\n",
      "certifi-2018.10.15   | 138 KB    |            |   0% \n",
      "certifi-2018.10.15   | 138 KB    | ########## | 100% \n"
     ]
    }
   ],
   "source": [
    "# Install a conda package in the current Jupyter kernel\n",
    "import sys\n",
    "!conda install --yes --prefix {sys.prefix} scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "\n",
    "cols = x.columns\n",
    "scaler = preprocessing.MaxAbsScaler()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = scaler.fit_transform(x)\n",
    "dfScaled = pd.DataFrame(x,columns=cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: ...working... done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\n",
      "\n",
      "  added / updated specs: \n",
      "    - seaborn\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    seaborn-0.9.0              |           py36_0         379 KB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "    patsy:       0.5.0-py36_0        \n",
      "    seaborn:     0.9.0-py36_0        \n",
      "    statsmodels: 0.9.0-py36h452e1ab_0\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "Preparing transaction: ...working... done\n",
      "Verifying transaction: ...working... done\n",
      "Executing transaction: ...working... done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "seaborn-0.9.0        | 379 KB    |            |   0% \n",
      "seaborn-0.9.0        | 379 KB    | #########1 |  92% \n",
      "seaborn-0.9.0        | 379 KB    | ########## | 100% \n"
     ]
    }
   ],
   "source": [
    "!conda install --yes --prefix {sys.prefix} seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:488: RuntimeWarning: invalid value encountered in true_divide\n",
      "  binned = fast_linbin(X, a, b, gridsize) / (delta * nobs)\n",
      "C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  FAC1 = 2*(np.pi*bw/RANGE)**2\n",
      "C:\\Users\\kisho\\AppData\\Local\\conda\\conda\\envs\\python37\\lib\\site-packages\\numpy\\core\\fromnumeric.py:83: RuntimeWarning: invalid value encountered in reduce\n",
      "  return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1885.38x1800 with 110 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns_plot = sns.pairplot(dfScaled, hue='number_stories')\n",
    "sns_plot.savefig(\"Resources/Images/pairplot.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 15))\n",
    "\n",
    "sns.heatmap(dfScaled.corr(), annot = True, fmt = \".1f\")\n",
    "\n",
    "fig.savefig(\"Resources/Images/heatmap.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R-Squared:  0.8148086777460263\n"
     ]
    },
    {
     "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>feature_name</th>\n",
       "      <th>coefficient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Intercept</td>\n",
       "      <td>-0.144027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>age</td>\n",
       "      <td>0.066229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>number_stories</td>\n",
       "      <td>0.043700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>square_feet</td>\n",
       "      <td>0.939022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>plei_1</td>\n",
       "      <td>0.258915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>plei_3</td>\n",
       "      <td>0.022835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>plug_load_consumption</td>\n",
       "      <td>0.245344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ac_consumption</td>\n",
       "      <td>0.225375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>domestic_gas</td>\n",
       "      <td>-0.021962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>heating_gas</td>\n",
       "      <td>0.079262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            feature_name  coefficient\n",
       "0              Intercept    -0.144027\n",
       "1                    age     0.066229\n",
       "2         number_stories     0.043700\n",
       "3            square_feet     0.939022\n",
       "4                 plei_1     0.258915\n",
       "5                 plei_3     0.022835\n",
       "6  plug_load_consumption     0.245344\n",
       "7         ac_consumption     0.225375\n",
       "8           domestic_gas    -0.021962\n",
       "9            heating_gas     0.079262"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# get a list of the features used to explain energy\n",
    "features = dfScaled.columns.tolist()\n",
    "response = ['energy']\n",
    "features.remove(response[0])\n",
    "# import regression solver\n",
    "from sklearn import linear_model\n",
    "# declare a linear regression model \n",
    "lr = linear_model.LinearRegression(fit_intercept=True)\n",
    "# define response variable: energy usage\n",
    "y = np.asarray(dfScaled[response]) \n",
    "# define features\n",
    "X = dfScaled[features]\n",
    "# fit regression model to the data\n",
    "regr = lr.fit(X,y)\n",
    "coefs = regr.coef_[0]\n",
    "# collect regression coefficients\n",
    "dataRegQ = []\n",
    "dataRegQ.append(('Intercept', regr.intercept_[0]))\n",
    "for i in range(len(features)):\n",
    "    dataRegQ.append((features[i],coefs[i]))\n",
    "# compute energy predictions using our fitted model     \n",
    "yh = regr.predict(X)\n",
    "# import package to compute the R-squared quality metric\n",
    "from sklearn.metrics import r2_score\n",
    "# print results\n",
    "print ('R-Squared: ', r2_score(y,yh))\n",
    "pd.DataFrame(dataRegQ,columns=['feature_name','coefficient']) #.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(y, yh)\n",
    "#print(y)\n",
    "#print(yh)\n",
    "ax.plot([y.min(), y.max()], [y.min(), y.max()], 'k--', lw=4)\n",
    "ax.set_xlabel('Energy Observed',fontsize=20)\n",
    "ax.set_ylabel('Energy Predicted',fontsize=20)\n",
    "ax.axis([-0.1, 1.1, -0.1, 1.1])\n",
    "plt.gcf().set_size_inches( (6, 6) )\n",
    "fig.savefig('Resources/Images/linearregression.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import regression model \n",
    "from sklearn.linear_model import LinearRegression\n",
    "import patsy\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18ff829e2b0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define 'formula'\n",
    "formula = 'energy ~ plei_3'\n",
    "\n",
    "# Making your X matrix and Yhat matrix\n",
    "y, x = patsy.dmatrices(formula, data=dfBlocPower)\n",
    "\n",
    "# Creating Train and test data with a 33% of total test size\n",
    "xtrain, xtest, ytrain, ytest = train_test_split(x, y, test_size=.80)\n",
    "\n",
    "# Extentiate/initialize linear regression\n",
    "linreg = LinearRegression()\n",
    "\n",
    "# Fitting model with train data\n",
    "linreg.fit(xtrain, ytrain)\n",
    "\n",
    "# Testing model on 33% of total data that it(model) hasn't seen before\n",
    "linreg.score(xtest, ytest)\n",
    "\n",
    "# Creating predictions given the fit\n",
    "pred = linreg.predict(xtest)\n",
    "\n",
    "# Visualizing the model predictions against the true data\n",
    "plt.scatter(pred, ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python SQL toolkit and Object Relational Mapper\n",
    "import sqlalchemy\n",
    "from sqlalchemy.ext.automap import automap_base\n",
    "from sqlalchemy.orm import Session\n",
    "from sqlalchemy import create_engine, func"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing sqlite library\n",
    "import sqlite3\n",
    "from sqlite3 import Error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to create a sqlite db\n",
    "def create_sqlite_connection(db_file):\n",
    "    try:\n",
    "        conn = sqlite3.connect(db_file)\n",
    "        print(sqlite3.version)\n",
    "    except Error as e:\n",
    "        print(e)\n",
    "    finally:\n",
    "        conn.close()\n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.6.0\n"
     ]
    }
   ],
   "source": [
    "# creating a sqlite connection\n",
    "create_sqlite_connection('Resources/project2energy.sqlite')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(\"sqlite:///Resources/project2energy.sqlite\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Writing tables to database\n",
    "dfBlocPower.to_sql('BlocPower', engine, if_exists = 'replace')\n",
    "# #verified using DBlite sqlite browser that data is written"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfBlocPower.to_json(path_or_buf = 'Resources/Json/data.json',orient = 'index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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