Analysis of Continuous Data
Chelsy Rodriguez
4/8/2021
I hypothesize a relationship between marital status (IV) and number of days respondents drank alcoholic beverages in the past year (DV).
#Data Prep
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(readr)
library(ggplot2)## Warning in file(con, "r"): cannot open file '/var/db/timezone/zoneinfo/
## +VERSION': No such file or directoryNHIS_Data <- read_csv("/Users/chelsyrodriguez/Downloads/NHIS Data.csv")##
## ── Column specification ────────────────────────────────────────────────────────
## cols(
## .default = col_double(),
## Demo_Race = col_logical(),
## Demo_Hispanic = col_character(),
## Demo_RaceEthnicity = col_character(),
## Demo_Region = col_character(),
## Demo_sex_C = col_character(),
## Demo_sexorien_C = col_logical(),
## Demo_agerange_C = col_character(),
## Demo_marital_C = col_character(),
## Demo_hourswrk_C = col_character(),
## MentalHealth_MentalIllnessK6_C = col_character(),
## MentalHealth_depressionmeds_B = col_logical(),
## Health_SelfRatedHealth_C = col_character(),
## Health_diagnosed_STD5yr_B = col_logical(),
## Health_BirthControlNow_B = col_logical(),
## Health_EverHavePrediabetes_B = col_logical(),
## Health_HIVAidsRisk_C = col_character(),
## Health_BMI_C = col_character(),
## Health_UsualPlaceHealthcare_C = col_character(),
## Health_AbnormalPapPast3yr_B = col_logical(),
## Behav_CigsPerDay_C = col_character()
## # ... with 1 more columns
## )
## ℹ Use `spec()` for the full column specifications.## Warning: 683386 parsing failures.
## row col expected actual file
## 68557 Demo_Race 1/0/T/F/TRUE/FALSE Black or African American '/Users/chelsyrodriguez/Downloads/NHIS Data.csv'
## 68558 Demo_Race 1/0/T/F/TRUE/FALSE Asian '/Users/chelsyrodriguez/Downloads/NHIS Data.csv'
## 68559 Demo_Race 1/0/T/F/TRUE/FALSE American Indian or Alaskan Native '/Users/chelsyrodriguez/Downloads/NHIS Data.csv'
## 68560 Demo_Race 1/0/T/F/TRUE/FALSE White '/Users/chelsyrodriguez/Downloads/NHIS Data.csv'
## 68561 Demo_Race 1/0/T/F/TRUE/FALSE White '/Users/chelsyrodriguez/Downloads/NHIS Data.csv'
## ..... ......... .................. ................................. ................................................
## See problems(...) for more details.str(NHIS_Data)## spec_tbl_df [619,537 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ psu : num [1:619537] 2 2 2 2 2 1 1 1 1 1 ...
## $ sampweight : num [1:619537] 4316 2845 3783 2466 3794 ...
## $ year : num [1:619537] 1997 1997 1997 1997 1997 ...
## $ year_strata : num [1:619537] 1998 1998 1998 1998 1998 ...
## $ Demo_Race : logi [1:619537] NA NA NA NA NA NA ...
## $ Demo_Hispanic : chr [1:619537] "Hispanic" "Hispanic" "Hispanic" "Hispanic" ...
## $ Demo_RaceEthnicity : chr [1:619537] "Hispanic (Race Identity Unknown)" "Hispanic (Race Identity Unknown)" "Hispanic (Race Identity Unknown)" "Hispanic (Race Identity Unknown)" ...
## $ Demo_Region : chr [1:619537] "West" "West" "West" "West" ...
## $ Demo_sex_C : chr [1:619537] "female" "female" "male" "male" ...
## $ Demo_sexorien_C : logi [1:619537] NA NA NA NA NA NA ...
## $ Demo_belowpovertyline_B : num [1:619537] 1 0 0 0 1 0 NA 0 0 NA ...
## $ Demo_age_N : num [1:619537] 33 52 41 67 25 61 58 23 27 19 ...
## $ Demo_agerange_C : chr [1:619537] "30-39" "50-59" "40-49" "60-69" ...
## $ Demo_marital_C : chr [1:619537] "Married" "Married" "Married" "Widowed" ...
## $ Demo_hourswrk_C : chr [1:619537] "20-39" "None" "40-59" "1-19" ...
## $ MentalHealth_MentalIllnessK6_N : num [1:619537] 0 NA 0 0 0 11 0 3 1 2 ...
## $ MentalHealth_MentalIllnessK6_C : chr [1:619537] "Low Risk" NA "Low Risk" "Low Risk" ...
## $ MentalHealth_SeriousMentalIllnessK6_B: num [1:619537] 0 NA 0 0 0 0 0 0 0 0 ...
## $ MentalHealth_depressionmeds_B : logi [1:619537] NA NA NA NA NA NA ...
## $ Health_SelfRatedHealth_C : chr [1:619537] "Excellent" "Very Good" "Excellent" "Very Good" ...
## $ Health_diagnosed_STD5yr_B : logi [1:619537] NA NA NA NA NA NA ...
## $ Health_BirthControlNow_B : logi [1:619537] NA NA NA NA NA NA ...
## $ Health_EverHaveHeartAttack_B : num [1:619537] 0 0 0 1 0 0 0 0 0 0 ...
## $ Health_EverHaveHeartCondition_B : num [1:619537] 0 0 0 0 0 0 0 0 0 0 ...
## $ Health_EverHaveCancer_B : num [1:619537] 0 0 0 0 0 0 0 0 0 0 ...
## $ Health_EverHaveDiabetes_B : num [1:619537] 0 0 0 1 0 1 1 0 0 0 ...
## $ Health_EverHavePrediabetes_B : logi [1:619537] NA NA NA NA NA NA ...
## $ Health_EverHaveAsthma_B : num [1:619537] 0 0 0 0 0 1 0 0 0 0 ...
## $ Health_StillHaveAsthma_B : num [1:619537] 0 0 0 0 0 NA 0 0 0 0 ...
## $ Health_HIVAidsRisk_C : chr [1:619537] "Low" "None" "None" "None" ...
## $ Health_HIVAidsHighRisk_B : num [1:619537] 0 0 0 0 0 0 NA 0 0 0 ...
## $ Health_EverTakeHIVTest_B : num [1:619537] 1 1 1 1 0 NA 0 1 0 0 ...
## $ Health_EverHaveHypertension_B : num [1:619537] 0 0 0 1 0 1 0 0 0 0 ...
## $ Health_BMI_N : num [1:619537] 19.7 25.7 36.5 24.2 24.8 ...
## $ Health_BMI_C : chr [1:619537] "Normal" "Overweight" "Obese" "Normal" ...
## $ Health_BMIOverweight_B : num [1:619537] 0 1 1 0 0 1 0 0 0 0 ...
## $ Health_BMIObese_B : num [1:619537] 0 0 1 0 0 0 0 0 0 0 ...
## $ Health_Weight_N : num [1:619537] 115 150 233 141 140 135 180 130 135 130 ...
## $ Health_Height_N : num [1:619537] 64 64 67 64 63 59 73 62 67 68 ...
## $ Health_UsualPlaceHealthcare_C : chr [1:619537] "No" "Yes" "Yes" "Yes" ...
## $ Health_UsualPlaceHealthcare_B : num [1:619537] 0 1 1 1 0 1 1 1 1 0 ...
## $ Health_AbnormalPapPast3yr_B : logi [1:619537] NA NA NA NA NA NA ...
## $ Behav_EverSmokeCigs_B : num [1:619537] 0 0 1 0 0 1 0 0 0 0 ...
## $ Behav_CigsPerDay_N : num [1:619537] 0 0 5 0 0 0 0 0 0 0 ...
## $ Behav_CigsPerDay_C : chr [1:619537] "00 None" "00 None" "01-09" "00 None" ...
## $ Behav_AgeStartSmoking : num [1:619537] NA NA 17 NA NA 6 NA NA NA NA ...
## $ Behav_AlcDaysPerYear_N : num [1:619537] NA NA 1 3 2 5 0 4 24 NA ...
## $ Behav_AlcDaysPerWeek_N : num [1:619537] NA NA 0 0 0 0 0 0 0 NA ...
## $ Behav_BingeDrinkDaysYear_N : num [1:619537] NA NA 0 0 0 2 NA 0 0 NA ...
## $ Behav_BingeDrinkDaysYear_C : chr [1:619537] NA NA "0 Days" "0 Days" ...
## - attr(*, "problems")= tibble [683,386 × 5] (S3: tbl_df/tbl/data.frame)
## ..$ row : int [1:683386] 68557 68558 68559 68560 68561 68562 68563 68564 68565 68566 ...
## ..$ col : chr [1:683386] "Demo_Race" "Demo_Race" "Demo_Race" "Demo_Race" ...
## ..$ expected: chr [1:683386] "1/0/T/F/TRUE/FALSE" "1/0/T/F/TRUE/FALSE" "1/0/T/F/TRUE/FALSE" "1/0/T/F/TRUE/FALSE" ...
## ..$ actual : chr [1:683386] "Black or African American" "Asian" "American Indian or Alaskan Native" "White" ...
## ..$ file : chr [1:683386] "'/Users/chelsyrodriguez/Downloads/NHIS Data.csv'" "'/Users/chelsyrodriguez/Downloads/NHIS Data.csv'" "'/Users/chelsyrodriguez/Downloads/NHIS Data.csv'" "'/Users/chelsyrodriguez/Downloads/NHIS Data.csv'" ...
## - attr(*, "spec")=
## .. cols(
## .. psu = col_double(),
## .. sampweight = col_double(),
## .. year = col_double(),
## .. year_strata = col_double(),
## .. Demo_Race = col_logical(),
## .. Demo_Hispanic = col_character(),
## .. Demo_RaceEthnicity = col_character(),
## .. Demo_Region = col_character(),
## .. Demo_sex_C = col_character(),
## .. Demo_sexorien_C = col_logical(),
## .. Demo_belowpovertyline_B = col_double(),
## .. Demo_age_N = col_double(),
## .. Demo_agerange_C = col_character(),
## .. Demo_marital_C = col_character(),
## .. Demo_hourswrk_C = col_character(),
## .. MentalHealth_MentalIllnessK6_N = col_double(),
## .. MentalHealth_MentalIllnessK6_C = col_character(),
## .. MentalHealth_SeriousMentalIllnessK6_B = col_double(),
## .. MentalHealth_depressionmeds_B = col_logical(),
## .. Health_SelfRatedHealth_C = col_character(),
## .. Health_diagnosed_STD5yr_B = col_logical(),
## .. Health_BirthControlNow_B = col_logical(),
## .. Health_EverHaveHeartAttack_B = col_double(),
## .. Health_EverHaveHeartCondition_B = col_double(),
## .. Health_EverHaveCancer_B = col_double(),
## .. Health_EverHaveDiabetes_B = col_double(),
## .. Health_EverHavePrediabetes_B = col_logical(),
## .. Health_EverHaveAsthma_B = col_double(),
## .. Health_StillHaveAsthma_B = col_double(),
## .. Health_HIVAidsRisk_C = col_character(),
## .. Health_HIVAidsHighRisk_B = col_double(),
## .. Health_EverTakeHIVTest_B = col_double(),
## .. Health_EverHaveHypertension_B = col_double(),
## .. Health_BMI_N = col_double(),
## .. Health_BMI_C = col_character(),
## .. Health_BMIOverweight_B = col_double(),
## .. Health_BMIObese_B = col_double(),
## .. Health_Weight_N = col_double(),
## .. Health_Height_N = col_double(),
## .. Health_UsualPlaceHealthcare_C = col_character(),
## .. Health_UsualPlaceHealthcare_B = col_double(),
## .. Health_AbnormalPapPast3yr_B = col_logical(),
## .. Behav_EverSmokeCigs_B = col_double(),
## .. Behav_CigsPerDay_N = col_double(),
## .. Behav_CigsPerDay_C = col_character(),
## .. Behav_AgeStartSmoking = col_double(),
## .. Behav_AlcDaysPerYear_N = col_double(),
## .. Behav_AlcDaysPerWeek_N = col_double(),
## .. Behav_BingeDrinkDaysYear_N = col_double(),
## .. Behav_BingeDrinkDaysYear_C = col_character()
## .. )Comparison of Means
NHIS_Data %>%
summarize(Avg_Behav_AlcDaysPerYear_N = mean(Behav_AlcDaysPerYear_N,na.rm= TRUE))## # A tibble: 1 x 1
## Avg_Behav_AlcDaysPerYear_N
## <dbl>
## 1 61.1Table
NHIS_Data %>%
group_by(Demo_marital_C) %>%
summarize(Avg_Behav_AlcDaysPerYear_N = mean(Behav_AlcDaysPerYear_N,na.rm= TRUE))## # A tibble: 5 x 2
## Demo_marital_C Avg_Behav_AlcDaysPerYear_N
## * <chr> <dbl>
## 1 DivorcedOrSeparated 61.6
## 2 Married 62.2
## 3 Never Married 60.9
## 4 Widowed 53.6
## 5 <NA> 57.2NHIS_Data %>%
filter(Demo_marital_C %in% c("DivorcedOrSeparated","Married")) %>%
group_by(Demo_marital_C) %>%
summarize(Avg_Behav_AlcDaysPerYear_N = mean(Behav_AlcDaysPerYear_N,na.rm= TRUE))## # A tibble: 2 x 2
## Demo_marital_C Avg_Behav_AlcDaysPerYear_N
## * <chr> <dbl>
## 1 DivorcedOrSeparated 61.6
## 2 Married 62.2- The average mean towards the number of days divorced respondents drank within the past year is 61.6 (rounded to 62), as well as the average mean of married respondents towards the number of days they drank within the past year is also 62.
NHIS_Data %>%
group_by(Demo_marital_C) %>%
summarize(n=n()) %>%
mutate(percent=n/sum(n))## # A tibble: 5 x 3
## Demo_marital_C n percent
## * <chr> <int> <dbl>
## 1 DivorcedOrSeparated 112359 0.181
## 2 Married 285607 0.461
## 3 Never Married 156790 0.253
## 4 Widowed 61975 0.100
## 5 <NA> 2806 0.00453Visualization
NHIS_Data %>%
ggplot()+
geom_histogram(aes(x=Behav_AlcDaysPerYear_N))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 153407 rows containing non-finite values (stat_bin).
##Comparasion of Distributions
Distribution of the two groups
NHIS_Data %>%
filter(Demo_marital_C %in% c("DivorcedOrSeparated","Married")) %>%
ggplot()+
geom_histogram(aes(x=Behav_AlcDaysPerYear_N))+
facet_wrap(~Demo_marital_C)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 88270 rows containing non-finite values (stat_bin).
Sampling Distribution
Divorce_data <- NHIS_Data %>%
filter(Demo_marital_C=="DivorcedOrSeparated")
sample(Divorce_data$Behav_AlcDaysPerYear_N,40) ## [1] 36 NA 52 104 6 104 364 156 104 0 156 NA 3 0 0 52 2 0 NA
## [20] NA 0 6 24 4 5 52 NA NA 0 104 12 5 12 4 NA NA 1 36
## [39] 156 52Average of 40 values
Divorce_data <- NHIS_Data %>%
filter(Demo_marital_C=="DivorcedOrSeparated")
sample(Divorce_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NAEach of the 3 values represents the mean of the group of 40 divorced or separated respondents
Divorce_data <- NHIS_Data %>%
filter(Demo_marital_C=="DivorcedOrSeparated")
sample(Divorce_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(3,sample(Divorce_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE))## [1] 38.09677 65.18182 55.20000Each of the 10000 values represents the mean of a group of 40 divorced or separated respondents
Divorce_data <- NHIS_Data %>%
filter(Demo_marital_C=="DivorcedOrSeparated")
sample(Divorce_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(10000,sample(Divorce_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE)) %>%
data.frame() %>%
rename("mean"=1)## mean
## 1 73.31250
## 2 60.71875
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## 5 54.45946
## 6 62.83871
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## 25 82.09375
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## 40 43.19355
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## 9729 40.08571
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## 9731 56.09091
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## 9733 49.29032
## 9734 61.16667
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## 9739 75.06061
## 9740 84.35714
## 9741 67.34375
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## 9744 63.43750
## 9745 58.45455
## 9746 63.37037
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## 9772 72.87879
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## 9775 33.16216
## 9776 42.95833
## 9777 82.06667
## 9778 68.83871
## 9779 52.00000
## 9780 35.50000
## 9781 50.26667
## 9782 40.50000
## 9783 55.16129
## 9784 61.23529
## 9785 40.78788
## 9786 61.09375
## 9787 59.90625
## 9788 78.51724
## 9789 52.93939
## 9790 37.09091
## 9791 82.22857
## 9792 44.68571
## 9793 30.17647
## 9794 61.79412
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## 9797 75.15152
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## 9809 67.62500
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## 9853 51.89189
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## 9859 74.70000
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## 9862 68.17241
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## 9898 60.18182
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## 9900 94.03226
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## 9903 62.00000
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## 9905 49.47059
## 9906 55.00000
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## 9908 93.57576
## 9909 81.03448
## 9910 55.82857
## 9911 43.24242
## 9912 69.94286
## 9913 50.81250
## 9914 37.48387
## 9915 43.12121
## 9916 70.34375
## 9917 47.75758
## 9918 78.42857
## 9919 64.11111
## 9920 57.77419
## 9921 82.74194
## 9922 86.94286
## 9923 67.09375
## 9924 45.54839
## 9925 48.36667
## 9926 45.46429
## 9927 77.31429
## 9928 77.09375
## 9929 25.43333
## 9930 61.32000
## 9931 63.06452
## 9932 64.46875
## 9933 68.80000
## 9934 75.14706
## 9935 87.04000
## 9936 78.60714
## 9937 48.43750
## 9938 41.84375
## 9939 40.81818
## 9940 69.03125
## 9941 58.00000
## 9942 68.16667
## 9943 53.93333
## 9944 44.06061
## 9945 39.10811
## 9946 63.75000
## 9947 84.12500
## 9948 57.43750
## 9949 44.25714
## 9950 62.26667
## 9951 24.19355
## 9952 55.18750
## 9953 76.24242
## 9954 57.82353
## 9955 69.58065
## 9956 62.93750
## 9957 53.66667
## 9958 67.48387
## 9959 72.78788
## 9960 67.00000
## 9961 73.68966
## 9962 42.71875
## 9963 58.57576
## 9964 71.06061
## 9965 63.02941
## 9966 94.31429
## 9967 81.70588
## 9968 83.51724
## 9969 57.16667
## 9970 93.93548
## 9971 69.64286
## 9972 67.05556
## 9973 43.55882
## 9974 31.78788
## 9975 79.84848
## 9976 39.87879
## 9977 58.97143
## 9978 66.76471
## 9979 52.38235
## 9980 55.38235
## 9981 79.83871
## 9982 32.54545
## 9983 76.86207
## 9984 60.25000
## 9985 25.42857
## 9986 47.96970
## 9987 74.41176
## 9988 69.70000
## 9989 88.03125
## 9990 63.60526
## 9991 53.68421
## 9992 60.00000
## 9993 54.66667
## 9994 24.63333
## 9995 58.13793
## 9996 65.96667
## 9997 67.36667
## 9998 43.31250
## 9999 58.50000
## 10000 71.07143Divorce_data <- NHIS_Data %>%
filter(Demo_marital_C=="DivorcedOrSeparated")
sample(Divorce_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(10000,sample(Divorce_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE)) %>%
data.frame() %>%
rename("mean"=1) %>%
ggplot()+
geom_histogram(aes(x=mean),fill="red")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Random sample of 40 married values
Married_data <- NHIS_Data %>%
filter(Demo_marital_C=="Married")
sample(Married_data$Behav_AlcDaysPerYear_N,40)## [1] 104 12 36 52 52 0 104 52 NA NA 24 104 52 12 0 24 2 0 4
## [20] 6 NA 0 24 208 12 12 NA 104 364 3 NA 1 NA NA NA 0 12 NA
## [39] 24 12Average of the 40 values
Married_data <- NHIS_Data %>%
filter(Demo_marital_C=="Married")
sample(Married_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NAThe 3 values represents the mean of a group of 40 married respondents
Married_data <- NHIS_Data %>%
filter(Demo_marital_C=="Married")
sample(Married_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(3,sample(Married_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE))## [1] 46.56250 93.93939 64.25806The 10000 values represents the mean of a group of 40 married respondents
Married_data <- NHIS_Data %>%
filter(Demo_marital_C=="Married")
sample(Married_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(10000,sample(Married_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE)) %>%
data.frame() %>%
rename("mean"=1)## mean
## 1 66.314286
## 2 79.555556
## 3 47.166667
## 4 88.411765
## 5 45.333333
## 6 72.269231
## 7 59.838710
## 8 54.400000
## 9 58.153846
## 10 72.085714
## 11 90.687500
## 12 71.966667
## 13 41.451613
## 14 73.151515
## 15 104.312500
## 16 74.222222
## 17 84.909091
## 18 78.083333
## 19 49.419355
## 20 54.656250
## 21 70.805556
## 22 41.703704
## 23 32.814815
## 24 71.677419
## 25 55.645161
## 26 76.172414
## 27 29.133333
## 28 86.419355
## 29 64.551724
## 30 52.062500
## 31 63.935484
## 32 58.941176
## 33 68.567568
## 34 64.032258
## 35 53.307692
## 36 41.228571
## 37 90.419355
## 38 56.935484
## 39 49.166667
## 40 49.333333
## 41 32.480000
## 42 37.310345
## 43 63.133333
## 44 90.416667
## 45 62.074074
## 46 47.677419
## 47 86.343750
## 48 34.161290
## 49 69.125000
## 50 61.600000
## 51 92.000000
## 52 62.448276
## 53 76.612903
## 54 59.516129
## 55 77.375000
## 56 43.242424
## 57 54.181818
## 58 55.333333
## 59 52.724138
## 60 74.741935
## 61 52.931034
## 62 58.457143
## 63 50.382353
## 64 39.178571
## 65 50.068966
## 66 55.111111
## 67 48.970588
## 68 63.629630
## 69 64.090909
## 70 64.161290
## 71 31.517241
## 72 45.419355
## 73 76.896552
## 74 66.518519
## 75 58.111111
## 76 68.967742
## 77 86.571429
## 78 53.151515
## 79 81.193548
## 80 64.944444
## 81 79.034483
## 82 43.500000
## 83 42.806452
## 84 62.432432
## 85 82.903226
## 86 63.100000
## 87 63.419355
## 88 54.931034
## 89 56.888889
## 90 45.264706
## 91 73.032258
## 92 75.555556
## 93 62.870968
## 94 52.151515
## 95 43.205882
## 96 42.464286
## 97 62.342857
## 98 76.906250
## 99 47.233333
## 100 116.241379
## 101 90.566667
## 102 44.185185
## 103 55.448276
## 104 36.354839
## 105 63.055556
## 106 59.028571
## 107 51.133333
## 108 63.793103
## 109 55.193548
## 110 89.266667
## 111 32.806452
## 112 94.827586
## 113 68.037037
## 114 49.437500
## 115 48.571429
## 116 38.285714
## 117 49.457143
## 118 59.896552
## 119 87.968750
## 120 48.193548
## 121 69.935484
## 122 91.806452
## 123 44.758621
## 124 47.387097
## 125 58.464286
## 126 53.933333
## 127 55.472222
## 128 84.275862
## 129 61.857143
## 130 42.906250
## 131 77.933333
## 132 68.000000
## 133 60.406250
## 134 62.400000
## 135 61.645161
## 136 91.111111
## 137 44.108108
## 138 126.689655
## 139 53.656250
## 140 63.285714
## 141 99.892857
## 142 38.966667
## 143 50.677419
## 144 62.485714
## 145 93.800000
## 146 71.000000
## 147 75.891892
## 148 53.200000
## 149 81.548387
## 150 44.764706
## 151 47.137931
## 152 71.193548
## 153 56.187500
## 154 39.928571
## 155 107.967742
## 156 91.103448
## 157 50.714286
## 158 55.636364
## 159 64.129032
## 160 67.387097
## 161 83.275862
## 162 37.160000
## 163 55.071429
## 164 75.264706
## 165 54.228571
## 166 59.093750
## 167 87.266667
## 168 66.031250
## 169 56.000000
## 170 63.500000
## 171 43.545455
## 172 56.606061
## 173 64.343750
## 174 103.964286
## 175 84.193548
## 176 76.909091
## 177 52.137931
## 178 77.294118
## 179 54.142857
## 180 83.166667
## 181 52.366667
## 182 78.393939
## 183 59.903226
## 184 69.483871
## 185 112.676471
## 186 41.718750
## 187 36.090909
## 188 97.444444
## 189 42.250000
## 190 33.851852
## 191 78.483871
## 192 47.600000
## 193 82.677419
## 194 91.760000
## 195 70.400000
## 196 23.285714
## 197 59.096774
## 198 27.781250
## 199 54.636364
## 200 65.787879
## 201 83.218750
## 202 91.314286
## 203 42.933333
## 204 30.777778
## 205 57.733333
## 206 67.687500
## 207 39.741935
## 208 44.677419
## 209 65.093750
## 210 47.444444
## 211 67.800000
## 212 62.970588
## 213 65.741935
## 214 55.366667
## 215 53.709677
## 216 39.344828
## 217 76.178571
## 218 43.181818
## 219 23.741935
## 220 69.866667
## 221 109.800000
## 222 50.187500
## 223 44.272727
## 224 95.212121
## 225 97.607143
## 226 71.424242
## 227 86.757576
## 228 68.656250
## 229 74.551724
## 230 94.629630
## 231 59.093750
## 232 34.833333
## 233 57.166667
## 234 67.451613
## 235 56.861111
## 236 60.696970
## 237 63.733333
## 238 69.857143
## 239 44.818182
## 240 55.029412
## 241 66.896552
## 242 70.387097
## 243 80.272727
## 244 63.342857
## 245 78.542857
## 246 64.333333
## 247 62.000000
## 248 37.714286
## 249 86.500000
## 250 22.866667
## 251 43.250000
## 252 104.125000
## 253 85.592593
## 254 73.259259
## 255 32.733333
## 256 53.375000
## 257 27.827586
## 258 39.500000
## 259 71.612903
## 260 110.517241
## 261 84.241379
## 262 44.911765
## 263 65.733333
## 264 80.058824
## 265 84.129032
## 266 50.440000
## 267 43.343750
## 268 92.692308
## 269 37.700000
## 270 61.218750
## 271 95.166667
## 272 70.970588
## 273 45.437500
## 274 52.878788
## 275 80.448276
## 276 52.133333
## 277 61.787879
## 278 56.275862
## 279 53.034483
## 280 55.333333
## 281 63.068966
## 282 40.371429
## 283 83.433333
## 284 57.343750
## 285 51.000000
## 286 91.733333
## 287 32.178571
## 288 48.807692
## 289 47.419355
## 290 81.413793
## 291 73.548387
## 292 44.571429
## 293 75.777778
## 294 91.178571
## 295 54.500000
## 296 93.586207
## 297 69.290323
## 298 57.468750
## 299 66.857143
## 300 55.481481
## 301 102.033333
## 302 49.961538
## 303 84.351351
## 304 61.482759
## 305 61.028571
## 306 85.909091
## 307 67.592593
## 308 72.117647
## 309 54.272727
## 310 55.645161
## 311 50.193548
## 312 33.482759
## 313 93.413793
## 314 65.677419
## 315 40.724138
## 316 46.700000
## 317 84.035714
## 318 67.516129
## 319 63.088235
## 320 90.413793
## 321 93.107143
## 322 43.064516
## 323 76.393939
## 324 52.925926
## 325 51.388889
## 326 26.062500
## 327 35.714286
## 328 44.771429
## 329 86.290323
## 330 78.166667
## 331 39.607143
## 332 71.781250
## 333 53.531250
## 334 76.962963
## 335 54.387097
## 336 52.857143
## 337 73.677419
## 338 85.303030
## 339 35.500000
## 340 53.892857
## 341 49.783784
## 342 79.652174
## 343 59.941176
## 344 66.129032
## 345 81.200000
## 346 30.433333
## 347 118.852941
## 348 46.781250
## 349 77.461538
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## 9894 61.437500
## 9895 46.454545
## 9896 52.392857
## 9897 56.620690
## 9898 25.586207
## 9899 44.100000
## 9900 36.625000
## 9901 67.625000
## 9902 52.896552
## 9903 35.392857
## 9904 77.656250
## 9905 46.212121
## 9906 53.656250
## 9907 51.285714
## 9908 94.406250
## 9909 35.437500
## 9910 62.156250
## 9911 36.448276
## 9912 83.903226
## 9913 55.900000
## 9914 40.750000
## 9915 32.281250
## 9916 48.176471
## 9917 53.794118
## 9918 68.363636
## 9919 61.750000
## 9920 63.000000
## 9921 105.925926
## 9922 41.457143
## 9923 53.160000
## 9924 44.058824
## 9925 104.428571
## 9926 59.233333
## 9927 84.000000
## 9928 50.193548
## 9929 32.466667
## 9930 47.812500
## 9931 73.032258
## 9932 53.074074
## 9933 42.566667
## 9934 68.656250
## 9935 35.500000
## 9936 56.843750
## 9937 56.896552
## 9938 60.441176
## 9939 40.125000
## 9940 92.741935
## 9941 87.033333
## 9942 48.909091
## 9943 92.484848
## 9944 54.419355
## 9945 67.878788
## 9946 52.620690
## 9947 63.757576
## 9948 75.107143
## 9949 56.617647
## 9950 80.806452
## 9951 52.781250
## 9952 101.727273
## 9953 107.966667
## 9954 70.241379
## 9955 53.030303
## 9956 59.724138
## 9957 62.419355
## 9958 59.147059
## 9959 76.960000
## 9960 87.733333
## 9961 47.500000
## 9962 28.555556
## 9963 61.593750
## 9964 55.676471
## 9965 92.750000
## 9966 52.633333
## 9967 30.700000
## 9968 87.903226
## 9969 51.178571
## 9970 61.531250
## 9971 53.366667
## 9972 41.285714
## 9973 58.030303
## 9974 41.961538
## 9975 47.320000
## 9976 61.085714
## 9977 56.107143
## 9978 61.914286
## 9979 66.588235
## 9980 65.250000
## 9981 73.333333
## 9982 64.500000
## 9983 73.093750
## 9984 55.724138
## 9985 80.068966
## 9986 75.900000
## 9987 78.827586
## 9988 30.593750
## 9989 45.357143
## 9990 67.241379
## 9991 76.000000
## 9992 74.433333
## 9993 59.607143
## 9994 87.100000
## 9995 65.424242
## 9996 34.384615
## 9997 84.296296
## 9998 96.535714
## 9999 86.379310
## 10000 75.793103Married_data <- NHIS_Data %>%
filter(Demo_marital_C=="Married")
sample(Married_data$Behav_AlcDaysPerYear_N,40) %>%
mean()## [1] NA replicate(10000,sample(Married_data$Behav_AlcDaysPerYear_N,40)%>%mean(na.rm= TRUE)) %>%
data.frame() %>%
rename("mean"=1) %>%
ggplot()+
geom_histogram(aes(x=mean),fill="blue")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
T-test
Newdata <- NHIS_Data %>%
filter(Demo_marital_C %in% c("DivorcedOrSeparated","Married"))
t.test(Behav_AlcDaysPerYear_N~Demo_marital_C, data = Newdata)##
## Welch Two Sample t-test
##
## data: Behav_AlcDaysPerYear_N by Demo_marital_C
## t = -1.5448, df = 169421, p-value = 0.1224
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -1.3715478 0.1624542
## sample estimates:
## mean in group DivorcedOrSeparated mean in group Married
## 61.61497 62.21952- The p-value shows thats there isn’t a statistically significant difference between repondents who are married or divorced that drank alcoholic beverage within the past year.