{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# \"Alternative-fuel\" vehicles in Delaware: Data analysis\n", "Peter Attia, [petermattia.com](http://petermattia.com)\n", "\n", "Last updated November 9, 2017\n", "\n", "This notebook investigates alternative-fuel vehicle purchases in Delaware. Alternative-fuel vehicles include:\n", "- Battery electric vehicles (BEVs)\n", "- Plug-in hybrid electric vehicles (PHEVs)\n", "- Propane or natural gas vehicles\n", "\n", "Rebates data downloaded on October 22, 2017 (data last updated October 2, 2017) from [this link](https://data.delaware.gov/Energy-and-Environment/State-Rebates-for-Alternative-Fuel-Vehicles/8z8z-di7f)\n", "\n", "More information about the program:\n", "- http://dnrec.alpha.delaware.gov/energy-climate/clean-transportation/vehicle-rebates/\n", "- http://www.dnrec.delaware.gov/energy/Pages/The-Delaware-Clean-Vehicle-Rebate-Program.aspx\n", "- http://www.dnrec.delaware.gov/energy/Pages/Clean-Transportation-Incentives-Home.aspx\n", "- http://www.dnrec.delaware.gov/energy/Pages/Clean-Transportation-July2015-October2016.aspx\n", "\n", "This notebook contains the data analysis process for this dataset. [Another notebook](http://nbviewer.jupyter.org/github/petermattia/Delaware-EVs/blob/master/Electric%20vehicles%20in%20Delaware%20-%20Data%20analysis.ipynb) shows the data cleaning.\n", "\n", "## Imports and defaults" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# IMPORTS\n", "import numpy as np\n", "import pandas as pd\n", "from collections import Counter\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import folium\n", "import json\n", "\n", "# DEFAULTS\n", "%matplotlib inline\n", "pd.set_option(\"display.max_rows\",10)\n", "pd.set_option(\"display.max_columns\",20)\n", "sns.set(font_scale=2)\n", "sns.set_style(\"dark\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the cleaned `rebates` dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Award_NumberRebate_AmountCityStateCountyZipAgeGenderDate_of_PurchaseDealershipVehicle_TypeMakeModelYearLease?Gasoline_EmissionsAlt-Fuel_Emissions
0CVR071501$2200.00HockessinDENew Castle1970781.0M2015-07-20Sheridan FordPlug-in HybridFordFusion Energi2016No14815.06575.0
1CVR071502$2200.00WilmingtonDENew Castle1980947.0M2015-07-20Porter FordPlug-in HybridFordC-Max Energi2015Yes14815.06575.0
2CVR071503$2200.00WilmingtonDENew Castle1981047.0M2015-07-22Darcars of Lanham Severn. Inc.ElectricFordFocus Electric2015Yes14815.05539.0
3CVR071504$2200.00WilmingtonDENew Castle1980866.0M2015-07-20Sheridan FordPlug-in HybridFordC-Max Energi2015Yes14815.06575.0
4CVR071505$2200.00New CastleDENew Castle1972051.0M2015-07-24Sheridan FordPlug-in HybridFordFusion Energi2015Yes14815.06575.0
......................................................
510CVR0616147$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
511CVR0616148$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
512CVR0616149$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
513CVR0616150$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
514CVR0616151$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
\n", "

515 rows × 17 columns

\n", "
" ], "text/plain": [ " Award_Number Rebate_Amount City State County Zip Age \\\n", "0 CVR071501 $2200.00 Hockessin DE New Castle 19707 81.0 \n", "1 CVR071502 $2200.00 Wilmington DE New Castle 19809 47.0 \n", "2 CVR071503 $2200.00 Wilmington DE New Castle 19810 47.0 \n", "3 CVR071504 $2200.00 Wilmington DE New Castle 19808 66.0 \n", "4 CVR071505 $2200.00 New Castle DE New Castle 19720 51.0 \n", ".. ... ... ... ... ... ... ... \n", "510 CVR0616147 $1100.00 Dover DE Kent 19901 NaN \n", "511 CVR0616148 $1100.00 Dover DE Kent 19901 NaN \n", "512 CVR0616149 $1100.00 Dover DE Kent 19901 NaN \n", "513 CVR0616150 $1100.00 Dover DE Kent 19901 NaN \n", "514 CVR0616151 $1100.00 Dover DE Kent 19901 NaN \n", "\n", " Gender Date_of_Purchase Dealership \\\n", "0 M 2015-07-20 Sheridan Ford \n", "1 M 2015-07-20 Porter Ford \n", "2 M 2015-07-22 Darcars of Lanham Severn. Inc. \n", "3 M 2015-07-20 Sheridan Ford \n", "4 M 2015-07-24 Sheridan Ford \n", ".. ... ... ... \n", "510 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "511 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "512 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "513 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "514 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "\n", " Vehicle_Type Make Model Year Lease? Gasoline_Emissions \\\n", "0 Plug-in Hybrid Ford Fusion Energi 2016 No 14815.0 \n", "1 Plug-in Hybrid Ford C-Max Energi 2015 Yes 14815.0 \n", "2 Electric Ford Focus Electric 2015 Yes 14815.0 \n", "3 Plug-in Hybrid Ford C-Max Energi 2015 Yes 14815.0 \n", "4 Plug-in Hybrid Ford Fusion Energi 2015 Yes 14815.0 \n", ".. ... ... ... ... ... ... \n", "510 Propane Ford E-450 Phoenix 2016 No NaN \n", "511 Propane Ford E-450 Phoenix 2016 No NaN \n", "512 Propane Ford E-450 Phoenix 2016 No NaN \n", "513 Propane Ford E-450 Phoenix 2016 No NaN \n", "514 Propane Ford E-450 Phoenix 2016 No NaN \n", "\n", " Alt-Fuel_Emissions \n", "0 6575.0 \n", "1 6575.0 \n", "2 5539.0 \n", "3 6575.0 \n", "4 6575.0 \n", ".. ... \n", "510 NaN \n", "511 NaN \n", "512 NaN \n", "513 NaN \n", "514 NaN \n", "\n", "[515 rows x 17 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rebates = pd.read_csv('State_Rebates_for_Alternative-Fuel_Vehicles_cleaned.csv')\n", "rebates[\"Date_of_Purchase\"] = pd.to_datetime(rebates[\"Date_of_Purchase\"]) # must adjust in this notebook\n", "rebates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminary data exploration\n", "### Ages\n", "#### All alternative fuel vehicles" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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aGv75558KYyooeGCo8Kp0/MqON3TcJG6V/fk7OztY3GfFlApzseXUmlaZX96J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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 4)) \n", "plt.subplot(1,2,1)\n", "rebates[\"Age\"].dropna().hist(bins=np.arange(20,100,1))\n", "plt.xlim(20,100)\n", "plt.xlabel('Age'),plt.ylabel('Frequency')\n", "\n", "plt.subplot(1,2,2)\n", "rebates[\"Age\"].dropna().hist(bins=np.arange(20,110,10))\n", "plt.xlabel('Age (decade of life)'),plt.ylabel('Frequency')\n", "plt.xlim(20,100)\n", "\n", "plt.tight_layout()\n", "plt.savefig('age.svg',bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[(50.0, 17), (47.0, 16), (31.0, 16), (65.0, 16), (59.0, 15)]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Counter(rebates[\"Age\"]).most_common(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Just Teslas" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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nTsXXX3+NqKgoAMCLFy9w8eJFBAcHY/r06Shfvjw+/vhjXcdLRGRUDJlT+/fvDzMzM6xa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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 4)) \n", "plt.subplot(1,2,1)\n", "rebates[rebates['Make'] == 'Tesla'][\"Age\"].dropna().hist(bins=np.arange(20,100,1))\n", "plt.xlabel('Age'),plt.ylabel('Frequency')\n", "plt.xlim(20,100)\n", "\n", "plt.subplot(1,2,2)\n", "rebates[rebates['Make'] == 'Tesla'][\"Age\"].dropna().hist(bins=np.arange(20,100,10))\n", "plt.xlabel('Age (decade of life)'),plt.ylabel('Frequency')\n", "plt.xlim(20,100)\n", "\n", "plt.tight_layout()\n", "plt.savefig('age_tesla.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### County" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### All alternative fuel vehicles" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iCQxLIiIiCQxLIiIiCQxLIiIiCQxLIiIiCQxLIiIiCQxLIiIiCQxLIiIiCQxLIiIiCQxL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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates['County'].value_counts().plot(kind='barh')\n", "plt.xlabel('Number of alternative fuel vehicles')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### Just Teslas" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Hj0zbjh8/zp9//smzzz6Lo6Mjp06domzZshQvXjxTXzc3NwBOnDiR5zVL7ktJ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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates[rebates['Make']=='Tesla']['County'].value_counts().plot(kind='barh')\n", "plt.xlabel('Number of Teslas')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fraction of purchases that are Teslas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y5cr4888/YWBgoHJ/MKAQ/fcwoJQcA4r0VPiAQsoYUIj+exhQSo4BRXoq7BgUIiIi+ngx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\nRVsdPvuWsgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(100 * rebates[rebates['Make']=='Tesla']['County'].value_counts() / rebates['County'].value_counts()).plot(kind='barh')\n", "plt.xlabel('Fraction of Teslas of total alternative fuel vehicles (%)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Combined plot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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LlhBCCPkn4TgOZmZmZf6VfIktSd7zWlVVFXfv3sWTJ09kPihI5efno1mzZgCK21VLSZ/P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\nRERERETEwv0fBQHxwjVanikAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 4)) \n", "\n", "plt.subplot(1,3,1)\n", "rebates['County'].value_counts().plot(kind='barh')\n", "plt.title('Number of \\nalternative fuel vehicles')\n", "plt.xlabel('Count')\n", "\n", "plt.subplot(1,3,2)\n", "rebates[rebates['Make']=='Tesla']['County'].value_counts().plot(kind='barh')\n", "plt.title('Number of Teslas')\n", "plt.xlabel('Count')\n", "plt.gca().set_yticklabels(['','',''])\n", "\n", "plt.subplot(1,3,3)\n", "(100 * rebates[rebates['Make']=='Tesla']['County'].value_counts() / rebates['County'].value_counts()).plot(kind='barh')\n", "plt.title('Fraction of Teslas of total\\nalternative fuel vehicles')\n", "plt.xlabel('Percent (%)')\n", "plt.gca().set_yticklabels(['','',''])\n", "\n", "plt.tight_layout()\n", "plt.savefig('counties.svg',bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Hc3Pzcv9Kv8iWJu/Zrqqqilu3buHBgwcyHyCkCgoK0LRpUwAl7aylpM9yaQxSmkAggI+P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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 4)) \n", "\n", "# Population values taken from googling \"__ county delaware\" (google returned 2015 values)\n", "county_pop_dict = {\"New Castle\": 556779, \"Kent\": 173533, \"Sussex\": 215622 }\n", "\n", "plt.subplot(1,3,1)\n", "county_afv_norm = dict(rebates['County'].value_counts())\n", "county_afv_norm.update({n: 10000*county_afv_norm[n]/county_pop_dict[n] for n in county_afv_norm.keys()})\n", "plt.barh(range(len(county_afv_norm)), county_afv_norm.values(), align='center')\n", "plt.yticks(range(len(county_afv_norm)), list(county_afv_norm.keys()))\n", "plt.title('Number of \\nalternative fuel vehicles')\n", "plt.xlabel('Count per 10,000 residents')\n", "\n", "plt.subplot(1,3,2)\n", "county_tesla_norm = dict(rebates[rebates['Make']=='Tesla']['County'].value_counts())\n", "county_tesla_norm.update({n: 10000*county_tesla_norm[n]/county_pop_dict[n] for n in county_tesla_norm.keys()})\n", "plt.barh(range(len(county_tesla_norm)), county_tesla_norm.values(), align='center')\n", "plt.yticks(range(len(county_tesla_norm)), list(county_tesla_norm.keys()))\n", "plt.title('Number of Teslas')\n", "plt.xlabel('Count per 10,000 residents')\n", "plt.gca().set_yticklabels(['','',''])\n", "\n", "plt.subplot(1,3,3)\n", "(100 * rebates[rebates['Make']=='Tesla']['County'].value_counts() / rebates['County'].value_counts()).plot(kind='barh')\n", "plt.title('Fraction of Teslas of total\\nalternative fuel vehicles')\n", "plt.xlabel('Percent (%)')\n", "plt.gca().set_yticklabels(['','',''])\n", "\n", "plt.tight_layout()\n", "plt.savefig('counties_norm.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Makes" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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pUwc7Ozvg1uMpREREpGAUvh4hXbt2JT09nQ8//NDkHNXBgwf59ttvKVeuHL6+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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates['Make'].value_counts(ascending=True).plot(kind='barh',figsize=(8,6))\n", "plt.xlabel('Vehicle count')\n", "plt.savefig('make.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Models" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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6iz179uDi4mISpgG6d+/Oiy++yIYNGzI0zwkTJrBo0SIaNWqEubk5MTEx7N69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\nVML/AxdMa6oBDDEIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Counter(rebates[\"Model\"])\n", "rebates['Model'].value_counts(ascending=True).plot(kind='barh',figsize=(14,10))\n", "plt.xlabel('Count')\n", "plt.savefig('models.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vehicle type" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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bjx49euT6g/hOoaGhhIaGAuDr60tkZGSuT03c6fTp03Tr1o1FixZRt25d+vTp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\niIjB/wNI53K4VmM/nwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates[\"Vehicle_Type\"].value_counts(ascending=True).plot(kind='barh')\n", "plt.savefig('vehicle_types.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Propane vehicles are coach buses" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZVK9enaJFi/Ljjz8axp07d45GjRoxatQoAFxcXP5SXT4+PgAOX2vevHn4+vrec8+FiIgU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\nz7Y3QeuZN56enrz66qu0bt2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates[rebates['Dealership'] != 'Coach and Equipment/ Coach Bus Sales']['Vehicle_Type'].value_counts(ascending=True).plot(kind='barh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Most popular electric vehicle models" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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DW1vbfD39Wb16dVavXk1wcDARERGsXr2a1atXY29vT2BgIG+88QZWVlb5tj1z\nsiaJHTt2jGPHjuVaFx8fb5qkZe4fLffD1tb2nvvK67ZERCR/5GsIOzg4ABATE2N2PCsEXFxcALC3\ntyclJYX09PRsp64Bbt26hZ2dHYApNI1GY4513rp1K8ey6tWr8+mnn5KamkpUVBR79uxh3bp1BAcH\nU6ZMGXr27PmAe3hvso64Bw8ezPDhw+9Ym3V0mvUPmP+VlJR0X0fw99KXuW2lpqZSpEiRHH8PIiJS\ncPJ1drSjoyPlypXj/PnzxMXF5Rg/fPgwAM8++ywA1apVIyMjg9OnT+eoHTx4MJ6enty6dct0pPzP\nGcVwO5Sjo6OzLduwYQOTJk3CaDRSrFgxGjVqxFtvvWU6LRwZGZn3Hb2LrEda/vjjj2bHZ82axfz5\n80lNTaVSpUrY2Nhw4sSJHHUxMTHUr1+fcePGAeT5CL5atWoAZre1cOFC6tate8fr4CIikr/y/Ral\ngIAAkpOT+eCDD0hPTzctP3XqFCEhITg7O9Oq1e1HAnbs2BGAmTNnmk5RA0RFRXHo0CHq16+PnZ0d\nlStXBmDv3r1kZGSY6lasWEF8fHy27R87doyQkBC2bNmSbfnFixcBePrpp/Nxb80rX748DRs2ZM+e\nPWzdujXb2IYNG/j888/Zu3cvxYoVw9bWlrZt2/Lrr7+yevXqbLVZM8ObNGkCYDpKTUtLe6C+fH19\nsbe3Z+nSpVy6dMm0PD4+nlWrVuHg4HDHGd8iIpK/8v3c46uvvsq+ffvYvHkzZ8+epXHjxvz111+E\nhYVhNBqZOXOm6Zqkt7c3L730EmvXrqVTp04899xz3Lx5k++++w4HBwfGjx8PYLrvNSoqip49e9Kw\nYUPOnj3LDz/8QN26dTl+/Lhp+6+88gpbtmzhzTffZOvWrVSoUIFLly6xfft2XF1d6d279z3tx91u\nUYLbk5mqVKlidmzixIn06tWL4cOH07x5c6pWrcq5c+fYvXs3Li4uvP/++6bat99+m8jISMaNG8f2\n7dupWrUqJ0+e5PDhw/j6+pomTZUpUwaAr7/+muvXr9OnT5972pcsLi4ujB8/njFjxhAQEEDr1q1x\ncHBg69atxMbGMmfOHIoVK3bHdeiZyiIi+SffQ9jW1pbFixezcOFCNm/ezNdff42zszMtW7YkKCiI\nmjVrZqufMmUK7u7urFq1ilWrVmFra0vz5s0ZMWIE5cuXN9XNmzePTz75hF27dnH27Fnc3d1ZsmQJ\nW7ZsyRbmlZW3AAAgAElEQVTC5cqV4+uvv2bu3LkcPXqUnTt38sQTT9CxY0eGDh1qCrK7udstSgA1\natTINYQrV67MunXrmDt3LhERERw4cIDSpUvTqVMnhgwZkm3fypQpwzfffMPs2bPZtWsXBw4coEyZ\nMgwaNIjBgweb6ho2bEivXr3YuHEjy5cvp2nTplhbW9/T/mQJCAigTJkyzJs3j23btpGenk7NmjWZ\nMmUKPj4+97UuERHJGyujudlOIrmIjU2wdAsiIo8dV1fzdw3pBQ4iIiIWohAWERGxEIWwiIiIhSiE\nRURELEQhLCIiYiEKYREREQtRCIuIiFiIQlhERMRCFMIiIiIWovfW/Yu98847rF+/ng0bNlCjRg0A\ndu/ezbx58/j555+xtrbG09OTYcOGUb169Xta54APdxZky3elZ1eLyL+JQvhfzNfXFzc3N5588kkA\nVq9ezbhx4yhbtiz+/v6kpKTw7bffEhERwZIlS/Dw8LBwxyIihYueHV1IJCYm0rRpU1xdXdmwYQNO\nTrefY3rmzBm6dOmCwWBg7dq1d13Pi6M2FnSrd6QjYRF5HOnZ0YXcmTNnKF26NL179zYFMED16tWp\nWrUqp06dIjU11YIdiogUPjod/S/2z2vCnp6ehIWF5ahJSUnh8uXLlChR4q7vEhYRkfylI+FCKjU1\nlRMnTvDaa68RHx9PUFCQpVsSESl0dCRcCKWlpVG3bl0yMzMBCAwMZMCAARbuSkSk8FEIF0I3b96k\nZ8+eWFlZsXv3bpYuXUpycjITJ07EysrK0u2JiBQaOh1dCLm4uDBu3DjGjh3L5s2b8fLyYvXq1Wzd\nutXSrYmIFCoK4ULOzs6ON954A4Dw8HALdyMiUrgohAuJ6OhotmzZQlxcXI4xNzc3AK5du/aw2xIR\nKdQUwoXEt99+yxtvvMF3332XY+zMmTMAPPPMMw+7LRGRQk0TswoJPz8/Zs2axYIFC+jQoQMlS5YE\nIC4ujunTp2NlZUVAQMBd16MnVomI5B+FcCFRpUoVhgwZwuzZs3nhhRdo164daWlphIeH89dffzFq\n1Cjq1Klj6TZFRAoVhXAhMnToUCpXrszixYtZs2YN1tbWuLu7M2XKFFq2bGnp9kRECh29wEHuS2xs\ngqVbEBF57OgFDiIiIo8YhbCIiIiFKIRFREQsRCEsIiJiIQphERERC1EIi4iIWIhCWERExEIUwiIi\nIhZS6J+YFR4ezurVqzlx4gQJCQm4uLhQu3ZtunTpQuvWrR9KDwcPHiQwMJDAwEDee++9O9a2atWK\nS5cu3XWdQ4cOZdiwYbRr145z586xceNGqlevnmv9tWvXeO655yhTpgxhYWFYWVmZrRvw4U6zy/VM\naRGR+1eoQ3jSpEmEhITg5uZG69ateeKJJ4iJiSEiIoKdO3fSrVs3Jk2aZOk2zRo6dOgdx728vADw\n9/dn5syZhIaG3jGEt27dSlpaGv7+/rkGsIiI5K9CG8IHDx4kJCSEtm3bMmPGDIoW/ftXkZCQQGBg\nIKtXr8bHxwdfX18LdmresGHD7qmuU6dOfPbZZ4SGhjJy5Mhc6zZv3oyVlRX+/v751aKIiNxFob0m\nvHv3bgB69eqVLYABnJycGDVqFAA7dux42K3lq6eeegovLy+io6M5ceKE2ZpLly5x9OhRGjZsSPny\n5R9yhyIihVehDeG0tDQAfvrpJ7Pjnp6efPrpp/Tr1y/b8tTUVIKDg3n++edxd3enUaNGDBo0iJMn\nT2arW7duHQaDgcWLF+dYd58+fTAYDNy4cSNf9uVust4THBoaanb8u+++w2g06ihYROQhK7Qh3KxZ\nMwCmTZvGpEmTiIqKIiMjwzRevHhx2rdvT40aNUzLUlJS6NevHzNnzsTa2poePXrQtGlT9u3bR48e\nPQgLC3vo+3Ev/Pz8sLe3Z8uWLZh7adbmzZuxt7enXbt2FuhORKTwKrTXhFu2bEmPHj34+uuvCQkJ\nISQkBEdHRzw8PGjatCnt2rWjbNmy2T6zYMECIiMj6dy5M5MmTTKdxj516hQ9e/ZkzJgxNG7cGEdH\nxwLvf/bs2bmO2draMnDgQNPP9vb2+Pn5sWHDBo4ePYqHh4dp7MyZM/z000/4+/vj4OBQoD2LiEh2\nhTaEASZMmECLFi0ICQnhhx9+IDExkYiICCIiIvj4448ZMGAAI0aMoEiR2ycM1q9fj52dHe+99162\n68i1atWiZ8+eLFq0iO3bt9O5c+cC733OnDm5jjk5OWULYbg9S3rDhg2EhoZmC+HNmzcDf5+yFhGR\nh6dQhzBAixYtaNGiBTdv3uTIkSMcOHCAnTt3cuHCBebPn09mZiZvvfUWiYmJREdH06BBA7NHuh4e\nHixatIgzZ848lL7Pnj17X/WNGzfm6aefZtu2bbz33nsUKVIEo9FIaGgobm5uNGrUqIA6FRGR3BTa\na8L/y8HBAR8fH9555x22bdvG5MmTsbKyIiQkhFu3bnHz5k3g9lGmOaVLlwYgOTn5ofV8P6ysrOjY\nsSOxsbEcPHgQgCNHjnD58mU6deqke4NFRCygUIZwYmIifn5+BAUFmR23srKia9euNGvWjOTkZK5c\nuWK6XhoTE2P2M1kznV1cXEzrAMxOhLp161ae9+FBZM1+3rJlC/D3vcE6FS0iYhmFMoQdHR1JSEhg\n//79XL169Y61RYoUwdXVFUdHR8qVK8f58+eJi4vLUXf48GEAnn32WQBsbGwASEpKylZnNBqJjo7O\nj924b5UqVaJevXqEh4eTlpbGjh078PDw4JlnnrFIPyIihV2hDGG4/ZCO1NRUXn/9df78888c4+Hh\n4ezfv582bdqYrgEHBASQnJzMBx98QHp6uqn21KlThISE4OzsTKtWt5+hXLlyZQD27t2b7danFStW\nEB8fX5C7dkedOnXi6tWrfPXVV8TFxd33vcGL3mll9o+IiNy/Qjsx67XXXuOnn35i27Zt+Pn54e3t\nTcWKFUlPT+f48eMcPXqUypUrM2HCBNNnXn31Vfbt28fmzZs5e/YsjRs35q+//iIsLAyj0cjMmTNN\ngV2zZk1q1apFVFQUPXv2pGHDhpw9e5YffviBunXrcvz48Tz1f6dblACefPJJevTokWN5hw4dmDp1\nKnPnzsXOzo727dvnqQ8REXlwhTaEixYtyqxZs9ixYwebNm3ixIkT7NmzBxsbGypUqMCoUaMIDAyk\nePHips/Y2tqyePFiFi5cyObNm/n6669xdnamZcuWBAUFUbNmzWzbmDdvHp988gm7du3i7NmzuLu7\ns2TJErZs2ZLnEL7TLUoA1atXNxvCJUqUoGXLlmzbto2OHTs+lHuaRUTEPCujuZlDIrmIjU2wdAsi\nIo8dV1fzd9YU2mvCIiIilqYQFhERsRCFsIiIiIUohEVERCxEISwiImIhCmERERELUQiLiIhYiEJY\nRETEQgrtE7MehvDwcFavXs2JEydISEjAxcWF2rVr06VLF1q3bp2tNj09nYULF7Ju3TouX75M6dKl\nad++PQMHDsTZ2TnHuqOiovjss884deoUVlZWNG7cmLfeeovy5ctnqzMYDDk+a2Njg4ODA1WrVuXF\nF1+ka9euFCmif4+JiDxsemJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebates[rebates[\"Vehicle_Type\"] == 'Electric']['Model'].value_counts(ascending=True).plot(kind='barh')\n", "plt.xlabel('Count')\n", "plt.savefig('electric_models.svg',bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Zipcodes" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ZipCount
01970714
11980910
21981018
31980827
41972015
.........
43199602
44197311
45199551
46199433
47199021
\n", "

48 rows × 2 columns

\n", "
" ], "text/plain": [ " Zip Count\n", "0 19707 14\n", "1 19809 10\n", "2 19810 18\n", "3 19808 27\n", "4 19720 15\n", ".. ... ...\n", "43 19960 2\n", "44 19731 1\n", "45 19955 1\n", "46 19943 3\n", "47 19902 1\n", "\n", "[48 rows x 2 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zip_counter = Counter(rebates[\"Zip\"])\n", "zip_df = pd.DataFrame.from_dict(zip_counter, orient='index').reset_index()\n", "zip_df = zip_df.rename(columns={'index':'Zip', 0:'Count'})\n", "zip_df['Zip'] = zip_df['Zip'].astype(str)\n", "zip_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Population by zip code\n", "Zip code population data from: https://blog.splitwise.com/2013/09/18/the-2010-us-census-population-by-zip-code-totally-free/" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zippopulation
0100116769
1100229049
2100310372
310055079
4100714649
.........
330879992387
3308899925819
33089999261460
330909992794
33091999292338
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33092 rows × 2 columns

\n", "
" ], "text/plain": [ " Zip population\n", "0 1001 16769\n", "1 1002 29049\n", "2 1003 10372\n", "3 1005 5079\n", "4 1007 14649\n", "... ... ...\n", "33087 99923 87\n", "33088 99925 819\n", "33089 99926 1460\n", "33090 99927 94\n", "33091 99929 2338\n", "\n", "[33092 rows x 2 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zip_pop_df = pd.read_csv('2010+Census+Population+By+Zipcode+(ZCTA).csv')\n", "zip_pop_df = zip_pop_df.rename(columns={'Zip Code ZCTA':'Zip', '2010 Census Population':'population'})\n", "zip_pop_df['Zip'] = zip_pop_df['Zip'].astype(str)\n", "zip_pop_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalize count by population to get count per capita" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ZipCountpopulationcount_norm
01970714164830.849360
11980910140490.711794
21981018250110.719683
31980827384420.702357
41972015592500.253165
...............
4319960262950.317712
441973112523.968254
451995517213.888889
46199433114250.262582
471990212833.533569
\n", "

48 rows × 4 columns

\n", "
" ], "text/plain": [ " Zip Count population count_norm\n", "0 19707 14 16483 0.849360\n", "1 19809 10 14049 0.711794\n", "2 19810 18 25011 0.719683\n", "3 19808 27 38442 0.702357\n", "4 19720 15 59250 0.253165\n", ".. ... ... ... ...\n", "43 19960 2 6295 0.317712\n", "44 19731 1 252 3.968254\n", "45 19955 1 72 13.888889\n", "46 19943 3 11425 0.262582\n", "47 19902 1 283 3.533569\n", "\n", "[48 rows x 4 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zip_df_merged = pd.merge(zip_df, zip_pop_df, on='Zip')\n", "zip_df_merged['count_norm'] = zip_df_merged.Count / zip_df_merged.population * 1e3\n", "zip_df_merged" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Just Teslas" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ZipCountpopulationcount_norm
0197132304080.065772
119953143860.227998
2199014350550.114106
3198036213640.280846
41973212540.000000
...............
18197201592500.016878
19199771229840.043509
20199341128050.078094
2119975182530.121168
22199041341320.029298
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23 rows × 4 columns

\n", "
" ], "text/plain": [ " Zip Count population count_norm\n", "0 19713 2 30408 0.065772\n", "1 19953 1 4386 0.227998\n", "2 19901 4 35055 0.114106\n", "3 19803 6 21364 0.280846\n", "4 19732 1 25 40.000000\n", ".. ... ... ... ...\n", "18 19720 1 59250 0.016878\n", "19 19977 1 22984 0.043509\n", "20 19934 1 12805 0.078094\n", "21 19975 1 8253 0.121168\n", "22 19904 1 34132 0.029298\n", "\n", "[23 rows x 4 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tesla_zip_counter = Counter(rebates[rebates['Make']=='Tesla'][\"Zip\"])\n", "tesla_zip_df = pd.DataFrame.from_dict(tesla_zip_counter, orient='index').reset_index()\n", "tesla_zip_df = tesla_zip_df.rename(columns={'index':'Zip', 0:'Count'})\n", "tesla_zip_df['Zip'] = tesla_zip_df['Zip'].astype(str)\n", "tesla_zip_df_merged = pd.merge(tesla_zip_df, zip_pop_df, on='Zip')\n", "tesla_zip_df_merged['count_norm'] = tesla_zip_df_merged.Count / tesla_zip_df_merged.population * 1e3\n", "tesla_zip_df_merged" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maps\n", "Obtained zip code geo-data from https://github.com/OpenDataDE:\n", "https://github.com/OpenDataDE/de-geojson-data/tree/master/census/de_zipcode_boundaries.min.json" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ALAND10': 37591415,\n", " 'AWATER10': 17805,\n", " 'CLASSFP10': 'B5',\n", " 'FUNCSTAT10': 'S',\n", " 'GEOID10': '1019962',\n", " 'INTPTLAT10': '+39.0688617',\n", " 'INTPTLON10': '-075.4881219',\n", " 'MTFCC10': 'G6350',\n", " 'PARTFLG10': 'N',\n", " 'STATEFP10': '10',\n", " 'ZCTA5CE10': '19962'}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_json_data = json.load(open('de_zipcode_boundaries.min.json'))\n", "geo_json_data['features'][0]['properties'] # zip code data in ZCTA5CE10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Make screenshot function" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def save_map(m,filename):\n", " import os\n", " import time\n", " from selenium import webdriver\n", " \n", " delay=5\n", " \n", " #Save the map as an HTML file\n", " fn= filename + '.html'\n", " cwd = os.getcwd()\n", " tmpurl='file://' + cwd + '/' + fn\n", " tmpurl = tmpurl.format(path=os.getcwd(),mapfile=fn)\n", " m.save(fn)\n", " \n", " #Open a browser window...\n", " browser = webdriver.Safari()\n", " #..that displays the map...\n", " browser.get(tmpurl)\n", " #Give the map tiles some time to load\n", " time.sleep(delay)\n", " #Grab the screenshot\n", " browser.save_screenshot(filename + '.png')\n", " #Close the browser\n", " browser.quit()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Test GeoJSON data\n", "m = folium.Map(location=[39.2108325,-75.5276699], zoom_start=9, width=500, height=800)\n", "folium.GeoJson(geo_json_data).add_to(m)\n", "# For these maps to load, make sure you launch jupyter as:\n", "# jupyter notebook --NotebookApp.iopub_data_rate_limit=10000000000\n", "# See https://github.com/jupyter/notebook/issues/2287 for more details.\n", "save_map(m,'zip_codes_map')\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Number of alternative fuel vehicles per zip code" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def DE_map(data, column, legend):\n", " # Creates standard choropleth map of Delaware for different zip codes\n", " m = folium.Map(location=[39.2108325,-75.5276699], zoom_start = 9,width=600,height=900)\n", " m.choropleth(\n", " geo_data=geo_json_data,\n", " name='choropleth',\n", " data=data,\n", " columns=['Zip', column],\n", " key_on='feature.properties.ZCTA5CE10', # zip code property\n", " fill_color='YlGn',\n", " fill_opacity=0.7,\n", " line_opacity=0.2,\n", " legend_name=legend\n", " )\n", " folium.LayerControl().add_to(m)\n", " return m\n", " \n", "zip_map = DE_map(zip_df, 'Count', 'Number of alternative fuel vehicles')\n", "save_map(zip_map,'afv_total_map')\n", "zip_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alternative fuel vehicles per 1000 people per zip code" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zip_map_norm = DE_map(zip_df_merged[zip_df_merged.count_norm<10], 'count_norm', 'Alternative fuel vehicles per 1000 people')\n", "save_map(zip_map_norm,'afv_norm_map')\n", "zip_map_norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Teslas per 1000 people per zip code" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tesla_zip_map_norm = DE_map(tesla_zip_df_merged[tesla_zip_df_merged.count_norm<10], 'count_norm', 'Teslas per 1000 people')\n", "save_map(tesla_zip_map_norm,'tesla_map')\n", "tesla_zip_map_norm" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Change in rebate policy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "July 15, 2015 to Oct. 31, 2016 = 15.5 months\n", "Nov. 1, 2016 to Oct. 4, 2017 = 11 months \n", "\n", "New policy basically targets Teslas - check out the [list of electric vehicles eligible for the $3500 update](http://www.dnrec.delaware.gov/energy/Documents/Transportation%20Program/Clean%20Transportation%20Updates/Vehicle%20List.pdf). It's basically everything but Teslas" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "old_rebates = rebates[rebates[\"Date_of_Purchase\"]pd.to_datetime('2016/10/31')] # 2016/10/31 is date of change" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Award_NumberRebate_AmountCityStateCountyZipAgeGenderDate_of_PurchaseDealershipVehicle_TypeMakeModelYearLease?Gasoline_EmissionsAlt-Fuel_Emissions
0CVR071501$2200.00HockessinDENew Castle1970781.0M2015-07-20Sheridan FordPlug-in HybridFordFusion Energi2016No14815.06575.0
1CVR071502$2200.00WilmingtonDENew Castle1980947.0M2015-07-20Porter FordPlug-in HybridFordC-Max Energi2015Yes14815.06575.0
2CVR071503$2200.00WilmingtonDENew Castle1981047.0M2015-07-22Darcars of Lanham Severn. Inc.ElectricFordFocus Electric2015Yes14815.05539.0
3CVR071504$2200.00WilmingtonDENew Castle1980866.0M2015-07-20Sheridan FordPlug-in HybridFordC-Max Energi2015Yes14815.06575.0
4CVR071505$2200.00New CastleDENew Castle1972051.0M2015-07-24Sheridan FordPlug-in HybridFordFusion Energi2015Yes14815.06575.0
......................................................
510CVR0616147$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
511CVR0616148$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
512CVR0616149$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
513CVR0616150$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
514CVR0616151$1100.00DoverDEKent19901NaNNaN2016-04-20Coach and Equipment/ Coach Bus SalesPropaneFordE-450 Phoenix2016NoNaNNaN
\n", "

295 rows × 17 columns

\n", "
" ], "text/plain": [ " Award_Number Rebate_Amount City State County Zip Age \\\n", "0 CVR071501 $2200.00 Hockessin DE New Castle 19707 81.0 \n", "1 CVR071502 $2200.00 Wilmington DE New Castle 19809 47.0 \n", "2 CVR071503 $2200.00 Wilmington DE New Castle 19810 47.0 \n", "3 CVR071504 $2200.00 Wilmington DE New Castle 19808 66.0 \n", "4 CVR071505 $2200.00 New Castle DE New Castle 19720 51.0 \n", ".. ... ... ... ... ... ... ... \n", "510 CVR0616147 $1100.00 Dover DE Kent 19901 NaN \n", "511 CVR0616148 $1100.00 Dover DE Kent 19901 NaN \n", "512 CVR0616149 $1100.00 Dover DE Kent 19901 NaN \n", "513 CVR0616150 $1100.00 Dover DE Kent 19901 NaN \n", "514 CVR0616151 $1100.00 Dover DE Kent 19901 NaN \n", "\n", " Gender Date_of_Purchase Dealership \\\n", "0 M 2015-07-20 Sheridan Ford \n", "1 M 2015-07-20 Porter Ford \n", "2 M 2015-07-22 Darcars of Lanham Severn. Inc. \n", "3 M 2015-07-20 Sheridan Ford \n", "4 M 2015-07-24 Sheridan Ford \n", ".. ... ... ... \n", "510 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "511 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "512 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "513 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "514 NaN 2016-04-20 Coach and Equipment/ Coach Bus Sales \n", "\n", " Vehicle_Type Make Model Year Lease? Gasoline_Emissions \\\n", "0 Plug-in Hybrid Ford Fusion Energi 2016 No 14815.0 \n", "1 Plug-in Hybrid Ford C-Max Energi 2015 Yes 14815.0 \n", "2 Electric Ford Focus Electric 2015 Yes 14815.0 \n", "3 Plug-in Hybrid Ford C-Max Energi 2015 Yes 14815.0 \n", "4 Plug-in Hybrid Ford Fusion Energi 2015 Yes 14815.0 \n", ".. ... ... ... ... ... ... \n", "510 Propane Ford E-450 Phoenix 2016 No NaN \n", "511 Propane Ford E-450 Phoenix 2016 No NaN \n", "512 Propane Ford E-450 Phoenix 2016 No NaN \n", "513 Propane Ford E-450 Phoenix 2016 No NaN \n", "514 Propane Ford E-450 Phoenix 2016 No NaN \n", "\n", " Alt-Fuel_Emissions \n", "0 6575.0 \n", "1 6575.0 \n", "2 5539.0 \n", "3 6575.0 \n", "4 6575.0 \n", ".. ... \n", "510 NaN \n", "511 NaN \n", "512 NaN \n", "513 NaN \n", "514 NaN \n", "\n", "[295 rows x 17 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_rebates" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Award_NumberRebate_AmountCityStateCountyZipAgeGenderDate_of_PurchaseDealershipVehicle_TypeMakeModelYearLease?Gasoline_EmissionsAlt-Fuel_Emissions
92CVR021695$2200.00DoverDEKent1990450.0M2016-12-31Boulevard FordPlug-in HybridFordFusion Energi2015Yes14815.06575.0
192CVR0816200$2200.00WilmingtonDENew Castle1980779.0M2017-08-06Tesla MotorsElectricTeslaModel S2016No14815.05539.0
267CVR1116275$2200.00MillsboroDESussex1996665.0F2016-11-01I.G. Burton ChevroletPlug-in HybridChevroletVolt2017No14815.06575.0
294BEV121602$3500.00MilfordDESussex1996359.0M2016-11-17Porter NissanElectricNissanLeaf2016Yes11435.05654.0
295BEV011703$1000.00LewesDESussex1995830.0M2016-12-14Tesla MotorsElectricTeslaModel S2017No11435.05654.0
......................................................
503PHEV0917149$1500.00MiddletownDENew Castle1970953.0M2017-09-18Porter FordPlug-in HybridFordFusion Energi2017No11435.06866.0
504PHEV0917150$1000.00WilmingtonDENew Castle1980759.0F2017-06-14Otto's BMWPlug-in HybridBMWX5 40E2017No11435.06866.0
505PHEV0917151$1500.00SmyrnaDEKent1997770.0M2017-09-21Willis FordPlug-in HybridFordFusion Energi2017No11435.06866.0
506PHEV0917152$1500.00MiddletownDENew Castle1970950.0M2017-09-22Porter FordPlug-in HybridFordFusion Energi2017Yes11435.06866.0
507LPG051702$1350.00DoverDEKent19902NaNNaN2017-03-01AutoPort IncPropane (bi-fuel)FordF1502017NoNaNNaN
\n", "

216 rows × 17 columns

\n", "
" ], "text/plain": [ " Award_Number Rebate_Amount City State County Zip Age \\\n", "92 CVR021695 $2200.00 Dover DE Kent 19904 50.0 \n", "192 CVR0816200 $2200.00 Wilmington DE New Castle 19807 79.0 \n", "267 CVR1116275 $2200.00 Millsboro DE Sussex 19966 65.0 \n", "294 BEV121602 $3500.00 Milford DE Sussex 19963 59.0 \n", "295 BEV011703 $1000.00 Lewes DE Sussex 19958 30.0 \n", ".. ... ... ... ... ... ... ... \n", "503 PHEV0917149 $1500.00 Middletown DE New Castle 19709 53.0 \n", "504 PHEV0917150 $1000.00 Wilmington DE New Castle 19807 59.0 \n", "505 PHEV0917151 $1500.00 Smyrna DE Kent 19977 70.0 \n", "506 PHEV0917152 $1500.00 Middletown DE New Castle 19709 50.0 \n", "507 LPG051702 $1350.00 Dover DE Kent 19902 NaN \n", "\n", " Gender Date_of_Purchase Dealership Vehicle_Type \\\n", "92 M 2016-12-31 Boulevard Ford Plug-in Hybrid \n", "192 M 2017-08-06 Tesla Motors Electric \n", "267 F 2016-11-01 I.G. Burton Chevrolet Plug-in Hybrid \n", "294 M 2016-11-17 Porter Nissan Electric \n", "295 M 2016-12-14 Tesla Motors Electric \n", ".. ... ... ... ... \n", "503 M 2017-09-18 Porter Ford Plug-in Hybrid \n", "504 F 2017-06-14 Otto's BMW Plug-in Hybrid \n", "505 M 2017-09-21 Willis Ford Plug-in Hybrid \n", "506 M 2017-09-22 Porter Ford Plug-in Hybrid \n", "507 NaN 2017-03-01 AutoPort Inc Propane (bi-fuel) \n", "\n", " Make Model Year Lease? Gasoline_Emissions \\\n", "92 Ford Fusion Energi 2015 Yes 14815.0 \n", "192 Tesla Model S 2016 No 14815.0 \n", "267 Chevrolet Volt 2017 No 14815.0 \n", "294 Nissan Leaf 2016 Yes 11435.0 \n", "295 Tesla Model S 2017 No 11435.0 \n", ".. ... ... ... ... ... \n", "503 Ford Fusion Energi 2017 No 11435.0 \n", "504 BMW X5 40E 2017 No 11435.0 \n", "505 Ford Fusion Energi 2017 No 11435.0 \n", "506 Ford Fusion Energi 2017 Yes 11435.0 \n", "507 Ford F150 2017 No NaN \n", "\n", " Alt-Fuel_Emissions \n", "92 6575.0 \n", "192 5539.0 \n", "267 6575.0 \n", "294 5654.0 \n", "295 5654.0 \n", ".. ... \n", "503 6866.0 \n", "504 6866.0 \n", "505 6866.0 \n", "506 6866.0 \n", "507 NaN \n", "\n", "[216 rows x 17 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_rebates" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19.032258064516128, 19.636363636363637)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(old_rebates.index)/15.5, len(new_rebates.index)/11 # Vehicles/month" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "old_PEV = len(old_rebates[old_rebates[\"Vehicle_Type\"]==\"Plug-in Hybrid\"].index)\n", "new_PEV = len(new_rebates[new_rebates[\"Vehicle_Type\"]==\"Plug-in Hybrid\"].index)\n", "change_PEV = 100 * (new_PEV/11 - old_PEV/15.5)/(old_PEV/15.5)\n", "\n", "old_electric = len(old_rebates[old_rebates[\"Vehicle_Type\"]=='Electric'].index) \n", "new_electric = len(new_rebates[new_rebates[\"Vehicle_Type\"]=='Electric'].index)\n", "change_electric = 100 * (new_electric/11 - old_electric/15.5)/(old_electric/15.5)\n", "\n", "old_electric_lowcost = len(old_rebates[(old_rebates['Make'] != 'Tesla') & (old_rebates['Vehicle_Type'] =='Electric')].index)\n", "new_electric_lowcost = len(new_rebates[new_rebates[\"Rebate_Amount\"]=='$3500.00'].index) # only new BEVs with MSRP < $60k\n", "change_electric_lowcost = 100 * (new_electric_lowcost/11 - old_electric_lowcost/15.5)/(old_electric_lowcost/15.5)\n", "\n", "old_tesla = len(old_rebates[old_rebates[\"Make\"]==\"Tesla\"].index)\n", "new_tesla = len(new_rebates[new_rebates[\"Make\"]==\"Tesla\"].index)\n", "change_tesla = 100 * (new_tesla/11 - old_tesla/15.5)/(old_tesla/15.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Change in # of alternative fuel vehicles per month" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(226, 153, -4.605792437650847)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_PEV, new_PEV, change_PEV" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(62, 61, 38.63636363636365)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_electric, new_electric, change_electric" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19, 34, 152.15311004784687)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_electric_lowcost, new_electric_lowcost, change_electric_lowcost" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(43, 27, -11.522198731501062)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_tesla, new_tesla, change_tesla" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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VqsMgIiINxSFRqpXUbUjU2M4SAJAWf0XFkRARlY5DorUXe9iIiIiI1BwTNiIiIiI1x4SN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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ('','Tesla','Electric non-Tesla','Electric','PHEV')\n", "fig, ax = plt.subplots()\n", "ax.barh(np.arange(4),[change_tesla,change_electric_lowcost,change_electric,change_PEV])\n", "ax.set_yticklabels(labels)\n", "plt.xlabel('Percent change in purchases/month after policy change')\n", "plt.axvline(x=0,color='r',linestyle='dashed')\n", "plt.savefig('policy_change_type.svg',bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.6935483870967742, 0.4426229508196721)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_tesla/old_electric, new_tesla/new_electric" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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S169fLzKBp6WlkZmZSc2aNdWOGxoaFnpO/jPw/FH+gQMHVM/cC5KRkYGJiQlt27aldu3a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\n9hYuXMjy5ctxcHCgX79+3L17l+3btxMbG8utW7d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mT55Mbm4uGzduJDg4GAsLCxYtWkSfPn1Klc/IyIhffvkFV1dXLly4wNq1a7l4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\naWns27cPqPnJa3379qVz585kZGQQGxtrsFr8/vvviY2N5fT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1MjLS2HgXHR2Nvr4+Tk5OGn3llUVHR+c7nsePH3P9+nVsbGzw9/fXqL9//z4A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\nEELa29vJ6tWrCcMwZMWKFc9tmxBC25kwYQIpKiq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Before policy change\n", "old_rebates['Make'].value_counts(ascending=True).plot(kind='barh')\n", "plt.xlabel('Vehicle count')\n", "\n", "# After policy change\n", "plt.figure()\n", "new_rebates['Make'].value_counts(ascending=True).plot(kind='barh')\n", "plt.xlabel('Vehicle count')\n", "\n", "# Change due to policy\n", "make_change_dict = {};\n", "make_set = set.intersection(set(old_rebates['Make'].unique()),set(new_rebates['Make'].unique()))\n", "for make in make_set:\n", " make_change_dict[make] = 100*(new_rebates['Make'].value_counts()[make]/11 - old_rebates['Make'].value_counts()[make]/15.5) / (old_rebates['Make'].value_counts()[make]/15.5)\n", "\n", "plt.figure()\n", "plt.barh(range(len(make_change_dict)), make_change_dict.values(), align='center')\n", "plt.yticks(range(len(make_change_dict)), make_change_dict.keys())\n", "plt.xlabel('Change in purchases/month (%)')\n", "plt.axvline(x=0,color='r',linestyle='dashed')\n", "plt.savefig('policy_change_make.svg',bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ford 178\n", "Tesla 43\n", "Chevrolet 41\n", "BMW 16\n", "Nissan 9\n", "Audi 4\n", "Mercedes-Benz 1\n", "Kia 1\n", "Cadillac 1\n", "Volvo 1\n", "Name: Make, dtype: int64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "old_rebates['Make'].value_counts()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ford 92\n", "Chevrolet 47\n", "Tesla 27\n", "Toyota 22\n", "Nissan 11\n", " ..\n", "Hyundai 3\n", "Porsche 2\n", "Mercedes-Benz 1\n", "Audi 1\n", "Volvo 1\n", "Name: Make, Length: 11, dtype: int64" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_rebates['Make'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Date of purchase trends" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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PevfujZubW61jEBERETGHyZMnExgYeNX3Kc9d9+zZw8MPP1zlmPj4eABiYmKA3/e7CAgI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\nIQC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eZy7Xo7rO6N4XopKjIDsWGQmhiIsMdo/QDVYFiVgx+Rv2wkTUlteC3qeeegpyuRxO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\nw8MDffv2BVB6e1R55s2bB6D023pvb291uouLCz755BM4OTnhp59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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10)) \n", "\n", "# Plug-in hybrids\n", "plt.subplot(2,2,1)\n", "dop_phev = rebates[rebates['Vehicle_Type']=='Plug-in Hybrid']['Date_of_Purchase']\n", "dop_phev = dop_phev.groupby(dop_phev).apply(lambda x: sum(dop_phev