Project Proposal: Crime and the Economy, What is the Correlation?

I want to find out if crime rates have any relation to the SPY 500/economy. To do this I will use two data sets from Kaggle, one consisting of a csv file for the SPY open and close as well as a set of crimes and their occurences. https://politicalviolenceataglance.org/2021/10/11/the-economic-consequences-of-criminal-violence/#:~:text=Among%20its%20many%20deleterious%20effects,investment%2C%20output%2C%20and%20growth. https://www.thecgo.org/research/the-impact-of-economic-activity-on-criminal-behavior-evidence-from-the-fracking-boom/ https://www.skopenow.com/news/crime-trends-during-a-recession#:~:text=Beyond%20property%2Drelated%20crimes%2C%20one,skyrocket%20during%20times%20of%20recession.

import csv

def create_data_dicts(file1_path, file2_path):
    # Open the first CSV file and read in the data using the csv module
    with open(file1_path, 'r') as f:
        reader = csv.reader(f)
        header = next(reader) # Assuming first row is header
        data1 = [row for row in reader]
    
    # Create a dictionary to store the data from the first file
    data_dict1 = {}
    
    # Iterate over the data and add each row as a dictionary to the data_dict1
    for row in data1:
        row_dict = {}
        for j in range(len(header)):
            row_dict[header[j]] = row[j]
        data_dict1[row[0]] = row_dict
    
    # Open the second CSV file and read in the data using the csv module
    with open(file2_path, 'r') as f:
        reader = csv.reader(f)
        header = next(reader) # Assuming first row is header
        data2 = [row for row in reader]
    
    # Create a dictionary to store the data from the second file
    data_dict2 = {}
    
    # Iterate over the data and add each row as a dictionary to the data_dict2
    for row in data2:
        row_dict = {}
        for j in range(len(header)):
            row_dict[header[j]] = row[j]
        data_dict2[row[0]] = row_dict
    
    return data_dict1, data_dict2

Data dictionary

data_dict1 = create_data_dict('spx.csv')
data_dict2 = create_data_dict('report.csv')
print(data_dict1)
print(data_dict2)

#in these data dictionaries spx is just the open and close of the spy during a 30 year or so period
#report.csv has the crimes committed in a certain period of time, will likely make this annual and only take 2 decades

{'02-Jan-86': {'date': '02-Jan-86', 'close': '209.59'}, '03-Jan-86': {'date': '03-Jan-86', 'close': '210.88'}, '06-Jan-86': {'date': '06-Jan-86', 'close': '210.65'}, '07-Jan-86': {'date': '07-Jan-86', 'close': '213.80'}, '08-Jan-86': {'date': '08-Jan-86', 'close': '207.97'}, '09-Jan-86': {'date': '09-Jan-86', 'close': '206.11'}, '10-Jan-86': {'date': '10-Jan-86', 'close': '205.96'}, '13-Jan-86': {'date': '13-Jan-86', 'close': '206.72'}, '14-Jan-86': {'date': '14-Jan-86', 'close': '206.64'}, '15-Jan-86': {'date': '15-Jan-86', 'close': '208.26'}, '16-Jan-86': {'date': '16-Jan-86', 'close': '209.17'}, '17-Jan-86': {'date': '17-Jan-86', 'close': '208.43'}, '20-Jan-86': {'date': '20-Jan-86', 'close': '207.53'}, '21-Jan-86': {'date': '21-Jan-86', 'close': '205.79'}, '22-Jan-86': {'date': '22-Jan-86', 'close': '203.49'}, '23-Jan-86': {'date': '23-Jan-86', 'close': '204.25'}, '24-Jan-86': {'date': '24-Jan-86', 'close': '206.43'}, '27-Jan-86': {'date': '27-Jan-86', 'close': '207.39'}, '28-Jan-86': {'date': '28-Jan-86', 'close': '209.81'}, '29-Jan-86': {'date': '29-Jan-86', 'close': '210.29'}, '30-Jan-86': {'date': '30-Jan-86', 'close': '209.33'}, '31-Jan-86': {'date': '31-Jan-86', 'close': '211.78'}, '03-Feb-86': {'date': '03-Feb-86', 'close': '213.96'}, '04-Feb-86': {'date': '04-Feb-86', 'close': '212.79'}, '05-Feb-86': {'date': '05-Feb-86', 'close': '212.96'}, '06-Feb-86': {'date': '06-Feb-86', 'close': '213.47'}, '07-Feb-86': {'date': '07-Feb-86', 'close': '214.56'}, '10-Feb-86': {'date': '10-Feb-86', 'close': '216.24'}, '11-Feb-86': {'date': '11-Feb-86', 'close': '215.92'}, '12-Feb-86': {'date': '12-Feb-86', 'close': '215.97'}, '13-Feb-86': {'date': '13-Feb-86', 'close': '217.40'}, '14-Feb-86': {'date': '14-Feb-86', 'close': '219.76'}, '18-Feb-86': {'date': '18-Feb-86', 'close': '222.45'}, '19-Feb-86': {'date': '19-Feb-86', 'close': '219.76'}, '20-Feb-86': {'date': '20-Feb-86', 'close': '222.22'}, '21-Feb-86': {'date': '21-Feb-86', 'close': '224.62'}, '24-Feb-86': {'date': '24-Feb-86', 'close': '224.34'}, '25-Feb-86': {'date': '25-Feb-86', 'close': '223.79'}, '26-Feb-86': {'date': '26-Feb-86', 'close': '224.04'}, '27-Feb-86': {'date': '27-Feb-86', 'close': '226.77'}, '28-Feb-86': {'date': '28-Feb-86', 'close': '226.92'}, '03-Mar-86': {'date': '03-Mar-86', 'close': '225.42'}, '04-Mar-86': {'date': '04-Mar-86', 'close': '224.38'}, '05-Mar-86': {'date': '05-Mar-86', 'close': '224.34'}, '06-Mar-86': {'date': '06-Mar-86', 'close': '225.13'}, '07-Mar-86': {'date': '07-Mar-86', 'close': '225.57'}, '10-Mar-86': {'date': '10-Mar-86', 'close': '226.58'}, '11-Mar-86': {'date': '11-Mar-86', 'close': '231.69'}, '12-Mar-86': {'date': '12-Mar-86', 'close': '232.54'}, '13-Mar-86': {'date': '13-Mar-86', 'close': '233.19'}, '14-Mar-86': {'date': '14-Mar-86', 'close': '236.55'}, '17-Mar-86': {'date': '17-Mar-86', 'close': '234.67'}, '18-Mar-86': {'date': '18-Mar-86', 'close': '235.78'}, '19-Mar-86': {'date': '19-Mar-86', 'close': '235.60'}, '20-Mar-86': {'date': '20-Mar-86', 'close': '236.54'}, '21-Mar-86': {'date': '21-Mar-86', 'close': '233.34'}, '24-Mar-86': {'date': '24-Mar-86', 'close': '235.33'}, '25-Mar-86': {'date': '25-Mar-86', 'close': '234.72'}, '26-Mar-86': {'date': '26-Mar-86', 'close': '237.30'}, '27-Mar-86': {'date': '27-Mar-86', 'close': '238.97'}, '31-Mar-86': {'date': '31-Mar-86', 'close': '238.90'}, '01-Apr-86': {'date': '01-Apr-86', 'close': '235.14'}, '02-Apr-86': {'date': '02-Apr-86', 'close': '235.71'}, '03-Apr-86': {'date': '03-Apr-86', 'close': '232.47'}, '04-Apr-86': {'date': '04-Apr-86', 'close': '228.69'}, '07-Apr-86': {'date': '07-Apr-86', 'close': '228.63'}, '08-Apr-86': {'date': '08-Apr-86', 'close': '233.52'}, '09-Apr-86': {'date': '09-Apr-86', 'close': '233.75'}, '10-Apr-86': {'date': '10-Apr-86', 'close': '236.44'}, '11-Apr-86': {'date': '11-Apr-86', 'close': '235.97'}, '14-Apr-86': {'date': '14-Apr-86', 'close': '237.28'}, '15-Apr-86': {'date': '15-Apr-86', 'close': '237.73'}, '16-Apr-86': {'date': '16-Apr-86', 'close': '242.22'}, '17-Apr-86': {'date': '17-Apr-86', 'close': '243.03'}, '18-Apr-86': {'date': '18-Apr-86', 'close': '242.38'}, '21-Apr-86': {'date': '21-Apr-86', 'close': '244.74'}, '22-Apr-86': {'date': '22-Apr-86', 'close': '242.42'}, '23-Apr-86': {'date': '23-Apr-86', 'close': '241.75'}, '24-Apr-86': {'date': '24-Apr-86', 'close': '242.02'}, '25-Apr-86': {'date': '25-Apr-86', 'close': '242.29'}, '28-Apr-86': {'date': '28-Apr-86', 'close': '243.08'}, '29-Apr-86': {'date': '29-Apr-86', 'close': '240.51'}, '30-Apr-86': {'date': '30-Apr-86', 'close': '235.52'}, '01-May-86': {'date': '01-May-86', 'close': '235.16'}, '02-May-86': {'date': '02-May-86', 'close': '234.79'}, '05-May-86': {'date': '05-May-86', 'close': '237.73'}, '06-May-86': {'date': '06-May-86', 'close': '237.24'}, '07-May-86': {'date': '07-May-86', 'close': '236.08'}, '08-May-86': {'date': '08-May-86', 'close': '237.13'}, '09-May-86': {'date': '09-May-86', 'close': '237.85'}, '12-May-86': {'date': '12-May-86', 'close': '237.58'}, '13-May-86': {'date': '13-May-86', 'close': '236.41'}, '14-May-86': {'date': '14-May-86', 'close': '237.54'}, '15-May-86': {'date': '15-May-86', 'close': '234.43'}, '16-May-86': {'date': '16-May-86', 'close': '232.76'}, '19-May-86': {'date': '19-May-86', 'close': '233.20'}, '20-May-86': {'date': '20-May-86', 'close': '236.11'}, '21-May-86': {'date': '21-May-86', 'close': '235.45'}, '22-May-86': {'date': '22-May-86', 'close': '240.12'}, '23-May-86': {'date': '23-May-86', 'close': '241.35'}, '27-May-86': {'date': '27-May-86', 'close': '244.75'}, '28-May-86': {'date': '28-May-86', 'close': '246.63'}, '29-May-86': {'date': '29-May-86', 'close': '247.98'}, '30-May-86': {'date': '30-May-86', 'close': '247.35'}, '02-Jun-86': {'date': '02-Jun-86', 'close': '245.04'}, '03-Jun-86': {'date': '03-Jun-86', 'close': '245.51'}, '04-Jun-86': {'date': '04-Jun-86', 'close': '243.94'}, '05-Jun-86': {'date': '05-Jun-86', 'close': '245.65'}, '06-Jun-86': {'date': '06-Jun-86', 'close': '245.67'}, '09-Jun-86': {'date': '09-Jun-86', 'close': '239.96'}, '10-Jun-86': {'date': '10-Jun-86', 'close': '239.58'}, '11-Jun-86': {'date': '11-Jun-86', 'close': '241.13'}, '12-Jun-86': {'date': '12-Jun-86', 'close': '241.49'}, '13-Jun-86': {'date': '13-Jun-86', 'close': '245.73'}, '16-Jun-86': {'date': '16-Jun-86', 'close': '246.13'}, '17-Jun-86': {'date': '17-Jun-86', 'close': '244.35'}, '18-Jun-86': {'date': '18-Jun-86', 'close': '244.99'}, '19-Jun-86': {'date': '19-Jun-86', 'close': '244.06'}, '20-Jun-86': {'date': '20-Jun-86', 'close': '247.58'}, '23-Jun-86': {'date': '23-Jun-86', 'close': '245.26'}, '24-Jun-86': {'date': '24-Jun-86', 'close': '247.03'}, '25-Jun-86': {'date': '25-Jun-86', 'close': '248.93'}, '26-Jun-86': {'date': '26-Jun-86', 'close': '248.74'}, '27-Jun-86': {'date': '27-Jun-86', 'close': '249.60'}, '30-Jun-86': {'date': '30-Jun-86', 'close': '250.84'}, '01-Jul-86': {'date': '01-Jul-86', 'close': '252.04'}, '02-Jul-86': {'date': '02-Jul-86', 'close': '252.70'}, '03-Jul-86': {'date': '03-Jul-86', 'close': '251.79'}, '07-Jul-86': {'date': '07-Jul-86', 'close': '244.05'}, '08-Jul-86': {'date': '08-Jul-86', 'close': '241.59'}, '09-Jul-86': {'date': '09-Jul-86', 'close': '242.82'}, '10-Jul-86': {'date': '10-Jul-86', 'close': '243.01'}, '11-Jul-86': {'date': '11-Jul-86', 'close': '242.22'}, '14-Jul-86': {'date': '14-Jul-86', 'close': '238.11'}, '15-Jul-86': {'date': '15-Jul-86', 'close': '233.66'}, '16-Jul-86': {'date': '16-Jul-86', 'close': '235.01'}, '17-Jul-86': {'date': '17-Jul-86', 'close': '236.07'}, '18-Jul-86': {'date': '18-Jul-86', 'close': '236.36'}, '21-Jul-86': {'date': '21-Jul-86', 'close': '236.24'}, '22-Jul-86': {'date': '22-Jul-86', 'close': '238.18'}, '23-Jul-86': {'date': '23-Jul-86', 'close': '238.67'}, '24-Jul-86': {'date': '24-Jul-86', 'close': '237.95'}, '25-Jul-86': {'date': '25-Jul-86', 'close': '240.22'}, '28-Jul-86': {'date': '28-Jul-86', 'close': '236.01'}, '29-Jul-86': {'date': '29-Jul-86', 'close': '234.55'}, '30-Jul-86': {'date': '30-Jul-86', 'close': '236.59'}, '31-Jul-86': {'date': '31-Jul-86', 'close': '236.12'}, '01-Aug-86': {'date': '01-Aug-86', 'close': '234.91'}, '04-Aug-86': {'date': '04-Aug-86', 'close': '235.99'}, '05-Aug-86': {'date': '05-Aug-86', 'close': '237.03'}, '06-Aug-86': {'date': '06-Aug-86', 'close': '236.84'}, '07-Aug-86': {'date': '07-Aug-86', 'close': '237.04'}, '08-Aug-86': {'date': '08-Aug-86', 'close': '236.88'}, '11-Aug-86': {'date': '11-Aug-86', 'close': '240.68'}, '12-Aug-86': {'date': '12-Aug-86', 'close': '243.34'}, '13-Aug-86': {'date': '13-Aug-86', 'close': '245.67'}, '14-Aug-86': {'date': '14-Aug-86', 'close': '246.25'}, '15-Aug-86': {'date': '15-Aug-86', 'close': '247.15'}, '18-Aug-86': {'date': '18-Aug-86', 'close': '247.38'}, '19-Aug-86': {'date': '19-Aug-86', 'close': '246.51'}, '20-Aug-86': {'date': '20-Aug-86', 'close': '249.77'}, '21-Aug-86': {'date': '21-Aug-86', 'close': '249.67'}, '22-Aug-86': {'date': '22-Aug-86', 'close': '250.19'}, '25-Aug-86': {'date': '25-Aug-86', 'close': '247.81'}, '26-Aug-86': {'date': '26-Aug-86', 'close': '252.84'}, '27-Aug-86': {'date': '27-Aug-86', 'close': '253.30'}, '28-Aug-86': {'date': '28-Aug-86', 'close': '252.84'}, '29-Aug-86': {'date': '29-Aug-86', 'close': '252.93'}, '02-Sep-86': {'date': '02-Sep-86', 'close': '248.52'}, '03-Sep-86': {'date': '03-Sep-86', 'close': '250.08'}, '04-Sep-86': {'date': '04-Sep-86', 'close': '253.83'}, '05-Sep-86': {'date': '05-Sep-86', 'close': '250.47'}, '08-Sep-86': {'date': '08-Sep-86', 'close': '248.14'}, '09-Sep-86': {'date': '09-Sep-86', 'close': '247.67'}, '10-Sep-86': {'date': '10-Sep-86', 'close': '247.06'}, '11-Sep-86': {'date': '11-Sep-86', 'close': '235.18'}, '12-Sep-86': {'date': '12-Sep-86', 'close': '230.67'}, '15-Sep-86': {'date': '15-Sep-86', 'close': '231.94'}, '16-Sep-86': {'date': '16-Sep-86', 'close': '231.72'}, '17-Sep-86': {'date': '17-Sep-86', 'close': '231.68'}, '18-Sep-86': {'date': '18-Sep-86', 'close': '232.31'}, '19-Sep-86': {'date': '19-Sep-86', 'close': '232.21'}, '22-Sep-86': {'date': '22-Sep-86', 'close': '234.93'}, '23-Sep-86': {'date': '23-Sep-86', 'close': '235.67'}, '24-Sep-86': {'date': '24-Sep-86', 'close': '236.28'}, '25-Sep-86': {'date': '25-Sep-86', 'close': '231.83'}, '26-Sep-86': {'date': '26-Sep-86', 'close': '232.23'}, '29-Sep-86': {'date': '29-Sep-86', 'close': '229.91'}, '30-Sep-86': {'date': '30-Sep-86', 'close': '231.32'}, '01-Oct-86': {'date': '01-Oct-86', 'close': '233.60'}, '02-Oct-86': {'date': '02-Oct-86', 'close': '233.92'}, '03-Oct-86': {'date': '03-Oct-86', 'close': '233.71'}, '06-Oct-86': {'date': '06-Oct-86', 'close': '234.78'}, '07-Oct-86': {'date': '07-Oct-86', 'close': '234.41'}, '08-Oct-86': {'date': '08-Oct-86', 'close': '236.68'}, '09-Oct-86': {'date': '09-Oct-86', 'close': '235.85'}, '10-Oct-86': {'date': '10-Oct-86', 'close': '235.48'}, '13-Oct-86': {'date': '13-Oct-86', 'close': '235.91'}, '14-Oct-86': {'date': '14-Oct-86', 'close': '235.37'}, '15-Oct-86': {'date': '15-Oct-86', 'close': '238.80'}, '16-Oct-86': {'date': '16-Oct-86', 'close': '239.53'}, '17-Oct-86': {'date': '17-Oct-86', 'close': '238.84'}, '20-Oct-86': {'date': '20-Oct-86', 'close': '235.97'}, '21-Oct-86': {'date': '21-Oct-86', 'close': '235.88'}, '22-Oct-86': {'date': '22-Oct-86', 'close': '236.26'}, '23-Oct-86': {'date': '23-Oct-86', 'close': '239.28'}, '24-Oct-86': {'date': '24-Oct-86', 'close': '238.26'}, '27-Oct-86': {'date': '27-Oct-86', 'close': '238.77'}, '28-Oct-86': {'date': '28-Oct-86', 'close': '239.26'}, '29-Oct-86': {'date': '29-Oct-86', 'close': '240.94'}, '30-Oct-86': {'date': '30-Oct-86', 'close': '243.71'}, '31-Oct-86': {'date': '31-Oct-86', 'close': '243.98'}, '03-Nov-86': {'date': '03-Nov-86', 'close': '245.80'}, '04-Nov-86': {'date': '04-Nov-86', 'close': '246.20'}, '05-Nov-86': {'date': '05-Nov-86', 'close': '246.58'}, '06-Nov-86': {'date': '06-Nov-86', 'close': '245.87'}, '07-Nov-86': {'date': '07-Nov-86', 'close': '245.77'}, '10-Nov-86': {'date': '10-Nov-86', 'close': '246.13'}, '11-Nov-86': {'date': '11-Nov-86', 'close': '247.08'}, '12-Nov-86': {'date': '12-Nov-86', 'close': '246.64'}, '13-Nov-86': {'date': '13-Nov-86', 'close': '243.02'}, '14-Nov-86': {'date': '14-Nov-86', 'close': '244.50'}, '17-Nov-86': {'date': '17-Nov-86', 'close': '243.21'}, '18-Nov-86': {'date': '18-Nov-86', 'close': '236.78'}, '19-Nov-86': {'date': '19-Nov-86', 'close': '237.66'}, '20-Nov-86': {'date': '20-Nov-86', 'close': '242.05'}, '21-Nov-86': {'date': '21-Nov-86', 'close': '245.86'}, '24-Nov-86': {'date': '24-Nov-86', 'close': '247.45'}, '25-Nov-86': {'date': '25-Nov-86', 'close': '248.17'}, '26-Nov-86': {'date': '26-Nov-86', 'close': '248.77'}, '28-Nov-86': {'date': '28-Nov-86', 'close': '249.22'}, '01-Dec-86': {'date': '01-Dec-86', 'close': '249.05'}, '02-Dec-86': {'date': '02-Dec-86', 'close': '254.00'}, '03-Dec-86': {'date': '03-Dec-86', 'close': '253.85'}, '04-Dec-86': {'date': '04-Dec-86', 'close': '253.04'}, '05-Dec-86': {'date': '05-Dec-86', 'close': '251.17'}, '08-Dec-86': {'date': '08-Dec-86', 'close': '251.16'}, '09-Dec-86': {'date': '09-Dec-86', 'close': '249.28'}, '10-Dec-86': {'date': '10-Dec-86', 'close': '250.96'}, '11-Dec-86': {'date': '11-Dec-86', 'close': '248.17'}, '12-Dec-86': {'date': '12-Dec-86', 'close': '247.35'}, '15-Dec-86': {'date': '15-Dec-86', 'close': '248.21'}, '16-Dec-86': {'date': '16-Dec-86', 'close': '250.04'}, '17-Dec-86': {'date': '17-Dec-86', 'close': '247.56'}, '18-Dec-86': {'date': '18-Dec-86', 'close': '246.78'}, '19-Dec-86': {'date': '19-Dec-86', 'close': '249.73'}, '22-Dec-86': {'date': '22-Dec-86', 'close': '248.75'}, '23-Dec-86': {'date': '23-Dec-86', 'close': '246.34'}, '24-Dec-86': {'date': '24-Dec-86', 'close': '246.75'}, '26-Dec-86': {'date': '26-Dec-86', 'close': '246.92'}, '29-Dec-86': {'date': '29-Dec-86', 'close': '244.67'}, '30-Dec-86': {'date': '30-Dec-86', 'close': '243.37'}, '31-Dec-86': {'date': '31-Dec-86', 'close': '242.17'}, '02-Jan-87': {'date': '02-Jan-87', 'close': '246.45'}, '05-Jan-87': {'date': '05-Jan-87', 'close': '252.19'}, '06-Jan-87': {'date': '06-Jan-87', 'close': '252.78'}, '07-Jan-87': {'date': '07-Jan-87', 'close': '255.33'}, '08-Jan-87': {'date': '08-Jan-87', 'close': '257.28'}, '09-Jan-87': {'date': '09-Jan-87', 'close': '258.73'}, '12-Jan-87': {'date': '12-Jan-87', 'close': '260.30'}, '13-Jan-87': {'date': '13-Jan-87', 'close': '259.95'}, '14-Jan-87': {'date': '14-Jan-87', 'close': '262.64'}, '15-Jan-87': {'date': '15-Jan-87', 'close': '265.49'}, '16-Jan-87': {'date': '16-Jan-87', 'close': '266.28'}, '19-Jan-87': {'date': '19-Jan-87', 'close': '269.34'}, '20-Jan-87': {'date': '20-Jan-87', 'close': '269.04'}, '21-Jan-87': {'date': '21-Jan-87', 'close': '267.84'}, '22-Jan-87': {'date': '22-Jan-87', 'close': '273.91'}, '23-Jan-87': {'date': '23-Jan-87', 'close': '270.10'}, '26-Jan-87': {'date': '26-Jan-87', 'close': '269.61'}, '27-Jan-87': {'date': '27-Jan-87', 'close': '273.75'}, '28-Jan-87': {'date': '28-Jan-87', 'close': '275.40'}, '29-Jan-87': {'date': '29-Jan-87', 'close': '274.24'}, '30-Jan-87': {'date': '30-Jan-87', 'close': '274.08'}, '02-Feb-87': {'date': '02-Feb-87', 'close': '276.45'}, '03-Feb-87': {'date': '03-Feb-87', 'close': '275.99'}, '04-Feb-87': {'date': '04-Feb-87', 'close': '279.64'}, '05-Feb-87': {'date': '05-Feb-87', 'close': '281.16'}, '06-Feb-87': {'date': '06-Feb-87', 'close': '280.04'}, '09-Feb-87': {'date': '09-Feb-87', 'close': '278.16'}, '10-Feb-87': {'date': '10-Feb-87', 'close': '275.07'}, '11-Feb-87': {'date': '11-Feb-87', 'close': '277.54'}, '12-Feb-87': {'date': '12-Feb-87', 'close': '275.62'}, '13-Feb-87': {'date': '13-Feb-87', 'close': '279.70'}, '17-Feb-87': {'date': '17-Feb-87', 'close': '285.49'}, '18-Feb-87': {'date': '18-Feb-87', 'close': '285.42'}, '19-Feb-87': {'date': '19-Feb-87', 'close': '285.57'}, '20-Feb-87': {'date': '20-Feb-87', 'close': '285.48'}, 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'homicides_percapita': '8.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1978': {'report_year': '1978', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1085550', 'homicides': '19560', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '497.8', 'homicides_percapita': '9', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1979': {'report_year': '1979', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1208030', 'homicides': '21460', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '548.9', 'homicides_percapita': '9.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1980': {'report_year': '1980', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1344520', 'homicides': '23040', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '596.6', 'homicides_percapita': '10.2', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1981': {'report_year': '1981', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1361820', 'homicides': '22520', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '593.5', 'homicides_percapita': '9.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1982': {'report_year': '1982', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1322390', 'homicides': '21010', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '570.8', 'homicides_percapita': '9.1', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1983': {'report_year': '1983', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1258087', 'homicides': '19308', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '538.1', 'homicides_percapita': '8.3', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1984': {'report_year': '1984', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1273282', 'homicides': '18692', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '539.9', 'homicides_percapita': '7.9', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1985': {'report_year': '1985', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1327767', 'homicides': '18976', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '558.1', 'homicides_percapita': '8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1986': {'report_year': '1986', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1489169', 'homicides': '20613', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '620.1', 'homicides_percapita': '8.6', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1987': {'report_year': '1987', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1483999', 'homicides': '20096', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '612.5', 'homicides_percapita': '8.3', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1988': {'report_year': '1988', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1566221', 'homicides': '20675', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '640.6', 'homicides_percapita': '8.5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1989': {'report_year': '1989', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1646037', 'homicides': '21500', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '666.9', 'homicides_percapita': '8.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1990': {'report_year': '1990', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1820127', 'homicides': '23438', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '729.6', 'homicides_percapita': '9.4', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1991': {'report_year': '1991', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1911767', 'homicides': '24703', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '758.2', 'homicides_percapita': '9.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1992': {'report_year': '1992', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1932274', 'homicides': '23760', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '757.7', 'homicides_percapita': '9.3', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1993': {'report_year': '1993', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1926017', 'homicides': '24526', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '747.1', 'homicides_percapita': '9.5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1994': {'report_year': '1994', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1857670', 'homicides': '23326', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '713.6', 'homicides_percapita': '9', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1995': {'report_year': '1995', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1798792', 'homicides': '21606', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '684.5', 'homicides_percapita': '8.2', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1996': {'report_year': '1996', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1688540', 'homicides': '19645', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '636.6', 'homicides_percapita': '7.4', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1997': {'report_year': '1997', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1636096', 'homicides': '18208', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '611', 'homicides_percapita': '6.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1998': {'report_year': '1998', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1533887', 'homicides': '16974', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '567.6', 'homicides_percapita': '6.3', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '1999': {'report_year': '1999', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1426044', 'homicides': '15522', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '523', 'homicides_percapita': '5.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2000': {'report_year': '2000', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1425486', 'homicides': '15586', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '506.5', 'homicides_percapita': '5.5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2001': {'report_year': '2001', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1439480', 'homicides': '16037', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '504.5', 'homicides_percapita': '5.6', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2002': {'report_year': '2002', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1423677', 'homicides': '16229', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '494.4', 'homicides_percapita': '5.6', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2003': {'report_year': '2003', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1383676', 'homicides': '16528', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '475.8', 'homicides_percapita': '5.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2004': {'report_year': '2004', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1360088', 'homicides': '16148', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '463.2', 'homicides_percapita': '5.5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2005': {'report_year': '2005', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1390745', 'homicides': '16740', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '469', 'homicides_percapita': '5.6', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2006': {'report_year': '2006', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1435123', 'homicides': '17309', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '479.3', 'homicides_percapita': '5.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2007': {'report_year': '2007', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1422970', 'homicides': '17128', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '471.8', 'homicides_percapita': '5.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2008': {'report_year': '2008', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1394461', 'homicides': '16465', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '458.6', 'homicides_percapita': '5.4', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2009': {'report_year': '2009', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1325896', 'homicides': '15399', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '431.9', 'homicides_percapita': '5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2010': {'report_year': '2010', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1251248', 'homicides': '14722', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '404.5', 'homicides_percapita': '4.8', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2011': {'report_year': '2011', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1206031', 'homicides': '14661', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '387.1', 'homicides_percapita': '4.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2012': {'report_year': '2012', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1214464', 'homicides': '14827', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '386.9', 'homicides_percapita': '4.7', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2013': {'report_year': '2013', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1168298', 'homicides': '14319', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '369.1', 'homicides_percapita': '4.5', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2014': {'report_year': '2014', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1153022', 'homicides': '14164', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '361.6', 'homicides_percapita': '4.4', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}, '2015': {'report_year': '2015', 'agency_code': '', 'agency_jurisdiction': 'United States', 'population': '', 'violent_crimes': '1197704', 'homicides': '15696', 'rapes': '', 'assaults': '', 'robberies': '', 'months_reported': '', 'crimes_percapita': '372.6', 'homicides_percapita': '4.9', 'rapes_percapita': '', 'assaults_percapita': '', 'robberies_percapita': ''}}

We will use regression to determine whether how many times total crimes (per capita) are committed when the economy/SPY 500 is at a certain level in time (recession)?. We can go further into this by using machine learning to determine which crime is likely to be displayed at whatever level of the economy.

Data Dictionary CRIMES report_year = year crimes were reported crimes_percapita = crimes per capita in a given year robberies_percapita = robberies per capita in a given year SPY spy date = SPY on a certain day close = value of spy on the certain day at close of the market