{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "CEO_UltimateNotebook_AF.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "q863ROwTLEzw" }, "source": [ "#Analysis of Electric Vehicle Charging Stations" ] }, { "cell_type": "markdown", "metadata": { "id": "aBPgHlEdwV8w" }, "source": [ "**Team Primary Roles**\n", "\n", "---\n", "\n", "* Grant: Created notebook at the beginning of the project (he is no longer part of the project)\n", "* Kevin: Code writing (specifically heat maps, heatmaps layers and tables) and notebooks set up \n", "* Pham: Code Writing (specifically defining functions of peak demands, choropleth maps, matrix heatmaps)\n", "* Joselyne: Writing portion, defining and explaining results, notebook cleaning and section distribution \n", "\n", "---\n", "\n", "All team members participated in all activities but the main activities assigned to each were described above.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "mMA1xCtg4gP1" }, "source": [ "#Abstract\n", "\n", "> Electric vehicles’ (EV) charging demand for electricity as well as the cost and fees of such varies over location and time. During peak-demand times fees tend to be higher, which results in a high rate for EV users. In order to determine a plan that is cost-effective, it is helpful to determine the distribution in space and time of the EV charging events based on historical data. This will be accomplished by understanding the peak-demand charging energy in the stations across the state as well as the peak-demand charging time throughout different periods e.g., hourly, daily, weekly.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "pQjnhs9jyXY4" }, "source": [ "#Introduction\n", "\n", "> The Colorado Energy Office (CEO) focuses on reducing greenhouse gas emissions and consumer energy costs by advancing clean energy, energy efficiency and zero emission vehicles to benefit all Coloradans. In an effort to preserve and help Colorado’s communities and natural environment, the CEO is working to enable a path to transition to 100% clean electricity generation by the year 2040. A specific method that the CEO is implementing to accomplish such a goal is promoting the use of EV's in the state. In order to help with this goal of transitioning to 100% clean energy, this project will use python code [(see here)](https://codeinstitute.net/blog/what-is-python-used-for/) and data collected over time across EV charging stations to determine the energy demand across EV's charging stations throughout the state of Colorado.\n", "The impact of having a notebook like this is that it will give the CEO visual representations to understand the energy usage patterns over various periods of time (hourly, daily, weekly) and by different spaces (counties, addresses stations). The final goal is to produce a notebook that can be used later on with different and/or more recent data too compare new energy usage and energy transaction patterns with previous patterns and visually understand the new data. \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "G2iJviCs7v2K" }, "source": [ "#Methods\n", "\n", "> In this project, we are using the Excel file titled FY20EV.xlsx which contains all of the data for the EV project. This is a numerical file that contains stations addresses, transaction duration, transaction start and end time, charging energy (kWh), amongst other information regarding the EV. This file's size is 7,601,682 bytes.\n", "\n", "\n", "> In this notebook, the data in the file are being utilized to find the peak demand of energy and transactions in certain categories such as weekdays vs weekends. \n" ] }, { "cell_type": "markdown", "metadata": { "id": "0njLM_vbyBCW" }, "source": [ "##Dependencies" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "aEwTBRs2wA8l", "outputId": "6fa944eb-9000-475b-c5e4-55aee608ffa3" }, "source": [ "from google.colab import drive\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "import os # operating system routines\n", "import pandas as pd\n", "import folium\n", "from folium import plugins\n", "from folium.plugins import HeatMap\n", "from folium.plugins import HeatMapWithTime\n", "from branca.element import Figure\n", "import json\n", "\n", "\n", "pd.__version__ #check version/verify import" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'1.1.5'" ] }, "metadata": { "tags": [] }, "execution_count": 1 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rDqGECe7wHBC", "outputId": "d30259eb-1b24-4903-b76b-6606ce1c1cb2" }, "source": [ "drive.mount('/content/drive/')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Mounted at /content/drive/\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "D_RXMX5LmrIA" }, "source": [ "**Note on accessing Data:** The data is hosted in a shared folder, to which everyone on this project has access. To work with the data affiliated with this notebook, right click the shared folder in Google Drive, then select 'Add Shortcut to Drive'. This will create a shortcut to the data folder located in your drive. As long as it isn't moved, the below block should run. If you move it, change the path in the third line below." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sfcaSfSVwQ_l", "outputId": "398dce29-7f97-4740-a90e-54473ea14bbd" }, "source": [ "cwd = os.getcwd()\n", "pathCEO = cwd + '/drive/My Drive/' # always the same\n", "pathFournier = 'Colab Notebooks/Math Clinic/2020fa/CEO/' # Path for Fournier\n", "if os.path.exists(pathCEO + pathFournier) :\n", " pathCEO += pathFournier\n", "pathCEO += 'CEO_data/' # change this one if you move 'CEO_data' \n", "os.listdir(pathCEO)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['CEO Database_2019.accdb',\n", " 'FY20EV.xlsx',\n", " 'lm_cnty',\n", " 'CountiesinColorado.geojson',\n", " 'Counties in Colorado.geojson']" ] }, "metadata": { "tags": [] }, "execution_count": 3 } ] }, { "cell_type": "code", "metadata": { "id": "R5Ld2TmWwS2C" }, "source": [ "io = pathCEO # absolute path tested above\n", "io += 'FY20EV.xlsx' # file whose path starts from the same directory as the notebook\n", "# df = pd.read_excel(io) # omit sheet_name argument if only 1 sheet" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "cnTL3kZszySB" }, "source": [ "##Data Frames & Definitions" ] }, { "cell_type": "markdown", "metadata": { "id": "I-SJSqPhd4DO" }, "source": [ "In order to efficiently use the data given to us, we must delete useless columns from the data file. We used the geojson library in order to obtain the geographic data structures of Colorado for the heat maps that we will be utilizing later. \n", "\n", "> This cell takes about 15 seconds to run (more than average cell)\n", "\n", " \n" ] }, { "cell_type": "code", "metadata": { "id": "cBDMuWzENC2I" }, "source": [ "df = pd.read_excel(io) #Creates a data frame to read excel data\n", "remove = ['Address 2','Country','Currency','End SOC','Ended By','Fee','Model Number',\n", " 'Org Name','Plug In Event Id','Plug Type','Port Number','Port Type','Start SOC','State/Province','System S/N',\n", " 'Transaction Date (Pacific Time)','User ID', 'Driver Postal Code'] #Choosen columns to be removed\n", "df = df.drop(columns=remove) # remove useless columns\n", "colList = df.columns.to_list() \n", "#Import Geographical Colorado Data\n", "geojson= pathCEO +'Counties in Colorado.geojson'\n", "with open(geojson) as f:\n", " Colorado_geo = json.load(f)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "DreMVd7C9HV6" }, "source": [ "In our data, we had some addresses that did not have an assigned county for what we decided to manually input their corresponding county. " ] }, { "cell_type": "code", "metadata": { "id": "yysXVTsgbxe2" }, "source": [ "# Fill in missing counties\n", "df.loc[df['Address 1'] == 'S Railroad St','County'] = 'Larimer County' #106-S Railroad St\t- Larimer County\n", "df.loc[df['Address 1'] == '781 E Industrial Blvd','County'] = 'Pueblo County' #94 - 781 E Industrial Blvd - Pueblo County\n", "df.loc[df['Address 1'] == '501 S Galena St','County'] = 'Denver County' #74 - 501 S Galena St\t- Denver County\n", "df.loc[df['Address 1'] == '3425 south Shields','County'] = 'Larimer County' #61 - 3425 south Shields- Larimer\n", "df.loc[df['Address 1'] == '1309 East 3rd Ave','County'] = 'Denver County' #14 - 1309 East 3rd Ave - Denver County" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "sXgO82tblPvm" }, "source": [ "Data frames to group data by start date and start hour as well as to devide the week by days, and days vs weekends as follows. \n", "\n", "* Days of the week: \n", "> Monday = 0 ~ Sunday = 6\n", "* Weekdays vs. Weekend:\n", "> Weekdays (0 - 4) = 1 and Weekends (5 - 6) = 0" ] }, { "cell_type": "code", "metadata": { "id": "J5Jhc11ZlQxR" }, "source": [ "df['Start Date'] = pd.to_datetime(df['Start Date']) \n", "df['Start Hour'] = pd.DatetimeIndex(df['Start Date']).hour \n", "df['MondaytoSunday'] = pd.to_datetime(df['Start Date']).dt.weekday.astype(int) #This line defines the weekdays and assigns them a number 0-6 as defined above\n", "df['1-WD/0-WK'] = [1 if x <= 4 else 0 for x in df['MondaytoSunday']] #This line seperates the weekdays and the weekends and assigns them a number 1-0 as defined above\n", "df['Charging Length'] = pd.to_datetime(df['Charging Time (hh:mm:ss)'], format='%H:%M:%S', errors='coerce').dt.time\n", "df['Month'] = pd.DatetimeIndex(df['Start Date']).month" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "yReWdeUke19B" }, "source": [ "Definitions to create plots of peak demand from temporal perspective.\n", "Details of code are given in the form of comments within the code.\n" ] }, { "cell_type": "code", "metadata": { "id": "aWUOV1GSe0-_" }, "source": [ "def Plot_peak_demand_per_day(Weekday,day):\n", " Weekday = df.loc[df['MondaytoSunday'] == Weekday ] # Pick day (0-6)\n", " peak = Weekday['Start Hour'].value_counts()[:24] #make plot of Start Time for each Transactions on chosen day\n", " hour = np.arange(24) \n", " plot = peak.loc[hour].plot(kind='bar')\n", " plt.xlabel(\"Start Hour\")\n", " plt.ylabel(\"Number of transactions\")\n", " plt.title(day)\n", " return plot\n", "def Plot_Peak_Demand_by_transaction(Weekday, title):\n", " Weekday = df.loc[df['1-WD/0-WK'] == Weekday ] # Pick Weekday = 1 or Weekend = 0\n", " plt.title(title)\n", " return plot\n", "def Plot_Peak_Demand_by_Energy_Weekday():\n", " pvt = pd.pivot_table(data = df, columns=\"County\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)') # can change it to station if we want\n", " pvt['WD'] = df['1-WD/0-WK']\n", " pvt_weekday = pvt.loc[pvt['WD'] == 1]\n", " plot_weekday = pvt_weekday.plot( subplots=False,use_index=True, logy = True, legend = False )\n", " return plot_weekday\n", "def Plot_Peak_Demand_by_Energy_Weekend():\n", " pvt = pd.pivot_table(data = df, columns=\"County\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)') # can change it to station if we want\n", " pvt['WD'] = df['1-WD/0-WK']\n", " pvt_weekend = pvt.loc[pvt['WD'] == 0]\n", " plot_weekend = pvt_weekend.plot( subplots = False, use_index= True, logy = True, legend = False)\n", " return plot_weekend\n", "def per_station(Weekday,Station):\n", " Station = df.loc[df['Address 1'] == Station]\n", " Weekday = df.loc[df['1-WD/0-WK'] == Weekday ] # Pick Weekday = 1 or Weekend = 0\n", " peak = Weekday['Start Hour'].value_counts()[:24] #make plot of Start Time for each Transactions on chosen day\n", " hour = np.arange(24) \n", " plot = peak.loc[hour].plot(kind='bar')\n", " plt.xlabel(\"Start Hour\")\n", " plt.ylabel(\"Number of transactions\")\n", " #plt.title(Station) # change \n", " return plot\n", "def peak_time(Weekday): # around 8AM\n", " Weekday = df.loc[df['1-WD/0-WK'] == Weekday ] # Pick Weekday = 1 or Weekend = 0\n", " t= Weekday['Start Hour'].tolist()\n", " peak_time = max(t,key =t.count) \n", " return peak_time\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "FZx4zIoJag-h" }, "source": [ "Function to obtain max demand of enery or max number of transactions by hours by time interval. " ] }, { "cell_type": "code", "metadata": { "id": "YIBoZsdjx0HC" }, "source": [ "\n", "def MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(Weekday,Timeinterval,Demand): # 3 Options: (1-0),(0-4),('Energy (kWh)'-'Peak Number of Transactions)\n", " Weekday = df.loc[df['1-WD/0-WK'] == Weekday ] # Pick 1 for Weekday , Pick 0 for Weekend\n", "\n", " # Time interval: Pick 0(For the whole day) or Pick 1(0-6); 2(6-12); 3(12-18) ;4(18-24)\n", " if Timeinterval == 0:\n", " Weekday_time = Weekday\n", " elif Timeinterval == 1:\n", " Weekday_time = Weekday[Weekday['Start Hour'] <= 5]\n", " elif Timeinterval == 2:\n", " Weekday_time = Weekday[(Weekday['Start Hour'] > 5) & (Weekday['Start Hour'] <= 11)]\n", " elif Timeinterval == 3:\n", " Weekday_time = Weekday[(Weekday['Start Hour'] > 11) & (Weekday['Start Hour'] <= 17)]\n", " elif Timeinterval == 4:\n", " Weekday_time = Weekday[Weekday['Start Hour'] > 17] \n", " else:\n", " return (\"Wrong Input for Time Interval\")\n", "\n", " # Create Using data to merge\n", " grouped = Weekday_time[['Address 1', 'County','Longitude','Latitude','1-WD/0-WK']]\n", " grouped = grouped.drop_duplicates(subset = ['Address 1'], ignore_index = True) # drop duplicates by address\n", " Using_data = grouped.sort_values('Address 1',ignore_index=True ) # sort aphabetical\n", "\n", " #Create pivot table for peak energy on Weekday or on Weekend\n", " pvt_e = pd.pivot_table(data = Weekday_time, columns=\"Address 1\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)')\n", " # Create pivot table for peak number of transactions on Weekday of Weekend\n", " pvt_trans = Weekday_time.groupby([\"Address 1\",\"Start Hour\"])[\"Start Hour\"].count().unstack('Address 1', fill_value = 0)\n", "\n", " # Pick Demand measured by number of transactions or demand measured by energy\n", " if Demand == 'Peak Number of Transactions':\n", " pvt_W = pvt_trans\n", " elif Demand == \"Energy (kWh)\":\n", " pvt_W = pvt_e\n", " else:\n", " return (\"Wrong Input for Demand\")\n", " \n", " #Create dataframe for the peak energy at the peak time\n", " peak_time = pd.DataFrame(pvt_W.idxmax().values.tolist(),columns = ['Start Hour']) # Peak time\n", " max_demand_at_peak_time = pd.DataFrame(pvt_W.max().values.tolist(), columns = [Demand]) # Total Demand at peak time\n", " address = pd.DataFrame(pvt_W.columns.to_list(), columns =['Address 1']) # Get Address 1\n", " frames = [address,peak_time,max_demand_at_peak_time]\n", " Master_data = pd.concat(frames,axis = 1) # get single data frame contain address peak time max e\n", " MAX_DEMAND = Master_data.merge(Using_data, left_on='Address 1', right_on='Address 1') # Merge data\n", " \n", " return MAX_DEMAND\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "_gdG3gStBiQa" }, "source": [ "This cell creates our **pvt table** which shows the sum of the energy by hour in every address for which we have data. \n" ] }, { "cell_type": "code", "metadata": { "id": "LILM9H1exNTI" }, "source": [ "pvt = pd.pivot_table(data = df, columns=\"Address 1\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)', margins = True)\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "RnO8NcWeb_86" }, "source": [ "The code from the following 13 cells creates heat maps on different points of information to show the total energy used in different time groups. \n", "There will be two final heat maps that are interactive. The user can zoom in and out of the map as desired to see the physical distribution of our data points. The data represented on these maps will also adjust according to the changes being done to the window scale. The more the user zooms in, the more segregated and clearly defined the data points (the colors) will be. For a larger and broader visualization of the information in the maps we can simply zoom out as desired.\n", "\n", ">The colors in the map are: \n", "* red (higher energy demand)\n", "* orange\n", "* yellow\n", "* green\n", "* light blue\n", "* royal blue (least energy demand).\n", "\n", "With these heat maps there is also the option to toggle different time groups on the layer control on the top right corner of the map, as well as choosing the type of view of the map.\n", "\n", "\n", "> The four time options are: \n", "1. 00:00-06:00\n", "2. 06:00-12:00\n", "3. 12:00-18:00\n", "4. 18:00-00:00\n", "5. And a fifth option for all time groups.\n", "\n", ">The four map types are: \n", "1. Open street map\n", "2. Stamen Terrain\n", "3. Stamen Toner\n", "4. cartodb positron\n", "\n", "**Note on heat maps:** Time layers on the maps shouldn't be stacked. One layer of data doesn't depend on the other. Stacking time layer doesn't give any information. Overlaped layers only overlap the colors in the spectrum but aren't adding the data in such layer. \n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "y7y9_oq2cBc7" }, "source": [ " #Define the Colorado map.\n", " def generateBaseMap(default_location = [39.113014, -105.7821], default_zoom_start=7): \n", " base_map = folium.Map(location=default_location, control_scale=True, zoom_start=default_zoom_start,zoom_control= False )\n", " return base_map\n", "base_map = generateBaseMap()" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Xrry6lF5NEF7" }, "source": [ "The code that creates the layers of the heat map seems repetitive, the reason for such is because writing the code any other way results in a malfunctioning map (values and information displayed in the maps are incorrect). We've tried to create a loop and other actions to reduce the redundancy of it but it all resulted in invalid and incorrect data. " ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "60FGD1u4eD2V", "outputId": "d3be38eb-f634-4607-a7e4-1bd38bae4344" }, "source": [ "#Create base_map1 for weekdays.\n", "base_map1 = folium.Map(location=[39.113014, -105.7821], control_scale=True, zoom_start=8)\n", "#Create the heat map data for weekdays 00:00-06:00 and add it base_map1\n", "max_e_by_hr1 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,1,\"Energy (kWh)\")\n", "heat_data_by_max_energy1 = max_e_by_hr1[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy1 = heat_data_by_max_energy1.values.tolist()\n", "HeatMap(heatmap_data_by_energy1, name = 'Weekday 00:00-06:00').add_to(base_map1)\n" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 12 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oEXsjJcqeHyF", "outputId": "f92b7726-bdc5-46e7-94a9-09cf65c465fb" }, "source": [ "#Create the heat map data for weekdays 06:00-12:00 and add it base_map1\n", "max_e_by_hr2 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,2,\"Energy (kWh)\")\n", "heat_data_by_max_energy2 = max_e_by_hr2[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy2 = heat_data_by_max_energy2.values.tolist()\n", "HeatMap(heatmap_data_by_energy2, name = 'Weekday 06:00-12:00').add_to(base_map1)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 13 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rAdx27MJeLOa", "outputId": "2873c72d-5eed-4882-aab7-4d1fa785e709" }, "source": [ "#Create the heat map data for weekdays 12:00-18:00 and add it base_map1\n", "max_e_by_hr3 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,3,\"Energy (kWh)\")\n", "heat_data_by_max_energy3 = max_e_by_hr3[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy3 = heat_data_by_max_energy3.values.tolist()\n", "HeatMap(heatmap_data_by_energy3, name = 'Weekday 12:00-18:00').add_to(base_map1)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 14 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZRuE03A-eeNi", "outputId": "f364d2a5-a069-47b0-dbdd-229dd9dc6465" }, "source": [ "#Create the heat map data for weekdays 18:00-24:00 and add it base_map1\n", "max_e_by_hr4 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,4,\"Energy (kWh)\")\n", "heat_data_by_max_energy4 = max_e_by_hr4[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy4 = heat_data_by_max_energy4.values.tolist()\n", "HeatMap(heatmap_data_by_energy4, name = 'Weekday 18:00-24:00').add_to(base_map1)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 15 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CvCltIkL260b", "outputId": "43aea000-261c-41c3-9fea-3360f2f4f7f6" }, "source": [ "#Create the heat map data for weekdays (all time groups) and add it base_map2\n", "max_e_by_hrWD = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,0,\"Energy (kWh)\")\n", "heat_data_by_max_energyWD = max_e_by_hrWD[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energyWD = heat_data_by_max_energyWD.values.tolist()\n", "HeatMap(heatmap_data_by_energyWD, name = 'Weekday ALL').add_to(base_map1)\n" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 16 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "E_DtGfAmewEF", "outputId": "fca00117-f668-4370-92b1-11cf16153e5e" }, "source": [ "#Create base_map2 for weekends\n", "base_map2 = folium.Map(location=[39.113014, -105.7821], control_scale=True, zoom_start=8)\n", "\n", "#Create the heat map data for weekends 00:00-06:00 and add it base_map2\n", "max_e_by_hr5 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(0,1,\"Energy (kWh)\")\n", "heat_data_by_max_energy5 = max_e_by_hr5[['Latitude','Longitude', 'Energy (kWh)']] \n", "# Heatmap\n", "heatmap_data_by_energy5 = heat_data_by_max_energy5.values.tolist()\n", "HeatMap(heatmap_data_by_energy5, name = 'Weekend 00:00-06:00').add_to(base_map2)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 17 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "G2XvcSeDe0B8", "outputId": "300f922e-502d-41a2-8828-79a598834542" }, "source": [ "#Create the heat map data for weekends 06:00-12:00 and add it base_map2\n", "max_e_by_hr6 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(0,2,\"Energy (kWh)\")\n", "heat_data_by_max_energy6 = max_e_by_hr6[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy6 = heat_data_by_max_energy6.values.tolist()\n", "HeatMap(heatmap_data_by_energy6, name = 'Weekend 06:00-012:00').add_to(base_map2)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 18 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zVPFChh4e3QW", "outputId": "e54ae4ec-812b-46ce-cd14-c8e8eb2df733" }, "source": [ "#Create the heat map data for weekends 12:00-18:00 and add it base_map2\n", "max_e_by_hr7 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(0,3,\"Energy (kWh)\")\n", "heat_data_by_max_energy7 = max_e_by_hr7[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy7 = heat_data_by_max_energy7.values.tolist()\n", "HeatMap(heatmap_data_by_energy7, name = 'Weekend 12:00-18:00').add_to(base_map2)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 19 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "m2FXPxPCe6jJ", "outputId": "6cdb47ad-d97f-4b18-e6b0-0f63b43b2400" }, "source": [ "#Create the heat map data for weekends 18:00-24:00 and add it base_map2\n", "max_e_by_hr8 = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(0,4,\"Energy (kWh)\")\n", "heat_data_by_max_energy8 = max_e_by_hr8[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energy8 = heat_data_by_max_energy8.values.tolist()\n", "HeatMap(heatmap_data_by_energy8, name = 'Weekend 18:00-24:00').add_to(base_map2)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 20 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9vcdKoAP2jMF", "outputId": "d769bbae-687d-4e4a-8d64-ab378e863398" }, "source": [ "#Create the heat map data for weekends (all time groups) and add it base_map2\n", "max_e_by_hrWE = MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(0,0,\"Energy (kWh)\")\n", "heat_data_by_max_energyWE = max_e_by_hrWE[['Latitude','Longitude', 'Energy (kWh)']] \n", "heatmap_data_by_energyWE = heat_data_by_max_energyWE.values.tolist()\n", "HeatMap(heatmap_data_by_energyWE, name = 'Weekend ALL').add_to(base_map2)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 21 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MX4soOnQofGG", "outputId": "901c7228-480e-42f9-a4ab-f7144a614452" }, "source": [ "#Add tile layers for easier viewing\n", "folium.TileLayer('openstreetmap').add_to(base_map1)\n", "folium.TileLayer('Stamen Terrain').add_to(base_map1)\n", "folium.TileLayer('Stamen Toner').add_to(base_map1)\n", "folium.TileLayer('cartodbpositron').add_to(base_map1)\n", "#Add layer control to toggle layers and different time groups\n", "folium.LayerControl().add_to(base_map1)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 22 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8ijFipUBog8Z", "outputId": "17f1a529-ae96-4fd7-d459-619072699c94" }, "source": [ "#Add tile layers for easier viewing\n", "folium.TileLayer('openstreetmap').add_to(base_map2)\n", "folium.TileLayer('Stamen Terrain').add_to(base_map2)\n", "folium.TileLayer('Stamen Toner').add_to(base_map2)\n", "folium.TileLayer('cartodbpositron').add_to(base_map2)\n", "#Add layer control to toggle layers and different time groups\n", "folium.LayerControl().add_to(base_map2)\n", "#Show Weekend map" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 23 } ] }, { "cell_type": "markdown", "metadata": { "id": "imlcyPXyLCxl" }, "source": [ "The following three cells have the neccesary code to create our choropleth maps [(See here)](https://datavizcatalogue.com/methods/choropleth.html) on different points of information. \n", "\n", "Just as before, our maps are intereactive, the user can zoom in and out as desired but the data showed will only pertain the state of Colorado. \n", "\n", "We have decided to use choropleth maps in addition to heat maps because we are dealing with counties and addresses which and we aggregated the data into these well-known geographic units in which the data takes place." ] }, { "cell_type": "markdown", "metadata": { "id": "-2WODHTgK07w" }, "source": [ "Define Colorado data for choropleth maps" ] }, { "cell_type": "code", "metadata": { "id": "0rsQwPl-zxIZ" }, "source": [ "# Choropleth\n", "# Define data for choropleth on Weekday\n", "def Colorado_data_Weekday(Weekday,Demand): # Pick 1 for Weekday 0 for Weekkend , Pick \"Number of Transaction\" or \"Energy (kWh)\"\n", " max_e_by_county_weekday= MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(Weekday,0,Demand)\n", "\n", "#Some string mofidication for county to match with GEOJSON propeties.\n", " county=[] \n", " for i in max_e_by_county_weekday['County']:\n", " county.append(i[:-7]) \n", " max_e_by_county_weekday['county']= county\n", " max_e_by_county_weekday['county']= max_e_by_county_weekday['county'].str.upper() # Example : Denver county -> DENVER \n", " Colorado_data = max_e_by_county_weekday[['county','Start Hour', Demand]] \n", " return Colorado_data" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "2K4VWZihP2eU" }, "source": [ "Define Choropleth Maps" ] }, { "cell_type": "code", "metadata": { "id": "XlozOxhP8C4e" }, "source": [ "# Choropleth code\n", "# Build Choropleth for peak energy on weekday and weekend\n", "def Choropleth_Peak_Energy_Weekday(Weekday):\n", " base_map = generateBaseMap()\n", " folium.Choropleth( \n", " geo_data=Colorado_geo, # Geographical data\n", " name='choropleth',\n", " data=Colorado_data_Weekday(Weekday,'Energy (kWh)'),\n", " columns=['county', 'Energy (kWh)'],\n", " key_on = 'feature.properties.county', # Problem is right here, key_on = ????\n", " fill_color='YlOrRd',\n", " nan_fill_color = 'White',\n", " fill_opacity=0.8,\n", " line_opacity=0.2,\n", " bins = [0,300,600,900,1200,1500], \n", " legend_name='Total Energy(kWh) at Peak Time'\n", " ).add_to(base_map)\n", " return base_map\n", "\n", "# Build Choropleth for peak number of transaction on weekday and weekend\n", "def Choropleth_Peak_Transaction_Weekday(Weekday):\n", " base_map = generateBaseMap()\n", " folium.Choropleth( \n", " geo_data=Colorado_geo, # Geographical data\n", " name='choropleth',\n", " data=Colorado_data_Weekday(Weekday,'Peak Number of Transactions'),\n", " columns=['county','Peak Number of Transactions'],\n", " key_on = 'feature.properties.county', # Problem is right here, key_on = ????\n", " fill_color='YlOrRd',\n", " nan_fill_color = 'White',\n", " fill_opacity=0.8,\n", " line_opacity=0.2,\n", " bins = [0,20,40,60,80,100,120],\n", " legend_name='Number of Transactions'\n", " ).add_to(base_map)\n", " return base_map\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "fx6LX0yiP9C3" }, "source": [ "Define Choropleth Peak Time" ] }, { "cell_type": "code", "metadata": { "id": "A9f1MmGuAl9h" }, "source": [ "# Build Choropleth for peak time on weekday and weekend\n", "def Choropleth_Peak_Time_Weekday(Weekday,Demand):\n", " base_map = generateBaseMap()\n", " folium.Choropleth( \n", " geo_data=Colorado_geo, # Geographical data\n", " name='choropleth',\n", " data=Colorado_data_Weekday(Weekday,Demand),\n", " columns=['county', 'Start Hour'],\n", " key_on = 'feature.properties.county', # Problem is right here, key_on = ????\n", " fill_color='YlGnBu',\n", " nan_fill_color = 'White',\n", " fill_opacity=0.8,\n", " line_opacity=0.2,\n", " legend_name='Peak Time'\n", " ).add_to(base_map)\n", " return base_map\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "gfB2BoJzZiSz" }, "source": [ "Code to define the Matrix Heatmap Function [See here](https://datavizcatalogue.com/methods/heatmap.html).\n", "\n", "Matrix heatmaps visualise our data through maximum energy variations in colouring. When applied to a tabular format, our heatmaps are useful for cross-examining multivariate data, through placing Hours variable in the rows and County, Address, or Weekdays in the columns and colouring the cells within the table. " ] }, { "cell_type": "code", "metadata": { "id": "izKmQxvPxezM" }, "source": [ "#Define Matrix Heatmap function:\n", "def Matrix_Heatmap(Columns): # Pick \"County\" or \"MondaytoSunday\" or \"Address 1\"\n", " pvt_matrix = pd.pivot_table(data = df, columns=Columns, index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)',fill_value= 0)\n", " Z = pvt_matrix.to_numpy().T\n", " Z = np.diag(1/(np.max(Z,axis = 1)))@Z # normalize rows below value 1\n", " yl = np.array([x.replace(' County', '') if isinstance(x, str) else\n", " ['Mon','Tues','Wednes','Thurs','Fri','Satur','Sun'][x] + 'day'\n", " for x in pvt_matrix.columns])\n", " yt = [x + .5 for x in range(Z.shape[0])]\n", " figheight = max(Z.shape[0]//3, 4)\n", " fig, ax = plt.subplots(2, 1, figsize=(10,figheight))\n", " ax[0].pcolor(Z)\n", " ax[0].set_title('Original row order')\n", " ax[0].set_xticks(range(0,24,2))\n", " ax[0].set_yticks(yt)\n", " ax[0].set_yticklabels(yl, fontsize=8)\n", " index_array = np.argsort( # get the row indexes of the sort ...\n", " np.argmax(Z, axis=1)) # ... of the column indexes of the column-max\n", " ax[1].pcolor(Z[index_array,:]) # order the same Z rows so that ridge is revealed\n", " ax[1].set_title('Ridge-sorted, normalized rows for ' + Columns) \n", " ax[1].set_xlabel('Start Hour')\n", " ax[1].set_xticks(range(0,24,2))\n", " ax[1].set_ylabel(Columns)\n", " ax[1].set_yticks(yt)\n", " ax[1].set_yticklabels(yl[index_array], fontsize=8)\n", " fig.tight_layout()\n", " plot = plt.show()\n", " return plot, pvt_matrix" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "j82l9fR2tCOr" }, "source": [ "#Results & Discussion\n", "\n", "> The following are the graphs, tables and maps obtained from the code above. We will describe each of them as well as what they tells us in terms of the EV project. \n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "kiAUEvVcxYPd" }, "source": [ "##Graphs" ] }, { "cell_type": "markdown", "metadata": { "id": "n_SToFZKxia1" }, "source": [ "###Boxplots\n", "Following boxplots represent each county's energy usage by start hour. Please click on any boxplot for it to be increased on a bigger scale. (Cell takes about 15 sec to run, more than average)\n", "\n", "These graphs have been done with the purpose to calculate the uncertainty and variability of our results. \n", "\n", "> These graphs were separated into counties in order to see the variability in energy usage as a function of county and hours of a day. The bigger the boxes whiting the plot, the more variability there is in the results and the smalle they the boxes the less variability. We can see that there are some counties like Mesa County, El Paso County, Garfield County, etc. that have a significantly larger uncertainty compared to counties like Baca county, Moffat County, Kiowa County, etc. whose uncertainty is not as high. Analyzing the uncertainty in energy usage by county gives us a more accurate representation and understanding of our following maps. " ] }, { "cell_type": "code", "metadata": { "id": "N1OTz2CVxu7I" }, "source": [ "df.groupby('County').boxplot(column='Energy (kWh)',by='Start Hour', figsize=(80,80)); \n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ueLKC6gGrFn5" }, "source": [ "###Colormap\n", "Following plot shows energy demand in kWh across all individual stations as well. We have decided to use a colormap in order to show critical values from which the other values deviate. As we can see in the following, There are a few addresses that have a much lower energy demand compared to the rest of the data. \n" ] }, { "cell_type": "code", "metadata": { "id": "UmKtJq2PyWul" }, "source": [ "pvt.plot( subplots=False,use_index=True,colormap='coolwarm',figsize=(15,10),linestyle='None',logy=True,marker='.')\n", "plt.legend(bbox_to_anchor=(1.05, 1), borderaxespad=0., ncol=3);" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "K4_7-Y-R9n5R" }, "source": [ "###Tables\n", "\n", "We've decided to have the following tables included because they serves as a check point for the maps that follow. While the other maps visually show the results, these tables have the **exact** values of our results in case they are of interest to the viewer." ] }, { "cell_type": "markdown", "metadata": { "id": "_rz0GAwxG8xf" }, "source": [ "This table shows the sum of the energy per hour in every station.\n", "* 0 - 12:00 AM\n", "* 1 - 1:00 AM\n", "* ...\n", "* 22 - 10:00 PM\n", "* 23 - 11:00 PM\n", "\n", "At the bottom of the table we have the sum/total energy per station for the entire day. At the right end of the table we have the total energy across all stations for each hour.\n", " " ] }, { "cell_type": "code", "metadata": { "id": "VXDy1cPd9qHA" }, "source": [ "pvt" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "6i3kRTpTgqMT" }, "source": [ "This table represents the peak number of transactions throughout the day in all stations. We were able to figure out that the max number of transactions occur on the weekdays for all day.\n" ] }, { "cell_type": "code", "metadata": { "id": "_fC5KLjbgaa3" }, "source": [ "MAX_DEMAND_BY_HOUR_BY_TIME_INTERVAL(1,0,'Peak Number of Transactions')" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "QZPaxpuHPC1z" }, "source": [ "###Heat Maps\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "cufC-iFabswU" }, "source": [ "The following heat maps measure the max energy by hour by time interval.\n", ">As mentioned before, the following heat maps are interactive which allows the user to zoom in and out. \n", ">>The colors in the maps are: \n", "* red (higher energy demand)\n", "* orange\n", "* yellow\n", "* green\n", "* light blue\n", "* royal blue (least energy demand)\n", "\n", "The user can also switch the time intervals and the map type by clicking the **Layer symbol in the top right corner**\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "tRkz0H-RO-DP" }, "source": [ "**REMINDER:** Layers should NEVER be stacked together. Each individual layer should be viewed by itself. When layers are stacked they don't give any information at all. In fact, it misleads to incorrect information. " ] }, { "cell_type": "markdown", "metadata": { "id": "YZ3uInogsBzq" }, "source": [ "**Peak Demand Energy on WEEKDAYS**\n", "\n", "---\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "r9A4IeWOcT9S" }, "source": [ "base_map1" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "L_bVNFelstyq" }, "source": [ "**Peak Demand Energy on WEEKENDS**\n", "\n", "---" ] }, { "cell_type": "code", "metadata": { "id": "hR9YtnwoXl9i" }, "source": [ "base_map2" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ne3cZGZFvA96" }, "source": [ "**Discussion:** When arranging both maps on a scale of 50km:50mi we are able to see some differences in peak demand energy amongst weekdays and weekends.\n", "\n", "\n", "1. During the Weekdays the overall energy is higher across the state compared to the weekend. We can tell this by noticing that the red 'spots' during the weekedays are more intense that those from the weekend. \n", "\n", "\n", "a. Select the \"WEEKDAY ALL\" and \"WEEKEND ALL\" options on the maps and deselect all other toggles\n", "\n", "\n", "2. If we only compare the two maps from 00:00-06:00, we realize that at this time the energy demand is higher on the weekdays in places like Fort Collins and Colorado Springs while it is higher on the weekends in Summit County.\n", "\n", "a. Select the \"WEEKDAY 00:00-06:00\" and \"WEEKEND 00:00-06:00\" options on the maps and deselect all other toggles\n", "\n", "3. From 06:00-12:00, the energy increases significantly more on the weekdays than on the weekends across the state. We also see the appearance of energy being used in Durango County while in the weekends the energy used is minimal. Overall, there is more demand across the state on the weekdays during this time slot.\n", "\n", "a. Select the \"WEEKDAY 06:00-12:00\" and \"WEEKEND 06:00-12:00\" options on the maps and deselect all other toggles\n", "\n", "4. From 12:00-18:00, the energy decreased on the weekdays compared to the 06:00-12:00 time slot. In the weekends, we also notice a decrease in energy with the exception of Fort Collins as the energy increased in this County. \n", "\n", "a. Select the \"WEEKDAY 12:00-18:00\" and \"WEEKEND 12:00-18:00\" options on the maps and deselect all other toggles\n", "\n", "5. Finally, from 12:00-24:00, the energy demand decreases across all state throughout the weekdays and the weekends as it was expected.\n", "\n", "a. Select the \"WEEKDAY 12:00-24:00\" and \"WEEKEND 12:00-24:00\" options on the maps and deselect all other toggles\n", "\n", "As expected, there was more energy used in the weekdays than on the weekends across the state (with a few exceptions). \n" ] }, { "cell_type": "markdown", "metadata": { "id": "kZdvjEH0PM6S" }, "source": [ "\n", "\n", "### Choropleth Maps\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "CissmJ6pQgWX" }, "source": [ "The following Choropleth maps have a legend on the top right corner. Note that each legend represents something different on each maps" ] }, { "cell_type": "markdown", "metadata": { "id": "7TTCfos0Odqb" }, "source": [ "**Peak Demand Energy on WEEKDAYS**\n", "\n", "---\n", "Following map represents the total energy at the peak time on weekedays by county. The maximun energy reached at the peak time was between 1,200-1,500 kWh in places like Fort Collins. " ] }, { "cell_type": "code", "metadata": { "id": "_5eqKVca_6hp" }, "source": [ "Choropleth_Peak_Energy_Weekday(1)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "I-xzXlupOm27" }, "source": [ "**Total Energy at peak time on WEEKENDS**\n", "\n", "---\n", "\n", "Following map represents the total energy at the peak time on weekends by county. What this map could possibly tell us is that the EV users might be using a non-EV during the weekend. This might be the reason why on the peak time the amount of energy doesn't exceed 600 kWh compared to the 1,500 kWh on the weekdays. " ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "jBh8R-9NAHFd", "outputId": "c7eafafe-a5a8-4b20-affd-242d39661a6e" }, "source": [ "Choropleth_Peak_Energy_Weekday(0) " ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "0SdrQ2PIOrEU" }, "source": [ "**Peak number of transactions on WEEKDAYS**\n", "\n", "---\n", "\n", "The following maps shows the number of transactions by county. This map as well as the following doesn't measure the duration nor the amount of energy during each transaction. It rather informs us of the peak number of times that a user plugged in their EV." ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "7Cg5WDOaswSd", "outputId": "c0cc2de7-859b-4d62-a3c2-883bee892f83" }, "source": [ "Choropleth_Peak_Transaction_Weekday(1)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "uxiUhKy-O31p" }, "source": [ "**Peak number of transactions on WEEKENDS**\n", "\n", "---\n", "\n", "Comparing the following map with the previous we can see that there is a fewer demand of transactions over the weekend than over the weekdays. " ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "bqCMUMDgvN10", "outputId": "4aa82ee1-b7a6-460b-a75d-3f50aeab2771" }, "source": [ "Choropleth_Peak_Transaction_Weekday(0)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "K1D4pz5CQQRK" }, "source": [ "**Peak Time of Energy on WEEKDAYS**\n", "\n", "---\n", "\n", "The following two maps tells the peak time, in other words, it tells us when the most energy is being used. The legend should be read as follows:\n", "* 0- 12:00 a.m.\n", "* 6- 6:00 a.m.\n", "* 10- 10:00 a.m.\n", "* 13- 1:00 p.m.\n", "* 16- 4:00 p.m.\n", "* 20- 8:00 p.m.\n", "* 23- 11:00 p.m.\n", "\n", "We can tell by looking at the map below that there are places like Colorado springs whose peak time is between 8:00-11:00 pm but overall, the average peak time on the weekdays is around 8:00 AM - 15:00 PM.\n", "\n", "**Note on the following maps on. Peak Time:** The maps show when the user plugs in their EV but it does NOT describe any type of duration.\n" ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "Lg1qcHBnSOzv", "outputId": "66ef5161-473a-4990-b1b1-ddbf396f4aaf" }, "source": [ "Choropleth_Peak_Time_Weekday(1,'Energy (kWh)') " ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "GAOywDvnPK5u" }, "source": [ "**Peak Time of Energy on WEEKENDS**\n" ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "hsXEOEq0PJ2G", "outputId": "6a096132-7950-4387-bb9d-409491a6980c" }, "source": [ "Choropleth_Peak_Time_Weekday(0,'Energy (kWh)')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "dIzDoeqwPT5Y" }, "source": [ "**Peak time by number of transaction on WEEKDAYS**\n", "\n", "___\n", "Similar as before, thess maps measure the peak time but in terms of transactions. What these maps tells us is the hour in which the most number of transactions took place for any given county. What this means is that if the most transactions at one county was 6 transactions from 3-6 a.m. that is the peak in that specific place, while some other county's peak time by transactions might be 34 at a later time in the day. " ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "-xMosEEuxGMX", "outputId": "6caa1f54-355f-483d-a416-fa0fa655a680" }, "source": [ "Choropleth_Peak_Time_Weekday(1,'Peak Number of Transactions') " ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "XsjwGXQSPgmz" }, "source": [ "**Peak time by number of transaction on WEEKENDS**\n", "\n", "___" ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "6MYWAev5xxYL", "outputId": "372a747d-4654-43e0-9528-ddea66342dd9" }, "source": [ "Choropleth_Peak_Time_Weekday(0,'Peak Number of Transactions') # Peak time by number of transaction on the weekends" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 } ] }, { "cell_type": "markdown", "metadata": { "id": "vWIkWI6yaJu5" }, "source": [ "###Matrix HeatMap\n" ] }, { "cell_type": "markdown", "metadata": { "id": "idNJlQOiKXC-" }, "source": [ "The color distribution for the following matrix heatmaps is:\n", "* yellow - maximum energy at peak hour\n", "* green\n", "* light blue\n", "* royal blue (least energy demand)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "P7Rp_ua5v8jf" }, "source": [ "**Peak Demand Energy by County**\n", "\n", "---\n", "\n", "The following two matrix heatmaps show the peak energy at the peak time for each county in our data.\n", "\n", "The counties in the first map are in the original order given to us in the data. They are later normalized in the second map to show us the peak demand time from 0 (midnight) to 23 (11:00 p.m.).\n", "\n", "Some of the most significant points to discuss is that the time in which most counties show their peak energy is from 7:00-8:00 a.m. and from 8:00-9:00 a.m. We can see that the Dolores County is an outlier where it's peak time is from 3:00-4:00 a.m. but this might be because there are only a few EV users (possibly only one) and they charge their vehicle at this time. " ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "IMFMVIdbdeE9", "outputId": "998c701d-5529-46fa-92ea-d0f9738359bb" }, "source": [ "pt = Matrix_Heatmap('County') # 28 County" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "qEKFpu5zqyhX" }, "source": [ "**Peak Demand Energy by Address**\n", "\n", "Similarly as before, we see two matrix maps arranged by address in which the first map is ordered as given in the data and the second one ordered by time. \n", "\n", "There is one outlier (200 N Wilson Ave), this could be because this station has never been used. \n", "\n", "We see similar results in the maps by address than those by county. We also see that the peak energy in the majority of addresses is between 7:00-8:00 a.m. and 8:00-9:00 a.m." ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "BOlk_4phvoGe", "outputId": "7e9d6858-1c27-4f88-9e35-3f981a44ea34" }, "source": [ "pt = Matrix_Heatmap('Address 1') # 108 Address 1" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: divide by zero encountered in true_divide\n", " \"\"\"\n", "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in matmul\n", " \"\"\"\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "6dkZIjN_qzZW" }, "source": [ "**Peak demand energy by Day**\n", "\n", "Finally, the following two matrix maps are order by Monday through Sunday. As expected, the peak energy across all stations is from 7:00-9:00 a.m. But we notice that on the weekends (Sat-Sun) the peak energy time is from 8:00-11:00/12:00 p.m." ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "t9cidowDvsSY", "outputId": "e14e8d5a-18a2-485e-eb2d-2d5db6b68957" }, "source": [ "Matrix_Heatmap('MondaytoSunday'); " ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "lRoS5EFXayQj" }, "source": [ "**Discussion:** The matrix Heatmaps are highly revealing. We can see the distribution of the peak demand across stations, counties, and all 7 days of the week. \n", "\n", "\n", "As we can see from matrix heatmaps, peak hours are around 8:00-10:00 AM all cross different categories on the weekdays. However, on the weekends, peak hours spreads out in the middle of the day, from 9:00 AM to 14:00 PM \n" ] }, { "cell_type": "markdown", "metadata": { "id": "38XwUyOQccbR" }, "source": [ "#Conclusions\n", "\n", "\n", "> Our conclusions are still in progress. With the information that we have been able to gather so far we see a significant difference in the energy demand when comparing the weekdays and the weekends. We are also able to figure which counties have a higher number of peak energy demand in the state and which have a lower demand. Some counties have higher demands than others but most follow the same pattern (higher on weekdays than weekends). In the following maps that we are working on, we expect to be able to see the peak demand of **transactions** in all stations and see when these peak demands are taking place (weekday or weekend, which specific day of the week, etc). \n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "j67GB9AlzoJc" }, "source": [ "#Appendix" ] }, { "cell_type": "markdown", "metadata": { "id": "t4mkmXzEdOyf" }, "source": [ "The following code section is a place in which we wrote code that helped us understand our code and make sense out of the maps that we presented before. Many of the tables below just helped us make sure that our maps presented correct and accurate information. The reader is welcome to look over the following but it is not necesserary to understand the past results, reason why it is not explained in detail. " ] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "nEccQNK0mMWS" }, "source": [ "pvt = pd.pivot_table(data = df, columns=\"Address 1\", index=['Start Hour'], aggfunc = 'max', values = 'Energy (kWh)', margins=True)\n", "pvt2 = pd.pivot_table(data = df, columns=\"Start Hour\", index=['Address 1'], aggfunc = 'sum', values = 'Energy (kWh)', margins=True)\n", "pvt3 = pd.pivot_table(data = df, columns=\"Address 1\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)')\n", "pvt4 = pd.pivot_table(data = df, columns=\"Start Hour\", index=['Address 1'], aggfunc = 'sum', values = 'Energy (kWh)')\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "AUZlEmTc5TVb" }, "source": [ "maxaddress = pvt3.max()\n", "maxhours = pvt4.max()\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true }, "id": "wkxy9cIj5X4H", "outputId": "ee1f605c-34eb-4a12-af66-804816f41fc0" }, "source": [ "maxaddress.plot(figsize = (40,5), kind = 'bar' )" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 0 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "plMXIsS3_oen" }, "source": [ "pvt3 = pd.pivot_table(data = df, columns=\"1-WD/0-WK\", index=['City'], aggfunc = 'max', values = 'Energy (kWh)')\n", "pvt3.plot(kind = 'bar', figsize = (20,10))\n", "pvt3" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "-MEfoDIkBT3o" }, "source": [ "pvt4 = pd.pivot_table(data = df, columns=\"1-WD/0-WK\", index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)')\n", "pvt4.plot(figsize = (20,10))\n", "pvt4" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "rWk5uux3XxSi" }, "source": [ "# Create a pivot table for number of transactions \n", "pvt_trans = df.groupby([\"Address 1\",\"Start Hour\"])[\"Start Hour\"].count().unstack('Address 1', fill_value = 0)\n", "pvt_trans" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "HcOf0GoKyLoX" }, "source": [ "pvt4 = pd.pivot_table(data = df, columns='County', index=['Start Hour'], aggfunc = 'sum', values = 'Energy (kWh)')\n", "pvt4" ], "execution_count": null, "outputs": [] } ] }