Prak07.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
       
      ],
      "metadata": {
        "id": "deah6pPavOO5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
      
      ],
      "metadata": {
        "id": "u9EtHrQQve6K"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bagian 1: Model Populasi Polisi Detroit"
      ],
      "metadata": {
        "id": "nYDRA3bFd3rj"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "id": "GsKcUfCKc6fO"
      },
      "outputs": [],
      "source": [
        "import csv\n",
        "import urllib.request\n",
        "from functools import reduce\n",
        "\n",
        "url = \"https://raw.githubusercontent.com/Mif212/dokumen/main/911_Calls_for_Service_(Last_30_Days).csv\"\n",
        "response = urllib.request.urlopen(url)\n",
        "lines = [l.decode(\"utf-8\") for l in response.readlines()]\n",
        "data = list(csv.DictReader(lines))\n",
        "data_filtered = list(filter(lambda d: d[\"zip_code\"] and d[\"neighborhood\"] and d[\"totalresponsetime\"] and d[\"dispatchtime\"] and d[\"totaltime\"], data))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "detroit_data = list(filter(lambda d: d[\"neighborhood\"] == \"Detroit Golf\", data_filtered))\n",
        "total_response_time = reduce(lambda acc, d: acc + float(d[\"totalresponsetime\"]), detroit_data, 0)\n",
        "average_response_time = total_response_time / len(detroit_data)\n",
        "total_dispatch_time = reduce(lambda acc, d: acc + float(d[\"dispatchtime\"]), detroit_data, 0)\n",
        "average_dispatch_time = total_dispatch_time / len(detroit_data)\n",
        "total_time_on_scene = reduce(lambda acc, d: acc + float(d[\"totaltime\"]), detroit_data, 0)\n",
        "average_time_on_scene = total_time_on_scene / len(detroit_data)\n",
        "result = []\n",
        "result.append({\"Total Response Time (sec)\": total_response_time})\n",
        "result.append({\"Average Response Time (sec)\": average_response_time})\n",
        "result.append({\"Total Dispatch Time (sec)\": total_dispatch_time})\n",
        "result.append({\"Average Dispatch Time (sec)\": average_dispatch_time})\n",
        "result.append({\"Total Time (sec)\": total_time_on_scene})\n",
        "result.append({\"Average Time (sec)\": average_time_on_scene})\n",
        "\n",
        "result"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p99pwWbZeMan",
        "outputId": "9a6772f0-8665-4dfd-abc8-b779d4fd9a5b"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'Total Response Time (sec)': 330.09999999999997},\n",
              " {'Average Response Time (sec)': 11.003333333333332},\n",
              " {'Total Dispatch Time (sec)': 178.8},\n",
              " {'Average Dispatch Time (sec)': 5.96},\n",
              " {'Total Time (sec)': 1151.6000000000004},\n",
              " {'Average Time (sec)': 38.38666666666668}]"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bagian 2: Modelkan Neighborhood Samples"
      ],
      "metadata": {
        "id": "5IAK-fgakrAs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "neighborhoods = set(map(lambda d: d['neighborhood'], data_filtered))\n",
        "neighborhood_data = [{neighborhood: list(filter(lambda d: d['neighborhood'] == neighborhood, data_filtered))} for neighborhood in neighborhoods]"
      ],
      "metadata": {
        "id": "fqCiTztela0n"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "neighborhoods = list(set([d['neighborhood'] for d in data if d['neighborhood'] != '' and d['zip_code'] != '']))\n",
        "\n",
        "neighborhood_data = {neighborhood: list(filter(lambda d: d['neighborhood'] == neighborhood, data_filtered)) for neighborhood in neighborhoods}\n",
        "\n",
        "response_time_by_neighborhood = [{neighborhood: reduce(lambda acc, d: acc + float(d['totalresponsetime']), \n",
        "                                                       neighborhood_data[neighborhood], 0) / len(neighborhood_data[neighborhood])}\n",
        "                                 for neighborhood in neighborhoods]\n",
        "\n",
        "dispatch_time_by_neighborhood = [{neighborhood: reduce(lambda acc, d: acc + float(d['dispatchtime']), \n",
        "                                                       neighborhood_data[neighborhood], 0) / len(neighborhood_data[neighborhood])}\n",
        "                                 for neighborhood in neighborhoods]\n",
        "\n",
        "total_time_by_neighborhood = [{neighborhood: reduce(lambda acc, d: acc + float(d['totaltime']), \n",
        "                                                    neighborhood_data[neighborhood], 0) / len(neighborhood_data[neighborhood])}\n",
        "                              for neighborhood in neighborhoods]\n",
        "\n",
        "print(\"Total response time average by neighborhood:\", response_time_by_neighborhood)\n",
        "print(\"Dispatch time average by neighborhood:\", dispatch_time_by_neighborhood)\n",
        "print(\"Total time average by neighborhood:\", total_time_by_neighborhood)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kCB2CxRdl_8r",
        "outputId": "4daaf9b4-463c-43c8-c8e4-1631e0732170"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total response time average by neighborhood: [{'Gratiot Town/Ketterring': 8.303202846975086}, {'Henry Ford': 20.540196078431375}, {'West Virginia Park': 0.0}, {'Castle Rouge': 36.785135135135135}, {'San Bernardo': 9.937623762376239}, {'Fiskhorn': 11.44017857142857}, {'Chalfonte': 13.671304347826089}, {'Aviation Sub': 15.929838709677423}, {'Joseph Berry Sub': 25.552941176470586}, {'Southfield Plymouth': 9.49824561403509}, {'Wildemere Park': 13.812987012987016}, {'Conner Creek': 8.250854700854699}, {'Schaefer 7/8 Lodge': 18.67725631768953}, {'Fitzgerald/Marygrove': 14.239242685025815}, {'Greenwich': 17.99367088607595}, {'Brewster Homes': 15.553571428571429}, {'Far West Detroit': 25.88318584070796}, {'LaSalle College Park': 14.326666666666668}, {'West Side Industrial': 5.521428571428571}, {'North Campau': 4.714529914529915}, {'Forest Park': 8.700000000000001}, {'Indian Village': 2.1345454545454543}, {'Riverdale': 8.70769230769231}, {'West End': 12.156595744680848}, {'North End': 5.6027491408934695}, {'Delray': 1.007344632768362}, {'Morningside': 13.962348877374783}, {'Rosedale Park': 6.6355685131195346}, {'Franklin Park': 6.219100580270788}, {'Hubbell-Lyndon': 11.841584158415833}, {'State Fair': 11.244444444444444}, {'Arden Park': 5.836363636363637}, {'Boynton': 10.010653753026633}, {'Hubbard Farms': 7.161481481481482}, {'Marina District': 7.093333333333334}, {'Cultural Center': 3.910112359550563}, {'Northeast Central District': 9.064705882352941}, {'Rouge Park': 8.003658536585366}, {'Hubbard Richard': 11.280701754385968}, {'Greektown': 0.814986123959297}, {'Schoolcraft Southfield': 9.593474714518761}, {'Jefferson Chalmers': 10.626011560693644}, {'Sherwood': 8.800847457627121}, {'Joy Community': 10.809341500765699}, {'Wayne State': 1.4632011967090504}, {'Garden View': 25.756321839080464}, {'McDougall-Hunt': 5.504863813229572}, {'Wade': 12.201910828025477}, {'Evergreen Lahser 7/8': 17.71507692307692}, {'East Village': 11.05458612975391}, {'Milwaukee Junction': 3.393364928909954}, {'Tech Town': 2.635820895522387}, {'Historic Atkinson': 15.052941176470586}, {'Cornerstone Village': 15.461552346570402}, {'West Village': 6.225185185185187}, {'Michigan-Martin': 6.776923076923077}, {'Schulze': 15.139223300970874}, {'Midtown': 3.6445787415570563}, {'Nortown': 9.797159090909098}, {'Pembroke': 13.004395604395603}, {'Lafayette Park': 5.13793103448276}, {'Grand River-St Marys': 13.252736318407964}, {'East English Village': 16.661570247933877}, {'Pride Area Community': 8.364772727272726}, {'Bethune Community': 11.56280991735538}, {'Berg-Lahser': 20.237419354838703}, {'College Park': 10.726972477064221}, {'Woodbridge': 2.5802531645569617}, {'Russell Industrial': 15.592857142857142}, {'Belle Isle': 0.0}, {'Douglass': 9.3875}, {'Tri-Point': 13.492857142857144}, {'Cadillac Community': 8.653012048192773}, {'Pershing': 6.8952380952380965}, {'Paveway': 7.431372549019606}, {'Krainz Woods': 12.040277777777774}, {'Chadsey Condon': 11.509944751381212}, {'Hubbell-Puritan': 13.266094420600853}, {'Campau/Banglatown': 9.961538461538463}, {'Warren Ave Community': 10.830807453416147}, {'McNichols Evergreen': 9.883333333333333}, {'Islandview': 7.482079646017701}, {'Davison': 2.346533613445378}, {'Crary/St Marys': 14.398321342925668}, {'Jamison': 16.185897435897438}, {'Nardin Park': 3.7159964253798026}, {'LaSalle Gardens': 15.137662337662334}, {'Carbon Works': 5.396774193548387}, {'Bagley': 11.645777777777775}, {'Cadillac Heights': 9.481182795698926}, {'Littlefield Community': 19.640449438202246}, {'Virginia Park': 7.7272727272727275}, {'Herman Kiefer': 25.551219512195118}, {'Riverbend': 4.850254452926208}, {'Springwells': 9.21759890859481}, {'Medical Center': 9.793958333333336}, {'Mohican Regent': 5.91867816091954}, {'Grandmont': 13.749206349206348}, {'Chandler Park-Chalmers': 9.430392156862744}, {'Grant': 2.0571587125416206}, {'Mount Olivet': 8.31159420289855}, {'Chandler Park': 7.454444444444442}, {'Minock Park': 9.185454545454547}, {'Regent Park': 9.778655660377364}, {'Pingree Park': 6.780769230769229}, {'Joy-Schaefer': 14.567200000000001}, {'Petoskey-Otsego': 11.172608695652173}, {'Five Points': 15.755458515283843}, {'Martin Park': 17.51517241379311}, {'Grandmont #1': 16.213888888888885}, {'Pulaski': 13.404185022026432}, {'Gratiot Woods': 11.903030303030306}, {'Penrose': 14.568235294117653}, {'We Care Community': 13.899159663865552}, {'Harmony Village': 11.086027397260272}, {'North Rosedale Park': 9.378623188405793}, {'Conant Gardens': 4.195180722891566}, {'Waterworks Park': 20.2}, {'Plymouth-Hubbell': 13.307868020304564}, {'Gratiot-Findlay': 2.6729291204099055}, {'Greenfield-Grand River': 12.073584905660377}, {'NW Goldberg': 7.640663900414938}, {'Davison-Schoolcraft': 10.696178343949045}, {'Belmont': 6.963101604278078}, {'Airport Sub': 11.913988095238093}, {'Farwell': 5.88083067092652}, {'Oakman Blvd Community': 11.092290249433105}, {'Elijah McCoy': 10.422500000000003}, {'New Center Commons': 7.737226277372259}, {'Holcomb Community': 11.661432926829267}, {'Gateway Community': 10.914503816793891}, {'Old Redford': 5.761643835616437}, {'Greenfield': 14.85479452054794}, {'Winship': 20.012145748987866}, {'West Outer Drive': 15.646666666666667}, {'Poletown East': 5.158223684210526}, {'Downtown': 2.381624850657107}, {'Central Southwest': 6.903499999999997}, {'Conner Creek Industrial': 12.22874251497006}, {'Mapleridge': 8.983287671232878}, {'New Center': 1.5986187845303865}, {'Jeffries': 2.8428571428571425}, {'Russell Woods': 7.422388059701493}, {'Sherwood Forest': 2.929213483146068}, {'Piety Hill': 8.342592592592592}, {'Gold Coast': 8.719897959183674}, {'Dexter-Linwood': 11.015899581589956}, {'North Corktown': 5.02392026578073}, {'Grixdale Farms': 13.914418604651171}, {'Corktown': 4.363146067415729}, {'Boston Edison': 12.210526315789476}, {\"O'Hair Park\": 15.31381578947368}, {'Seven Mile Lodge': 8.411428571428571}, {'Franklin': 11.791578947368414}, {'Northwest Community': 6.566666666666666}, {'Nolan': 4.0651006711409385}, {'Denby': 12.840510948905106}, {'Oak Grove': 3.8366982124079922}, {'Barton-McFarland': 13.351830161054178}, {'Detroit Golf': 11.003333333333332}, {'Moross-Morang': 10.889204545454547}, {'North LaSalle': 12.614204545454548}, {'Butler': 9.0990099009901}, {'Warrendale': 14.611185682326616}, {'Dexter-Fenkell': 8.62857142857143}, {'Elmwood Park': 11.700000000000005}, {'Plymouth-I96': 5.2067415730337085}, {'Buffalo Charles': 15.773099415204678}, {'Blackstone Park': 28.690909090909088}, {'Happy Homes': 6.375342465753424}, {'Gratiot-Grand': 6.712251655629139}, {'Ravendale': 9.142857142857142}, {'Pilgrim Village': 15.049180327868845}, {'Palmer Park': 14.718007662835253}, {'Grand River-I96': 4.262606232294616}, {'Garden Homes': 27.633980582524273}, {'Medbury Park': 2.3588235294117643}, {'Miller Grove': 11.74009433962264}, {'Greenfield Park': 4.742982456140351}, {'Hawthorne Park': 4.1945205479452055}, {'Oakwood Heights': 12.64285714285714}, {'Evergreen-Outer Drive': 11.815855855855853}, {'East Canfield': 11.7}, {'Eliza Howell': 32.90740740740742}, {'Core City': 5.4055045871559635}, {'Weatherby': 7.089430894308943}, {'Melvern Hill': 4.213636363636363}, {'Green Acres': 8.832142857142859}, {'Fox Creek': 8.99186046511628}, {'Midwest': 14.420153846153852}, {'Claytown': 10.594684796044497}, {'Westwood Park': 14.32689075630252}, {'Brush Park': 2.8875576036866355}, {'Rivertown': 2.4665629860031104}, {'Von Steuben': 9.422405660377363}, {'South of Six': 12.682352941176472}, {'Seven Mile-Rouge': 17.17378640776699}, {'The Eye': 18.089808917197452}, {'Mexicantown': 8.953488372093023}, {'Brightmoor': 13.79572553430822}, {'McDowell': 17.868}, {'Outer Drive-Hayes': 10.045841584158408}, {'Eden Gardens': 14.052488687782809}, {'Yorkshire Woods': 11.533246753246745}, {'University District': 5.387551867219917}, {'Eastern Market': 0.614324880054832}, {'Palmer Woods': 0.6180327868852458}]\n",
            "Dispatch time average by neighborhood: [{'Gratiot Town/Ketterring': 4.754448398576511}, {'Henry Ford': 12.326960784313728}, {'West Virginia Park': 0.0}, {'Castle Rouge': 24.58648648648649}, {'San Bernardo': 4.504950495049505}, {'Fiskhorn': 5.6607142857142865}, {'Chalfonte': 9.094782608695652}, {'Aviation Sub': 8.809677419354841}, {'Joseph Berry Sub': 24.211764705882356}, {'Southfield Plymouth': 6.119298245614036}, {'Wildemere Park': 7.551948051948056}, {'Conner Creek': 3.714102564102566}, {'Schaefer 7/8 Lodge': 11.106498194945855}, {'Fitzgerald/Marygrove': 8.081411359724616}, {'Greenwich': 12.169620253164558}, {'Brewster Homes': 6.208928571428571}, {'Far West Detroit': 13.561061946902658}, {'LaSalle College Park': 8.847692307692308}, {'West Side Industrial': 2.859999999999999}, {'North Campau': 1.9863247863247864}, {'Forest Park': 4.002830188679245}, {'Indian Village': 0.3745454545454545}, {'Riverdale': 4.583846153846155}, {'West End': 7.924255319148936}, {'North End': 2.3769759450171812}, {'Delray': 0.36850282485875696}, {'Morningside': 8.44801381692573}, {'Rosedale Park': 3.4169096209912535}, {'Franklin Park': 4.030319148936168}, {'Hubbell-Lyndon': 7.7559405940594095}, {'State Fair': 6.655555555555554}, {'Arden Park': 2.463636363636364}, {'Boynton': 4.222276029055692}, {'Hubbard Farms': 3.3844444444444433}, {'Marina District': 3.4699999999999993}, {'Cultural Center': 1.659269662921349}, {'Northeast Central District': 6.113865546218486}, {'Rouge Park': 5.8585365853658535}, {'Hubbard Richard': 7.507017543859647}, {'Greektown': 0.17391304347826086}, {'Schoolcraft Southfield': 5.283360522022838}, {'Jefferson Chalmers': 5.677745664739884}, {'Sherwood': 4.692372881355933}, {'Joy Community': 7.669372128637067}, {'Wayne State': 0.1427823485415108}, {'Garden View': 20.747126436781613}, {'McDougall-Hunt': 2.5544747081712034}, {'Wade': 7.366878980891718}, {'Evergreen Lahser 7/8': 11.419384615384615}, {'East Village': 6.0145413870246065}, {'Milwaukee Junction': 1.4881516587677728}, {'Tech Town': -0.32587064676616917}, {'Historic Atkinson': 10.31764705882353}, {'Cornerstone Village': 9.013537906137188}, {'West Village': 2.1296296296296306}, {'Michigan-Martin': 2.982692307692307}, {'Schulze': 9.292427184466018}, {'Midtown': 1.5776395307500883}, {'Nortown': 5.8702651515151505}, {'Pembroke': 4.881318681318682}, {'Lafayette Park': 2.9193103448275863}, {'Grand River-St Marys': 8.34676616915423}, {'East English Village': 9.776446280991733}, {'Pride Area Community': 4.32443181818182}, {'Bethune Community': 7.021946740128553}, {'Berg-Lahser': 11.8458064516129}, {'College Park': 5.433394495412845}, {'Woodbridge': 1.0941772151898734}, {'Russell Industrial': 10.328571428571427}, {'Belle Isle': 0.0}, {'Douglass': 8.025}, {'Tri-Point': 8.535714285714286}, {'Cadillac Community': 5.360843373493975}, {'Pershing': 3.989795918367347}, {'Paveway': 2.717647058823529}, {'Krainz Woods': 8.245370370370372}, {'Chadsey Condon': 5.528729281767954}, {'Hubbell-Puritan': 8.157081545064377}, {'Campau/Banglatown': 4.213846153846156}, {'Warren Ave Community': 7.041863354037265}, {'McNichols Evergreen': 5.38472222222222}, {'Islandview': 3.5973451327433636}, {'Davison': 1.1355042016806718}, {'Crary/St Marys': 8.272661870503597}, {'Jamison': 10.078205128205127}, {'Nardin Park': 1.9308310991957092}, {'LaSalle Gardens': 8.761038961038963}, {'Carbon Works': 1.2225806451612902}, {'Bagley': 7.218074074074075}, {'Cadillac Heights': 5.411827956989246}, {'Littlefield Community': 13.003370786516848}, {'Virginia Park': 4.577272727272727}, {'Herman Kiefer': 18.00487804878049}, {'Riverbend': 3.324681933842239}, {'Springwells': 4.553206002728513}, {'Medical Center': 4.817499999999998}, {'Mohican Regent': 2.3979885057471284}, {'Grandmont': 9.85555555555555}, {'Chandler Park-Chalmers': 5.285294117647057}, {'Grant': 1.1178690344062157}, {'Mount Olivet': 5.369202898550726}, {'Chandler Park': 3.4172222222222235}, {'Minock Park': 2.9472727272727277}, {'Regent Park': 5.177358490566037}, {'Pingree Park': 2.182692307692308}, {'Joy-Schaefer': 9.766399999999999}, {'Petoskey-Otsego': 6.362173913043479}, {'Five Points': 8.045851528384283}, {'Martin Park': 11.553793103448278}, {'Grandmont #1': 9.501388888888885}, {'Pulaski': 7.5440528634361215}, {'Gratiot Woods': 7.33939393939394}, {'Penrose': 9.612941176470587}, {'We Care Community': 8.307983193277312}, {'Harmony Village': 5.775616438356163}, {'North Rosedale Park': 5.550724637681158}, {'Conant Gardens': 2.0222891566265058}, {'Waterworks Park': 13.149999999999999}, {'Plymouth-Hubbell': 8.585532994923861}, {'Gratiot-Findlay': 1.6126387702818108}, {'Greenfield-Grand River': 7.155660377358489}, {'NW Goldberg': 3.592946058091287}, {'Davison-Schoolcraft': 6.710191082802549}, {'Belmont': 3.289304812834224}, {'Airport Sub': 6.405357142857143}, {'Farwell': 3.54185303514377}, {'Oakman Blvd Community': 6.6274376417233585}, {'Elijah McCoy': 4.1625000000000005}, {'New Center Commons': 3.2540145985401447}, {'Holcomb Community': 7.750609756097563}, {'Gateway Community': 4.876335877862595}, {'Old Redford': 3.2958904109589042}, {'Greenfield': 8.1013698630137}, {'Winship': 11.502631578947371}, {'West Outer Drive': 7.9799999999999995}, {'Poletown East': 2.904276315789474}, {'Downtown': 1.051995221027479}, {'Central Southwest': 3.7123999999999997}, {'Conner Creek Industrial': 7.697604790419161}, {'Mapleridge': 5.6241095890410975}, {'New Center': 0.7401933701657458}, {'Jeffries': 1.4974489795918364}, {'Russell Woods': 3.9263681592039794}, {'Sherwood Forest': 1.29438202247191}, {'Piety Hill': 3.970987654320988}, {'Gold Coast': 4.9969387755102055}, {'Dexter-Linwood': 6.482008368200837}, {'North Corktown': 2.32126245847176}, {'Grixdale Farms': 8.697209302325582}, {'Corktown': 1.8642696629213487}, {'Boston Edison': 6.321052631578946}, {\"O'Hair Park\": 8.680592105263159}, {'Seven Mile Lodge': 2.3885714285714283}, {'Franklin': 7.446842105263161}, {'Northwest Community': 3.3541666666666656}, {'Nolan': 1.955503355704698}, {'Denby': 8.260948905109487}, {'Oak Grove': 2.363512092534174}, {'Barton-McFarland': 7.365153733528551}, {'Detroit Golf': 5.96}, {'Moross-Morang': 6.344886363636362}, {'North LaSalle': 6.560795454545455}, {'Butler': 6.042574257425741}, {'Warrendale': 9.198135719612228}, {'Dexter-Fenkell': 4.726190476190476}, {'Elmwood Park': 5.731967213114755}, {'Plymouth-I96': 3.2816479400749072}, {'Buffalo Charles': 9.70175438596491}, {'Blackstone Park': 21.992207792207793}, {'Happy Homes': 3.7958904109589042}, {'Gratiot-Grand': 3.5718543046357616}, {'Ravendale': 4.571428571428572}, {'Pilgrim Village': 8.179098360655736}, {'Palmer Park': 9.111111111111114}, {'Grand River-I96': 2.3502360717658184}, {'Garden Homes': 20.35825242718447}, {'Medbury Park': 0.05294117647058823}, {'Miller Grove': 8.27122641509434}, {'Greenfield Park': 3.0576023391812868}, {'Hawthorne Park': 2.480365296803654}, {'Oakwood Heights': 6.166666666666667}, {'Evergreen-Outer Drive': 6.7821621621621695}, {'East Canfield': 5.185714285714286}, {'Eliza Howell': 21.600925925925928}, {'Core City': 2.7380733944954128}, {'Weatherby': 4.704065040650407}, {'Melvern Hill': 2.627272727272727}, {'Green Acres': 4.670238095238095}, {'Fox Creek': 5.077325581395354}, {'Midwest': 7.81476923076923}, {'Claytown': 5.218912237330035}, {'Westwood Park': 9.209243697478994}, {'Brush Park': 1.258294930875576}, {'Rivertown': 1.2055987558320376}, {'Von Steuben': 5.504009433962262}, {'South of Six': 4.854901960784313}, {'Seven Mile-Rouge': 11.282038834951454}, {'The Eye': 11.363057324840769}, {'Mexicantown': 5.995348837209304}, {'Brightmoor': 8.128571428571432}, {'McDowell': 12.953999999999994}, {'Outer Drive-Hayes': 5.284752475247527}, {'Eden Gardens': 10.184162895927603}, {'Yorkshire Woods': 7.355844155844158}, {'University District': 2.892946058091287}, {'Eastern Market': 0.3234407128169978}, {'Palmer Woods': 0.2919293820933165}]\n",
            "Total time average by neighborhood: [{'Gratiot Town/Ketterring': 32.89252669039146}, {'Henry Ford': 49.584803921568614}, {'West Virginia Park': 4.375}, {'Castle Rouge': 58.197297297297304}, {'San Bernardo': 27.200000000000006}, {'Fiskhorn': 44.648214285714275}, {'Chalfonte': 31.558260869565213}, {'Aviation Sub': 42.50725806451613}, {'Joseph Berry Sub': 40.405882352941184}, {'Southfield Plymouth': 32.41578947368422}, {'Wildemere Park': 42.1961038961039}, {'Conner Creek': 29.706837606837585}, {'Schaefer 7/8 Lodge': 50.23790613718411}, {'Fitzgerald/Marygrove': 43.988812392426816}, {'Greenwich': 37.348101265822784}, {'Brewster Homes': 51.85535714285714}, {'Far West Detroit': 66.83008849557524}, {'LaSalle College Park': 38.37846153846152}, {'West Side Industrial': 27.22285714285716}, {'North Campau': 19.234615384615395}, {'Forest Park': 32.18773584905661}, {'Indian Village': 23.694545454545455}, {'Riverdale': 27.716153846153833}, {'West End': 40.736595744680855}, {'North End': 23.43917525773196}, {'Delray': 12.866101694915287}, {'Morningside': 44.08566493955095}, {'Rosedale Park': 26.655976676384846}, {'Franklin Park': 21.873017408123797}, {'Hubbell-Lyndon': 32.98539603960397}, {'State Fair': 53.30222222222222}, {'Arden Park': 20.145454545454545}, {'Boynton': 33.496125907990326}, {'Hubbard Farms': 28.855555555555558}, {'Marina District': 26.429999999999986}, {'Cultural Center': 24.72134831460675}, {'Northeast Central District': 29.97352941176469}, {'Rouge Park': 21.91707317073171}, {'Hubbard Richard': 32.261403508771934}, {'Greektown': 17.10333024976875}, {'Schoolcraft Southfield': 32.56623164763456}, {'Jefferson Chalmers': 37.788150289017324}, {'Sherwood': 33.01694915254237}, {'Joy Community': 33.34808575803983}, {'Wayne State': 25.738593866866136}, {'Garden View': 55.054022988505736}, {'McDougall-Hunt': 23.931322957198464}, {'Wade': 43.601910828025495}, {'Evergreen Lahser 7/8': 46.11630769230771}, {'East Village': 38.18769574944068}, {'Milwaukee Junction': 20.260189573459705}, {'Tech Town': 54.03383084577117}, {'Historic Atkinson': 35.78823529411765}, {'Cornerstone Village': 47.37635379061373}, {'West Village': 29.41851851851853}, {'Michigan-Martin': 32.20961538461538}, {'Schulze': 40.2231067961165}, {'Midtown': 27.193814432989747}, {'Nortown': 28.29412878787881}, {'Pembroke': 39.945054945054935}, {'Lafayette Park': 28.60793103448275}, {'Grand River-St Marys': 34.81741293532336}, {'East English Village': 38.8363636363636}, {'Pride Area Community': 28.048863636363638}, {'Bethune Community': 35.94453627180904}, {'Berg-Lahser': 47.152258064516154}, {'College Park': 35.357981651376186}, {'Woodbridge': 29.889367088607607}, {'Russell Industrial': 29.578571428571426}, {'Belle Isle': 12.75}, {'Douglass': 36.675}, {'Tri-Point': 50.567857142857136}, {'Cadillac Community': 27.859638554216865}, {'Pershing': 44.7265306122449}, {'Paveway': 32.80196078431372}, {'Krainz Woods': 37.31666666666667}, {'Chadsey Condon': 34.602762430939215}, {'Hubbell-Puritan': 46.22532188841199}, {'Campau/Banglatown': 32.0923076923077}, {'Warren Ave Community': 28.221987577639762}, {'McNichols Evergreen': 30.609027777777783}, {'Islandview': 32.021238938053116}, {'Davison': 15.164285714285716}, {'Crary/St Marys': 40.06354916067143}, {'Jamison': 44.52820512820512}, {'Nardin Park': 17.0834673815907}, {'LaSalle Gardens': 41.681818181818166}, {'Carbon Works': 33.78387096774193}, {'Bagley': 33.13822222222223}, {'Cadillac Heights': 33.87526881720431}, {'Littlefield Community': 40.61235955056179}, {'Virginia Park': 29.172727272727272}, {'Herman Kiefer': 52.019512195121955}, {'Riverbend': 20.193638676844795}, {'Springwells': 29.513096862210094}, {'Medical Center': 49.584375}, {'Mohican Regent': 20.784770114942535}, {'Grandmont': 34.61269841269842}, {'Chandler Park-Chalmers': 33.43137254901961}, {'Grant': 14.218756936737003}, {'Mount Olivet': 23.067391304347826}, {'Chandler Park': 36.153888888888886}, {'Minock Park': 39.69090909090909}, {'Regent Park': 31.560495283018856}, {'Pingree Park': 38.37115384615384}, {'Joy-Schaefer': 36.4104}, {'Petoskey-Otsego': 38.80434782608699}, {'Five Points': 47.29956331877728}, {'Martin Park': 44.56689655172411}, {'Grandmont #1': 45.19305555555556}, {'Pulaski': 38.670484581497824}, {'Gratiot Woods': 44.29090909090909}, {'Penrose': 36.290588235294116}, {'We Care Community': 37.34453781512605}, {'Harmony Village': 36.706027397260286}, {'North Rosedale Park': 30.89021739130435}, {'Conant Gardens': 21.304819277108432}, {'Waterworks Park': 52.21666666666667}, {'Plymouth-Hubbell': 38.60355329949239}, {'Gratiot-Findlay': 15.29709649871906}, {'Greenfield-Grand River': 40.27216981132077}, {'NW Goldberg': 29.82323651452282}, {'Davison-Schoolcraft': 33.89745222929934}, {'Belmont': 34.242780748663094}, {'Airport Sub': 36.47053571428568}, {'Farwell': 25.06517571884982}, {'Oakman Blvd Community': 36.567913832199544}, {'Elijah McCoy': 44.88500000000001}, {'New Center Commons': 34.240145985401455}, {'Holcomb Community': 36.31661585365853}, {'Gateway Community': 33.89694656488548}, {'Old Redford': 19.193150684931503}, {'Greenfield': 42.6431506849315}, {'Winship': 50.81700404858297}, {'West Outer Drive': 41.37666666666667}, {'Poletown East': 22.63519736842104}, {'Downtown': 17.551493428912778}, {'Central Southwest': 26.134599999999995}, {'Conner Creek Industrial': 34.28083832335327}, {'Mapleridge': 34.64958904109588}, {'New Center': 15.606767955801091}, {'Jeffries': 20.00612244897959}, {'Russell Woods': 22.45323383084577}, {'Sherwood Forest': 18.31797752808989}, {'Piety Hill': 32.862345679012314}, {'Gold Coast': 32.45663265306123}, {'Dexter-Linwood': 30.50428870292888}, {'North Corktown': 28.96744186046511}, {'Grixdale Farms': 35.74372093023258}, {'Corktown': 20.298876404494383}, {'Boston Edison': 41.81929824561404}, {\"O'Hair Park\": 48.056250000000034}, {'Seven Mile Lodge': 46.662857142857135}, {'Franklin': 33.52999999999997}, {'Northwest Community': 31.627500000000012}, {'Nolan': 20.080067114093975}, {'Denby': 39.91934306569341}, {'Oak Grove': 17.129442691903286}, {'Barton-McFarland': 44.84787701317713}, {'Detroit Golf': 38.38666666666668}, {'Moross-Morang': 30.41761363636366}, {'North LaSalle': 36.93295454545454}, {'Butler': 24.178712871287118}, {'Warrendale': 40.159433258762114}, {'Dexter-Fenkell': 24.576190476190483}, {'Elmwood Park': 40.31775956284156}, {'Plymouth-I96': 20.362921348314618}, {'Buffalo Charles': 45.23567251461987}, {'Blackstone Park': 63.75194805194805}, {'Happy Homes': 31.243835616438364}, {'Gratiot-Grand': 29.272847682119192}, {'Ravendale': 29.564285714285706}, {'Pilgrim Village': 39.45573770491802}, {'Palmer Park': 34.8800766283525}, {'Grand River-I96': 22.89027384324836}, {'Garden Homes': 52.22912621359223}, {'Medbury Park': 16.019117647058827}, {'Miller Grove': 33.475}, {'Greenfield Park': 19.46081871345031}, {'Hawthorne Park': 15.713242009132424}, {'Oakwood Heights': 39.26428571428572}, {'Evergreen-Outer Drive': 38.0374774774775}, {'East Canfield': 33.6}, {'Eliza Howell': 71.25277777777777}, {'Core City': 27.084862385321102}, {'Weatherby': 21.808130081300806}, {'Melvern Hill': 26.286363636363635}, {'Green Acres': 25.77261904761904}, {'Fox Creek': 30.12354651162791}, {'Midwest': 42.02646153846146}, {'Claytown': 31.893695920890014}, {'Westwood Park': 36.04285714285714}, {'Brush Park': 14.76382488479264}, {'Rivertown': 19.115552099533442}, {'Von Steuben': 31.472877358490592}, {'South of Six': 47.02745098039216}, {'Seven Mile-Rouge': 42.669902912621374}, {'The Eye': 44.793630573248414}, {'Mexicantown': 28.609302325581396}, {'Brightmoor': 38.47446569178853}, {'McDowell': 41.065999999999995}, {'Outer Drive-Hayes': 33.73910891089112}, {'Eden Gardens': 41.62217194570138}, {'Yorkshire Woods': 37.131428571428565}, {'University District': 22.225726141078834}, {'Eastern Market': 12.77793008910213}, {'Palmer Woods': 10.348297604035315}]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bagian 3: Buat file Output JSON"
      ],
      "metadata": {
        "id": "3thP3N3LqC0C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "\n",
        "output_dict = {'response_time_by_neighborhood': response_time_by_neighborhood,\n",
        "               'dispatch_time_by_neighborhood': dispatch_time_by_neighborhood,\n",
        "               'total_time_by_neighborhood': total_time_by_neighborhood}\n",
        "\n",
        "with open('output.json', 'w') as f:\n",
        "    json.dump(output_dict, f)"
      ],
      "metadata": {
        "id": "-hQMCtU4qEUH"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open('output.json') as f:\n",
        "    data = json.load(f)\n",
        "\n",
        "data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "55-xu0CEq4pR",
        "outputId": "984017aa-eba5-421b-c5ce-3a5b999e1875"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'response_time_by_neighborhood': [{'Gratiot Town/Ketterring': 8.303202846975086},\n",
              "  {'Henry Ford': 20.540196078431375},\n",
              "  {'West Virginia Park': 0.0},\n",
              "  {'Castle Rouge': 36.785135135135135},\n",
              "  {'San Bernardo': 9.937623762376239},\n",
              "  {'Fiskhorn': 11.44017857142857},\n",
              "  {'Chalfonte': 13.671304347826089},\n",
              "  {'Aviation Sub': 15.929838709677423},\n",
              "  {'Joseph Berry Sub': 25.552941176470586},\n",
              "  {'Southfield Plymouth': 9.49824561403509},\n",
              "  {'Wildemere Park': 13.812987012987016},\n",
              "  {'Conner Creek': 8.250854700854699},\n",
              "  {'Schaefer 7/8 Lodge': 18.67725631768953},\n",
              "  {'Fitzgerald/Marygrove': 14.239242685025815},\n",
              "  {'Greenwich': 17.99367088607595},\n",
              "  {'Brewster Homes': 15.553571428571429},\n",
              "  {'Far West Detroit': 25.88318584070796},\n",
              "  {'LaSalle College Park': 14.326666666666668},\n",
              "  {'West Side Industrial': 5.521428571428571},\n",
              "  {'North Campau': 4.714529914529915},\n",
              "  {'Forest Park': 8.700000000000001},\n",
              "  {'Indian Village': 2.1345454545454543},\n",
              "  {'Riverdale': 8.70769230769231},\n",
              "  {'West End': 12.156595744680848},\n",
              "  {'North End': 5.6027491408934695},\n",
              "  {'Delray': 1.007344632768362},\n",
              "  {'Morningside': 13.962348877374783},\n",
              "  {'Rosedale Park': 6.6355685131195346},\n",
              "  {'Franklin Park': 6.219100580270788},\n",
              "  {'Hubbell-Lyndon': 11.841584158415833},\n",
              "  {'State Fair': 11.244444444444444},\n",
              "  {'Arden Park': 5.836363636363637},\n",
              "  {'Boynton': 10.010653753026633},\n",
              "  {'Hubbard Farms': 7.161481481481482},\n",
              "  {'Marina District': 7.093333333333334},\n",
              "  {'Cultural Center': 3.910112359550563},\n",
              "  {'Northeast Central District': 9.064705882352941},\n",
              "  {'Rouge Park': 8.003658536585366},\n",
              "  {'Hubbard Richard': 11.280701754385968},\n",
              "  {'Greektown': 0.814986123959297},\n",
              "  {'Schoolcraft Southfield': 9.593474714518761},\n",
              "  {'Jefferson Chalmers': 10.626011560693644},\n",
              "  {'Sherwood': 8.800847457627121},\n",
              "  {'Joy Community': 10.809341500765699},\n",
              "  {'Wayne State': 1.4632011967090504},\n",
              "  {'Garden View': 25.756321839080464},\n",
              "  {'McDougall-Hunt': 5.504863813229572},\n",
              "  {'Wade': 12.201910828025477},\n",
              "  {'Evergreen Lahser 7/8': 17.71507692307692},\n",
              "  {'East Village': 11.05458612975391},\n",
              "  {'Milwaukee Junction': 3.393364928909954},\n",
              "  {'Tech Town': 2.635820895522387},\n",
              "  {'Historic Atkinson': 15.052941176470586},\n",
              "  {'Cornerstone Village': 15.461552346570402},\n",
              "  {'West Village': 6.225185185185187},\n",
              "  {'Michigan-Martin': 6.776923076923077},\n",
              "  {'Schulze': 15.139223300970874},\n",
              "  {'Midtown': 3.6445787415570563},\n",
              "  {'Nortown': 9.797159090909098},\n",
              "  {'Pembroke': 13.004395604395603},\n",
              "  {'Lafayette Park': 5.13793103448276},\n",
              "  {'Grand River-St Marys': 13.252736318407964},\n",
              "  {'East English Village': 16.661570247933877},\n",
              "  {'Pride Area Community': 8.364772727272726},\n",
              "  {'Bethune Community': 11.56280991735538},\n",
              "  {'Berg-Lahser': 20.237419354838703},\n",
              "  {'College Park': 10.726972477064221},\n",
              "  {'Woodbridge': 2.5802531645569617},\n",
              "  {'Russell Industrial': 15.592857142857142},\n",
              "  {'Belle Isle': 0.0},\n",
              "  {'Douglass': 9.3875},\n",
              "  {'Tri-Point': 13.492857142857144},\n",
              "  {'Cadillac Community': 8.653012048192773},\n",
              "  {'Pershing': 6.8952380952380965},\n",
              "  {'Paveway': 7.431372549019606},\n",
              "  {'Krainz Woods': 12.040277777777774},\n",
              "  {'Chadsey Condon': 11.509944751381212},\n",
              "  {'Hubbell-Puritan': 13.266094420600853},\n",
              "  {'Campau/Banglatown': 9.961538461538463},\n",
              "  {'Warren Ave Community': 10.830807453416147},\n",
              "  {'McNichols Evergreen': 9.883333333333333},\n",
              "  {'Islandview': 7.482079646017701},\n",
              "  {'Davison': 2.346533613445378},\n",
              "  {'Crary/St Marys': 14.398321342925668},\n",
              "  {'Jamison': 16.185897435897438},\n",
              "  {'Nardin Park': 3.7159964253798026},\n",
              "  {'LaSalle Gardens': 15.137662337662334},\n",
              "  {'Carbon Works': 5.396774193548387},\n",
              "  {'Bagley': 11.645777777777775},\n",
              "  {'Cadillac Heights': 9.481182795698926},\n",
              "  {'Littlefield Community': 19.640449438202246},\n",
              "  {'Virginia Park': 7.7272727272727275},\n",
              "  {'Herman Kiefer': 25.551219512195118},\n",
              "  {'Riverbend': 4.850254452926208},\n",
              "  {'Springwells': 9.21759890859481},\n",
              "  {'Medical Center': 9.793958333333336},\n",
              "  {'Mohican Regent': 5.91867816091954},\n",
              "  {'Grandmont': 13.749206349206348},\n",
              "  {'Chandler Park-Chalmers': 9.430392156862744},\n",
              "  {'Grant': 2.0571587125416206},\n",
              "  {'Mount Olivet': 8.31159420289855},\n",
              "  {'Chandler Park': 7.454444444444442},\n",
              "  {'Minock Park': 9.185454545454547},\n",
              "  {'Regent Park': 9.778655660377364},\n",
              "  {'Pingree Park': 6.780769230769229},\n",
              "  {'Joy-Schaefer': 14.567200000000001},\n",
              "  {'Petoskey-Otsego': 11.172608695652173},\n",
              "  {'Five Points': 15.755458515283843},\n",
              "  {'Martin Park': 17.51517241379311},\n",
              "  {'Grandmont #1': 16.213888888888885},\n",
              "  {'Pulaski': 13.404185022026432},\n",
              "  {'Gratiot Woods': 11.903030303030306},\n",
              "  {'Penrose': 14.568235294117653},\n",
              "  {'We Care Community': 13.899159663865552},\n",
              "  {'Harmony Village': 11.086027397260272},\n",
              "  {'North Rosedale Park': 9.378623188405793},\n",
              "  {'Conant Gardens': 4.195180722891566},\n",
              "  {'Waterworks Park': 20.2},\n",
              "  {'Plymouth-Hubbell': 13.307868020304564},\n",
              "  {'Gratiot-Findlay': 2.6729291204099055},\n",
              "  {'Greenfield-Grand River': 12.073584905660377},\n",
              "  {'NW Goldberg': 7.640663900414938},\n",
              "  {'Davison-Schoolcraft': 10.696178343949045},\n",
              "  {'Belmont': 6.963101604278078},\n",
              "  {'Airport Sub': 11.913988095238093},\n",
              "  {'Farwell': 5.88083067092652},\n",
              "  {'Oakman Blvd Community': 11.092290249433105},\n",
              "  {'Elijah McCoy': 10.422500000000003},\n",
              "  {'New Center Commons': 7.737226277372259},\n",
              "  {'Holcomb Community': 11.661432926829267},\n",
              "  {'Gateway Community': 10.914503816793891},\n",
              "  {'Old Redford': 5.761643835616437},\n",
              "  {'Greenfield': 14.85479452054794},\n",
              "  {'Winship': 20.012145748987866},\n",
              "  {'West Outer Drive': 15.646666666666667},\n",
              "  {'Poletown East': 5.158223684210526},\n",
              "  {'Downtown': 2.381624850657107},\n",
              "  {'Central Southwest': 6.903499999999997},\n",
              "  {'Conner Creek Industrial': 12.22874251497006},\n",
              "  {'Mapleridge': 8.983287671232878},\n",
              "  {'New Center': 1.5986187845303865},\n",
              "  {'Jeffries': 2.8428571428571425},\n",
              "  {'Russell Woods': 7.422388059701493},\n",
              "  {'Sherwood Forest': 2.929213483146068},\n",
              "  {'Piety Hill': 8.342592592592592},\n",
              "  {'Gold Coast': 8.719897959183674},\n",
              "  {'Dexter-Linwood': 11.015899581589956},\n",
              "  {'North Corktown': 5.02392026578073},\n",
              "  {'Grixdale Farms': 13.914418604651171},\n",
              "  {'Corktown': 4.363146067415729},\n",
              "  {'Boston Edison': 12.210526315789476},\n",
              "  {\"O'Hair Park\": 15.31381578947368},\n",
              "  {'Seven Mile Lodge': 8.411428571428571},\n",
              "  {'Franklin': 11.791578947368414},\n",
              "  {'Northwest Community': 6.566666666666666},\n",
              "  {'Nolan': 4.0651006711409385},\n",
              "  {'Denby': 12.840510948905106},\n",
              "  {'Oak Grove': 3.8366982124079922},\n",
              "  {'Barton-McFarland': 13.351830161054178},\n",
              "  {'Detroit Golf': 11.003333333333332},\n",
              "  {'Moross-Morang': 10.889204545454547},\n",
              "  {'North LaSalle': 12.614204545454548},\n",
              "  {'Butler': 9.0990099009901},\n",
              "  {'Warrendale': 14.611185682326616},\n",
              "  {'Dexter-Fenkell': 8.62857142857143},\n",
              "  {'Elmwood Park': 11.700000000000005},\n",
              "  {'Plymouth-I96': 5.2067415730337085},\n",
              "  {'Buffalo Charles': 15.773099415204678},\n",
              "  {'Blackstone Park': 28.690909090909088},\n",
              "  {'Happy Homes': 6.375342465753424},\n",
              "  {'Gratiot-Grand': 6.712251655629139},\n",
              "  {'Ravendale': 9.142857142857142},\n",
              "  {'Pilgrim Village': 15.049180327868845},\n",
              "  {'Palmer Park': 14.718007662835253},\n",
              "  {'Grand River-I96': 4.262606232294616},\n",
              "  {'Garden Homes': 27.633980582524273},\n",
              "  {'Medbury Park': 2.3588235294117643},\n",
              "  {'Miller Grove': 11.74009433962264},\n",
              "  {'Greenfield Park': 4.742982456140351},\n",
              "  {'Hawthorne Park': 4.1945205479452055},\n",
              "  {'Oakwood Heights': 12.64285714285714},\n",
              "  {'Evergreen-Outer Drive': 11.815855855855853},\n",
              "  {'East Canfield': 11.7},\n",
              "  {'Eliza Howell': 32.90740740740742},\n",
              "  {'Core City': 5.4055045871559635},\n",
              "  {'Weatherby': 7.089430894308943},\n",
              "  {'Melvern Hill': 4.213636363636363},\n",
              "  {'Green Acres': 8.832142857142859},\n",
              "  {'Fox Creek': 8.99186046511628},\n",
              "  {'Midwest': 14.420153846153852},\n",
              "  {'Claytown': 10.594684796044497},\n",
              "  {'Westwood Park': 14.32689075630252},\n",
              "  {'Brush Park': 2.8875576036866355},\n",
              "  {'Rivertown': 2.4665629860031104},\n",
              "  {'Von Steuben': 9.422405660377363},\n",
              "  {'South of Six': 12.682352941176472},\n",
              "  {'Seven Mile-Rouge': 17.17378640776699},\n",
              "  {'The Eye': 18.089808917197452},\n",
              "  {'Mexicantown': 8.953488372093023},\n",
              "  {'Brightmoor': 13.79572553430822},\n",
              "  {'McDowell': 17.868},\n",
              "  {'Outer Drive-Hayes': 10.045841584158408},\n",
              "  {'Eden Gardens': 14.052488687782809},\n",
              "  {'Yorkshire Woods': 11.533246753246745},\n",
              "  {'University District': 5.387551867219917},\n",
              "  {'Eastern Market': 0.614324880054832},\n",
              "  {'Palmer Woods': 0.6180327868852458}],\n",
              " 'dispatch_time_by_neighborhood': [{'Gratiot Town/Ketterring': 4.754448398576511},\n",
              "  {'Henry Ford': 12.326960784313728},\n",
              "  {'West Virginia Park': 0.0},\n",
              "  {'Castle Rouge': 24.58648648648649},\n",
              "  {'San Bernardo': 4.504950495049505},\n",
              "  {'Fiskhorn': 5.6607142857142865},\n",
              "  {'Chalfonte': 9.094782608695652},\n",
              "  {'Aviation Sub': 8.809677419354841},\n",
              "  {'Joseph Berry Sub': 24.211764705882356},\n",
              "  {'Southfield Plymouth': 6.119298245614036},\n",
              "  {'Wildemere Park': 7.551948051948056},\n",
              "  {'Conner Creek': 3.714102564102566},\n",
              "  {'Schaefer 7/8 Lodge': 11.106498194945855},\n",
              "  {'Fitzgerald/Marygrove': 8.081411359724616},\n",
              "  {'Greenwich': 12.169620253164558},\n",
              "  {'Brewster Homes': 6.208928571428571},\n",
              "  {'Far West Detroit': 13.561061946902658},\n",
              "  {'LaSalle College Park': 8.847692307692308},\n",
              "  {'West Side Industrial': 2.859999999999999},\n",
              "  {'North Campau': 1.9863247863247864},\n",
              "  {'Forest Park': 4.002830188679245},\n",
              "  {'Indian Village': 0.3745454545454545},\n",
              "  {'Riverdale': 4.583846153846155},\n",
              "  {'West End': 7.924255319148936},\n",
              "  {'North End': 2.3769759450171812},\n",
              "  {'Delray': 0.36850282485875696},\n",
              "  {'Morningside': 8.44801381692573},\n",
              "  {'Rosedale Park': 3.4169096209912535},\n",
              "  {'Franklin Park': 4.030319148936168},\n",
              "  {'Hubbell-Lyndon': 7.7559405940594095},\n",
              "  {'State Fair': 6.655555555555554},\n",
              "  {'Arden Park': 2.463636363636364},\n",
              "  {'Boynton': 4.222276029055692},\n",
              "  {'Hubbard Farms': 3.3844444444444433},\n",
              "  {'Marina District': 3.4699999999999993},\n",
              "  {'Cultural Center': 1.659269662921349},\n",
              "  {'Northeast Central District': 6.113865546218486},\n",
              "  {'Rouge Park': 5.8585365853658535},\n",
              "  {'Hubbard Richard': 7.507017543859647},\n",
              "  {'Greektown': 0.17391304347826086},\n",
              "  {'Schoolcraft Southfield': 5.283360522022838},\n",
              "  {'Jefferson Chalmers': 5.677745664739884},\n",
              "  {'Sherwood': 4.692372881355933},\n",
              "  {'Joy Community': 7.669372128637067},\n",
              "  {'Wayne State': 0.1427823485415108},\n",
              "  {'Garden View': 20.747126436781613},\n",
              "  {'McDougall-Hunt': 2.5544747081712034},\n",
              "  {'Wade': 7.366878980891718},\n",
              "  {'Evergreen Lahser 7/8': 11.419384615384615},\n",
              "  {'East Village': 6.0145413870246065},\n",
              "  {'Milwaukee Junction': 1.4881516587677728},\n",
              "  {'Tech Town': -0.32587064676616917},\n",
              "  {'Historic Atkinson': 10.31764705882353},\n",
              "  {'Cornerstone Village': 9.013537906137188},\n",
              "  {'West Village': 2.1296296296296306},\n",
              "  {'Michigan-Martin': 2.982692307692307},\n",
              "  {'Schulze': 9.292427184466018},\n",
              "  {'Midtown': 1.5776395307500883},\n",
              "  {'Nortown': 5.8702651515151505},\n",
              "  {'Pembroke': 4.881318681318682},\n",
              "  {'Lafayette Park': 2.9193103448275863},\n",
              "  {'Grand River-St Marys': 8.34676616915423},\n",
              "  {'East English Village': 9.776446280991733},\n",
              "  {'Pride Area Community': 4.32443181818182},\n",
              "  {'Bethune Community': 7.021946740128553},\n",
              "  {'Berg-Lahser': 11.8458064516129},\n",
              "  {'College Park': 5.433394495412845},\n",
              "  {'Woodbridge': 1.0941772151898734},\n",
              "  {'Russell Industrial': 10.328571428571427},\n",
              "  {'Belle Isle': 0.0},\n",
              "  {'Douglass': 8.025},\n",
              "  {'Tri-Point': 8.535714285714286},\n",
              "  {'Cadillac Community': 5.360843373493975},\n",
              "  {'Pershing': 3.989795918367347},\n",
              "  {'Paveway': 2.717647058823529},\n",
              "  {'Krainz Woods': 8.245370370370372},\n",
              "  {'Chadsey Condon': 5.528729281767954},\n",
              "  {'Hubbell-Puritan': 8.157081545064377},\n",
              "  {'Campau/Banglatown': 4.213846153846156},\n",
              "  {'Warren Ave Community': 7.041863354037265},\n",
              "  {'McNichols Evergreen': 5.38472222222222},\n",
              "  {'Islandview': 3.5973451327433636},\n",
              "  {'Davison': 1.1355042016806718},\n",
              "  {'Crary/St Marys': 8.272661870503597},\n",
              "  {'Jamison': 10.078205128205127},\n",
              "  {'Nardin Park': 1.9308310991957092},\n",
              "  {'LaSalle Gardens': 8.761038961038963},\n",
              "  {'Carbon Works': 1.2225806451612902},\n",
              "  {'Bagley': 7.218074074074075},\n",
              "  {'Cadillac Heights': 5.411827956989246},\n",
              "  {'Littlefield Community': 13.003370786516848},\n",
              "  {'Virginia Park': 4.577272727272727},\n",
              "  {'Herman Kiefer': 18.00487804878049},\n",
              "  {'Riverbend': 3.324681933842239},\n",
              "  {'Springwells': 4.553206002728513},\n",
              "  {'Medical Center': 4.817499999999998},\n",
              "  {'Mohican Regent': 2.3979885057471284},\n",
              "  {'Grandmont': 9.85555555555555},\n",
              "  {'Chandler Park-Chalmers': 5.285294117647057},\n",
              "  {'Grant': 1.1178690344062157},\n",
              "  {'Mount Olivet': 5.369202898550726},\n",
              "  {'Chandler Park': 3.4172222222222235},\n",
              "  {'Minock Park': 2.9472727272727277},\n",
              "  {'Regent Park': 5.177358490566037},\n",
              "  {'Pingree Park': 2.182692307692308},\n",
              "  {'Joy-Schaefer': 9.766399999999999},\n",
              "  {'Petoskey-Otsego': 6.362173913043479},\n",
              "  {'Five Points': 8.045851528384283},\n",
              "  {'Martin Park': 11.553793103448278},\n",
              "  {'Grandmont #1': 9.501388888888885},\n",
              "  {'Pulaski': 7.5440528634361215},\n",
              "  {'Gratiot Woods': 7.33939393939394},\n",
              "  {'Penrose': 9.612941176470587},\n",
              "  {'We Care Community': 8.307983193277312},\n",
              "  {'Harmony Village': 5.775616438356163},\n",
              "  {'North Rosedale Park': 5.550724637681158},\n",
              "  {'Conant Gardens': 2.0222891566265058},\n",
              "  {'Waterworks Park': 13.149999999999999},\n",
              "  {'Plymouth-Hubbell': 8.585532994923861},\n",
              "  {'Gratiot-Findlay': 1.6126387702818108},\n",
              "  {'Greenfield-Grand River': 7.155660377358489},\n",
              "  {'NW Goldberg': 3.592946058091287},\n",
              "  {'Davison-Schoolcraft': 6.710191082802549},\n",
              "  {'Belmont': 3.289304812834224},\n",
              "  {'Airport Sub': 6.405357142857143},\n",
              "  {'Farwell': 3.54185303514377},\n",
              "  {'Oakman Blvd Community': 6.6274376417233585},\n",
              "  {'Elijah McCoy': 4.1625000000000005},\n",
              "  {'New Center Commons': 3.2540145985401447},\n",
              "  {'Holcomb Community': 7.750609756097563},\n",
              "  {'Gateway Community': 4.876335877862595},\n",
              "  {'Old Redford': 3.2958904109589042},\n",
              "  {'Greenfield': 8.1013698630137},\n",
              "  {'Winship': 11.502631578947371},\n",
              "  {'West Outer Drive': 7.9799999999999995},\n",
              "  {'Poletown East': 2.904276315789474},\n",
              "  {'Downtown': 1.051995221027479},\n",
              "  {'Central Southwest': 3.7123999999999997},\n",
              "  {'Conner Creek Industrial': 7.697604790419161},\n",
              "  {'Mapleridge': 5.6241095890410975},\n",
              "  {'New Center': 0.7401933701657458},\n",
              "  {'Jeffries': 1.4974489795918364},\n",
              "  {'Russell Woods': 3.9263681592039794},\n",
              "  {'Sherwood Forest': 1.29438202247191},\n",
              "  {'Piety Hill': 3.970987654320988},\n",
              "  {'Gold Coast': 4.9969387755102055},\n",
              "  {'Dexter-Linwood': 6.482008368200837},\n",
              "  {'North Corktown': 2.32126245847176},\n",
              "  {'Grixdale Farms': 8.697209302325582},\n",
              "  {'Corktown': 1.8642696629213487},\n",
              "  {'Boston Edison': 6.321052631578946},\n",
              "  {\"O'Hair Park\": 8.680592105263159},\n",
              "  {'Seven Mile Lodge': 2.3885714285714283},\n",
              "  {'Franklin': 7.446842105263161},\n",
              "  {'Northwest Community': 3.3541666666666656},\n",
              "  {'Nolan': 1.955503355704698},\n",
              "  {'Denby': 8.260948905109487},\n",
              "  {'Oak Grove': 2.363512092534174},\n",
              "  {'Barton-McFarland': 7.365153733528551},\n",
              "  {'Detroit Golf': 5.96},\n",
              "  {'Moross-Morang': 6.344886363636362},\n",
              "  {'North LaSalle': 6.560795454545455},\n",
              "  {'Butler': 6.042574257425741},\n",
              "  {'Warrendale': 9.198135719612228},\n",
              "  {'Dexter-Fenkell': 4.726190476190476},\n",
              "  {'Elmwood Park': 5.731967213114755},\n",
              "  {'Plymouth-I96': 3.2816479400749072},\n",
              "  {'Buffalo Charles': 9.70175438596491},\n",
              "  {'Blackstone Park': 21.992207792207793},\n",
              "  {'Happy Homes': 3.7958904109589042},\n",
              "  {'Gratiot-Grand': 3.5718543046357616},\n",
              "  {'Ravendale': 4.571428571428572},\n",
              "  {'Pilgrim Village': 8.179098360655736},\n",
              "  {'Palmer Park': 9.111111111111114},\n",
              "  {'Grand River-I96': 2.3502360717658184},\n",
              "  {'Garden Homes': 20.35825242718447},\n",
              "  {'Medbury Park': 0.05294117647058823},\n",
              "  {'Miller Grove': 8.27122641509434},\n",
              "  {'Greenfield Park': 3.0576023391812868},\n",
              "  {'Hawthorne Park': 2.480365296803654},\n",
              "  {'Oakwood Heights': 6.166666666666667},\n",
              "  {'Evergreen-Outer Drive': 6.7821621621621695},\n",
              "  {'East Canfield': 5.185714285714286},\n",
              "  {'Eliza Howell': 21.600925925925928},\n",
              "  {'Core City': 2.7380733944954128},\n",
              "  {'Weatherby': 4.704065040650407},\n",
              "  {'Melvern Hill': 2.627272727272727},\n",
              "  {'Green Acres': 4.670238095238095},\n",
              "  {'Fox Creek': 5.077325581395354},\n",
              "  {'Midwest': 7.81476923076923},\n",
              "  {'Claytown': 5.218912237330035},\n",
              "  {'Westwood Park': 9.209243697478994},\n",
              "  {'Brush Park': 1.258294930875576},\n",
              "  {'Rivertown': 1.2055987558320376},\n",
              "  {'Von Steuben': 5.504009433962262},\n",
              "  {'South of Six': 4.854901960784313},\n",
              "  {'Seven Mile-Rouge': 11.282038834951454},\n",
              "  {'The Eye': 11.363057324840769},\n",
              "  {'Mexicantown': 5.995348837209304},\n",
              "  {'Brightmoor': 8.128571428571432},\n",
              "  {'McDowell': 12.953999999999994},\n",
              "  {'Outer Drive-Hayes': 5.284752475247527},\n",
              "  {'Eden Gardens': 10.184162895927603},\n",
              "  {'Yorkshire Woods': 7.355844155844158},\n",
              "  {'University District': 2.892946058091287},\n",
              "  {'Eastern Market': 0.3234407128169978},\n",
              "  {'Palmer Woods': 0.2919293820933165}],\n",
              " 'total_time_by_neighborhood': [{'Gratiot Town/Ketterring': 32.89252669039146},\n",
              "  {'Henry Ford': 49.584803921568614},\n",
              "  {'West Virginia Park': 4.375},\n",
              "  {'Castle Rouge': 58.197297297297304},\n",
              "  {'San Bernardo': 27.200000000000006},\n",
              "  {'Fiskhorn': 44.648214285714275},\n",
              "  {'Chalfonte': 31.558260869565213},\n",
              "  {'Aviation Sub': 42.50725806451613},\n",
              "  {'Joseph Berry Sub': 40.405882352941184},\n",
              "  {'Southfield Plymouth': 32.41578947368422},\n",
              "  {'Wildemere Park': 42.1961038961039},\n",
              "  {'Conner Creek': 29.706837606837585},\n",
              "  {'Schaefer 7/8 Lodge': 50.23790613718411},\n",
              "  {'Fitzgerald/Marygrove': 43.988812392426816},\n",
              "  {'Greenwich': 37.348101265822784},\n",
              "  {'Brewster Homes': 51.85535714285714},\n",
              "  {'Far West Detroit': 66.83008849557524},\n",
              "  {'LaSalle College Park': 38.37846153846152},\n",
              "  {'West Side Industrial': 27.22285714285716},\n",
              "  {'North Campau': 19.234615384615395},\n",
              "  {'Forest Park': 32.18773584905661},\n",
              "  {'Indian Village': 23.694545454545455},\n",
              "  {'Riverdale': 27.716153846153833},\n",
              "  {'West End': 40.736595744680855},\n",
              "  {'North End': 23.43917525773196},\n",
              "  {'Delray': 12.866101694915287},\n",
              "  {'Morningside': 44.08566493955095},\n",
              "  {'Rosedale Park': 26.655976676384846},\n",
              "  {'Franklin Park': 21.873017408123797},\n",
              "  {'Hubbell-Lyndon': 32.98539603960397},\n",
              "  {'State Fair': 53.30222222222222},\n",
              "  {'Arden Park': 20.145454545454545},\n",
              "  {'Boynton': 33.496125907990326},\n",
              "  {'Hubbard Farms': 28.855555555555558},\n",
              "  {'Marina District': 26.429999999999986},\n",
              "  {'Cultural Center': 24.72134831460675},\n",
              "  {'Northeast Central District': 29.97352941176469},\n",
              "  {'Rouge Park': 21.91707317073171},\n",
              "  {'Hubbard Richard': 32.261403508771934},\n",
              "  {'Greektown': 17.10333024976875},\n",
              "  {'Schoolcraft Southfield': 32.56623164763456},\n",
              "  {'Jefferson Chalmers': 37.788150289017324},\n",
              "  {'Sherwood': 33.01694915254237},\n",
              "  {'Joy Community': 33.34808575803983},\n",
              "  {'Wayne State': 25.738593866866136},\n",
              "  {'Garden View': 55.054022988505736},\n",
              "  {'McDougall-Hunt': 23.931322957198464},\n",
              "  {'Wade': 43.601910828025495},\n",
              "  {'Evergreen Lahser 7/8': 46.11630769230771},\n",
              "  {'East Village': 38.18769574944068},\n",
              "  {'Milwaukee Junction': 20.260189573459705},\n",
              "  {'Tech Town': 54.03383084577117},\n",
              "  {'Historic Atkinson': 35.78823529411765},\n",
              "  {'Cornerstone Village': 47.37635379061373},\n",
              "  {'West Village': 29.41851851851853},\n",
              "  {'Michigan-Martin': 32.20961538461538},\n",
              "  {'Schulze': 40.2231067961165},\n",
              "  {'Midtown': 27.193814432989747},\n",
              "  {'Nortown': 28.29412878787881},\n",
              "  {'Pembroke': 39.945054945054935},\n",
              "  {'Lafayette Park': 28.60793103448275},\n",
              "  {'Grand River-St Marys': 34.81741293532336},\n",
              "  {'East English Village': 38.8363636363636},\n",
              "  {'Pride Area Community': 28.048863636363638},\n",
              "  {'Bethune Community': 35.94453627180904},\n",
              "  {'Berg-Lahser': 47.152258064516154},\n",
              "  {'College Park': 35.357981651376186},\n",
              "  {'Woodbridge': 29.889367088607607},\n",
              "  {'Russell Industrial': 29.578571428571426},\n",
              "  {'Belle Isle': 12.75},\n",
              "  {'Douglass': 36.675},\n",
              "  {'Tri-Point': 50.567857142857136},\n",
              "  {'Cadillac Community': 27.859638554216865},\n",
              "  {'Pershing': 44.7265306122449},\n",
              "  {'Paveway': 32.80196078431372},\n",
              "  {'Krainz Woods': 37.31666666666667},\n",
              "  {'Chadsey Condon': 34.602762430939215},\n",
              "  {'Hubbell-Puritan': 46.22532188841199},\n",
              "  {'Campau/Banglatown': 32.0923076923077},\n",
              "  {'Warren Ave Community': 28.221987577639762},\n",
              "  {'McNichols Evergreen': 30.609027777777783},\n",
              "  {'Islandview': 32.021238938053116},\n",
              "  {'Davison': 15.164285714285716},\n",
              "  {'Crary/St Marys': 40.06354916067143},\n",
              "  {'Jamison': 44.52820512820512},\n",
              "  {'Nardin Park': 17.0834673815907},\n",
              "  {'LaSalle Gardens': 41.681818181818166},\n",
              "  {'Carbon Works': 33.78387096774193},\n",
              "  {'Bagley': 33.13822222222223},\n",
              "  {'Cadillac Heights': 33.87526881720431},\n",
              "  {'Littlefield Community': 40.61235955056179},\n",
              "  {'Virginia Park': 29.172727272727272},\n",
              "  {'Herman Kiefer': 52.019512195121955},\n",
              "  {'Riverbend': 20.193638676844795},\n",
              "  {'Springwells': 29.513096862210094},\n",
              "  {'Medical Center': 49.584375},\n",
              "  {'Mohican Regent': 20.784770114942535},\n",
              "  {'Grandmont': 34.61269841269842},\n",
              "  {'Chandler Park-Chalmers': 33.43137254901961},\n",
              "  {'Grant': 14.218756936737003},\n",
              "  {'Mount Olivet': 23.067391304347826},\n",
              "  {'Chandler Park': 36.153888888888886},\n",
              "  {'Minock Park': 39.69090909090909},\n",
              "  {'Regent Park': 31.560495283018856},\n",
              "  {'Pingree Park': 38.37115384615384},\n",
              "  {'Joy-Schaefer': 36.4104},\n",
              "  {'Petoskey-Otsego': 38.80434782608699},\n",
              "  {'Five Points': 47.29956331877728},\n",
              "  {'Martin Park': 44.56689655172411},\n",
              "  {'Grandmont #1': 45.19305555555556},\n",
              "  {'Pulaski': 38.670484581497824},\n",
              "  {'Gratiot Woods': 44.29090909090909},\n",
              "  {'Penrose': 36.290588235294116},\n",
              "  {'We Care Community': 37.34453781512605},\n",
              "  {'Harmony Village': 36.706027397260286},\n",
              "  {'North Rosedale Park': 30.89021739130435},\n",
              "  {'Conant Gardens': 21.304819277108432},\n",
              "  {'Waterworks Park': 52.21666666666667},\n",
              "  {'Plymouth-Hubbell': 38.60355329949239},\n",
              "  {'Gratiot-Findlay': 15.29709649871906},\n",
              "  {'Greenfield-Grand River': 40.27216981132077},\n",
              "  {'NW Goldberg': 29.82323651452282},\n",
              "  {'Davison-Schoolcraft': 33.89745222929934},\n",
              "  {'Belmont': 34.242780748663094},\n",
              "  {'Airport Sub': 36.47053571428568},\n",
              "  {'Farwell': 25.06517571884982},\n",
              "  {'Oakman Blvd Community': 36.567913832199544},\n",
              "  {'Elijah McCoy': 44.88500000000001},\n",
              "  {'New Center Commons': 34.240145985401455},\n",
              "  {'Holcomb Community': 36.31661585365853},\n",
              "  {'Gateway Community': 33.89694656488548},\n",
              "  {'Old Redford': 19.193150684931503},\n",
              "  {'Greenfield': 42.6431506849315},\n",
              "  {'Winship': 50.81700404858297},\n",
              "  {'West Outer Drive': 41.37666666666667},\n",
              "  {'Poletown East': 22.63519736842104},\n",
              "  {'Downtown': 17.551493428912778},\n",
              "  {'Central Southwest': 26.134599999999995},\n",
              "  {'Conner Creek Industrial': 34.28083832335327},\n",
              "  {'Mapleridge': 34.64958904109588},\n",
              "  {'New Center': 15.606767955801091},\n",
              "  {'Jeffries': 20.00612244897959},\n",
              "  {'Russell Woods': 22.45323383084577},\n",
              "  {'Sherwood Forest': 18.31797752808989},\n",
              "  {'Piety Hill': 32.862345679012314},\n",
              "  {'Gold Coast': 32.45663265306123},\n",
              "  {'Dexter-Linwood': 30.50428870292888},\n",
              "  {'North Corktown': 28.96744186046511},\n",
              "  {'Grixdale Farms': 35.74372093023258},\n",
              "  {'Corktown': 20.298876404494383},\n",
              "  {'Boston Edison': 41.81929824561404},\n",
              "  {\"O'Hair Park\": 48.056250000000034},\n",
              "  {'Seven Mile Lodge': 46.662857142857135},\n",
              "  {'Franklin': 33.52999999999997},\n",
              "  {'Northwest Community': 31.627500000000012},\n",
              "  {'Nolan': 20.080067114093975},\n",
              "  {'Denby': 39.91934306569341},\n",
              "  {'Oak Grove': 17.129442691903286},\n",
              "  {'Barton-McFarland': 44.84787701317713},\n",
              "  {'Detroit Golf': 38.38666666666668},\n",
              "  {'Moross-Morang': 30.41761363636366},\n",
              "  {'North LaSalle': 36.93295454545454},\n",
              "  {'Butler': 24.178712871287118},\n",
              "  {'Warrendale': 40.159433258762114},\n",
              "  {'Dexter-Fenkell': 24.576190476190483},\n",
              "  {'Elmwood Park': 40.31775956284156},\n",
              "  {'Plymouth-I96': 20.362921348314618},\n",
              "  {'Buffalo Charles': 45.23567251461987},\n",
              "  {'Blackstone Park': 63.75194805194805},\n",
              "  {'Happy Homes': 31.243835616438364},\n",
              "  {'Gratiot-Grand': 29.272847682119192},\n",
              "  {'Ravendale': 29.564285714285706},\n",
              "  {'Pilgrim Village': 39.45573770491802},\n",
              "  {'Palmer Park': 34.8800766283525},\n",
              "  {'Grand River-I96': 22.89027384324836},\n",
              "  {'Garden Homes': 52.22912621359223},\n",
              "  {'Medbury Park': 16.019117647058827},\n",
              "  {'Miller Grove': 33.475},\n",
              "  {'Greenfield Park': 19.46081871345031},\n",
              "  {'Hawthorne Park': 15.713242009132424},\n",
              "  {'Oakwood Heights': 39.26428571428572},\n",
              "  {'Evergreen-Outer Drive': 38.0374774774775},\n",
              "  {'East Canfield': 33.6},\n",
              "  {'Eliza Howell': 71.25277777777777},\n",
              "  {'Core City': 27.084862385321102},\n",
              "  {'Weatherby': 21.808130081300806},\n",
              "  {'Melvern Hill': 26.286363636363635},\n",
              "  {'Green Acres': 25.77261904761904},\n",
              "  {'Fox Creek': 30.12354651162791},\n",
              "  {'Midwest': 42.02646153846146},\n",
              "  {'Claytown': 31.893695920890014},\n",
              "  {'Westwood Park': 36.04285714285714},\n",
              "  {'Brush Park': 14.76382488479264},\n",
              "  {'Rivertown': 19.115552099533442},\n",
              "  {'Von Steuben': 31.472877358490592},\n",
              "  {'South of Six': 47.02745098039216},\n",
              "  {'Seven Mile-Rouge': 42.669902912621374},\n",
              "  {'The Eye': 44.793630573248414},\n",
              "  {'Mexicantown': 28.609302325581396},\n",
              "  {'Brightmoor': 38.47446569178853},\n",
              "  {'McDowell': 41.065999999999995},\n",
              "  {'Outer Drive-Hayes': 33.73910891089112},\n",
              "  {'Eden Gardens': 41.62217194570138},\n",
              "  {'Yorkshire Woods': 37.131428571428565},\n",
              "  {'University District': 22.225726141078834},\n",
              "  {'Eastern Market': 12.77793008910213},\n",
              "  {'Palmer Woods': 10.348297604035315}]}"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    }
  ]
}