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path_viz_2.R
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path_viz_2.R
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#Sociodemographic Characteristics
#Among 13,529 Everyday & Someday Smokers at Wave 1
#Excel Sheet Name: 9.20.18 Descriptives
#NOTE: THIS ONE IS WAY OFF!
#Filter Smokers
smokers_w1 <- adult_panel %>%
filter(cigarette_current_use_w1 == 'Yes')
#### CURRENT SMOKERS DATA (W1) ####
#Gender (W1)
smokers_w1 %>%
group_by(gender_w1) %>%
count
#NOTE: Missing 7 for Gender
#Age (W1)
smokers_w1 %>%
group_by(age_w1) %>%
count
#Race (W1)
smokers_w1 %>%
group_by(race_ethnicity_w1) %>% count
#Education
smokers_w1 %>%
group_by(education_w1) %>%
count
#Income
smokers_w1 %>%
group_by(income_w1) %>%
count
#Sexual Orientation
smokers_w1 %>%
group_by(sexual_orientation_w1) %>%
count
#Poverty Status
smokers_w1 %>%
group_by(poverty_w1) %>%
count
#Census Region (W1)
smokers_w1 %>%
group_by(region_w1) %>%
count
#Smoking Status (W1)
smokers_w1 %>%
group_by(smoking_status_w1) %>%
count
# Table: Experiment vs. Established among Current Smokers (W1)
smokers_w1 %>%
mutate(est_smoker_w1 = if_else(as.numeric(cigarette_num_life_w1)==6, 1, 0)) %>%
group_by(cigarette_current_use_w1, est_smoker_w1 ) %>%
count %>%
as.data.frame %>%
mutate(current_est_vs_exp = case_when(
est_smoker_w1 == 0 ~ 'Current Experimental Smoker',
est_smoker_w1 == 1 ~ 'Current Established Smoker')) %>%
select(current_est_vs_exp, n)
#Note 'smoking_status_w1' omits experimental smokers both current and former
#Hence, I had to recreate 'CURRENT EXPERIMENTAL SMOKER' here
adult_w1$R01_AC1009
adult_w1 %>%
mutate(days_quit_cigs_w1 = case_when(
as.numeric(R01_AC1009_UN)==1 & R01_AC1009_NN>=0 ~ R01_AC1009_NN,
as.numeric(R01_AC1009_UN)==2 & R01_AC1009_NN>=0 ~ R01_AC1009_NN * 30.4375,
as.numeric(R01_AC1009_UN)==3 & R01_AC1009_NN>=0 ~ R01_AC1009_NN * 365.25),
days_quit_cigs_cat_w1 = case_when(
days_quit_cigs_w1 >= 2 & days_quit_cigs_w1 <= 7 ~ '2 to 7 Days',
days_quit_cigs_w1 >= 8 & days_quit_cigs_w1 < 30 ~ '8 to 30 Days',
days_quit_cigs_w1 >= 31 & days_quit_cigs_w1 <= 91 ~ '31 to 91 days',
days_quit_cigs_w1 > 91 & days_quit_cigs_w1 <= 365 ~ '91 to 364 days',
days_quit_cigs_w1 == 365 ~ '1 year',
days_quit_cigs_w1 > 365 ~ 'More than 1 year'),
days_quit_cigs_cat_w1 = factor(days_quit_cigs_cat_w1,
levels = c('2 to 7 Days',
'8 to 30 Days',
'31 to 91 days',
'91 to 364 day',
'More than 1 year'))) %>%
#Note: Mean of days_quit_cigs_w1 Matches Codebook (pg. 1342)
#### QUIT RATE (W1) (ALL RESPONDENTS) ####
adult_w1 %>%
mutate(quit_rate_w1 = case_when(
R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN >= 2 & R01_AC1009_NN <= 7 ~
'2 to 7 days',
R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN >= 8 & R01_AC1009_NN <= 30 ~
'8-30days/ Less than 1 month',
(R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN >= 31 & R01_AC1009_NN <= 91) ~
'31-91 days/3 months',
(R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN >= 91 & R01_AC1009_NN <= 364) ~
'92-364 days/<12 months',
(R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN == 365) |
(R01_AC1009_UN == '(2) 2 = Months' & R01_AC1009_NN == 12) |
(R01_AC1009_UN == '(3) 3 = Years' & R01_AC1009_NN == 1) ~
'1 year',
(R01_AC1009_UN == '(1) 1 = Days' & R01_AC1009_NN > 365) |
(R01_AC1009_UN == '(2) 2 = Months' & R01_AC1009_NN > 12) |
(R01_AC1009_UN == '(3) 3 = Years' & R01_AC1009_NN > 1)
~'More than 1 year')) %>%
group_by(quit_rate_w1) %>%
count
# NOTE: Excel table does not include month data for quit length less than 1 year
# NOTE: One-year category does not match Excel Table
adult_w1
#Calculate Max Quite Length Calculated in Unit of Months
adult_w1 %>%
filter(R01_AC1009_UN == '(2) 2 = Months',
!is.na(R01_AC1009_NN)) %>%
pull(R01_AC1009_NN) %>%
max
#Find Max Quit Length Calculated in Unit of Days
adult_w1 %>%
filter(R01_AC1009_UN == '(1) 1 = Days',
!is.na(R01_AC1009_NN)) %>%
filter(R01_AC1009_NN >= 365) %>%
pull(R01_AC1009_NN) %>%
max
adult_w2$R02_AN0105_04
#### WAVE 2 ####
table(smokers_w1$race_w1, smokers_w1$race_w2)
table(smokers_w1$gender_w1, smokers_w1$gender_w2)
table(smokers_w1$income_w1, smokers_w1$income_w2)
#Gender (W1)
smokers_w1 %>%
group_by(gender_w2) %>%
count
smokers_w1 %>%
group_by(age_w2) %>%
count
#### Other Quit Variables ####
#R01_AN0256: Stopped smoking / using [tobacco products / specific product] more than 3
##times for one day or longer because you were trying to quit, in the past 12 months
#R02_AN0120: In past 12 months, stopped smoking/using [tobacco products / specific product]
#for one day or longer because you were trying to quit
adult_w1$R01_AN0120 %>% table
#R01_AN0130_NN: Length of time you stopped smoking / using [tobacco products / specific
#product] because you were trying to quit, in the past 12 months - Number
#R01_AN0300: Length of time stopped smoking / using [tobacco products / specific product]
#the last time you were trying to quit, in the past 12 months: Week measure
#R01_AN0140: Was the duration of last quit attempt reported the longest you went without
#smoking / using [tobacco products / specific product] because you were trying to quit, in the
#past 12 months
#R01_AN0135: Approximate end date of last [tobacco products / specific product] quit attempt
#R01_AN0145_NN: Longest time period for which you stopped smoking / using [tobacco
#products / specific product] because you were trying to quit, in the past 12 months - Number
#R01_AN0145_UN: Longest time period for which you stopped smoking / using [tobacco
# products / specific product] because you were trying to quit, in the past 12 months - Unit
#R01_AN0305: Longest time you stopped smoking / using [tobacco products / specific product]
#because you were trying to quit, in the past 12 months - Week measure
#R01_AN0105_04: [Tobacco products / Specific product] quitting effort:
#No, I have not tried to quit at all
#R01_AN0120:
#Stopped smoking / using [tobacco products / specific product] for one day or
#longer because you were trying to quit, in the past 12 months
#R01_AN0125: How many times you stopped smoking / using [tobacco products / specific
#product] for one day or longer because you were trying to quit in the past 12 months
#R01_AN0256: Stopped smoking / using [tobacco products / specific product] more than 3
#times for one day or longer because you were trying to quit, in the past 12 months
#R01_AN0130_UN: Length of time you stopped smoking / using [tobacco products / specific
#product] because you were trying to quit, in the past 12 months - Unit
#R01R_A_INTERVIEW_MMYR: DERIVED - Month and year Adult Interview was completed