Despite the vast resources and advancement in healthcare, the United States seems to be going in the opposite direction when it comes to building a healthy population, namely because of a fatal and life threatining condition; Diabetes. The Center for Disease Control and Prevention quanitfies that about 1 in 10 americans have diabetes and 1 in 5 americans have diabete but don't even know that they do. Yet Diabetes is only one part of the problem as it can lead to severe consequences for populations such as minorities, pregnant women, elderly, and those who suffer from other conditions. This proposal will dive into the impact diabetes has on women; a population that is traditionally ignored in medical school textbooks and education. Using data science and the methods learned, this project will attempt to identify the relationship between the number of pregnancies and the glucose and BMI of a woman to see if this could be a possible indicator as to whether a women has diabetes. By learning about the relationship pregnancies has to diabetes prevalence among women, we can hopefully find solutions to decrease the rise in diabetes cases among women through efforts such as family planning, sex education, etc.

sources:

# diabetes

introducting our data set

import csv

with open('diabetes 3.csv', 'r') as file:
    reader = csv.reader(file)
    for row in reader:
        print(row)

['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome']
['6', '148', '72', '35', '0', '33.6', '0.627', '50', '1']
['1', '85', '66', '29', '0', '26.6', '0.351', '31', '0']
['8', '183', '64', '0', '0', '23.3', '0.672', '32', '1']
['1', '89', '66', '23', '94', '28.1', '0.167', '21', '0']
['0', '137', '40', '35', '168', '43.1', '2.288', '33', '1']
['5', '116', '74', '0', '0', '25.6', '0.201', '30', '0']
['3', '78', '50', '32', '88', '31', '0.248', '26', '1']
['10', '115', '0', '0', '0', '35.3', '0.134', '29', '0']
['2', '197', '70', '45', '543', '30.5', '0.158', '53', '1']
['8', '125', '96', '0', '0', '0', '0.232', '54', '1']
['4', '110', '92', '0', '0', '37.6', '0.191', '30', '0']
['10', '168', '74', '0', '0', '38', '0.537', '34', '1']
['10', '139', '80', '0', '0', '27.1', '1.441', '57', '0']
['1', '189', '60', '23', '846', '30.1', '0.398', '59', '1']
['5', '166', '72', '19', '175', '25.8', '0.587', '51', '1']
['7', '100', '0', '0', '0', '30', '0.484', '32', '1']
['0', '118', '84', '47', '230', '45.8', '0.551', '31', '1']
['7', '107', '74', '0', '0', '29.6', '0.254', '31', '1']
['1', '103', '30', '38', '83', '43.3', '0.183', '33', '0']
['1', '115', '70', '30', '96', '34.6', '0.529', '32', '1']
['3', '126', '88', '41', '235', '39.3', '0.704', '27', '0']
['8', '99', '84', '0', '0', '35.4', '0.388', '50', '0']
['7', '196', '90', '0', '0', '39.8', '0.451', '41', '1']
['9', '119', '80', '35', '0', '29', '0.263', '29', '1']
['11', '143', '94', '33', '146', '36.6', '0.254', '51', '1']
['10', '125', '70', '26', '115', '31.1', '0.205', '41', '1']
['7', '147', '76', '0', '0', '39.4', '0.257', '43', '1']
['1', '97', '66', '15', '140', '23.2', '0.487', '22', '0']
['13', '145', '82', '19', '110', '22.2', '0.245', '57', '0']
['5', '117', '92', '0', '0', '34.1', '0.337', '38', '0']
['5', '109', '75', '26', '0', '36', '0.546', '60', '0']
['3', '158', '76', '36', '245', '31.6', '0.851', '28', '1']
['3', '88', '58', '11', '54', '24.8', '0.267', '22', '0']
['6', '92', '92', '0', '0', '19.9', '0.188', '28', '0']
['10', '122', '78', '31', '0', '27.6', '0.512', '45', '0']
['4', '103', '60', '33', '192', '24', '0.966', '33', '0']
['11', '138', '76', '0', '0', '33.2', '0.42', '35', '0']
['9', '102', '76', '37', '0', '32.9', '0.665', '46', '1']
['2', '90', '68', '42', '0', '38.2', '0.503', '27', '1']
['4', '111', '72', '47', '207', '37.1', '1.39', '56', '1']
['3', '180', '64', '25', '70', '34', '0.271', '26', '0']
['7', '133', '84', '0', '0', '40.2', '0.696', '37', '0']
['7', '106', '92', '18', '0', '22.7', '0.235', '48', '0']
['9', '171', '110', '24', '240', '45.4', '0.721', '54', '1']
['7', '159', '64', '0', '0', '27.4', '0.294', '40', '0']
['0', '180', '66', '39', '0', '42', '1.893', '25', '1']
['1', '146', '56', '0', '0', '29.7', '0.564', '29', '0']
['2', '71', '70', '27', '0', '28', '0.586', '22', '0']
['7', '103', '66', '32', '0', '39.1', '0.344', '31', '1']
['7', '105', '0', '0', '0', '0', '0.305', '24', '0']
['1', '103', '80', '11', '82', '19.4', '0.491', '22', '0']
['1', '101', '50', '15', '36', '24.2', '0.526', '26', '0']
['5', '88', '66', '21', '23', '24.4', '0.342', '30', '0']
['8', '176', '90', '34', '300', '33.7', '0.467', '58', '1']
['7', '150', '66', '42', '342', '34.7', '0.718', '42', '0']
['1', '73', '50', '10', '0', '23', '0.248', '21', '0']
['7', '187', '68', '39', '304', '37.7', '0.254', '41', '1']
['0', '100', '88', '60', '110', '46.8', '0.962', '31', '0']
['0', '146', '82', '0', '0', '40.5', '1.781', '44', '0']
['0', '105', '64', '41', '142', '41.5', '0.173', '22', '0']
['2', '84', '0', '0', '0', '0', '0.304', '21', '0']
['8', '133', '72', '0', '0', '32.9', '0.27', '39', '1']
['5', '44', '62', '0', '0', '25', '0.587', '36', '0']
['2', '141', '58', '34', '128', '25.4', '0.699', '24', '0']
['7', '114', '66', '0', '0', '32.8', '0.258', '42', '1']
['5', '99', '74', '27', '0', '29', '0.203', '32', '0']
['0', '109', '88', '30', '0', '32.5', '0.855', '38', '1']
['2', '109', '92', '0', '0', '42.7', '0.845', '54', '0']
['1', '95', '66', '13', '38', '19.6', '0.334', '25', '0']
['4', '146', '85', '27', '100', '28.9', '0.189', '27', '0']
['2', '100', '66', '20', '90', '32.9', '0.867', '28', '1']
['5', '139', '64', '35', '140', '28.6', '0.411', '26', '0']
['13', '126', '90', '0', '0', '43.4', '0.583', '42', '1']
['4', '129', '86', '20', '270', '35.1', '0.231', '23', '0']
['1', '79', '75', '30', '0', '32', '0.396', '22', '0']
['1', '0', '48', '20', '0', '24.7', '0.14', '22', '0']
['7', '62', '78', '0', '0', '32.6', '0.391', '41', '0']
['5', '95', '72', '33', '0', '37.7', '0.37', '27', '0']
['0', '131', '0', '0', '0', '43.2', '0.27', '26', '1']
['2', '112', '66', '22', '0', '25', '0.307', '24', '0']
['3', '113', '44', '13', '0', '22.4', '0.14', '22', '0']
['2', '74', '0', '0', '0', '0', '0.102', '22', '0']
['7', '83', '78', '26', '71', '29.3', '0.767', '36', '0']
['0', '101', '65', '28', '0', '24.6', '0.237', '22', '0']
['5', '137', '108', '0', '0', '48.8', '0.227', '37', '1']
['2', '110', '74', '29', '125', '32.4', '0.698', '27', '0']
['13', '106', '72', '54', '0', '36.6', '0.178', '45', '0']
['2', '100', '68', '25', '71', '38.5', '0.324', '26', '0']
['15', '136', '70', '32', '110', '37.1', '0.153', '43', '1']
['1', '107', '68', '19', '0', '26.5', '0.165', '24', '0']
['1', '80', '55', '0', '0', '19.1', '0.258', '21', '0']
['4', '123', '80', '15', '176', '32', '0.443', '34', '0']
['7', '81', '78', '40', '48', '46.7', '0.261', '42', '0']
['4', '134', '72', '0', '0', '23.8', '0.277', '60', '1']
['2', '142', '82', '18', '64', '24.7', '0.761', '21', '0']
['6', '144', '72', '27', '228', '33.9', '0.255', '40', '0']
['2', '92', '62', '28', '0', '31.6', '0.13', '24', '0']
['1', '71', '48', '18', '76', '20.4', '0.323', '22', '0']
['6', '93', '50', '30', '64', '28.7', '0.356', '23', '0']
['1', '122', '90', '51', '220', '49.7', '0.325', '31', '1']
['1', '163', '72', '0', '0', '39', '1.222', '33', '1']
['1', '151', '60', '0', '0', '26.1', '0.179', '22', '0']
['0', '125', '96', '0', '0', '22.5', '0.262', '21', '0']
['1', '81', '72', '18', '40', '26.6', '0.283', '24', '0']
['2', '85', '65', '0', '0', '39.6', '0.93', '27', '0']
['1', '126', '56', '29', '152', '28.7', '0.801', '21', '0']
['1', '96', '122', '0', '0', '22.4', '0.207', '27', '0']
['4', '144', '58', '28', '140', '29.5', '0.287', '37', '0']
['3', '83', '58', '31', '18', '34.3', '0.336', '25', '0']
['0', '95', '85', '25', '36', '37.4', '0.247', '24', '1']
['3', '171', '72', '33', '135', '33.3', '0.199', '24', '1']
['8', '155', '62', '26', '495', '34', '0.543', '46', '1']
['1', '89', '76', '34', '37', '31.2', '0.192', '23', '0']
['4', '76', '62', '0', '0', '34', '0.391', '25', '0']
['7', '160', '54', '32', '175', '30.5', '0.588', '39', '1']
['4', '146', '92', '0', '0', '31.2', '0.539', '61', '1']
['5', '124', '74', '0', '0', '34', '0.22', '38', '1']
['5', '78', '48', '0', '0', '33.7', '0.654', '25', '0']
['4', '97', '60', '23', '0', '28.2', '0.443', '22', '0']
['4', '99', '76', '15', '51', '23.2', '0.223', '21', '0']
['0', '162', '76', '56', '100', '53.2', '0.759', '25', '1']
['6', '111', '64', '39', '0', '34.2', '0.26', '24', '0']
['2', '107', '74', '30', '100', '33.6', '0.404', '23', '0']
['5', '132', '80', '0', '0', '26.8', '0.186', '69', '0']
['0', '113', '76', '0', '0', '33.3', '0.278', '23', '1']
['1', '88', '30', '42', '99', '55', '0.496', '26', '1']
['3', '120', '70', '30', '135', '42.9', '0.452', '30', '0']
['1', '118', '58', '36', '94', '33.3', '0.261', '23', '0']
['1', '117', '88', '24', '145', '34.5', '0.403', '40', '1']
['0', '105', '84', '0', '0', '27.9', '0.741', '62', '1']
['4', '173', '70', '14', '168', '29.7', '0.361', '33', '1']
['9', '122', '56', '0', '0', '33.3', '1.114', '33', '1']
['3', '170', '64', '37', '225', '34.5', '0.356', '30', '1']
['8', '84', '74', '31', '0', '38.3', '0.457', '39', '0']
['2', '96', '68', '13', '49', '21.1', '0.647', '26', '0']
['2', '125', '60', '20', '140', '33.8', '0.088', '31', '0']
['0', '100', '70', '26', '50', '30.8', '0.597', '21', '0']
['0', '93', '60', '25', '92', '28.7', '0.532', '22', '0']
['0', '129', '80', '0', '0', '31.2', '0.703', '29', '0']
['5', '105', '72', '29', '325', '36.9', '0.159', '28', '0']
['3', '128', '78', '0', '0', '21.1', '0.268', '55', '0']
['5', '106', '82', '30', '0', '39.5', '0.286', '38', '0']
['2', '108', '52', '26', '63', '32.5', '0.318', '22', '0']
['10', '108', '66', '0', '0', '32.4', '0.272', '42', '1']
['4', '154', '62', '31', '284', '32.8', '0.237', '23', '0']
['0', '102', '75', '23', '0', '0', '0.572', '21', '0']
['9', '57', '80', '37', '0', '32.8', '0.096', '41', '0']
['2', '106', '64', '35', '119', '30.5', '1.4', '34', '0']
['5', '147', '78', '0', '0', '33.7', '0.218', '65', '0']
['2', '90', '70', '17', '0', '27.3', '0.085', '22', '0']
['1', '136', '74', '50', '204', '37.4', '0.399', '24', '0']
['4', '114', '65', '0', '0', '21.9', '0.432', '37', '0']
['9', '156', '86', '28', '155', '34.3', '1.189', '42', '1']
['1', '153', '82', '42', '485', '40.6', '0.687', '23', '0']
['8', '188', '78', '0', '0', '47.9', '0.137', '43', '1']
['7', '152', '88', '44', '0', '50', '0.337', '36', '1']
['2', '99', '52', '15', '94', '24.6', '0.637', '21', '0']
['1', '109', '56', '21', '135', '25.2', '0.833', '23', '0']
['2', '88', '74', '19', '53', '29', '0.229', '22', '0']
['17', '163', '72', '41', '114', '40.9', '0.817', '47', '1']
['4', '151', '90', '38', '0', '29.7', '0.294', '36', '0']
['7', '102', '74', '40', '105', '37.2', '0.204', '45', '0']
['0', '114', '80', '34', '285', '44.2', '0.167', '27', '0']
['2', '100', '64', '23', '0', '29.7', '0.368', '21', '0']
['0', '131', '88', '0', '0', '31.6', '0.743', '32', '1']
['6', '104', '74', '18', '156', '29.9', '0.722', '41', '1']
['3', '148', '66', '25', '0', '32.5', '0.256', '22', '0']
['4', '120', '68', '0', '0', '29.6', '0.709', '34', '0']
['4', '110', '66', '0', '0', '31.9', '0.471', '29', '0']
['3', '111', '90', '12', '78', '28.4', '0.495', '29', '0']
['6', '102', '82', '0', '0', '30.8', '0.18', '36', '1']
['6', '134', '70', '23', '130', '35.4', '0.542', '29', '1']
['2', '87', '0', '23', '0', '28.9', '0.773', '25', '0']
['1', '79', '60', '42', '48', '43.5', '0.678', '23', '0']
['2', '75', '64', '24', '55', '29.7', '0.37', '33', '0']
['8', '179', '72', '42', '130', '32.7', '0.719', '36', '1']
['6', '85', '78', '0', '0', '31.2', '0.382', '42', '0']
['0', '129', '110', '46', '130', '67.1', '0.319', '26', '1']
['5', '143', '78', '0', '0', '45', '0.19', '47', '0']
['5', '130', '82', '0', '0', '39.1', '0.956', '37', '1']
['6', '87', '80', '0', '0', '23.2', '0.084', '32', '0']
['0', '119', '64', '18', '92', '34.9', '0.725', '23', '0']
['1', '0', '74', '20', '23', '27.7', '0.299', '21', '0']
['5', '73', '60', '0', '0', '26.8', '0.268', '27', '0']
['4', '141', '74', '0', '0', '27.6', '0.244', '40', '0']
['7', '194', '68', '28', '0', '35.9', '0.745', '41', '1']
['8', '181', '68', '36', '495', '30.1', '0.615', '60', '1']
['1', '128', '98', '41', '58', '32', '1.321', '33', '1']
['8', '109', '76', '39', '114', '27.9', '0.64', '31', '1']
['5', '139', '80', '35', '160', '31.6', '0.361', '25', '1']
['3', '111', '62', '0', '0', '22.6', '0.142', '21', '0']
['9', '123', '70', '44', '94', '33.1', '0.374', '40', '0']
['7', '159', '66', '0', '0', '30.4', '0.383', '36', '1']
['11', '135', '0', '0', '0', '52.3', '0.578', '40', '1']
['8', '85', '55', '20', '0', '24.4', '0.136', '42', '0']
['5', '158', '84', '41', '210', '39.4', '0.395', '29', '1']
['1', '105', '58', '0', '0', '24.3', '0.187', '21', '0']
['3', '107', '62', '13', '48', '22.9', '0.678', '23', '1']
['4', '109', '64', '44', '99', '34.8', '0.905', '26', '1']
['4', '148', '60', '27', '318', '30.9', '0.15', '29', '1']
['0', '113', '80', '16', '0', '31', '0.874', '21', '0']
['1', '138', '82', '0', '0', '40.1', '0.236', '28', '0']
['0', '108', '68', '20', '0', '27.3', '0.787', '32', '0']
['2', '99', '70', '16', '44', '20.4', '0.235', '27', '0']
['6', '103', '72', '32', '190', '37.7', '0.324', '55', '0']
['5', '111', '72', '28', '0', '23.9', '0.407', '27', '0']
['8', '196', '76', '29', '280', '37.5', '0.605', '57', '1']
['5', '162', '104', '0', '0', '37.7', '0.151', '52', '1']
['1', '96', '64', '27', '87', '33.2', '0.289', '21', '0']
['7', '184', '84', '33', '0', '35.5', '0.355', '41', '1']
['2', '81', '60', '22', '0', '27.7', '0.29', '25', '0']
['0', '147', '85', '54', '0', '42.8', '0.375', '24', '0']
['7', '179', '95', '31', '0', '34.2', '0.164', '60', '0']
['0', '140', '65', '26', '130', '42.6', '0.431', '24', '1']
['9', '112', '82', '32', '175', '34.2', '0.26', '36', '1']
['12', '151', '70', '40', '271', '41.8', '0.742', '38', '1']
['5', '109', '62', '41', '129', '35.8', '0.514', '25', '1']
['6', '125', '68', '30', '120', '30', '0.464', '32', '0']
['5', '85', '74', '22', '0', '29', '1.224', '32', '1']
['5', '112', '66', '0', '0', '37.8', '0.261', '41', '1']
['0', '177', '60', '29', '478', '34.6', '1.072', '21', '1']
['2', '158', '90', '0', '0', '31.6', '0.805', '66', '1']
['7', '119', '0', '0', '0', '25.2', '0.209', '37', '0']
['7', '142', '60', '33', '190', '28.8', '0.687', '61', '0']
['1', '100', '66', '15', '56', '23.6', '0.666', '26', '0']
['1', '87', '78', '27', '32', '34.6', '0.101', '22', '0']
['0', '101', '76', '0', '0', '35.7', '0.198', '26', '0']
['3', '162', '52', '38', '0', '37.2', '0.652', '24', '1']
['4', '197', '70', '39', '744', '36.7', '2.329', '31', '0']
['0', '117', '80', '31', '53', '45.2', '0.089', '24', '0']
['4', '142', '86', '0', '0', '44', '0.645', '22', '1']
['6', '134', '80', '37', '370', '46.2', '0.238', '46', '1']
['1', '79', '80', '25', '37', '25.4', '0.583', '22', '0']
['4', '122', '68', '0', '0', '35', '0.394', '29', '0']
['3', '74', '68', '28', '45', '29.7', '0.293', '23', '0']
['4', '171', '72', '0', '0', '43.6', '0.479', '26', '1']
['7', '181', '84', '21', '192', '35.9', '0.586', '51', '1']
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['2', '106', '56', '27', '165', '29', '0.426', '22', '0']
['2', '105', '75', '0', '0', '23.3', '0.56', '53', '0']
['4', '95', '60', '32', '0', '35.4', '0.284', '28', '0']
['0', '126', '86', '27', '120', '27.4', '0.515', '21', '0']
['8', '65', '72', '23', '0', '32', '0.6', '42', '0']
['2', '99', '60', '17', '160', '36.6', '0.453', '21', '0']
['1', '102', '74', '0', '0', '39.5', '0.293', '42', '1']
['11', '120', '80', '37', '150', '42.3', '0.785', '48', '1']
['3', '102', '44', '20', '94', '30.8', '0.4', '26', '0']
['1', '109', '58', '18', '116', '28.5', '0.219', '22', '0']
['9', '140', '94', '0', '0', '32.7', '0.734', '45', '1']
['13', '153', '88', '37', '140', '40.6', '1.174', '39', '0']
['12', '100', '84', '33', '105', '30', '0.488', '46', '0']
['1', '147', '94', '41', '0', '49.3', '0.358', '27', '1']
['1', '81', '74', '41', '57', '46.3', '1.096', '32', '0']
['3', '187', '70', '22', '200', '36.4', '0.408', '36', '1']
['6', '162', '62', '0', '0', '24.3', '0.178', '50', '1']
['4', '136', '70', '0', '0', '31.2', '1.182', '22', '1']
['1', '121', '78', '39', '74', '39', '0.261', '28', '0']
['3', '108', '62', '24', '0', '26', '0.223', '25', '0']
['0', '181', '88', '44', '510', '43.3', '0.222', '26', '1']
['8', '154', '78', '32', '0', '32.4', '0.443', '45', '1']
['1', '128', '88', '39', '110', '36.5', '1.057', '37', '1']
['7', '137', '90', '41', '0', '32', '0.391', '39', '0']
['0', '123', '72', '0', '0', '36.3', '0.258', '52', '1']
['1', '106', '76', '0', '0', '37.5', '0.197', '26', '0']
['6', '190', '92', '0', '0', '35.5', '0.278', '66', '1']
['2', '88', '58', '26', '16', '28.4', '0.766', '22', '0']
['9', '170', '74', '31', '0', '44', '0.403', '43', '1']
['9', '89', '62', '0', '0', '22.5', '0.142', '33', '0']
['10', '101', '76', '48', '180', '32.9', '0.171', '63', '0']
['2', '122', '70', '27', '0', '36.8', '0.34', '27', '0']
['5', '121', '72', '23', '112', '26.2', '0.245', '30', '0']
['1', '126', '60', '0', '0', '30.1', '0.349', '47', '1']
['1', '93', '70', '31', '0', '30.4', '0.315', '23', '0']

data dictionary

• pregnancies: number of pregnancies a individual woman has had in her lifetime
• glucose: blood sugar/ sugar concentration in blood
• blood pressure: hypertension and the force of blood against the artery walls
• skin thickness: how thick the skin and subcanteous fat is
• insulin: levels of hormone, insulin, in bloodstream
• BMI: body mass index of woman
• diabetes pedigree function: a formula to see how likely to contract diabetes based on family history
• age: the age of the woman
• outcome: if the woman had diabetes had not

clearly this data provides us with categories such as BMI, diabetes pedigree, pregnancies, and the outcome. we can clean the data using the methods we learned to only filter out the categories of importance to us. then we can use that data and using the plot methods we have learned such as seaborn, we can visualize the data to see if there is any correlation between pregnancies, bmi, glucose and the outcome being diabetes.