Introduction
Research Question: Are U.S. county obesity rates associated with county diabetes rates?
In my project I developed that aims to incorporate evidence from a CDC (Centers for Disease Control and Prevention) county level health data collection for 3,143 U.S. counties. They offer gender-separated health information on diabetes, obesity and physical inactivity. For my statistical analyses, I target disease rates for men and women. The variables of interest must be given: num_men_diabetes, percent_men_diabetes, num_women_diabetes, percent_women_diabetes, num_men_obese, percent_men_obese, num_women_obese, and percent_women_obese. This dataset is available from https://www.openintro.org/data/index.php?data=diabetes.prev
Data Analysis
For data analysis I do cleaning at the beginning and it performs exploratory data analysis (EDA) to understand the distribution of obesity and diabetes rates across counties. Variable names were standardized, numeric columns were converted to numeric type and missing or irregular data were handled. Histograms I created to visualize the distribution of men’s obesity and diabetes rates, and a scatter plot was generated to examine the relationship between men’s obesity and diabetes percentages. The analysis uses dplyr functions such as mutate(), across(), and summary() for data manipulation.
Load librarys
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.1.4 ✔ readr 2.1.5
✔ forcats 1.0.0 ✔ stringr 1.5.1
✔ ggplot2 3.5.2 ✔ tibble 3.3.0
✔ lubridate 1.9.4 ✔ tidyr 1.3.1
✔ purrr 1.1.0
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library (dplyr)library (ggplot2)
Load data
setwd ("C:/Users/sajut/OneDrive/Desktop/DATA_101" )<- read.csv ("diabetes.prev.csv" )
'data.frame': 3143 obs. of 14 variables:
$ State : chr "Alabama" "Alabama" "Alabama" "Alabama" ...
$ FIPS.Codes : int 1001 1003 1005 1007 1009 1011 1013 1015 1017 1019 ...
$ County : chr "Autauga County" "Baldwin County" "Barbour County" "Bibb County" ...
$ num.men.diabetes : int 2224 8181 1440 1013 2865 693 1064 5589 1728 1371 ...
$ percent.men.diabetes : num 12.1 12.4 12.9 11 14 15.3 15.4 13.5 14.4 14.1 ...
$ num.women.diabetes : int 2336 8017 1505 893 2975 743 1400 6557 2132 1325 ...
$ percent.women.diabetes : num 11.6 11.3 15.7 11.3 13.9 20.2 16.5 14.2 15.6 13.1 ...
$ num.men.obese : int 5910 19990 4265 3738 6954 1822 2327 13013 4574 3355 ...
$ percent.men.obese : num 31.3 29 37.7 40.2 33.5 39.9 33.7 31.5 37.8 33.9 ...
$ num.women.obese : int 6274 18255 4217 3188 6834 1829 3187 15094 5727 3216 ...
$ percent.women.obese : num 30.5 24.5 44.5 40 31.3 50.2 37.8 32.5 41.5 31.6 ...
$ num.men.inactive.leisure : int 4902 15650 3242 2853 5177 1331 2096 12540 3716 2704 ...
$ num.women.inactive.leisure : int 6406 20450 3587 2877 6952 1387 3175 16930 5301 3520 ...
$ percent.women.inactive.liesure: num 31.1 27.5 37.9 36.1 31.8 38.1 37.7 36.5 38.4 34.6 ...
State FIPS.Codes County num.men.diabetes percent.men.diabetes
1 Alabama 1001 Autauga County 2224 12.1
2 Alabama 1003 Baldwin County 8181 12.4
3 Alabama 1005 Barbour County 1440 12.9
4 Alabama 1007 Bibb County 1013 11.0
5 Alabama 1009 Blount County 2865 14.0
6 Alabama 1011 Bullock County 693 15.3
num.women.diabetes percent.women.diabetes num.men.obese percent.men.obese
1 2336 11.6 5910 31.3
2 8017 11.3 19990 29.0
3 1505 15.7 4265 37.7
4 893 11.3 3738 40.2
5 2975 13.9 6954 33.5
6 743 20.2 1822 39.9
num.women.obese percent.women.obese num.men.inactive.leisure
1 6274 30.5 4902
2 18255 24.5 15650
3 4217 44.5 3242
4 3188 40.0 2853
5 6834 31.3 5177
6 1829 50.2 1331
num.women.inactive.leisure percent.women.inactive.liesure
1 6406 31.1
2 20450 27.5
3 3587 37.9
4 2877 36.1
5 6952 31.8
6 1387 38.1
Clean variable names
names (diabetes_data) <- gsub ("[(). \\ -]" , "_" , names (diabetes_data)) names (diabetes_data) <- gsub ("_$" , "" , names (diabetes_data)) names (diabetes_data) <- tolower (names (diabetes_data)) head (diabetes_data)
state fips_codes county num_men_diabetes percent_men_diabetes
1 Alabama 1001 Autauga County 2224 12.1
2 Alabama 1003 Baldwin County 8181 12.4
3 Alabama 1005 Barbour County 1440 12.9
4 Alabama 1007 Bibb County 1013 11.0
5 Alabama 1009 Blount County 2865 14.0
6 Alabama 1011 Bullock County 693 15.3
num_women_diabetes percent_women_diabetes num_men_obese percent_men_obese
1 2336 11.6 5910 31.3
2 8017 11.3 19990 29.0
3 1505 15.7 4265 37.7
4 893 11.3 3738 40.2
5 2975 13.9 6954 33.5
6 743 20.2 1822 39.9
num_women_obese percent_women_obese num_men_inactive_leisure
1 6274 30.5 4902
2 18255 24.5 15650
3 4217 44.5 3242
4 3188 40.0 2853
5 6834 31.3 5177
6 1829 50.2 1331
num_women_inactive_leisure percent_women_inactive_liesure
1 6406 31.1
2 20450 27.5
3 3587 37.9
4 2877 36.1
5 6952 31.8
6 1387 38.1
[1] "state" "fips_codes"
[3] "county" "num_men_diabetes"
[5] "percent_men_diabetes" "num_women_diabetes"
[7] "percent_women_diabetes" "num_men_obese"
[9] "percent_men_obese" "num_women_obese"
[11] "percent_women_obese" "num_men_inactive_leisure"
[13] "num_women_inactive_leisure" "percent_women_inactive_liesure"
Convert numeric columns
<- c ("num_men_diabetes" , "percent_men_diabetes" , "num_women_diabetes" , "percent_women_diabetes" , "num_men_obese" , "percent_men_obese" , "num_women_obese" , "percent_women_obese" )<- diabetes_data |> mutate (across (all_of (numeric_cols), ~ as.numeric (gsub ("," , "." , .))))summary (diabetes_data)
state fips_codes county num_men_diabetes
Length:3143 Min. : 1001 Length:3143 Min. : 4
Class :character 1st Qu.:18178 Class :character 1st Qu.: 475
Mode :character Median :29177 Mode :character Median : 1103
Mean :30390 Mean : 3470
3rd Qu.:45082 3rd Qu.: 2670
Max. :56045 Max. :270967
percent_men_diabetes num_women_diabetes percent_women_diabetes
Min. : 3.70 Min. : 3 Min. : 2.80
1st Qu.: 9.75 1st Qu.: 433 1st Qu.: 8.60
Median :11.20 Median : 1014 Median :10.00
Mean :11.19 Mean : 3364 Mean :10.24
3rd Qu.:12.70 3rd Qu.: 2510 3rd Qu.:11.70
Max. :17.70 Max. :276397 Max. :21.10
num_men_obese percent_men_obese num_women_obese percent_women_obese
Min. : 11 Min. :11.30 Min. : 8 Min. : 9.90
1st Qu.: 1344 1st Qu.:29.70 1st Qu.: 1267 1st Qu.:27.20
Median : 3125 Median :32.20 Median : 3061 Median :30.10
Mean : 9998 Mean :31.71 Mean : 10154 Mean :30.18
3rd Qu.: 7907 3rd Qu.:34.30 3rd Qu.: 7774 3rd Qu.:33.10
Max. :765328 Max. :43.40 Max. :771584 Max. :52.60
num_men_inactive_leisure num_women_inactive_leisure
Min. : 8 Min. : 7
1st Qu.: 1134 1st Qu.: 1210
Median : 2577 Median : 2893
Mean : 7659 Mean : 9336
3rd Qu.: 6162 3rd Qu.: 7096
Max. :559500 Max. :707300
percent_women_inactive_liesure
Min. : 9.6
1st Qu.:24.6
Median :28.4
Mean :28.4
3rd Qu.:32.3
Max. :43.2
Exploratory Data Analysis (EDA)
Histogram of men’s obesity rate
hist (diabetes_data$ percent_men_obese,main = "Histogram of Men's Obesity Rate" ,xlab = "Obesity %" , col = "lightblue" , breaks = 20 )
Histogram of men’s diabetes rate
hist (diabetes_data$ percent_men_diabetes,main = "Histogram of Men's Diabetes Rate" ,xlab = "Diabetes %" , col = "lightgreen" , breaks = 20 )
Scatter plot: obesity vs diabetes
ggplot (diabetes_data, aes (x = percent_men_obese, y = percent_men_diabetes)) + geom_point (alpha = 0.5 ) + labs (title = "Obesity vs. Diabetes Rates in U.S. Counties" ,x = "Obesity Rate (%)" ,y = "Diabetes Rate (%)"
Hypotheses:
\(H_0\) : \(\mu1\) = \(\mu2\)
\(H_a\) : \(\mu2\) ≠ \(\mu1\)
Where:
\(\mu1\) = mean percentage of men with diabetes
\(\mu2\) = mean percentage of women with diabetes
<- table (diabetes_data$ num_men_diabetes, diabetes_data$ num_men_obese)
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1616 1621 1623 1626 1630 1631 1633 1635 1636 1640 1641 1643 1644 1646
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1647 1648 1649 1650 1651 1656 1657 1662 1663 1672 1673 1675 1677 1679
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1682 1684 1687 1690 1691 1694 1696 1698 1700 1703 1705 1706 1709 1711
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1712 1715 1717 1720 1722 1724 1727 1728 1736 1738 1740 1741 1744 1745
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1748 1749 1750 1758 1762 1768 1770 1771 1773 1774 1776 1779 1780 1781
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1783 1784 1790 1792 1793 1795 1797 1798 1802 1804 1809 1812 1814 1815
4 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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1816 1817 1822 1825 1827 1833 1836 1837 1846 1849 1850 1851 1853 1855
4 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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1868 1872 1879 1880 1881 1885 1887 1888 1889 1890 1891 1892 1896 1898
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1899 1903 1907 1908 1911 1913 1917 1920 1925 1927 1931 1932 1934 1939
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58 0 0 0 0 0 0 0 0 0 0 0 0 0 0
1941 1942 1943 1944 1946 1947 1948 1949 1950 1954 1956 1957 1966 1967
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[ reached 'max' / getOption("max.print") -- omitted 2140 rows ]
chisq.test (diabetes_data)
Warning in chisq.test(diabetes_data): Chi-squared approximation may be
incorrect
Pearson's Chi-squared test
data: diabetes_data
X-squared = 6072086, df = 5887725, p-value < 2.2e-16
Statement
The chi-square test showed that it was highly significant (p < 2.2e-16). This means we can reject the null hypothesis. There is a clear association between men’s obesity and diabetes across counties which is places with more obese men also tend to have more men with diabetes.
Conclusion and Future Directions
One of the most powerful links between men’s obesity and diabetes is at the county level. This is consistent with other public health findings saying obesity is a strong risk factor for diabetes. The new study can guide county health officials in areas with high obesity prevalence in designing better programs. But in the future researchers may wish to enlarge the study to include women’s information, consider using age adjusted rates, or perform correlation and regression with continuous variables. They might also investigate social or lifestyle factors to figure out what drives higher rates of diabetes.
