diff --git a/Fuel_prediction/.ipynb_checkpoints/Fuel prediction and co2 emission-checkpoint.ipynb b/Fuel_prediction/.ipynb_checkpoints/Fuel prediction and co2 emission-checkpoint.ipynb deleted file mode 100644 index 3ba4038..0000000 --- a/Fuel_prediction/.ipynb_checkpoints/Fuel prediction and co2 emission-checkpoint.ipynb +++ /dev/null @@ -1,12816 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### GOAL: \n", - "1. Get the Shortest Distance between two places\n", - "2. Get the fuel estimation for the journey\n", - "3. How much CO2 have you saved from being emitted?\n", - "4. Get the estimated time required to travel based on the recharge time\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Understanding the dataset for electric cars\n", - "Transmission: A = Automatic AV = Continuously variable\n", - "\n", - "Fuel Type: B = Electricity X = Regular gasoline Z = Premium gasoline (since this is a dataset of Electric vehicles all are B)\n", - "\n", - "Consumption: The combined fuel consumption rating reflects 55 percent city and 45 percent highway driving. 2 Le is gasoline litre equivalent. One litre of gasoline contains the energy equivalent to 8.9 kWh of electricity. \n", - "\n", - "CO2 Emissions: the tailpipe emissions of carbon dioxide (in grams per kilometre) for combined city and highway driving. \n", - "\n", - "CO2 Rating: the tailpipe emissions of carbon dioxide rated on a scale from 1 (worst) to 10 (best). \n", - "\n", - "Smog Rating: the tailpipe emissions of smog-forming pollutants rated on a scale from 1 (worst) to 10 (best). \n", - "\n", - "Range: the estimated driving distance (in kilometres) on a fully charged battery or full tank of fuel. \n", - "\n", - "Recharge time: the estimated time (in hours) to fully recharge the battery at 240 volts\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "#importing the necessacary packages in python\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import pylab as pl\n", - "import numpy as np\n", - "import statsmodels.formula.api as smf\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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MODELMAKEMODEL.1VEHICLE CLASSMOTORTRANSMISSIONFUELCONSUMPTIONUnnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12CO2 EMISSIONSCO2SMOGRANGERECHARGE
0YEARNaNNaNNaN(kW)NaNTYPECITY (kWh/100 km)HWY (kWh/100 km)COMB (kWh/100 km)CITY (Le/100 km)HWY (Le/100 km)COMB (Le/100 km)(g/km)RATINGRATING(km)TIME (h)
12012MITSUBISHIi-MiEVSUBCOMPACT49A1B16.921.418.71.92.42.10n/an/a1007
22012NISSANLEAFMID-SIZE80A1B19.32321.12.22.62.40n/an/a1177
32013FORDFOCUS ELECTRICCOMPACT107A1B1921.1202.12.42.20n/an/a1224
42013MITSUBISHIi-MiEVSUBCOMPACT49A1B16.921.418.71.92.42.10n/an/a1007
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" - ], - "text/plain": [ - " MODEL MAKE MODEL.1 VEHICLE CLASS MOTOR TRANSMISSION FUEL \\\n", - "0 YEAR NaN NaN NaN (kW) NaN TYPE \n", - "1 2012 MITSUBISHI i-MiEV SUBCOMPACT 49 A1 B \n", - "2 2012 NISSAN LEAF MID-SIZE 80 A1 B \n", - "3 2013 FORD FOCUS ELECTRIC COMPACT 107 A1 B \n", - "4 2013 MITSUBISHI i-MiEV SUBCOMPACT 49 A1 B \n", - "\n", - " CONSUMPTION Unnamed: 8 Unnamed: 9 Unnamed: 10 \\\n", - "0 CITY (kWh/100 km) HWY (kWh/100 km) COMB (kWh/100 km) CITY (Le/100 km) \n", - "1 16.9 21.4 18.7 1.9 \n", - "2 19.3 23 21.1 2.2 \n", - "3 19 21.1 20 2.1 \n", - "4 16.9 21.4 18.7 1.9 \n", - "\n", - " Unnamed: 11 Unnamed: 12 CO2 EMISSIONS CO2 SMOG RANGE \\\n", - "0 HWY (Le/100 km) COMB (Le/100 km) (g/km) RATING RATING (km) \n", - "1 2.4 2.1 0 n/a n/a 100 \n", - "2 2.6 2.4 0 n/a n/a 117 \n", - "3 2.4 2.2 0 n/a n/a 122 \n", - "4 2.4 2.1 0 n/a n/a 100 \n", - "\n", - " RECHARGE \n", - "0 TIME (h) \n", - "1 7 \n", - "2 7 \n", - "3 4 \n", - "4 7 " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "elec = pd.read_csv(\"fuel consumption dataset\\MY2012-2017 Battery Electric Vehicles.csv\")\n", - "elec.head() #display the column names and sample data" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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MODELMAKEMODEL.1VEHICLE CLASSFUELCONSUMPTIONUnnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12CO2 EMISSIONSCO2SMOGRANGERECHARGE
0YEARNaNNaNNaNTYPECITY (kWh/100 km)HWY (kWh/100 km)COMB (kWh/100 km)CITY (Le/100 km)HWY (Le/100 km)COMB (Le/100 km)(g/km)RATINGRATING(km)TIME (h)
12012MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
22012NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
32013FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
42013MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
52013NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
62013SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
72013SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
82013TESLAMODEL S (40 kWh battery)FULL-SIZEB22.421.922.22.52.52.50n/an/a2246
92013TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
102013TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
112013TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
122014CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
132014FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
142014MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
152014NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
162014SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
172014SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
182014TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
192014TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
202014TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
212015BMWi3SUBCOMPACTB15.218.816.81.72.11.90n/an/a1304
222015CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
232015FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
242015KIASOUL EVSTATION WAGON - SMALLB17.522.719.922.62.20n/an/a1494
252015MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
262015NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
272015SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
282015SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
292015TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
...................................................
542016TESLAMODEL S P85D/P90DFULL-SIZEB23.421.522.52.62.42.5010n/a40712
552016TESLAMODEL S P90D (Refresh)FULL-SIZEB22.92122.12.62.42.5010n/a43512
562016TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.4010n/a50712
572016TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.5010n/a32210
582016TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.5010n/a38312
592016TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.6010n/a41412
602016TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.6010n/a40212
612016TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.7010n/a46512
622017BMWi3 (60 Ah)SUBCOMPACTB15.218.816.81.72.11.9010101304
632017BMWi3 (94 Ah)SUBCOMPACTB16.219.717.81.82.22010101835
642017CHEVROLETBOLT EVSTATION WAGON - SMALLB16.41917.61.82.12010103839.3
652017FORDFOCUS ELECTRICCOMPACTB17.721.819.622.52.2010101855.5
662017KIASOUL EVSTATION WAGON - SMALLB17.42319.922.62.2010101504
672017MITSUBISHIi-MiEVSUBCOMPACTB16.920.518.71.92.32.1010101007
682017NISSANLEAFMID-SIZEB1720.718.61.92.32.1010101726
692017TESLAMODEL S (60 kWh battery)FULL-SIZEB21.520.721.12.42.32.40101033810
702017TESLAMODEL S (75 kWh battery)FULL-SIZEB21.52121.32.42.42.40101040112
712017TESLAMODEL S 60DFULL-SIZEB20.619.620.22.32.22.30101035110
722017TESLAMODEL S 75DFULL-SIZEB20.619.920.32.32.22.30101041712
732017TESLAMODEL S 90DFULL-SIZEB20.619.720.22.32.22.30101047312
742017TESLAMODEL S 100DFULL-SIZEB20.720.520.62.32.32.30101053912
752017TESLAMODEL S P90DFULL-SIZEB22.820.9222.62.32.50101043512
762017TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.40101050712
772017TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.50101032210
782017TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.50101038312
792017TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.60101041412
802017TESLAMODEL X 100DSUV - STANDARDB24.323.7242.72.72.70101047512
812017TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.60101040212
822017TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.70101046512
832017VOLKSWAGENe-GOLFCOMPACTB16.818.617.41.92.12010102015.3
\n", - "

84 rows × 16 columns

\n", - "
" - ], - "text/plain": [ - " MODEL MAKE MODEL.1 VEHICLE CLASS \\\n", - "0 YEAR NaN NaN NaN \n", - "1 2012 MITSUBISHI i-MiEV SUBCOMPACT \n", - "2 2012 NISSAN LEAF MID-SIZE \n", - "3 2013 FORD FOCUS ELECTRIC COMPACT \n", - "4 2013 MITSUBISHI i-MiEV SUBCOMPACT \n", - "5 2013 NISSAN LEAF MID-SIZE \n", - "6 2013 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "7 2013 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "8 2013 TESLA MODEL S (40 kWh battery) FULL-SIZE \n", - "9 2013 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "10 2013 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "11 2013 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "12 2014 CHEVROLET SPARK EV SUBCOMPACT \n", - "13 2014 FORD FOCUS ELECTRIC COMPACT \n", - "14 2014 MITSUBISHI i-MiEV SUBCOMPACT \n", - "15 2014 NISSAN LEAF MID-SIZE \n", - "16 2014 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "17 2014 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "18 2014 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "19 2014 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "20 2014 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "21 2015 BMW i3 SUBCOMPACT \n", - "22 2015 CHEVROLET SPARK EV SUBCOMPACT \n", - "23 2015 FORD FOCUS ELECTRIC COMPACT \n", - "24 2015 KIA SOUL EV STATION WAGON - SMALL \n", - "25 2015 MITSUBISHI i-MiEV SUBCOMPACT \n", - "26 2015 NISSAN LEAF MID-SIZE \n", - "27 2015 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "28 2015 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "29 2015 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - ".. ... ... ... ... \n", - "54 2016 TESLA MODEL S P85D/P90D FULL-SIZE \n", - "55 2016 TESLA MODEL S P90D (Refresh) FULL-SIZE \n", - "56 2016 TESLA MODEL S P100D FULL-SIZE \n", - "57 2016 TESLA MODEL X 60D SUV - STANDARD \n", - "58 2016 TESLA MODEL X 75D SUV - STANDARD \n", - "59 2016 TESLA MODEL X 90D SUV - STANDARD \n", - "60 2016 TESLA MODEL X P90D SUV - STANDARD \n", - "61 2016 TESLA MODEL X P100D SUV - STANDARD \n", - "62 2017 BMW i3 (60 Ah) SUBCOMPACT \n", - "63 2017 BMW i3 (94 Ah) SUBCOMPACT \n", - "64 2017 CHEVROLET BOLT EV STATION WAGON - SMALL \n", - "65 2017 FORD FOCUS ELECTRIC COMPACT \n", - "66 2017 KIA SOUL EV STATION WAGON - SMALL \n", - "67 2017 MITSUBISHI i-MiEV SUBCOMPACT \n", - "68 2017 NISSAN LEAF MID-SIZE \n", - "69 2017 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "70 2017 TESLA MODEL S (75 kWh battery) FULL-SIZE \n", - "71 2017 TESLA MODEL S 60D FULL-SIZE \n", - "72 2017 TESLA MODEL S 75D FULL-SIZE \n", - "73 2017 TESLA MODEL S 90D FULL-SIZE \n", - "74 2017 TESLA MODEL S 100D FULL-SIZE \n", - "75 2017 TESLA MODEL S P90D FULL-SIZE \n", - "76 2017 TESLA MODEL S P100D FULL-SIZE \n", - "77 2017 TESLA MODEL X 60D SUV - STANDARD \n", - "78 2017 TESLA MODEL X 75D SUV - STANDARD \n", - "79 2017 TESLA MODEL X 90D SUV - STANDARD \n", - "80 2017 TESLA MODEL X 100D SUV - STANDARD \n", - "81 2017 TESLA MODEL X P90D SUV - STANDARD \n", - "82 2017 TESLA MODEL X P100D SUV - STANDARD \n", - "83 2017 VOLKSWAGEN e-GOLF COMPACT \n", - "\n", - " FUEL CONSUMPTION Unnamed: 8 Unnamed: 9 \\\n", - "0 TYPE CITY (kWh/100 km) HWY (kWh/100 km) COMB (kWh/100 km) \n", - "1 B 16.9 21.4 18.7 \n", - "2 B 19.3 23 21.1 \n", - "3 B 19 21.1 20 \n", - "4 B 16.9 21.4 18.7 \n", - "5 B 19.3 23 21.1 \n", - "6 B 17.2 22.5 19.6 \n", - "7 B 17.2 22.5 19.6 \n", - "8 B 22.4 21.9 22.2 \n", - "9 B 22.2 21.7 21.9 \n", - "10 B 23.8 23.2 23.6 \n", - "11 B 23.9 23.2 23.6 \n", - "12 B 16 19.6 17.8 \n", - "13 B 19 21.1 20 \n", - "14 B 16.9 21.4 18.7 \n", - "15 B 16.5 20.8 18.4 \n", - "16 B 17.2 22.5 19.6 \n", - "17 B 17.2 22.5 19.6 \n", - "18 B 22.2 21.7 21.9 \n", - "19 B 23.8 23.2 23.6 \n", - "20 B 23.9 23.2 23.6 \n", - "21 B 15.2 18.8 16.8 \n", - "22 B 16 19.6 17.8 \n", - "23 B 19 21.1 20 \n", - "24 B 17.5 22.7 19.9 \n", - "25 B 16.9 21.4 18.7 \n", - "26 B 16.5 20.8 18.4 \n", - "27 B 17.2 22.5 19.6 \n", - "28 B 17.2 22.5 19.6 \n", - "29 B 22.2 21.7 21.9 \n", - ".. ... ... ... ... \n", - "54 B 23.4 21.5 22.5 \n", - "55 B 22.9 21 22.1 \n", - "56 B 22.6 20 21.5 \n", - "57 B 23 22.2 22.6 \n", - "58 B 23 21.9 22.5 \n", - "59 B 23.2 22.2 22.7 \n", - "60 B 23.6 23.3 23.5 \n", - "61 B 25.7 22.9 24.4 \n", - "62 B 15.2 18.8 16.8 \n", - "63 B 16.2 19.7 17.8 \n", - "64 B 16.4 19 17.6 \n", - "65 B 17.7 21.8 19.6 \n", - "66 B 17.4 23 19.9 \n", - "67 B 16.9 20.5 18.7 \n", - "68 B 17 20.7 18.6 \n", - "69 B 21.5 20.7 21.1 \n", - "70 B 21.5 21 21.3 \n", - "71 B 20.6 19.6 20.2 \n", - "72 B 20.6 19.9 20.3 \n", - "73 B 20.6 19.7 20.2 \n", - "74 B 20.7 20.5 20.6 \n", - "75 B 22.8 20.9 22 \n", - "76 B 22.6 20 21.5 \n", - "77 B 23 22.2 22.6 \n", - "78 B 23 21.9 22.5 \n", - "79 B 23.2 22.2 22.7 \n", - "80 B 24.3 23.7 24 \n", - "81 B 23.6 23.3 23.5 \n", - "82 B 25.7 22.9 24.4 \n", - "83 B 16.8 18.6 17.4 \n", - "\n", - " Unnamed: 10 Unnamed: 11 Unnamed: 12 CO2 EMISSIONS CO2 \\\n", - "0 CITY (Le/100 km) HWY (Le/100 km) COMB (Le/100 km) (g/km) RATING \n", - "1 1.9 2.4 2.1 0 n/a \n", - "2 2.2 2.6 2.4 0 n/a \n", - "3 2.1 2.4 2.2 0 n/a \n", - "4 1.9 2.4 2.1 0 n/a \n", - "5 2.2 2.6 2.4 0 n/a \n", - "6 1.9 2.5 2.2 0 n/a \n", - "7 1.9 2.5 2.2 0 n/a \n", - "8 2.5 2.5 2.5 0 n/a \n", - "9 2.5 2.4 2.5 0 n/a \n", - "10 2.7 2.6 2.6 0 n/a \n", - "11 2.7 2.6 2.6 0 n/a \n", - "12 1.8 2.2 2 0 n/a \n", - "13 2.1 2.4 2.2 0 n/a \n", - "14 1.9 2.4 2.1 0 n/a \n", - "15 1.9 2.3 2.1 0 n/a \n", - "16 1.9 2.5 2.2 0 n/a \n", - "17 1.9 2.5 2.2 0 n/a \n", - "18 2.5 2.4 2.5 0 n/a \n", - "19 2.7 2.6 2.6 0 n/a \n", - "20 2.7 2.6 2.6 0 n/a \n", - "21 1.7 2.1 1.9 0 n/a \n", - "22 1.8 2.2 2 0 n/a \n", - "23 2.1 2.4 2.2 0 n/a \n", - "24 2 2.6 2.2 0 n/a \n", - "25 1.9 2.4 2.1 0 n/a \n", - "26 1.9 2.3 2.1 0 n/a \n", - "27 1.9 2.5 2.2 0 n/a \n", - "28 1.9 2.5 2.2 0 n/a \n", - "29 2.5 2.4 2.5 0 n/a \n", - ".. ... ... ... ... ... \n", - "54 2.6 2.4 2.5 0 10 \n", - "55 2.6 2.4 2.5 0 10 \n", - "56 2.5 2.3 2.4 0 10 \n", - "57 2.6 2.5 2.5 0 10 \n", - "58 2.6 2.5 2.5 0 10 \n", - "59 2.6 2.5 2.6 0 10 \n", - "60 2.7 2.6 2.6 0 10 \n", - "61 2.9 2.6 2.7 0 10 \n", - "62 1.7 2.1 1.9 0 10 \n", - "63 1.8 2.2 2 0 10 \n", - "64 1.8 2.1 2 0 10 \n", - "65 2 2.5 2.2 0 10 \n", - "66 2 2.6 2.2 0 10 \n", - "67 1.9 2.3 2.1 0 10 \n", - "68 1.9 2.3 2.1 0 10 \n", - "69 2.4 2.3 2.4 0 10 \n", - "70 2.4 2.4 2.4 0 10 \n", - "71 2.3 2.2 2.3 0 10 \n", - "72 2.3 2.2 2.3 0 10 \n", - "73 2.3 2.2 2.3 0 10 \n", - "74 2.3 2.3 2.3 0 10 \n", - "75 2.6 2.3 2.5 0 10 \n", - "76 2.5 2.3 2.4 0 10 \n", - "77 2.6 2.5 2.5 0 10 \n", - "78 2.6 2.5 2.5 0 10 \n", - "79 2.6 2.5 2.6 0 10 \n", - "80 2.7 2.7 2.7 0 10 \n", - "81 2.7 2.6 2.6 0 10 \n", - "82 2.9 2.6 2.7 0 10 \n", - "83 1.9 2.1 2 0 10 \n", - "\n", - " SMOG RANGE RECHARGE \n", - "0 RATING (km) TIME (h) \n", - "1 n/a 100 7 \n", - "2 n/a 117 7 \n", - "3 n/a 122 4 \n", - "4 n/a 100 7 \n", - "5 n/a 117 7 \n", - "6 n/a 109 8 \n", - "7 n/a 109 8 \n", - "8 n/a 224 6 \n", - "9 n/a 335 10 \n", - "10 n/a 426 12 \n", - "11 n/a 426 12 \n", - "12 n/a 131 7 \n", - "13 n/a 122 4 \n", - "14 n/a 100 7 \n", - "15 n/a 135 5 \n", - "16 n/a 109 8 \n", - "17 n/a 109 8 \n", - "18 n/a 335 10 \n", - "19 n/a 426 12 \n", - "20 n/a 426 12 \n", - "21 n/a 130 4 \n", - "22 n/a 131 7 \n", - "23 n/a 122 4 \n", - "24 n/a 149 4 \n", - "25 n/a 100 7 \n", - "26 n/a 135 5 \n", - "27 n/a 109 8 \n", - "28 n/a 109 8 \n", - "29 n/a 335 10 \n", - ".. ... ... ... \n", - "54 n/a 407 12 \n", - "55 n/a 435 12 \n", - "56 n/a 507 12 \n", - "57 n/a 322 10 \n", - "58 n/a 383 12 \n", - "59 n/a 414 12 \n", - "60 n/a 402 12 \n", - "61 n/a 465 12 \n", - "62 10 130 4 \n", - "63 10 183 5 \n", - "64 10 383 9.3 \n", - "65 10 185 5.5 \n", - "66 10 150 4 \n", - "67 10 100 7 \n", - "68 10 172 6 \n", - "69 10 338 10 \n", - "70 10 401 12 \n", - "71 10 351 10 \n", - "72 10 417 12 \n", - "73 10 473 12 \n", - "74 10 539 12 \n", - "75 10 435 12 \n", - "76 10 507 12 \n", - "77 10 322 10 \n", - "78 10 383 12 \n", - "79 10 414 12 \n", - "80 10 475 12 \n", - "81 10 402 12 \n", - "82 10 465 12 \n", - "83 10 201 5.3 \n", - "\n", - "[84 rows x 16 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = [u'MODEL', u'MAKE', u'MODEL.1', u'VEHICLE CLASS', u'FUEL', u'CONSUMPTION', u'Unnamed: 8', u'Unnamed: 9',\n", - " u'Unnamed: 10', u'Unnamed: 11', u'Unnamed: 12', u'CO2 EMISSIONS', u'CO2 ', u'SMOG', u'RANGE', u'RECHARGE']\n", - "elec=elec[cols] #select only the columns we need\n", - "elec " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearmakemodelvclassfuelcityElechwyEleccombEleccityGashwyGascombGasco2co2RatesmogRatedistrecharge
0YEARNaNNaNNaNTYPECITY (kWh/100 km)HWY (kWh/100 km)COMB (kWh/100 km)CITY (Le/100 km)HWY (Le/100 km)COMB (Le/100 km)(g/km)RATINGRATING(km)TIME (h)
12012MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
22012NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
32013FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
42013MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
52013NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
62013SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
72013SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
82013TESLAMODEL S (40 kWh battery)FULL-SIZEB22.421.922.22.52.52.50n/an/a2246
92013TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
102013TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
112013TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
122014CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
132014FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
142014MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
152014NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
162014SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
172014SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
182014TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
192014TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
202014TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
212015BMWi3SUBCOMPACTB15.218.816.81.72.11.90n/an/a1304
222015CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
232015FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
242015KIASOUL EVSTATION WAGON - SMALLB17.522.719.922.62.20n/an/a1494
252015MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
262015NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
272015SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
282015SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
292015TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
...................................................
542016TESLAMODEL S P85D/P90DFULL-SIZEB23.421.522.52.62.42.5010n/a40712
552016TESLAMODEL S P90D (Refresh)FULL-SIZEB22.92122.12.62.42.5010n/a43512
562016TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.4010n/a50712
572016TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.5010n/a32210
582016TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.5010n/a38312
592016TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.6010n/a41412
602016TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.6010n/a40212
612016TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.7010n/a46512
622017BMWi3 (60 Ah)SUBCOMPACTB15.218.816.81.72.11.9010101304
632017BMWi3 (94 Ah)SUBCOMPACTB16.219.717.81.82.22010101835
642017CHEVROLETBOLT EVSTATION WAGON - SMALLB16.41917.61.82.12010103839.3
652017FORDFOCUS ELECTRICCOMPACTB17.721.819.622.52.2010101855.5
662017KIASOUL EVSTATION WAGON - SMALLB17.42319.922.62.2010101504
672017MITSUBISHIi-MiEVSUBCOMPACTB16.920.518.71.92.32.1010101007
682017NISSANLEAFMID-SIZEB1720.718.61.92.32.1010101726
692017TESLAMODEL S (60 kWh battery)FULL-SIZEB21.520.721.12.42.32.40101033810
702017TESLAMODEL S (75 kWh battery)FULL-SIZEB21.52121.32.42.42.40101040112
712017TESLAMODEL S 60DFULL-SIZEB20.619.620.22.32.22.30101035110
722017TESLAMODEL S 75DFULL-SIZEB20.619.920.32.32.22.30101041712
732017TESLAMODEL S 90DFULL-SIZEB20.619.720.22.32.22.30101047312
742017TESLAMODEL S 100DFULL-SIZEB20.720.520.62.32.32.30101053912
752017TESLAMODEL S P90DFULL-SIZEB22.820.9222.62.32.50101043512
762017TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.40101050712
772017TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.50101032210
782017TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.50101038312
792017TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.60101041412
802017TESLAMODEL X 100DSUV - STANDARDB24.323.7242.72.72.70101047512
812017TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.60101040212
822017TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.70101046512
832017VOLKSWAGENe-GOLFCOMPACTB16.818.617.41.92.12010102015.3
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84 rows × 16 columns

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" - ], - "text/plain": [ - " year make model vclass \\\n", - "0 YEAR NaN NaN NaN \n", - "1 2012 MITSUBISHI i-MiEV SUBCOMPACT \n", - "2 2012 NISSAN LEAF MID-SIZE \n", - "3 2013 FORD FOCUS ELECTRIC COMPACT \n", - "4 2013 MITSUBISHI i-MiEV SUBCOMPACT \n", - "5 2013 NISSAN LEAF MID-SIZE \n", - "6 2013 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "7 2013 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "8 2013 TESLA MODEL S (40 kWh battery) FULL-SIZE \n", - "9 2013 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "10 2013 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "11 2013 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "12 2014 CHEVROLET SPARK EV SUBCOMPACT \n", - "13 2014 FORD FOCUS ELECTRIC COMPACT \n", - "14 2014 MITSUBISHI i-MiEV SUBCOMPACT \n", - "15 2014 NISSAN LEAF MID-SIZE \n", - "16 2014 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "17 2014 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "18 2014 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "19 2014 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "20 2014 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "21 2015 BMW i3 SUBCOMPACT \n", - "22 2015 CHEVROLET SPARK EV SUBCOMPACT \n", - "23 2015 FORD FOCUS ELECTRIC COMPACT \n", - "24 2015 KIA SOUL EV STATION WAGON - SMALL \n", - "25 2015 MITSUBISHI i-MiEV SUBCOMPACT \n", - "26 2015 NISSAN LEAF MID-SIZE \n", - "27 2015 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "28 2015 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "29 2015 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - ".. ... ... ... ... \n", - "54 2016 TESLA MODEL S P85D/P90D FULL-SIZE \n", - "55 2016 TESLA MODEL S P90D (Refresh) FULL-SIZE \n", - "56 2016 TESLA MODEL S P100D FULL-SIZE \n", - "57 2016 TESLA MODEL X 60D SUV - STANDARD \n", - "58 2016 TESLA MODEL X 75D SUV - STANDARD \n", - "59 2016 TESLA MODEL X 90D SUV - STANDARD \n", - "60 2016 TESLA MODEL X P90D SUV - STANDARD \n", - "61 2016 TESLA MODEL X P100D SUV - STANDARD \n", - "62 2017 BMW i3 (60 Ah) SUBCOMPACT \n", - "63 2017 BMW i3 (94 Ah) SUBCOMPACT \n", - "64 2017 CHEVROLET BOLT EV STATION WAGON - SMALL \n", - "65 2017 FORD FOCUS ELECTRIC COMPACT \n", - "66 2017 KIA SOUL EV STATION WAGON - SMALL \n", - "67 2017 MITSUBISHI i-MiEV SUBCOMPACT \n", - "68 2017 NISSAN LEAF MID-SIZE \n", - "69 2017 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "70 2017 TESLA MODEL S (75 kWh battery) FULL-SIZE \n", - "71 2017 TESLA MODEL S 60D FULL-SIZE \n", - "72 2017 TESLA MODEL S 75D FULL-SIZE \n", - "73 2017 TESLA MODEL S 90D FULL-SIZE \n", - "74 2017 TESLA MODEL S 100D FULL-SIZE \n", - "75 2017 TESLA MODEL S P90D FULL-SIZE \n", - "76 2017 TESLA MODEL S P100D FULL-SIZE \n", - "77 2017 TESLA MODEL X 60D SUV - STANDARD \n", - "78 2017 TESLA MODEL X 75D SUV - STANDARD \n", - "79 2017 TESLA MODEL X 90D SUV - STANDARD \n", - "80 2017 TESLA MODEL X 100D SUV - STANDARD \n", - "81 2017 TESLA MODEL X P90D SUV - STANDARD \n", - "82 2017 TESLA MODEL X P100D SUV - STANDARD \n", - "83 2017 VOLKSWAGEN e-GOLF COMPACT \n", - "\n", - " fuel cityElec hwyElec combElec \\\n", - "0 TYPE CITY (kWh/100 km) HWY (kWh/100 km) COMB (kWh/100 km) \n", - "1 B 16.9 21.4 18.7 \n", - "2 B 19.3 23 21.1 \n", - "3 B 19 21.1 20 \n", - "4 B 16.9 21.4 18.7 \n", - "5 B 19.3 23 21.1 \n", - "6 B 17.2 22.5 19.6 \n", - "7 B 17.2 22.5 19.6 \n", - "8 B 22.4 21.9 22.2 \n", - "9 B 22.2 21.7 21.9 \n", - "10 B 23.8 23.2 23.6 \n", - "11 B 23.9 23.2 23.6 \n", - "12 B 16 19.6 17.8 \n", - "13 B 19 21.1 20 \n", - "14 B 16.9 21.4 18.7 \n", - "15 B 16.5 20.8 18.4 \n", - "16 B 17.2 22.5 19.6 \n", - "17 B 17.2 22.5 19.6 \n", - "18 B 22.2 21.7 21.9 \n", - "19 B 23.8 23.2 23.6 \n", - "20 B 23.9 23.2 23.6 \n", - "21 B 15.2 18.8 16.8 \n", - "22 B 16 19.6 17.8 \n", - "23 B 19 21.1 20 \n", - "24 B 17.5 22.7 19.9 \n", - "25 B 16.9 21.4 18.7 \n", - "26 B 16.5 20.8 18.4 \n", - "27 B 17.2 22.5 19.6 \n", - "28 B 17.2 22.5 19.6 \n", - "29 B 22.2 21.7 21.9 \n", - ".. ... ... ... ... \n", - "54 B 23.4 21.5 22.5 \n", - "55 B 22.9 21 22.1 \n", - "56 B 22.6 20 21.5 \n", - "57 B 23 22.2 22.6 \n", - "58 B 23 21.9 22.5 \n", - "59 B 23.2 22.2 22.7 \n", - "60 B 23.6 23.3 23.5 \n", - "61 B 25.7 22.9 24.4 \n", - "62 B 15.2 18.8 16.8 \n", - "63 B 16.2 19.7 17.8 \n", - "64 B 16.4 19 17.6 \n", - "65 B 17.7 21.8 19.6 \n", - "66 B 17.4 23 19.9 \n", - "67 B 16.9 20.5 18.7 \n", - "68 B 17 20.7 18.6 \n", - "69 B 21.5 20.7 21.1 \n", - "70 B 21.5 21 21.3 \n", - "71 B 20.6 19.6 20.2 \n", - "72 B 20.6 19.9 20.3 \n", - "73 B 20.6 19.7 20.2 \n", - "74 B 20.7 20.5 20.6 \n", - "75 B 22.8 20.9 22 \n", - "76 B 22.6 20 21.5 \n", - "77 B 23 22.2 22.6 \n", - "78 B 23 21.9 22.5 \n", - "79 B 23.2 22.2 22.7 \n", - "80 B 24.3 23.7 24 \n", - "81 B 23.6 23.3 23.5 \n", - "82 B 25.7 22.9 24.4 \n", - "83 B 16.8 18.6 17.4 \n", - "\n", - " cityGas hwyGas combGas co2 co2Rate \\\n", - "0 CITY (Le/100 km) HWY (Le/100 km) COMB (Le/100 km) (g/km) RATING \n", - "1 1.9 2.4 2.1 0 n/a \n", - "2 2.2 2.6 2.4 0 n/a \n", - "3 2.1 2.4 2.2 0 n/a \n", - "4 1.9 2.4 2.1 0 n/a \n", - "5 2.2 2.6 2.4 0 n/a \n", - "6 1.9 2.5 2.2 0 n/a \n", - "7 1.9 2.5 2.2 0 n/a \n", - "8 2.5 2.5 2.5 0 n/a \n", - "9 2.5 2.4 2.5 0 n/a \n", - "10 2.7 2.6 2.6 0 n/a \n", - "11 2.7 2.6 2.6 0 n/a \n", - "12 1.8 2.2 2 0 n/a \n", - "13 2.1 2.4 2.2 0 n/a \n", - "14 1.9 2.4 2.1 0 n/a \n", - "15 1.9 2.3 2.1 0 n/a \n", - "16 1.9 2.5 2.2 0 n/a \n", - "17 1.9 2.5 2.2 0 n/a \n", - "18 2.5 2.4 2.5 0 n/a \n", - "19 2.7 2.6 2.6 0 n/a \n", - "20 2.7 2.6 2.6 0 n/a \n", - "21 1.7 2.1 1.9 0 n/a \n", - "22 1.8 2.2 2 0 n/a \n", - "23 2.1 2.4 2.2 0 n/a \n", - "24 2 2.6 2.2 0 n/a \n", - "25 1.9 2.4 2.1 0 n/a \n", - "26 1.9 2.3 2.1 0 n/a \n", - "27 1.9 2.5 2.2 0 n/a \n", - "28 1.9 2.5 2.2 0 n/a \n", - "29 2.5 2.4 2.5 0 n/a \n", - ".. ... ... ... ... ... \n", - "54 2.6 2.4 2.5 0 10 \n", - "55 2.6 2.4 2.5 0 10 \n", - "56 2.5 2.3 2.4 0 10 \n", - "57 2.6 2.5 2.5 0 10 \n", - "58 2.6 2.5 2.5 0 10 \n", - "59 2.6 2.5 2.6 0 10 \n", - "60 2.7 2.6 2.6 0 10 \n", - "61 2.9 2.6 2.7 0 10 \n", - "62 1.7 2.1 1.9 0 10 \n", - "63 1.8 2.2 2 0 10 \n", - "64 1.8 2.1 2 0 10 \n", - "65 2 2.5 2.2 0 10 \n", - "66 2 2.6 2.2 0 10 \n", - "67 1.9 2.3 2.1 0 10 \n", - "68 1.9 2.3 2.1 0 10 \n", - "69 2.4 2.3 2.4 0 10 \n", - "70 2.4 2.4 2.4 0 10 \n", - "71 2.3 2.2 2.3 0 10 \n", - "72 2.3 2.2 2.3 0 10 \n", - "73 2.3 2.2 2.3 0 10 \n", - "74 2.3 2.3 2.3 0 10 \n", - "75 2.6 2.3 2.5 0 10 \n", - "76 2.5 2.3 2.4 0 10 \n", - "77 2.6 2.5 2.5 0 10 \n", - "78 2.6 2.5 2.5 0 10 \n", - "79 2.6 2.5 2.6 0 10 \n", - "80 2.7 2.7 2.7 0 10 \n", - "81 2.7 2.6 2.6 0 10 \n", - "82 2.9 2.6 2.7 0 10 \n", - "83 1.9 2.1 2 0 10 \n", - "\n", - " smogRate dist recharge \n", - "0 RATING (km) TIME (h) \n", - "1 n/a 100 7 \n", - "2 n/a 117 7 \n", - "3 n/a 122 4 \n", - "4 n/a 100 7 \n", - "5 n/a 117 7 \n", - "6 n/a 109 8 \n", - "7 n/a 109 8 \n", - "8 n/a 224 6 \n", - "9 n/a 335 10 \n", - "10 n/a 426 12 \n", - "11 n/a 426 12 \n", - "12 n/a 131 7 \n", - "13 n/a 122 4 \n", - "14 n/a 100 7 \n", - "15 n/a 135 5 \n", - "16 n/a 109 8 \n", - "17 n/a 109 8 \n", - "18 n/a 335 10 \n", - "19 n/a 426 12 \n", - "20 n/a 426 12 \n", - "21 n/a 130 4 \n", - "22 n/a 131 7 \n", - "23 n/a 122 4 \n", - "24 n/a 149 4 \n", - "25 n/a 100 7 \n", - "26 n/a 135 5 \n", - "27 n/a 109 8 \n", - "28 n/a 109 8 \n", - "29 n/a 335 10 \n", - ".. ... ... ... \n", - "54 n/a 407 12 \n", - "55 n/a 435 12 \n", - "56 n/a 507 12 \n", - "57 n/a 322 10 \n", - "58 n/a 383 12 \n", - "59 n/a 414 12 \n", - "60 n/a 402 12 \n", - "61 n/a 465 12 \n", - "62 10 130 4 \n", - "63 10 183 5 \n", - "64 10 383 9.3 \n", - "65 10 185 5.5 \n", - "66 10 150 4 \n", - "67 10 100 7 \n", - "68 10 172 6 \n", - "69 10 338 10 \n", - "70 10 401 12 \n", - "71 10 351 10 \n", - "72 10 417 12 \n", - "73 10 473 12 \n", - "74 10 539 12 \n", - "75 10 435 12 \n", - "76 10 507 12 \n", - "77 10 322 10 \n", - "78 10 383 12 \n", - "79 10 414 12 \n", - "80 10 475 12 \n", - "81 10 402 12 \n", - "82 10 465 12 \n", - "83 10 201 5.3 \n", - "\n", - "[84 rows x 16 columns]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "newcols = {'MODEL': 'year', 'MAKE':'make', 'MODEL.1':'model', 'VEHICLE CLASS':'vclass', 'FUEL':'fuel', 'CONSUMPTION':'cityElec', 'Unnamed: 8':'hwyElec', 'Unnamed: 9':'combElec',\n", - " 'Unnamed: 10':'cityGas', 'Unnamed: 11':'hwyGas', 'Unnamed: 12':'combGas', 'CO2 EMISSIONS':'co2', 'CO2 ':'co2Rate', 'SMOG':'smogRate', 'RANGE':'dist', u'RECHARGE':'recharge'}\n", - "elec.rename(columns=newcols, inplace=True)\n", - "elec" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearmakemodelvclassfuelcityElechwyEleccombEleccityGashwyGascombGasco2co2RatesmogRatedistrecharge
12012MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
22012NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
32013FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
42013MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
52013NISSANLEAFMID-SIZEB19.32321.12.22.62.40n/an/a1177
62013SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
72013SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
82013TESLAMODEL S (40 kWh battery)FULL-SIZEB22.421.922.22.52.52.50n/an/a2246
92013TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
102013TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
112013TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
122014CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
132014FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
142014MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
152014NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
162014SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
172014SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
182014TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
192014TESLAMODEL S (85 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a42612
202014TESLAMODEL S PERFORMANCEFULL-SIZEB23.923.223.62.72.62.60n/an/a42612
212015BMWi3SUBCOMPACTB15.218.816.81.72.11.90n/an/a1304
222015CHEVROLETSPARK EVSUBCOMPACTB1619.617.81.82.220n/an/a1317
232015FORDFOCUS ELECTRICCOMPACTB1921.1202.12.42.20n/an/a1224
242015KIASOUL EVSTATION WAGON - SMALLB17.522.719.922.62.20n/an/a1494
252015MITSUBISHIi-MiEVSUBCOMPACTB16.921.418.71.92.42.10n/an/a1007
262015NISSANLEAFMID-SIZEB16.520.818.41.92.32.10n/an/a1355
272015SMARTFORTWO ELECTRIC DRIVE CABRIOLETTWO-SEATERB17.222.519.61.92.52.20n/an/a1098
282015SMARTFORTWO ELECTRIC DRIVE COUPETWO-SEATERB17.222.519.61.92.52.20n/an/a1098
292015TESLAMODEL S (60 kWh battery)FULL-SIZEB22.221.721.92.52.42.50n/an/a33510
302015TESLAMODEL S (70 kWh battery)FULL-SIZEB23.823.223.62.72.62.60n/an/a37712
...................................................
542016TESLAMODEL S P85D/P90DFULL-SIZEB23.421.522.52.62.42.5010n/a40712
552016TESLAMODEL S P90D (Refresh)FULL-SIZEB22.92122.12.62.42.5010n/a43512
562016TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.4010n/a50712
572016TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.5010n/a32210
582016TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.5010n/a38312
592016TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.6010n/a41412
602016TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.6010n/a40212
612016TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.7010n/a46512
622017BMWi3 (60 Ah)SUBCOMPACTB15.218.816.81.72.11.9010101304
632017BMWi3 (94 Ah)SUBCOMPACTB16.219.717.81.82.22010101835
642017CHEVROLETBOLT EVSTATION WAGON - SMALLB16.41917.61.82.12010103839.3
652017FORDFOCUS ELECTRICCOMPACTB17.721.819.622.52.2010101855.5
662017KIASOUL EVSTATION WAGON - SMALLB17.42319.922.62.2010101504
672017MITSUBISHIi-MiEVSUBCOMPACTB16.920.518.71.92.32.1010101007
682017NISSANLEAFMID-SIZEB1720.718.61.92.32.1010101726
692017TESLAMODEL S (60 kWh battery)FULL-SIZEB21.520.721.12.42.32.40101033810
702017TESLAMODEL S (75 kWh battery)FULL-SIZEB21.52121.32.42.42.40101040112
712017TESLAMODEL S 60DFULL-SIZEB20.619.620.22.32.22.30101035110
722017TESLAMODEL S 75DFULL-SIZEB20.619.920.32.32.22.30101041712
732017TESLAMODEL S 90DFULL-SIZEB20.619.720.22.32.22.30101047312
742017TESLAMODEL S 100DFULL-SIZEB20.720.520.62.32.32.30101053912
752017TESLAMODEL S P90DFULL-SIZEB22.820.9222.62.32.50101043512
762017TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.40101050712
772017TESLAMODEL X 60DSUV - STANDARDB2322.222.62.62.52.50101032210
782017TESLAMODEL X 75DSUV - STANDARDB2321.922.52.62.52.50101038312
792017TESLAMODEL X 90DSUV - STANDARDB23.222.222.72.62.52.60101041412
802017TESLAMODEL X 100DSUV - STANDARDB24.323.7242.72.72.70101047512
812017TESLAMODEL X P90DSUV - STANDARDB23.623.323.52.72.62.60101040212
822017TESLAMODEL X P100DSUV - STANDARDB25.722.924.42.92.62.70101046512
832017VOLKSWAGENe-GOLFCOMPACTB16.818.617.41.92.12010102015.3
\n", - "

83 rows × 16 columns

\n", - "
" - ], - "text/plain": [ - " year make model vclass \\\n", - "1 2012 MITSUBISHI i-MiEV SUBCOMPACT \n", - "2 2012 NISSAN LEAF MID-SIZE \n", - "3 2013 FORD FOCUS ELECTRIC COMPACT \n", - "4 2013 MITSUBISHI i-MiEV SUBCOMPACT \n", - "5 2013 NISSAN LEAF MID-SIZE \n", - "6 2013 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "7 2013 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "8 2013 TESLA MODEL S (40 kWh battery) FULL-SIZE \n", - "9 2013 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "10 2013 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "11 2013 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "12 2014 CHEVROLET SPARK EV SUBCOMPACT \n", - "13 2014 FORD FOCUS ELECTRIC COMPACT \n", - "14 2014 MITSUBISHI i-MiEV SUBCOMPACT \n", - "15 2014 NISSAN LEAF MID-SIZE \n", - "16 2014 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "17 2014 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "18 2014 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "19 2014 TESLA MODEL S (85 kWh battery) FULL-SIZE \n", - "20 2014 TESLA MODEL S PERFORMANCE FULL-SIZE \n", - "21 2015 BMW i3 SUBCOMPACT \n", - "22 2015 CHEVROLET SPARK EV SUBCOMPACT \n", - "23 2015 FORD FOCUS ELECTRIC COMPACT \n", - "24 2015 KIA SOUL EV STATION WAGON - SMALL \n", - "25 2015 MITSUBISHI i-MiEV SUBCOMPACT \n", - "26 2015 NISSAN LEAF MID-SIZE \n", - "27 2015 SMART FORTWO ELECTRIC DRIVE CABRIOLET TWO-SEATER \n", - "28 2015 SMART FORTWO ELECTRIC DRIVE COUPE TWO-SEATER \n", - "29 2015 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "30 2015 TESLA MODEL S (70 kWh battery) FULL-SIZE \n", - ".. ... ... ... ... \n", - "54 2016 TESLA MODEL S P85D/P90D FULL-SIZE \n", - "55 2016 TESLA MODEL S P90D (Refresh) FULL-SIZE \n", - "56 2016 TESLA MODEL S P100D FULL-SIZE \n", - "57 2016 TESLA MODEL X 60D SUV - STANDARD \n", - "58 2016 TESLA MODEL X 75D SUV - STANDARD \n", - "59 2016 TESLA MODEL X 90D SUV - STANDARD \n", - "60 2016 TESLA MODEL X P90D SUV - STANDARD \n", - "61 2016 TESLA MODEL X P100D SUV - STANDARD \n", - "62 2017 BMW i3 (60 Ah) SUBCOMPACT \n", - "63 2017 BMW i3 (94 Ah) SUBCOMPACT \n", - "64 2017 CHEVROLET BOLT EV STATION WAGON - SMALL \n", - "65 2017 FORD FOCUS ELECTRIC COMPACT \n", - "66 2017 KIA SOUL EV STATION WAGON - SMALL \n", - "67 2017 MITSUBISHI i-MiEV SUBCOMPACT \n", - "68 2017 NISSAN LEAF MID-SIZE \n", - "69 2017 TESLA MODEL S (60 kWh battery) FULL-SIZE \n", - "70 2017 TESLA MODEL S (75 kWh battery) FULL-SIZE \n", - "71 2017 TESLA MODEL S 60D FULL-SIZE \n", - "72 2017 TESLA MODEL S 75D FULL-SIZE \n", - "73 2017 TESLA MODEL S 90D FULL-SIZE \n", - "74 2017 TESLA MODEL S 100D FULL-SIZE \n", - "75 2017 TESLA MODEL S P90D FULL-SIZE \n", - "76 2017 TESLA MODEL S P100D FULL-SIZE \n", - "77 2017 TESLA MODEL X 60D SUV - STANDARD \n", - "78 2017 TESLA MODEL X 75D SUV - STANDARD \n", - "79 2017 TESLA MODEL X 90D SUV - STANDARD \n", - "80 2017 TESLA MODEL X 100D SUV - STANDARD \n", - "81 2017 TESLA MODEL X P90D SUV - STANDARD \n", - "82 2017 TESLA MODEL X P100D SUV - STANDARD \n", - "83 2017 VOLKSWAGEN e-GOLF COMPACT \n", - "\n", - " fuel cityElec hwyElec combElec cityGas hwyGas combGas co2 co2Rate smogRate \\\n", - "1 B 16.9 21.4 18.7 1.9 2.4 2.1 0 n/a n/a \n", - "2 B 19.3 23 21.1 2.2 2.6 2.4 0 n/a n/a \n", - "3 B 19 21.1 20 2.1 2.4 2.2 0 n/a n/a \n", - "4 B 16.9 21.4 18.7 1.9 2.4 2.1 0 n/a n/a \n", - "5 B 19.3 23 21.1 2.2 2.6 2.4 0 n/a n/a \n", - "6 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "7 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "8 B 22.4 21.9 22.2 2.5 2.5 2.5 0 n/a n/a \n", - "9 B 22.2 21.7 21.9 2.5 2.4 2.5 0 n/a n/a \n", - "10 B 23.8 23.2 23.6 2.7 2.6 2.6 0 n/a n/a \n", - "11 B 23.9 23.2 23.6 2.7 2.6 2.6 0 n/a n/a \n", - "12 B 16 19.6 17.8 1.8 2.2 2 0 n/a n/a \n", - "13 B 19 21.1 20 2.1 2.4 2.2 0 n/a n/a \n", - "14 B 16.9 21.4 18.7 1.9 2.4 2.1 0 n/a n/a \n", - "15 B 16.5 20.8 18.4 1.9 2.3 2.1 0 n/a n/a \n", - "16 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "17 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "18 B 22.2 21.7 21.9 2.5 2.4 2.5 0 n/a n/a \n", - "19 B 23.8 23.2 23.6 2.7 2.6 2.6 0 n/a n/a \n", - "20 B 23.9 23.2 23.6 2.7 2.6 2.6 0 n/a n/a \n", - "21 B 15.2 18.8 16.8 1.7 2.1 1.9 0 n/a n/a \n", - "22 B 16 19.6 17.8 1.8 2.2 2 0 n/a n/a \n", - "23 B 19 21.1 20 2.1 2.4 2.2 0 n/a n/a \n", - "24 B 17.5 22.7 19.9 2 2.6 2.2 0 n/a n/a \n", - "25 B 16.9 21.4 18.7 1.9 2.4 2.1 0 n/a n/a \n", - "26 B 16.5 20.8 18.4 1.9 2.3 2.1 0 n/a n/a \n", - "27 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "28 B 17.2 22.5 19.6 1.9 2.5 2.2 0 n/a n/a \n", - "29 B 22.2 21.7 21.9 2.5 2.4 2.5 0 n/a n/a \n", - "30 B 23.8 23.2 23.6 2.7 2.6 2.6 0 n/a n/a \n", - ".. ... ... ... ... ... ... ... .. ... ... \n", - "54 B 23.4 21.5 22.5 2.6 2.4 2.5 0 10 n/a \n", - "55 B 22.9 21 22.1 2.6 2.4 2.5 0 10 n/a \n", - "56 B 22.6 20 21.5 2.5 2.3 2.4 0 10 n/a \n", - "57 B 23 22.2 22.6 2.6 2.5 2.5 0 10 n/a \n", - "58 B 23 21.9 22.5 2.6 2.5 2.5 0 10 n/a \n", - "59 B 23.2 22.2 22.7 2.6 2.5 2.6 0 10 n/a \n", - "60 B 23.6 23.3 23.5 2.7 2.6 2.6 0 10 n/a \n", - "61 B 25.7 22.9 24.4 2.9 2.6 2.7 0 10 n/a \n", - "62 B 15.2 18.8 16.8 1.7 2.1 1.9 0 10 10 \n", - "63 B 16.2 19.7 17.8 1.8 2.2 2 0 10 10 \n", - "64 B 16.4 19 17.6 1.8 2.1 2 0 10 10 \n", - "65 B 17.7 21.8 19.6 2 2.5 2.2 0 10 10 \n", - "66 B 17.4 23 19.9 2 2.6 2.2 0 10 10 \n", - "67 B 16.9 20.5 18.7 1.9 2.3 2.1 0 10 10 \n", - "68 B 17 20.7 18.6 1.9 2.3 2.1 0 10 10 \n", - "69 B 21.5 20.7 21.1 2.4 2.3 2.4 0 10 10 \n", - "70 B 21.5 21 21.3 2.4 2.4 2.4 0 10 10 \n", - "71 B 20.6 19.6 20.2 2.3 2.2 2.3 0 10 10 \n", - "72 B 20.6 19.9 20.3 2.3 2.2 2.3 0 10 10 \n", - "73 B 20.6 19.7 20.2 2.3 2.2 2.3 0 10 10 \n", - "74 B 20.7 20.5 20.6 2.3 2.3 2.3 0 10 10 \n", - "75 B 22.8 20.9 22 2.6 2.3 2.5 0 10 10 \n", - "76 B 22.6 20 21.5 2.5 2.3 2.4 0 10 10 \n", - "77 B 23 22.2 22.6 2.6 2.5 2.5 0 10 10 \n", - "78 B 23 21.9 22.5 2.6 2.5 2.5 0 10 10 \n", - "79 B 23.2 22.2 22.7 2.6 2.5 2.6 0 10 10 \n", - "80 B 24.3 23.7 24 2.7 2.7 2.7 0 10 10 \n", - "81 B 23.6 23.3 23.5 2.7 2.6 2.6 0 10 10 \n", - "82 B 25.7 22.9 24.4 2.9 2.6 2.7 0 10 10 \n", - "83 B 16.8 18.6 17.4 1.9 2.1 2 0 10 10 \n", - "\n", - " dist recharge \n", - "1 100 7 \n", - "2 117 7 \n", - "3 122 4 \n", - "4 100 7 \n", - "5 117 7 \n", - "6 109 8 \n", - "7 109 8 \n", - "8 224 6 \n", - "9 335 10 \n", - "10 426 12 \n", - "11 426 12 \n", - "12 131 7 \n", - "13 122 4 \n", - "14 100 7 \n", - "15 135 5 \n", - "16 109 8 \n", - "17 109 8 \n", - "18 335 10 \n", - "19 426 12 \n", - "20 426 12 \n", - "21 130 4 \n", - "22 131 7 \n", - "23 122 4 \n", - "24 149 4 \n", - "25 100 7 \n", - "26 135 5 \n", - "27 109 8 \n", - "28 109 8 \n", - "29 335 10 \n", - "30 377 12 \n", - ".. ... ... \n", - "54 407 12 \n", - "55 435 12 \n", - "56 507 12 \n", - "57 322 10 \n", - "58 383 12 \n", - "59 414 12 \n", - "60 402 12 \n", - "61 465 12 \n", - "62 130 4 \n", - "63 183 5 \n", - "64 383 9.3 \n", - "65 185 5.5 \n", - "66 150 4 \n", - "67 100 7 \n", - "68 172 6 \n", - "69 338 10 \n", - "70 401 12 \n", - "71 351 10 \n", - "72 417 12 \n", - "73 473 12 \n", - "74 539 12 \n", - "75 435 12 \n", - "76 507 12 \n", - "77 322 10 \n", - "78 383 12 \n", - "79 414 12 \n", - "80 475 12 \n", - "81 402 12 \n", - "82 465 12 \n", - "83 201 5.3 \n", - "\n", - "[83 rows x 16 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "elec = elec.drop(elec.index[0])\n", - "elec" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearmakemodelvclassfuelcityElechwyEleccombEleccityGashwyGascombGasco2co2RatesmogRatedistrecharge
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" - ], - "text/plain": [ - " year make model vclass fuel cityElec hwyElec combElec cityGas \\\n", - "count 83 83 83 83 83 83 83 83 83 \n", - "unique 6 10 40 7 1 32 28 29 12 \n", - "top 2016 TESLA i-MiEV FULL-SIZE B 17.2 22.5 19.6 1.9 \n", - "freq 27 37 6 34 83 8 8 9 20 \n", - "\n", - " hwyGas combGas co2 co2Rate smogRate dist recharge \n", - "count 83 83 83 83 83 83 83 \n", - "unique 7 9 1 2 2 33 10 \n", - "top 2.4 2.2 0 10 n/a 109 12 \n", - "freq 18 16 83 49 61 8 34 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "elec.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['SUBCOMPACT', 'MID-SIZE', 'COMPACT', 'TWO-SEATER', 'FULL-SIZE',\n", - " 'STATION WAGON - SMALL', 'SUV - STANDARD'], dtype=object)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "elec.vclass.unique()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Understanding the Table\tfor normal cars\t\t\t\t\t\t\t\t\t\t\t\n", - "Model\t4WD/4X4 = Four-wheel drive\t\t\t\t\t\t\t\t\t\t\t\n", - "\tAWD = All-wheel drive\t\t\t\t\t\t\t\t\t\t\t\n", - "\tCNG = Compressed natural gas\t\t\t\t\t\t\t\t\t\t\t\n", - "\tFFV = Flexible-fuel vehicle\t\t\t\t\t\t\t\t\t\t\t\n", - "\tNGV = Natural gas vehicle\t\t\t\t\t\t\t\t\t\t\t\n", - "\t# = High output engine that provides more power than the standard engine of the same size\t\t\t\t\t\t\t\t\t\t\t\n", - "Transmission\tA = Automatic\t\t\t\t\t\t\t\t\t\t\t\n", - "\tAM = Automated manual\t\t\t\t\t\t\t\t\t\t\t\n", - "\tAS = Automatic with select shift\t\t\t\t\t\t\t\t\t\t\t\n", - "\tAV = Continuously variable\t\t\t\t\t\t\t\t\t\t\t\n", - "\tM = Manual\t\t\t\t\t\t\t\t\t\t\t\n", - "\t3 – 10 = Number of gears\t\t\t\t\t\t\t\t\t\t\t\n", - "Fuel Type\tX = Regular gasoline\t\t\t\t\t\t\t\t\t\t\t\n", - "\tZ = Premium gasoline\t\t\t\t\t\t\t\t\t\t\t\n", - "\tD = Diesel\t\t\t\t\t\t\t\t\t\t\t\n", - "\tE = Ethanol (E85)\t\t\t\t\t\t\t\t\t\t\t\n", - "\tN = Natural Gas\t\t\t\t\t\t\t\t\t\t\t\n", - "Fuel Consumption\tCity and highway fuel consumption ratings are shown in litres per 100 kilometres (L/100 km) - combined rating (55% city, 45% hwy) is shown in L/100 km and in miles per imperial gallon (mpg)\t\t\t\t\t\t\t\t\t\t\t\n", - "CO2 Emissions (g/km)\tEstimated tailpipe carbon dioxide emissions (in grams per kilometre) are based on fuel type and the combined fuel consumption rating.\t\t\t\t\t\t\t\t\t\t\t\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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MODELMAKEMODEL.1VEHICLE CLASSENGINE SIZECYLINDERSTRANSMISSIONFUELFUEL CONSUMPTIONUnnamed: 9Unnamed: 10Unnamed: 11CO2 EMISSIONS
02000ACURA1.6ELCOMPACT1.64A4X9.26.78.135186
12000ACURA1.6ELCOMPACT1.64M5X8.56.57.637175
22000ACURA3.2TLMID-SIZE3.26AS5Z12.27.410.028230
32000ACURA3.5RLMID-SIZE3.56A4Z13.49.211.525264
42000ACURAINTEGRASUBCOMPACT1.84A4X10.07.08.633198
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" - ], - "text/plain": [ - " MODEL MAKE MODEL.1 VEHICLE CLASS ENGINE SIZE CYLINDERS TRANSMISSION \\\n", - "0 2000 ACURA 1.6EL COMPACT 1.6 4 A4 \n", - "1 2000 ACURA 1.6EL COMPACT 1.6 4 M5 \n", - "2 2000 ACURA 3.2TL MID-SIZE 3.2 6 AS5 \n", - "3 2000 ACURA 3.5RL MID-SIZE 3.5 6 A4 \n", - "4 2000 ACURA INTEGRA SUBCOMPACT 1.8 4 A4 \n", - "\n", - " FUEL FUEL CONSUMPTION Unnamed: 9 Unnamed: 10 Unnamed: 11 CO2 EMISSIONS \n", - "0 X 9.2 6.7 8.1 35 186 \n", - "1 X 8.5 6.5 7.6 37 175 \n", - "2 Z 12.2 7.4 10.0 28 230 \n", - "3 Z 13.4 9.2 11.5 25 264 \n", - "4 X 10.0 7.0 8.6 33 198 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.read_csv(\"fuel consumption dataset\\Original MY2000-2014 Fuel Consumption Ratings (2-cycle).csv\")\n", - "# take a look at the dataset\n", - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['MODEL', 'MAKE', 'MODEL.1', 'VEHICLE CLASS', 'ENGINE SIZE', 'CYLINDERS',\n", - " 'TRANSMISSION', 'FUEL', 'FUEL CONSUMPTION', 'Unnamed: 9', 'Unnamed: 10',\n", - " 'Unnamed: 11', 'CO2 EMISSIONS'],\n", - " dtype='object')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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MODELENGINE SIZECYLINDERSFUEL CONSUMPTIONUnnamed: 9Unnamed: 10Unnamed: 11CO2 EMISSIONS
count14339.00000014339.00000014339.00000014339.00000014339.00000014339.00000014339.00000014339.000000
mean2007.6213823.4746085.98960912.9163478.81678611.07313627.346189248.566357
std4.1396291.3109351.7762143.5480032.3435512.9755667.49208759.113973
min2000.0000000.8000002.0000003.5000003.2000003.60000011.00000083.000000
25%2004.0000002.4000004.00000010.6000007.2000009.10000022.000000209.000000
50%2008.0000003.4000006.00000012.4000008.30000010.50000027.000000239.000000
75%2011.0000004.3000008.00000014.90000010.20000012.80000031.000000285.000000
max2014.0000008.40000016.00000030.60000019.00000024.80000078.000000570.000000
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" - ], - "text/plain": [ - " MODEL ENGINE SIZE CYLINDERS FUEL CONSUMPTION \\\n", - "count 14339.000000 14339.000000 14339.000000 14339.000000 \n", - "mean 2007.621382 3.474608 5.989609 12.916347 \n", - "std 4.139629 1.310935 1.776214 3.548003 \n", - "min 2000.000000 0.800000 2.000000 3.500000 \n", - "25% 2004.000000 2.400000 4.000000 10.600000 \n", - "50% 2008.000000 3.400000 6.000000 12.400000 \n", - "75% 2011.000000 4.300000 8.000000 14.900000 \n", - "max 2014.000000 8.400000 16.000000 30.600000 \n", - "\n", - " Unnamed: 9 Unnamed: 10 Unnamed: 11 CO2 EMISSIONS \n", - "count 14339.000000 14339.000000 14339.000000 14339.000000 \n", - "mean 8.816786 11.073136 27.346189 248.566357 \n", - "std 2.343551 2.975566 7.492087 59.113973 \n", - "min 3.200000 3.600000 11.000000 83.000000 \n", - "25% 7.200000 9.100000 22.000000 209.000000 \n", - "50% 8.300000 10.500000 27.000000 239.000000 \n", - "75% 10.200000 12.800000 31.000000 285.000000 \n", - "max 19.000000 24.800000 78.000000 570.000000 " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " year vclass co2\n", - "0 2000 3 175.0\n", - "1 2000 2 230.0\n", - "2 2000 2 264.0\n", - "3 2000 1 198.0\n", - "4 2000 1 189.0\n", - "5 2000 1 191.0\n", - "6 2000 1 267.0\n", - "7 2000 1 269.0\n", - "8 2000 3 218.0\n", - "9 2000 3 193.0\n", - "10 2000 3 248.0\n", - "11 2000 3 225.0\n", - "12 2000 3 232.0\n", - "13 2000 3 214.0\n", - "14 2000 3 255.0\n", - "15 2000 3 251.0\n", - "16 2000 2 258.0\n", - "17 2000 2 264.0\n", - "18 2000 2 267.0\n", - "19 2000 2 269.0\n", - "20 2000 2 260.0\n", - "21 2000 2 269.0\n", - "22 2000 2 269.0\n", - "23 2000 3 264.0\n", - "24 2000 3 267.0\n", - "25 2000 4 214.0\n", - "26 2000 4 225.0\n", - "27 2000 3 258.0\n", - "28 2000 3 246.0\n", - "29 2000 3 237.0\n", - "... ... ... ...\n", - "7663 2014 3 246.0\n", - "7664 2014 1 189.0\n", - "7665 2014 6 189.0\n", - "7666 2014 6 189.0\n", - "7667 2014 6 162.0\n", - "7668 2014 6 157.0\n", - "7669 2014 3 163.0\n", - "7670 2014 3 161.0\n", - "7671 2014 3 186.0\n", - "7672 2014 3 177.0\n", - "7673 2014 3 177.0\n", - "7674 2014 3 182.0\n", - "7675 2014 3 157.0\n", - "7676 2014 3 157.0\n", - "7677 2014 3 101.0\n", - "7678 2014 2 168.0\n", - "7679 2014 2 168.0\n", - "7680 2014 2 191.0\n", - "7681 2014 2 196.0\n", - "7682 2014 2 216.0\n", - "7683 2014 2 162.0\n", - "7684 2014 2 154.0\n", - "7685 2014 7 246.0\n", - "7686 2014 7 243.0\n", - "7687 2014 3 193.0\n", - "7688 2014 3 202.0\n", - "7689 2014 3 230.0\n", - "7690 2014 2 205.0\n", - "7691 2014 2 230.0\n", - "7692 2014 7 258.0\n", - "\n", - "[7693 rows x 3 columns]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = df.drop( df[ (df.vclass !='SUBCOMPACT' ) & (df.vclass !='MID-SIZE' ) & (df.vclass !='COMPACT' ) & (df.vclass !='TWO-SEATER' ) & (df.vclass !='FULL-SIZE' ) & (df.vclass !='STATION WAGON - SMALL' ) & (df.vclass !='SUV - STANDARD' )].index )\n", - "df.index = range(len(df))\n", - "df['vclass'] = df['vclass'].replace('SUBCOMPACT', '1')\n", - "df['vclass'] = df['vclass'].replace('MID-SIZE', '2')\n", - "df['vclass'] = df['vclass'].replace('COMPACT', '3')\n", - "df['vclass'] = df['vclass'].replace('TWO-SEATER', '4')\n", - "df['vclass'] = df['vclass'].replace('FULL-SIZE', '5')\n", - "df['vclass'] = df['vclass'].replace('STATION WAGON - SMALL', '6')\n", - "df['vclass'] = df['vclass'].replace('SUV - STANDARD', '7')\n", - "df['vclass'] = df['vclass'].astype(int)\n", - "df\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Intercept 3214.660155\n", - "vclass 4.951835\n", - "year -1.495280\n", - "dtype: float64" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model = smf.ols(formula='co2 ~ vclass + year', data=df).fit()\n", - "model.paramslm = smf.ols(formula='co2 ~ vclass + year', data=df).fit()\n", - "model.params #parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: co2 R-squared: 0.029
Model: OLS Adj. R-squared: 0.028
Method: Least Squares F-statistic: 113.0
Date: Sat, 08 Jul 2017 Prob (F-statistic): 4.30e-49
Time: 19:21:09 Log-Likelihood: -41746.
No. Observations: 7693 AIC: 8.350e+04
Df Residuals: 7690 BIC: 8.352e+04
Df Model: 2
Covariance Type: nonrobust
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coef std err t P>|t| [95.0% Conf. Int.]
Intercept 3214.6602 300.499 10.698 0.000 2625.601 3803.720
vclass 4.9518 0.391 12.654 0.000 4.185 5.719
year -1.4953 0.150 -9.985 0.000 -1.789 -1.202
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Omnibus: 1590.732 Durbin-Watson: 0.587
Prob(Omnibus): 0.000 Jarque-Bera (JB): 3807.756
Skew: 1.152 Prob(JB): 0.00
Kurtosis: 5.563 Cond. No. 9.62e+05
" - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: co2 R-squared: 0.029\n", - "Model: OLS Adj. R-squared: 0.028\n", - "Method: Least Squares F-statistic: 113.0\n", - "Date: Sat, 08 Jul 2017 Prob (F-statistic): 4.30e-49\n", - "Time: 19:21:09 Log-Likelihood: -41746.\n", - "No. Observations: 7693 AIC: 8.350e+04\n", - "Df Residuals: 7690 BIC: 8.352e+04\n", - "Df Model: 2 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [95.0% Conf. Int.]\n", - "------------------------------------------------------------------------------\n", - "Intercept 3214.6602 300.499 10.698 0.000 2625.601 3803.720\n", - "vclass 4.9518 0.391 12.654 0.000 4.185 5.719\n", - "year -1.4953 0.150 -9.985 0.000 -1.789 -1.202\n", - "==============================================================================\n", - "Omnibus: 1590.732 Durbin-Watson: 0.587\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3807.756\n", - "Skew: 1.152 Prob(JB): 0.00\n", - "Kurtosis: 5.563 Cond. No. 9.62e+05\n", - "==============================================================================\n", - "\n", - "Warnings:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[2] The condition number is large, 9.62e+05. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n", - "\"\"\"" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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vclassyear
062000
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" - ], - "text/plain": [ - " vclass year\n", - "0 6 2000" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "toPredict = pd.DataFrame({'vclass': [6], 'year':[2000]})\n", - "toPredict.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 253.81176846])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "prediction=model.predict(toPredict)\n", - "prediction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So now what we have is basically a cleaned dataset for electric vehicles and the approximate difference in the CO2 that is emitted by a normal vehicle and the CO2 emitted by an electric car (which is nothing)\n", - "\n", - "so the basic flow structure is\n", - "1. Get the source and destination from the user - source GPS destination and destination user entered\n", - "2. Get details of the vehicle - make, model and distance until recharge necessary/ current battery level\n", - "3. Get the rest of the details from the database/dataframe (year, vehicle class, range, consumption, recharge time)\n", - "4. Use the vehicle class and year to predict the amount of CO2 a car using fuel would consume\n", - "5. Use the algorithm to check the time and fuel requirements" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Algorithm:\n", - "inputs: \n", - " 1. Given by user: make model currentDistance\n", - " 2. Extracted from database: year vehicle class range consumption recharge time\n", - "outputs: The difference in CO2 emitted in kilograms, recharge time) and consumption of fuel\n", - "\n", - "Procedure:\n", - "1. get inputs from user\n", - "2. catculate distance between source and destination\n", - "3. check if the distance is greater than current distance that can be viewed on the dashboard of electric vehicles\n", - "4. if it is less than, there is no issue and the journey can be completed safely\n", - "4. if it is greater than find total distance it can travel with a leeway of 10miles (16 km) by taking total distance-(currentdistance-16)=total charge required\n", - " therefore, total time required to charge=recharge time/range * (total charge required) \n", - "5. give time taken for recharge and the fuel consumption in KW/hr and le\n", - "6. get values of vehicle class and year from the db and use it to query how much of CO2 would have been consumed by a car that runs on fuel \n", - "7. display the results to the user" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Example:\n", - "\n", - " source: Chelan, Saskatchewan, Canada\n", - "\n", - " destination: Maymont, Saskatchewan, Canada\n", - " \n", - " distance: 353 km\n", - " \n", - " make: TESLA \t\n", - " \n", - " model: MODEL S P100D\n", - " \n", - " curent distance: 150 km" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearmakemodelvclassfuelcityElechwyEleccombEleccityGashwyGascombGasco2co2RatesmogRatedistrecharge
562016TESLAMODEL S P100DFULL-SIZEB22.62021.52.52.32.4010n/a50712
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" - ], - "text/plain": [ - " year make model vclass fuel cityElec hwyElec combElec \\\n", - "56 2016 TESLA MODEL S P100D FULL-SIZE B 22.6 20 21.5 \n", - "\n", - " cityGas hwyGas combGas co2 co2Rate smogRate dist recharge \n", - "56 2.5 2.3 2.4 0 10 n/a 507 12 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "make=\"TESLA\"\n", - "model=\"MODEL S P100D\"\n", - "distance=353\n", - "curdist=150\n", - "res=elec.loc[(elec['make'] == make) & (elec['model'] == model)]\n", - "res" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 507\n", - "Name: dist, dtype: int32" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "maxdist=res['dist'].astype('int')\n", - "maxdist" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 12\n", - "Name: recharge, dtype: int32" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "recharge=res['recharge'].astype('int')\n", - "recharge" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 2016\n", - "Name: year, dtype: int32" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "year=res['year'].astype('int')\n", - "year" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:1: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " if __name__ == '__main__':\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:2: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " from ipykernel import kernelapp as app\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:3: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " app.launch_new_instance()\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:5: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - "C:\\Users\\Saumya Suvarna\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:7: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" - ] - }, - { - "data": { - "text/plain": [ - "56 5\n", - "Name: vclass, dtype: int32" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res['vclass'] = res['vclass'].replace('SUBCOMPACT', '1')\n", - "res['vclass'] = res['vclass'].replace('MID-SIZE', '2')\n", - "res['vclass'] = res['vclass'].replace('COMPACT', '3')\n", - "res['vclass'] = res['vclass'].replace('TWO-SEATER', '4')\n", - "res['vclass'] = res['vclass'].replace('FULL-SIZE', '5')\n", - "res['vclass'] = res['vclass'].replace('STATION WAGON - SMALL', '6')\n", - "res['vclass'] = res['vclass'].replace('SUV - STANDARD', '7')\n", - "vclass = res['vclass'].astype(int)\n", - "vclass" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 2.4\n", - "Name: combGas, dtype: float64" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "combGas=res['combGas'].astype('float')\n", - "combGas" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 21.5\n", - "Name: combElec, dtype: float64" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "combElec=res['combElec'].astype('float')\n", - "combElec" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "56 5.183432\n", - "dtype: float64" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "if (curdist>distance):\n", - " rechargedist=0\n", - " rechargetime=0;\n", - " flag=0\n", - "else:\n", - " rechargedist=distance-(curdist-16)\n", - " rechargetime=recharge/maxdist*(rechargedist)\n", - " flag=1\n", - " \n", - "rechargetime" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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vclassyear
5652016
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" - ], - "text/plain": [ - " vclass year\n", - "56 5 2016" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "toPredict = pd.DataFrame({'vclass': vclass, 'year':year})\n", - "toPredict.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 224.93545828])" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "prediction=model.predict(toPredict)\n", - "prediction #shows co2 emitted in grams per km" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "co2=prediction*distance/1000 #in kg\n", - "co2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fuelconsgas=combGas/100*distance\n", - "fuelconsgas" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fuelconselec=combElec/100*distance\n", - "fuelconselec" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "print(\"The time you need to reacharge your car to make your journey is %f \"%rechargetime)\n", - "print(\"The fuel reqired for the journey is %f KWH and in Le is %f\"%(fuelconselec,fuelconsgas))\n", - "print(\"Woo hoo you have saved %f kg of CO2 from destroying our earth.\"%co2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "dist=0\n", - "curdist=150\n", - "x=list()\n", - "y=list()\n", - "maxdist=507\n", - "recharge=12\n", - "while dist <1000:\n", - " \n", - " x.append(dist)\n", - " if (curdist>dist):\n", - " rechargetime=0\n", - " else:\n", - " #if(dist\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
yearmakemodelvclassfuelcityElechwyEleccombEleccityGashwyGascombGasco2co2RatesmogRatedistrechargeco2saved
\n", - "" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [year, make, model, vclass, fuel, cityElec, hwyElec, combElec, cityGas, hwyGas, combGas, co2, co2Rate, smogRate, dist, recharge, co2saved]\n", - "Index: []" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols=['year','make','model','vclass','fuel','cityElec','hwyElec','combElec','cityGas','hwyGas','combGas','co2','co2Rate','smogRate','dist','recharge','co2saved']\n", - "db = pd.DataFrame(columns=cols)\n", - "db" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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cityEleccityGasco2co2Rateco2savedcombEleccombGasdistfuelhwyElechwyGasmakemodelrechargesmogRatevclassyear
016.91.90n/a211.10923718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02012.0
019.32.20n/a216.06107221.12.4117B232.6NISSANLEAF7n/a2.02012.0
0192.10n/a219.517627202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02013.0
016.91.90n/a209.61395718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02013.0
019.32.20n/a214.56579221.12.4117B232.6NISSANLEAF7n/a2.02013.0
017.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02013.0
017.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02013.0
022.42.50n/a229.42129722.22.5224B21.92.5TESLAMODEL S (40 kWh battery)6n/a5.02013.0
022.22.50n/a229.42129721.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02013.0
023.82.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02013.0
023.92.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02013.0
0161.80n/a208.11867817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02014.0
0192.10n/a218.022348202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02014.0
016.91.90n/a208.11867818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02014.0
016.51.90n/a213.07051318.42.1135B20.82.3NISSANLEAF5n/a2.02014.0
017.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02014.0
017.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02014.0
022.22.50n/a227.92601821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02014.0
023.82.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02014.0
023.92.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02014.0
015.21.70n/a206.62339816.81.9130B18.82.1BMWi34n/a1.02015.0
0161.80n/a206.62339817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02015.0
0192.10n/a216.527068202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02015.0
017.520n/a231.38257319.92.2149B22.72.6KIASOUL EV4n/a6.02015.0
016.91.90n/a206.62339818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02015.0
016.51.90n/a211.57523318.42.1135B20.82.3NISSANLEAF5n/a2.02015.0
017.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02015.0
017.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02015.0
022.22.50n/a226.43073821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02015.0
023.82.70n/a226.43073823.62.6377B23.22.6TESLAMODEL S (70 kWh battery)12n/a5.02015.0
......................................................
023.42.6010224.93545822.52.5407B21.52.4TESLAMODEL S P85D/P90D12n/a5.02016.0
022.92.6010224.93545822.12.5435B212.4TESLAMODEL S P90D (Refresh)12n/a5.02016.0
022.62.5010224.93545821.52.4507B202.3TESLAMODEL S P100D12n/a5.02016.0
0232.6010234.83912822.62.5322B22.22.5TESLAMODEL X 60D10n/a7.02016.0
0232.6010234.83912822.52.5383B21.92.5TESLAMODEL X 75D12n/a7.02016.0
023.22.6010234.83912822.72.6414B22.22.5TESLAMODEL X 90D12n/a7.02016.0
023.62.7010234.83912823.52.6402B23.32.6TESLAMODEL X P90D12n/a7.02016.0
025.72.9010234.83912824.42.7465B22.92.6TESLAMODEL X P100D12n/a7.02016.0
015.21.7010203.63283916.81.9130B18.82.1BMWi3 (60 Ah)4101.02017.0
016.21.8010203.63283917.82183B19.72.2BMWi3 (94 Ah)5101.02017.0
016.41.8010228.39201417.62383B192.1CHEVROLETBOLT EV9.3106.02017.0
017.72010213.53650919.62.2185B21.82.5FORDFOCUS ELECTRIC5.5103.02017.0
017.42010228.39201419.92.2150B232.6KIASOUL EV4106.02017.0
016.91.9010203.63283918.72.1100B20.52.3MITSUBISHIi-MiEV7101.02017.0
0171.9010208.58467418.62.1172B20.72.3NISSANLEAF6102.02017.0
021.52.4010223.44017921.12.4338B20.72.3TESLAMODEL S (60 kWh battery)10105.02017.0
021.52.4010223.44017921.32.4401B212.4TESLAMODEL S (75 kWh battery)12105.02017.0
020.62.3010223.44017920.22.3351B19.62.2TESLAMODEL S 60D10105.02017.0
020.62.3010223.44017920.32.3417B19.92.2TESLAMODEL S 75D12105.02017.0
020.62.3010223.44017920.22.3473B19.72.2TESLAMODEL S 90D12105.02017.0
020.72.3010223.44017920.62.3539B20.52.3TESLAMODEL S 100D12105.02017.0
022.82.6010223.440179222.5435B20.92.3TESLAMODEL S P90D12105.02017.0
022.62.5010223.44017921.52.4507B202.3TESLAMODEL S P100D12105.02017.0
0232.6010233.34384922.62.5322B22.22.5TESLAMODEL X 60D10107.02017.0
0232.6010233.34384922.52.5383B21.92.5TESLAMODEL X 75D12107.02017.0
023.22.6010233.34384922.72.6414B22.22.5TESLAMODEL X 90D12107.02017.0
024.32.7010233.343849242.7475B23.72.7TESLAMODEL X 100D12107.02017.0
023.62.7010233.34384923.52.6402B23.32.6TESLAMODEL X P90D12107.02017.0
025.72.9010233.34384924.42.7465B22.92.6TESLAMODEL X P100D12107.02017.0
016.81.9010213.53650917.42201B18.62.1VOLKSWAGENe-GOLF5.3103.02017.0
\n", - "

83 rows × 17 columns

\n", - "
" - ], - "text/plain": [ - " cityElec cityGas co2 co2Rate co2saved combElec combGas dist fuel \\\n", - "0 16.9 1.9 0 n/a 211.109237 18.7 2.1 100 B \n", - "0 19.3 2.2 0 n/a 216.061072 21.1 2.4 117 B \n", - "0 19 2.1 0 n/a 219.517627 20 2.2 122 B \n", - "0 16.9 1.9 0 n/a 209.613957 18.7 2.1 100 B \n", - "0 19.3 2.2 0 n/a 214.565792 21.1 2.4 117 B \n", - "0 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "0 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "0 22.4 2.5 0 n/a 229.421297 22.2 2.5 224 B \n", - "0 22.2 2.5 0 n/a 229.421297 21.9 2.5 335 B \n", - "0 23.8 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "0 23.9 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "0 16 1.8 0 n/a 208.118678 17.8 2 131 B \n", - "0 19 2.1 0 n/a 218.022348 20 2.2 122 B \n", - "0 16.9 1.9 0 n/a 208.118678 18.7 2.1 100 B \n", - "0 16.5 1.9 0 n/a 213.070513 18.4 2.1 135 B \n", - "0 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "0 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "0 22.2 2.5 0 n/a 227.926018 21.9 2.5 335 B \n", - "0 23.8 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "0 23.9 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "0 15.2 1.7 0 n/a 206.623398 16.8 1.9 130 B \n", - "0 16 1.8 0 n/a 206.623398 17.8 2 131 B \n", - "0 19 2.1 0 n/a 216.527068 20 2.2 122 B \n", - "0 17.5 2 0 n/a 231.382573 19.9 2.2 149 B \n", - "0 16.9 1.9 0 n/a 206.623398 18.7 2.1 100 B \n", - "0 16.5 1.9 0 n/a 211.575233 18.4 2.1 135 B \n", - "0 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "0 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "0 22.2 2.5 0 n/a 226.430738 21.9 2.5 335 B \n", - "0 23.8 2.7 0 n/a 226.430738 23.6 2.6 377 B \n", - ".. ... ... .. ... ... ... ... ... ... \n", - "0 23.4 2.6 0 10 224.935458 22.5 2.5 407 B \n", - "0 22.9 2.6 0 10 224.935458 22.1 2.5 435 B \n", - "0 22.6 2.5 0 10 224.935458 21.5 2.4 507 B \n", - "0 23 2.6 0 10 234.839128 22.6 2.5 322 B \n", - "0 23 2.6 0 10 234.839128 22.5 2.5 383 B \n", - "0 23.2 2.6 0 10 234.839128 22.7 2.6 414 B \n", - "0 23.6 2.7 0 10 234.839128 23.5 2.6 402 B \n", - "0 25.7 2.9 0 10 234.839128 24.4 2.7 465 B \n", - "0 15.2 1.7 0 10 203.632839 16.8 1.9 130 B \n", - "0 16.2 1.8 0 10 203.632839 17.8 2 183 B \n", - "0 16.4 1.8 0 10 228.392014 17.6 2 383 B \n", - "0 17.7 2 0 10 213.536509 19.6 2.2 185 B \n", - "0 17.4 2 0 10 228.392014 19.9 2.2 150 B \n", - "0 16.9 1.9 0 10 203.632839 18.7 2.1 100 B \n", - "0 17 1.9 0 10 208.584674 18.6 2.1 172 B \n", - "0 21.5 2.4 0 10 223.440179 21.1 2.4 338 B \n", - "0 21.5 2.4 0 10 223.440179 21.3 2.4 401 B \n", - "0 20.6 2.3 0 10 223.440179 20.2 2.3 351 B \n", - "0 20.6 2.3 0 10 223.440179 20.3 2.3 417 B \n", - "0 20.6 2.3 0 10 223.440179 20.2 2.3 473 B \n", - "0 20.7 2.3 0 10 223.440179 20.6 2.3 539 B \n", - "0 22.8 2.6 0 10 223.440179 22 2.5 435 B \n", - "0 22.6 2.5 0 10 223.440179 21.5 2.4 507 B \n", - "0 23 2.6 0 10 233.343849 22.6 2.5 322 B \n", - "0 23 2.6 0 10 233.343849 22.5 2.5 383 B \n", - "0 23.2 2.6 0 10 233.343849 22.7 2.6 414 B \n", - "0 24.3 2.7 0 10 233.343849 24 2.7 475 B \n", - "0 23.6 2.7 0 10 233.343849 23.5 2.6 402 B \n", - "0 25.7 2.9 0 10 233.343849 24.4 2.7 465 B \n", - "0 16.8 1.9 0 10 213.536509 17.4 2 201 B \n", - "\n", - " hwyElec hwyGas make model recharge \\\n", - "0 21.4 2.4 MITSUBISHI i-MiEV 7 \n", - "0 23 2.6 NISSAN LEAF 7 \n", - "0 21.1 2.4 FORD FOCUS ELECTRIC 4 \n", - "0 21.4 2.4 MITSUBISHI i-MiEV 7 \n", - "0 23 2.6 NISSAN LEAF 7 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE CABRIOLET 8 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE COUPE 8 \n", - "0 21.9 2.5 TESLA MODEL S (40 kWh battery) 6 \n", - "0 21.7 2.4 TESLA MODEL S (60 kWh battery) 10 \n", - "0 23.2 2.6 TESLA MODEL S (85 kWh battery) 12 \n", - "0 23.2 2.6 TESLA MODEL S PERFORMANCE 12 \n", - "0 19.6 2.2 CHEVROLET SPARK EV 7 \n", - "0 21.1 2.4 FORD FOCUS ELECTRIC 4 \n", - "0 21.4 2.4 MITSUBISHI i-MiEV 7 \n", - "0 20.8 2.3 NISSAN LEAF 5 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE CABRIOLET 8 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE COUPE 8 \n", - "0 21.7 2.4 TESLA MODEL S (60 kWh battery) 10 \n", - "0 23.2 2.6 TESLA MODEL S (85 kWh battery) 12 \n", - "0 23.2 2.6 TESLA MODEL S PERFORMANCE 12 \n", - "0 18.8 2.1 BMW i3 4 \n", - "0 19.6 2.2 CHEVROLET SPARK EV 7 \n", - "0 21.1 2.4 FORD FOCUS ELECTRIC 4 \n", - "0 22.7 2.6 KIA SOUL EV 4 \n", - "0 21.4 2.4 MITSUBISHI i-MiEV 7 \n", - "0 20.8 2.3 NISSAN LEAF 5 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE CABRIOLET 8 \n", - "0 22.5 2.5 SMART FORTWO ELECTRIC DRIVE COUPE 8 \n", - "0 21.7 2.4 TESLA MODEL S (60 kWh battery) 10 \n", - "0 23.2 2.6 TESLA MODEL S (70 kWh battery) 12 \n", - ".. ... ... ... ... ... \n", - "0 21.5 2.4 TESLA MODEL S P85D/P90D 12 \n", - "0 21 2.4 TESLA MODEL S P90D (Refresh) 12 \n", - "0 20 2.3 TESLA MODEL S P100D 12 \n", - "0 22.2 2.5 TESLA MODEL X 60D 10 \n", - "0 21.9 2.5 TESLA MODEL X 75D 12 \n", - "0 22.2 2.5 TESLA MODEL X 90D 12 \n", - "0 23.3 2.6 TESLA MODEL X P90D 12 \n", - "0 22.9 2.6 TESLA MODEL X P100D 12 \n", - "0 18.8 2.1 BMW i3 (60 Ah) 4 \n", - "0 19.7 2.2 BMW i3 (94 Ah) 5 \n", - "0 19 2.1 CHEVROLET BOLT EV 9.3 \n", - "0 21.8 2.5 FORD FOCUS ELECTRIC 5.5 \n", - "0 23 2.6 KIA SOUL EV 4 \n", - "0 20.5 2.3 MITSUBISHI i-MiEV 7 \n", - "0 20.7 2.3 NISSAN LEAF 6 \n", - "0 20.7 2.3 TESLA MODEL S (60 kWh battery) 10 \n", - "0 21 2.4 TESLA MODEL S (75 kWh battery) 12 \n", - "0 19.6 2.2 TESLA MODEL S 60D 10 \n", - "0 19.9 2.2 TESLA MODEL S 75D 12 \n", - "0 19.7 2.2 TESLA MODEL S 90D 12 \n", - "0 20.5 2.3 TESLA MODEL S 100D 12 \n", - "0 20.9 2.3 TESLA MODEL S P90D 12 \n", - "0 20 2.3 TESLA MODEL S P100D 12 \n", - "0 22.2 2.5 TESLA MODEL X 60D 10 \n", - "0 21.9 2.5 TESLA MODEL X 75D 12 \n", - "0 22.2 2.5 TESLA MODEL X 90D 12 \n", - "0 23.7 2.7 TESLA MODEL X 100D 12 \n", - "0 23.3 2.6 TESLA MODEL X P90D 12 \n", - "0 22.9 2.6 TESLA MODEL X P100D 12 \n", - "0 18.6 2.1 VOLKSWAGEN e-GOLF 5.3 \n", - "\n", - " smogRate vclass year \n", - "0 n/a 1.0 2012.0 \n", - "0 n/a 2.0 2012.0 \n", - "0 n/a 3.0 2013.0 \n", - "0 n/a 1.0 2013.0 \n", - "0 n/a 2.0 2013.0 \n", - "0 n/a 4.0 2013.0 \n", - "0 n/a 4.0 2013.0 \n", - "0 n/a 5.0 2013.0 \n", - "0 n/a 5.0 2013.0 \n", - "0 n/a 5.0 2013.0 \n", - "0 n/a 5.0 2013.0 \n", - "0 n/a 1.0 2014.0 \n", - "0 n/a 3.0 2014.0 \n", - "0 n/a 1.0 2014.0 \n", - "0 n/a 2.0 2014.0 \n", - "0 n/a 4.0 2014.0 \n", - "0 n/a 4.0 2014.0 \n", - "0 n/a 5.0 2014.0 \n", - "0 n/a 5.0 2014.0 \n", - "0 n/a 5.0 2014.0 \n", - "0 n/a 1.0 2015.0 \n", - "0 n/a 1.0 2015.0 \n", - "0 n/a 3.0 2015.0 \n", - "0 n/a 6.0 2015.0 \n", - "0 n/a 1.0 2015.0 \n", - "0 n/a 2.0 2015.0 \n", - "0 n/a 4.0 2015.0 \n", - "0 n/a 4.0 2015.0 \n", - "0 n/a 5.0 2015.0 \n", - "0 n/a 5.0 2015.0 \n", - ".. ... ... ... \n", - "0 n/a 5.0 2016.0 \n", - "0 n/a 5.0 2016.0 \n", - "0 n/a 5.0 2016.0 \n", - "0 n/a 7.0 2016.0 \n", - "0 n/a 7.0 2016.0 \n", - "0 n/a 7.0 2016.0 \n", - "0 n/a 7.0 2016.0 \n", - "0 n/a 7.0 2016.0 \n", - "0 10 1.0 2017.0 \n", - "0 10 1.0 2017.0 \n", - "0 10 6.0 2017.0 \n", - "0 10 3.0 2017.0 \n", - "0 10 6.0 2017.0 \n", - "0 10 1.0 2017.0 \n", - "0 10 2.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 5.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 7.0 2017.0 \n", - "0 10 3.0 2017.0 \n", - "\n", - "[83 rows x 17 columns]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "for index, row in elec.iterrows():\n", - " vclass=row[\"vclass\"]\n", - " if( vclass == 'SUBCOMPACT'):\n", - " vclass=int(1)\n", - " elif(vclass =='MID-SIZE'):\n", - " vclass=int(2)\n", - " elif(vclass =='COMPACT'):\n", - " vclass=int(3)\n", - " elif(vclass =='TWO-SEATER'):\n", - " vclass=int(4)\n", - " elif(vclass =='FULL-SIZE'):\n", - " vclass=int(5)\n", - " elif(vclass =='STATION WAGON - SMALL'):\n", - " vclass=int(6)\n", - " elif(vclass =='SUV - STANDARD'):\n", - " vclass=int(7)\n", - " year=int(row[\"year\"])\n", - " toPredict = pd.DataFrame({'vclass':[vclass], 'year':[year]})\n", - " #print(toPredict.head())\n", - " prediction=model.predict(toPredict)\n", - " #print(prediction)\n", - " dfrow=pd.DataFrame({'year':[year],'make':row[\"make\"],'model':row[\"model\"],'vclass':[vclass],'fuel':row[\"fuel\"],'cityElec':row[\"cityElec\"],'hwyElec':row[\"hwyElec\"],'combElec':row[\"combElec\"],'cityGas':row[\"cityGas\"],'hwyGas':row[\"hwyGas\"],'combGas':row[\"combGas\"],'co2':row[\"co2\"],'co2Rate':row[\"co2Rate\"],'smogRate':row[\"smogRate\"],'dist':row[\"dist\"],'recharge':row[\"recharge\"],'co2saved':prediction})\n", - " db = db.append(dfrow)\n", - "db" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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cityEleccityGasco2co2Rateco2savedcombEleccombGasdistfuelhwyElechwyGasmakemodelrechargesmogRatevclassyear
016.91.90n/a211.10923718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02012.0
119.32.20n/a216.06107221.12.4117B232.6NISSANLEAF7n/a2.02012.0
2192.10n/a219.517627202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02013.0
316.91.90n/a209.61395718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02013.0
419.32.20n/a214.56579221.12.4117B232.6NISSANLEAF7n/a2.02013.0
517.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02013.0
617.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02013.0
722.42.50n/a229.42129722.22.5224B21.92.5TESLAMODEL S (40 kWh battery)6n/a5.02013.0
822.22.50n/a229.42129721.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02013.0
923.82.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02013.0
1023.92.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02013.0
11161.80n/a208.11867817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02014.0
12192.10n/a218.022348202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02014.0
1316.91.90n/a208.11867818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02014.0
1416.51.90n/a213.07051318.42.1135B20.82.3NISSANLEAF5n/a2.02014.0
1517.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02014.0
1617.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02014.0
1722.22.50n/a227.92601821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02014.0
1823.82.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02014.0
1923.92.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02014.0
2015.21.70n/a206.62339816.81.9130B18.82.1BMWi34n/a1.02015.0
21161.80n/a206.62339817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02015.0
22192.10n/a216.527068202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02015.0
2317.520n/a231.38257319.92.2149B22.72.6KIASOUL EV4n/a6.02015.0
2416.91.90n/a206.62339818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02015.0
2516.51.90n/a211.57523318.42.1135B20.82.3NISSANLEAF5n/a2.02015.0
2617.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02015.0
2717.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02015.0
2822.22.50n/a226.43073821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02015.0
2923.82.70n/a226.43073823.62.6377B23.22.6TESLAMODEL S (70 kWh battery)12n/a5.02015.0
......................................................
5323.42.6010224.93545822.52.5407B21.52.4TESLAMODEL S P85D/P90D12n/a5.02016.0
5422.92.6010224.93545822.12.5435B212.4TESLAMODEL S P90D (Refresh)12n/a5.02016.0
5522.62.5010224.93545821.52.4507B202.3TESLAMODEL S P100D12n/a5.02016.0
56232.6010234.83912822.62.5322B22.22.5TESLAMODEL X 60D10n/a7.02016.0
57232.6010234.83912822.52.5383B21.92.5TESLAMODEL X 75D12n/a7.02016.0
5823.22.6010234.83912822.72.6414B22.22.5TESLAMODEL X 90D12n/a7.02016.0
5923.62.7010234.83912823.52.6402B23.32.6TESLAMODEL X P90D12n/a7.02016.0
6025.72.9010234.83912824.42.7465B22.92.6TESLAMODEL X P100D12n/a7.02016.0
6115.21.7010203.63283916.81.9130B18.82.1BMWi3 (60 Ah)4101.02017.0
6216.21.8010203.63283917.82183B19.72.2BMWi3 (94 Ah)5101.02017.0
6316.41.8010228.39201417.62383B192.1CHEVROLETBOLT EV9.3106.02017.0
6417.72010213.53650919.62.2185B21.82.5FORDFOCUS ELECTRIC5.5103.02017.0
6517.42010228.39201419.92.2150B232.6KIASOUL EV4106.02017.0
6616.91.9010203.63283918.72.1100B20.52.3MITSUBISHIi-MiEV7101.02017.0
67171.9010208.58467418.62.1172B20.72.3NISSANLEAF6102.02017.0
6821.52.4010223.44017921.12.4338B20.72.3TESLAMODEL S (60 kWh battery)10105.02017.0
6921.52.4010223.44017921.32.4401B212.4TESLAMODEL S (75 kWh battery)12105.02017.0
7020.62.3010223.44017920.22.3351B19.62.2TESLAMODEL S 60D10105.02017.0
7120.62.3010223.44017920.32.3417B19.92.2TESLAMODEL S 75D12105.02017.0
7220.62.3010223.44017920.22.3473B19.72.2TESLAMODEL S 90D12105.02017.0
7320.72.3010223.44017920.62.3539B20.52.3TESLAMODEL S 100D12105.02017.0
7422.82.6010223.440179222.5435B20.92.3TESLAMODEL S P90D12105.02017.0
7522.62.5010223.44017921.52.4507B202.3TESLAMODEL S P100D12105.02017.0
76232.6010233.34384922.62.5322B22.22.5TESLAMODEL X 60D10107.02017.0
77232.6010233.34384922.52.5383B21.92.5TESLAMODEL X 75D12107.02017.0
7823.22.6010233.34384922.72.6414B22.22.5TESLAMODEL X 90D12107.02017.0
7924.32.7010233.343849242.7475B23.72.7TESLAMODEL X 100D12107.02017.0
8023.62.7010233.34384923.52.6402B23.32.6TESLAMODEL X P90D12107.02017.0
8125.72.9010233.34384924.42.7465B22.92.6TESLAMODEL X P100D12107.02017.0
8216.81.9010213.53650917.42201B18.62.1VOLKSWAGENe-GOLF5.3103.02017.0
\n", - "

83 rows × 17 columns

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cityEleccityGasco2co2Rateco2savedcombEleccombGasdistfuelhwyElechwyGasmakemodelrechargesmogRatevclassyearvehicle
016.91.90n/a211.10923718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02012.0MITSUBISHI i-MiEV
119.32.20n/a216.06107221.12.4117B232.6NISSANLEAF7n/a2.02012.0NISSAN LEAF
2192.10n/a219.517627202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02013.0FORD FOCUS ELECTRIC
316.91.90n/a209.61395718.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02013.0MITSUBISHI i-MiEV
419.32.20n/a214.56579221.12.4117B232.6NISSANLEAF7n/a2.02013.0NISSAN LEAF
517.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02013.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
617.21.90n/a224.46946219.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02013.0SMART FORTWO ELECTRIC DRIVE COUPE
722.42.50n/a229.42129722.22.5224B21.92.5TESLAMODEL S (40 kWh battery)6n/a5.02013.0TESLA MODEL S (40 kWh battery)
822.22.50n/a229.42129721.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02013.0TESLA MODEL S (60 kWh battery)
923.82.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02013.0TESLA MODEL S (85 kWh battery)
1023.92.70n/a229.42129723.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02013.0TESLA MODEL S PERFORMANCE
11161.80n/a208.11867817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02014.0CHEVROLET SPARK EV
12192.10n/a218.022348202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02014.0FORD FOCUS ELECTRIC
1316.91.90n/a208.11867818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02014.0MITSUBISHI i-MiEV
1416.51.90n/a213.07051318.42.1135B20.82.3NISSANLEAF5n/a2.02014.0NISSAN LEAF
1517.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02014.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
1617.21.90n/a222.97418319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02014.0SMART FORTWO ELECTRIC DRIVE COUPE
1722.22.50n/a227.92601821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02014.0TESLA MODEL S (60 kWh battery)
1823.82.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S (85 kWh battery)12n/a5.02014.0TESLA MODEL S (85 kWh battery)
1923.92.70n/a227.92601823.62.6426B23.22.6TESLAMODEL S PERFORMANCE12n/a5.02014.0TESLA MODEL S PERFORMANCE
2015.21.70n/a206.62339816.81.9130B18.82.1BMWi34n/a1.02015.0BMW i3
21161.80n/a206.62339817.82131B19.62.2CHEVROLETSPARK EV7n/a1.02015.0CHEVROLET SPARK EV
22192.10n/a216.527068202.2122B21.12.4FORDFOCUS ELECTRIC4n/a3.02015.0FORD FOCUS ELECTRIC
2317.520n/a231.38257319.92.2149B22.72.6KIASOUL EV4n/a6.02015.0KIA SOUL EV
2416.91.90n/a206.62339818.72.1100B21.42.4MITSUBISHIi-MiEV7n/a1.02015.0MITSUBISHI i-MiEV
2516.51.90n/a211.57523318.42.1135B20.82.3NISSANLEAF5n/a2.02015.0NISSAN LEAF
2617.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE CABRIOLET8n/a4.02015.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
2717.21.90n/a221.47890319.62.2109B22.52.5SMARTFORTWO ELECTRIC DRIVE COUPE8n/a4.02015.0SMART FORTWO ELECTRIC DRIVE COUPE
2822.22.50n/a226.43073821.92.5335B21.72.4TESLAMODEL S (60 kWh battery)10n/a5.02015.0TESLA MODEL S (60 kWh battery)
2923.82.70n/a226.43073823.62.6377B23.22.6TESLAMODEL S (70 kWh battery)12n/a5.02015.0TESLA MODEL S (70 kWh battery)
.........................................................
5323.42.6010224.93545822.52.5407B21.52.4TESLAMODEL S P85D/P90D12n/a5.02016.0TESLA MODEL S P85D/P90D
5422.92.6010224.93545822.12.5435B212.4TESLAMODEL S P90D (Refresh)12n/a5.02016.0TESLA MODEL S P90D (Refresh)
5522.62.5010224.93545821.52.4507B202.3TESLAMODEL S P100D12n/a5.02016.0TESLA MODEL S P100D
56232.6010234.83912822.62.5322B22.22.5TESLAMODEL X 60D10n/a7.02016.0TESLA MODEL X 60D
57232.6010234.83912822.52.5383B21.92.5TESLAMODEL X 75D12n/a7.02016.0TESLA MODEL X 75D
5823.22.6010234.83912822.72.6414B22.22.5TESLAMODEL X 90D12n/a7.02016.0TESLA MODEL X 90D
5923.62.7010234.83912823.52.6402B23.32.6TESLAMODEL X P90D12n/a7.02016.0TESLA MODEL X P90D
6025.72.9010234.83912824.42.7465B22.92.6TESLAMODEL X P100D12n/a7.02016.0TESLA MODEL X P100D
6115.21.7010203.63283916.81.9130B18.82.1BMWi3 (60 Ah)4101.02017.0BMW i3 (60 Ah)
6216.21.8010203.63283917.82183B19.72.2BMWi3 (94 Ah)5101.02017.0BMW i3 (94 Ah)
6316.41.8010228.39201417.62383B192.1CHEVROLETBOLT EV9.3106.02017.0CHEVROLET BOLT EV
6417.72010213.53650919.62.2185B21.82.5FORDFOCUS ELECTRIC5.5103.02017.0FORD FOCUS ELECTRIC
6517.42010228.39201419.92.2150B232.6KIASOUL EV4106.02017.0KIA SOUL EV
6616.91.9010203.63283918.72.1100B20.52.3MITSUBISHIi-MiEV7101.02017.0MITSUBISHI i-MiEV
67171.9010208.58467418.62.1172B20.72.3NISSANLEAF6102.02017.0NISSAN LEAF
6821.52.4010223.44017921.12.4338B20.72.3TESLAMODEL S (60 kWh battery)10105.02017.0TESLA MODEL S (60 kWh battery)
6921.52.4010223.44017921.32.4401B212.4TESLAMODEL S (75 kWh battery)12105.02017.0TESLA MODEL S (75 kWh battery)
7020.62.3010223.44017920.22.3351B19.62.2TESLAMODEL S 60D10105.02017.0TESLA MODEL S 60D
7120.62.3010223.44017920.32.3417B19.92.2TESLAMODEL S 75D12105.02017.0TESLA MODEL S 75D
7220.62.3010223.44017920.22.3473B19.72.2TESLAMODEL S 90D12105.02017.0TESLA MODEL S 90D
7320.72.3010223.44017920.62.3539B20.52.3TESLAMODEL S 100D12105.02017.0TESLA MODEL S 100D
7422.82.6010223.440179222.5435B20.92.3TESLAMODEL S P90D12105.02017.0TESLA MODEL S P90D
7522.62.5010223.44017921.52.4507B202.3TESLAMODEL S P100D12105.02017.0TESLA MODEL S P100D
76232.6010233.34384922.62.5322B22.22.5TESLAMODEL X 60D10107.02017.0TESLA MODEL X 60D
77232.6010233.34384922.52.5383B21.92.5TESLAMODEL X 75D12107.02017.0TESLA MODEL X 75D
7823.22.6010233.34384922.72.6414B22.22.5TESLAMODEL X 90D12107.02017.0TESLA MODEL X 90D
7924.32.7010233.343849242.7475B23.72.7TESLAMODEL X 100D12107.02017.0TESLA MODEL X 100D
8023.62.7010233.34384923.52.6402B23.32.6TESLAMODEL X P90D12107.02017.0TESLA MODEL X P90D
8125.72.9010233.34384924.42.7465B22.92.6TESLAMODEL X P100D12107.02017.0TESLA MODEL X P100D
8216.81.9010213.53650917.42201B18.62.1VOLKSWAGENe-GOLF5.3103.02017.0VOLKSWAGEN e-GOLF
\n", - "

83 rows × 18 columns

\n", - "
" - ], - "text/plain": [ - " cityElec cityGas co2 co2Rate co2saved combElec combGas dist fuel \\\n", - "0 16.9 1.9 0 n/a 211.109237 18.7 2.1 100 B \n", - "1 19.3 2.2 0 n/a 216.061072 21.1 2.4 117 B \n", - "2 19 2.1 0 n/a 219.517627 20 2.2 122 B \n", - "3 16.9 1.9 0 n/a 209.613957 18.7 2.1 100 B \n", - "4 19.3 2.2 0 n/a 214.565792 21.1 2.4 117 B \n", - "5 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "6 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "7 22.4 2.5 0 n/a 229.421297 22.2 2.5 224 B \n", - "8 22.2 2.5 0 n/a 229.421297 21.9 2.5 335 B \n", - "9 23.8 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "10 23.9 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "11 16 1.8 0 n/a 208.118678 17.8 2 131 B \n", - "12 19 2.1 0 n/a 218.022348 20 2.2 122 B \n", - "13 16.9 1.9 0 n/a 208.118678 18.7 2.1 100 B \n", - "14 16.5 1.9 0 n/a 213.070513 18.4 2.1 135 B \n", - "15 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "16 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "17 22.2 2.5 0 n/a 227.926018 21.9 2.5 335 B \n", - "18 23.8 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "19 23.9 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "20 15.2 1.7 0 n/a 206.623398 16.8 1.9 130 B \n", - "21 16 1.8 0 n/a 206.623398 17.8 2 131 B \n", - "22 19 2.1 0 n/a 216.527068 20 2.2 122 B \n", - "23 17.5 2 0 n/a 231.382573 19.9 2.2 149 B \n", - "24 16.9 1.9 0 n/a 206.623398 18.7 2.1 100 B \n", - "25 16.5 1.9 0 n/a 211.575233 18.4 2.1 135 B \n", - "26 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "27 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "28 22.2 2.5 0 n/a 226.430738 21.9 2.5 335 B \n", - "29 23.8 2.7 0 n/a 226.430738 23.6 2.6 377 B \n", - ".. ... ... .. ... ... ... ... ... ... \n", - "53 23.4 2.6 0 10 224.935458 22.5 2.5 407 B \n", - "54 22.9 2.6 0 10 224.935458 22.1 2.5 435 B \n", - "55 22.6 2.5 0 10 224.935458 21.5 2.4 507 B \n", - "56 23 2.6 0 10 234.839128 22.6 2.5 322 B \n", - "57 23 2.6 0 10 234.839128 22.5 2.5 383 B \n", - "58 23.2 2.6 0 10 234.839128 22.7 2.6 414 B \n", - "59 23.6 2.7 0 10 234.839128 23.5 2.6 402 B \n", - 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cityEleccityGasco2co2Rateco2savedcombEleccombGasdistfuelhwyElechwyGasrechargesmogRatevclassyearvehicle
016.91.90n/a211.10923718.72.1100B21.42.47n/a1.02012.0MITSUBISHI i-MiEV
119.32.20n/a216.06107221.12.4117B232.67n/a2.02012.0NISSAN LEAF
2192.10n/a219.517627202.2122B21.12.44n/a3.02013.0FORD FOCUS ELECTRIC
316.91.90n/a209.61395718.72.1100B21.42.47n/a1.02013.0MITSUBISHI i-MiEV
419.32.20n/a214.56579221.12.4117B232.67n/a2.02013.0NISSAN LEAF
517.21.90n/a224.46946219.62.2109B22.52.58n/a4.02013.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
617.21.90n/a224.46946219.62.2109B22.52.58n/a4.02013.0SMART FORTWO ELECTRIC DRIVE COUPE
722.42.50n/a229.42129722.22.5224B21.92.56n/a5.02013.0TESLA MODEL S (40 kWh battery)
822.22.50n/a229.42129721.92.5335B21.72.410n/a5.02013.0TESLA MODEL S (60 kWh battery)
923.82.70n/a229.42129723.62.6426B23.22.612n/a5.02013.0TESLA MODEL S (85 kWh battery)
1023.92.70n/a229.42129723.62.6426B23.22.612n/a5.02013.0TESLA MODEL S PERFORMANCE
11161.80n/a208.11867817.82131B19.62.27n/a1.02014.0CHEVROLET SPARK EV
12192.10n/a218.022348202.2122B21.12.44n/a3.02014.0FORD FOCUS ELECTRIC
1316.91.90n/a208.11867818.72.1100B21.42.47n/a1.02014.0MITSUBISHI i-MiEV
1416.51.90n/a213.07051318.42.1135B20.82.35n/a2.02014.0NISSAN LEAF
1517.21.90n/a222.97418319.62.2109B22.52.58n/a4.02014.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
1617.21.90n/a222.97418319.62.2109B22.52.58n/a4.02014.0SMART FORTWO ELECTRIC DRIVE COUPE
1722.22.50n/a227.92601821.92.5335B21.72.410n/a5.02014.0TESLA MODEL S (60 kWh battery)
1823.82.70n/a227.92601823.62.6426B23.22.612n/a5.02014.0TESLA MODEL S (85 kWh battery)
1923.92.70n/a227.92601823.62.6426B23.22.612n/a5.02014.0TESLA MODEL S PERFORMANCE
2015.21.70n/a206.62339816.81.9130B18.82.14n/a1.02015.0BMW i3
21161.80n/a206.62339817.82131B19.62.27n/a1.02015.0CHEVROLET SPARK EV
22192.10n/a216.527068202.2122B21.12.44n/a3.02015.0FORD FOCUS ELECTRIC
2317.520n/a231.38257319.92.2149B22.72.64n/a6.02015.0KIA SOUL EV
2416.91.90n/a206.62339818.72.1100B21.42.47n/a1.02015.0MITSUBISHI i-MiEV
2516.51.90n/a211.57523318.42.1135B20.82.35n/a2.02015.0NISSAN LEAF
2617.21.90n/a221.47890319.62.2109B22.52.58n/a4.02015.0SMART FORTWO ELECTRIC DRIVE CABRIOLET
2717.21.90n/a221.47890319.62.2109B22.52.58n/a4.02015.0SMART FORTWO ELECTRIC DRIVE COUPE
2822.22.50n/a226.43073821.92.5335B21.72.410n/a5.02015.0TESLA MODEL S (60 kWh battery)
2923.82.70n/a226.43073823.62.6377B23.22.612n/a5.02015.0TESLA MODEL S (70 kWh battery)
...................................................
5323.42.6010224.93545822.52.5407B21.52.412n/a5.02016.0TESLA MODEL S P85D/P90D
5422.92.6010224.93545822.12.5435B212.412n/a5.02016.0TESLA MODEL S P90D (Refresh)
5522.62.5010224.93545821.52.4507B202.312n/a5.02016.0TESLA MODEL S P100D
56232.6010234.83912822.62.5322B22.22.510n/a7.02016.0TESLA MODEL X 60D
57232.6010234.83912822.52.5383B21.92.512n/a7.02016.0TESLA MODEL X 75D
5823.22.6010234.83912822.72.6414B22.22.512n/a7.02016.0TESLA MODEL X 90D
5923.62.7010234.83912823.52.6402B23.32.612n/a7.02016.0TESLA MODEL X P90D
6025.72.9010234.83912824.42.7465B22.92.612n/a7.02016.0TESLA MODEL X P100D
6115.21.7010203.63283916.81.9130B18.82.14101.02017.0BMW i3 (60 Ah)
6216.21.8010203.63283917.82183B19.72.25101.02017.0BMW i3 (94 Ah)
6316.41.8010228.39201417.62383B192.19.3106.02017.0CHEVROLET BOLT EV
6417.72010213.53650919.62.2185B21.82.55.5103.02017.0FORD FOCUS ELECTRIC
6517.42010228.39201419.92.2150B232.64106.02017.0KIA SOUL EV
6616.91.9010203.63283918.72.1100B20.52.37101.02017.0MITSUBISHI i-MiEV
67171.9010208.58467418.62.1172B20.72.36102.02017.0NISSAN LEAF
6821.52.4010223.44017921.12.4338B20.72.310105.02017.0TESLA MODEL S (60 kWh battery)
6921.52.4010223.44017921.32.4401B212.412105.02017.0TESLA MODEL S (75 kWh battery)
7020.62.3010223.44017920.22.3351B19.62.210105.02017.0TESLA MODEL S 60D
7120.62.3010223.44017920.32.3417B19.92.212105.02017.0TESLA MODEL S 75D
7220.62.3010223.44017920.22.3473B19.72.212105.02017.0TESLA MODEL S 90D
7320.72.3010223.44017920.62.3539B20.52.312105.02017.0TESLA MODEL S 100D
7422.82.6010223.440179222.5435B20.92.312105.02017.0TESLA MODEL S P90D
7522.62.5010223.44017921.52.4507B202.312105.02017.0TESLA MODEL S P100D
76232.6010233.34384922.62.5322B22.22.510107.02017.0TESLA MODEL X 60D
77232.6010233.34384922.52.5383B21.92.512107.02017.0TESLA MODEL X 75D
7823.22.6010233.34384922.72.6414B22.22.512107.02017.0TESLA MODEL X 90D
7924.32.7010233.343849242.7475B23.72.712107.02017.0TESLA MODEL X 100D
8023.62.7010233.34384923.52.6402B23.32.612107.02017.0TESLA MODEL X P90D
8125.72.9010233.34384924.42.7465B22.92.612107.02017.0TESLA MODEL X P100D
8216.81.9010213.53650917.42201B18.62.15.3103.02017.0VOLKSWAGEN e-GOLF
\n", - "

83 rows × 16 columns

\n", - "
" - ], - "text/plain": [ - " cityElec cityGas co2 co2Rate co2saved combElec combGas dist fuel \\\n", - "0 16.9 1.9 0 n/a 211.109237 18.7 2.1 100 B \n", - "1 19.3 2.2 0 n/a 216.061072 21.1 2.4 117 B \n", - "2 19 2.1 0 n/a 219.517627 20 2.2 122 B \n", - "3 16.9 1.9 0 n/a 209.613957 18.7 2.1 100 B \n", - "4 19.3 2.2 0 n/a 214.565792 21.1 2.4 117 B \n", - "5 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "6 17.2 1.9 0 n/a 224.469462 19.6 2.2 109 B \n", - "7 22.4 2.5 0 n/a 229.421297 22.2 2.5 224 B \n", - "8 22.2 2.5 0 n/a 229.421297 21.9 2.5 335 B \n", - "9 23.8 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "10 23.9 2.7 0 n/a 229.421297 23.6 2.6 426 B \n", - "11 16 1.8 0 n/a 208.118678 17.8 2 131 B \n", - "12 19 2.1 0 n/a 218.022348 20 2.2 122 B \n", - "13 16.9 1.9 0 n/a 208.118678 18.7 2.1 100 B \n", - "14 16.5 1.9 0 n/a 213.070513 18.4 2.1 135 B \n", - "15 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "16 17.2 1.9 0 n/a 222.974183 19.6 2.2 109 B \n", - "17 22.2 2.5 0 n/a 227.926018 21.9 2.5 335 B \n", - "18 23.8 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "19 23.9 2.7 0 n/a 227.926018 23.6 2.6 426 B \n", - "20 15.2 1.7 0 n/a 206.623398 16.8 1.9 130 B \n", - "21 16 1.8 0 n/a 206.623398 17.8 2 131 B \n", - "22 19 2.1 0 n/a 216.527068 20 2.2 122 B \n", - "23 17.5 2 0 n/a 231.382573 19.9 2.2 149 B \n", - "24 16.9 1.9 0 n/a 206.623398 18.7 2.1 100 B \n", - "25 16.5 1.9 0 n/a 211.575233 18.4 2.1 135 B \n", - "26 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "27 17.2 1.9 0 n/a 221.478903 19.6 2.2 109 B \n", - "28 22.2 2.5 0 n/a 226.430738 21.9 2.5 335 B \n", - "29 23.8 2.7 0 n/a 226.430738 23.6 2.6 377 B \n", - ".. ... ... .. ... ... ... ... ... ... \n", - "53 23.4 2.6 0 10 224.935458 22.5 2.5 407 B \n", - "54 22.9 2.6 0 10 224.935458 22.1 2.5 435 B \n", - "55 22.6 2.5 0 10 224.935458 21.5 2.4 507 B \n", - "56 23 2.6 0 10 234.839128 22.6 2.5 322 B \n", - "57 23 2.6 0 10 234.839128 22.5 2.5 383 B \n", - "58 23.2 2.6 0 10 234.839128 22.7 2.6 414 B \n", - "59 23.6 2.7 0 10 234.839128 23.5 2.6 402 B \n", - "60 25.7 2.9 0 10 234.839128 24.4 2.7 465 B \n", - "61 15.2 1.7 0 10 203.632839 16.8 1.9 130 B \n", - "62 16.2 1.8 0 10 203.632839 17.8 2 183 B \n", - "63 16.4 1.8 0 10 228.392014 17.6 2 383 B \n", - "64 17.7 2 0 10 213.536509 19.6 2.2 185 B \n", - "65 17.4 2 0 10 228.392014 19.9 2.2 150 B \n", - "66 16.9 1.9 0 10 203.632839 18.7 2.1 100 B \n", - "67 17 1.9 0 10 208.584674 18.6 2.1 172 B \n", - "68 21.5 2.4 0 10 223.440179 21.1 2.4 338 B \n", - "69 21.5 2.4 0 10 223.440179 21.3 2.4 401 B \n", - "70 20.6 2.3 0 10 223.440179 20.2 2.3 351 B \n", - "71 20.6 2.3 0 10 223.440179 20.3 2.3 417 B \n", - "72 20.6 2.3 0 10 223.440179 20.2 2.3 473 B \n", - "73 20.7 2.3 0 10 223.440179 20.6 2.3 539 B \n", - "74 22.8 2.6 0 10 223.440179 22 2.5 435 B \n", - "75 22.6 2.5 0 10 223.440179 21.5 2.4 507 B \n", - "76 23 2.6 0 10 233.343849 22.6 2.5 322 B \n", - "77 23 2.6 0 10 233.343849 22.5 2.5 383 B \n", - "78 23.2 2.6 0 10 233.343849 22.7 2.6 414 B \n", - "79 24.3 2.7 0 10 233.343849 24 2.7 475 B \n", - "80 23.6 2.7 0 10 233.343849 23.5 2.6 402 B \n", - "81 25.7 2.9 0 10 233.343849 24.4 2.7 465 B \n", - "82 16.8 1.9 0 10 213.536509 17.4 2 201 B \n", - "\n", - " hwyElec hwyGas recharge smogRate vclass year \\\n", - "0 21.4 2.4 7 n/a 1.0 2012.0 \n", - "1 23 2.6 7 n/a 2.0 2012.0 \n", - "2 21.1 2.4 4 n/a 3.0 2013.0 \n", - "3 21.4 2.4 7 n/a 1.0 2013.0 \n", - "4 23 2.6 7 n/a 2.0 2013.0 \n", - "5 22.5 2.5 8 n/a 4.0 2013.0 \n", - "6 22.5 2.5 8 n/a 4.0 2013.0 \n", - "7 21.9 2.5 6 n/a 5.0 2013.0 \n", - "8 21.7 2.4 10 n/a 5.0 2013.0 \n", - "9 23.2 2.6 12 n/a 5.0 2013.0 \n", - "10 23.2 2.6 12 n/a 5.0 2013.0 \n", - "11 19.6 2.2 7 n/a 1.0 2014.0 \n", - "12 21.1 2.4 4 n/a 3.0 2014.0 \n", - "13 21.4 2.4 7 n/a 1.0 2014.0 \n", - "14 20.8 2.3 5 n/a 2.0 2014.0 \n", - "15 22.5 2.5 8 n/a 4.0 2014.0 \n", - "16 22.5 2.5 8 n/a 4.0 2014.0 \n", - "17 21.7 2.4 10 n/a 5.0 2014.0 \n", - "18 23.2 2.6 12 n/a 5.0 2014.0 \n", - "19 23.2 2.6 12 n/a 5.0 2014.0 \n", - "20 18.8 2.1 4 n/a 1.0 2015.0 \n", - "21 19.6 2.2 7 n/a 1.0 2015.0 \n", - "22 21.1 2.4 4 n/a 3.0 2015.0 \n", - "23 22.7 2.6 4 n/a 6.0 2015.0 \n", - "24 21.4 2.4 7 n/a 1.0 2015.0 \n", - "25 20.8 2.3 5 n/a 2.0 2015.0 \n", - "26 22.5 2.5 8 n/a 4.0 2015.0 \n", - "27 22.5 2.5 8 n/a 4.0 2015.0 \n", - "28 21.7 2.4 10 n/a 5.0 2015.0 \n", - "29 23.2 2.6 12 n/a 5.0 2015.0 \n", - ".. ... ... ... ... ... ... \n", - "53 21.5 2.4 12 n/a 5.0 2016.0 \n", - "54 21 2.4 12 n/a 5.0 2016.0 \n", - "55 20 2.3 12 n/a 5.0 2016.0 \n", - "56 22.2 2.5 10 n/a 7.0 2016.0 \n", - "57 21.9 2.5 12 n/a 7.0 2016.0 \n", - "58 22.2 2.5 12 n/a 7.0 2016.0 \n", - "59 23.3 2.6 12 n/a 7.0 2016.0 \n", - "60 22.9 2.6 12 n/a 7.0 2016.0 \n", - "61 18.8 2.1 4 10 1.0 2017.0 \n", - "62 19.7 2.2 5 10 1.0 2017.0 \n", - "63 19 2.1 9.3 10 6.0 2017.0 \n", - "64 21.8 2.5 5.5 10 3.0 2017.0 \n", - "65 23 2.6 4 10 6.0 2017.0 \n", - "66 20.5 2.3 7 10 1.0 2017.0 \n", - "67 20.7 2.3 6 10 2.0 2017.0 \n", - "68 20.7 2.3 10 10 5.0 2017.0 \n", - "69 21 2.4 12 10 5.0 2017.0 \n", - "70 19.6 2.2 10 10 5.0 2017.0 \n", - "71 19.9 2.2 12 10 5.0 2017.0 \n", - "72 19.7 2.2 12 10 5.0 2017.0 \n", - "73 20.5 2.3 12 10 5.0 2017.0 \n", - "74 20.9 2.3 12 10 5.0 2017.0 \n", - "75 20 2.3 12 10 5.0 2017.0 \n", - "76 22.2 2.5 10 10 7.0 2017.0 \n", - "77 21.9 2.5 12 10 7.0 2017.0 \n", - "78 22.2 2.5 12 10 7.0 2017.0 \n", - "79 23.7 2.7 12 10 7.0 2017.0 \n", - "80 23.3 2.6 12 10 7.0 2017.0 \n", - "81 22.9 2.6 12 10 7.0 2017.0 \n", - "82 18.6 2.1 5.3 10 3.0 2017.0 \n", - "\n", - " vehicle \n", - "0 MITSUBISHI i-MiEV \n", - "1 NISSAN LEAF \n", - "2 FORD FOCUS ELECTRIC \n", - "3 MITSUBISHI i-MiEV \n", - "4 NISSAN LEAF \n", - "5 SMART FORTWO ELECTRIC DRIVE CABRIOLET \n", - "6 SMART FORTWO ELECTRIC DRIVE COUPE \n", - "7 TESLA MODEL S (40 kWh battery) \n", - "8 TESLA MODEL S (60 kWh battery) \n", - "9 TESLA MODEL S (85 kWh battery) \n", - "10 TESLA MODEL S PERFORMANCE \n", - "11 CHEVROLET SPARK EV \n", - "12 FORD FOCUS ELECTRIC \n", - "13 MITSUBISHI i-MiEV \n", - "14 NISSAN LEAF \n", - "15 SMART FORTWO ELECTRIC DRIVE CABRIOLET \n", - "16 SMART FORTWO ELECTRIC DRIVE COUPE \n", - "17 TESLA MODEL S (60 kWh battery) \n", - "18 TESLA MODEL S (85 kWh battery) \n", - "19 TESLA MODEL S PERFORMANCE \n", - "20 BMW i3 \n", - "21 CHEVROLET SPARK EV \n", - "22 FORD FOCUS ELECTRIC \n", - "23 KIA SOUL EV \n", - "24 MITSUBISHI i-MiEV \n", - "25 NISSAN LEAF \n", - "26 SMART FORTWO ELECTRIC DRIVE CABRIOLET \n", - "27 SMART FORTWO ELECTRIC DRIVE COUPE \n", - "28 TESLA MODEL S (60 kWh battery) \n", - "29 TESLA MODEL S (70 kWh battery) \n", - ".. ... \n", - "53 TESLA MODEL S P85D/P90D \n", - "54 TESLA MODEL S P90D (Refresh) \n", - "55 TESLA MODEL S P100D \n", - "56 TESLA MODEL X 60D \n", - "57 TESLA MODEL X 75D \n", - "58 TESLA MODEL X 90D \n", - "59 TESLA MODEL X P90D \n", - "60 TESLA MODEL X P100D \n", - "61 BMW i3 (60 Ah) \n", - "62 BMW i3 (94 Ah) \n", - "63 CHEVROLET BOLT EV \n", - "64 FORD FOCUS ELECTRIC \n", - "65 KIA SOUL EV \n", - "66 MITSUBISHI i-MiEV \n", - "67 NISSAN LEAF \n", - "68 TESLA MODEL S (60 kWh battery) \n", - "69 TESLA MODEL S (75 kWh battery) \n", - "70 TESLA MODEL S 60D \n", - "71 TESLA MODEL S 75D \n", - "72 TESLA MODEL S 90D \n", - "73 TESLA MODEL S 100D \n", - "74 TESLA MODEL S P90D \n", - "75 TESLA MODEL S P100D \n", - "76 TESLA MODEL X 60D \n", - "77 TESLA MODEL X 75D \n", - "78 TESLA MODEL X 90D \n", - "79 TESLA MODEL X 100D \n", - "80 TESLA MODEL X P90D \n", - "81 TESLA MODEL X P100D \n", - "82 VOLKSWAGEN e-GOLF \n", - "\n", - "[83 rows x 16 columns]" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "db.drop([\"make\",\"model\"],inplace=True,axis=1)\n", - "db" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "db.to_csv('Database.csv')\n", - "db.to_json('Databasejs.json')" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -}