2540119596
Belinda Mutiara
2022-08-03
[Explanation Video Link] : https://drive.google.com/drive/folders/1iWIjiMqAQf32cAAqtjDu_VlgYOT7C-wQ?usp=sharing
Importing Libraries
library("RColorBrewer")
library(ROCR)## Warning: package 'ROCR' was built under R version 4.1.3library(rpart)
library(rpart.plot)## Warning: package 'rpart.plot' was built under R version 4.1.3library(caret)## Warning: package 'caret' was built under R version 4.1.3## Loading required package: ggplot2## Warning: package 'ggplot2' was built under R version 4.1.3## Loading required package: latticelibrary(Hmisc)## Warning: package 'Hmisc' was built under R version 4.1.3## Loading required package: survival##
## Attaching package: 'survival'## The following object is masked from 'package:caret':
##
## cluster## Loading required package: Formula##
## Attaching package: 'Hmisc'## The following objects are masked from 'package:base':
##
## format.pval, unitslibrary(car)## Warning: package 'car' was built under R version 4.1.3## Loading required package: carData## Warning: package 'carData' was built under R version 4.1.3library(caret)
library(ggplot2)
library(corrplot)## Warning: package 'corrplot' was built under R version 4.1.3## corrplot 0.92 loadedAbout The Data
According to the World Health Organization (WHO), stroke is the second greatest cause of death worldwide, responsible for around 11% of all fatalities.
Based on input criteria such as gender, age, hypertension, heart_disease, smoking status, work type, residence type,bmi,married status, glucose level , this dataset is used to predict whether a patient is likely to have a stroke. Each row of data contains information about the patient.1a. Exploratory Data Analysis
Undersanding Goal(s) of The Dataset
The aim is to create a model that can predict whether or not a person might have a stroke depending on specific factors.Data Understanding
Importing data set
path <- "E:/Semester 2/Susulan_DMV/[LEC]_UAS_DTSC6005001_Data Mining and Visualization/StrokeData.csv"
df <- read.csv(path)Looking at The Dataset
dim(df)## [1] 5110 12head(df)## id gender age hypertension heart_disease ever_married work_type
## 1 9046 Male 67 0 1 Yes Private
## 2 51676 Female 61 0 0 Yes Self-employed
## 3 31112 Male 80 0 1 Yes Private
## 4 60182 Female 49 0 0 Yes Private
## 5 1665 Female 79 1 0 Yes Self-employed
## 6 56669 Male 81 0 0 Yes Private
## Residence_type avg_glucose_level bmi smoking_status stroke
## 1 Urban 228.69 36.6 formerly smoked 1
## 2 Rural 202.21 N/A never smoked 1
## 3 Rural 105.92 32.5 never smoked 1
## 4 Urban 171.23 34.4 smokes 1
## 5 Rural 174.12 24 never smoked 1
## 6 Urban 186.21 29 formerly smoked 1tail(df)## id gender age hypertension heart_disease ever_married work_type
## 5105 14180 Female 13 0 0 No children
## 5106 18234 Female 80 1 0 Yes Private
## 5107 44873 Female 81 0 0 Yes Self-employed
## 5108 19723 Female 35 0 0 Yes Self-employed
## 5109 37544 Male 51 0 0 Yes Private
## 5110 44679 Female 44 0 0 Yes Govt_job
## Residence_type avg_glucose_level bmi smoking_status stroke
## 5105 Rural 103.08 18.6 Unknown 0
## 5106 Urban 83.75 N/A never smoked 0
## 5107 Urban 125.20 40 never smoked 0
## 5108 Rural 82.99 30.6 never smoked 0
## 5109 Rural 166.29 25.6 formerly smoked 0
## 5110 Urban 85.28 26.2 Unknown 0str(df)## 'data.frame': 5110 obs. of 12 variables:
## $ id : int 9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
## $ gender : chr "Male" "Female" "Male" "Female" ...
## $ age : num 67 61 80 49 79 81 74 69 59 78 ...
## $ hypertension : int 0 0 0 0 1 0 1 0 0 0 ...
## $ heart_disease : int 1 0 1 0 0 0 1 0 0 0 ...
## $ ever_married : chr "Yes" "Yes" "Yes" "Yes" ...
## $ work_type : chr "Private" "Self-employed" "Private" "Private" ...
## $ Residence_type : chr "Urban" "Rural" "Rural" "Urban" ...
## $ avg_glucose_level: num 229 202 106 171 174 ...
## $ bmi : chr "36.6" "N/A" "32.5" "34.4" ...
## $ smoking_status : chr "formerly smoked" "never smoked" "never smoked" "smokes" ...
## $ stroke : int 1 1 1 1 1 1 1 1 1 1 ...Explanation
1. The stroke data set consists of 5110 observations and has 12 attributes.
2. There are three types of data: integer, character, and numeric
3. Variables that has integer data type are: id,hypertension, heart_disease, and stroke.
4. Variables that has characther data type are: gender, ever_married, work_type, Residence_type, bmi, and smoking_status.
5. Variables that has numeric data type are: age and avg_lucode_level
6. There are some variable that do not have appropriate data type and we will handle this at the data preparation stage (for example, bmi, gender, and so on).
7. From the code above we can see that there is a missing value for example in the bmi variable, we will also handle this in data preparation stage.
8. As an additional information, our data has a certain arrangement, where observations numbered 1 to 249 are people who have stroke and the rest do not. We will handle with this by randomizing the data (modeling requires 2 different values).describe(df)## df
##
## 12 Variables 5110 Observations
## --------------------------------------------------------------------------------
## id
## n missing distinct Info Mean Gmd .05 .10
## 5110 0 5110 1 36518 24436 3590 6972
## .25 .50 .75 .90 .95
## 17741 36932 54682 65668 69218
##
## lowest : 67 77 84 91 99, highest: 72911 72914 72915 72918 72940
## --------------------------------------------------------------------------------
## gender
## n missing distinct
## 5110 0 3
##
## Value Female Male Other
## Frequency 2994 2115 1
## Proportion 0.586 0.414 0.000
## --------------------------------------------------------------------------------
## age
## n missing distinct Info Mean Gmd .05 .10
## 5110 0 104 1 43.23 26.03 5 11
## .25 .50 .75 .90 .95
## 25 45 61 75 79
##
## lowest : 0.08 0.16 0.24 0.32 0.40, highest: 78.00 79.00 80.00 81.00 82.00
## --------------------------------------------------------------------------------
## hypertension
## n missing distinct Info Sum Mean Gmd
## 5110 0 2 0.264 498 0.09746 0.176
##
## --------------------------------------------------------------------------------
## heart_disease
## n missing distinct Info Sum Mean Gmd
## 5110 0 2 0.153 276 0.05401 0.1022
##
## --------------------------------------------------------------------------------
## ever_married
## n missing distinct
## 5110 0 2
##
## Value No Yes
## Frequency 1757 3353
## Proportion 0.344 0.656
## --------------------------------------------------------------------------------
## work_type
## n missing distinct
## 5110 0 5
##
## lowest : children Govt_job Never_worked Private Self-employed
## highest: children Govt_job Never_worked Private Self-employed
##
## Value children Govt_job Never_worked Private
## Frequency 687 657 22 2925
## Proportion 0.134 0.129 0.004 0.572
##
## Value Self-employed
## Frequency 819
## Proportion 0.160
## --------------------------------------------------------------------------------
## Residence_type
## n missing distinct
## 5110 0 2
##
## Value Rural Urban
## Frequency 2514 2596
## Proportion 0.492 0.508
## --------------------------------------------------------------------------------
## avg_glucose_level
## n missing distinct Info Mean Gmd .05 .10
## 5110 0 3979 1 106.1 45.38 60.71 65.79
## .25 .50 .75 .90 .95
## 77.24 91.88 114.09 192.18 216.29
##
## lowest : 55.12 55.22 55.23 55.25 55.26, highest: 266.59 267.60 267.61 267.76 271.74
## --------------------------------------------------------------------------------
## bmi
## n missing distinct
## 5110 0 419
##
## lowest : 10.3 11.3 11.5 12 12.3, highest: 71.9 78 92 97.6 N/A
## --------------------------------------------------------------------------------
## smoking_status
## n missing distinct
## 5110 0 4
##
## Value formerly smoked never smoked smokes Unknown
## Frequency 885 1892 789 1544
## Proportion 0.173 0.370 0.154 0.302
## --------------------------------------------------------------------------------
## stroke
## n missing distinct Info Sum Mean Gmd
## 5110 0 2 0.139 249 0.04873 0.09273
##
## --------------------------------------------------------------------------------Explanation
1. id: The id variable has 5110 distinct values, this indicates that the id variable is unique and can act as a differentiator between one observation and another.
2. gender: The gender variable has 5110 observations indicating there is no missing value. This variable consists of 3 different values: female, male, and other. In this data, the majority of observations are female.
3. age: The age variable has 5110 observations, this indicates that age does not have any missing value. Our youngest observation is under 1 year old while the oldest one is 82 years old with an average of 43.23.
4. hypertension: Hypertension variable has 5110 observations indicating that this variable has no missing value. The hypertension variable consists of 2 values: 1 for hypertensive patients and 0 for non-hypertensive patients
5. heart_diaese: Heart_diaease variable has 5110 observations indicating that this variable has no missing value. The hypertension variable consists of 2 values: 1 for heart_diases patients and 0 for non-heart_diases patients
6. ever_married: Ever_married variable has 5110 observations indicating that this variable has no missing value. ever_married variable consists of 2 values: yes and no.
7. work_type: Work type has 5110 observations indicating there is no missing value. The work type variable consists of 5 values: children, govt_job, never_worked, private, and self_employed. The majority of stroke data consists of people who work privately (I assume they open their own business)
8. residence_type: The residence type variable has 5110 observations indicating that there is no missing value. Although it looks quite the same in number, but our observations mostly live in urban areas.
9. avg_glucose_level: avg glucose level is a variable consisting of 5110 observations, this is indicates that there is no missing value. The lowest value was 55.12 while the highest was 271.74 with an average of 106.1
10. bmi: Although bmi has 5110 observations, it doesn't mean that the bmi variable does not have a missing value, because if we look closely, we find that in this variable there are N/A value, which means there is a missing value.
11. smoking_status: The smoking status variable has 4 different values: smoked, never smoked, smokes, and unknown. From here we can see that this variable has 1544 missing value from the "Unknown" status (a fairly large number).
12. stroke: stroke which is the target variable has 2 values:1 for people who have strokes and 0 for people who do not have strokesBasicSummary <- function(df, dgts = 3){
## #
## ################################################################
## #
## # Create a basic summary of variables in the data frame df,
## # a data frame with one row for each column of df giving the
## # variable name, type, number of unique levels, the most
## # frequent level, its frequency and corresponding fraction of
## # records, the number of missing values and its corresponding
## # fraction of records
## #
## ################################################################
## #
m <- ncol(df)
varNames <- colnames(df)
varType <- vector("character",m)
topLevel <- vector("character",m)
topCount <- vector("numeric",m)
missCount <- vector("numeric",m)
levels <- vector("numeric", m)
for (i in 1:m){
x <- df[,i]
varType[i] <- class(x)
xtab <- table(x, useNA = "ifany")
levels[i] <- length(xtab)
nums <- as.numeric(xtab)
maxnum <- max(nums)
topCount[i] <- maxnum
maxIndex <- which.max(nums)
lvls <- names(xtab)
topLevel[i] <- lvls[maxIndex]
missIndex <- which((is.na(x)) | (x == "") | (x == " "))
missCount[i] <- length(missIndex)
}
n <- nrow(df)
topFrac <- round(topCount/n, digits = dgts)
missFrac <- round(missCount/n, digits = dgts)
## #
summaryFrame <- data.frame(variable = varNames, type = varType,
levels = levels, topLevel = topLevel,
topCount = topCount, topFrac = topFrac,
missFreq = missCount, missFrac = missFrac)
return(summaryFrame)
}
BasicSummary(df)## variable type levels topLevel topCount topFrac missFreq
## 1 id integer 5110 67 1 0.000 0
## 2 gender character 3 Female 2994 0.586 0
## 3 age numeric 104 78 102 0.020 0
## 4 hypertension integer 2 0 4612 0.903 0
## 5 heart_disease integer 2 0 4834 0.946 0
## 6 ever_married character 2 Yes 3353 0.656 0
## 7 work_type character 5 Private 2925 0.572 0
## 8 Residence_type character 2 Urban 2596 0.508 0
## 9 avg_glucose_level numeric 3979 93.88 6 0.001 0
## 10 bmi character 419 N/A 201 0.039 0
## 11 smoking_status character 4 never smoked 1892 0.370 0
## 12 stroke integer 2 0 4861 0.951 0
## missFrac
## 1 0
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## 7 0
## 8 0
## 9 0
## 10 0
## 11 0
## 12 0Explanation
1. The id variable has a topCount of 1 indicating that the id does not have duplication and is unique.
2. The majority of observations are female with a total frequency of 2994 or equivalent to 58% of the data.
3. Age variable has the highest frequency for age 78 years as many as 102 observations or about 2% of the data.
4. The majority of our observations are persons who do not have hypertension; 4612 (90,3%)out of 5110 observations are reported to be free of this condition.
5. The majority of our observations are persons who do not have heart diase; 4834 (94,6%) out of 5110 observations are reported to be free of this condition.
6.The majority of our observations are married persons; 3353 (65,6%) of 5110 observations are of married people.
7. The majority of our observations are persons who work private (I assume the person has his/her own business), with as many as 2925 (57,2%) out of 5110 observations stating that they work privately.
8. Our observations have a slightly different comparison between people living in urban and rural areas, but the data shows that our observations are mostly people who live in urban areas (50.8%).
9. Average glucose level has a mode of 93.88 which appears 6 times.
10. bmi has 201 missing values observations or equivalent to 3.9%. We will handle this in data preparation stage.
11. The mode from smoking status is "never smoked": 1892 out of 5110 observations or equivalent to 37%.
12. The majority of our data, 4861 out of 5110 observations, come from patients who do not have a stroke.
13. Although the missing value is not detected from "missFreq", we have to be more observant in looking at the data, some missing values are not stated explicitly but through the naming of each variable, for example bmi, the missing value is N/A, this is considered by system as a value and not a missing value. Furthermore, from smoking status, there is "unknown", actually unknown is considered a missing value because the person's data is not available.Checking Duplicates
sum(duplicated(df))## [1] 0Explanation
"Stroke" data has no duplication between observations.Look For Data Anomalies
ThreeSigma <- function(x, t = 3){
mu <- mean(x, na.rm = TRUE)
sig <- sd(x, na.rm = TRUE)
if (sig == 0){
message("All non-missing x-values are identical")
}
up <- mu + t * sig
down <- mu - t * sig
out <- list(up = up, down = down)
return(out)
}
Hampel <- function(x, t = 3){
mu <- median(x, na.rm = TRUE)
sig <- mad(x, na.rm = TRUE)
if (sig == 0){
message("Hampel identifer implosion: MAD scale estimate is zero")
}
up <- mu + t * sig
down <- mu - t * sig
out <- list(up = up, down = down)
return(out)
}
BoxplotRule<- function(x, t = 1.5){
xL <- quantile(x, na.rm = TRUE, probs = 0.25, names = FALSE)
xU <- quantile(x, na.rm = TRUE, probs = 0.75, names = FALSE)
Q <- xU - xL
if (Q == 0){
message("Boxplot rule implosion: interquartile distance is zero")
}
up <- xU + t * Q
down <- xL - t * Q
out <- list(up = up, down = down)
return(out)
}
ExtractDetails <- function(x, down, up){
outClass <- rep("N", length(x))
indexLo <- which(x < down)
indexHi <- which(x > up)
outClass[indexLo] <- "L"
outClass[indexHi] <- "U"
index <- union(indexLo, indexHi)
values <- x[index]
outClass <- outClass[index]
nOut <- length(index)
maxNom <- max(x[which(x <= up)])
minNom <- min(x[which(x >= down)])
outList <- list(nOut = nOut, lowLim = down,
upLim = up, minNom = minNom,
maxNom = maxNom, index = index,
values = values,
outClass = outClass)
return(outList)
}FindOutliers <- function(x, t3 = 3, tH = 3, tb = 1.5){
threeLims <- ThreeSigma(x, t = t3)
HampLims <- Hampel(x, t = tH)
boxLims <- BoxplotRule(x, t = tb)
n <- length(x)
nMiss <- length(which(is.na(x)))
threeList <- ExtractDetails(x, threeLims$down, threeLims$up)
HampList <- ExtractDetails(x, HampLims$down, HampLims$up)
boxList <- ExtractDetails(x, boxLims$down, boxLims$up)
sumFrame <- data.frame(method = "ThreeSigma", n = n,
nMiss = nMiss, nOut = threeList$nOut,
lowLim = threeList$lowLim,
upLim = threeList$upLim,
minNom = threeList$minNom,
maxNom = threeList$maxNom)
upFrame <- data.frame(method = "Hampel", n = n,
nMiss = nMiss, nOut = HampList$nOut,
lowLim = HampList$lowLim,
upLim = HampList$upLim,
minNom = HampList$minNom,
maxNom = HampList$maxNom)
sumFrame <- rbind.data.frame(sumFrame, upFrame)
upFrame <- data.frame(method = "BoxplotRule", n = n,
nMiss = nMiss, nOut = boxList$nOut,
lowLim = boxList$lowLim,
upLim = boxList$upLim,
minNom = boxList$minNom,
maxNom = boxList$maxNom)
sumFrame <- rbind.data.frame(sumFrame, upFrame)
threeFrame <- data.frame(index = threeList$index,
values = threeList$values,
type = threeList$outClass)
HampFrame <- data.frame(index = HampList$index,
values = HampList$values,
type = HampList$outClass)
boxFrame <- data.frame(index = boxList$index,
values = boxList$values,
type = boxList$outClass)
outList <- list(summary = sumFrame, threeSigma = threeFrame,
Hampel = HampFrame, boxplotRule = boxFrame)
return(outList)
}Note
I only find outliers for age and avg_glucose_level because the other variables are categorical, where the value is certain, otherwise 1 means 0, otherwise male means female, and so on.fullSummary <- FindOutliers(df$age)
fullSummary$summary## method n nMiss nOut lowLim upLim minNom maxNom
## 1 ThreeSigma 5110 0 0 -24.61133 111.0646 0.08 82
## 2 Hampel 5110 0 0 -35.06040 125.0604 0.08 82
## 3 BoxplotRule 5110 0 0 -29.00000 115.0000 0.08 82fullSummary <- FindOutliers(df$avg_glucose_level)
fullSummary$summary## method n nMiss nOut lowLim upLim minNom maxNom
## 1 ThreeSigma 5110 0 49 -29.70300 241.9984 55.12 240.86
## 2 Hampel 5110 0 621 13.69268 170.0773 55.12 170.05
## 3 BoxplotRule 5110 0 627 21.97750 169.3575 55.12 168.68par(mfrow=c(1,3), pty="m")
sd_age <- sd(df$age)
mean_age <- mean(df$age)
median_age <- median(df$age)
mad_age <- mad(df$age)
#Three Sigma Edit Rule
plot(df$age, main='Three Sigma Edit Rule', xlab='Record Number',ylab='age', ylim=c(-30,140), col="#4D004B")
abline(h=mean_age+3*(sd_age),col='blue',lwd=3, lty = 'dotdash')
abline(h=mean_age-3*(sd_age),col='blue',lwd=3, lty = 'dotdash')
#Hampel Identifier
plot(df$age,xlab='Record Number',ylab='age',main='Hampel Identifier',ylim=c(-40,150), col="#4D004B",lwd=2)
abline(h=median_age+3*mad_age,lty='dotdash',col='blue',lwd=3)
abline(h=median_age-3*mad_age,lty='dotdash',col='blue',lwd=3)
#Boxplot Rule
boxplot(df$age,xlab='Record Number',ylab='age',main='Boxplot Rule',col='#4D004B')
#brewer.pal(12, "BuPu")par(mfrow=c(1,3), pty="m")
sd_avg <- sd(df$avg_glucose_level)
mean_avg <- mean(df$avg_glucose_level)
median_avg <- median(df$avg_glucose_level)
mad_avg <- mad(df$avg_glucose_level)
#Three Sigma Edit Rule
plot(df$avg_glucose_level, main='Three Sigma Edit Rule', xlab='Record Number',ylab='avg_glucose_level', ylim=c(-30,300), col="#4D004B")
abline(h=mean_avg +3*(sd_avg),col='blue',lwd=3, lty = 'dotdash')
abline(h=mean_avg-3*(sd_avg),col='blue',lwd=3, lty = 'dotdash')
#Hampel Identifier
plot(df$avg_glucose_level,xlab='Record Number',ylab='avg_glucose_level',main='Hampel Identifier',ylim=c(10,300), col="#4D004B",lwd=2)
abline(h=median_avg+3*(mad_avg),lty='dotdash',col='blue',lwd=3)
abline(h=median_avg-3*(mad_avg),lty='dotdash',col='blue',lwd=3)
#Boxplot Rule
boxplot(df$avg_glucose_level,xlab='Record Number',ylab='avg_glucose_level',main='Boxplot Rule',col='#4D004B')
#brewer.pal(12, "BuPu") #for color paletteExplanation
1. Variable age does not have any outlier value.
2. avg_glucoce_level variable appears to have outliers: 49 outliers detected using the three sigma rule, 621 outliers detected using the Hammple identifier method, and 627 outliers detected using the boxplot method. However, the outliers in this variable are reasonable because it is a medical data where data from patients with abnormal conditions are very normal.So in this case we will not delete any data detected as outliers.Corelation Between Variables
spearman2(~stroke + age + heart_disease + hypertension + bmi + avg_glucose_level + ever_married + gender+ work_type + Residence_type + smoking_status, data= df)##
## Spearman rho^2 Response variable:stroke
##
## rho2 F df1 df2 P Adjusted rho2 n
## age 0.062 339.17 1 5108 0.0000 0.062 5110
## heart_disease 0.018 94.70 1 5108 0.0000 0.018 5110
## hypertension 0.016 84.95 1 5108 0.0000 0.016 5110
## bmi 0.090 1.11 418 4691 0.0732 0.009 5110
## avg_glucose_level 0.007 35.04 1 5108 0.0000 0.007 5110
## ever_married 0.012 60.67 1 5108 0.0000 0.012 5110
## gender 0.000 0.24 2 5107 0.7896 0.000 5110
## work_type 0.010 12.40 4 5105 0.0000 0.009 5110
## Residence_type 0.000 1.22 1 5108 0.2692 0.000 5110
## smoking_status 0.006 9.76 3 5106 0.0000 0.005 5110Explanation
Next, we will see the relationship between our dependent variable with our independent variables using Spearman2 function.
basically spearman2 function shows the relationship between dependent variable and the independent variables. rho2 describes how strong the correlation is, while the p value in the table shows how significant the independent to the dependent variable is.
From the output above, it can be seen that the higest rho2 or the strongest relationship is between stroke and age (0,062). While from the p value it can be seen that variable age, hypertension, heart_diasease, avg_glucose_level, ever_married, work_type, and smoking status are statistically significant with our target variable. But on the other hand, BMI, gender, and residence are not statistically significant to our target variable. This can be interpreted that they have less influence on the target variable. However, we do not need to worry because this data has not been cleaned so that in the future it is very possible to have a change in P value and rho2.Checking Normality
par(mfrow = c(1,2))
qqPlot(df$age,main="Normality Age Variable")## [1] 1615 3296qqPlot(df$avg_glucose_level, main="Normality Avg_glucose_level")
## [1] 194 1208Explanation
From the output above, it can be seen that the age variable is normally distributed while avg_glucose_level is not.
I only do for variables that have integer and numeric data types because outside of that it can't be checked whether it is normal or skewed.Look at The Relations Between Variables
Bivariate Findings
We are going to see the relation between two variables
ggplot(df, aes(x = stroke, fill = gender)) +
geom_bar(position = "dodge")+ ggtitle("Relation between Gender and Stroke")
table(df$gender, df$stroke)##
## 0 1
## Female 2853 141
## Male 2007 108
## Other 1 0Explnation:
1. The number of people with stroke is less than those with non-stroke
2. Our observations are mostly from women. For stroke patients or non stroke patients, the female gender ranks first. This could indicate that perhaps gender does not have much effect on stroke, anyone can get it, both men and womenplot(df$age, df$stroke,main="Relation between Age and Stroke")
Explanation
1. People with age over 45 are more likely to have strokes
2. Young people are less likely to have strokes.xtabs(~stroke + hypertension, data=df)## hypertension
## stroke 0 1
## 0 4429 432
## 1 183 66Explanation
1. Most observations do not have hypertension.
2. 66 out of 249 observation tell that 26.5% of stroke sufferers have hypertension.
3. 4429 out of 4861 observation tell that 91,1% of non stroke sufferers don't have hypertensionxtabs(~stroke + heart_disease, data=df)## heart_disease
## stroke 0 1
## 0 4632 229
## 1 202 47Explanation
1. Most observations do not have heart disease.
2. 47 out of 249 observation tell that 18,9% of stroke sufferers have heart disease.
3. 4632 out of 4861 observation tell that 95,3% non stroke sufferers don't have heart disease.ggplot(df, aes(x = stroke, fill = ever_married)) +
geom_bar(position = "dodge")+ ggtitle("Relation between Married Status and Stroke")
table(df$ever_married, df$stroke)##
## 0 1
## No 1728 29
## Yes 3133 220Explanation
1. The number of people with stroke is less than those non-stroke patients.
2. Our observations are mostly from people that are married. For stroke patients or non stroke patients both are excelled by people with married status. This could indicate that perhaps married status does not have much effect on chance of stroke.ggplot(df, aes(x = stroke, fill = work_type)) +
geom_bar(position = "dodge")+ ggtitle("Relation between Work Type and Stroke")
table(df$work_type, df$stroke)##
## 0 1
## children 685 2
## Govt_job 624 33
## Never_worked 22 0
## Private 2776 149
## Self-employed 754 65Explanation
1. About 59.8 of the total stroke survivors work private (I assume that they have their own businesses).
2. Everyone who has never worked doesn't have a stroke.
3. the number of children with stroke is very small, only 2 children out of 687 or equivalent to 0.29%.ggplot(df, aes(x = stroke, fill = Residence_type)) + geom_bar(position = "stack")+ ggtitle("Relation between Residence Type and Stroke")
table(df$Residence_type, df$stroke)##
## 0 1
## Rural 2400 114
## Urban 2461 135Explanation
About 54.2% of people with stroke live in urban areas. This could indicate that perhaps residence type does not have much effect on stroke.plot(df$avg_glucose_level, df$stroke, main="Relation between Glucose Level and Stroke")
Explanation
This is an interesting situation where persons with high blood sugar levels (over 140) are less likely to get a stroke compare to person with normal or below normal blood sugar level. According to research, people with high sugar levels have 1.5 times higher chance to get stroke.plot(df$bmi, df$stroke, main="Relation between BMI and Stroke")## Warning in xy.coords(x, y, xlabel, ylabel, log): NAs introduced by coercion
Explanation
From our data, it can be seen that people with BMI above normal (24.9) tend to have a higher probability of having a stroke than those with a normal BMI.
Note : it should be remembered once again that the bmi in this process is the bmi which still has 201 missing values.ggplot(df, aes(x = stroke, fill = smoking_status)) +
geom_bar(position = "dodge")+ ggtitle("Relation between Smoking Status and Stroke")
table(df$smoking_status, df$stroke)##
## 0 1
## formerly smoked 815 70
## never smoked 1802 90
## smokes 747 42
## Unknown 1497 47Explanation
Most people with stroke come from those who have never smoked while active smokers are in the last position.
Note : it should be remembered once again that the smoking status in this process still has 1544 missing values (labeled as "Unknown").1b. Data Preparation
Remove Unused Variable
To simplify our data we can exclude the id variable because it doesn’t affect our target variable
df_new <- df[c(2,3,4,5,6,7,8,9,10,11,12)]
df_new## gender age hypertension heart_disease ever_married work_type
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## 4782 Female 17.00 0 0 No Private
## 4783 Female 23.00 0 0 No Private
## 4784 Male 9.00 0 0 No children
## 4785 Female 81.00 1 1 Yes Private
## 4786 Female 16.00 0 0 No Never_worked
## 4787 Male 21.00 0 0 No Private
## 4788 Male 29.00 0 0 No Self-employed
## 4789 Male 8.00 0 0 No children
## 4790 Female 39.00 0 0 Yes Private
## 4791 Male 37.00 0 0 Yes Private
## 4792 Female 64.00 0 0 Yes Private
## 4793 Male 9.00 0 0 No children
## 4794 Male 17.00 0 0 No Private
## 4795 Male 8.00 0 0 No children
## 4796 Male 62.00 0 0 Yes Self-employed
## 4797 Male 73.00 1 0 No Govt_job
## 4798 Male 48.00 0 0 Yes Govt_job
## 4799 Male 17.00 0 0 No Private
## 4800 Female 10.00 0 0 No children
## 4801 Female 74.00 0 0 Yes Govt_job
## 4802 Male 62.00 0 0 Yes Private
## 4803 Male 5.00 0 0 No children
## 4804 Female 43.00 0 0 Yes Private
## 4805 Female 39.00 0 0 No Private
## 4806 Female 37.00 0 0 Yes Self-employed
## 4807 Male 15.00 0 0 No Private
## 4808 Female 36.00 0 0 No Self-employed
## 4809 Male 34.00 0 0 Yes Private
## 4810 Male 75.00 1 0 Yes Private
## 4811 Male 53.00 0 0 Yes Private
## 4812 Female 61.00 0 0 Yes Self-employed
## 4813 Female 45.00 0 0 Yes Private
## 4814 Female 17.00 0 0 No Private
## 4815 Female 17.00 0 0 No Private
## 4816 Female 19.00 0 0 No Private
## 4817 Female 54.00 1 0 No Govt_job
## 4818 Female 51.00 0 0 Yes Self-employed
## 4819 Female 44.00 0 0 Yes Private
## 4820 Female 82.00 0 0 Yes Self-employed
## 4821 Female 49.00 0 0 Yes Self-employed
## 4822 Female 34.00 0 0 Yes Self-employed
## 4823 Female 63.00 1 0 Yes Private
## 4824 Female 79.00 0 0 Yes Private
## 4825 Female 81.00 0 0 Yes Private
## 4826 Female 14.00 0 0 No children
## 4827 Female 31.00 0 0 No Private
## 4828 Male 57.00 0 0 Yes Private
## 4829 Male 32.00 0 0 Yes Govt_job
## 4830 Male 66.00 0 0 Yes Private
## 4831 Female 22.00 0 0 No Private
## 4832 Female 1.32 0 0 No children
## 4833 Female 20.00 0 0 No Private
## 4834 Female 41.00 0 0 Yes Private
## 4835 Female 48.00 0 0 Yes Private
## 4836 Male 49.00 1 0 Yes Self-employed
## 4837 Male 73.00 0 0 Yes Govt_job
## 4838 Male 19.00 0 0 No Private
## 4839 Female 51.00 0 0 Yes Private
## 4840 Male 1.08 0 0 No children
## 4841 Female 31.00 0 0 No Private
## 4842 Male 4.00 0 0 No children
## 4843 Male 1.80 0 0 No children
## 4844 Male 44.00 0 0 Yes Private
## 4845 Female 4.00 0 0 No children
## 4846 Male 55.00 0 0 Yes Private
## 4847 Female 34.00 0 0 Yes Private
## 4848 Female 30.00 0 0 Yes Private
## 4849 Female 7.00 0 0 No children
## 4850 Male 75.00 0 0 Yes Govt_job
## 4851 Male 14.00 0 0 No children
## 4852 Female 61.00 0 0 Yes Private
## 4853 Female 55.00 0 0 Yes Govt_job
## 4854 Female 14.00 0 0 No children
## 4855 Female 36.00 0 0 No Private
## 4856 Female 57.00 1 1 Yes Private
## 4857 Female 20.00 0 0 No Private
## 4858 Male 32.00 0 0 Yes Private
## 4859 Female 43.00 0 0 Yes Private
## 4860 Male 43.00 0 0 Yes Private
## 4861 Female 1.08 0 0 No children
## 4862 Female 49.00 0 0 Yes Private
## 4863 Female 53.00 0 0 Yes Private
## 4864 Female 18.00 0 0 No Private
## 4865 Female 13.00 0 0 No children
## 4866 Male 5.00 0 0 No children
## 4867 Female 37.00 0 0 Yes Private
## 4868 Male 49.00 0 0 Yes Self-employed
## 4869 Female 45.00 0 0 No Govt_job
## 4870 Female 50.00 0 1 Yes Private
## 4871 Female 12.00 0 0 No children
## 4872 Male 12.00 0 0 No children
## 4873 Female 5.00 0 0 No children
## 4874 Male 39.00 0 0 Yes Private
## 4875 Female 41.00 0 0 Yes Private
## 4876 Female 41.00 0 0 Yes Private
## 4877 Female 47.00 0 0 Yes Private
## 4878 Female 57.00 0 0 Yes Private
## 4879 Male 16.00 0 0 No children
## 4880 Male 3.00 0 0 No children
## 4881 Female 65.00 0 0 Yes Self-employed
## 4882 Female 80.00 0 0 No Self-employed
## 4883 Female 58.00 0 0 Yes Private
## 4884 Female 74.00 0 0 Yes Private
## 4885 Female 62.00 0 0 Yes Govt_job
## 4886 Male 33.00 0 0 Yes Private
## 4887 Female 21.00 0 0 No Private
## 4888 Female 17.00 0 0 No Private
## 4889 Female 49.00 0 0 Yes Private
## 4890 Female 24.00 0 0 Yes Govt_job
## 4891 Female 56.00 0 0 Yes Private
## 4892 Female 26.00 0 0 Yes Govt_job
## 4893 Male 54.00 1 0 Yes Self-employed
## 4894 Female 42.00 0 0 No Private
## 4895 Female 34.00 0 0 No Govt_job
## 4896 Female 56.00 1 0 Yes Private
## 4897 Female 39.00 0 0 Yes Private
## 4898 Female 77.00 0 0 Yes Self-employed
## 4899 Female 12.00 0 0 No children
## 4900 Male 65.00 0 0 Yes Private
## 4901 Male 7.00 0 0 No children
## 4902 Male 25.00 0 0 No Private
## 4903 Female 31.00 0 0 Yes Private
## 4904 Female 14.00 0 0 No Private
## 4905 Female 5.00 0 0 No children
## 4906 Female 60.00 0 0 Yes Private
## 4907 Female 53.00 0 0 Yes Private
## 4908 Male 55.00 0 0 Yes Private
## 4909 Female 69.00 0 0 Yes Self-employed
## 4910 Female 39.00 0 0 Yes Private
## 4911 Female 0.32 0 0 No children
## 4912 Female 34.00 0 0 No Private
## 4913 Female 80.00 0 0 Yes Private
## 4914 Male 20.00 0 0 No Private
## 4915 Female 45.00 0 0 Yes Govt_job
## 4916 Female 41.00 0 0 No Govt_job
## 4917 Male 54.00 0 0 Yes Govt_job
## 4918 Male 23.00 0 0 No Private
## 4919 Male 75.00 0 0 Yes Govt_job
## 4920 Male 36.00 0 0 Yes Private
## 4921 Female 75.00 0 0 Yes Private
## 4922 Male 72.00 0 1 Yes Private
## 4923 Female 47.00 0 0 Yes Govt_job
## 4924 Female 15.00 0 0 No Private
## 4925 Male 40.00 1 0 Yes Self-employed
## 4926 Female 71.00 0 0 Yes Self-employed
## 4927 Male 38.00 0 0 Yes Private
## 4928 Female 10.00 0 0 No children
## 4929 Male 11.00 0 0 No children
## 4930 Male 0.72 0 0 No children
## 4931 Male 9.00 0 0 No children
## 4932 Female 53.00 1 0 Yes Govt_job
## 4933 Male 28.00 1 0 No Private
## 4934 Female 81.00 0 0 Yes Private
## 4935 Male 1.32 0 0 No children
## 4936 Male 16.00 0 0 No Private
## 4937 Male 24.00 0 0 No Private
## 4938 Female 62.00 1 0 Yes Self-employed
## 4939 Female 62.00 0 0 Yes Private
## 4940 Female 59.00 0 0 Yes Private
## 4941 Female 19.00 0 0 No Private
## 4942 Female 51.00 1 0 Yes Self-employed
## 4943 Male 38.00 0 0 Yes Private
## 4944 Female 26.00 0 0 No Private
## 4945 Male 13.00 0 0 No children
## 4946 Male 4.00 0 0 No children
## 4947 Male 55.00 0 0 Yes Self-employed
## 4948 Female 44.00 0 0 Yes Private
## 4949 Female 31.00 0 0 Yes Private
## 4950 Male 58.00 0 0 Yes Govt_job
## 4951 Female 17.00 0 0 No Private
## 4952 Female 23.00 0 0 No Private
## 4953 Male 51.00 1 0 Yes Self-employed
## 4954 Female 46.00 0 0 Yes Private
## 4955 Female 81.00 0 0 No Self-employed
## 4956 Male 38.00 0 0 Yes Private
## 4957 Female 50.00 0 0 Yes Private
## 4958 Female 34.00 0 0 No Private
## 4959 Male 60.00 0 0 Yes Private
## 4960 Female 50.00 0 0 Yes Self-employed
## 4961 Female 49.00 0 0 Yes Private
## 4962 Female 2.00 0 0 No children
## 4963 Male 47.00 0 0 Yes Private
## 4964 Female 34.00 0 0 Yes Private
## 4965 Female 22.00 0 0 No Private
## 4966 Female 11.00 0 0 No children
## 4967 Male 54.00 0 0 Yes Private
## 4968 Female 60.00 0 0 Yes Private
## 4969 Male 3.00 0 0 No children
## 4970 Female 46.00 0 0 Yes Govt_job
## 4971 Male 30.00 0 0 No Private
## 4972 Female 63.00 0 0 Yes Private
## 4973 Female 50.00 0 0 Yes Private
## 4974 Male 65.00 0 0 Yes Private
## 4975 Male 78.00 0 0 Yes Private
## 4976 Female 36.00 0 0 Yes Private
## 4977 Female 18.00 0 0 No Private
## 4978 Female 44.00 0 0 No Private
## 4979 Female 4.00 0 0 No children
## 4980 Female 60.00 0 0 No Private
## 4981 Female 19.00 0 0 No Private
## 4982 Male 15.00 0 0 No Private
## 4983 Male 20.00 0 0 No Private
## 4984 Male 76.00 1 0 Yes Private
## 4985 Male 31.00 0 0 No Private
## 4986 Female 39.00 0 0 Yes Govt_job
## 4987 Male 58.00 0 1 Yes Private
## 4988 Male 64.00 1 0 Yes Private
## 4989 Female 79.00 0 0 Yes Govt_job
## 4990 Female 11.00 0 0 No children
## 4991 Male 4.00 0 0 No children
## 4992 Female 43.00 0 0 Yes Private
## 4993 Female 44.00 0 0 Yes Private
## 4994 Female 37.00 0 0 Yes Govt_job
## 4995 Female 34.00 0 0 Yes Self-employed
## 4996 Female 59.00 0 0 Yes Private
## 4997 Female 40.00 0 0 Yes Private
## 4998 Female 8.00 0 0 No children
## 4999 Female 24.00 0 0 Yes Private
## 5000 Male 18.00 0 0 No Private
## 5001 Male 20.00 0 0 No Private
## 5002 Female 70.00 0 0 Yes Private
## 5003 Female 68.00 0 0 Yes Govt_job
## 5004 Male 17.00 0 0 No Private
## 5005 Female 17.00 0 0 No Private
## 5006 Female 21.00 0 0 No Private
## 5007 Female 38.00 0 0 Yes Private
## 5008 Female 59.00 0 0 Yes Govt_job
## 5009 Female 79.00 0 1 Yes Private
## 5010 Female 50.00 0 0 Yes Self-employed
## 5011 Female 72.00 0 0 Yes Self-employed
## 5012 Female 54.00 0 0 Yes Private
## 5013 Female 44.00 0 0 Yes Private
## 5014 Female 48.00 0 0 Yes Private
## 5015 Male 29.00 0 0 No Private
## 5016 Female 44.00 0 0 Yes Govt_job
## 5017 Female 61.00 0 0 Yes Self-employed
## 5018 Female 58.00 0 0 Yes Govt_job
## 5019 Female 81.00 0 0 Yes Self-employed
## 5020 Male 29.00 0 0 Yes Private
## 5021 Male 5.00 0 0 No children
## 5022 Female 35.00 0 0 Yes Private
## 5023 Female 40.00 0 0 No Private
## 5024 Female 37.00 0 0 No Private
## 5025 Male 33.00 0 0 Yes Private
## 5026 Female 35.00 0 0 Yes Private
## 5027 Female 38.00 0 0 No Govt_job
## 5028 Female 26.00 0 0 Yes Private
## 5029 Male 10.00 0 0 No children
## 5030 Female 72.00 0 0 Yes Private
## 5031 Male 21.00 0 0 Yes Private
## 5032 Female 20.00 0 0 No Private
## 5033 Female 1.24 0 0 No children
## 5034 Female 26.00 0 0 No Private
## 5035 Female 79.00 0 0 No Private
## 5036 Female 78.00 0 0 Yes Private
## 5037 Male 56.00 0 0 Yes Self-employed
## 5038 Female 46.00 0 0 No Self-employed
## 5039 Male 55.00 0 0 Yes Govt_job
## 5040 Male 41.00 0 0 No Private
## 5041 Male 30.00 0 0 Yes Private
## 5042 Male 53.00 0 0 Yes Private
## 5043 Male 32.00 0 0 No Private
## 5044 Male 38.00 0 0 No Private
## 5045 Male 33.00 0 0 Yes Govt_job
## 5046 Female 44.00 0 0 Yes Private
## 5047 Male 44.00 0 0 Yes Private
## 5048 Female 51.00 0 0 Yes Govt_job
## 5049 Male 40.00 0 0 Yes Private
## 5050 Female 41.00 0 0 Yes Private
## 5051 Male 5.00 0 0 No children
## 5052 Female 42.00 0 0 Yes Private
## 5053 Female 6.00 0 0 No children
## 5054 Female 46.00 0 0 Yes Govt_job
## 5055 Female 47.00 0 0 Yes Private
## 5056 Female 25.00 0 0 No Private
## 5057 Female 40.00 0 0 Yes Private
## 5058 Female 49.00 0 0 Yes Govt_job
## 5059 Male 21.00 0 0 No Private
## 5060 Female 61.00 0 0 Yes Govt_job
## 5061 Male 78.00 0 0 Yes Private
## 5062 Male 41.00 0 0 Yes Private
## 5063 Female 82.00 0 0 Yes Self-employed
## 5064 Male 39.00 0 0 Yes Private
## 5065 Male 70.00 0 0 Yes Self-employed
## 5066 Female 31.00 0 0 Yes Private
## 5067 Female 37.00 0 0 No Private
## 5068 Male 21.00 0 0 No Private
## 5069 Male 80.00 0 0 Yes Self-employed
## 5070 Female 21.00 0 0 No Private
## 5071 Female 5.00 0 0 No children
## 5072 Male 81.00 0 0 Yes Private
## 5073 Female 35.00 0 0 Yes Private
## 5074 Female 24.00 0 0 No Private
## 5075 Female 52.00 0 0 Yes Govt_job
## 5076 Male 70.00 0 0 Yes Private
## 5077 Female 34.00 0 0 Yes Private
## 5078 Male 17.00 0 0 No Private
## 5079 Female 8.00 0 0 No children
## 5080 Male 1.72 0 0 No children
## 5081 Female 29.00 0 0 Yes Self-employed
## 5082 Male 55.00 0 0 Yes Govt_job
## 5083 Female 44.00 0 0 Yes Private
## 5084 Female 19.00 0 0 No Private
## 5085 Male 67.00 0 0 Yes Private
## 5086 Female 72.00 0 0 Yes Private
## 5087 Female 51.00 0 0 Yes Private
## 5088 Female 63.00 0 0 Yes Self-employed
## 5089 Female 64.00 1 0 Yes Self-employed
## 5090 Female 0.72 0 0 No children
## 5091 Male 26.00 0 0 No Govt_job
## 5092 Male 59.00 1 0 Yes Private
## 5093 Male 76.00 0 0 Yes Govt_job
## 5094 Female 45.00 1 0 Yes Govt_job
## 5095 Male 13.00 0 0 No children
## 5096 Male 1.08 0 0 No children
## 5097 Male 57.00 0 0 Yes Govt_job
## 5098 Male 68.00 0 0 Yes Self-employed
## 5099 Male 9.00 0 0 No children
## 5100 Male 40.00 0 0 Yes Private
## 5101 Male 82.00 1 0 Yes Self-employed
## 5102 Female 45.00 0 0 Yes Private
## 5103 Female 57.00 0 0 Yes Private
## 5104 Female 18.00 0 0 No Private
## 5105 Female 13.00 0 0 No children
## 5106 Female 80.00 1 0 Yes Private
## 5107 Female 81.00 0 0 Yes Self-employed
## 5108 Female 35.00 0 0 Yes Self-employed
## 5109 Male 51.00 0 0 Yes Private
## 5110 Female 44.00 0 0 Yes Govt_job
## Residence_type avg_glucose_level bmi smoking_status stroke
## 1 Urban 228.69 36.6 formerly smoked 1
## 2 Rural 202.21 N/A never smoked 1
## 3 Rural 105.92 32.5 never smoked 1
## 4 Urban 171.23 34.4 smokes 1
## 5 Rural 174.12 24 never smoked 1
## 6 Urban 186.21 29 formerly smoked 1
## 7 Rural 70.09 27.4 never smoked 1
## 8 Urban 94.39 22.8 never smoked 1
## 9 Rural 76.15 N/A Unknown 1
## 10 Urban 58.57 24.2 Unknown 1
## 11 Rural 80.43 29.7 never smoked 1
## 12 Rural 120.46 36.8 smokes 1
## 13 Urban 104.51 27.3 smokes 1
## 14 Urban 219.84 N/A Unknown 1
## 15 Urban 214.09 28.2 never smoked 1
## 16 Rural 167.41 30.9 never smoked 1
## 17 Urban 191.61 37.5 smokes 1
## 18 Urban 221.29 25.8 smokes 1
## 19 Urban 89.22 37.8 never smoked 1
## 20 Urban 217.08 N/A Unknown 1
## 21 Rural 193.94 22.4 smokes 1
## 22 Urban 233.29 48.9 never smoked 1
## 23 Urban 228.70 26.6 never smoked 1
## 24 Rural 208.30 32.5 Unknown 1
## 25 Urban 102.87 27.2 formerly smoked 1
## 26 Rural 104.12 23.5 never smoked 1
## 27 Rural 100.98 28.2 formerly smoked 1
## 28 Rural 189.84 N/A Unknown 1
## 29 Urban 195.23 28.3 smokes 1
## 30 Rural 211.78 N/A formerly smoked 1
## 31 Urban 212.08 44.2 smokes 1
## 32 Rural 83.41 25.4 Unknown 1
## 33 Urban 196.92 22.2 never smoked 1
## 34 Urban 252.72 30.5 formerly smoked 1
## 35 Urban 84.20 29.7 never smoked 1
## 36 Rural 84.03 26.5 formerly smoked 1
## 37 Rural 219.72 33.7 formerly smoked 1
## 38 Rural 74.63 23.1 formerly smoked 1
## 39 Rural 92.62 32 Unknown 1
## 40 Urban 60.91 29.9 never smoked 1
## 41 Rural 78.03 23.9 formerly smoked 1
## 42 Urban 71.22 28.5 never smoked 1
## 43 Urban 144.90 26.4 smokes 1
## 44 Urban 90.90 N/A formerly smoked 1
## 45 Urban 213.03 20.2 smokes 1
## 46 Rural 243.58 33.6 never smoked 1
## 47 Urban 109.78 N/A Unknown 1
## 48 Urban 107.26 38.6 formerly smoked 1
## 49 Urban 99.33 33.7 never smoked 1
## 50 Rural 58.09 39.2 smokes 1
## 51 Urban 89.96 N/A Unknown 1
## 52 Urban 75.32 N/A formerly smoked 1
## 53 Rural 127.29 27.7 never smoked 1
## 54 Urban 124.13 31.4 never smoked 1
## 55 Urban 197.54 N/A never smoked 1
## 56 Rural 196.71 36.5 formerly smoked 1
## 57 Rural 59.32 33.2 never smoked 1
## 58 Urban 237.75 N/A formerly smoked 1
## 59 Urban 194.99 32.8 never smoked 1
## 60 Urban 180.93 27.7 never smoked 1
## 61 Urban 185.17 40.4 formerly smoked 1
## 62 Rural 74.90 22.2 never smoked 1
## 63 Rural 61.94 25.3 smokes 1
## 64 Rural 93.72 30.2 formerly smoked 1
## 65 Urban 104.72 N/A Unknown 1
## 66 Urban 113.01 24 never smoked 1
## 67 Urban 221.58 47.5 never smoked 1
## 68 Urban 104.47 20.3 Unknown 1
## 69 Urban 86.23 30 formerly smoked 1
## 70 Rural 72.67 28.9 never smoked 1
## 71 Rural 62.57 N/A formerly smoked 1
## 72 Rural 179.12 28.1 formerly smoked 1
## 73 Rural 116.55 31.1 formerly smoked 1
## 74 Rural 228.56 27.4 never smoked 1
## 75 Rural 96.59 26.4 never smoked 1
## 76 Rural 66.72 21.7 formerly smoked 1
## 77 Urban 240.09 27 never smoked 1
## 78 Urban 110.85 24.1 formerly smoked 1
## 79 Urban 165.31 N/A never smoked 1
## 80 Urban 143.43 45.9 Unknown 1
## 81 Rural 96.16 44.1 Unknown 1
## 82 Urban 101.45 N/A Unknown 1
## 83 Rural 88.92 22.9 never smoked 1
## 84 Urban 79.79 29.7 never smoked 1
## 85 Urban 71.20 N/A Unknown 1
## 86 Rural 96.97 29.1 smokes 1
## 87 Rural 111.81 27.3 smokes 1
## 88 Rural 59.35 32.3 formerly smoked 1
## 89 Urban 86.94 41.1 formerly smoked 1
## 90 Urban 98.55 25.6 Unknown 1
## 91 Urban 226.98 29.8 never smoked 1
## 92 Urban 72.81 26.3 never smoked 1
## 93 Urban 68.02 37.5 never smoked 1
## 94 Urban 68.56 26.2 Unknown 1
## 95 Rural 64.14 29.4 never smoked 1
## 96 Rural 235.63 32.3 never smoked 1
## 97 Rural 76.34 24.4 formerly smoked 1
## 98 Rural 240.59 31.4 smokes 1
## 99 Urban 78.92 27.7 formerly smoked 1
## 100 Urban 82.81 28 never smoked 1
## 101 Urban 74.10 28.8 Unknown 1
## 102 Rural 190.32 31.4 never smoked 1
## 103 Rural 231.61 34.6 formerly smoked 1
## 104 Rural 78.70 19.4 Unknown 1
## 105 Urban 110.52 28.5 Unknown 1
## 106 Urban 82.30 N/A smokes 1
## 107 Rural 73.18 30.3 formerly smoked 1
## 108 Rural 191.82 40.4 smokes 1
## 109 Rural 93.05 24.2 never smoked 1
## 110 Urban 64.17 41.5 never smoked 1
## 111 Rural 129.98 22.6 formerly smoked 1
## 112 Urban 68.53 24.2 smokes 1
## 113 Urban 106.41 N/A formerly smoked 1
## 114 Rural 224.10 56.6 never smoked 1
## 115 Urban 82.10 27.1 Unknown 1
## 116 Rural 216.94 30.9 never smoked 1
## 117 Rural 76.11 27.3 smokes 1
## 118 Urban 72.96 31.3 smokes 1
## 119 Urban 82.28 24 formerly smoked 1
## 120 Urban 105.22 31 never smoked 1
## 121 Rural 59.86 28 formerly smoked 1
## 122 Urban 62.55 30.3 Unknown 1
## 123 Rural 259.63 31.7 smokes 1
## 124 Rural 249.31 35.8 never smoked 1
## 125 Urban 219.91 N/A Unknown 1
## 126 Urban 131.41 28.4 never smoked 1
## 127 Urban 93.13 N/A formerly smoked 1
## 128 Urban 73.54 24 Unknown 1
## 129 Urban 200.59 29 formerly smoked 1
## 130 Urban 62.48 N/A Unknown 1
## 131 Rural 190.14 36.5 never smoked 1
## 132 Urban 130.54 20.1 never smoked 1
## 133 Rural 182.99 36.5 never smoked 1
## 134 Rural 101.45 N/A formerly smoked 1
## 135 Rural 206.09 26.7 never smoked 1
## 136 Urban 263.32 38.7 never smoked 1
## 137 Urban 140.10 29.9 formerly smoked 1
## 138 Urban 207.28 34.9 Unknown 1
## 139 Rural 194.37 27 formerly smoked 1
## 140 Rural 199.20 26.6 Unknown 1
## 141 Rural 103.68 25 never smoked 1
## 142 Rural 116.44 23.8 smokes 1
## 143 Urban 70.28 21.8 never smoked 1
## 144 Urban 72.17 36.8 never smoked 1
## 145 Urban 221.79 30 never smoked 1
## 146 Urban 151.16 27.5 formerly smoked 1
## 147 Urban 68.43 N/A formerly smoked 1
## 148 Urban 67.29 24.6 never smoked 1
## 149 Rural 67.41 32.9 never smoked 1
## 150 Rural 239.07 26.1 never smoked 1
## 151 Rural 169.67 N/A Unknown 1
## 152 Urban 223.83 31.9 formerly smoked 1
## 153 Urban 76.57 34.1 never smoked 1
## 154 Urban 77.82 27.5 smokes 1
## 155 Rural 92.98 25.6 never smoked 1
## 156 Rural 231.56 36.9 never smoked 1
## 157 Rural 102.16 31.4 smokes 1
## 158 Urban 221.89 37.3 smokes 1
## 159 Urban 195.71 34.1 formerly smoked 1
## 160 Rural 74.02 25 never smoked 1
## 161 Urban 57.92 N/A formerly smoked 1
## 162 Urban 81.76 N/A smokes 1
## 163 Urban 70.37 N/A Unknown 1
## 164 Urban 203.87 45.7 never smoked 1
## 165 Urban 89.13 34.2 formerly smoked 1
## 166 Urban 133.19 23.6 formerly smoked 1
## 167 Rural 162.23 27.3 Unknown 1
## 168 Rural 75.02 N/A never smoked 1
## 169 Urban 98.02 22.3 formerly smoked 1
## 170 Rural 91.54 31.4 never smoked 1
## 171 Rural 111.98 N/A formerly smoked 1
## 172 Rural 60.94 N/A never smoked 1
## 173 Urban 97.43 26.4 smokes 1
## 174 Rural 91.02 32.9 formerly smoked 1
## 175 Rural 60.67 N/A formerly smoked 1
## 176 Rural 185.49 37.1 never smoked 1
## 177 Urban 64.44 45 never smoked 1
## 178 Rural 56.11 25.5 formerly smoked 1
## 179 Urban 110.66 N/A Unknown 1
## 180 Urban 213.22 26.1 Unknown 1
## 181 Urban 78.18 30.8 never smoked 1
## 182 Urban 111.04 32 formerly smoked 1
## 183 Rural 76.13 29.9 smokes 1
## 184 Urban 81.32 N/A Unknown 1
## 185 Urban 112.24 37.4 smokes 1
## 186 Rural 137.30 31.7 formerly smoked 1
## 187 Urban 116.69 34.5 formerly smoked 1
## 188 Urban 215.94 27.9 formerly smoked 1
## 189 Rural 86.62 29.5 formerly smoked 1
## 190 Urban 209.86 N/A Unknown 1
## 191 Urban 205.77 46 formerly smoked 1
## 192 Urban 112.16 42.5 formerly smoked 1
## 193 Rural 118.03 35.5 smokes 1
## 194 Rural 271.74 31.1 smokes 1
## 195 Rural 97.92 26.9 smokes 1
## 196 Urban 200.62 35.8 formerly smoked 1
## 197 Rural 242.52 45.5 formerly smoked 1
## 198 Rural 93.81 28.5 Unknown 1
## 199 Rural 114.77 N/A formerly smoked 1
## 200 Urban 74.96 26.6 never smoked 1
## 201 Urban 167.13 N/A Unknown 1
## 202 Urban 175.29 31.5 formerly smoked 1
## 203 Rural 90.00 32 never smoked 1
## 204 Rural 109.47 30.8 never smoked 1
## 205 Rural 87.85 31.1 smokes 1
## 206 Urban 106.74 33 formerly smoked 1
## 207 Rural 80.13 23.4 never smoked 1
## 208 Urban 90.19 26.9 never smoked 1
## 209 Rural 134.80 33.6 Unknown 1
## 210 Rural 106.58 23.9 Unknown 1
## 211 Urban 83.24 26.3 never smoked 1
## 212 Rural 103.43 27.3 formerly smoked 1
## 213 Urban 208.65 30.7 never smoked 1
## 214 Urban 74.11 20.5 never smoked 1
## 215 Urban 95.84 21.5 never smoked 1
## 216 Urban 205.33 31 smokes 1
## 217 Urban 116.10 27.1 never smoked 1
## 218 Urban 210.40 40 smokes 1
## 219 Urban 199.86 N/A smokes 1
## 220 Rural 219.73 28.6 never smoked 1
## 221 Urban 250.89 28.1 smokes 1
## 222 Rural 72.73 28.4 never smoked 1
## 223 Rural 205.35 42.2 formerly smoked 1
## 224 Urban 70.30 25.8 smokes 1
## 225 Rural 104.86 31.9 smokes 1
## 226 Urban 216.58 31 Unknown 1
## 227 Rural 184.40 27.5 never smoked 1
## 228 Rural 60.98 N/A never smoked 1
## 229 Urban 97.76 29.6 smokes 1
## 230 Urban 66.03 35.4 never smoked 1
## 231 Rural 81.95 16.9 never smoked 1
## 232 Urban 97.73 21.5 smokes 1
## 233 Urban 70.94 34.4 never smoked 1
## 234 Urban 199.84 28 formerly smoked 1
## 235 Urban 218.46 26.8 Unknown 1
## 236 Rural 211.06 39.3 Unknown 1
## 237 Urban 86.30 31.7 Unknown 1
## 238 Rural 162.14 32.6 formerly smoked 1
## 239 Urban 88.20 28.4 never smoked 1
## 240 Urban 91.92 35.9 smokes 1
## 241 Rural 76.46 21.2 formerly smoked 1
## 242 Rural 197.28 34.5 formerly smoked 1
## 243 Rural 233.94 42.4 never smoked 1
## 244 Urban 247.51 40.5 formerly smoked 1
## 245 Rural 84.96 36.7 Unknown 1
## 246 Rural 57.93 30.9 Unknown 1
## 247 Rural 78.80 29.3 formerly smoked 1
## 248 Rural 87.80 N/A Unknown 1
## 249 Rural 78.81 19.6 Unknown 1
## 250 Rural 95.12 18 Unknown 0
## 251 Urban 87.96 39.2 never smoked 0
## 252 Urban 110.89 17.6 Unknown 0
## 253 Rural 69.04 35.9 formerly smoked 0
## 254 Rural 161.28 19.1 Unknown 0
## 255 Urban 210.95 50.1 Unknown 0
## 256 Urban 77.59 17.7 formerly smoked 0
## 257 Rural 243.53 27 never smoked 0
## 258 Rural 77.67 32.3 smokes 0
## 259 Urban 205.84 54.6 never smoked 0
## 260 Urban 77.08 35 Unknown 0
## 261 Urban 57.08 22 formerly smoked 0
## 262 Rural 162.96 39.4 never smoked 0
## 263 Rural 73.50 26.1 formerly smoked 0
## 264 Rural 95.04 42.4 never smoked 0
## 265 Rural 85.37 33 never smoked 0
## 266 Urban 84.62 19.7 smokes 0
## 267 Rural 82.67 22.5 never smoked 0
## 268 Urban 57.33 24.6 smokes 0
## 269 Urban 67.84 25.2 smokes 0
## 270 Rural 75.70 41.8 Unknown 0
## 271 Rural 129.54 60.9 smokes 0
## 272 Rural 60.22 31.5 smokes 0
## 273 Urban 198.21 27.3 formerly smoked 0
## 274 Urban 109.82 23.7 never smoked 0
## 275 Urban 60.84 24.5 never smoked 0
## 276 Rural 94.61 28.4 smokes 0
## 277 Rural 97.49 26.9 never smoked 0
## 278 Rural 206.72 26.7 never smoked 0
## 279 Rural 214.45 31.2 never smoked 0
## 280 Urban 82.90 25 Unknown 0
## 281 Urban 103.26 25.4 Unknown 0
## 282 Urban 55.78 27.5 smokes 0
## 283 Urban 73.74 16 Unknown 0
## 284 Urban 149.75 27 Unknown 0
## 285 Urban 82.34 31.6 Unknown 0
## 286 Rural 62.60 25.1 formerly smoked 0
## 287 Urban 94.09 30.9 never smoked 0
## 288 Urban 55.42 24.8 Unknown 0
## 289 Urban 82.18 23.4 Unknown 0
## 290 Urban 117.92 29.4 smokes 0
## 291 Urban 114.84 18.3 Unknown 0
## 292 Rural 79.17 20 Unknown 0
## 293 Rural 110.63 19.5 Unknown 0
## 294 Urban 190.70 36 formerly smoked 0
## 295 Rural 79.81 27.7 Unknown 0
## 296 Urban 113.63 27.5 smokes 0
## 297 Rural 141.24 28.5 never smoked 0
## 298 Rural 56.96 26.8 smokes 0
## 299 Rural 203.04 33.6 never smoked 0
## 300 Rural 94.30 29.1 Unknown 0
## 301 Urban 81.51 28.5 Unknown 0
## 302 Urban 137.74 34.9 formerly smoked 0
## 303 Rural 81.84 25.1 never smoked 0
## 304 Rural 242.30 35.3 smokes 0
## 305 Rural 102.64 26.4 smokes 0
## 306 Urban 146.01 31.5 smokes 0
## 307 Urban 75.42 40.1 Unknown 0
## 308 Urban 220.49 43.1 Unknown 0
## 309 Urban 61.45 36.7 smokes 0
## 310 Rural 88.19 29.3 formerly smoked 0
## 311 Rural 115.22 21.2 Unknown 0
## 312 Urban 97.93 31.2 Unknown 0
## 313 Rural 85.60 21.4 Unknown 0
## 314 Rural 79.83 27.9 smokes 0
## 315 Urban 218.46 34.3 never smoked 0
## 316 Rural 62.20 31 formerly smoked 0
## 317 Urban 69.15 27.7 formerly smoked 0
## 318 Rural 127.71 36 never smoked 0
## 319 Rural 216.70 38.7 formerly smoked 0
## 320 Urban 71.89 27.6 never smoked 0
## 321 Rural 103.56 25.1 Unknown 0
## 322 Rural 79.03 16.5 Unknown 0
## 323 Urban 69.94 22.8 Unknown 0
## 324 Rural 90.12 35.4 Unknown 0
## 325 Urban 95.10 24.3 formerly smoked 0
## 326 Rural 234.58 34.3 formerly smoked 0
## 327 Rural 235.85 40.1 never smoked 0
## 328 Rural 78.05 25.7 Unknown 0
## 329 Rural 89.44 21.9 smokes 0
## 330 Rural 111.38 38.4 smokes 0
## 331 Urban 243.50 26.1 never smoked 0
## 332 Urban 182.20 30.5 formerly smoked 0
## 333 Urban 229.92 25.9 smokes 0
## 334 Urban 82.24 54.7 formerly smoked 0
## 335 Rural 89.84 29.9 Unknown 0
## 336 Rural 90.69 18.6 Unknown 0
## 337 Urban 84.38 27.1 Unknown 0
## 338 Urban 215.60 24.9 never smoked 0
## 339 Rural 91.61 25.2 never smoked 0
## 340 Rural 138.16 19.4 never smoked 0
## 341 Urban 75.23 29 never smoked 0
## 342 Rural 75.18 48.2 formerly smoked 0
## 343 Urban 106.23 N/A formerly smoked 0
## 344 Urban 239.64 34.6 formerly smoked 0
## 345 Urban 58.95 24.6 never smoked 0
## 346 Urban 99.92 25.8 never smoked 0
## 347 Rural 116.23 26.1 never smoked 0
## 348 Urban 118.82 29 formerly smoked 0
## 349 Rural 66.30 27.2 never smoked 0
## 350 Urban 101.41 20.7 smokes 0
## 351 Urban 200.28 30 formerly smoked 0
## 352 Urban 136.80 37.3 never smoked 0
## 353 Rural 96.57 34.1 never smoked 0
## 354 Rural 66.42 23.6 never smoked 0
## 355 Urban 98.09 25.2 smokes 0
## 356 Rural 205.23 39.5 never smoked 0
## 357 Urban 86.78 23.5 smokes 0
## 358 Rural 126.82 23.3 never smoked 0
## 359 Urban 78.40 64.8 never smoked 0
## 360 Urban 63.69 28.1 smokes 0
## 361 Urban 209.58 N/A never smoked 0
## 362 Rural 89.86 24.4 never smoked 0
## 363 Rural 110.99 29.8 formerly smoked 0
## 364 Urban 83.82 24.9 Unknown 0
## 365 Urban 137.96 35.1 Unknown 0
## 366 Rural 210.78 32.3 formerly smoked 0
## 367 Rural 118.89 43.6 never smoked 0
## 368 Rural 72.55 21 never smoked 0
## 369 Rural 107.41 47.3 never smoked 0
## 370 Rural 93.25 16.6 Unknown 0
## 371 Rural 74.91 37.5 never smoked 0
## 372 Urban 80.05 24.2 never smoked 0
## 373 Urban 99.80 31.6 never smoked 0
## 374 Rural 91.97 21.6 formerly smoked 0
## 375 Rural 64.40 31 smokes 0
## 376 Rural 73.02 31.1 never smoked 0
## 377 Rural 88.11 15.5 Unknown 0
## 378 Urban 138.29 27.3 Unknown 0
## 379 Rural 72.36 20.5 Unknown 0
## 380 Rural 68.76 35.6 formerly smoked 0
## 381 Rural 106.22 16.7 Unknown 0
## 382 Urban 101.52 41.8 never smoked 0
## 383 Rural 109.51 41.9 never smoked 0
## 384 Rural 85.84 16.4 Unknown 0
## 385 Rural 110.15 17.1 Unknown 0
## 386 Urban 91.72 29.2 never smoked 0
## 387 Urban 251.60 27.1 never smoked 0
## 388 Urban 123.10 37.9 never smoked 0
## 389 Rural 97.40 44.6 formerly smoked 0
## 390 Rural 68.34 22.8 formerly smoked 0
## 391 Urban 80.81 33.2 never smoked 0
## 392 Rural 120.31 22.3 smokes 0
## 393 Rural 83.51 26.4 never smoked 0
## 394 Urban 74.09 39.6 never smoked 0
## 395 Urban 91.60 28.1 never smoked 0
## 396 Urban 87.52 39.2 never smoked 0
## 397 Rural 213.37 36 never smoked 0
## 398 Rural 75.39 37.8 never smoked 0
## 399 Rural 122.41 40.3 smokes 0
## 400 Rural 223.36 41.5 formerly smoked 0
## 401 Rural 84.59 17.7 Unknown 0
## 402 Urban 70.16 21.2 never smoked 0
## 403 Rural 107.52 41.6 Unknown 0
## 404 Urban 80.88 23.8 smokes 0
## 405 Rural 93.48 23.7 Unknown 0
## 406 Urban 70.21 24.8 never smoked 0
## 407 Rural 86.67 39 Unknown 0
## 408 Rural 101.37 37.9 never smoked 0
## 409 Rural 105.22 31.1 never smoked 0
## 410 Rural 70.31 23.2 Unknown 0
## 411 Rural 64.06 18.9 Unknown 0
## 412 Rural 178.29 36.1 never smoked 0
## 413 Rural 81.60 36.3 smokes 0
## 414 Urban 147.48 40.5 Unknown 0
## 415 Urban 86.86 25.4 never smoked 0
## 416 Rural 71.16 46.5 smokes 0
## 417 Urban 73.20 16.8 Unknown 0
## 418 Urban 203.81 46.6 never smoked 0
## 419 Rural 82.00 26.4 never smoked 0
## 420 Urban 97.55 26.2 never smoked 0
## 421 Urban 94.29 35.2 Unknown 0
## 422 Rural 75.22 20.9 Unknown 0
## 423 Urban 90.07 36.8 Unknown 0
## 424 Urban 73.73 34.4 formerly smoked 0
## 425 Urban 79.58 22.2 never smoked 0
## 426 Urban 77.88 13.8 Unknown 0
## 427 Rural 205.26 40.3 never smoked 0
## 428 Rural 58.63 28.4 smokes 0
## 429 Rural 139.90 31.7 smokes 0
## 430 Urban 211.03 34.2 formerly smoked 0
## 431 Urban 72.79 54.7 never smoked 0
## 432 Rural 91.65 24.6 formerly smoked 0
## 433 Rural 79.92 N/A smokes 0
## 434 Rural 225.47 36.9 never smoked 0
## 435 Urban 94.48 31.1 never smoked 0
## 436 Urban 82.34 31.9 never smoked 0
## 437 Urban 180.63 31.8 formerly smoked 0
## 438 Rural 92.48 18 Unknown 0
## 439 Rural 116.66 28.5 formerly smoked 0
## 440 Urban 112.09 29.5 never smoked 0
## 441 Urban 130.34 22 never smoked 0
## 442 Urban 82.59 29.4 never smoked 0
## 443 Rural 123.87 28.8 Unknown 0
## 444 Rural 98.70 26.2 Unknown 0
## 445 Rural 227.10 26.9 Unknown 0
## 446 Rural 55.39 23.2 Unknown 0
## 447 Urban 66.07 27.9 Unknown 0
## 448 Rural 104.21 36.8 never smoked 0
## 449 Urban 145.15 28.9 Unknown 0
## 450 Urban 68.19 31 never smoked 0
## 451 Rural 97.53 29.4 smokes 0
## 452 Urban 122.31 15.3 never smoked 0
## 453 Urban 83.51 37.1 never smoked 0
## 454 Urban 86.46 30.5 Unknown 0
## 455 Rural 112.06 38.2 never smoked 0
## 456 Urban 92.14 23.2 never smoked 0
## 457 Rural 201.76 30.2 formerly smoked 0
## 458 Urban 74.44 45.2 smokes 0
## 459 Rural 95.93 21.8 Unknown 0
## 460 Rural 87.51 24.4 Unknown 0
## 461 Rural 72.35 17 Unknown 0
## 462 Rural 113.47 19.5 Unknown 0
## 463 Rural 103.78 49.8 formerly smoked 0
## 464 Rural 115.43 27.8 never smoked 0
## 465 Rural 95.59 25.1 never smoked 0
## 466 Rural 101.52 26.8 smokes 0
## 467 Rural 170.05 60.2 smokes 0
## 468 Rural 217.30 27.5 never smoked 0
## 469 Urban 196.01 28.1 never smoked 0
## 470 Urban 92.21 27.3 Unknown 0
## 471 Rural 100.09 27.4 never smoked 0
## 472 Rural 93.88 22.2 never smoked 0
## 473 Rural 75.05 22.9 smokes 0
## 474 Rural 70.08 26.6 never smoked 0
## 475 Urban 74.20 23 smokes 0
## 476 Rural 69.01 32.6 never smoked 0
## 477 Rural 96.17 22.1 Unknown 0
## 478 Urban 184.15 N/A Unknown 0
## 479 Urban 87.24 22.5 formerly smoked 0
## 480 Rural 198.69 N/A smokes 0
## 481 Urban 82.58 25.5 Unknown 0
## 482 Rural 96.88 31.4 Unknown 0
## 483 Urban 73.32 26 Unknown 0
## 484 Rural 94.59 20 Unknown 0
## 485 Rural 132.08 31.6 smokes 0
## 486 Urban 98.99 31.2 never smoked 0
## 487 Rural 104.48 21.7 never smoked 0
## 488 Rural 98.01 24.2 Unknown 0
## 489 Rural 79.14 25 formerly smoked 0
## 490 Urban 89.32 36.7 Unknown 0
## 491 Rural 65.24 28.9 Unknown 0
## 492 Rural 80.98 29.7 formerly smoked 0
## 493 Urban 186.17 44.3 Unknown 0
## 494 Rural 69.24 51 never smoked 0
## 495 Rural 111.19 39.7 formerly smoked 0
## 496 Urban 93.28 34.7 never smoked 0
## 497 Rural 122.19 35 Unknown 0
## 498 Rural 129.53 21.3 never smoked 0
## 499 Rural 114.53 29.1 Unknown 0
## 500 Urban 93.73 23.9 smokes 0
## 501 Urban 77.49 36 formerly smoked 0
## 502 Urban 65.38 41.2 formerly smoked 0
## 503 Urban 94.18 27.1 never smoked 0
## 504 Urban 118.70 33.2 Unknown 0
## 505 Urban 96.29 25.4 smokes 0
## 506 Rural 74.64 30.7 smokes 0
## 507 Urban 96.99 34.8 formerly smoked 0
## 508 Rural 100.61 19.2 Unknown 0
## 509 Rural 97.08 31.7 Unknown 0
## 510 Rural 84.79 35.7 never smoked 0
## 511 Rural 78.75 37.8 formerly smoked 0
## 512 Rural 82.93 29.7 smokes 0
## 513 Urban 88.78 35.8 smokes 0
## 514 Urban 122.10 23.6 smokes 0
## 515 Rural 74.81 39.7 smokes 0
## 516 Urban 183.45 40.5 smokes 0
## 517 Urban 114.94 21.4 never smoked 0
## 518 Rural 104.38 40.8 formerly smoked 0
## 519 Urban 102.91 24.7 Unknown 0
## 520 Rural 108.79 21 Unknown 0
## 521 Urban 73.31 45 never smoked 0
## 522 Urban 68.52 26.2 never smoked 0
## 523 Rural 89.77 N/A smokes 0
## 524 Urban 102.64 28.3 never smoked 0
## 525 Urban 70.92 41.6 never smoked 0
## 526 Rural 86.11 19 Unknown 0
## 527 Urban 129.16 32.4 never smoked 0
## 528 Urban 113.85 34 never smoked 0
## 529 Rural 79.35 39.4 formerly smoked 0
## 530 Rural 80.79 28.7 Unknown 0
## 531 Urban 114.01 31.8 formerly smoked 0
## 532 Rural 93.74 31.2 never smoked 0
## 533 Rural 90.65 20.9 Unknown 0
## 534 Urban 98.41 32.1 never smoked 0
## 535 Urban 127.18 31 Unknown 0
## 536 Urban 138.06 23.1 Unknown 0
## 537 Urban 89.44 26.7 never smoked 0
## 538 Urban 105.61 27.9 Unknown 0
## 539 Rural 155.43 27.3 never smoked 0
## 540 Rural 80.83 51.5 Unknown 0
## 541 Urban 80.19 20.4 never smoked 0
## 542 Urban 60.34 29.6 formerly smoked 0
## 543 Urban 79.30 30.6 formerly smoked 0
## 544 Urban 98.44 33.6 Unknown 0
## 545 Rural 210.48 71.9 never smoked 0
## 546 Rural 70.34 24.2 Unknown 0
## 547 Urban 122.22 17.7 Unknown 0
## 548 Rural 75.29 22.6 smokes 0
## 549 Rural 100.35 28.1 never smoked 0
## 550 Urban 193.83 26.5 never smoked 0
## 551 Urban 126.96 28.7 Unknown 0
## 552 Urban 183.34 39.5 formerly smoked 0
## 553 Urban 247.69 35.1 Unknown 0
## 554 Rural 76.20 27.9 never smoked 0
## 555 Rural 71.43 19.3 Unknown 0
## 556 Rural 93.36 28.4 never smoked 0
## 557 Urban 61.29 26.7 never smoked 0
## 558 Urban 103.62 40.9 Unknown 0
## 559 Rural 100.52 17.2 Unknown 0
## 560 Rural 191.47 28.3 never smoked 0
## 561 Urban 67.06 16.1 Unknown 0
## 562 Urban 144.10 27.6 never smoked 0
## 563 Urban 58.26 16.5 Unknown 0
## 564 Urban 239.82 35.8 never smoked 0
## 565 Rural 73.71 16.2 Unknown 0
## 566 Rural 88.53 24.6 never smoked 0
## 567 Urban 114.79 32 Unknown 0
## 568 Rural 113.80 35.3 formerly smoked 0
## 569 Urban 71.91 19.2 Unknown 0
## 570 Urban 65.30 40.4 never smoked 0
## 571 Urban 189.57 30.7 never smoked 0
## 572 Urban 114.25 24.3 formerly smoked 0
## 573 Urban 81.26 26.4 formerly smoked 0
## 574 Urban 87.88 34.7 smokes 0
## 575 Urban 112.17 31.7 Unknown 0
## 576 Rural 99.97 35.6 never smoked 0
## 577 Urban 207.58 22.8 smokes 0
## 578 Urban 109.16 28 smokes 0
## 579 Urban 74.46 35.6 formerly smoked 0
## 580 Rural 118.51 40.6 never smoked 0
## 581 Urban 107.47 29.3 formerly smoked 0
## 582 Rural 182.86 21 Unknown 0
## 583 Rural 59.17 20 Unknown 0
## 584 Rural 215.64 26.7 formerly smoked 0
## 585 Rural 163.70 18.4 Unknown 0
## 586 Rural 196.36 34.5 formerly smoked 0
## 587 Rural 139.77 27.7 Unknown 0
## 588 Urban 141.23 21.1 never smoked 0
## 589 Urban 89.99 24.4 formerly smoked 0
## 590 Urban 108.53 19.4 smokes 0
## 591 Urban 63.61 42.3 Unknown 0
## 592 Urban 85.54 32.2 smokes 0
## 593 Urban 100.83 26.8 never smoked 0
## 594 Urban 59.82 25.4 never smoked 0
## 595 Urban 105.95 23.5 smokes 0
## 596 Rural 188.11 50.2 smokes 0
## 597 Urban 71.15 26.1 formerly smoked 0
## 598 Rural 60.53 17.5 Unknown 0
## 599 Rural 205.50 24.2 never smoked 0
## 600 Urban 204.86 30.8 never smoked 0
## 601 Rural 115.03 23.4 never smoked 0
## 602 Rural 79.87 30.9 never smoked 0
## 603 Rural 97.89 23.6 never smoked 0
## 604 Urban 125.26 18.7 never smoked 0
## 605 Rural 114.32 27.7 smokes 0
## 606 Urban 92.23 16.7 Unknown 0
## 607 Urban 83.51 31.2 never smoked 0
## 608 Urban 102.34 17 Unknown 0
## 609 Rural 144.48 29.8 smokes 0
## 610 Rural 88.39 19.7 Unknown 0
## 611 Rural 228.08 29.1 Unknown 0
## 612 Urban 93.79 27.2 never smoked 0
## 613 Rural 147.14 22.3 Unknown 0
## 614 Rural 106.43 27 smokes 0
## 615 Rural 88.04 42.1 never smoked 0
## 616 Urban 92.20 34.2 Unknown 0
## 617 Urban 219.53 40.9 never smoked 0
## 618 Rural 75.56 29.4 smokes 0
## 619 Urban 158.31 32.8 formerly smoked 0
## 620 Urban 111.43 21.9 smokes 0
## 621 Rural 219.97 39.6 never smoked 0
## 622 Rural 148.91 28.3 never smoked 0
## 623 Urban 69.40 47.8 never smoked 0
## 624 Rural 68.34 39.3 Unknown 0
## 625 Urban 58.37 28 smokes 0
## 626 Urban 71.20 27.1 never smoked 0
## 627 Rural 101.50 31.2 smokes 0
## 628 Urban 92.04 23.1 never smoked 0
## 629 Rural 73.00 20.8 never smoked 0
## 630 Urban 111.15 34.1 smokes 0
## 631 Rural 58.65 30.1 never smoked 0
## 632 Urban 100.54 35.8 never smoked 0
## 633 Rural 111.73 34.6 never smoked 0
## 634 Urban 97.78 29.8 Unknown 0
## 635 Rural 85.79 26.7 Unknown 0
## 636 Rural 98.54 30.2 never smoked 0
## 637 Urban 94.62 29.7 formerly smoked 0
## 638 Rural 112.43 54.6 never smoked 0
## 639 Urban 99.67 23.3 formerly smoked 0
## 640 Urban 67.39 35.6 Unknown 0
## 641 Urban 95.12 27 never smoked 0
## 642 Rural 85.06 21.6 never smoked 0
## 643 Rural 214.05 29.4 formerly smoked 0
## 644 Urban 79.09 22.8 never smoked 0
## 645 Urban 98.09 17.3 never smoked 0
## 646 Urban 76.36 29.8 Unknown 0
## 647 Urban 98.42 36.4 formerly smoked 0
## 648 Urban 82.01 34.7 formerly smoked 0
## 649 Rural 56.11 28.7 smokes 0
## 650 Rural 111.85 26.7 never smoked 0
## 651 Urban 92.39 22.1 never smoked 0
## 652 Urban 112.54 27.7 formerly smoked 0
## 653 Urban 63.71 40.5 formerly smoked 0
## 654 Urban 70.35 23 formerly smoked 0
## 655 Urban 94.65 25.3 formerly smoked 0
## 656 Rural 64.64 22.1 never smoked 0
## 657 Rural 57.27 28 Unknown 0
## 658 Urban 107.25 12 Unknown 0
## 659 Rural 77.12 28.4 never smoked 0
## 660 Urban 55.32 29.6 smokes 0
## 661 Rural 69.37 36.2 Unknown 0
## 662 Urban 57.57 22.8 never smoked 0
## 663 Urban 87.43 55.7 Unknown 0
## 664 Rural 98.73 24.3 never smoked 0
## 665 Rural 81.18 26.9 never smoked 0
## 666 Rural 56.23 25.3 never smoked 0
## 667 Rural 69.61 35.3 never smoked 0
## 668 Rural 59.49 18.3 Unknown 0
## 669 Rural 118.14 N/A formerly smoked 0
## 670 Rural 100.26 26 Unknown 0
## 671 Rural 56.75 21 never smoked 0
## 672 Urban 88.27 N/A never smoked 0
## 673 Urban 67.81 55.7 never smoked 0
## 674 Rural 77.46 27.6 never smoked 0
## 675 Urban 76.26 20.5 never smoked 0
## 676 Rural 86.39 30.2 never smoked 0
## 677 Urban 116.38 21.9 formerly smoked 0
## 678 Rural 75.74 28.8 smokes 0
## 679 Rural 92.14 36.2 Unknown 0
## 680 Rural 149.95 25.9 never smoked 0
## 681 Urban 92.11 N/A never smoked 0
## 682 Rural 74.98 21.4 never smoked 0
## 683 Urban 55.25 20.4 never smoked 0
## 684 Rural 79.89 31.6 Unknown 0
## 685 Urban 130.61 14.4 Unknown 0
## 686 Urban 94.26 23.7 Unknown 0
## 687 Urban 94.34 30.2 formerly smoked 0
## 688 Urban 109.03 19.5 formerly smoked 0
## 689 Rural 81.03 32.6 never smoked 0
## 690 Rural 99.82 34.2 never smoked 0
## 691 Urban 140.08 43 never smoked 0
## 692 Urban 59.54 42.2 Unknown 0
## 693 Urban 80.33 19.7 never smoked 0
## 694 Urban 131.51 41.7 never smoked 0
## 695 Rural 89.21 21.6 formerly smoked 0
## 696 Rural 91.45 24.2 never smoked 0
## 697 Rural 90.58 19.2 Unknown 0
## 698 Urban 91.45 25.8 Unknown 0
## 699 Rural 89.63 23.2 smokes 0
## 700 Urban 124.06 20.8 never smoked 0
## 701 Rural 99.47 28.4 never smoked 0
## 702 Urban 88.97 30.2 never smoked 0
## 703 Rural 80.93 23.1 never smoked 0
## 704 Urban 102.07 16.7 smokes 0
## 705 Rural 91.69 39.5 Unknown 0
## 706 Urban 63.71 33.8 smokes 0
## 707 Rural 200.49 34.6 smokes 0
## 708 Rural 75.30 25 formerly smoked 0
## 709 Urban 240.71 43.9 formerly smoked 0
## 710 Urban 60.50 27.1 formerly smoked 0
## 711 Rural 131.85 25.9 Unknown 0
## 712 Rural 134.39 22.7 formerly smoked 0
## 713 Urban 56.18 27.1 never smoked 0
## 714 Rural 113.64 25.6 formerly smoked 0
## 715 Rural 156.57 28.4 Unknown 0
## 716 Rural 80.40 57.5 never smoked 0
## 717 Urban 59.26 35.8 smokes 0
## 718 Rural 63.26 19.5 Unknown 0
## 719 Urban 86.24 31.2 never smoked 0
## 720 Urban 197.10 43.6 formerly smoked 0
## 721 Urban 90.90 31.2 formerly smoked 0
## 722 Rural 84.59 23.5 Unknown 0
## 723 Rural 121.80 18.7 Unknown 0
## 724 Rural 77.65 24.4 smokes 0
## 725 Urban 64.41 29.4 smokes 0
## 726 Urban 75.19 37 smokes 0
## 727 Rural 67.97 29.4 smokes 0
## 728 Urban 119.34 38.5 never smoked 0
## 729 Rural 94.92 23.5 never smoked 0
## 730 Rural 107.42 N/A never smoked 0
## 731 Rural 85.02 16.3 Unknown 0
## 732 Urban 103.51 35.9 never smoked 0
## 733 Urban 114.50 35.9 formerly smoked 0
## 734 Urban 70.78 20.3 Unknown 0
## 735 Rural 95.01 32.3 smokes 0
## 736 Urban 84.11 27.9 never smoked 0
## 737 Urban 74.02 22.3 never smoked 0
## 738 Urban 78.49 31.8 smokes 0
## 739 Urban 74.22 29.7 Unknown 0
## 740 Urban 55.34 27.1 smokes 0
## 741 Rural 75.04 24.5 never smoked 0
## 742 Rural 109.73 28.9 never smoked 0
## 743 Urban 95.81 N/A Unknown 0
## 744 Rural 96.78 24.6 smokes 0
## 745 Urban 194.62 31.6 never smoked 0
## 746 Rural 70.02 32.3 never smoked 0
## 747 Urban 222.21 41.1 smokes 0
## 748 Rural 62.41 30 never smoked 0
## 749 Urban 55.83 26.4 never smoked 0
## 750 Rural 65.12 30 never smoked 0
## 751 Rural 73.62 20.8 Unknown 0
## 752 Urban 85.83 44 formerly smoked 0
## 753 Urban 103.86 30.6 Unknown 0
## 754 Urban 60.98 17.2 Unknown 0
## 755 Rural 82.69 29.1 Unknown 0
## 756 Rural 250.20 27.4 Unknown 0
## 757 Rural 128.97 23.5 Unknown 0
## 758 Rural 84.31 31.8 never smoked 0
## 759 Rural 74.80 23.5 never smoked 0
## 760 Urban 97.06 28.5 formerly smoked 0
## 761 Urban 77.54 32.7 Unknown 0
## 762 Rural 92.78 54.2 never smoked 0
## 763 Rural 173.43 25.6 smokes 0
## 764 Urban 79.08 41.2 never smoked 0
## 765 Urban 106.18 27 smokes 0
## 766 Rural 114.21 21.3 never smoked 0
## 767 Rural 91.08 34.3 never smoked 0
## 768 Urban 105.77 29.5 Unknown 0
## 769 Rural 74.88 31.6 smokes 0
## 770 Rural 123.15 26.1 smokes 0
## 771 Rural 184.25 27.5 never smoked 0
## 772 Rural 117.69 26.5 never smoked 0
## 773 Rural 55.26 33.2 Unknown 0
## 774 Urban 106.51 40.2 never smoked 0
## 775 Rural 55.27 32.5 formerly smoked 0
## 776 Urban 98.42 23.4 Unknown 0
## 777 Rural 99.20 32.5 never smoked 0
## 778 Urban 98.92 23.9 formerly smoked 0
## 779 Rural 92.70 29.5 never smoked 0
## 780 Rural 106.70 24 never smoked 0
## 781 Urban 152.81 17.7 Unknown 0
## 782 Urban 82.59 26.2 formerly smoked 0
## 783 Urban 91.00 33.3 never smoked 0
## 784 Urban 93.88 17.4 Unknown 0
## 785 Urban 76.99 29 never smoked 0
## 786 Rural 254.60 21.7 Unknown 0
## 787 Rural 93.99 37.8 formerly smoked 0
## 788 Urban 109.68 41.8 never smoked 0
## 789 Rural 92.04 24.2 never smoked 0
## 790 Rural 111.41 31.1 never smoked 0
## 791 Rural 97.92 23.1 never smoked 0
## 792 Urban 65.61 25.1 Unknown 0
## 793 Urban 62.37 41.3 never smoked 0
## 794 Urban 101.28 22.7 never smoked 0
## 795 Rural 88.31 24 smokes 0
## 796 Rural 103.55 20.5 formerly smoked 0
## 797 Urban 60.26 20.4 never smoked 0
## 798 Urban 79.39 27.6 never smoked 0
## 799 Urban 122.01 27 smokes 0
## 800 Rural 78.09 26.4 Unknown 0
## 801 Urban 89.70 34.9 smokes 0
## 802 Rural 95.10 35 never smoked 0
## 803 Rural 112.64 28.5 formerly smoked 0
## 804 Rural 79.80 32.3 formerly smoked 0
## 805 Urban 82.20 23.9 Unknown 0
## 806 Urban 108.89 52.3 Unknown 0
## 807 Rural 114.32 26.4 never smoked 0
## 808 Rural 116.14 20.9 never smoked 0
## 809 Urban 122.74 23.3 Unknown 0
## 810 Urban 94.04 32.7 never smoked 0
## 811 Rural 86.60 26.5 never smoked 0
## 812 Rural 82.32 27.9 Unknown 0
## 813 Rural 83.83 30.3 never smoked 0
## 814 Urban 106.98 27.6 never smoked 0
## 815 Urban 93.88 14.6 Unknown 0
## 816 Urban 70.53 40.9 smokes 0
## 817 Rural 212.01 28.4 never smoked 0
## 818 Rural 65.88 23.7 Unknown 0
## 819 Rural 106.97 27.9 formerly smoked 0
## 820 Urban 126.35 25.2 never smoked 0
## 821 Urban 129.16 34.4 Unknown 0
## 822 Rural 88.66 36.7 formerly smoked 0
## 823 Rural 112.95 22.2 formerly smoked 0
## 824 Urban 81.59 27.2 never smoked 0
## 825 Rural 76.82 27.3 never smoked 0
## 826 Rural 73.75 27.3 smokes 0
## 827 Urban 91.56 42.2 never smoked 0
## 828 Rural 104.55 26.4 never smoked 0
## 829 Urban 84.84 39.4 Unknown 0
## 830 Rural 86.06 34.8 never smoked 0
## 831 Rural 109.10 20 Unknown 0
## 832 Rural 68.35 34.1 never smoked 0
## 833 Urban 121.04 31.4 Unknown 0
## 834 Rural 160.83 17.8 Unknown 0
## 835 Rural 85.62 46.1 smokes 0
## 836 Urban 74.23 28.1 formerly smoked 0
## 837 Urban 110.76 24.7 formerly smoked 0
## 838 Urban 79.44 22.7 never smoked 0
## 839 Rural 119.52 34.6 never smoked 0
## 840 Rural 90.42 21.4 never smoked 0
## 841 Urban 109.32 27.4 Unknown 0
## 842 Rural 78.16 36.6 never smoked 0
## 843 Rural 79.13 32.9 formerly smoked 0
## 844 Urban 84.06 24.7 never smoked 0
## 845 Rural 89.30 21.4 Unknown 0
## 846 Urban 69.21 33.1 never smoked 0
## 847 Rural 186.45 26.7 never smoked 0
## 848 Urban 58.47 24.4 never smoked 0
## 849 Rural 189.49 25.8 Unknown 0
## 850 Urban 99.60 34.3 formerly smoked 0
## 851 Rural 126.18 18.1 Unknown 0
## 852 Urban 186.32 43.8 smokes 0
## 853 Rural 62.49 26.9 never smoked 0
## 854 Rural 74.51 36.6 never smoked 0
## 855 Urban 94.63 24.9 never smoked 0
## 856 Rural 91.98 27.6 smokes 0
## 857 Rural 56.77 20.9 Unknown 0
## 858 Urban 75.87 30.3 never smoked 0
## 859 Rural 77.19 37.4 smokes 0
## 860 Urban 135.75 35.9 smokes 0
## 861 Rural 100.15 50.3 smokes 0
## 862 Urban 95.08 31.5 never smoked 0
## 863 Urban 125.38 24.4 smokes 0
## 864 Urban 111.71 38.9 formerly smoked 0
## 865 Rural 94.64 28.6 never smoked 0
## 866 Urban 226.70 N/A smokes 0
## 867 Urban 112.96 27.5 never smoked 0
## 868 Rural 183.10 N/A never smoked 0
## 869 Urban 105.36 43.7 Unknown 0
## 870 Urban 84.13 27 never smoked 0
## 871 Rural 102.47 29.3 formerly smoked 0
## 872 Rural 77.04 34.7 never smoked 0
## 873 Rural 83.23 N/A never smoked 0
## 874 Rural 87.01 39.9 never smoked 0
## 875 Rural 56.99 26.7 never smoked 0
## 876 Rural 73.01 24.8 formerly smoked 0
## 877 Urban 106.35 29.7 never smoked 0
## 878 Rural 80.63 15.9 Unknown 0
## 879 Urban 103.61 31.4 never smoked 0
## 880 Urban 91.35 N/A formerly smoked 0
## 881 Urban 194.04 27.8 never smoked 0
## 882 Rural 111.99 35.5 formerly smoked 0
## 883 Rural 57.51 31.7 smokes 0
## 884 Rural 68.49 33.2 never smoked 0
## 885 Urban 60.20 27.7 formerly smoked 0
## 886 Urban 160.00 31.9 formerly smoked 0
## 887 Urban 86.96 25.8 never smoked 0
## 888 Rural 237.15 27.7 never smoked 0
## 889 Rural 99.06 23.4 never smoked 0
## 890 Urban 56.31 24.3 formerly smoked 0
## 891 Urban 84.31 30.3 smokes 0
## 892 Rural 90.92 29.1 never smoked 0
## 893 Rural 104.33 20.1 never smoked 0
## 894 Urban 62.61 21.2 Unknown 0
## 895 Urban 231.19 31.6 formerly smoked 0
## 896 Rural 94.30 41.6 Unknown 0
## 897 Rural 104.48 36.4 smokes 0
## 898 Urban 72.62 30.5 never smoked 0
## 899 Urban 81.64 32.8 Unknown 0
## 900 Rural 90.78 32.3 never smoked 0
## 901 Urban 70.71 30.1 never smoked 0
## 902 Urban 72.36 34.7 smokes 0
## 903 Urban 59.76 29.7 Unknown 0
## 904 Urban 83.76 N/A smokes 0
## 905 Rural 63.64 31.3 formerly smoked 0
## 906 Rural 76.26 35.6 never smoked 0
## 907 Rural 82.06 35.2 formerly smoked 0
## 908 Urban 110.91 27.6 never smoked 0
## 909 Rural 77.16 35.2 smokes 0
## 910 Rural 69.58 28.1 Unknown 0
## 911 Urban 96.26 31.8 Unknown 0
## 912 Rural 87.27 23.3 smokes 0
## 913 Urban 65.36 28.8 formerly smoked 0
## 914 Rural 109.51 19.5 Unknown 0
## 915 Urban 89.03 30 smokes 0
## 916 Urban 91.34 25.5 formerly smoked 0
## 917 Rural 57.82 28.8 formerly smoked 0
## 918 Urban 81.15 40.2 formerly smoked 0
## 919 Rural 115.29 32.9 Unknown 0
## 920 Urban 111.02 22.4 Unknown 0
## 921 Urban 111.61 36.9 smokes 0
## 922 Rural 109.02 19.8 Unknown 0
## 923 Urban 106.51 12.3 Unknown 0
## 924 Rural 207.32 32.4 smokes 0
## 925 Urban 87.11 24.8 never smoked 0
## 926 Urban 61.68 16.4 Unknown 0
## 927 Rural 119.04 35.9 Unknown 0
## 928 Urban 86.05 23 Unknown 0
## 929 Urban 70.03 78 smokes 0
## 930 Urban 207.64 30.5 formerly smoked 0
## 931 Rural 236.84 26.8 never smoked 0
## 932 Urban 78.11 35.3 never smoked 0
## 933 Rural 100.97 27.9 never smoked 0
## 934 Urban 99.21 22.1 never smoked 0
## 935 Urban 113.21 38.3 never smoked 0
## 936 Urban 92.95 41 never smoked 0
## 937 Urban 110.16 N/A never smoked 0
## 938 Rural 142.57 22.8 Unknown 0
## 939 Rural 92.87 30.1 never smoked 0
## 940 Rural 111.48 20.8 Unknown 0
## 941 Urban 123.00 31.7 never smoked 0
## 942 Urban 100.54 30.1 never smoked 0
## 943 Urban 106.68 30.8 never smoked 0
## 944 Urban 86.40 42.6 never smoked 0
## 945 Urban 61.81 37.1 Unknown 0
## 946 Rural 128.28 34.2 never smoked 0
## 947 Rural 204.63 43.4 never smoked 0
## 948 Urban 89.98 18.7 smokes 0
## 949 Urban 232.89 34 smokes 0
## 950 Rural 98.58 23.2 never smoked 0
## 951 Urban 57.94 41.7 Unknown 0
## 952 Rural 123.21 15.1 Unknown 0
## 953 Urban 76.34 20.6 smokes 0
## 954 Rural 92.98 18.9 Unknown 0
## 955 Rural 92.81 26.6 never smoked 0
## 956 Urban 85.16 30.1 smokes 0
## 957 Urban 90.10 32.1 never smoked 0
## 958 Urban 65.15 15.1 Unknown 0
## 959 Urban 104.62 33.5 smokes 0
## 960 Urban 113.25 23.4 never smoked 0
## 961 Urban 59.28 43.2 never smoked 0
## 962 Urban 93.07 19.1 Unknown 0
## 963 Rural 77.42 26.1 Unknown 0
## 964 Rural 73.69 17.3 never smoked 0
## 965 Rural 74.90 32.1 never smoked 0
## 966 Urban 88.27 N/A formerly smoked 0
## 967 Urban 58.39 30.4 never smoked 0
## 968 Rural 102.05 29.9 never smoked 0
## 969 Rural 112.47 32.8 smokes 0
## 970 Rural 72.84 22.7 never smoked 0
## 971 Urban 195.03 28.7 formerly smoked 0
## 972 Urban 170.95 35.2 never smoked 0
## 973 Urban 87.98 22.4 never smoked 0
## 974 Rural 65.81 32.3 Unknown 0
## 975 Urban 124.60 18.6 Unknown 0
## 976 Rural 83.65 42.1 smokes 0
## 977 Rural 88.81 38 formerly smoked 0
## 978 Urban 86.75 22.3 Unknown 0
## 979 Rural 123.36 33.4 never smoked 0
## 980 Rural 89.68 23.2 smokes 0
## 981 Rural 69.87 18 Unknown 0
## 982 Rural 109.22 20.1 never smoked 0
## 983 Rural 157.57 19.2 Unknown 0
## 984 Urban 110.73 28.7 smokes 0
## 985 Urban 99.14 28.1 never smoked 0
## 986 Urban 59.15 22.6 never smoked 0
## 987 Rural 165.11 18 Unknown 0
## 988 Rural 77.44 21.4 formerly smoked 0
## 989 Rural 100.33 27.8 Unknown 0
## 990 Urban 57.93 27.6 Unknown 0
## 991 Rural 148.24 32.2 formerly smoked 0
## 992 Urban 91.96 24.9 Unknown 0
## 993 Rural 72.93 27.1 formerly smoked 0
## 994 Rural 84.27 24.6 Unknown 0
## 995 Rural 124.45 24.6 never smoked 0
## 996 Urban 90.51 18.9 Unknown 0
## 997 Rural 118.87 16.3 Unknown 0
## 998 Rural 56.42 31.8 never smoked 0
## 999 Urban 73.67 21 Unknown 0
## 1000 Rural 89.11 20.1 Unknown 0
## 1001 Rural 74.04 29.1 never smoked 0
## 1002 Urban 145.23 32.3 never smoked 0
## 1003 Rural 100.80 29.4 never smoked 0
## 1004 Urban 85.22 50.2 never smoked 0
## 1005 Rural 72.49 44.9 formerly smoked 0
## 1006 Urban 82.61 28.5 smokes 0
## 1007 Rural 72.07 19.5 Unknown 0
## 1008 Rural 79.85 45 Unknown 0
## 1009 Rural 84.86 22.8 Unknown 0
## 1010 Urban 131.89 25.5 Unknown 0
## 1011 Urban 89.17 31.5 never smoked 0
## 1012 Rural 227.91 31.6 formerly smoked 0
## 1013 Urban 131.77 31 Unknown 0
## 1014 Urban 102.01 29.5 Unknown 0
## 1015 Urban 128.63 23.1 Unknown 0
## 1016 Urban 144.10 30.7 smokes 0
## 1017 Urban 143.15 44.7 formerly smoked 0
## 1018 Rural 116.67 33.5 never smoked 0
## 1019 Rural 85.60 25.9 Unknown 0
## 1020 Urban 142.12 28.3 never smoked 0
## 1021 Urban 100.81 26.8 Unknown 0
## 1022 Urban 69.17 27.8 never smoked 0
## 1023 Rural 58.38 36 never smoked 0
## 1024 Urban 86.34 22.1 never smoked 0
## 1025 Urban 95.44 38.4 never smoked 0
## 1026 Urban 94.78 30.1 Unknown 0
## 1027 Rural 109.59 26.2 formerly smoked 0
## 1028 Rural 79.26 26.6 smokes 0
## 1029 Urban 78.46 32.6 never smoked 0
## 1030 Rural 85.29 27 never smoked 0
## 1031 Rural 156.18 25.3 smokes 0
## 1032 Urban 69.52 31.9 never smoked 0
## 1033 Urban 65.32 18.4 Unknown 0
## 1034 Urban 108.47 30.4 smokes 0
## 1035 Urban 105.63 28.2 smokes 0
## 1036 Urban 77.93 35.7 formerly smoked 0
## 1037 Urban 95.20 35 never smoked 0
## 1038 Rural 78.52 27.2 never smoked 0
## 1039 Urban 114.89 23 never smoked 0
## 1040 Rural 95.43 25 Unknown 0
## 1041 Rural 84.08 24.5 Unknown 0
## 1042 Rural 110.55 30.9 smokes 0
## 1043 Urban 82.21 26 never smoked 0
## 1044 Urban 82.38 27.2 formerly smoked 0
## 1045 Urban 93.89 30.4 never smoked 0
## 1046 Rural 75.08 21.7 Unknown 0
## 1047 Urban 76.72 29.1 Unknown 0
## 1048 Rural 84.93 17.6 Unknown 0
## 1049 Urban 76.50 29.2 formerly smoked 0
## 1050 Urban 65.47 28.1 never smoked 0
## 1051 Urban 99.16 26.6 smokes 0
## 1052 Rural 63.53 26.9 never smoked 0
## 1053 Rural 78.65 36.2 formerly smoked 0
## 1054 Urban 63.78 25.9 never smoked 0
## 1055 Urban 77.52 40.9 formerly smoked 0
## 1056 Rural 111.64 31.5 never smoked 0
## 1057 Urban 97.84 23.3 Unknown 0
## 1058 Urban 113.01 37.6 never smoked 0
## 1059 Urban 56.48 39.8 never smoked 0
## 1060 Rural 204.50 35.1 formerly smoked 0
## 1061 Rural 96.02 21.9 never smoked 0
## 1062 Rural 206.25 53.4 formerly smoked 0
## 1063 Rural 115.52 34.4 Unknown 0
## 1064 Rural 60.69 24 smokes 0
## 1065 Urban 93.67 29.3 Unknown 0
## 1066 Urban 67.79 26 formerly smoked 0
## 1067 Rural 56.07 31.3 never smoked 0
## 1068 Rural 254.63 31 never smoked 0
## 1069 Rural 96.63 26.5 Unknown 0
## 1070 Rural 84.30 16 Unknown 0
## 1071 Rural 246.34 21.1 never smoked 0
## 1072 Rural 195.16 42.2 Unknown 0
## 1073 Rural 93.34 27.7 never smoked 0
## 1074 Urban 162.30 23.6 never smoked 0
## 1075 Urban 106.40 18.3 Unknown 0
## 1076 Urban 110.25 44.3 never smoked 0
## 1077 Rural 69.70 27.3 never smoked 0
## 1078 Urban 87.03 55.2 formerly smoked 0
## 1079 Urban 112.98 44.7 never smoked 0
## 1080 Rural 82.47 33.1 smokes 0
## 1081 Urban 75.88 30 never smoked 0
## 1082 Urban 84.63 40.1 Unknown 0
## 1083 Rural 109.56 23.1 never smoked 0
## 1084 Rural 89.45 30.3 formerly smoked 0
## 1085 Rural 91.65 30.5 never smoked 0
## 1086 Urban 121.14 22.8 never smoked 0
## 1087 Rural 87.77 42 Unknown 0
## 1088 Rural 106.56 29.9 never smoked 0
## 1089 Rural 93.88 24 formerly smoked 0
## 1090 Rural 153.76 36.7 Unknown 0
## 1091 Urban 88.65 22.2 never smoked 0
## 1092 Urban 111.22 25.5 Unknown 0
## 1093 Urban 223.68 34.3 formerly smoked 0
## 1094 Rural 55.86 16 Unknown 0
## 1095 Rural 63.73 25.6 smokes 0
## 1096 Rural 103.94 23.3 never smoked 0
## 1097 Rural 92.49 41.6 Unknown 0
## 1098 Urban 229.20 35.6 formerly smoked 0
## 1099 Rural 75.06 22 Unknown 0
## 1100 Urban 85.57 26.8 Unknown 0
## 1101 Urban 68.61 31.9 never smoked 0
## 1102 Urban 56.30 19.7 Unknown 0
## 1103 Rural 193.22 N/A smokes 0
## 1104 Urban 65.98 31.1 Unknown 0
## 1105 Rural 204.57 34.4 Unknown 0
## 1106 Urban 64.99 33.2 never smoked 0
## 1107 Rural 66.12 N/A never smoked 0
## 1108 Urban 73.40 21.6 never smoked 0
## 1109 Urban 82.83 25.4 Unknown 0
## 1110 Urban 93.55 41.6 never smoked 0
## 1111 Rural 90.40 33.1 formerly smoked 0
## 1112 Rural 98.10 21.8 never smoked 0
## 1113 Rural 142.02 30 Unknown 0
## 1114 Rural 251.46 35.2 smokes 0
## 1115 Rural 89.96 35.6 never smoked 0
## 1116 Urban 71.73 N/A Unknown 0
## 1117 Urban 82.44 27.8 smokes 0
## 1118 Urban 80.85 29.3 formerly smoked 0
## 1119 Rural 220.52 37.2 smokes 0
## 1120 Urban 86.73 26.1 Unknown 0
## 1121 Urban 76.93 21.6 never smoked 0
## 1122 Urban 113.10 22.7 never smoked 0
## 1123 Rural 96.84 30.2 formerly smoked 0
## 1124 Urban 100.91 18 Unknown 0
## 1125 Urban 116.50 27.8 Unknown 0
## 1126 Rural 57.26 23.5 never smoked 0
## 1127 Urban 129.31 41.2 Unknown 0
## 1128 Rural 56.47 22.7 never smoked 0
## 1129 Urban 86.06 29.2 formerly smoked 0
## 1130 Rural 86.97 42.2 never smoked 0
## 1131 Urban 78.78 24 formerly smoked 0
## 1132 Rural 195.04 45.5 never smoked 0
## 1133 Rural 103.25 19.4 Unknown 0
## 1134 Rural 134.59 28.2 smokes 0
## 1135 Rural 93.74 20.1 Unknown 0
## 1136 Urban 90.66 27.2 Unknown 0
## 1137 Urban 91.68 26.5 Unknown 0
## 1138 Urban 75.79 17.6 Unknown 0
## 1139 Urban 91.68 42.8 formerly smoked 0
## 1140 Rural 106.68 29.3 never smoked 0
## 1141 Rural 82.31 21.3 never smoked 0
## 1142 Rural 90.06 29.8 Unknown 0
## 1143 Rural 65.47 24.1 smokes 0
## 1144 Rural 58.03 35.2 Unknown 0
## 1145 Rural 83.09 18.8 never smoked 0
## 1146 Urban 88.60 17.4 Unknown 0
## 1147 Urban 63.18 31.5 Unknown 0
## 1148 Rural 78.42 29.9 never smoked 0
## 1149 Urban 65.08 27.3 formerly smoked 0
## 1150 Urban 79.47 28.1 never smoked 0
## 1151 Rural 95.52 28.9 never smoked 0
## 1152 Urban 73.00 25.2 smokes 0
## 1153 Rural 138.07 24.3 never smoked 0
## 1154 Rural 86.99 37.9 never smoked 0
## 1155 Urban 112.07 28.2 never smoked 0
## 1156 Rural 105.76 18.4 Unknown 0
## 1157 Urban 55.67 23.1 smokes 0
## 1158 Urban 90.55 39.4 formerly smoked 0
## 1159 Rural 218.65 29.5 never smoked 0
## 1160 Rural 111.21 18.3 Unknown 0
## 1161 Urban 83.56 28.7 smokes 0
## 1162 Urban 116.76 32.9 formerly smoked 0
## 1163 Rural 83.50 26.7 Unknown 0
## 1164 Urban 69.30 20.1 never smoked 0
## 1165 Urban 67.55 17.6 formerly smoked 0
## 1166 Rural 80.28 43.7 never smoked 0
## 1167 Urban 211.49 41.1 Unknown 0
## 1168 Urban 67.96 26.8 Unknown 0
## 1169 Urban 99.29 31.2 never smoked 0
## 1170 Rural 140.52 27.4 never smoked 0
## 1171 Rural 75.62 25.1 smokes 0
## 1172 Rural 120.06 33 never smoked 0
## 1173 Rural 117.45 30.7 smokes 0
## 1174 Rural 224.71 42.9 never smoked 0
## 1175 Rural 122.75 14.3 Unknown 0
## 1176 Urban 82.39 33.2 never smoked 0
## 1177 Rural 57.02 43 formerly smoked 0
## 1178 Urban 115.98 22.3 never smoked 0
## 1179 Rural 226.11 32.8 formerly smoked 0
## 1180 Rural 97.59 30.5 smokes 0
## 1181 Rural 82.57 36 formerly smoked 0
## 1182 Urban 79.34 26.5 formerly smoked 0
## 1183 Rural 125.68 20.1 Unknown 0
## 1184 Rural 102.06 N/A Unknown 0
## 1185 Urban 65.59 28.1 never smoked 0
## 1186 Urban 120.85 16.2 Unknown 0
## 1187 Urban 101.65 30 never smoked 0
## 1188 Urban 210.94 31.3 never smoked 0
## 1189 Rural 77.92 26.7 never smoked 0
## 1190 Rural 230.68 37.7 Unknown 0
## 1191 Urban 62.68 35.8 never smoked 0
## 1192 Urban 55.22 27 never smoked 0
## 1193 Rural 78.94 20.7 never smoked 0
## 1194 Rural 109.69 22.2 smokes 0
## 1195 Urban 79.63 N/A Unknown 0
## 1196 Rural 79.33 41.5 never smoked 0
## 1197 Urban 79.91 33.5 never smoked 0
## 1198 Rural 84.46 21.8 Unknown 0
## 1199 Urban 68.40 22.1 formerly smoked 0
## 1200 Rural 78.43 30.2 smokes 0
## 1201 Urban 198.02 38.7 Unknown 0
## 1202 Urban 85.35 32.1 smokes 0
## 1203 Rural 204.17 41.3 formerly smoked 0
## 1204 Urban 82.71 20.1 formerly smoked 0
## 1205 Urban 121.19 22.1 never smoked 0
## 1206 Rural 106.02 24.9 smokes 0
## 1207 Urban 66.36 23 Unknown 0
## 1208 Urban 267.76 29.3 formerly smoked 0
## 1209 Rural 107.18 22.8 never smoked 0
## 1210 Rural 74.58 31.6 Unknown 0
## 1211 Urban 80.92 19.4 Unknown 0
## 1212 Rural 90.77 22.5 never smoked 0
## 1213 Rural 90.84 31.6 never smoked 0
## 1214 Rural 59.20 29.1 Unknown 0
## 1215 Rural 217.71 N/A formerly smoked 0
## 1216 Urban 133.76 43.4 smokes 0
## 1217 Urban 61.36 26.5 formerly smoked 0
## 1218 Rural 118.62 29.7 Unknown 0
## 1219 Rural 77.91 21.8 Unknown 0
## 1220 Urban 68.98 23.4 formerly smoked 0
## 1221 Rural 112.08 23 never smoked 0
## 1222 Urban 96.20 21.5 never smoked 0
## 1223 Rural 93.11 14.6 Unknown 0
## 1224 Rural 115.54 28.5 Unknown 0
## 1225 Urban 88.57 29 smokes 0
## 1226 Urban 180.76 26.9 Unknown 0
## 1227 Urban 83.12 29.6 formerly smoked 0
## 1228 Urban 94.89 28.5 never smoked 0
## 1229 Rural 239.52 25.5 never smoked 0
## 1230 Rural 99.15 30.5 formerly smoked 0
## 1231 Urban 124.16 23 never smoked 0
## 1232 Rural 86.38 22.8 Unknown 0
## 1233 Rural 93.68 31.4 never smoked 0
## 1234 Rural 229.86 35.2 smokes 0
## 1235 Rural 78.73 23.3 never smoked 0
## 1236 Rural 115.92 N/A formerly smoked 0
## 1237 Rural 93.71 31.2 formerly smoked 0
## 1238 Rural 76.66 24.8 never smoked 0
## 1239 Rural 112.38 25.8 Unknown 0
## 1240 Rural 89.30 48.4 smokes 0
## 1241 Rural 103.44 43.1 formerly smoked 0
## 1242 Rural 79.69 N/A formerly smoked 0
## 1243 Rural 61.61 27.8 never smoked 0
## 1244 Rural 94.12 21.4 Unknown 0
## 1245 Urban 62.40 22.1 Unknown 0
## 1246 Urban 210.96 31.8 never smoked 0
## 1247 Urban 76.25 20.1 Unknown 0
## 1248 Urban 103.48 29.1 smokes 0
## 1249 Urban 96.42 22.6 Unknown 0
## 1250 Rural 78.59 25.1 Unknown 0
## 1251 Rural 195.25 33.3 never smoked 0
## 1252 Rural 103.76 15.9 Unknown 0
## 1253 Rural 68.52 20.8 Unknown 0
## 1254 Urban 92.17 19.5 Unknown 0
## 1255 Rural 81.02 39 never smoked 0
## 1256 Rural 94.33 23.1 never smoked 0
## 1257 Rural 78.43 18.8 never smoked 0
## 1258 Rural 217.39 50.6 Unknown 0
## 1259 Urban 82.77 36.3 Unknown 0
## 1260 Rural 88.13 32.8 never smoked 0
## 1261 Urban 102.77 35.8 smokes 0
## 1262 Rural 101.75 26.7 smokes 0
## 1263 Rural 113.34 26.3 formerly smoked 0
## 1264 Urban 63.33 26.5 smokes 0
## 1265 Urban 69.34 43.7 never smoked 0
## 1266 Rural 118.81 24.7 Unknown 0
## 1267 Urban 66.13 46.2 never smoked 0
## 1268 Urban 67.53 49.5 formerly smoked 0
## 1269 Urban 96.58 43.3 never smoked 0
## 1270 Urban 57.89 30.9 formerly smoked 0
## 1271 Rural 78.38 38.7 Unknown 0
## 1272 Urban 94.15 28.6 never smoked 0
## 1273 Urban 89.53 30.2 Unknown 0
## 1274 Urban 127.75 30.5 never smoked 0
## 1275 Rural 76.79 33.9 Unknown 0
## 1276 Rural 141.15 28.6 never smoked 0
## 1277 Urban 88.63 24.5 never smoked 0
## 1278 Urban 201.25 N/A Unknown 0
## 1279 Urban 130.15 17.2 Unknown 0
## 1280 Urban 108.03 27.2 never smoked 0
## 1281 Rural 104.07 19.3 formerly smoked 0
## 1282 Urban 88.83 18.5 Unknown 0
## 1283 Rural 197.79 32 Unknown 0
## 1284 Urban 150.45 44.5 formerly smoked 0
## 1285 Rural 100.39 37 never smoked 0
## 1286 Rural 79.92 30.8 formerly smoked 0
## 1287 Urban 96.79 24.7 Unknown 0
## 1288 Rural 86.84 18.3 Unknown 0
## 1289 Rural 61.27 44 Unknown 0
## 1290 Rural 72.61 27.6 never smoked 0
## 1291 Rural 82.41 45.4 smokes 0
## 1292 Urban 74.72 28.5 never smoked 0
## 1293 Rural 57.37 17.6 Unknown 0
## 1294 Rural 73.72 N/A smokes 0
## 1295 Urban 88.34 27.5 never smoked 0
## 1296 Rural 101.34 32.8 never smoked 0
## 1297 Rural 119.01 29.5 never smoked 0
## 1298 Rural 71.98 36.4 never smoked 0
## 1299 Urban 84.91 26.1 Unknown 0
## 1300 Rural 91.63 35.3 Unknown 0
## 1301 Urban 214.77 N/A Unknown 0
## 1302 Rural 145.71 18.1 Unknown 0
## 1303 Rural 167.31 27.1 never smoked 0
## 1304 Urban 63.65 23 Unknown 0
## 1305 Rural 79.63 55 Unknown 0
## 1306 Rural 87.49 26.6 never smoked 0
## 1307 Rural 98.74 N/A never smoked 0
## 1308 Rural 92.82 24.1 never smoked 0
## 1309 Urban 72.20 30.3 formerly smoked 0
## 1310 Rural 181.23 32.2 formerly smoked 0
## 1311 Urban 63.37 26.5 never smoked 0
## 1312 Urban 74.82 30.6 never smoked 0
## 1313 Rural 97.60 25.8 Unknown 0
## 1314 Rural 93.04 41.9 smokes 0
## 1315 Rural 97.12 29.2 never smoked 0
## 1316 Rural 82.81 44.3 never smoked 0
## 1317 Urban 134.45 29.1 never smoked 0
## 1318 Rural 98.67 17.5 Unknown 0
## 1319 Urban 85.82 31.9 never smoked 0
## 1320 Rural 189.45 32.2 never smoked 0
## 1321 Rural 144.16 26 smokes 0
## 1322 Rural 82.56 25.4 formerly smoked 0
## 1323 Urban 206.40 54.8 never smoked 0
## 1324 Urban 67.97 27.9 never smoked 0
## 1325 Urban 84.86 N/A Unknown 0
## 1326 Urban 71.70 32.8 never smoked 0
## 1327 Urban 72.02 34 formerly smoked 0
## 1328 Urban 61.81 25.5 Unknown 0
## 1329 Urban 103.09 35.6 Unknown 0
## 1330 Urban 73.75 28.3 never smoked 0
## 1331 Rural 156.70 36.9 never smoked 0
## 1332 Urban 70.87 22.1 formerly smoked 0
## 1333 Rural 138.47 31.5 never smoked 0
## 1334 Rural 64.66 26.7 formerly smoked 0
## 1335 Rural 91.88 24.9 formerly smoked 0
## 1336 Rural 74.79 32.4 never smoked 0
## 1337 Rural 78.18 32.2 never smoked 0
## 1338 Rural 77.82 30.3 Unknown 0
## 1339 Rural 112.23 28.7 never smoked 0
## 1340 Urban 178.76 24.1 never smoked 0
## 1341 Rural 121.43 25.3 never smoked 0
## 1342 Rural 94.22 24.8 never smoked 0
## 1343 Rural 67.27 N/A formerly smoked 0
## 1344 Rural 197.58 34.8 formerly smoked 0
## 1345 Rural 86.37 39.2 smokes 0
## 1346 Urban 112.09 24.7 smokes 0
## 1347 Urban 199.96 28.6 never smoked 0
## 1348 Urban 85.33 27.7 never smoked 0
## 1349 Rural 86.33 33.1 never smoked 0
## 1350 Urban 80.47 27.3 smokes 0
## 1351 Urban 62.46 20.3 formerly smoked 0
## 1352 Rural 78.85 33.9 never smoked 0
## 1353 Rural 72.09 N/A smokes 0
## 1354 Rural 103.81 28.3 never smoked 0
## 1355 Urban 78.04 32.4 smokes 0
## 1356 Rural 94.67 19.7 Unknown 0
## 1357 Rural 62.25 33.7 never smoked 0
## 1358 Urban 155.17 35.5 never smoked 0
## 1359 Urban 83.28 20 Unknown 0
## 1360 Urban 132.41 16.3 Unknown 0
## 1361 Rural 62.78 36.4 Unknown 0
## 1362 Urban 89.96 28.1 Unknown 0
## 1363 Rural 103.25 26.9 formerly smoked 0
## 1364 Rural 126.99 29.4 formerly smoked 0
## 1365 Rural 102.27 17.2 never smoked 0
## 1366 Rural 113.63 26.5 Unknown 0
## 1367 Urban 86.09 19.5 Unknown 0
## 1368 Rural 108.08 30.6 formerly smoked 0
## 1369 Urban 108.34 31.9 never smoked 0
## 1370 Rural 56.07 26.6 never smoked 0
## 1371 Urban 82.91 19.9 Unknown 0
## 1372 Urban 94.75 18 Unknown 0
## 1373 Rural 101.79 26.7 Unknown 0
## 1374 Rural 88.41 25.3 formerly smoked 0
## 1375 Urban 101.05 31.4 Unknown 0
## 1376 Urban 85.07 21.1 never smoked 0
## 1377 Rural 108.10 17.9 never smoked 0
## 1378 Rural 93.17 27.5 smokes 0
## 1379 Urban 158.89 37.6 smokes 0
## 1380 Rural 205.77 24.1 never smoked 0
## 1381 Urban 112.34 18.1 Unknown 0
## 1382 Urban 119.03 31 never smoked 0
## 1383 Urban 237.21 26.6 smokes 0
## 1384 Urban 89.68 38.7 never smoked 0
## 1385 Rural 246.53 27.2 formerly smoked 0
## 1386 Urban 89.05 27.8 formerly smoked 0
## 1387 Rural 81.74 28.3 Unknown 0
## 1388 Rural 98.12 27.5 never smoked 0
## 1389 Rural 105.59 43.3 smokes 0
## 1390 Rural 86.00 20.1 formerly smoked 0
## 1391 Urban 65.51 25.9 Unknown 0
## 1392 Urban 61.78 25.8 Unknown 0
## 1393 Rural 109.56 16.4 Unknown 0
## 1394 Urban 65.82 29.4 never smoked 0
## 1395 Urban 90.16 28.9 smokes 0
## 1396 Urban 64.45 26.7 never smoked 0
## 1397 Urban 91.85 27.8 never smoked 0
## 1398 Rural 97.89 38.7 formerly smoked 0
## 1399 Rural 206.33 26.8 never smoked 0
## 1400 Rural 74.29 36.1 never smoked 0
## 1401 Rural 107.40 26.7 smokes 0
## 1402 Urban 87.72 27 Unknown 0
## 1403 Rural 85.99 21.2 Unknown 0
## 1404 Urban 100.84 21 never smoked 0
## 1405 Urban 124.61 37.4 Unknown 0
## 1406 Urban 86.55 26.5 Unknown 0
## 1407 Rural 90.42 28.9 Unknown 0
## 1408 Rural 100.85 29.5 smokes 0
## 1409 Urban 87.74 17.7 Unknown 0
## 1410 Rural 80.15 34.9 formerly smoked 0
## 1411 Urban 107.29 28.1 never smoked 0
## 1412 Urban 206.98 36.8 smokes 0
## 1413 Rural 227.28 33.3 never smoked 0
## 1414 Rural 80.43 29.2 Unknown 0
## 1415 Urban 228.70 34 Unknown 0
## 1416 Urban 120.07 33.9 smokes 0
## 1417 Rural 93.47 28.7 never smoked 0
## 1418 Urban 80.77 21.1 never smoked 0
## 1419 Rural 150.27 38.2 smokes 0
## 1420 Urban 81.94 27.7 smokes 0
## 1421 Urban 70.75 35.8 Unknown 0
## 1422 Urban 83.83 27.1 Unknown 0
## 1423 Urban 73.66 20.5 never smoked 0
## 1424 Urban 102.37 35.6 never smoked 0
## 1425 Rural 77.83 15.6 Unknown 0
## 1426 Urban 70.01 43 Unknown 0
## 1427 Rural 119.88 17.8 Unknown 0
## 1428 Rural 78.29 N/A smokes 0
## 1429 Rural 169.97 25.8 never smoked 0
## 1430 Rural 123.79 20.5 Unknown 0
## 1431 Urban 80.98 19.9 Unknown 0
## 1432 Rural 84.21 24.4 never smoked 0
## 1433 Urban 101.31 18.3 Unknown 0
## 1434 Urban 86.26 35.1 formerly smoked 0
## 1435 Urban 92.86 35.1 formerly smoked 0
## 1436 Urban 140.28 37.1 formerly smoked 0
## 1437 Rural 244.28 29.4 formerly smoked 0
## 1438 Urban 124.16 31.7 never smoked 0
## 1439 Rural 93.55 31.4 never smoked 0
## 1440 Urban 99.34 33.1 never smoked 0
## 1441 Urban 59.87 28.5 smokes 0
## 1442 Rural 72.76 24 formerly smoked 0
## 1443 Rural 68.34 18 Unknown 0
## 1444 Urban 61.10 27.6 smokes 0
## 1445 Rural 120.77 16.9 never smoked 0
## 1446 Rural 60.39 16.4 Unknown 0
## 1447 Urban 126.34 35.1 never smoked 0
## 1448 Rural 93.24 28.8 never smoked 0
## 1449 Rural 154.75 17.6 never smoked 0
## 1450 Rural 62.81 21.3 never smoked 0
## 1451 Rural 65.96 19.7 Unknown 0
## 1452 Rural 79.53 37.3 never smoked 0
## 1453 Rural 96.85 35.5 never smoked 0
## 1454 Urban 251.99 25.5 never smoked 0
## 1455 Rural 115.13 30 smokes 0
## 1456 Urban 102.30 21.9 Unknown 0
## 1457 Urban 78.99 45.5 never smoked 0
## 1458 Rural 191.79 N/A smokes 0
## 1459 Rural 68.80 34.9 never smoked 0
## 1460 Rural 83.84 19.3 formerly smoked 0
## 1461 Urban 94.66 32.1 formerly smoked 0
## 1462 Rural 107.98 26.9 never smoked 0
## 1463 Rural 61.01 32.5 Unknown 0
## 1464 Urban 135.64 19.5 never smoked 0
## 1465 Urban 92.65 31.7 never smoked 0
## 1466 Rural 121.11 21 Unknown 0
## 1467 Rural 163.56 N/A formerly smoked 0
## 1468 Urban 107.69 20.3 Unknown 0
## 1469 Rural 216.88 N/A smokes 0
## 1470 Rural 70.15 21.5 Unknown 0
## 1471 Urban 83.02 40.4 Unknown 0
## 1472 Urban 87.94 N/A Unknown 0
## 1473 Urban 222.29 30.1 never smoked 0
## 1474 Urban 139.43 40.2 formerly smoked 0
## 1475 Urban 213.11 34.7 never smoked 0
## 1476 Rural 77.23 25.9 smokes 0
## 1477 Urban 58.48 23.7 never smoked 0
## 1478 Rural 87.33 34.3 never smoked 0
## 1479 Rural 102.34 34.3 never smoked 0
## 1480 Rural 151.30 26.3 never smoked 0
## 1481 Urban 144.23 22.1 formerly smoked 0
## 1482 Rural 110.60 33.3 formerly smoked 0
## 1483 Urban 80.28 37.3 never smoked 0
## 1484 Rural 111.02 20.5 Unknown 0
## 1485 Rural 114.88 19.1 Unknown 0
## 1486 Urban 227.51 34.7 formerly smoked 0
## 1487 Urban 111.65 16.3 Unknown 0
## 1488 Urban 201.01 28 never smoked 0
## 1489 Urban 129.01 17.2 Unknown 0
## 1490 Rural 124.08 41.1 Unknown 0
## 1491 Rural 107.91 25 Unknown 0
## 1492 Rural 95.40 27.5 never smoked 0
## 1493 Rural 65.90 21.5 never smoked 0
## 1494 Urban 78.98 15.1 Unknown 0
## 1495 Rural 111.33 29.6 formerly smoked 0
## 1496 Rural 104.36 30.2 never smoked 0
## 1497 Urban 123.87 34.9 Unknown 0
## 1498 Rural 210.00 30.7 formerly smoked 0
## 1499 Rural 86.86 36.5 Unknown 0
## 1500 Rural 113.96 21.5 Unknown 0
## 1501 Rural 81.28 33.2 smokes 0
## 1502 Rural 102.50 50.2 never smoked 0
## 1503 Rural 78.05 22.3 never smoked 0
## 1504 Urban 237.58 N/A formerly smoked 0
## 1505 Urban 86.07 27.3 Unknown 0
## 1506 Rural 59.05 28.3 formerly smoked 0
## 1507 Rural 95.88 31.9 Unknown 0
## 1508 Rural 70.18 24.9 Unknown 0
## 1509 Rural 111.13 32.7 formerly smoked 0
## 1510 Urban 79.30 26.4 Unknown 0
## 1511 Urban 65.84 24.8 smokes 0
## 1512 Rural 123.49 30.7 smokes 0
## 1513 Rural 207.45 25.4 smokes 0
## 1514 Rural 143.45 32 smokes 0
## 1515 Rural 89.11 24.4 never smoked 0
## 1516 Rural 58.30 20.4 never smoked 0
## 1517 Urban 78.68 29.5 never smoked 0
## 1518 Urban 98.91 24.4 never smoked 0
## 1519 Rural 67.92 22.8 smokes 0
## 1520 Rural 73.00 20 never smoked 0
## 1521 Rural 97.50 36.3 formerly smoked 0
## 1522 Urban 108.43 32.8 smokes 0
## 1523 Urban 90.43 34.4 formerly smoked 0
## 1524 Urban 76.30 30.5 never smoked 0
## 1525 Rural 121.27 29.7 smokes 0
## 1526 Urban 119.67 36.9 Unknown 0
## 1527 Urban 226.93 34.2 smokes 0
## 1528 Rural 76.11 37 Unknown 0
## 1529 Urban 93.23 N/A smokes 0
## 1530 Urban 253.16 47.5 Unknown 0
## 1531 Urban 101.02 24.2 smokes 0
## 1532 Rural 238.53 30.6 never smoked 0
## 1533 Rural 79.18 52.8 formerly smoked 0
## 1534 Urban 207.79 38.6 never smoked 0
## 1535 Rural 196.20 32.8 never smoked 0
## 1536 Urban 231.76 42.9 never smoked 0
## 1537 Rural 93.30 25.9 Unknown 0
## 1538 Urban 110.47 24.7 smokes 0
## 1539 Rural 77.52 35.8 never smoked 0
## 1540 Urban 91.23 N/A smokes 0
## 1541 Rural 216.92 31.2 Unknown 0
## 1542 Urban 157.01 26.1 smokes 0
## 1543 Urban 93.51 30.8 never smoked 0
## 1544 Rural 102.54 40.5 never smoked 0
## 1545 Rural 87.78 25.2 formerly smoked 0
## 1546 Urban 126.67 28.7 smokes 0
## 1547 Rural 93.60 N/A never smoked 0
## 1548 Rural 194.98 30.4 Unknown 0
## 1549 Rural 99.96 15.2 Unknown 0
## 1550 Urban 58.87 36.6 never smoked 0
## 1551 Urban 77.67 34.5 Unknown 0
## 1552 Urban 83.14 23.7 never smoked 0
## 1553 Urban 69.18 35.7 smokes 0
## 1554 Rural 218.54 38.9 smokes 0
## 1555 Urban 71.22 40 never smoked 0
## 1556 Urban 82.41 18.4 Unknown 0
## 1557 Rural 82.07 29 never smoked 0
## 1558 Urban 73.00 20.6 never smoked 0
## 1559 Rural 127.25 28.2 Unknown 0
## 1560 Rural 72.63 66.8 Unknown 0
## 1561 Rural 108.20 26.2 never smoked 0
## 1562 Urban 123.95 34.8 formerly smoked 0
## 1563 Urban 58.71 34.5 never smoked 0
## 1564 Rural 98.46 30.6 never smoked 0
## 1565 Rural 68.78 55.1 formerly smoked 0
## 1566 Rural 133.63 18.8 Unknown 0
## 1567 Rural 101.43 29.1 Unknown 0
## 1568 Rural 65.30 22.1 smokes 0
## 1569 Urban 72.49 28.9 smokes 0
## 1570 Urban 65.49 34.7 Unknown 0
## 1571 Urban 63.40 20.3 smokes 0
## 1572 Rural 105.29 25.1 formerly smoked 0
## 1573 Urban 64.08 18.2 Unknown 0
## 1574 Urban 78.34 25.5 never smoked 0
## 1575 Rural 66.32 34.4 formerly smoked 0
## 1576 Rural 168.15 48.5 never smoked 0
## 1577 Rural 93.48 25.2 formerly smoked 0
## 1578 Urban 79.20 32.5 never smoked 0
## 1579 Rural 107.45 42.1 formerly smoked 0
## 1580 Rural 83.86 19.5 never smoked 0
## 1581 Rural 119.96 27.7 never smoked 0
## 1582 Rural 70.58 25.1 never smoked 0
## 1583 Rural 87.70 29.6 never smoked 0
## 1584 Urban 65.29 32.9 never smoked 0
## 1585 Urban 97.14 55.9 never smoked 0
## 1586 Urban 110.68 25.1 formerly smoked 0
## 1587 Urban 91.93 24.7 smokes 0
## 1588 Urban 88.54 17.5 Unknown 0
## 1589 Urban 183.00 20.8 Unknown 0
## 1590 Rural 115.93 23.3 never smoked 0
## 1591 Urban 99.13 22.8 Unknown 0
## 1592 Rural 69.24 26.6 never smoked 0
## 1593 Rural 102.28 25.5 never smoked 0
## 1594 Urban 71.31 25.8 never smoked 0
## 1595 Rural 89.75 25.4 never smoked 0
## 1596 Urban 87.66 57.3 never smoked 0
## 1597 Rural 237.17 N/A Unknown 0
## 1598 Urban 81.11 20.2 Unknown 0
## 1599 Urban 178.33 27.7 never smoked 0
## 1600 Rural 81.38 23.1 Unknown 0
## 1601 Urban 109.56 14.3 Unknown 0
## 1602 Rural 70.45 23.3 smokes 0
## 1603 Rural 73.44 23.4 Unknown 0
## 1604 Urban 146.44 22.8 formerly smoked 0
## 1605 Urban 65.04 30.9 never smoked 0
## 1606 Rural 151.25 28.4 Unknown 0
## 1607 Rural 106.41 41.9 smokes 0
## 1608 Urban 197.09 34.3 Unknown 0
## 1609 Urban 93.58 25.1 smokes 0
## 1610 Rural 122.04 10.3 Unknown 0
## 1611 Rural 80.06 31.8 Unknown 0
## 1612 Urban 84.93 31.8 Unknown 0
## 1613 Urban 68.40 23 never smoked 0
## 1614 Urban 62.99 25.4 formerly smoked 0
## 1615 Urban 139.67 14.1 Unknown 0
## 1616 Urban 113.40 35.1 smokes 0
## 1617 Urban 101.92 26.9 Unknown 0
## 1618 Urban 65.98 33 formerly smoked 0
## 1619 Urban 84.30 22.1 Unknown 0
## 1620 Urban 61.42 20.8 Unknown 0
## 1621 Rural 85.52 30 never smoked 0
## 1622 Urban 83.79 44 Unknown 0
## 1623 Urban 73.83 16.6 Unknown 0
## 1624 Rural 69.38 28.4 never smoked 0
## 1625 Urban 66.11 26.3 never smoked 0
## 1626 Urban 149.62 39.4 formerly smoked 0
## 1627 Urban 242.84 15.7 smokes 0
## 1628 Urban 202.66 34.1 smokes 0
## 1629 Rural 216.90 29.8 formerly smoked 0
## 1630 Urban 103.78 23.6 Unknown 0
## 1631 Rural 114.88 18.3 formerly smoked 0
## 1632 Urban 75.94 28.3 never smoked 0
## 1633 Rural 55.51 18.5 Unknown 0
## 1634 Rural 93.74 18.4 Unknown 0
## 1635 Urban 71.44 24.1 smokes 0
## 1636 Urban 58.29 25.5 formerly smoked 0
## 1637 Urban 115.83 25.3 never smoked 0
## 1638 Urban 102.71 39.9 formerly smoked 0
## 1639 Urban 99.69 28.8 smokes 0
## 1640 Rural 102.89 37.2 formerly smoked 0
## 1641 Urban 79.05 N/A Unknown 0
## 1642 Rural 56.63 49.8 never smoked 0
## 1643 Rural 87.34 34.3 formerly smoked 0
## 1644 Rural 109.51 29 never smoked 0
## 1645 Urban 81.43 N/A formerly smoked 0
## 1646 Urban 78.59 37.2 never smoked 0
## 1647 Urban 101.22 N/A formerly smoked 0
## 1648 Urban 78.26 19.4 Unknown 0
## 1649 Rural 105.47 26.2 never smoked 0
## 1650 Urban 68.19 21.1 never smoked 0
## 1651 Urban 210.00 N/A never smoked 0
## 1652 Rural 114.47 31.6 smokes 0
## 1653 Urban 66.85 29.3 Unknown 0
## 1654 Rural 94.71 28.4 smokes 0
## 1655 Urban 208.05 35.3 smokes 0
## 1656 Rural 222.60 40.1 smokes 0
## 1657 Urban 80.81 39 formerly smoked 0
## 1658 Rural 64.51 31.5 never smoked 0
## 1659 Urban 151.56 28.5 Unknown 0
## 1660 Urban 199.14 28.5 never smoked 0
## 1661 Rural 73.41 56 smokes 0
## 1662 Urban 109.65 28.6 formerly smoked 0
## 1663 Rural 69.11 35.2 never smoked 0
## 1664 Urban 114.41 32.5 never smoked 0
## 1665 Urban 103.46 35.9 never smoked 0
## 1666 Rural 95.36 25.1 never smoked 0
## 1667 Urban 57.33 16.8 Unknown 0
## 1668 Rural 191.48 27.9 smokes 0
## 1669 Rural 71.63 16.3 Unknown 0
## 1670 Urban 94.00 N/A Unknown 0
## 1671 Rural 93.77 N/A Unknown 0
## 1672 Urban 84.75 21.4 Unknown 0
## 1673 Rural 89.24 32.7 formerly smoked 0
## 1674 Urban 70.13 23.6 never smoked 0
## 1675 Urban 82.26 19.8 formerly smoked 0
## 1676 Urban 200.16 33.1 never smoked 0
## 1677 Urban 80.73 28.1 smokes 0
## 1678 Urban 75.09 38.9 formerly smoked 0
## 1679 Urban 80.57 23.8 never smoked 0
## 1680 Rural 77.04 33.8 formerly smoked 0
## 1681 Urban 145.26 26.7 Unknown 0
## 1682 Urban 190.40 N/A formerly smoked 0
## 1683 Urban 82.08 32.2 formerly smoked 0
## 1684 Rural 103.35 28.1 formerly smoked 0
## 1685 Urban 97.46 21.3 Unknown 0
## 1686 Urban 123.65 44 smokes 0
## 1687 Urban 87.96 21.5 formerly smoked 0
## 1688 Urban 85.92 37.3 smokes 0
## 1689 Urban 80.80 44.8 never smoked 0
## 1690 Rural 99.30 21.4 never smoked 0
## 1691 Rural 62.56 32.3 never smoked 0
## 1692 Urban 144.20 35.4 smokes 0
## 1693 Urban 71.38 19.7 never smoked 0
## 1694 Urban 95.50 31.3 Unknown 0
## 1695 Urban 67.06 35.5 never smoked 0
## 1696 Rural 70.16 25.8 formerly smoked 0
## 1697 Urban 104.24 32.8 Unknown 0
## 1698 Rural 122.48 35.9 smokes 0
## 1699 Urban 215.90 41.8 smokes 0
## 1700 Rural 108.56 27.3 formerly smoked 0
## 1701 Urban 69.88 27.7 Unknown 0
## 1702 Rural 91.54 13.4 Unknown 0
## 1703 Rural 65.85 17 Unknown 0
## 1704 Rural 60.74 20 never smoked 0
## 1705 Rural 233.52 40.9 never smoked 0
## 1706 Urban 110.70 38.5 never smoked 0
## 1707 Rural 78.93 30.9 formerly smoked 0
## 1708 Urban 124.50 33.4 Unknown 0
## 1709 Urban 57.95 17.1 Unknown 0
## 1710 Rural 92.82 28.6 Unknown 0
## 1711 Rural 58.25 24 smokes 0
## 1712 Rural 213.54 32 never smoked 0
## 1713 Urban 74.86 28.4 never smoked 0
## 1714 Urban 78.35 20.3 Unknown 0
## 1715 Urban 101.26 33.8 Unknown 0
## 1716 Urban 86.87 43.2 Unknown 0
## 1717 Rural 124.01 22.7 Unknown 0
## 1718 Urban 83.41 29.9 never smoked 0
## 1719 Urban 188.69 N/A formerly smoked 0
## 1720 Rural 86.51 N/A formerly smoked 0
## 1721 Rural 70.65 29.9 Unknown 0
## 1722 Rural 92.40 22.7 Unknown 0
## 1723 Urban 73.36 16.1 never smoked 0
## 1724 Urban 219.50 33.8 formerly smoked 0
## 1725 Rural 105.73 22.6 never smoked 0
## 1726 Rural 83.79 25.5 smokes 0
## 1727 Urban 58.02 22.5 Unknown 0
## 1728 Rural 61.94 27.9 formerly smoked 0
## 1729 Rural 99.71 23.5 Unknown 0
## 1730 Rural 63.19 32.2 never smoked 0
## 1731 Rural 107.11 N/A smokes 0
## 1732 Urban 56.84 29.9 smokes 0
## 1733 Rural 217.66 28.7 formerly smoked 0
## 1734 Rural 77.19 37.2 smokes 0
## 1735 Rural 76.22 22.2 formerly smoked 0
## 1736 Rural 155.32 26.6 formerly smoked 0
## 1737 Urban 70.67 24.6 smokes 0
## 1738 Urban 227.16 41.7 never smoked 0
## 1739 Rural 58.69 26.2 formerly smoked 0
## 1740 Urban 88.85 27.1 Unknown 0
## 1741 Urban 137.94 41.8 never smoked 0
## 1742 Urban 60.60 34.2 never smoked 0
## 1743 Rural 93.67 19.2 never smoked 0
## 1744 Urban 79.56 25.2 never smoked 0
## 1745 Rural 122.46 18.7 never smoked 0
## 1746 Urban 92.32 43 never smoked 0
## 1747 Rural 80.63 28.2 smokes 0
## 1748 Urban 92.32 34.7 smokes 0
## 1749 Urban 59.89 25.5 never smoked 0
## 1750 Urban 80.57 39.8 smokes 0
## 1751 Urban 88.52 20.8 formerly smoked 0
## 1752 Urban 88.82 28.2 formerly smoked 0
## 1753 Rural 102.08 31 smokes 0
## 1754 Urban 71.38 N/A formerly smoked 0
## 1755 Rural 84.90 21.6 never smoked 0
## 1756 Urban 82.21 26.2 Unknown 0
## 1757 Rural 209.90 N/A smokes 0
## 1758 Urban 74.05 26 Unknown 0
## 1759 Urban 90.46 22.5 Unknown 0
## 1760 Rural 176.48 24 formerly smoked 0
## 1761 Urban 94.07 31.5 never smoked 0
## 1762 Urban 85.12 36.3 formerly smoked 0
## 1763 Urban 71.81 25.4 Unknown 0
## 1764 Rural 111.93 32.2 never smoked 0
## 1765 Urban 94.40 39.8 Unknown 0
## 1766 Urban 70.00 18.6 Unknown 0
## 1767 Rural 95.57 30.7 smokes 0
## 1768 Urban 91.98 16.4 Unknown 0
## 1769 Urban 66.29 20.5 smokes 0
## 1770 Rural 211.88 28.7 never smoked 0
## 1771 Rural 76.55 29 smokes 0
## 1772 Urban 56.67 24.4 never smoked 0
## 1773 Rural 100.52 29.9 Unknown 0
## 1774 Rural 58.96 25.3 Unknown 0
## 1775 Rural 81.66 23.5 formerly smoked 0
## 1776 Rural 96.77 20.5 never smoked 0
## 1777 Rural 91.63 33.5 smokes 0
## 1778 Urban 97.51 22 Unknown 0
## 1779 Rural 225.60 29 never smoked 0
## 1780 Rural 95.58 N/A smokes 0
## 1781 Rural 210.23 30.7 never smoked 0
## 1782 Urban 92.82 37.4 never smoked 0
## 1783 Rural 234.82 51.8 never smoked 0
## 1784 Rural 65.67 16.6 Unknown 0
## 1785 Urban 74.51 29.5 Unknown 0
## 1786 Rural 81.99 27.3 formerly smoked 0
## 1787 Urban 87.69 27.5 formerly smoked 0
## 1788 Rural 125.29 33.9 never smoked 0
## 1789 Rural 111.64 27.9 Unknown 0
## 1790 Urban 70.93 22.9 never smoked 0
## 1791 Urban 89.93 32.1 never smoked 0
## 1792 Rural 137.45 18.2 Unknown 0
## 1793 Rural 72.06 30.2 formerly smoked 0
## 1794 Rural 97.90 31.3 formerly smoked 0
## 1795 Urban 84.85 20.3 Unknown 0
## 1796 Rural 230.59 23.2 formerly smoked 0
## 1797 Rural 92.81 30.8 Unknown 0
## 1798 Urban 168.15 22.9 never smoked 0
## 1799 Urban 224.63 42.8 never smoked 0
## 1800 Urban 108.12 22.2 Unknown 0
## 1801 Rural 85.17 28.7 smokes 0
## 1802 Urban 84.14 32.3 never smoked 0
## 1803 Rural 85.57 24.2 formerly smoked 0
## 1804 Urban 82.81 23.9 never smoked 0
## 1805 Urban 110.53 34.2 never smoked 0
## 1806 Rural 61.88 29 Unknown 0
## 1807 Urban 85.04 29.9 never smoked 0
## 1808 Urban 140.40 23 smokes 0
## 1809 Urban 62.27 17.3 Unknown 0
## 1810 Rural 99.44 21 never smoked 0
## 1811 Rural 88.90 34.3 Unknown 0
## 1812 Urban 64.10 19.8 Unknown 0
## 1813 Urban 97.58 24.3 Unknown 0
## 1814 Rural 58.66 16.4 never smoked 0
## 1815 Urban 88.24 32.6 Unknown 0
## 1816 Urban 61.32 23.7 smokes 0
## 1817 Urban 185.71 N/A Unknown 0
## 1818 Rural 62.99 27 formerly smoked 0
## 1819 Urban 86.04 25.6 smokes 0
## 1820 Rural 83.30 34 formerly smoked 0
## 1821 Urban 208.17 24.9 never smoked 0
## 1822 Rural 133.20 26.3 Unknown 0
## 1823 Rural 81.54 43.1 Unknown 0
## 1824 Rural 146.61 39.6 never smoked 0
## 1825 Urban 79.33 15.2 Unknown 0
## 1826 Rural 84.56 41.8 never smoked 0
## 1827 Rural 103.44 20.1 never smoked 0
## 1828 Urban 185.31 39.3 never smoked 0
## 1829 Urban 102.53 28.3 formerly smoked 0
## 1830 Urban 65.78 27.5 Unknown 0
## 1831 Rural 62.60 33.9 never smoked 0
## 1832 Rural 81.18 20 Unknown 0
## 1833 Rural 76.68 34.8 smokes 0
## 1834 Urban 92.86 20.7 formerly smoked 0
## 1835 Urban 90.95 24.6 smokes 0
## 1836 Urban 85.66 39.4 never smoked 0
## 1837 Urban 88.20 N/A smokes 0
## 1838 Urban 203.04 N/A smokes 0
## 1839 Rural 68.37 29.4 smokes 0
## 1840 Urban 77.32 24.8 Unknown 0
## 1841 Rural 187.87 32.3 never smoked 0
## 1842 Rural 213.87 25.3 never smoked 0
## 1843 Rural 119.62 39 Unknown 0
## 1844 Urban 222.85 29.4 formerly smoked 0
## 1845 Rural 100.82 31.9 Unknown 0
## 1846 Rural 136.10 26.4 Unknown 0
## 1847 Rural 149.42 20.6 Unknown 0
## 1848 Rural 79.99 26.3 never smoked 0
## 1849 Rural 118.21 23.6 Unknown 0
## 1850 Rural 56.30 18 Unknown 0
## 1851 Rural 84.49 26.4 never smoked 0
## 1852 Rural 89.61 22 never smoked 0
## 1853 Rural 100.09 30.5 Unknown 0
## 1854 Urban 198.36 29.1 smokes 0
## 1855 Rural 93.61 24.9 never smoked 0
## 1856 Rural 75.43 36.4 smokes 0
## 1857 Urban 100.31 31.2 smokes 0
## 1858 Rural 105.63 32.8 never smoked 0
## 1859 Rural 82.84 31.6 never smoked 0
## 1860 Urban 58.88 35.8 Unknown 0
## 1861 Urban 92.27 35.2 formerly smoked 0
## 1862 Urban 115.23 28 never smoked 0
## 1863 Urban 196.25 24.9 smokes 0
## 1864 Rural 85.97 35.7 Unknown 0
## 1865 Urban 114.33 30.7 smokes 0
## 1866 Rural 72.52 33.9 never smoked 0
## 1867 Rural 99.87 N/A formerly smoked 0
## 1868 Rural 63.47 27.8 Unknown 0
## 1869 Urban 90.58 23.2 Unknown 0
## 1870 Rural 92.26 17.1 Unknown 0
## 1871 Urban 113.74 31.6 smokes 0
## 1872 Urban 72.79 23.8 smokes 0
## 1873 Rural 94.71 29.6 smokes 0
## 1874 Rural 194.53 45 never smoked 0
## 1875 Urban 72.65 25.6 Unknown 0
## 1876 Urban 86.68 27.7 formerly smoked 0
## 1877 Rural 140.39 25.5 never smoked 0
## 1878 Rural 77.87 18.3 Unknown 0
## 1879 Rural 104.70 21 formerly smoked 0
## 1880 Urban 95.82 28.6 never smoked 0
## 1881 Urban 204.05 23.5 never smoked 0
## 1882 Urban 130.56 36.1 Unknown 0
## 1883 Urban 67.78 29.2 smokes 0
## 1884 Urban 105.29 27.6 formerly smoked 0
## 1885 Urban 135.19 36 smokes 0
## 1886 Urban 116.12 20.4 smokes 0
## 1887 Rural 59.63 19.9 never smoked 0
## 1888 Rural 56.43 29.2 formerly smoked 0
## 1889 Rural 199.18 27.9 never smoked 0
## 1890 Rural 209.26 38.1 formerly smoked 0
## 1891 Urban 91.21 24.1 never smoked 0
## 1892 Urban 95.16 37.8 formerly smoked 0
## 1893 Urban 217.11 29.1 never smoked 0
## 1894 Urban 222.46 35.7 never smoked 0
## 1895 Rural 70.96 N/A Unknown 0
## 1896 Rural 82.44 34.5 never smoked 0
## 1897 Rural 74.11 34.1 smokes 0
## 1898 Urban 131.23 21.1 Unknown 0
## 1899 Urban 187.52 57.7 never smoked 0
## 1900 Rural 83.26 22.2 never smoked 0
## 1901 Rural 99.07 20.5 Unknown 0
## 1902 Urban 76.63 26.2 never smoked 0
## 1903 Rural 65.09 23.5 never smoked 0
## 1904 Urban 142.31 29.1 smokes 0
## 1905 Urban 80.99 39.8 Unknown 0
## 1906 Rural 237.74 21.2 never smoked 0
## 1907 Urban 74.26 N/A formerly smoked 0
## 1908 Rural 154.08 20.2 formerly smoked 0
## 1909 Rural 78.29 30.8 never smoked 0
## 1910 Urban 164.67 33.8 Unknown 0
## 1911 Rural 59.61 17.1 Unknown 0
## 1912 Urban 67.75 21.3 formerly smoked 0
## 1913 Urban 92.73 N/A never smoked 0
## 1914 Urban 90.35 22.3 never smoked 0
## 1915 Rural 77.86 28.9 never smoked 0
## 1916 Rural 71.88 26.7 never smoked 0
## 1917 Urban 118.82 41 smokes 0
## 1918 Urban 67.33 16.7 Unknown 0
## 1919 Urban 121.66 29.1 smokes 0
## 1920 Rural 111.92 23.6 Unknown 0
## 1921 Urban 92.82 27.8 formerly smoked 0
## 1922 Rural 95.46 31.4 smokes 0
## 1923 Urban 59.99 28.2 never smoked 0
## 1924 Rural 68.96 30.8 Unknown 0
## 1925 Urban 90.26 36.1 never smoked 0
## 1926 Rural 91.90 32.7 formerly smoked 0
## 1927 Urban 91.08 26.4 never smoked 0
## 1928 Rural 118.55 20.7 Unknown 0
## 1929 Rural 102.04 18.5 Unknown 0
## 1930 Rural 65.52 33.5 Unknown 0
## 1931 Urban 82.09 14.1 never smoked 0
## 1932 Rural 149.90 23.4 Unknown 0
## 1933 Rural 100.33 23.2 never smoked 0
## 1934 Urban 91.25 36 Unknown 0
## 1935 Rural 89.81 35.6 never smoked 0
## 1936 Urban 97.32 21.8 smokes 0
## 1937 Rural 75.53 34.9 never smoked 0
## 1938 Rural 121.44 20.4 never smoked 0
## 1939 Urban 83.52 25 never smoked 0
## 1940 Rural 57.92 22.3 Unknown 0
## 1941 Rural 75.27 27.3 never smoked 0
## 1942 Urban 80.24 28.9 never smoked 0
## 1943 Urban 88.69 30.4 Unknown 0
## 1944 Urban 69.09 36.9 formerly smoked 0
## 1945 Rural 62.67 27.7 never smoked 0
## 1946 Urban 98.74 44.4 never smoked 0
## 1947 Rural 56.51 28.2 smokes 0
## 1948 Rural 65.95 35 never smoked 0
## 1949 Urban 129.07 20.6 Unknown 0
## 1950 Urban 62.47 26.5 never smoked 0
## 1951 Urban 69.82 25.1 never smoked 0
## 1952 Urban 99.68 22.2 Unknown 0
## 1953 Urban 223.35 27.3 formerly smoked 0
## 1954 Rural 74.36 27.3 never smoked 0
## 1955 Rural 102.97 41.9 formerly smoked 0
## 1956 Urban 153.38 38.8 never smoked 0
## 1957 Rural 87.10 18.3 never smoked 0
## 1958 Urban 113.40 19.5 Unknown 0
## 1959 Rural 94.88 17.2 Unknown 0
## 1960 Urban 82.73 20.8 Unknown 0
## 1961 Rural 67.80 23.8 Unknown 0
## 1962 Urban 84.85 24.7 never smoked 0
## 1963 Rural 135.89 23.1 formerly smoked 0
## 1964 Urban 106.13 22.4 never smoked 0
## 1965 Rural 74.33 29.9 smokes 0
## 1966 Rural 109.40 20 Unknown 0
## 1967 Rural 75.40 28.7 Unknown 0
## 1968 Rural 87.69 26.2 formerly smoked 0
## 1969 Urban 95.85 29.6 smokes 0
## 1970 Urban 90.36 30.8 formerly smoked 0
## 1971 Rural 63.45 32.7 formerly smoked 0
## 1972 Rural 201.07 21.8 Unknown 0
## 1973 Urban 122.91 35.7 never smoked 0
## 1974 Rural 55.41 25.4 Unknown 0
## 1975 Urban 60.99 32.8 Unknown 0
## 1976 Rural 111.77 21.1 Unknown 0
## 1977 Urban 77.63 31.7 never smoked 0
## 1978 Urban 70.61 20 never smoked 0
## 1979 Urban 124.34 34.7 formerly smoked 0
## 1980 Urban 103.44 28 never smoked 0
## 1981 Urban 124.50 16.4 Unknown 0
## 1982 Urban 208.06 N/A smokes 0
## 1983 Urban 75.50 24.6 never smoked 0
## 1984 Urban 98.85 24.6 never smoked 0
## 1985 Rural 96.06 30.3 Unknown 0
## 1986 Rural 93.74 23.7 Unknown 0
## 1987 Urban 65.60 33.5 never smoked 0
## 1988 Urban 113.24 24.9 Unknown 0
## 1989 Rural 94.77 48.9 Unknown 0
## 1990 Urban 145.22 31.4 Unknown 0
## 1991 Urban 112.92 18.4 Unknown 0
## 1992 Rural 84.79 24.2 formerly smoked 0
## 1993 Urban 103.28 34.3 smokes 0
## 1994 Urban 109.00 N/A Unknown 0
## 1995 Rural 96.18 25.1 never smoked 0
## 1996 Rural 186.95 33.3 never smoked 0
## 1997 Urban 68.66 22.6 Unknown 0
## 1998 Rural 128.72 26.3 smokes 0
## 1999 Urban 85.04 29.7 formerly smoked 0
## 2000 Rural 146.97 18.5 Unknown 0
## 2001 Urban 65.69 21.4 never smoked 0
## 2002 Rural 97.52 45.5 formerly smoked 0
## 2003 Rural 90.43 34.2 never smoked 0
## 2004 Urban 81.71 32.7 Unknown 0
## 2005 Rural 198.24 38.1 never smoked 0
## 2006 Rural 90.51 26.7 never smoked 0
## 2007 Urban 97.78 22.6 smokes 0
## 2008 Urban 80.74 27.7 Unknown 0
## 2009 Rural 57.02 20.7 Unknown 0
## 2010 Rural 93.00 25.7 never smoked 0
## 2011 Rural 95.37 17.3 Unknown 0
## 2012 Rural 96.25 23.3 formerly smoked 0
## 2013 Rural 86.74 16.2 Unknown 0
## 2014 Urban 63.08 20.5 smokes 0
## 2015 Urban 129.16 33.6 smokes 0
## 2016 Urban 99.79 20.2 Unknown 0
## 2017 Urban 83.34 49.3 never smoked 0
## 2018 Urban 95.01 26.2 formerly smoked 0
## 2019 Urban 229.21 30.1 smokes 0
## 2020 Urban 80.08 25.1 never smoked 0
## 2021 Rural 62.00 32.7 smokes 0
## 2022 Rural 118.69 26.4 Unknown 0
## 2023 Rural 77.57 21 Unknown 0
## 2024 Rural 108.75 24.1 Unknown 0
## 2025 Urban 108.23 20.4 Unknown 0
## 2026 Rural 151.33 30.9 formerly smoked 0
## 2027 Rural 82.43 39.1 Unknown 0
## 2028 Rural 107.17 27.7 Unknown 0
## 2029 Rural 91.46 29.5 never smoked 0
## 2030 Urban 81.05 30.3 Unknown 0
## 2031 Urban 73.02 N/A Unknown 0
## 2032 Urban 114.37 37.8 Unknown 0
## 2033 Urban 100.29 30.2 never smoked 0
## 2034 Urban 68.37 24.2 smokes 0
## 2035 Rural 87.95 25.2 never smoked 0
## 2036 Urban 73.27 22.2 smokes 0
## 2037 Rural 131.43 17.7 Unknown 0
## 2038 Urban 107.29 29.6 never smoked 0
## 2039 Rural 68.24 32.2 Unknown 0
## 2040 Urban 74.01 28.7 smokes 0
## 2041 Urban 95.40 19.5 Unknown 0
## 2042 Rural 95.75 38.5 smokes 0
## 2043 Urban 104.51 20.6 Unknown 0
## 2044 Rural 108.87 21.5 Unknown 0
## 2045 Urban 209.06 43.8 Unknown 0
## 2046 Rural 86.57 18 Unknown 0
## 2047 Urban 120.25 28.2 Unknown 0
## 2048 Rural 85.51 26.6 smokes 0
## 2049 Rural 84.18 35.5 never smoked 0
## 2050 Urban 82.37 30.7 never smoked 0
## 2051 Rural 96.15 18.7 Unknown 0
## 2052 Rural 74.55 22.4 never smoked 0
## 2053 Urban 114.45 25.2 smokes 0
## 2054 Rural 113.68 24.2 never smoked 0
## 2055 Rural 107.91 20.5 never smoked 0
## 2056 Rural 83.85 24.5 never smoked 0
## 2057 Urban 101.30 24.8 Unknown 0
## 2058 Rural 72.13 42.6 never smoked 0
## 2059 Urban 94.98 23.8 never smoked 0
## 2060 Rural 228.42 42.3 formerly smoked 0
## 2061 Rural 93.90 42.2 never smoked 0
## 2062 Urban 93.13 26.1 Unknown 0
## 2063 Urban 121.60 22.8 never smoked 0
## 2064 Rural 84.40 42.3 formerly smoked 0
## 2065 Rural 82.13 28.5 never smoked 0
## 2066 Urban 73.33 23 never smoked 0
## 2067 Urban 75.88 32.8 Unknown 0
## 2068 Rural 212.97 49.8 formerly smoked 0
## 2069 Rural 100.41 23.8 never smoked 0
## 2070 Urban 202.05 31.7 smokes 0
## 2071 Urban 71.42 34.9 smokes 0
## 2072 Rural 107.50 54 never smoked 0
## 2073 Rural 55.57 26.8 formerly smoked 0
## 2074 Urban 58.14 21.3 never smoked 0
## 2075 Rural 78.53 19.8 Unknown 0
## 2076 Urban 78.79 42.4 smokes 0
## 2077 Urban 96.62 16.4 Unknown 0
## 2078 Rural 65.28 28.2 never smoked 0
## 2079 Rural 92.67 26.3 formerly smoked 0
## 2080 Rural 206.25 17 Unknown 0
## 2081 Urban 114.18 23.3 never smoked 0
## 2082 Rural 231.69 56.1 formerly smoked 0
## 2083 Rural 101.89 25.1 smokes 0
## 2084 Urban 107.22 35.3 smokes 0
## 2085 Rural 101.99 36.3 never smoked 0
## 2086 Rural 72.56 30.4 formerly smoked 0
## 2087 Urban 94.47 43.9 never smoked 0
## 2088 Urban 98.76 26.4 smokes 0
## 2089 Rural 116.93 28.3 never smoked 0
## 2090 Rural 219.96 42.3 never smoked 0
## 2091 Urban 75.77 38 never smoked 0
## 2092 Urban 124.35 32.7 Unknown 0
## 2093 Urban 88.97 28.8 never smoked 0
## 2094 Rural 72.49 38.5 never smoked 0
## 2095 Rural 107.27 30.1 Unknown 0
## 2096 Rural 97.96 31.3 never smoked 0
## 2097 Urban 197.69 28.4 smokes 0
## 2098 Rural 112.30 26.6 Unknown 0
## 2099 Urban 75.77 20.4 formerly smoked 0
## 2100 Urban 76.51 34.7 Unknown 0
## 2101 Urban 93.14 32.5 never smoked 0
## 2102 Rural 80.84 30.7 Unknown 0
## 2103 Rural 199.88 29.6 formerly smoked 0
## 2104 Rural 77.48 N/A formerly smoked 0
## 2105 Rural 65.34 39.4 never smoked 0
## 2106 Urban 81.96 N/A formerly smoked 0
## 2107 Urban 98.71 26.1 formerly smoked 0
## 2108 Rural 170.22 27.2 formerly smoked 0
## 2109 Urban 73.50 41.3 smokes 0
## 2110 Rural 72.39 N/A smokes 0
## 2111 Urban 102.96 20.9 formerly smoked 0
## 2112 Urban 80.72 41.5 formerly smoked 0
## 2113 Urban 74.19 31.1 formerly smoked 0
## 2114 Urban 77.12 24.5 formerly smoked 0
## 2115 Urban 81.20 23 Unknown 0
## 2116 Rural 114.76 24.7 never smoked 0
## 2117 Urban 109.97 19.3 Unknown 0
## 2118 Urban 92.87 37 never smoked 0
## 2119 Urban 113.05 31 smokes 0
## 2120 Urban 68.24 33.1 formerly smoked 0
## 2121 Rural 74.35 26.6 smokes 0
## 2122 Urban 91.08 27.7 never smoked 0
## 2123 Urban 88.83 40.3 smokes 0
## 2124 Rural 134.33 19.5 Unknown 0
## 2125 Rural 208.78 26.7 Unknown 0
## 2126 Rural 66.17 26.1 never smoked 0
## 2127 Rural 222.29 38.2 never smoked 0
## 2128 Rural 114.16 21.3 smokes 0
## 2129 Rural 61.67 97.6 Unknown 0
## 2130 Rural 220.36 40.9 formerly smoked 0
## 2131 Urban 76.03 27.3 never smoked 0
## 2132 Urban 73.06 20.9 never smoked 0
## 2133 Urban 187.88 29.2 formerly smoked 0
## 2134 Urban 79.89 17.9 Unknown 0
## 2135 Rural 79.02 38 Unknown 0
## 2136 Rural 191.66 26.1 smokes 0
## 2137 Urban 76.74 53.9 Unknown 0
## 2138 Urban 72.29 22.2 Unknown 0
## 2139 Urban 92.59 24.6 formerly smoked 0
## 2140 Rural 80.42 33.4 formerly smoked 0
## 2141 Rural 62.47 34.4 formerly smoked 0
## 2142 Rural 63.94 17.6 never smoked 0
## 2143 Rural 77.73 19.2 never smoked 0
## 2144 Rural 115.79 31.8 Unknown 0
## 2145 Urban 96.30 28.1 smokes 0
## 2146 Rural 107.46 32.1 never smoked 0
## 2147 Rural 108.33 17.4 never smoked 0
## 2148 Rural 89.37 20.2 never smoked 0
## 2149 Urban 93.64 23.4 Unknown 0
## 2150 Urban 217.75 39.5 never smoked 0
## 2151 Rural 83.44 21.5 Unknown 0
## 2152 Rural 93.88 24.3 smokes 0
## 2153 Urban 55.34 15.3 Unknown 0
## 2154 Rural 102.61 32.4 Unknown 0
## 2155 Rural 62.08 16.1 Unknown 0
## 2156 Rural 81.76 34.3 formerly smoked 0
## 2157 Urban 59.20 43.8 never smoked 0
## 2158 Urban 55.61 19.6 Unknown 0
## 2159 Urban 226.88 36.7 formerly smoked 0
## 2160 Urban 65.66 33.7 never smoked 0
## 2161 Urban 58.70 38.9 smokes 0
## 2162 Urban 186.40 28 never smoked 0
## 2163 Urban 122.32 23.9 Unknown 0
## 2164 Urban 59.05 16.6 Unknown 0
## 2165 Urban 149.13 42.9 smokes 0
## 2166 Urban 82.39 17.1 never smoked 0
## 2167 Rural 169.49 27.2 Unknown 0
## 2168 Rural 80.25 30.3 formerly smoked 0
## 2169 Urban 203.81 33.9 formerly smoked 0
## 2170 Urban 170.76 20 Unknown 0
## 2171 Rural 80.85 19.4 Unknown 0
## 2172 Rural 120.58 21.5 never smoked 0
## 2173 Rural 86.57 28.5 formerly smoked 0
## 2174 Urban 90.01 34.4 smokes 0
## 2175 Rural 68.84 43.7 formerly smoked 0
## 2176 Rural 155.14 13.7 Unknown 0
## 2177 Urban 158.48 33.7 formerly smoked 0
## 2178 Rural 92.56 18 Unknown 0
## 2179 Rural 90.15 27.9 formerly smoked 0
## 2180 Rural 80.09 21.8 never smoked 0
## 2181 Rural 189.44 35.8 never smoked 0
## 2182 Rural 70.03 23.1 smokes 0
## 2183 Rural 249.29 30.3 smokes 0
## 2184 Rural 72.52 32 Unknown 0
## 2185 Urban 96.93 25 smokes 0
## 2186 Urban 211.35 30.7 formerly smoked 0
## 2187 Rural 85.87 24.3 Unknown 0
## 2188 Rural 60.96 11.5 never smoked 0
## 2189 Urban 120.09 30.7 never smoked 0
## 2190 Urban 92.13 33.7 never smoked 0
## 2191 Urban 83.07 26.5 smokes 0
## 2192 Rural 77.67 17.6 Unknown 0
## 2193 Urban 109.51 N/A never smoked 0
## 2194 Urban 97.24 22.5 never smoked 0
## 2195 Rural 127.29 18.5 Unknown 0
## 2196 Urban 134.80 22.4 never smoked 0
## 2197 Urban 74.65 25.3 formerly smoked 0
## 2198 Urban 85.84 37.3 never smoked 0
## 2199 Urban 90.43 39.7 smokes 0
## 2200 Urban 74.35 28 never smoked 0
## 2201 Urban 206.59 41.4 smokes 0
## 2202 Urban 196.33 25.3 never smoked 0
## 2203 Rural 70.23 28.1 never smoked 0
## 2204 Urban 242.94 41.2 never smoked 0
## 2205 Rural 103.06 28.8 never smoked 0
## 2206 Urban 80.86 31 smokes 0
## 2207 Urban 114.32 28.3 smokes 0
## 2208 Urban 83.91 23.9 Unknown 0
## 2209 Rural 152.02 44.2 formerly smoked 0
## 2210 Rural 75.19 27.6 never smoked 0
## 2211 Urban 60.61 35.7 formerly smoked 0
## 2212 Rural 89.14 37.4 formerly smoked 0
## 2213 Urban 97.23 27.5 Unknown 0
## 2214 Rural 135.19 23.4 never smoked 0
## 2215 Urban 78.48 25.8 formerly smoked 0
## 2216 Rural 97.24 N/A Unknown 0
## 2217 Urban 75.92 22.8 never smoked 0
## 2218 Urban 93.30 19.5 Unknown 0
## 2219 Urban 97.39 38 Unknown 0
## 2220 Rural 134.61 23.4 never smoked 0
## 2221 Rural 104.02 29.5 never smoked 0
## 2222 Urban 56.90 28.2 never smoked 0
## 2223 Rural 112.66 14.2 Unknown 0
## 2224 Rural 226.75 28.9 Unknown 0
## 2225 Rural 76.28 31.4 formerly smoked 0
## 2226 Urban 90.01 32.4 formerly smoked 0
## 2227 Rural 107.84 22 formerly smoked 0
## 2228 Rural 71.06 26.4 never smoked 0
## 2229 Urban 185.00 26.1 never smoked 0
## 2230 Rural 104.42 37.6 smokes 0
## 2231 Urban 89.57 18.8 Unknown 0
## 2232 Rural 136.20 23.8 Unknown 0
## 2233 Urban 128.23 49.4 never smoked 0
## 2234 Rural 104.23 23.8 smokes 0
## 2235 Urban 133.82 20.4 never smoked 0
## 2236 Rural 80.82 40.3 never smoked 0
## 2237 Rural 102.35 23.6 never smoked 0
## 2238 Rural 88.48 34.3 never smoked 0
## 2239 Rural 88.81 32.7 Unknown 0
## 2240 Rural 75.09 28.7 never smoked 0
## 2241 Urban 199.83 24.5 Unknown 0
## 2242 Rural 73.69 24.8 Unknown 0
## 2243 Urban 111.27 23.2 Unknown 0
## 2244 Rural 68.44 23 smokes 0
## 2245 Urban 65.36 39.3 never smoked 0
## 2246 Urban 94.12 20.1 never smoked 0
## 2247 Rural 96.24 25.4 never smoked 0
## 2248 Rural 91.25 23.8 Unknown 0
## 2249 Rural 77.29 28.4 never smoked 0
## 2250 Rural 125.09 15.4 Unknown 0
## 2251 Urban 107.18 28.2 never smoked 0
## 2252 Urban 130.07 26 never smoked 0
## 2253 Urban 57.30 41.5 never smoked 0
## 2254 Rural 101.35 32.2 never smoked 0
## 2255 Rural 94.03 25.7 never smoked 0
## 2256 Urban 227.81 33 formerly smoked 0
## 2257 Urban 66.67 35 smokes 0
## 2258 Urban 240.81 27.4 never smoked 0
## 2259 Urban 88.02 16.4 Unknown 0
## 2260 Urban 152.87 31.5 Unknown 0
## 2261 Urban 96.04 29.2 Unknown 0
## 2262 Urban 60.35 25.9 formerly smoked 0
## 2263 Urban 118.66 32.3 never smoked 0
## 2264 Urban 89.03 N/A smokes 0
## 2265 Urban 58.51 30.4 formerly smoked 0
## 2266 Urban 96.04 45.1 formerly smoked 0
## 2267 Rural 110.92 25.9 Unknown 0
## 2268 Rural 92.72 36.6 never smoked 0
## 2269 Rural 108.23 18.6 Unknown 0
## 2270 Rural 56.34 27.5 Unknown 0
## 2271 Rural 61.83 31.3 never smoked 0
## 2272 Rural 131.99 37.5 never smoked 0
## 2273 Rural 136.81 23.1 smokes 0
## 2274 Rural 239.28 35 never smoked 0
## 2275 Urban 131.30 27 never smoked 0
## 2276 Rural 117.75 29.8 never smoked 0
## 2277 Urban 78.46 23.5 Unknown 0
## 2278 Rural 83.53 48.5 formerly smoked 0
## 2279 Rural 145.50 31.8 formerly smoked 0
## 2280 Urban 88.33 20 Unknown 0
## 2281 Rural 101.25 29.4 formerly smoked 0
## 2282 Urban 131.43 24.3 never smoked 0
## 2283 Rural 231.50 45.4 never smoked 0
## 2284 Rural 82.89 29.5 never smoked 0
## 2285 Rural 192.37 49.2 never smoked 0
## 2286 Rural 79.64 N/A smokes 0
## 2287 Rural 82.88 29.4 Unknown 0
## 2288 Rural 99.40 29.1 never smoked 0
## 2289 Urban 77.75 38.8 smokes 0
## 2290 Rural 75.03 23.4 never smoked 0
## 2291 Rural 220.47 48.7 never smoked 0
## 2292 Rural 196.91 19.7 Unknown 0
## 2293 Urban 180.80 20.3 never smoked 0
## 2294 Urban 247.48 33.5 smokes 0
## 2295 Urban 216.00 36.7 smokes 0
## 2296 Urban 75.64 24.4 never smoked 0
## 2297 Urban 95.07 38.8 formerly smoked 0
## 2298 Urban 129.97 44.2 smokes 0
## 2299 Urban 124.26 33.4 never smoked 0
## 2300 Urban 87.92 32.5 Unknown 0
## 2301 Rural 85.15 15.1 Unknown 0
## 2302 Rural 95.36 21.5 smokes 0
## 2303 Urban 87.16 30.4 formerly smoked 0
## 2304 Rural 219.39 33.4 smokes 0
## 2305 Urban 71.92 18.2 Unknown 0
## 2306 Urban 167.66 18.7 Unknown 0
## 2307 Rural 87.21 38.4 Unknown 0
## 2308 Rural 220.47 36.4 smokes 0
## 2309 Urban 80.47 20.6 Unknown 0
## 2310 Urban 89.95 48.9 formerly smoked 0
## 2311 Rural 111.32 18.2 Unknown 0
## 2312 Urban 65.01 17 Unknown 0
## 2313 Urban 110.07 31.8 never smoked 0
## 2314 Urban 60.56 33 never smoked 0
## 2315 Urban 89.83 24.7 smokes 0
## 2316 Rural 90.35 28.1 Unknown 0
## 2317 Urban 71.50 40.3 smokes 0
## 2318 Urban 71.71 35.2 smokes 0
## 2319 Urban 173.96 31.2 formerly smoked 0
## 2320 Urban 96.06 37.6 never smoked 0
## 2321 Urban 113.20 38.7 smokes 0
## 2322 Rural 106.03 N/A Unknown 0
## 2323 Rural 111.38 N/A smokes 0
## 2324 Rural 73.29 28.1 smokes 0
## 2325 Urban 65.71 29.2 smokes 0
## 2326 Rural 60.41 31.1 Unknown 0
## 2327 Urban 89.11 24.1 never smoked 0
## 2328 Urban 63.32 18.7 formerly smoked 0
## 2329 Urban 85.68 39.6 never smoked 0
## 2330 Urban 162.93 15.7 Unknown 0
## 2331 Rural 89.22 53.8 Unknown 0
## 2332 Rural 91.68 32.4 formerly smoked 0
## 2333 Urban 198.33 42.7 smokes 0
## 2334 Rural 85.81 18.6 Unknown 0
## 2335 Rural 79.59 31.4 smokes 0
## 2336 Rural 106.74 33.7 formerly smoked 0
## 2337 Urban 191.33 24.5 never smoked 0
## 2338 Rural 59.52 33.7 never smoked 0
## 2339 Rural 206.52 35.4 smokes 0
## 2340 Rural 80.07 N/A never smoked 0
## 2341 Rural 64.92 22.5 Unknown 0
## 2342 Urban 80.00 33.6 never smoked 0
## 2343 Urban 75.06 29.7 Unknown 0
## 2344 Urban 112.20 N/A never smoked 0
## 2345 Urban 91.18 25.7 never smoked 0
## 2346 Rural 85.81 20.2 formerly smoked 0
## 2347 Urban 148.37 22.7 never smoked 0
## 2348 Rural 64.55 17.4 Unknown 0
## 2349 Rural 97.31 22.2 Unknown 0
## 2350 Rural 111.15 23.8 never smoked 0
## 2351 Urban 80.97 28.7 never smoked 0
## 2352 Rural 89.88 33.1 formerly smoked 0
## 2353 Rural 62.66 28 formerly smoked 0
## 2354 Urban 122.25 16.7 Unknown 0
## 2355 Rural 87.08 27.1 never smoked 0
## 2356 Rural 85.00 26.4 smokes 0
## 2357 Urban 100.49 23.7 smokes 0
## 2358 Urban 145.37 33.3 Unknown 0
## 2359 Urban 112.19 18.9 Unknown 0
## 2360 Rural 79.73 25.5 smokes 0
## 2361 Rural 101.13 35.9 formerly smoked 0
## 2362 Urban 101.98 23.2 Unknown 0
## 2363 Rural 98.39 22.2 smokes 0
## 2364 Rural 128.04 34 smokes 0
## 2365 Urban 98.12 20.4 Unknown 0
## 2366 Urban 216.96 34.5 Unknown 0
## 2367 Rural 94.92 31.9 Unknown 0
## 2368 Rural 83.27 19.8 formerly smoked 0
## 2369 Rural 96.86 29 Unknown 0
## 2370 Rural 99.73 36.7 formerly smoked 0
## 2371 Rural 91.71 21.3 Unknown 0
## 2372 Rural 65.77 23.7 smokes 0
## 2373 Urban 161.57 25.7 smokes 0
## 2374 Rural 74.32 34 never smoked 0
## 2375 Rural 170.93 30.7 Unknown 0
## 2376 Urban 74.43 44.8 never smoked 0
## 2377 Rural 86.36 27.7 formerly smoked 0
## 2378 Rural 97.06 23.2 Unknown 0
## 2379 Rural 110.38 30.1 Unknown 0
## 2380 Rural 79.03 29.3 Unknown 0
## 2381 Rural 62.48 29.5 never smoked 0
## 2382 Rural 55.62 25.8 never smoked 0
## 2383 Rural 84.90 26.2 never smoked 0
## 2384 Rural 232.81 28.8 Unknown 0
## 2385 Rural 86.55 29.8 smokes 0
## 2386 Rural 118.61 26.5 never smoked 0
## 2387 Rural 80.21 27.8 formerly smoked 0
## 2388 Rural 65.96 29 never smoked 0
## 2389 Urban 61.34 19.1 Unknown 0
## 2390 Urban 116.60 17.1 Unknown 0
## 2391 Urban 85.13 24.6 Unknown 0
## 2392 Rural 86.32 18.3 Unknown 0
## 2393 Rural 69.22 42.8 never smoked 0
## 2394 Urban 140.93 46.5 Unknown 0
## 2395 Urban 83.43 38.4 Unknown 0
## 2396 Urban 207.95 26 formerly smoked 0
## 2397 Rural 134.29 26.8 smokes 0
## 2398 Urban 115.12 21.1 Unknown 0
## 2399 Urban 86.25 29 never smoked 0
## 2400 Rural 112.94 43 never smoked 0
## 2401 Rural 73.54 36.6 smokes 0
## 2402 Urban 80.86 27.5 Unknown 0
## 2403 Rural 83.91 40.2 Unknown 0
## 2404 Rural 69.91 37.1 never smoked 0
## 2405 Rural 95.62 32 smokes 0
## 2406 Urban 63.95 32.2 never smoked 0
## 2407 Rural 122.50 20.6 Unknown 0
## 2408 Rural 86.00 24.1 never smoked 0
## 2409 Urban 120.27 25 never smoked 0
## 2410 Urban 56.71 25.2 Unknown 0
## 2411 Rural 131.63 27.6 never smoked 0
## 2412 Urban 79.36 48.8 never smoked 0
## 2413 Urban 120.77 27.6 never smoked 0
## 2414 Rural 100.42 39.5 smokes 0
## 2415 Urban 155.86 27.2 smokes 0
## 2416 Rural 66.01 26.3 smokes 0
## 2417 Urban 86.99 28.9 smokes 0
## 2418 Urban 90.55 30 never smoked 0
## 2419 Rural 229.58 23.7 Unknown 0
## 2420 Urban 60.06 25.5 smokes 0
## 2421 Rural 65.66 24.6 formerly smoked 0
## 2422 Urban 104.70 20.7 smokes 0
## 2423 Urban 113.86 36.4 never smoked 0
## 2424 Rural 99.49 23.4 Unknown 0
## 2425 Urban 165.99 32.3 never smoked 0
## 2426 Urban 114.99 18.8 Unknown 0
## 2427 Urban 79.58 15.5 Unknown 0
## 2428 Rural 77.37 21.4 never smoked 0
## 2429 Urban 93.55 31.7 never smoked 0
## 2430 Urban 187.22 29.7 Unknown 0
## 2431 Rural 167.59 34.3 formerly smoked 0
## 2432 Urban 98.03 22.1 smokes 0
## 2433 Urban 88.79 21.5 Unknown 0
## 2434 Urban 92.90 30.4 smokes 0
## 2435 Urban 117.34 21.6 never smoked 0
## 2436 Urban 80.75 30.9 never smoked 0
## 2437 Rural 77.51 21.9 Unknown 0
## 2438 Urban 105.63 19.2 Unknown 0
## 2439 Urban 114.34 30.3 smokes 0
## 2440 Rural 227.04 23 smokes 0
## 2441 Urban 87.56 24.1 never smoked 0
## 2442 Urban 84.47 52.7 smokes 0
## 2443 Rural 96.26 27.6 Unknown 0
## 2444 Rural 116.64 23.9 Unknown 0
## 2445 Urban 79.57 26.9 never smoked 0
## 2446 Rural 78.44 23.9 never smoked 0
## 2447 Urban 64.15 40.5 never smoked 0
## 2448 Urban 74.50 32 never smoked 0
## 2449 Urban 70.32 20.5 Unknown 0
## 2450 Urban 84.48 44.5 never smoked 0
## 2451 Urban 144.08 16.2 formerly smoked 0
## 2452 Rural 78.14 35.8 never smoked 0
## 2453 Urban 133.58 24 never smoked 0
## 2454 Urban 214.42 33.9 formerly smoked 0
## 2455 Urban 80.63 36 smokes 0
## 2456 Rural 233.71 22.9 never smoked 0
## 2457 Urban 96.00 44.5 smokes 0
## 2458 Urban 74.52 17.5 Unknown 0
## 2459 Rural 131.40 32.3 never smoked 0
## 2460 Urban 216.40 30.3 never smoked 0
## 2461 Rural 108.80 33.5 Unknown 0
## 2462 Urban 97.06 30.9 never smoked 0
## 2463 Rural 266.59 25.5 never smoked 0
## 2464 Rural 55.58 30 never smoked 0
## 2465 Urban 65.87 32.2 formerly smoked 0
## 2466 Urban 89.28 21.7 smokes 0
## 2467 Urban 56.12 24.7 Unknown 0
## 2468 Urban 74.70 28.8 formerly smoked 0
## 2469 Urban 83.06 27 Unknown 0
## 2470 Urban 227.94 26 Unknown 0
## 2471 Rural 84.88 27.1 never smoked 0
## 2472 Urban 64.20 18.5 Unknown 0
## 2473 Rural 137.22 18.8 Unknown 0
## 2474 Urban 81.44 31.5 formerly smoked 0
## 2475 Rural 90.26 18.1 Unknown 0
## 2476 Urban 68.48 24.3 never smoked 0
## 2477 Urban 100.02 28 never smoked 0
## 2478 Urban 100.61 N/A Unknown 0
## 2479 Urban 156.82 17.3 Unknown 0
## 2480 Urban 81.66 17.2 Unknown 0
## 2481 Rural 112.22 26.9 Unknown 0
## 2482 Urban 90.62 22.4 Unknown 0
## 2483 Rural 72.49 25.8 never smoked 0
## 2484 Urban 107.47 21.3 Unknown 0
## 2485 Rural 92.11 43 never smoked 0
## 2486 Rural 70.54 24.4 formerly smoked 0
## 2487 Rural 205.00 30.1 never smoked 0
## 2488 Rural 126.39 21.3 smokes 0
## 2489 Rural 89.72 17.8 Unknown 0
## 2490 Urban 92.08 28.4 smokes 0
## 2491 Urban 85.38 23.4 Unknown 0
## 2492 Rural 95.25 24.3 never smoked 0
## 2493 Rural 75.91 27.8 Unknown 0
## 2494 Rural 203.44 30.5 formerly smoked 0
## 2495 Urban 243.73 N/A smokes 0
## 2496 Urban 88.23 25.8 Unknown 0
## 2497 Rural 97.47 26.7 never smoked 0
## 2498 Rural 59.28 28.1 never smoked 0
## 2499 Rural 101.15 22.2 Unknown 0
## 2500 Urban 68.38 25.1 Unknown 0
## 2501 Rural 55.46 20.9 never smoked 0
## 2502 Urban 113.87 28.9 never smoked 0
## 2503 Urban 67.03 N/A never smoked 0
## 2504 Rural 96.35 35.9 never smoked 0
## 2505 Urban 127.21 29.8 smokes 0
## 2506 Urban 78.90 26.7 never smoked 0
## 2507 Urban 59.91 28.4 formerly smoked 0
## 2508 Urban 160.94 26.7 smokes 0
## 2509 Rural 59.61 32.5 Unknown 0
## 2510 Urban 87.94 43.8 never smoked 0
## 2511 Rural 97.55 28.3 formerly smoked 0
## 2512 Urban 116.02 36.6 formerly smoked 0
## 2513 Rural 127.32 33.1 smokes 0
## 2514 Urban 75.50 27 smokes 0
## 2515 Urban 79.35 23.6 Unknown 0
## 2516 Rural 176.25 N/A never smoked 0
## 2517 Rural 108.56 21.8 never smoked 0
## 2518 Urban 168.06 23.5 smokes 0
## 2519 Urban 75.52 28.7 formerly smoked 0
## 2520 Rural 82.15 31.6 formerly smoked 0
## 2521 Urban 200.28 31.9 formerly smoked 0
## 2522 Rural 62.44 25.2 smokes 0
## 2523 Rural 84.31 25.9 smokes 0
## 2524 Rural 221.43 32.5 Unknown 0
## 2525 Urban 165.47 28.1 Unknown 0
## 2526 Rural 96.69 27.4 smokes 0
## 2527 Urban 63.98 21.2 formerly smoked 0
## 2528 Urban 145.03 26.8 formerly smoked 0
## 2529 Urban 98.53 18.5 never smoked 0
## 2530 Urban 105.55 N/A smokes 0
## 2531 Rural 134.23 30.6 Unknown 0
## 2532 Rural 62.48 19.9 Unknown 0
## 2533 Urban 213.38 N/A Unknown 0
## 2534 Rural 70.52 26.5 formerly smoked 0
## 2535 Urban 93.21 43.8 never smoked 0
## 2536 Rural 82.39 31.8 Unknown 0
## 2537 Rural 88.29 36.6 smokes 0
## 2538 Rural 80.18 22.9 formerly smoked 0
## 2539 Rural 84.02 18.7 never smoked 0
## 2540 Rural 69.72 29.6 never smoked 0
## 2541 Urban 192.16 43.6 never smoked 0
## 2542 Rural 82.27 N/A never smoked 0
## 2543 Urban 101.87 20.3 never smoked 0
## 2544 Rural 77.55 21.3 Unknown 0
## 2545 Urban 215.72 39.2 smokes 0
## 2546 Rural 87.84 52.8 Unknown 0
## 2547 Rural 91.93 30.2 never smoked 0
## 2548 Urban 58.63 35.3 never smoked 0
## 2549 Urban 173.14 37 smokes 0
## 2550 Urban 106.83 32.1 formerly smoked 0
## 2551 Urban 84.44 30.5 formerly smoked 0
## 2552 Urban 92.16 22.8 never smoked 0
## 2553 Urban 85.96 34.5 formerly smoked 0
## 2554 Rural 202.57 37.4 never smoked 0
## 2555 Rural 65.41 19.5 Unknown 0
## 2556 Urban 102.51 55.7 Unknown 0
## 2557 Rural 62.60 30.4 Unknown 0
## 2558 Urban 150.10 25.3 never smoked 0
## 2559 Rural 94.15 23.1 smokes 0
## 2560 Urban 65.50 30.7 never smoked 0
## 2561 Urban 81.31 18.8 never smoked 0
## 2562 Rural 78.96 28.6 never smoked 0
## 2563 Rural 123.47 27.5 Unknown 0
## 2564 Urban 90.40 26.5 never smoked 0
## 2565 Urban 71.59 40.3 never smoked 0
## 2566 Rural 209.50 37.9 formerly smoked 0
## 2567 Urban 86.60 17.1 Unknown 0
## 2568 Urban 57.43 53.5 formerly smoked 0
## 2569 Rural 87.93 33.6 never smoked 0
## 2570 Rural 203.16 43.4 Unknown 0
## 2571 Rural 112.12 30.5 never smoked 0
## 2572 Urban 92.02 38.1 never smoked 0
## 2573 Rural 60.98 29.9 formerly smoked 0
## 2574 Urban 86.35 32.7 never smoked 0
## 2575 Rural 71.26 28.6 Unknown 0
## 2576 Urban 72.61 38.5 never smoked 0
## 2577 Urban 110.78 22.9 never smoked 0
## 2578 Urban 99.78 38 never smoked 0
## 2579 Rural 201.45 43.8 smokes 0
## 2580 Urban 127.78 20.8 Unknown 0
## 2581 Rural 121.32 26.8 never smoked 0
## 2582 Urban 83.89 25.5 never smoked 0
## 2583 Rural 74.06 N/A never smoked 0
## 2584 Urban 206.15 25.4 never smoked 0
## 2585 Rural 102.90 26.7 Unknown 0
## 2586 Urban 65.48 50.5 never smoked 0
## 2587 Urban 123.23 21.3 Unknown 0
## 2588 Rural 71.30 34.7 never smoked 0
## 2589 Rural 79.05 17.9 Unknown 0
## 2590 Rural 102.21 36.3 never smoked 0
## 2591 Urban 105.22 18.4 Unknown 0
## 2592 Rural 84.58 34.5 Unknown 0
## 2593 Urban 77.30 33.4 never smoked 0
## 2594 Rural 74.79 19.4 Unknown 0
## 2595 Rural 88.75 25.6 Unknown 0
## 2596 Rural 97.97 24.5 never smoked 0
## 2597 Rural 79.18 30 Unknown 0
## 2598 Urban 81.33 28.9 never smoked 0
## 2599 Urban 126.68 28.1 never smoked 0
## 2600 Urban 196.61 23 never smoked 0
## 2601 Urban 219.92 33.5 formerly smoked 0
## 2602 Rural 79.16 34.8 formerly smoked 0
## 2603 Urban 99.68 17.6 formerly smoked 0
## 2604 Urban 79.55 21.1 formerly smoked 0
## 2605 Rural 87.86 29 formerly smoked 0
## 2606 Urban 76.92 15.8 Unknown 0
## 2607 Rural 77.24 41.2 Unknown 0
## 2608 Urban 120.94 29.7 formerly smoked 0
## 2609 Rural 77.66 40.8 never smoked 0
## 2610 Rural 231.95 33.2 never smoked 0
## 2611 Urban 111.48 37 smokes 0
## 2612 Urban 84.25 24.5 Unknown 0
## 2613 Rural 216.38 34.5 never smoked 0
## 2614 Rural 95.01 28 never smoked 0
## 2615 Urban 105.74 26.8 formerly smoked 0
## 2616 Rural 58.41 21 Unknown 0
## 2617 Urban 56.89 23.8 smokes 0
## 2618 Urban 86.25 29.3 never smoked 0
## 2619 Rural 86.49 24.4 Unknown 0
## 2620 Rural 115.47 22.6 Unknown 0
## 2621 Rural 92.22 22.8 Unknown 0
## 2622 Rural 83.16 29.7 smokes 0
## 2623 Rural 110.68 32.4 formerly smoked 0
## 2624 Rural 70.06 35.8 Unknown 0
## 2625 Urban 213.33 31.1 formerly smoked 0
## 2626 Urban 93.52 31.9 Unknown 0
## 2627 Rural 87.62 33.7 smokes 0
## 2628 Rural 77.67 25.6 never smoked 0
## 2629 Rural 95.66 19.9 smokes 0
## 2630 Urban 172.33 45.3 formerly smoked 0
## 2631 Urban 106.59 15.5 Unknown 0
## 2632 Urban 87.06 28.3 never smoked 0
## 2633 Rural 93.02 40.2 formerly smoked 0
## 2634 Urban 243.59 24.3 never smoked 0
## 2635 Urban 86.70 24.6 Unknown 0
## 2636 Rural 97.81 26.6 formerly smoked 0
## 2637 Urban 116.04 30.9 never smoked 0
## 2638 Urban 169.43 23.5 formerly smoked 0
## 2639 Rural 68.41 23.9 smokes 0
## 2640 Rural 94.44 34.2 Unknown 0
## 2641 Urban 73.48 34.9 smokes 0
## 2642 Rural 183.87 26.2 never smoked 0
## 2643 Rural 66.08 36.2 never smoked 0
## 2644 Rural 72.19 22.4 Unknown 0
## 2645 Rural 101.09 19.3 smokes 0
## 2646 Urban 88.83 41.7 never smoked 0
## 2647 Rural 69.99 46 smokes 0
## 2648 Urban 102.40 26.9 smokes 0
## 2649 Rural 87.26 40.1 smokes 0
## 2650 Urban 146.59 27.7 Unknown 0
## 2651 Rural 59.00 29.5 Unknown 0
## 2652 Urban 76.83 26 never smoked 0
## 2653 Urban 101.83 22.7 Unknown 0
## 2654 Urban 90.92 16 never smoked 0
## 2655 Urban 67.50 27.7 smokes 0
## 2656 Urban 97.16 33.1 Unknown 0
## 2657 Urban 85.62 33.1 formerly smoked 0
## 2658 Rural 129.43 29.7 never smoked 0
## 2659 Urban 106.01 34 smokes 0
## 2660 Rural 114.82 33.3 Unknown 0
## 2661 Urban 121.39 27 Unknown 0
## 2662 Urban 227.98 14.2 Unknown 0
## 2663 Urban 78.97 19.4 never smoked 0
## 2664 Urban 84.12 15.3 Unknown 0
## 2665 Urban 95.04 28.7 never smoked 0
## 2666 Rural 103.15 21 smokes 0
## 2667 Urban 82.91 28.9 formerly smoked 0
## 2668 Urban 70.93 20.3 Unknown 0
## 2669 Rural 153.60 28 formerly smoked 0
## 2670 Urban 129.43 29.6 never smoked 0
## 2671 Rural 81.00 30.2 formerly smoked 0
## 2672 Rural 71.81 22.2 Unknown 0
## 2673 Urban 84.46 28.4 formerly smoked 0
## 2674 Rural 101.32 29.6 formerly smoked 0
## 2675 Urban 62.56 28.6 never smoked 0
## 2676 Urban 208.20 32.6 formerly smoked 0
## 2677 Urban 199.42 29 never smoked 0
## 2678 Urban 91.28 30.1 Unknown 0
## 2679 Urban 77.99 31.2 formerly smoked 0
## 2680 Urban 190.13 20.7 never smoked 0
## 2681 Urban 149.68 45.1 never smoked 0
## 2682 Rural 92.30 14.8 Unknown 0
## 2683 Rural 235.54 37.4 formerly smoked 0
## 2684 Rural 84.46 19.9 Unknown 0
## 2685 Rural 68.70 16 Unknown 0
## 2686 Urban 178.89 27.4 Unknown 0
## 2687 Rural 227.74 33.4 smokes 0
## 2688 Rural 100.66 18.5 Unknown 0
## 2689 Urban 73.62 33.4 Unknown 0
## 2690 Rural 100.05 20.8 smokes 0
## 2691 Rural 213.80 22 never smoked 0
## 2692 Rural 103.94 32.5 smokes 0
## 2693 Urban 84.20 19.2 Unknown 0
## 2694 Urban 250.80 32.9 never smoked 0
## 2695 Rural 112.29 23.5 Unknown 0
## 2696 Urban 65.98 21.7 never smoked 0
## 2697 Urban 99.10 29.1 Unknown 0
## 2698 Rural 217.84 N/A never smoked 0
## 2699 Urban 104.34 30.3 Unknown 0
## 2700 Rural 217.00 29.4 formerly smoked 0
## 2701 Rural 57.47 30.1 formerly smoked 0
## 2702 Urban 78.24 32.9 never smoked 0
## 2703 Rural 94.38 34 never smoked 0
## 2704 Urban 100.31 38.6 never smoked 0
## 2705 Urban 74.29 29.3 smokes 0
## 2706 Rural 103.43 43.6 smokes 0
## 2707 Urban 99.83 22.7 formerly smoked 0
## 2708 Urban 217.40 36.6 never smoked 0
## 2709 Urban 71.81 22.6 Unknown 0
## 2710 Urban 79.79 25.6 smokes 0
## 2711 Urban 190.92 31.4 never smoked 0
## 2712 Urban 94.76 26 formerly smoked 0
## 2713 Urban 101.43 27 formerly smoked 0
## 2714 Rural 115.86 33.3 never smoked 0
## 2715 Rural 95.27 17.3 Unknown 0
## 2716 Rural 89.02 26.9 never smoked 0
## 2717 Urban 77.55 24.8 Unknown 0
## 2718 Urban 75.86 20 Unknown 0
## 2719 Rural 93.62 35.8 never smoked 0
## 2720 Rural 72.71 36.9 formerly smoked 0
## 2721 Rural 94.45 29.6 formerly smoked 0
## 2722 Rural 88.57 31.1 never smoked 0
## 2723 Urban 84.12 25.1 formerly smoked 0
## 2724 Urban 89.11 51.9 smokes 0
## 2725 Rural 99.83 36.3 smokes 0
## 2726 Rural 150.03 28.2 never smoked 0
## 2727 Urban 69.67 35.8 formerly smoked 0
## 2728 Urban 77.46 30.9 formerly smoked 0
## 2729 Urban 100.54 22.1 smokes 0
## 2730 Rural 142.38 17.6 never smoked 0
## 2731 Rural 110.87 29.5 smokes 0
## 2732 Urban 73.60 27 never smoked 0
## 2733 Rural 59.52 33.2 never smoked 0
## 2734 Urban 142.68 24.4 Unknown 0
## 2735 Urban 182.90 34.4 smokes 0
## 2736 Urban 75.28 36.7 formerly smoked 0
## 2737 Rural 100.75 27.2 never smoked 0
## 2738 Rural 163.82 27.5 never smoked 0
## 2739 Urban 110.42 32.6 smokes 0
## 2740 Rural 105.18 N/A Unknown 0
## 2741 Rural 79.59 28.4 Unknown 0
## 2742 Rural 107.99 25.5 never smoked 0
## 2743 Rural 90.22 28.7 formerly smoked 0
## 2744 Rural 143.45 23.8 never smoked 0
## 2745 Rural 78.57 34.4 Unknown 0
## 2746 Rural 79.82 26.1 Unknown 0
## 2747 Urban 95.88 28.5 never smoked 0
## 2748 Urban 123.04 29.6 never smoked 0
## 2749 Urban 92.34 29.4 smokes 0
## 2750 Rural 116.84 28.2 never smoked 0
## 2751 Urban 90.04 28.7 formerly smoked 0
## 2752 Rural 255.17 38.1 formerly smoked 0
## 2753 Rural 217.55 N/A smokes 0
## 2754 Urban 123.66 22.2 never smoked 0
## 2755 Urban 112.16 25.7 Unknown 0
## 2756 Urban 88.43 17.7 Unknown 0
## 2757 Urban 86.03 26.4 never smoked 0
## 2758 Urban 227.96 32.8 Unknown 0
## 2759 Rural 85.60 34.5 Unknown 0
## 2760 Rural 111.68 39.5 never smoked 0
## 2761 Urban 73.49 23.5 never smoked 0
## 2762 Urban 87.82 38.8 formerly smoked 0
## 2763 Rural 99.29 21.2 Unknown 0
## 2764 Rural 63.73 32 Unknown 0
## 2765 Urban 85.55 63.3 never smoked 0
## 2766 Urban 79.20 32.6 never smoked 0
## 2767 Urban 105.93 25.2 never smoked 0
## 2768 Urban 94.19 27.4 formerly smoked 0
## 2769 Rural 231.71 N/A Unknown 0
## 2770 Rural 69.28 38.6 formerly smoked 0
## 2771 Urban 71.37 32.9 never smoked 0
## 2772 Urban 110.18 26 formerly smoked 0
## 2773 Rural 59.68 29.2 formerly smoked 0
## 2774 Urban 94.24 29.2 formerly smoked 0
## 2775 Rural 82.10 26.4 Unknown 0
## 2776 Urban 62.62 23.1 formerly smoked 0
## 2777 Urban 107.83 21.2 Unknown 0
## 2778 Urban 107.59 26.2 formerly smoked 0
## 2779 Urban 116.98 23.4 never smoked 0
## 2780 Rural 84.10 19.8 Unknown 0
## 2781 Urban 160.64 20.4 smokes 0
## 2782 Urban 84.40 25.9 never smoked 0
## 2783 Rural 81.13 34.1 never smoked 0
## 2784 Urban 88.19 18.3 never smoked 0
## 2785 Rural 127.13 35 Unknown 0
## 2786 Rural 119.61 26.4 Unknown 0
## 2787 Urban 143.47 27.6 formerly smoked 0
## 2788 Rural 84.60 27 smokes 0
## 2789 Rural 110.72 N/A never smoked 0
## 2790 Rural 158.93 31.3 smokes 0
## 2791 Rural 68.94 18 Unknown 0
## 2792 Rural 69.38 22.1 Unknown 0
## 2793 Urban 72.00 34.4 never smoked 0
## 2794 Rural 57.76 33.2 smokes 0
## 2795 Rural 108.65 23.1 never smoked 0
## 2796 Rural 65.42 39.7 never smoked 0
## 2797 Rural 78.93 40.7 formerly smoked 0
## 2798 Rural 98.34 30.9 Unknown 0
## 2799 Rural 82.57 27.5 Unknown 0
## 2800 Urban 124.37 28.3 never smoked 0
## 2801 Urban 100.96 33.4 never smoked 0
## 2802 Urban 75.22 33.1 Unknown 0
## 2803 Urban 59.85 41.5 never smoked 0
## 2804 Rural 104.75 17.1 Unknown 0
## 2805 Rural 70.98 30 Unknown 0
## 2806 Rural 92.77 24.9 Unknown 0
## 2807 Urban 82.12 32.5 smokes 0
## 2808 Rural 106.35 26.1 never smoked 0
## 2809 Rural 77.33 19.2 Unknown 0
## 2810 Urban 96.01 38.7 Unknown 0
## 2811 Urban 107.49 29.5 never smoked 0
## 2812 Rural 88.47 28.1 smokes 0
## 2813 Rural 87.92 14.1 Unknown 0
## 2814 Urban 91.13 33.9 never smoked 0
## 2815 Rural 80.72 26 formerly smoked 0
## 2816 Rural 59.83 52.8 never smoked 0
## 2817 Urban 67.02 N/A formerly smoked 0
## 2818 Rural 60.22 29.2 never smoked 0
## 2819 Rural 82.41 26.3 smokes 0
## 2820 Urban 75.78 23.6 Unknown 0
## 2821 Rural 102.42 18.6 never smoked 0
## 2822 Rural 98.45 29.7 Unknown 0
## 2823 Urban 93.51 30.9 smokes 0
## 2824 Rural 113.68 22.8 Unknown 0
## 2825 Rural 97.41 25.5 never smoked 0
## 2826 Urban 58.65 25.6 smokes 0
## 2827 Rural 81.68 23 Unknown 0
## 2828 Urban 148.52 20.6 Unknown 0
## 2829 Urban 77.55 N/A formerly smoked 0
## 2830 Rural 142.12 28.4 smokes 0
## 2831 Urban 125.30 29.7 formerly smoked 0
## 2832 Rural 118.81 26 smokes 0
## 2833 Urban 84.16 37.5 smokes 0
## 2834 Urban 78.74 42.3 smokes 0
## 2835 Urban 57.51 21.4 Unknown 0
## 2836 Urban 61.11 29.3 never smoked 0
## 2837 Urban 78.30 31 Unknown 0
## 2838 Urban 76.19 22 never smoked 0
## 2839 Rural 115.99 20.9 never smoked 0
## 2840 Rural 100.80 45.9 never smoked 0
## 2841 Urban 98.27 61.2 Unknown 0
## 2842 Rural 93.85 29.1 never smoked 0
## 2843 Rural 94.69 28.4 smokes 0
## 2844 Urban 136.23 22.6 Unknown 0
## 2845 Rural 56.12 24.2 smokes 0
## 2846 Rural 93.03 16.3 Unknown 0
## 2847 Rural 196.81 35.9 never smoked 0
## 2848 Rural 87.81 29.8 formerly smoked 0
## 2849 Urban 222.66 37 formerly smoked 0
## 2850 Rural 223.58 35.8 never smoked 0
## 2851 Urban 85.77 21.1 never smoked 0
## 2852 Rural 88.23 37.6 Unknown 0
## 2853 Urban 73.65 24.8 Unknown 0
## 2854 Urban 141.80 31.9 never smoked 0
## 2855 Rural 92.65 17.5 Unknown 0
## 2856 Rural 198.79 N/A smokes 0
## 2857 Rural 61.04 17.6 Unknown 0
## 2858 Rural 102.88 38.9 Unknown 0
## 2859 Urban 123.39 15.2 Unknown 0
## 2860 Rural 67.07 27.4 never smoked 0
## 2861 Rural 69.88 27.9 smokes 0
## 2862 Urban 57.02 16.1 Unknown 0
## 2863 Urban 123.81 39 never smoked 0
## 2864 Rural 73.36 36.6 formerly smoked 0
## 2865 Rural 90.54 33.7 never smoked 0
## 2866 Urban 69.24 27.6 never smoked 0
## 2867 Urban 192.39 31 never smoked 0
## 2868 Rural 233.30 N/A Unknown 0
## 2869 Urban 74.35 28.5 formerly smoked 0
## 2870 Rural 71.94 31.4 smokes 0
## 2871 Rural 82.35 25.3 never smoked 0
## 2872 Rural 73.28 17.2 never smoked 0
## 2873 Rural 97.57 26.9 Unknown 0
## 2874 Rural 83.30 32 smokes 0
## 2875 Urban 85.07 22.5 Unknown 0
## 2876 Urban 60.40 17.3 Unknown 0
## 2877 Urban 79.96 27 formerly smoked 0
## 2878 Rural 70.96 33.1 Unknown 0
## 2879 Urban 82.86 25 never smoked 0
## 2880 Rural 97.87 N/A smokes 0
## 2881 Rural 201.38 31.1 never smoked 0
## 2882 Urban 91.82 19.6 Unknown 0
## 2883 Rural 91.85 24.7 smokes 0
## 2884 Urban 99.23 48 formerly smoked 0
## 2885 Urban 68.13 38 formerly smoked 0
## 2886 Rural 93.76 24 formerly smoked 0
## 2887 Rural 103.89 30 never smoked 0
## 2888 Urban 87.39 24.6 Unknown 0
## 2889 Urban 89.53 23.1 Unknown 0
## 2890 Urban 66.61 17.4 Unknown 0
## 2891 Rural 236.14 43.1 Unknown 0
## 2892 Urban 99.76 27.1 formerly smoked 0
## 2893 Urban 87.09 14.3 Unknown 0
## 2894 Urban 193.81 46.8 never smoked 0
## 2895 Rural 97.27 26 never smoked 0
## 2896 Urban 137.77 29.3 never smoked 0
## 2897 Urban 105.19 50.1 smokes 0
## 2898 Urban 82.72 N/A never smoked 0
## 2899 Urban 58.35 18.6 Unknown 0
## 2900 Urban 68.79 27 never smoked 0
## 2901 Urban 94.19 25.7 never smoked 0
## 2902 Rural 121.17 25.5 formerly smoked 0
## 2903 Rural 106.41 27.3 never smoked 0
## 2904 Rural 104.79 24.1 Unknown 0
## 2905 Urban 82.18 42.7 never smoked 0
## 2906 Urban 96.81 41.2 smokes 0
## 2907 Rural 107.42 20.2 formerly smoked 0
## 2908 Rural 69.20 30.9 never smoked 0
## 2909 Urban 92.73 27.7 never smoked 0
## 2910 Urban 86.11 22.3 never smoked 0
## 2911 Rural 111.78 39.4 smokes 0
## 2912 Urban 122.26 34.2 never smoked 0
## 2913 Rural 78.16 20.1 never smoked 0
## 2914 Rural 105.77 36.8 never smoked 0
## 2915 Urban 102.97 N/A smokes 0
## 2916 Urban 77.53 33.9 formerly smoked 0
## 2917 Urban 77.35 27.7 never smoked 0
## 2918 Urban 82.36 22.7 Unknown 0
## 2919 Rural 239.95 32.2 smokes 0
## 2920 Urban 61.96 22 smokes 0
## 2921 Rural 72.10 23.2 never smoked 0
## 2922 Rural 107.97 26.7 Unknown 0
## 2923 Urban 60.77 23 smokes 0
## 2924 Urban 71.06 23.4 never smoked 0
## 2925 Urban 60.36 24.1 never smoked 0
## 2926 Urban 83.33 31.5 Unknown 0
## 2927 Urban 65.33 26.1 never smoked 0
## 2928 Urban 113.28 23.7 never smoked 0
## 2929 Urban 170.88 20.8 Unknown 0
## 2930 Urban 103.34 18.8 Unknown 0
## 2931 Rural 106.08 32.5 formerly smoked 0
## 2932 Urban 156.45 24.3 never smoked 0
## 2933 Urban 60.05 24.1 Unknown 0
## 2934 Rural 114.05 32.5 never smoked 0
## 2935 Urban 202.21 39.3 formerly smoked 0
## 2936 Rural 57.28 23.9 never smoked 0
## 2937 Rural 99.49 22 Unknown 0
## 2938 Urban 63.60 37.3 never smoked 0
## 2939 Urban 80.01 33 formerly smoked 0
## 2940 Urban 58.42 24.7 formerly smoked 0
## 2941 Urban 67.38 32.8 formerly smoked 0
## 2942 Rural 73.58 29.8 Unknown 0
## 2943 Urban 103.92 24.1 Unknown 0
## 2944 Rural 80.22 21.6 never smoked 0
## 2945 Rural 103.76 27.1 never smoked 0
## 2946 Urban 77.06 27 never smoked 0
## 2947 Rural 90.22 18.7 Unknown 0
## 2948 Urban 181.30 35.8 never smoked 0
## 2949 Rural 85.29 27.1 formerly smoked 0
## 2950 Urban 107.59 33.1 smokes 0
## 2951 Urban 87.72 25.9 smokes 0
## 2952 Rural 70.73 26.7 smokes 0
## 2953 Urban 72.75 22.2 Unknown 0
## 2954 Rural 95.47 26 smokes 0
## 2955 Urban 70.54 23.5 Unknown 0
## 2956 Urban 100.03 23.5 never smoked 0
## 2957 Rural 59.78 15.9 Unknown 0
## 2958 Urban 198.79 24.9 never smoked 0
## 2959 Rural 90.39 26.5 never smoked 0
## 2960 Rural 147.04 35.7 Unknown 0
## 2961 Urban 202.55 N/A formerly smoked 0
## 2962 Rural 64.92 32.1 smokes 0
## 2963 Rural 154.60 28.5 formerly smoked 0
## 2964 Urban 95.98 40.1 smokes 0
## 2965 Rural 102.51 26.6 smokes 0
## 2966 Urban 96.52 21.7 Unknown 0
## 2967 Rural 232.12 28.8 never smoked 0
## 2968 Rural 78.12 32 Unknown 0
## 2969 Urban 70.04 31.4 never smoked 0
## 2970 Rural 97.61 32.1 smokes 0
## 2971 Urban 113.11 19.8 Unknown 0
## 2972 Rural 71.06 25.3 formerly smoked 0
## 2973 Rural 104.95 28.8 Unknown 0
## 2974 Urban 81.94 26 smokes 0
## 2975 Urban 96.37 30.7 formerly smoked 0
## 2976 Rural 114.16 43.3 never smoked 0
## 2977 Rural 93.58 35.2 smokes 0
## 2978 Urban 73.89 20.9 Unknown 0
## 2979 Rural 107.83 35.3 smokes 0
## 2980 Urban 107.21 27 formerly smoked 0
## 2981 Rural 99.35 26.1 smokes 0
## 2982 Rural 203.57 29.1 Unknown 0
## 2983 Rural 81.51 32.6 never smoked 0
## 2984 Rural 69.26 21.8 formerly smoked 0
## 2985 Urban 111.47 32.3 never smoked 0
## 2986 Rural 86.09 28.1 never smoked 0
## 2987 Rural 72.94 32.3 formerly smoked 0
## 2988 Urban 76.77 21.7 Unknown 0
## 2989 Rural 60.32 25 never smoked 0
## 2990 Rural 133.24 28.9 never smoked 0
## 2991 Rural 65.01 21.7 formerly smoked 0
## 2992 Urban 74.63 45.3 never smoked 0
## 2993 Rural 230.78 40.2 never smoked 0
## 2994 Urban 72.50 22.5 formerly smoked 0
## 2995 Urban 68.48 21.3 never smoked 0
## 2996 Urban 85.03 26.1 formerly smoked 0
## 2997 Urban 80.76 28.8 smokes 0
## 2998 Urban 204.98 N/A formerly smoked 0
## 2999 Rural 95.36 32.4 formerly smoked 0
## 3000 Urban 110.33 20.4 Unknown 0
## 3001 Urban 89.18 25.9 formerly smoked 0
## 3002 Rural 91.53 38.8 formerly smoked 0
## 3003 Rural 65.16 30.8 never smoked 0
## 3004 Rural 74.53 24.6 never smoked 0
## 3005 Rural 93.29 20.6 Unknown 0
## 3006 Urban 227.89 38.8 formerly smoked 0
## 3007 Urban 121.46 40.4 Unknown 0
## 3008 Rural 69.35 N/A never smoked 0
## 3009 Rural 216.71 36.2 never smoked 0
## 3010 Rural 74.96 18.8 Unknown 0
## 3011 Rural 75.25 27.6 smokes 0
## 3012 Rural 91.82 28.3 formerly smoked 0
## 3013 Urban 56.37 39.4 smokes 0
## 3014 Rural 149.15 33.5 Unknown 0
## 3015 Urban 202.67 40.4 formerly smoked 0
## 3016 Rural 65.38 25.9 Unknown 0
## 3017 Urban 90.31 27.6 smokes 0
## 3018 Rural 221.80 44.7 formerly smoked 0
## 3019 Rural 73.39 30.8 Unknown 0
## 3020 Urban 147.12 22.3 formerly smoked 0
## 3021 Urban 109.85 27.9 Unknown 0
## 3022 Rural 103.21 22.9 formerly smoked 0
## 3023 Urban 81.25 27.3 smokes 0
## 3024 Urban 84.69 25 never smoked 0
## 3025 Rural 87.10 48.3 smokes 0
## 3026 Rural 81.92 22.7 Unknown 0
## 3027 Urban 90.91 39.1 Unknown 0
## 3028 Urban 64.40 27.8 never smoked 0
## 3029 Rural 85.48 N/A smokes 0
## 3030 Rural 67.29 36.7 formerly smoked 0
## 3031 Urban 124.48 38.5 Unknown 0
## 3032 Urban 62.89 29.4 Unknown 0
## 3033 Urban 87.51 30.5 formerly smoked 0
## 3034 Urban 93.15 23.6 Unknown 0
## 3035 Urban 64.87 20.6 Unknown 0
## 3036 Urban 90.68 31.7 smokes 0
## 3037 Urban 104.64 24.9 Unknown 0
## 3038 Urban 92.44 33.4 never smoked 0
## 3039 Rural 120.46 22.2 Unknown 0
## 3040 Urban 89.87 26.5 never smoked 0
## 3041 Urban 105.28 27.1 formerly smoked 0
## 3042 Rural 131.80 30.3 never smoked 0
## 3043 Rural 66.33 18.6 Unknown 0
## 3044 Rural 101.07 26.4 Unknown 0
## 3045 Rural 83.37 17.8 formerly smoked 0
## 3046 Urban 79.80 37.4 smokes 0
## 3047 Rural 103.17 32.1 formerly smoked 0
## 3048 Urban 62.52 38.2 never smoked 0
## 3049 Urban 75.78 N/A smokes 0
## 3050 Urban 110.36 39.1 formerly smoked 0
## 3051 Rural 140.07 29.5 never smoked 0
## 3052 Rural 84.86 28.6 never smoked 0
## 3053 Rural 106.85 40.1 never smoked 0
## 3054 Rural 102.07 31.8 never smoked 0
## 3055 Urban 202.38 34.6 Unknown 0
## 3056 Urban 67.07 24.5 never smoked 0
## 3057 Rural 73.70 26.2 never smoked 0
## 3058 Urban 77.59 33 never smoked 0
## 3059 Rural 69.16 22.3 Unknown 0
## 3060 Urban 91.44 N/A Unknown 0
## 3061 Rural 215.81 58.1 never smoked 0
## 3062 Rural 65.40 36.9 formerly smoked 0
## 3063 Urban 139.72 43.9 never smoked 0
## 3064 Urban 72.81 18.2 Unknown 0
## 3065 Urban 149.17 23.1 never smoked 0
## 3066 Urban 125.74 32.6 Unknown 0
## 3067 Urban 90.21 41.2 never smoked 0
## 3068 Urban 139.48 28.6 formerly smoked 0
## 3069 Urban 90.77 26 never smoked 0
## 3070 Urban 220.24 36.8 never smoked 0
## 3071 Rural 81.42 35.8 never smoked 0
## 3072 Urban 102.36 24.2 never smoked 0
## 3073 Urban 82.85 22.9 smokes 0
## 3074 Urban 102.11 23.1 never smoked 0
## 3075 Rural 195.61 N/A never smoked 0
## 3076 Urban 80.92 28.9 smokes 0
## 3077 Rural 71.80 26.5 never smoked 0
## 3078 Urban 88.47 29.3 never smoked 0
## 3079 Urban 67.68 24.8 formerly smoked 0
## 3080 Rural 98.65 20.1 Unknown 0
## 3081 Rural 83.58 18.2 never smoked 0
## 3082 Rural 104.04 34.7 formerly smoked 0
## 3083 Rural 69.40 24 Unknown 0
## 3084 Urban 106.22 29 never smoked 0
## 3085 Rural 112.46 27.3 never smoked 0
## 3086 Rural 72.42 27.6 never smoked 0
## 3087 Rural 96.73 20.4 never smoked 0
## 3088 Urban 107.40 17.7 Unknown 0
## 3089 Urban 267.61 27.9 smokes 0
## 3090 Rural 109.46 41.5 never smoked 0
## 3091 Rural 120.05 27.4 Unknown 0
## 3092 Rural 106.33 27.8 Unknown 0
## 3093 Urban 97.28 17.8 Unknown 0
## 3094 Rural 83.13 32 smokes 0
## 3095 Urban 97.35 37.3 Unknown 0
## 3096 Urban 79.54 28.1 Unknown 0
## 3097 Urban 76.55 29.1 Unknown 0
## 3098 Urban 56.11 22.9 Unknown 0
## 3099 Rural 91.36 38.8 formerly smoked 0
## 3100 Rural 79.27 29 smokes 0
## 3101 Urban 113.21 28.6 smokes 0
## 3102 Urban 105.99 29.8 never smoked 0
## 3103 Rural 59.93 28.9 formerly smoked 0
## 3104 Rural 88.83 29.1 Unknown 0
## 3105 Urban 73.37 N/A smokes 0
## 3106 Urban 115.42 16.7 smokes 0
## 3107 Rural 71.93 34.1 Unknown 0
## 3108 Rural 96.43 25.7 Unknown 0
## 3109 Urban 161.95 30.8 never smoked 0
## 3110 Urban 104.55 23.9 smokes 0
## 3111 Urban 71.25 18.8 Unknown 0
## 3112 Urban 160.87 N/A formerly smoked 0
## 3113 Urban 82.02 41.8 smokes 0
## 3114 Urban 78.02 36.4 never smoked 0
## 3115 Urban 115.21 28.7 Unknown 0
## 3116 Urban 65.12 28.3 never smoked 0
## 3117 Rural 143.33 22.4 formerly smoked 0
## 3118 Rural 80.55 15.1 Unknown 0
## 3119 Urban 88.20 22.7 never smoked 0
## 3120 Rural 147.42 26.6 Unknown 0
## 3121 Rural 86.53 20.8 never smoked 0
## 3122 Rural 91.95 23 Unknown 0
## 3123 Rural 63.72 35.8 smokes 0
## 3124 Rural 63.78 29.9 never smoked 0
## 3125 Urban 55.64 43.4 never smoked 0
## 3126 Urban 88.88 36.3 never smoked 0
## 3127 Urban 114.61 40.1 formerly smoked 0
## 3128 Rural 56.08 35.9 formerly smoked 0
## 3129 Rural 59.62 32.4 never smoked 0
## 3130 Urban 75.85 20.3 Unknown 0
## 3131 Rural 176.71 33.2 never smoked 0
## 3132 Urban 80.07 22.3 Unknown 0
## 3133 Rural 56.33 18.1 Unknown 0
## 3134 Urban 87.16 28.2 never smoked 0
## 3135 Rural 102.46 29.7 never smoked 0
## 3136 Rural 84.10 N/A Unknown 0
## 3137 Rural 161.00 29 smokes 0
## 3138 Urban 70.70 25.4 Unknown 0
## 3139 Rural 81.26 26.5 Unknown 0
## 3140 Rural 157.67 22.7 formerly smoked 0
## 3141 Urban 89.59 27.5 Unknown 0
## 3142 Urban 64.02 23.8 smokes 0
## 3143 Rural 110.69 35.6 Unknown 0
## 3144 Rural 71.97 27.2 never smoked 0
## 3145 Rural 82.07 30.4 Unknown 0
## 3146 Rural 65.07 21.5 never smoked 0
## 3147 Rural 207.62 31.8 never smoked 0
## 3148 Urban 108.64 29.5 never smoked 0
## 3149 Urban 201.58 30.6 Unknown 0
## 3150 Urban 116.20 27.6 formerly smoked 0
## 3151 Rural 231.43 23 smokes 0
## 3152 Urban 112.62 24.8 never smoked 0
## 3153 Urban 220.26 28 formerly smoked 0
## 3154 Urban 84.37 22.2 Unknown 0
## 3155 Rural 82.83 27.8 formerly smoked 0
## 3156 Urban 102.48 30.2 formerly smoked 0
## 3157 Rural 69.12 26.8 never smoked 0
## 3158 Urban 211.12 22 never smoked 0
## 3159 Rural 95.38 34.3 formerly smoked 0
## 3160 Rural 108.72 29.2 formerly smoked 0
## 3161 Rural 88.65 30.3 never smoked 0
## 3162 Urban 177.91 N/A Unknown 0
## 3163 Urban 90.19 N/A Unknown 0
## 3164 Rural 73.78 21.4 smokes 0
## 3165 Urban 82.85 N/A smokes 0
## 3166 Rural 59.48 26.6 Unknown 0
## 3167 Rural 75.77 30 formerly smoked 0
## 3168 Rural 80.96 33.7 formerly smoked 0
## 3169 Rural 82.40 30.9 smokes 0
## 3170 Urban 78.93 31.1 Unknown 0
## 3171 Urban 80.59 23 Unknown 0
## 3172 Urban 70.59 20.2 Unknown 0
## 3173 Rural 98.57 31.6 never smoked 0
## 3174 Rural 61.87 23.9 Unknown 0
## 3175 Urban 68.88 26.1 Unknown 0
## 3176 Urban 66.25 15.8 Unknown 0
## 3177 Rural 84.18 N/A smokes 0
## 3178 Rural 69.23 28.7 smokes 0
## 3179 Rural 73.20 28.9 Unknown 0
## 3180 Urban 103.45 25.1 smokes 0
## 3181 Urban 104.86 19.8 never smoked 0
## 3182 Urban 90.30 30.8 smokes 0
## 3183 Rural 90.87 22.1 never smoked 0
## 3184 Rural 76.21 20.4 Unknown 0
## 3185 Rural 74.14 31.2 formerly smoked 0
## 3186 Urban 87.25 24.9 smokes 0
## 3187 Rural 215.33 27 formerly smoked 0
## 3188 Urban 88.38 20.1 smokes 0
## 3189 Rural 104.40 24.4 never smoked 0
## 3190 Urban 104.92 22.6 never smoked 0
## 3191 Urban 106.54 22.4 never smoked 0
## 3192 Rural 62.91 26.2 never smoked 0
## 3193 Rural 61.47 22.9 never smoked 0
## 3194 Rural 88.50 32.6 formerly smoked 0
## 3195 Rural 107.61 31.3 Unknown 0
## 3196 Urban 90.77 43.9 formerly smoked 0
## 3197 Urban 137.91 41.8 never smoked 0
## 3198 Rural 212.02 N/A Unknown 0
## 3199 Urban 228.20 37.7 never smoked 0
## 3200 Urban 92.15 20.8 never smoked 0
## 3201 Urban 126.32 21.6 Unknown 0
## 3202 Rural 94.96 22.1 formerly smoked 0
## 3203 Urban 89.52 39.2 Unknown 0
## 3204 Rural 66.59 36.7 formerly smoked 0
## 3205 Urban 80.10 32 never smoked 0
## 3206 Urban 73.72 25.9 smokes 0
## 3207 Urban 90.49 28.9 formerly smoked 0
## 3208 Urban 92.99 29.3 formerly smoked 0
## 3209 Rural 62.57 32.3 never smoked 0
## 3210 Rural 65.51 33.2 formerly smoked 0
## 3211 Urban 95.29 31.6 smokes 0
## 3212 Urban 83.70 20.6 never smoked 0
## 3213 Rural 63.16 23.3 formerly smoked 0
## 3214 Urban 87.77 30.8 Unknown 0
## 3215 Urban 87.23 N/A formerly smoked 0
## 3216 Urban 260.85 N/A Unknown 0
## 3217 Rural 104.45 N/A never smoked 0
## 3218 Urban 87.52 23.7 Unknown 0
## 3219 Rural 113.65 49.3 never smoked 0
## 3220 Rural 65.93 30.3 never smoked 0
## 3221 Urban 93.78 24.4 never smoked 0
## 3222 Rural 223.90 28.2 formerly smoked 0
## 3223 Urban 77.54 33.8 Unknown 0
## 3224 Urban 93.18 42.6 formerly smoked 0
## 3225 Rural 169.74 31.9 never smoked 0
## 3226 Urban 101.93 34 Unknown 0
## 3227 Urban 125.03 19.8 Unknown 0
## 3228 Urban 82.25 30.5 formerly smoked 0
## 3229 Urban 85.81 21.7 formerly smoked 0
## 3230 Rural 85.27 24.6 never smoked 0
## 3231 Urban 86.06 38.1 never smoked 0
## 3232 Urban 104.36 19.2 smokes 0
## 3233 Urban 78.29 30.1 formerly smoked 0
## 3234 Urban 93.55 23.3 Unknown 0
## 3235 Rural 207.96 34.5 formerly smoked 0
## 3236 Rural 105.52 30.8 never smoked 0
## 3237 Rural 109.27 43.8 formerly smoked 0
## 3238 Urban 91.34 29.9 never smoked 0
## 3239 Rural 176.78 50.4 never smoked 0
## 3240 Rural 67.73 22.6 never smoked 0
## 3241 Rural 73.27 19.5 Unknown 0
## 3242 Rural 70.29 33.4 formerly smoked 0
## 3243 Rural 91.47 24.2 Unknown 0
## 3244 Urban 205.01 52.7 formerly smoked 0
## 3245 Rural 73.87 25.6 Unknown 0
## 3246 Rural 64.44 26.9 formerly smoked 0
## 3247 Rural 111.65 35.2 formerly smoked 0
## 3248 Rural 90.65 22.1 formerly smoked 0
## 3249 Urban 94.20 34.4 smokes 0
## 3250 Urban 56.95 26 Unknown 0
## 3251 Rural 92.37 26.9 never smoked 0
## 3252 Rural 127.23 20.1 Unknown 0
## 3253 Rural 191.78 24.7 Unknown 0
## 3254 Rural 86.36 32.1 smokes 0
## 3255 Urban 82.72 29.8 smokes 0
## 3256 Urban 113.57 27.5 formerly smoked 0
## 3257 Urban 89.58 22.8 Unknown 0
## 3258 Rural 91.85 27.6 formerly smoked 0
## 3259 Urban 88.89 33 never smoked 0
## 3260 Urban 79.55 33.7 never smoked 0
## 3261 Urban 108.62 25.1 Unknown 0
## 3262 Urban 78.24 15.3 Unknown 0
## 3263 Rural 88.49 22.2 smokes 0
## 3264 Rural 91.85 21.4 formerly smoked 0
## 3265 Rural 72.01 26 formerly smoked 0
## 3266 Rural 81.96 29.9 never smoked 0
## 3267 Urban 70.56 28.6 smokes 0
## 3268 Urban 71.02 21.2 never smoked 0
## 3269 Rural 99.75 16 Unknown 0
## 3270 Urban 127.20 22.7 never smoked 0
## 3271 Rural 69.76 25.3 smokes 0
## 3272 Rural 74.63 31.6 formerly smoked 0
## 3273 Rural 102.27 38.9 formerly smoked 0
## 3274 Rural 73.56 27.1 smokes 0
## 3275 Urban 57.77 24.1 formerly smoked 0
## 3276 Urban 151.25 31.5 never smoked 0
## 3277 Urban 78.32 32 Unknown 0
## 3278 Rural 71.50 31.8 never smoked 0
## 3279 Urban 84.70 34 never smoked 0
## 3280 Urban 127.28 23.4 Unknown 0
## 3281 Rural 80.72 29.3 Unknown 0
## 3282 Rural 73.92 17.2 Unknown 0
## 3283 Urban 93.24 31.9 Unknown 0
## 3284 Urban 72.60 31.6 never smoked 0
## 3285 Rural 69.77 23.2 never smoked 0
## 3286 Urban 84.43 30 smokes 0
## 3287 Rural 84.13 26.3 never smoked 0
## 3288 Rural 81.54 31.8 formerly smoked 0
## 3289 Rural 57.17 25.5 formerly smoked 0
## 3290 Rural 86.15 21.3 never smoked 0
## 3291 Rural 163.02 29.6 never smoked 0
## 3292 Urban 110.41 28.7 never smoked 0
## 3293 Rural 102.58 30.8 never smoked 0
## 3294 Urban 90.97 32.1 Unknown 0
## 3295 Rural 140.96 34 smokes 0
## 3296 Rural 70.33 16.9 Unknown 0
## 3297 Rural 64.18 32.1 never smoked 0
## 3298 Rural 127.57 22.6 never smoked 0
## 3299 Urban 109.23 31.3 never smoked 0
## 3300 Urban 124.49 29 never smoked 0
## 3301 Rural 142.82 27.6 never smoked 0
## 3302 Rural 75.69 17.7 Unknown 0
## 3303 Urban 74.08 35.9 Unknown 0
## 3304 Urban 75.98 33.8 Unknown 0
## 3305 Rural 57.80 17.6 Unknown 0
## 3306 Urban 76.44 48.3 Unknown 0
## 3307 Urban 214.43 39.9 smokes 0
## 3308 Urban 79.03 11.3 Unknown 0
## 3309 Urban 66.46 31.5 formerly smoked 0
## 3310 Urban 56.42 29.6 never smoked 0
## 3311 Rural 112.72 19.4 Unknown 0
## 3312 Urban 114.02 18.1 Unknown 0
## 3313 Urban 72.33 36.2 smokes 0
## 3314 Rural 55.59 17.9 Unknown 0
## 3315 Rural 73.48 33 never smoked 0
## 3316 Urban 105.05 20.4 Unknown 0
## 3317 Urban 84.78 33.6 formerly smoked 0
## 3318 Rural 164.77 34.5 never smoked 0
## 3319 Rural 220.64 30 never smoked 0
## 3320 Urban 159.39 12.8 Unknown 0
## 3321 Urban 69.53 26.2 never smoked 0
## 3322 Urban 81.42 13.5 Unknown 0
## 3323 Urban 83.93 25.6 formerly smoked 0
## 3324 Rural 98.90 18.8 Unknown 0
## 3325 Urban 82.64 14.5 Unknown 0
## 3326 Rural 112.54 23.4 formerly smoked 0
## 3327 Rural 75.25 39.7 formerly smoked 0
## 3328 Urban 204.77 40.8 never smoked 0
## 3329 Urban 63.86 29.5 smokes 0
## 3330 Rural 72.20 33 Unknown 0
## 3331 Urban 80.08 25.6 never smoked 0
## 3332 Urban 101.61 33.1 Unknown 0
## 3333 Urban 114.32 28.1 Unknown 0
## 3334 Rural 80.82 49.3 never smoked 0
## 3335 Rural 90.60 16.9 never smoked 0
## 3336 Rural 93.67 35.9 Unknown 0
## 3337 Rural 87.15 32.1 never smoked 0
## 3338 Urban 80.72 34.1 smokes 0
## 3339 Urban 83.16 15.1 Unknown 0
## 3340 Rural 98.14 42 Unknown 0
## 3341 Urban 83.13 16.8 Unknown 0
## 3342 Rural 134.24 28.8 Unknown 0
## 3343 Urban 248.37 32.2 smokes 0
## 3344 Rural 61.75 16.2 Unknown 0
## 3345 Urban 70.55 44.2 Unknown 0
## 3346 Rural 124.38 23.4 formerly smoked 0
## 3347 Rural 92.21 31 never smoked 0
## 3348 Urban 148.72 28.7 never smoked 0
## 3349 Urban 79.25 23.6 Unknown 0
## 3350 Urban 82.09 35.7 smokes 0
## 3351 Urban 194.53 39.5 never smoked 0
## 3352 Rural 98.84 27.3 Unknown 0
## 3353 Rural 135.74 31.3 formerly smoked 0
## 3354 Rural 66.55 33.4 Unknown 0
## 3355 Urban 115.69 29.2 never smoked 0
## 3356 Rural 67.76 26 never smoked 0
## 3357 Rural 88.65 18.1 formerly smoked 0
## 3358 Rural 106.11 22.4 Unknown 0
## 3359 Rural 95.49 29.4 Unknown 0
## 3360 Urban 59.07 21.6 never smoked 0
## 3361 Urban 228.92 27.9 formerly smoked 0
## 3362 Rural 62.89 29.6 Unknown 0
## 3363 Rural 96.84 30.2 Unknown 0
## 3364 Rural 81.25 43.4 smokes 0
## 3365 Urban 92.71 30.5 formerly smoked 0
## 3366 Rural 85.59 33.2 Unknown 0
## 3367 Urban 89.06 27.7 never smoked 0
## 3368 Urban 87.44 33.5 Unknown 0
## 3369 Urban 64.07 28 Unknown 0
## 3370 Urban 79.39 31.5 formerly smoked 0
## 3371 Rural 67.84 24 Unknown 0
## 3372 Rural 81.73 27.4 never smoked 0
## 3373 Urban 105.52 37.9 formerly smoked 0
## 3374 Rural 77.55 26.2 Unknown 0
## 3375 Urban 127.42 22.4 Unknown 0
## 3376 Urban 227.68 N/A never smoked 0
## 3377 Rural 226.73 43.7 never smoked 0
## 3378 Urban 89.74 28.4 never smoked 0
## 3379 Rural 219.17 29.8 never smoked 0
## 3380 Urban 74.85 24.8 formerly smoked 0
## 3381 Urban 55.96 34.8 never smoked 0
## 3382 Urban 215.92 27.4 smokes 0
## 3383 Urban 84.40 N/A smokes 0
## 3384 Urban 104.05 33.5 never smoked 0
## 3385 Urban 62.54 35 smokes 0
## 3386 Rural 87.54 24.4 Unknown 0
## 3387 Urban 76.81 28.3 smokes 0
## 3388 Rural 198.12 29.1 never smoked 0
## 3389 Rural 78.00 31.3 formerly smoked 0
## 3390 Urban 79.44 32.8 never smoked 0
## 3391 Rural 75.82 29.1 never smoked 0
## 3392 Urban 240.86 31.9 never smoked 0
## 3393 Urban 89.28 14.2 Unknown 0
## 3394 Rural 263.56 26.3 never smoked 0
## 3395 Urban 81.13 22.8 never smoked 0
## 3396 Urban 118.44 24.8 never smoked 0
## 3397 Rural 97.37 34.1 smokes 0
## 3398 Urban 80.51 21.5 Unknown 0
## 3399 Rural 78.88 26.1 never smoked 0
## 3400 Rural 83.61 21.4 smokes 0
## 3401 Urban 73.19 33.5 never smoked 0
## 3402 Urban 68.91 23 Unknown 0
## 3403 Rural 104.30 18.5 Unknown 0
## 3404 Urban 87.87 23.4 never smoked 0
## 3405 Urban 96.70 31.4 Unknown 0
## 3406 Rural 91.05 31.1 formerly smoked 0
## 3407 Rural 200.14 37.7 smokes 0
## 3408 Urban 73.04 25.3 never smoked 0
## 3409 Rural 85.81 35.6 never smoked 0
## 3410 Urban 65.41 24.8 smokes 0
## 3411 Rural 108.68 32.7 never smoked 0
## 3412 Rural 88.79 24.9 never smoked 0
## 3413 Rural 107.82 26 never smoked 0
## 3414 Urban 97.39 22.8 never smoked 0
## 3415 Urban 141.09 24 Unknown 0
## 3416 Urban 122.38 20.3 Unknown 0
## 3417 Urban 77.91 30.3 formerly smoked 0
## 3418 Rural 103.60 23.7 never smoked 0
## 3419 Rural 159.70 25.7 Unknown 0
## 3420 Rural 118.22 21.9 formerly smoked 0
## 3421 Urban 84.50 15.8 Unknown 0
## 3422 Rural 85.59 30.5 never smoked 0
## 3423 Rural 84.42 25.7 Unknown 0
## 3424 Rural 100.98 19 Unknown 0
## 3425 Rural 81.11 28.8 formerly smoked 0
## 3426 Rural 235.45 N/A formerly smoked 0
## 3427 Rural 79.20 22.4 never smoked 0
## 3428 Urban 207.71 32.4 Unknown 0
## 3429 Rural 99.84 36.6 never smoked 0
## 3430 Rural 98.05 27.9 never smoked 0
## 3431 Rural 105.90 27.7 Unknown 0
## 3432 Rural 107.55 N/A Unknown 0
## 3433 Urban 146.21 34.3 Unknown 0
## 3434 Urban 79.94 26.7 never smoked 0
## 3435 Rural 72.28 19 Unknown 0
## 3436 Rural 123.10 20.6 Unknown 0
## 3437 Rural 67.06 26.7 smokes 0
## 3438 Rural 82.68 29.2 never smoked 0
## 3439 Rural 125.89 21.3 never smoked 0
## 3440 Urban 228.05 51.9 Unknown 0
## 3441 Urban 98.23 14.1 Unknown 0
## 3442 Urban 90.06 28.9 smokes 0
## 3443 Urban 119.90 30.9 smokes 0
## 3444 Urban 94.53 36.1 never smoked 0
## 3445 Urban 64.66 25 formerly smoked 0
## 3446 Urban 103.79 28.6 never smoked 0
## 3447 Urban 88.51 20.5 never smoked 0
## 3448 Rural 97.26 16.7 Unknown 0
## 3449 Urban 92.59 36.6 never smoked 0
## 3450 Rural 102.89 26.4 never smoked 0
## 3451 Rural 92.26 33.1 formerly smoked 0
## 3452 Rural 80.00 27.5 never smoked 0
## 3453 Urban 56.75 26.9 never smoked 0
## 3454 Urban 104.66 23.9 never smoked 0
## 3455 Rural 60.39 26.9 Unknown 0
## 3456 Urban 223.14 27.8 never smoked 0
## 3457 Urban 105.51 32.7 never smoked 0
## 3458 Urban 83.42 28.7 never smoked 0
## 3459 Urban 71.06 22.6 Unknown 0
## 3460 Urban 101.24 26.5 never smoked 0
## 3461 Urban 91.19 28.3 never smoked 0
## 3462 Urban 174.43 24.3 never smoked 0
## 3463 Urban 214.51 24 formerly smoked 0
## 3464 Rural 72.64 32.4 never smoked 0
## 3465 Urban 62.69 28.7 Unknown 0
## 3466 Rural 141.16 36.7 never smoked 0
## 3467 Rural 89.61 27.7 never smoked 0
## 3468 Rural 76.42 24.8 smokes 0
## 3469 Rural 124.38 31.2 never smoked 0
## 3470 Urban 111.81 26.1 formerly smoked 0
## 3471 Rural 57.57 26.8 Unknown 0
## 3472 Urban 77.82 26.7 formerly smoked 0
## 3473 Urban 60.09 19.6 Unknown 0
## 3474 Urban 91.02 25.8 never smoked 0
## 3475 Rural 65.46 32.5 formerly smoked 0
## 3476 Rural 131.19 28.3 smokes 0
## 3477 Rural 79.89 24.5 smokes 0
## 3478 Urban 74.54 25.2 Unknown 0
## 3479 Urban 231.31 32.3 never smoked 0
## 3480 Urban 91.57 30.1 formerly smoked 0
## 3481 Urban 238.78 35.7 formerly smoked 0
## 3482 Rural 87.18 20 formerly smoked 0
## 3483 Rural 78.94 23.5 Unknown 0
## 3484 Rural 69.01 23.4 Unknown 0
## 3485 Rural 110.28 22.3 never smoked 0
## 3486 Urban 71.66 28.7 never smoked 0
## 3487 Urban 62.57 20.9 Unknown 0
## 3488 Urban 83.64 29.4 smokes 0
## 3489 Urban 107.18 27.6 Unknown 0
## 3490 Rural 233.59 43.9 never smoked 0
## 3491 Urban 84.88 28.7 formerly smoked 0
## 3492 Rural 97.95 34.7 Unknown 0
## 3493 Rural 58.19 37.1 Unknown 0
## 3494 Rural 70.11 24.2 never smoked 0
## 3495 Urban 112.77 22.7 smokes 0
## 3496 Urban 75.46 29.3 formerly smoked 0
## 3497 Urban 63.63 20 smokes 0
## 3498 Urban 100.22 22.7 smokes 0
## 3499 Rural 81.77 25.4 never smoked 0
## 3500 Rural 94.25 37.6 never smoked 0
## 3501 Rural 188.13 44.7 formerly smoked 0
## 3502 Rural 164.70 26.3 Unknown 0
## 3503 Rural 68.27 25 Unknown 0
## 3504 Rural 79.81 N/A formerly smoked 0
## 3505 Rural 100.12 32.3 formerly smoked 0
## 3506 Urban 151.23 24.9 never smoked 0
## 3507 Rural 112.41 33.7 never smoked 0
## 3508 Urban 205.97 26.6 formerly smoked 0
## 3509 Urban 112.19 53.4 never smoked 0
## 3510 Rural 71.93 41.7 never smoked 0
## 3511 Urban 190.89 22 never smoked 0
## 3512 Urban 138.02 20.3 smokes 0
## 3513 Rural 66.16 42.7 Unknown 0
## 3514 Rural 105.73 28.2 smokes 0
## 3515 Rural 78.34 32.5 Unknown 0
## 3516 Urban 102.10 22.5 formerly smoked 0
## 3517 Urban 97.37 26.5 smokes 0
## 3518 Urban 193.87 41 Unknown 0
## 3519 Rural 78.32 27 Unknown 0
## 3520 Rural 130.00 25.9 formerly smoked 0
## 3521 Urban 74.00 23.7 Unknown 0
## 3522 Rural 111.04 30 never smoked 0
## 3523 Urban 214.77 15 formerly smoked 0
## 3524 Rural 97.25 21.5 never smoked 0
## 3525 Urban 79.95 25.9 never smoked 0
## 3526 Urban 162.24 24.3 smokes 0
## 3527 Urban 74.36 39.2 Unknown 0
## 3528 Urban 69.68 14.4 Unknown 0
## 3529 Urban 98.35 26.6 never smoked 0
## 3530 Urban 75.73 30.7 never smoked 0
## 3531 Rural 85.86 35.4 Unknown 0
## 3532 Urban 80.34 29.2 never smoked 0
## 3533 Rural 73.76 26.7 Unknown 0
## 3534 Rural 94.96 21.5 never smoked 0
## 3535 Urban 108.18 19.1 never smoked 0
## 3536 Rural 85.23 25.4 Unknown 0
## 3537 Rural 189.88 34 never smoked 0
## 3538 Urban 197.11 23.9 never smoked 0
## 3539 Rural 100.08 20.9 smokes 0
## 3540 Rural 68.62 18.2 Unknown 0
## 3541 Rural 84.07 27.6 smokes 0
## 3542 Rural 99.65 50.3 never smoked 0
## 3543 Urban 82.33 24.5 never smoked 0
## 3544 Urban 94.49 16.6 Unknown 0
## 3545 Rural 108.71 24 never smoked 0
## 3546 Urban 64.94 18.8 never smoked 0
## 3547 Urban 98.22 34 Unknown 0
## 3548 Urban 83.50 25.8 never smoked 0
## 3549 Rural 192.47 30.3 never smoked 0
## 3550 Urban 125.89 28.9 smokes 0
## 3551 Urban 87.72 21.3 never smoked 0
## 3552 Rural 68.94 26.8 never smoked 0
## 3553 Rural 66.51 29.2 Unknown 0
## 3554 Urban 85.82 25 formerly smoked 0
## 3555 Rural 87.47 21.5 never smoked 0
## 3556 Urban 87.74 17.1 Unknown 0
## 3557 Rural 85.12 32.5 never smoked 0
## 3558 Urban 103.37 26.9 formerly smoked 0
## 3559 Rural 81.68 30.4 never smoked 0
## 3560 Urban 76.51 29.8 never smoked 0
## 3561 Rural 110.17 20.3 Unknown 0
## 3562 Rural 65.12 41.1 smokes 0
## 3563 Rural 76.66 N/A Unknown 0
## 3564 Rural 109.88 33.9 Unknown 0
## 3565 Urban 199.38 39 Unknown 0
## 3566 Urban 65.77 31.2 never smoked 0
## 3567 Rural 55.72 38.2 never smoked 0
## 3568 Urban 75.67 44.7 never smoked 0
## 3569 Rural 88.18 33.5 smokes 0
## 3570 Rural 95.94 27 never smoked 0
## 3571 Urban 86.93 31.1 never smoked 0
## 3572 Urban 85.17 29.2 never smoked 0
## 3573 Urban 111.10 26.6 never smoked 0
## 3574 Rural 92.00 17.9 Unknown 0
## 3575 Urban 97.47 24.2 formerly smoked 0
## 3576 Urban 79.21 19.5 Unknown 0
## 3577 Rural 83.97 28.5 formerly smoked 0
## 3578 Urban 98.55 21.3 never smoked 0
## 3579 Rural 202.98 41.3 never smoked 0
## 3580 Urban 60.70 31.3 never smoked 0
## 3581 Urban 92.22 40.8 never smoked 0
## 3582 Rural 79.94 36.6 Unknown 0
## 3583 Rural 83.68 26.7 Unknown 0
## 3584 Urban 69.92 18.7 formerly smoked 0
## 3585 Rural 136.96 15.2 Unknown 0
## 3586 Rural 95.32 26.8 never smoked 0
## 3587 Rural 107.78 25.1 never smoked 0
## 3588 Urban 198.32 31.3 formerly smoked 0
## 3589 Urban 100.16 59.7 never smoked 0
## 3590 Urban 96.02 29.8 never smoked 0
## 3591 Rural 112.69 33.5 formerly smoked 0
## 3592 Urban 60.61 24.5 never smoked 0
## 3593 Urban 79.77 33.6 never smoked 0
## 3594 Urban 87.41 39.7 formerly smoked 0
## 3595 Rural 226.38 47.4 never smoked 0
## 3596 Rural 124.64 26.4 smokes 0
## 3597 Urban 69.42 33 never smoked 0
## 3598 Urban 77.68 31.4 never smoked 0
## 3599 Rural 112.79 27.2 never smoked 0
## 3600 Rural 236.79 35.7 formerly smoked 0
## 3601 Rural 219.82 29.5 formerly smoked 0
## 3602 Urban 82.05 21 Unknown 0
## 3603 Rural 104.08 26.6 never smoked 0
## 3604 Urban 101.57 24.3 smokes 0
## 3605 Rural 71.32 43.9 smokes 0
## 3606 Rural 143.97 N/A Unknown 0
## 3607 Rural 239.19 52.5 Unknown 0
## 3608 Rural 78.45 27 formerly smoked 0
## 3609 Rural 61.11 32.7 never smoked 0
## 3610 Urban 87.29 29.4 Unknown 0
## 3611 Rural 82.49 15.1 Unknown 0
## 3612 Urban 83.15 32.1 Unknown 0
## 3613 Rural 83.26 32.9 never smoked 0
## 3614 Urban 78.70 27.6 formerly smoked 0
## 3615 Urban 111.94 26.5 smokes 0
## 3616 Rural 104.77 19.2 smokes 0
## 3617 Urban 104.26 25.9 Unknown 0
## 3618 Rural 113.84 21.9 never smoked 0
## 3619 Urban 114.71 17.4 Unknown 0
## 3620 Urban 61.54 13.2 Unknown 0
## 3621 Rural 133.62 25.2 never smoked 0
## 3622 Rural 111.96 28.2 never smoked 0
## 3623 Urban 112.44 31.5 Unknown 0
## 3624 Urban 123.61 25.2 Unknown 0
## 3625 Urban 84.68 14.5 Unknown 0
## 3626 Rural 206.62 28 formerly smoked 0
## 3627 Rural 114.54 15.1 Unknown 0
## 3628 Rural 216.88 31.4 smokes 0
## 3629 Urban 110.38 26.3 never smoked 0
## 3630 Urban 99.23 N/A smokes 0
## 3631 Rural 204.92 39.6 never smoked 0
## 3632 Urban 56.74 28.9 never smoked 0
## 3633 Rural 68.35 31.4 Unknown 0
## 3634 Urban 83.52 34.3 Unknown 0
## 3635 Urban 59.74 27 formerly smoked 0
## 3636 Rural 81.59 27.2 never smoked 0
## 3637 Rural 123.83 23.8 never smoked 0
## 3638 Urban 226.84 25.3 formerly smoked 0
## 3639 Rural 93.20 32.6 Unknown 0
## 3640 Rural 85.84 31.8 never smoked 0
## 3641 Urban 74.64 22.4 Unknown 0
## 3642 Urban 80.17 28 never smoked 0
## 3643 Urban 85.03 23.9 formerly smoked 0
## 3644 Urban 234.35 25.3 formerly smoked 0
## 3645 Urban 116.25 16.4 formerly smoked 0
## 3646 Urban 66.55 26.9 smokes 0
## 3647 Urban 88.38 25.4 never smoked 0
## 3648 Urban 81.05 18.7 Unknown 0
## 3649 Urban 68.40 37.5 never smoked 0
## 3650 Urban 96.95 41.4 never smoked 0
## 3651 Rural 66.24 37.5 never smoked 0
## 3652 Rural 91.81 15.8 Unknown 0
## 3653 Urban 84.86 37.6 never smoked 0
## 3654 Rural 118.88 30.5 never smoked 0
## 3655 Urban 85.91 22.1 Unknown 0
## 3656 Rural 115.40 19.2 Unknown 0
## 3657 Rural 75.34 38 never smoked 0
## 3658 Rural 100.19 18.7 Unknown 0
## 3659 Urban 200.73 25.7 formerly smoked 0
## 3660 Urban 114.09 30.1 never smoked 0
## 3661 Urban 67.30 36.3 never smoked 0
## 3662 Rural 96.91 20.4 Unknown 0
## 3663 Rural 116.20 20.9 Unknown 0
## 3664 Rural 72.54 28.4 never smoked 0
## 3665 Rural 96.01 33.8 Unknown 0
## 3666 Urban 89.16 24 never smoked 0
## 3667 Rural 108.64 43.3 never smoked 0
## 3668 Rural 83.66 36.4 never smoked 0
## 3669 Rural 81.21 37.9 never smoked 0
## 3670 Urban 86.96 32.6 never smoked 0
## 3671 Rural 92.95 23.9 never smoked 0
## 3672 Urban 95.86 18.1 Unknown 0
## 3673 Rural 85.52 36.4 never smoked 0
## 3674 Rural 159.39 29.2 never smoked 0
## 3675 Urban 202.51 30.8 formerly smoked 0
## 3676 Rural 82.24 23.8 formerly smoked 0
## 3677 Rural 109.81 17.9 Unknown 0
## 3678 Rural 91.85 31.8 formerly smoked 0
## 3679 Rural 123.49 19.5 Unknown 0
## 3680 Rural 105.49 31.5 smokes 0
## 3681 Urban 101.53 24.1 formerly smoked 0
## 3682 Urban 89.45 N/A Unknown 0
## 3683 Urban 126.04 35.9 never smoked 0
## 3684 Rural 95.49 31.6 Unknown 0
## 3685 Rural 89.38 19 Unknown 0
## 3686 Urban 82.30 18.8 Unknown 0
## 3687 Urban 218.00 33.5 Unknown 0
## 3688 Urban 79.70 25 never smoked 0
## 3689 Rural 209.15 52.9 formerly smoked 0
## 3690 Rural 70.22 24.8 formerly smoked 0
## 3691 Rural 83.57 24.5 never smoked 0
## 3692 Urban 60.60 40.4 smokes 0
## 3693 Urban 97.24 20.2 Unknown 0
## 3694 Rural 162.72 31.9 smokes 0
## 3695 Urban 73.27 25.4 smokes 0
## 3696 Urban 92.62 15.4 Unknown 0
## 3697 Urban 90.00 38.6 never smoked 0
## 3698 Rural 78.28 31 formerly smoked 0
## 3699 Rural 87.81 26.4 smokes 0
## 3700 Urban 202.66 N/A never smoked 0
## 3701 Rural 196.50 37.7 never smoked 0
## 3702 Urban 142.31 35.2 smokes 0
## 3703 Rural 94.96 54.7 smokes 0
## 3704 Rural 83.78 21.6 never smoked 0
## 3705 Urban 86.10 23.9 Unknown 0
## 3706 Rural 74.50 N/A Unknown 0
## 3707 Urban 66.96 26.1 never smoked 0
## 3708 Rural 76.70 39.7 formerly smoked 0
## 3709 Rural 103.12 29.9 formerly smoked 0
## 3710 Urban 84.03 31.4 never smoked 0
## 3711 Rural 74.15 34.5 formerly smoked 0
## 3712 Rural 73.29 29.4 never smoked 0
## 3713 Urban 115.16 26.9 Unknown 0
## 3714 Urban 83.55 22.4 Unknown 0
## 3715 Urban 61.53 20.5 Unknown 0
## 3716 Rural 100.74 18.6 Unknown 0
## 3717 Urban 59.31 31.4 smokes 0
## 3718 Urban 63.22 18.5 formerly smoked 0
## 3719 Urban 209.50 41.8 never smoked 0
## 3720 Urban 64.51 21.2 Unknown 0
## 3721 Rural 90.07 28.6 never smoked 0
## 3722 Urban 113.95 16 Unknown 0
## 3723 Rural 119.32 30.6 Unknown 0
## 3724 Rural 99.12 29 formerly smoked 0
## 3725 Rural 152.84 28.6 Unknown 0
## 3726 Rural 78.23 34.8 never smoked 0
## 3727 Urban 68.80 N/A Unknown 0
## 3728 Urban 76.05 42 Unknown 0
## 3729 Rural 116.49 30.3 never smoked 0
## 3730 Rural 99.91 30.9 Unknown 0
## 3731 Urban 76.10 32.1 smokes 0
## 3732 Rural 121.99 19.6 Unknown 0
## 3733 Rural 116.21 32.8 smokes 0
## 3734 Urban 55.28 31.5 Unknown 0
## 3735 Rural 219.81 N/A Unknown 0
## 3736 Rural 103.73 34.7 never smoked 0
## 3737 Urban 153.08 21.5 Unknown 0
## 3738 Rural 98.69 27.6 Unknown 0
## 3739 Rural 94.11 28.6 formerly smoked 0
## 3740 Rural 117.03 21.1 never smoked 0
## 3741 Urban 91.35 23.8 never smoked 0
## 3742 Rural 82.48 33.5 Unknown 0
## 3743 Rural 99.76 33.4 formerly smoked 0
## 3744 Urban 111.10 23.3 smokes 0
## 3745 Rural 122.25 21 never smoked 0
## 3746 Urban 84.19 21.2 never smoked 0
## 3747 Urban 84.60 18.4 Unknown 0
## 3748 Urban 126.35 26.9 never smoked 0
## 3749 Urban 87.50 20.2 formerly smoked 0
## 3750 Rural 77.52 21.9 never smoked 0
## 3751 Rural 133.13 24.2 Unknown 0
## 3752 Urban 96.10 29.6 never smoked 0
## 3753 Urban 108.61 38.1 smokes 0
## 3754 Rural 205.23 22 never smoked 0
## 3755 Rural 76.74 29.8 Unknown 0
## 3756 Urban 138.55 24 never smoked 0
## 3757 Urban 234.27 26.9 never smoked 0
## 3758 Urban 75.16 38 never smoked 0
## 3759 Rural 77.08 16.9 Unknown 0
## 3760 Urban 101.19 23.4 never smoked 0
## 3761 Urban 107.74 38.5 never smoked 0
## 3762 Rural 62.32 21.6 Unknown 0
## 3763 Urban 56.32 15.9 Unknown 0
## 3764 Rural 131.28 25.1 never smoked 0
## 3765 Urban 67.02 41.1 smokes 0
## 3766 Rural 76.72 21.5 Unknown 0
## 3767 Urban 125.98 21 smokes 0
## 3768 Urban 72.09 24.1 smokes 0
## 3769 Urban 88.05 30.6 Unknown 0
## 3770 Urban 55.47 19.8 smokes 0
## 3771 Rural 145.94 29.2 Unknown 0
## 3772 Rural 239.21 33.7 formerly smoked 0
## 3773 Rural 196.08 31 formerly smoked 0
## 3774 Rural 93.93 21.5 never smoked 0
## 3775 Urban 76.74 19.1 Unknown 0
## 3776 Urban 83.74 21.4 Unknown 0
## 3777 Urban 119.58 24.8 Unknown 0
## 3778 Rural 68.66 35.1 never smoked 0
## 3779 Urban 65.79 28.6 smokes 0
## 3780 Urban 176.38 35.7 never smoked 0
## 3781 Urban 175.74 45.4 Unknown 0
## 3782 Urban 193.45 34.5 never smoked 0
## 3783 Rural 85.84 21.2 never smoked 0
## 3784 Rural 93.85 22.7 formerly smoked 0
## 3785 Rural 86.21 39.1 never smoked 0
## 3786 Rural 75.41 21.9 Unknown 0
## 3787 Rural 95.28 16.5 Unknown 0
## 3788 Urban 95.87 23 never smoked 0
## 3789 Urban 180.45 22.5 never smoked 0
## 3790 Urban 95.39 20.4 Unknown 0
## 3791 Rural 60.77 28.7 smokes 0
## 3792 Urban 102.84 22.4 never smoked 0
## 3793 Urban 130.37 26.3 Unknown 0
## 3794 Urban 65.44 23.6 never smoked 0
## 3795 Rural 79.84 25.9 never smoked 0
## 3796 Rural 62.61 30.7 never smoked 0
## 3797 Urban 70.07 24.5 formerly smoked 0
## 3798 Rural 108.80 24 Unknown 0
## 3799 Urban 112.11 20.1 Unknown 0
## 3800 Rural 92.35 38 never smoked 0
## 3801 Urban 76.57 26.6 Unknown 0
## 3802 Urban 69.50 24.5 never smoked 0
## 3803 Rural 219.38 N/A never smoked 0
## 3804 Rural 69.48 41.3 never smoked 0
## 3805 Urban 89.18 34.8 smokes 0
## 3806 Urban 68.09 35.5 smokes 0
## 3807 Rural 92.71 24.1 Unknown 0
## 3808 Rural 56.21 19 Unknown 0
## 3809 Rural 72.08 N/A formerly smoked 0
## 3810 Urban 82.56 16.6 Unknown 0
## 3811 Urban 78.24 28.6 Unknown 0
## 3812 Rural 84.66 22.4 never smoked 0
## 3813 Urban 90.35 38.6 Unknown 0
## 3814 Rural 68.12 32 Unknown 0
## 3815 Rural 59.14 40.1 never smoked 0
## 3816 Urban 85.64 32 formerly smoked 0
## 3817 Rural 56.08 23.9 Unknown 0
## 3818 Rural 99.00 25 never smoked 0
## 3819 Urban 93.60 28.5 smokes 0
## 3820 Urban 105.75 19.8 Unknown 0
## 3821 Urban 114.09 25.7 never smoked 0
## 3822 Urban 57.42 28 smokes 0
## 3823 Urban 100.01 37.2 never smoked 0
## 3824 Urban 62.00 24.8 formerly smoked 0
## 3825 Rural 103.61 39.2 never smoked 0
## 3826 Rural 118.46 61.6 smokes 0
## 3827 Rural 94.77 27.2 never smoked 0
## 3828 Urban 72.12 38 never smoked 0
## 3829 Rural 155.23 36.2 never smoked 0
## 3830 Urban 90.60 16.6 Unknown 0
## 3831 Urban 81.92 38 never smoked 0
## 3832 Rural 67.10 31.4 never smoked 0
## 3833 Rural 58.01 35.3 never smoked 0
## 3834 Rural 173.90 35.8 never smoked 0
## 3835 Rural 106.27 28.6 never smoked 0
## 3836 Rural 60.57 34 Unknown 0
## 3837 Urban 105.34 15.5 Unknown 0
## 3838 Rural 96.28 31.1 never smoked 0
## 3839 Urban 122.73 37.5 formerly smoked 0
## 3840 Urban 104.12 37.7 Unknown 0
## 3841 Urban 69.74 24.2 formerly smoked 0
## 3842 Rural 106.95 33.4 Unknown 0
## 3843 Urban 94.63 33 never smoked 0
## 3844 Urban 86.97 25.7 Unknown 0
## 3845 Rural 76.12 19.4 Unknown 0
## 3846 Urban 99.94 33.4 never smoked 0
## 3847 Urban 91.53 18 Unknown 0
## 3848 Rural 145.46 40.1 never smoked 0
## 3849 Urban 74.86 26.9 never smoked 0
## 3850 Urban 74.42 22.5 Unknown 0
## 3851 Urban 70.07 27.6 smokes 0
## 3852 Urban 89.85 23.3 Unknown 0
## 3853 Rural 104.21 35.7 never smoked 0
## 3854 Rural 157.77 28.4 never smoked 0
## 3855 Urban 101.81 29.4 smokes 0
## 3856 Rural 103.00 31.9 Unknown 0
## 3857 Urban 101.85 25.1 smokes 0
## 3858 Urban 85.92 35.6 smokes 0
## 3859 Rural 56.85 21.1 never smoked 0
## 3860 Urban 89.04 17.8 Unknown 0
## 3861 Rural 63.01 31.5 never smoked 0
## 3862 Rural 65.48 26.6 Unknown 0
## 3863 Rural 68.60 44.8 smokes 0
## 3864 Urban 81.68 31.3 formerly smoked 0
## 3865 Urban 65.21 17.2 Unknown 0
## 3866 Urban 72.53 25.3 smokes 0
## 3867 Rural 81.78 28.8 never smoked 0
## 3868 Rural 116.85 49.9 smokes 0
## 3869 Rural 80.83 18 Unknown 0
## 3870 Urban 96.21 23.5 never smoked 0
## 3871 Rural 117.04 18.1 Unknown 0
## 3872 Rural 78.26 41.7 formerly smoked 0
## 3873 Urban 58.24 N/A formerly smoked 0
## 3874 Urban 82.53 20.7 smokes 0
## 3875 Urban 71.25 30.3 smokes 0
## 3876 Rural 129.73 27.8 never smoked 0
## 3877 Urban 115.47 18.9 Unknown 0
## 3878 Urban 56.79 20.4 Unknown 0
## 3879 Urban 100.16 31.8 Unknown 0
## 3880 Rural 97.60 44.8 smokes 0
## 3881 Rural 90.54 37.1 Unknown 0
## 3882 Urban 105.88 39.9 smokes 0
## 3883 Rural 217.94 24.1 formerly smoked 0
## 3884 Urban 69.89 18.1 Unknown 0
## 3885 Urban 93.28 36.3 never smoked 0
## 3886 Rural 111.27 19.1 smokes 0
## 3887 Urban 91.04 21.1 never smoked 0
## 3888 Urban 87.20 28.9 smokes 0
## 3889 Rural 109.12 18.9 Unknown 0
## 3890 Urban 216.64 43.3 formerly smoked 0
## 3891 Rural 74.28 37.2 formerly smoked 0
## 3892 Urban 57.60 32.2 Unknown 0
## 3893 Urban 173.97 26.3 Unknown 0
## 3894 Rural 65.25 25.4 smokes 0
## 3895 Urban 80.92 18.3 Unknown 0
## 3896 Rural 124.37 21.4 never smoked 0
## 3897 Urban 102.39 22.9 smokes 0
## 3898 Rural 90.42 16.2 Unknown 0
## 3899 Rural 79.17 29.6 Unknown 0
## 3900 Urban 71.08 21.5 never smoked 0
## 3901 Urban 81.54 24.2 never smoked 0
## 3902 Urban 159.67 37.3 never smoked 0
## 3903 Urban 93.96 33.3 smokes 0
## 3904 Urban 103.01 33.1 never smoked 0
## 3905 Rural 92.49 22.2 never smoked 0
## 3906 Urban 208.85 24.4 formerly smoked 0
## 3907 Urban 122.39 30.3 Unknown 0
## 3908 Rural 65.91 28.2 Unknown 0
## 3909 Rural 70.25 17 Unknown 0
## 3910 Urban 219.70 53.8 Unknown 0
## 3911 Urban 65.70 30.4 formerly smoked 0
## 3912 Urban 67.08 22.3 Unknown 0
## 3913 Rural 107.58 25.3 never smoked 0
## 3914 Rural 208.05 N/A smokes 0
## 3915 Rural 95.87 29.8 never smoked 0
## 3916 Urban 68.17 43.8 formerly smoked 0
## 3917 Urban 95.37 34.5 smokes 0
## 3918 Urban 90.00 25.5 never smoked 0
## 3919 Rural 106.10 31.5 smokes 0
## 3920 Rural 56.13 39.2 Unknown 0
## 3921 Rural 104.03 47.3 smokes 0
## 3922 Rural 157.01 17 Unknown 0
## 3923 Urban 84.35 38.2 never smoked 0
## 3924 Rural 67.99 31.1 never smoked 0
## 3925 Rural 118.93 22.4 never smoked 0
## 3926 Rural 185.28 32 smokes 0
## 3927 Rural 82.08 24.7 Unknown 0
## 3928 Urban 88.32 36.3 Unknown 0
## 3929 Rural 85.16 20.2 Unknown 0
## 3930 Rural 69.54 27.4 never smoked 0
## 3931 Rural 62.12 29.6 never smoked 0
## 3932 Rural 198.30 54.3 formerly smoked 0
## 3933 Rural 100.06 28.6 never smoked 0
## 3934 Urban 101.13 43.9 formerly smoked 0
## 3935 Rural 91.09 22.2 never smoked 0
## 3936 Rural 61.54 28.4 Unknown 0
## 3937 Urban 62.02 23.7 smokes 0
## 3938 Urban 103.11 18.3 Unknown 0
## 3939 Rural 77.57 18.3 Unknown 0
## 3940 Urban 97.34 28.9 never smoked 0
## 3941 Urban 78.76 N/A Unknown 0
## 3942 Rural 67.10 27.1 Unknown 0
## 3943 Urban 79.89 13.8 Unknown 0
## 3944 Rural 206.66 21.9 smokes 0
## 3945 Urban 95.79 24 Unknown 0
## 3946 Urban 83.88 N/A smokes 0
## 3947 Rural 93.51 20.8 Unknown 0
## 3948 Urban 116.78 39.8 formerly smoked 0
## 3949 Rural 117.63 26.2 never smoked 0
## 3950 Rural 60.01 43.9 Unknown 0
## 3951 Rural 64.60 27.3 Unknown 0
## 3952 Rural 92.43 N/A never smoked 0
## 3953 Urban 71.63 22 formerly smoked 0
## 3954 Urban 87.79 40 formerly smoked 0
## 3955 Rural 99.64 20.1 formerly smoked 0
## 3956 Rural 86.53 42.2 never smoked 0
## 3957 Urban 200.68 25.8 Unknown 0
## 3958 Urban 98.37 27.2 never smoked 0
## 3959 Rural 117.98 30.9 smokes 0
## 3960 Urban 218.60 47.9 formerly smoked 0
## 3961 Urban 101.30 33.1 smokes 0
## 3962 Urban 79.51 37.8 never smoked 0
## 3963 Urban 223.26 25.4 never smoked 0
## 3964 Rural 97.22 28.4 never smoked 0
## 3965 Rural 172.27 16.6 never smoked 0
## 3966 Urban 221.83 35.1 smokes 0
## 3967 Urban 74.61 32.7 Unknown 0
## 3968 Rural 60.91 29.8 Unknown 0
## 3969 Rural 69.79 13 Unknown 0
## 3970 Urban 83.60 27.5 formerly smoked 0
## 3971 Urban 83.95 23.6 Unknown 0
## 3972 Rural 77.50 36.9 smokes 0
## 3973 Urban 64.29 16.7 Unknown 0
## 3974 Rural 61.10 26.5 never smoked 0
## 3975 Rural 100.71 37 never smoked 0
## 3976 Urban 65.21 27.7 Unknown 0
## 3977 Rural 119.77 23.5 Unknown 0
## 3978 Rural 102.39 40.4 formerly smoked 0
## 3979 Urban 59.67 27.7 never smoked 0
## 3980 Rural 83.16 28.3 never smoked 0
## 3981 Rural 218.10 55 smokes 0
## 3982 Rural 76.45 28.7 Unknown 0
## 3983 Rural 200.46 25 Unknown 0
## 3984 Urban 95.70 24.8 formerly smoked 0
## 3985 Rural 70.23 35.5 never smoked 0
## 3986 Urban 75.15 25 Unknown 0
## 3987 Rural 95.80 17.3 Unknown 0
## 3988 Urban 90.67 37.8 Unknown 0
## 3989 Rural 84.79 32.8 formerly smoked 0
## 3990 Urban 147.50 28.7 Unknown 0
## 3991 Rural 134.12 28.8 formerly smoked 0
## 3992 Urban 82.62 28.4 never smoked 0
## 3993 Rural 125.11 24.9 formerly smoked 0
## 3994 Urban 92.14 29.6 formerly smoked 0
## 3995 Urban 217.79 26.1 formerly smoked 0
## 3996 Rural 95.62 29.5 smokes 0
## 3997 Rural 93.80 23.9 never smoked 0
## 3998 Rural 90.61 25.8 smokes 0
## 3999 Urban 139.20 36.2 never smoked 0
## 4000 Rural 77.01 31.3 formerly smoked 0
## 4001 Urban 105.26 26.1 never smoked 0
## 4002 Rural 68.35 19.1 Unknown 0
## 4003 Rural 99.07 17.6 never smoked 0
## 4004 Rural 147.74 21.4 Unknown 0
## 4005 Urban 61.29 24 Unknown 0
## 4006 Rural 98.92 25.5 never smoked 0
## 4007 Urban 90.74 19.9 Unknown 0
## 4008 Rural 159.79 19.9 Unknown 0
## 4009 Rural 233.47 35.5 never smoked 0
## 4010 Urban 85.53 26.9 smokes 0
## 4011 Urban 76.70 24.2 never smoked 0
## 4012 Rural 67.87 30 never smoked 0
## 4013 Urban 77.26 30.9 never smoked 0
## 4014 Rural 91.28 26.5 never smoked 0
## 4015 Urban 129.19 30.6 never smoked 0
## 4016 Urban 97.86 19.1 formerly smoked 0
## 4017 Rural 112.33 23.2 formerly smoked 0
## 4018 Rural 110.41 30.5 smokes 0
## 4019 Rural 91.58 15.8 Unknown 0
## 4020 Urban 58.86 16.9 never smoked 0
## 4021 Rural 76.88 18 Unknown 0
## 4022 Urban 109.52 13.9 Unknown 0
## 4023 Urban 181.23 36.7 never smoked 0
## 4024 Urban 103.58 30.8 formerly smoked 0
## 4025 Rural 81.96 34.6 never smoked 0
## 4026 Rural 104.55 16.3 Unknown 0
## 4027 Urban 76.12 38.2 formerly smoked 0
## 4028 Rural 64.27 27.3 never smoked 0
## 4029 Rural 200.98 30.4 smokes 0
## 4030 Urban 101.96 34.5 never smoked 0
## 4031 Rural 84.17 17.4 Unknown 0
## 4032 Rural 85.79 32 never smoked 0
## 4033 Urban 71.46 33.4 Unknown 0
## 4034 Rural 95.49 40.2 smokes 0
## 4035 Rural 87.62 30.1 smokes 0
## 4036 Rural 118.55 46.2 smokes 0
## 4037 Urban 82.14 35.6 smokes 0
## 4038 Urban 219.67 29.4 smokes 0
## 4039 Urban 135.84 27.3 never smoked 0
## 4040 Rural 74.83 17.4 Unknown 0
## 4041 Urban 60.37 26.9 Unknown 0
## 4042 Rural 67.28 17.7 Unknown 0
## 4043 Rural 77.79 23.6 Unknown 0
## 4044 Rural 88.51 27.7 Unknown 0
## 4045 Urban 90.38 38 smokes 0
## 4046 Urban 156.69 35.2 never smoked 0
## 4047 Urban 207.60 N/A never smoked 0
## 4048 Urban 158.90 32.4 formerly smoked 0
## 4049 Urban 247.97 36.1 formerly smoked 0
## 4050 Rural 114.71 30.6 never smoked 0
## 4051 Rural 58.55 29 never smoked 0
## 4052 Urban 231.15 22.3 never smoked 0
## 4053 Urban 68.18 27.3 formerly smoked 0
## 4054 Rural 118.75 17.4 Unknown 0
## 4055 Rural 186.54 39 formerly smoked 0
## 4056 Rural 96.14 26.7 never smoked 0
## 4057 Urban 69.52 24.2 Unknown 0
## 4058 Rural 101.93 22.8 smokes 0
## 4059 Urban 71.58 25.6 Unknown 0
## 4060 Urban 83.10 21.9 smokes 0
## 4061 Rural 110.96 25.9 never smoked 0
## 4062 Urban 122.83 30.6 Unknown 0
## 4063 Urban 91.65 25.7 formerly smoked 0
## 4064 Urban 84.10 33.3 Unknown 0
## 4065 Rural 118.85 23.8 smokes 0
## 4066 Urban 89.32 17.2 Unknown 0
## 4067 Urban 128.72 31 Unknown 0
## 4068 Urban 98.05 24.7 never smoked 0
## 4069 Urban 102.10 27.1 never smoked 0
## 4070 Urban 108.62 N/A smokes 0
## 4071 Urban 96.19 38.3 smokes 0
## 4072 Urban 98.07 50.9 formerly smoked 0
## 4073 Rural 71.40 29.2 formerly smoked 0
## 4074 Rural 82.27 23.6 formerly smoked 0
## 4075 Rural 158.33 33.5 never smoked 0
## 4076 Rural 102.50 16.3 Unknown 0
## 4077 Urban 72.18 30.8 Unknown 0
## 4078 Urban 95.94 31.1 never smoked 0
## 4079 Rural 87.15 26.4 formerly smoked 0
## 4080 Urban 82.59 18.6 formerly smoked 0
## 4081 Rural 89.31 37.3 formerly smoked 0
## 4082 Rural 64.84 26.6 never smoked 0
## 4083 Urban 107.52 17.6 Unknown 0
## 4084 Urban 92.76 22.3 Unknown 0
## 4085 Urban 79.16 20.2 Unknown 0
## 4086 Urban 87.00 30.9 never smoked 0
## 4087 Rural 145.25 31.5 never smoked 0
## 4088 Urban 125.14 29.7 Unknown 0
## 4089 Rural 88.60 32.5 Unknown 0
## 4090 Urban 57.59 32.8 Unknown 0
## 4091 Urban 59.43 25.4 never smoked 0
## 4092 Rural 65.43 27.2 Unknown 0
## 4093 Urban 154.03 31.6 smokes 0
## 4094 Rural 139.81 39.6 never smoked 0
## 4095 Urban 111.81 19.8 formerly smoked 0
## 4096 Urban 106.84 29.6 never smoked 0
## 4097 Rural 221.06 25.5 formerly smoked 0
## 4098 Urban 69.97 25.8 formerly smoked 0
## 4099 Rural 77.07 32.1 formerly smoked 0
## 4100 Urban 59.49 25.6 Unknown 0
## 4101 Rural 109.39 26.3 never smoked 0
## 4102 Rural 93.97 39.4 Unknown 0
## 4103 Urban 163.17 25.6 never smoked 0
## 4104 Urban 124.39 34 Unknown 0
## 4105 Urban 212.62 35.8 never smoked 0
## 4106 Urban 128.63 24.9 smokes 0
## 4107 Urban 84.10 29.3 never smoked 0
## 4108 Urban 77.60 23.4 Unknown 0
## 4109 Urban 70.51 24.5 Unknown 0
## 4110 Rural 109.19 29.8 Unknown 0
## 4111 Rural 55.23 28.9 Unknown 0
## 4112 Urban 120.15 27.3 never smoked 0
## 4113 Urban 72.16 23.2 never smoked 0
## 4114 Rural 95.89 34.2 Unknown 0
## 4115 Urban 64.68 23.3 smokes 0
## 4116 Rural 70.51 26.9 formerly smoked 0
## 4117 Rural 81.77 21.8 never smoked 0
## 4118 Urban 66.47 26.9 never smoked 0
## 4119 Rural 146.08 29.9 never smoked 0
## 4120 Urban 91.68 22.4 never smoked 0
## 4121 Rural 108.96 27.5 never smoked 0
## 4122 Urban 113.41 35 never smoked 0
## 4123 Urban 111.08 27.9 never smoked 0
## 4124 Urban 217.74 25.5 Unknown 0
## 4125 Rural 78.50 28.6 never smoked 0
## 4126 Urban 89.06 34.8 formerly smoked 0
## 4127 Urban 74.80 50.6 Unknown 0
## 4128 Rural 80.20 30.9 never smoked 0
## 4129 Rural 76.52 14.8 Unknown 0
## 4130 Rural 208.99 31.4 formerly smoked 0
## 4131 Urban 99.72 22.3 smokes 0
## 4132 Urban 102.97 19.1 Unknown 0
## 4133 Rural 197.36 27.4 Unknown 0
## 4134 Urban 98.56 17.5 Unknown 0
## 4135 Urban 86.06 36.2 never smoked 0
## 4136 Urban 123.08 25.4 smokes 0
## 4137 Urban 75.00 25.7 smokes 0
## 4138 Rural 105.90 28.6 smokes 0
## 4139 Urban 73.87 33.7 never smoked 0
## 4140 Rural 78.04 37.9 never smoked 0
## 4141 Urban 107.74 28.4 Unknown 0
## 4142 Rural 60.64 20 never smoked 0
## 4143 Rural 82.57 29.1 never smoked 0
## 4144 Rural 115.98 27.6 Unknown 0
## 4145 Rural 110.38 27.6 formerly smoked 0
## 4146 Rural 92.59 24.2 Unknown 0
## 4147 Urban 82.64 31 never smoked 0
## 4148 Urban 70.28 34.5 never smoked 0
## 4149 Urban 106.54 27 never smoked 0
## 4150 Urban 59.11 20.7 formerly smoked 0
## 4151 Rural 58.89 26.1 formerly smoked 0
## 4152 Urban 129.66 19.2 Unknown 0
## 4153 Rural 73.57 28 smokes 0
## 4154 Urban 72.04 23.6 formerly smoked 0
## 4155 Rural 125.63 57.2 Unknown 0
## 4156 Rural 77.94 33 never smoked 0
## 4157 Urban 68.99 22.2 never smoked 0
## 4158 Rural 111.76 24.8 Unknown 0
## 4159 Rural 65.36 24.7 never smoked 0
## 4160 Urban 80.27 27.9 never smoked 0
## 4161 Urban 81.73 21.6 never smoked 0
## 4162 Rural 79.22 34.8 smokes 0
## 4163 Urban 142.63 32.9 smokes 0
## 4164 Rural 97.05 28 Unknown 0
## 4165 Urban 222.52 N/A formerly smoked 0
## 4166 Rural 70.38 25 smokes 0
## 4167 Rural 114.46 24.7 formerly smoked 0
## 4168 Urban 64.62 27.3 never smoked 0
## 4169 Urban 94.12 34.2 Unknown 0
## 4170 Rural 70.19 39.1 smokes 0
## 4171 Urban 55.35 22.7 Unknown 0
## 4172 Urban 115.52 33.9 formerly smoked 0
## 4173 Urban 60.70 18.6 Unknown 0
## 4174 Urban 69.24 16.7 Unknown 0
## 4175 Urban 103.29 20.6 never smoked 0
## 4176 Rural 92.74 20.1 Unknown 0
## 4177 Rural 232.64 45.2 never smoked 0
## 4178 Urban 82.46 25.3 smokes 0
## 4179 Urban 63.57 32.4 never smoked 0
## 4180 Urban 73.24 34.9 never smoked 0
## 4181 Urban 78.43 43.7 smokes 0
## 4182 Urban 57.46 23 smokes 0
## 4183 Rural 104.16 21.5 never smoked 0
## 4184 Rural 110.42 24.9 never smoked 0
## 4185 Rural 119.40 22.9 never smoked 0
## 4186 Urban 119.13 25 never smoked 0
## 4187 Rural 120.22 21.3 never smoked 0
## 4188 Urban 80.80 46.1 never smoked 0
## 4189 Rural 57.96 64.4 never smoked 0
## 4190 Urban 81.24 37 never smoked 0
## 4191 Urban 88.79 21.3 never smoked 0
## 4192 Rural 70.91 28.3 never smoked 0
## 4193 Rural 87.12 31.1 smokes 0
## 4194 Urban 126.09 25.1 Unknown 0
## 4195 Urban 76.42 27.6 smokes 0
## 4196 Rural 56.33 29.4 Unknown 0
## 4197 Rural 131.81 14.1 Unknown 0
## 4198 Rural 95.23 35.2 smokes 0
## 4199 Urban 71.18 23.9 formerly smoked 0
## 4200 Rural 87.71 34 formerly smoked 0
## 4201 Rural 115.68 27.1 Unknown 0
## 4202 Rural 207.37 29.5 formerly smoked 0
## 4203 Rural 74.43 N/A Unknown 0
## 4204 Rural 75.10 20.7 Unknown 0
## 4205 Rural 69.72 39.5 smokes 0
## 4206 Urban 111.84 33.7 Unknown 0
## 4207 Rural 111.08 23.2 never smoked 0
## 4208 Rural 201.96 30.1 Unknown 0
## 4209 Urban 68.68 28.8 never smoked 0
## 4210 Rural 56.90 92 never smoked 0
## 4211 Urban 91.16 38 never smoked 0
## 4212 Urban 99.44 27.7 Unknown 0
## 4213 Urban 78.85 43.2 never smoked 0
## 4214 Rural 123.89 24.1 smokes 0
## 4215 Rural 90.44 28.7 never smoked 0
## 4216 Rural 138.44 34.8 Unknown 0
## 4217 Urban 75.06 23.5 never smoked 0
## 4218 Rural 85.66 28.5 never smoked 0
## 4219 Urban 102.76 20.3 Unknown 0
## 4220 Urban 71.79 43 formerly smoked 0
## 4221 Urban 167.16 18.3 never smoked 0
## 4222 Rural 131.05 27.2 never smoked 0
## 4223 Rural 86.92 22 Unknown 0
## 4224 Rural 59.62 50.8 Unknown 0
## 4225 Urban 103.72 35.4 formerly smoked 0
## 4226 Rural 77.10 55.9 Unknown 0
## 4227 Rural 94.75 27.9 smokes 0
## 4228 Rural 77.72 19.8 Unknown 0
## 4229 Rural 76.09 26 smokes 0
## 4230 Urban 61.80 26.8 formerly smoked 0
## 4231 Urban 92.97 N/A formerly smoked 0
## 4232 Urban 83.73 32.5 never smoked 0
## 4233 Rural 79.33 15 Unknown 0
## 4234 Rural 108.32 14.2 Unknown 0
## 4235 Rural 103.65 17 formerly smoked 0
## 4236 Rural 86.19 26.2 never smoked 0
## 4237 Urban 131.42 24.9 smokes 0
## 4238 Urban 69.46 26.6 never smoked 0
## 4239 Rural 76.78 22.7 smokes 0
## 4240 Urban 103.78 32.7 formerly smoked 0
## 4241 Urban 213.43 36.7 smokes 0
## 4242 Rural 93.52 31.5 Unknown 0
## 4243 Urban 115.07 36.9 never smoked 0
## 4244 Rural 69.45 27.6 Unknown 0
## 4245 Rural 81.00 20.7 Unknown 0
## 4246 Urban 83.16 20.2 Unknown 0
## 4247 Rural 108.63 23.4 never smoked 0
## 4248 Rural 88.06 25.3 Unknown 0
## 4249 Rural 80.57 28.2 formerly smoked 0
## 4250 Urban 248.24 27 smokes 0
## 4251 Urban 57.79 24.8 smokes 0
## 4252 Urban 87.40 34.8 never smoked 0
## 4253 Urban 76.63 17.3 Unknown 0
## 4254 Rural 58.01 27.8 never smoked 0
## 4255 Urban 77.43 16.2 Unknown 0
## 4256 Rural 101.12 N/A smokes 0
## 4257 Rural 64.45 21.7 Unknown 0
## 4258 Urban 79.42 21.4 never smoked 0
## 4259 Urban 82.94 29.3 Unknown 0
## 4260 Rural 81.58 36.2 never smoked 0
## 4261 Urban 62.21 28.3 Unknown 0
## 4262 Rural 229.94 23.5 never smoked 0
## 4263 Urban 116.06 25.9 Unknown 0
## 4264 Urban 117.77 27.1 never smoked 0
## 4265 Urban 66.69 21.5 never smoked 0
## 4266 Rural 122.23 30.5 Unknown 0
## 4267 Urban 168.68 23.4 formerly smoked 0
## 4268 Rural 119.90 37.6 never smoked 0
## 4269 Urban 110.33 24 smokes 0
## 4270 Rural 77.95 25.1 never smoked 0
## 4271 Rural 80.35 28.7 smokes 0
## 4272 Urban 57.38 41.8 formerly smoked 0
## 4273 Urban 96.47 25.6 Unknown 0
## 4274 Rural 70.66 27.2 never smoked 0
## 4275 Urban 202.06 24.4 never smoked 0
## 4276 Urban 91.30 20.7 Unknown 0
## 4277 Rural 67.56 19.6 Unknown 0
## 4278 Rural 126.12 24.8 Unknown 0
## 4279 Urban 86.40 32.6 smokes 0
## 4280 Urban 103.22 20.5 never smoked 0
## 4281 Rural 88.85 36.2 Unknown 0
## 4282 Urban 63.90 45.4 smokes 0
## 4283 Urban 81.32 27.6 formerly smoked 0
## 4284 Rural 253.93 N/A formerly smoked 0
## 4285 Urban 78.11 34.7 formerly smoked 0
## 4286 Urban 134.65 32.4 Unknown 0
## 4287 Rural 194.75 N/A Unknown 0
## 4288 Rural 77.94 28.7 never smoked 0
## 4289 Rural 56.94 45.3 Unknown 0
## 4290 Rural 117.03 40.3 formerly smoked 0
## 4291 Rural 207.84 38.9 never smoked 0
## 4292 Rural 228.26 46 never smoked 0
## 4293 Rural 84.43 32.4 smokes 0
## 4294 Urban 57.09 19.4 Unknown 0
## 4295 Urban 94.89 27.5 never smoked 0
## 4296 Rural 132.46 26.2 Unknown 0
## 4297 Rural 75.13 31.1 formerly smoked 0
## 4298 Rural 76.64 34.6 never smoked 0
## 4299 Rural 91.32 24.3 never smoked 0
## 4300 Rural 85.90 34.6 never smoked 0
## 4301 Urban 76.19 28.5 never smoked 0
## 4302 Rural 85.77 32.1 Unknown 0
## 4303 Urban 63.42 28 never smoked 0
## 4304 Rural 112.02 20.9 Unknown 0
## 4305 Urban 203.76 33.8 never smoked 0
## 4306 Urban 98.44 25.8 formerly smoked 0
## 4307 Urban 79.57 31.8 Unknown 0
## 4308 Urban 63.98 26.8 smokes 0
## 4309 Urban 101.46 25.9 formerly smoked 0
## 4310 Urban 74.66 29.2 smokes 0
## 4311 Rural 68.66 25.3 never smoked 0
## 4312 Rural 205.78 41.7 never smoked 0
## 4313 Rural 111.24 38.8 never smoked 0
## 4314 Urban 134.76 29.1 Unknown 0
## 4315 Urban 110.10 30.9 never smoked 0
## 4316 Urban 100.80 39.3 formerly smoked 0
## 4317 Urban 113.08 41.8 Unknown 0
## 4318 Urban 56.48 26.2 formerly smoked 0
## 4319 Urban 77.77 33.8 smokes 0
## 4320 Urban 104.02 26.1 Unknown 0
## 4321 Rural 83.59 24.1 never smoked 0
## 4322 Urban 179.67 30.7 formerly smoked 0
## 4323 Urban 91.89 22.4 Unknown 0
## 4324 Rural 78.90 23 Unknown 0
## 4325 Rural 230.74 30.2 formerly smoked 0
## 4326 Rural 216.19 30.3 formerly smoked 0
## 4327 Rural 83.70 28.7 never smoked 0
## 4328 Rural 200.66 36.3 smokes 0
## 4329 Rural 73.99 16.3 Unknown 0
## 4330 Urban 228.50 34.5 never smoked 0
## 4331 Urban 70.43 20.8 smokes 0
## 4332 Urban 74.39 31 formerly smoked 0
## 4333 Urban 102.92 17.6 Unknown 0
## 4334 Urban 87.91 22.7 formerly smoked 0
## 4335 Rural 118.55 38.4 smokes 0
## 4336 Urban 232.29 40.8 smokes 0
## 4337 Rural 125.32 32.9 Unknown 0
## 4338 Urban 78.98 31.3 formerly smoked 0
## 4339 Rural 100.20 28.5 smokes 0
## 4340 Rural 200.91 27.6 never smoked 0
## 4341 Rural 95.24 40.2 Unknown 0
## 4342 Urban 56.64 24.7 never smoked 0
## 4343 Urban 80.48 17.7 Unknown 0
## 4344 Urban 112.96 25.4 never smoked 0
## 4345 Rural 236.04 28.5 never smoked 0
## 4346 Urban 73.00 26.2 never smoked 0
## 4347 Urban 61.13 26 never smoked 0
## 4348 Urban 88.56 45.3 never smoked 0
## 4349 Rural 66.16 31.5 never smoked 0
## 4350 Rural 88.98 20.6 smokes 0
## 4351 Urban 94.39 29.4 Unknown 0
## 4352 Urban 87.39 57.9 never smoked 0
## 4353 Rural 77.91 39.1 Unknown 0
## 4354 Urban 86.85 23.8 formerly smoked 0
## 4355 Rural 94.37 38.1 never smoked 0
## 4356 Rural 76.64 19.5 never smoked 0
## 4357 Urban 254.95 35.5 smokes 0
## 4358 Urban 107.33 26.4 formerly smoked 0
## 4359 Urban 80.94 22.2 smokes 0
## 4360 Rural 112.02 29.1 Unknown 0
## 4361 Rural 196.58 41.9 formerly smoked 0
## 4362 Urban 89.14 22.6 formerly smoked 0
## 4363 Urban 69.94 33.3 smokes 0
## 4364 Urban 55.79 21.3 never smoked 0
## 4365 Urban 73.08 20.4 Unknown 0
## 4366 Urban 96.02 28.7 Unknown 0
## 4367 Rural 189.82 28.8 formerly smoked 0
## 4368 Urban 89.68 38.7 never smoked 0
## 4369 Urban 101.06 32.3 smokes 0
## 4370 Rural 62.66 37.9 Unknown 0
## 4371 Urban 84.03 25.3 Unknown 0
## 4372 Rural 108.38 27.7 Unknown 0
## 4373 Rural 78.79 25.1 Unknown 0
## 4374 Rural 76.12 16.8 Unknown 0
## 4375 Rural 68.01 27.7 never smoked 0
## 4376 Urban 90.11 28.6 never smoked 0
## 4377 Urban 193.61 37.6 never smoked 0
## 4378 Rural 195.74 32.7 Unknown 0
## 4379 Rural 94.77 22.7 Unknown 0
## 4380 Urban 85.00 16 Unknown 0
## 4381 Urban 141.37 23.5 never smoked 0
## 4382 Urban 90.71 45.8 Unknown 0
## 4383 Rural 106.80 20.8 never smoked 0
## 4384 Rural 121.66 16.7 Unknown 0
## 4385 Urban 85.18 22.2 smokes 0
## 4386 Rural 130.07 33.1 never smoked 0
## 4387 Rural 74.24 32.7 never smoked 0
## 4388 Urban 79.98 41.4 never smoked 0
## 4389 Urban 106.76 24.1 formerly smoked 0
## 4390 Urban 76.34 28 Unknown 0
## 4391 Rural 221.24 24.2 Unknown 0
## 4392 Urban 80.55 23.5 smokes 0
## 4393 Rural 63.98 23 Unknown 0
## 4394 Rural 55.93 20.3 smokes 0
## 4395 Rural 73.94 24.8 Unknown 0
## 4396 Rural 65.58 26.1 Unknown 0
## 4397 Rural 83.80 24.2 smokes 0
## 4398 Urban 95.87 19.3 formerly smoked 0
## 4399 Rural 112.83 18.2 Unknown 0
## 4400 Rural 84.93 24.2 never smoked 0
## 4401 Rural 103.08 41.5 smokes 0
## 4402 Rural 85.98 28 Unknown 0
## 4403 Urban 83.75 37 never smoked 0
## 4404 Urban 125.43 32.2 Unknown 0
## 4405 Urban 101.58 35.9 never smoked 0
## 4406 Rural 149.80 47.6 Unknown 0
## 4407 Rural 112.55 32.1 never smoked 0
## 4408 Urban 70.87 55.7 formerly smoked 0
## 4409 Rural 92.96 22.2 never smoked 0
## 4410 Rural 112.19 20.1 Unknown 0
## 4411 Urban 85.08 14.6 Unknown 0
## 4412 Urban 112.37 28.4 never smoked 0
## 4413 Urban 151.26 20.6 never smoked 0
## 4414 Urban 73.81 19.8 Unknown 0
## 4415 Urban 77.20 23.4 Unknown 0
## 4416 Urban 76.08 25.1 never smoked 0
## 4417 Rural 123.98 30.1 never smoked 0
## 4418 Urban 108.51 33.3 Unknown 0
## 4419 Rural 98.07 24 never smoked 0
## 4420 Urban 85.82 27.8 never smoked 0
## 4421 Rural 86.21 21.4 Unknown 0
## 4422 Urban 99.01 25.5 formerly smoked 0
## 4423 Rural 79.53 N/A never smoked 0
## 4424 Rural 80.08 21.8 never smoked 0
## 4425 Rural 69.47 18.9 Unknown 0
## 4426 Urban 85.07 21.9 Unknown 0
## 4427 Rural 88.00 30.6 never smoked 0
## 4428 Rural 144.14 29.8 never smoked 0
## 4429 Urban 78.80 28.7 smokes 0
## 4430 Urban 86.78 35.5 smokes 0
## 4431 Rural 105.72 29.1 formerly smoked 0
## 4432 Rural 64.37 32.8 never smoked 0
## 4433 Rural 146.10 22.8 never smoked 0
## 4434 Urban 58.66 31.3 never smoked 0
## 4435 Urban 192.50 29 never smoked 0
## 4436 Rural 103.50 19 Unknown 0
## 4437 Urban 89.42 24.1 never smoked 0
## 4438 Rural 212.92 21.4 never smoked 0
## 4439 Rural 60.73 28 never smoked 0
## 4440 Urban 73.18 27.6 never smoked 0
## 4441 Urban 82.26 28.7 Unknown 0
## 4442 Urban 87.40 24.5 formerly smoked 0
## 4443 Rural 86.95 25 formerly smoked 0
## 4444 Rural 74.00 29.6 never smoked 0
## 4445 Urban 73.98 29.9 never smoked 0
## 4446 Rural 124.78 35.6 never smoked 0
## 4447 Urban 191.94 27.9 never smoked 0
## 4448 Urban 247.87 42.6 never smoked 0
## 4449 Rural 83.20 21.2 formerly smoked 0
## 4450 Urban 88.62 28.5 formerly smoked 0
## 4451 Urban 81.51 25.6 formerly smoked 0
## 4452 Urban 101.76 N/A smokes 0
## 4453 Urban 115.71 31.1 formerly smoked 0
## 4454 Rural 229.73 30.4 never smoked 0
## 4455 Rural 57.40 22.9 Unknown 0
## 4456 Rural 100.47 31.9 never smoked 0
## 4457 Rural 81.36 48.8 never smoked 0
## 4458 Rural 261.67 43 formerly smoked 0
## 4459 Rural 110.20 21.8 Unknown 0
## 4460 Rural 98.90 35.5 never smoked 0
## 4461 Rural 95.19 24.3 smokes 0
## 4462 Rural 105.28 23.1 never smoked 0
## 4463 Rural 83.03 18.5 Unknown 0
## 4464 Rural 89.41 42.4 smokes 0
## 4465 Rural 70.56 32.3 never smoked 0
## 4466 Urban 78.79 22.6 Unknown 0
## 4467 Rural 70.13 17.8 Unknown 0
## 4468 Rural 62.68 18.4 never smoked 0
## 4469 Urban 71.77 26.9 never smoked 0
## 4470 Rural 77.99 32 smokes 0
## 4471 Urban 256.74 23.4 formerly smoked 0
## 4472 Rural 93.72 31.4 never smoked 0
## 4473 Urban 63.74 22.4 Unknown 0
## 4474 Urban 60.67 28.9 formerly smoked 0
## 4475 Urban 112.08 27.4 never smoked 0
## 4476 Rural 221.08 57.2 never smoked 0
## 4477 Urban 101.81 28.4 smokes 0
## 4478 Rural 60.17 23.5 smokes 0
## 4479 Rural 65.29 28.3 never smoked 0
## 4480 Urban 153.24 38.2 Unknown 0
## 4481 Rural 61.42 33.3 smokes 0
## 4482 Urban 86.67 33.3 never smoked 0
## 4483 Rural 82.42 28.8 never smoked 0
## 4484 Rural 100.54 32.1 smokes 0
## 4485 Urban 111.48 28.9 never smoked 0
## 4486 Urban 85.33 25.5 never smoked 0
## 4487 Urban 126.57 25.9 formerly smoked 0
## 4488 Urban 81.51 19.5 formerly smoked 0
## 4489 Rural 67.97 23.8 Unknown 0
## 4490 Urban 77.92 24.9 Unknown 0
## 4491 Urban 80.54 18.5 smokes 0
## 4492 Urban 76.47 30.6 Unknown 0
## 4493 Urban 87.15 16.1 Unknown 0
## 4494 Urban 86.07 32.5 Unknown 0
## 4495 Rural 106.52 27.4 formerly smoked 0
## 4496 Rural 94.24 30.2 Unknown 0
## 4497 Urban 89.73 23.5 formerly smoked 0
## 4498 Urban 208.39 36 formerly smoked 0
## 4499 Rural 128.61 24.8 never smoked 0
## 4500 Rural 57.56 27.5 never smoked 0
## 4501 Urban 227.23 40 formerly smoked 0
## 4502 Urban 77.76 18.1 Unknown 0
## 4503 Urban 72.76 18.8 Unknown 0
## 4504 Rural 90.11 23.6 never smoked 0
## 4505 Rural 203.27 29.7 never smoked 0
## 4506 Urban 234.50 43.7 never smoked 0
## 4507 Urban 71.12 27.3 never smoked 0
## 4508 Urban 190.67 20.2 never smoked 0
## 4509 Rural 116.04 23.8 Unknown 0
## 4510 Urban 82.95 21.4 never smoked 0
## 4511 Urban 112.75 25.1 Unknown 0
## 4512 Urban 82.63 17.9 smokes 0
## 4513 Urban 92.75 34.5 smokes 0
## 4514 Rural 117.63 27.1 formerly smoked 0
## 4515 Rural 197.06 26.1 never smoked 0
## 4516 Urban 216.07 43.4 never smoked 0
## 4517 Rural 76.03 33.2 never smoked 0
## 4518 Urban 62.44 37.2 Unknown 0
## 4519 Rural 108.82 41.3 smokes 0
## 4520 Urban 101.66 35.4 never smoked 0
## 4521 Rural 121.15 26.1 Unknown 0
## 4522 Rural 116.44 24.5 never smoked 0
## 4523 Rural 116.62 N/A smokes 0
## 4524 Urban 93.30 32.7 never smoked 0
## 4525 Urban 144.33 29.2 never smoked 0
## 4526 Urban 98.02 20.4 never smoked 0
## 4527 Urban 80.67 33.5 Unknown 0
## 4528 Urban 94.27 14 Unknown 0
## 4529 Rural 76.35 33.5 formerly smoked 0
## 4530 Urban 57.56 27.5 never smoked 0
## 4531 Urban 179.14 35.3 Unknown 0
## 4532 Rural 63.49 30.1 never smoked 0
## 4533 Rural 145.18 32.6 smokes 0
## 4534 Rural 66.30 47.5 never smoked 0
## 4535 Rural 120.56 31.6 never smoked 0
## 4536 Rural 69.20 23.5 formerly smoked 0
## 4537 Urban 150.74 40.3 Unknown 0
## 4538 Urban 81.38 34.1 smokes 0
## 4539 Urban 78.48 16.1 Unknown 0
## 4540 Rural 203.87 26.4 never smoked 0
## 4541 Urban 87.00 19 Unknown 0
## 4542 Rural 84.68 34.7 formerly smoked 0
## 4543 Urban 91.89 23.3 smokes 0
## 4544 Rural 88.97 32.6 never smoked 0
## 4545 Urban 116.98 26 never smoked 0
## 4546 Urban 135.82 35.1 never smoked 0
## 4547 Rural 96.62 18.6 Unknown 0
## 4548 Rural 106.53 30.4 formerly smoked 0
## 4549 Rural 58.42 32.8 formerly smoked 0
## 4550 Rural 79.62 21.6 never smoked 0
## 4551 Urban 141.84 23.3 Unknown 0
## 4552 Rural 78.05 31.4 never smoked 0
## 4553 Rural 77.16 26.3 never smoked 0
## 4554 Urban 86.30 20.1 never smoked 0
## 4555 Urban 83.55 28.3 formerly smoked 0
## 4556 Rural 102.00 40.4 smokes 0
## 4557 Urban 68.07 18.6 smokes 0
## 4558 Rural 81.77 44.7 never smoked 0
## 4559 Rural 82.62 25.3 smokes 0
## 4560 Urban 102.03 28.3 Unknown 0
## 4561 Urban 235.06 39.9 formerly smoked 0
## 4562 Rural 57.52 N/A formerly smoked 0
## 4563 Urban 76.98 34.7 never smoked 0
## 4564 Urban 82.31 31.9 never smoked 0
## 4565 Urban 83.84 35 Unknown 0
## 4566 Urban 98.14 32.7 formerly smoked 0
## 4567 Rural 84.04 30.6 Unknown 0
## 4568 Rural 92.24 27.9 Unknown 0
## 4569 Urban 94.92 20.4 Unknown 0
## 4570 Rural 112.70 29.6 never smoked 0
## 4571 Urban 74.34 23.5 never smoked 0
## 4572 Urban 72.99 46.4 Unknown 0
## 4573 Urban 104.90 27.4 never smoked 0
## 4574 Rural 99.96 25.2 never smoked 0
## 4575 Urban 85.27 25.8 Unknown 0
## 4576 Urban 60.32 33.3 smokes 0
## 4577 Rural 94.14 27.7 smokes 0
## 4578 Urban 195.43 28.9 never smoked 0
## 4579 Rural 200.25 33.1 never smoked 0
## 4580 Rural 90.31 38.1 smokes 0
## 4581 Urban 95.33 27.9 never smoked 0
## 4582 Rural 85.65 17.4 Unknown 0
## 4583 Urban 223.64 27.1 smokes 0
## 4584 Rural 76.43 22.7 Unknown 0
## 4585 Urban 98.66 28.3 Unknown 0
## 4586 Urban 75.84 21.5 Unknown 0
## 4587 Urban 85.46 30 never smoked 0
## 4588 Urban 81.33 18.6 Unknown 0
## 4589 Urban 199.78 45.2 Unknown 0
## 4590 Urban 176.42 39.7 Unknown 0
## 4591 Urban 101.56 31.5 never smoked 0
## 4592 Urban 84.48 23.2 formerly smoked 0
## 4593 Urban 93.21 27.3 Unknown 0
## 4594 Urban 72.88 26.5 never smoked 0
## 4595 Urban 84.10 19.3 Unknown 0
## 4596 Rural 72.84 26.1 Unknown 0
## 4597 Urban 70.89 19.8 never smoked 0
## 4598 Rural 108.14 25.1 formerly smoked 0
## 4599 Rural 244.30 37.3 never smoked 0
## 4600 Rural 88.04 30.3 formerly smoked 0
## 4601 Rural 65.84 16.1 Unknown 0
## 4602 Rural 106.73 25.1 never smoked 0
## 4603 Urban 106.03 26.7 Unknown 0
## 4604 Urban 80.88 29.3 formerly smoked 0
## 4605 Urban 140.10 38.7 never smoked 0
## 4606 Urban 127.40 35.8 formerly smoked 0
## 4607 Urban 87.72 21.7 never smoked 0
## 4608 Rural 58.23 31.4 formerly smoked 0
## 4609 Rural 69.37 26.9 formerly smoked 0
## 4610 Urban 58.64 33 never smoked 0
## 4611 Urban 59.67 24.5 smokes 0
## 4612 Urban 78.08 44.9 never smoked 0
## 4613 Urban 105.08 25.5 never smoked 0
## 4614 Urban 89.30 22.1 never smoked 0
## 4615 Rural 61.38 24.3 Unknown 0
## 4616 Rural 56.11 32.4 formerly smoked 0
## 4617 Urban 223.16 N/A Unknown 0
## 4618 Urban 75.53 33.1 formerly smoked 0
## 4619 Urban 107.47 26.7 never smoked 0
## 4620 Urban 76.00 37.9 Unknown 0
## 4621 Urban 90.28 39.6 never smoked 0
## 4622 Urban 65.22 19.8 never smoked 0
## 4623 Urban 86.24 30 Unknown 0
## 4624 Urban 166.38 23.1 never smoked 0
## 4625 Urban 78.91 34.3 Unknown 0
## 4626 Urban 226.28 38.4 Unknown 0
## 4627 Urban 90.73 32.8 smokes 0
## 4628 Rural 172.86 34.4 never smoked 0
## 4629 Rural 213.92 44.6 never smoked 0
## 4630 Urban 92.23 32.8 never smoked 0
## 4631 Urban 79.81 26.4 never smoked 0
## 4632 Rural 81.78 27.3 Unknown 0
## 4633 Rural 102.00 32.4 never smoked 0
## 4634 Rural 68.42 43.2 smokes 0
## 4635 Urban 94.68 33.6 Unknown 0
## 4636 Rural 125.33 26.4 Unknown 0
## 4637 Urban 212.19 46.9 never smoked 0
## 4638 Urban 89.00 36.3 formerly smoked 0
## 4639 Rural 60.98 34.9 formerly smoked 0
## 4640 Urban 58.19 29.6 smokes 0
## 4641 Rural 67.68 16.5 Unknown 0
## 4642 Rural 84.99 35.4 Unknown 0
## 4643 Urban 62.13 23.6 never smoked 0
## 4644 Rural 57.10 33.1 never smoked 0
## 4645 Urban 97.95 40.2 smokes 0
## 4646 Rural 94.06 14.8 Unknown 0
## 4647 Urban 93.88 34.8 Unknown 0
## 4648 Rural 90.30 33.5 formerly smoked 0
## 4649 Urban 83.14 31.9 never smoked 0
## 4650 Urban 118.66 16.1 Unknown 0
## 4651 Rural 100.47 50.2 formerly smoked 0
## 4652 Urban 90.78 35.9 Unknown 0
## 4653 Urban 66.46 39.6 formerly smoked 0
## 4654 Urban 73.56 27.5 formerly smoked 0
## 4655 Urban 200.80 32.3 Unknown 0
## 4656 Urban 57.28 15.4 never smoked 0
## 4657 Rural 92.87 28.4 smokes 0
## 4658 Rural 96.47 19.5 Unknown 0
## 4659 Urban 99.44 25 formerly smoked 0
## 4660 Urban 77.96 26.3 smokes 0
## 4661 Rural 60.13 39.6 never smoked 0
## 4662 Rural 88.17 38.6 formerly smoked 0
## 4663 Rural 84.41 33.9 never smoked 0
## 4664 Rural 72.34 32.2 Unknown 0
## 4665 Rural 68.72 25.1 never smoked 0
## 4666 Urban 222.58 37.4 smokes 0
## 4667 Rural 66.06 30.1 formerly smoked 0
## 4668 Rural 156.43 27 formerly smoked 0
## 4669 Urban 105.76 32.4 formerly smoked 0
## 4670 Rural 73.07 26.8 smokes 0
## 4671 Rural 99.48 27.2 never smoked 0
## 4672 Rural 79.60 36.7 Unknown 0
## 4673 Urban 70.00 36 never smoked 0
## 4674 Rural 112.98 37.2 formerly smoked 0
## 4675 Urban 61.07 19.1 Unknown 0
## 4676 Rural 63.43 21.8 Unknown 0
## 4677 Urban 73.20 26.5 smokes 0
## 4678 Urban 102.73 35 formerly smoked 0
## 4679 Rural 74.88 32.6 never smoked 0
## 4680 Urban 122.43 23.9 never smoked 0
## 4681 Urban 84.21 33.7 never smoked 0
## 4682 Rural 80.42 29.4 formerly smoked 0
## 4683 Urban 80.44 29 never smoked 0
## 4684 Rural 80.63 20.2 never smoked 0
## 4685 Rural 206.53 N/A never smoked 0
## 4686 Urban 104.12 27.4 never smoked 0
## 4687 Rural 96.82 25 never smoked 0
## 4688 Urban 88.10 30.7 never smoked 0
## 4689 Rural 64.85 23 Unknown 0
## 4690 Rural 102.87 26.6 smokes 0
## 4691 Urban 83.75 18.1 Unknown 0
## 4692 Rural 97.68 47.1 formerly smoked 0
## 4693 Urban 97.58 29.7 formerly smoked 0
## 4694 Rural 74.16 19.9 never smoked 0
## 4695 Urban 86.00 13.3 Unknown 0
## 4696 Urban 100.93 32.7 never smoked 0
## 4697 Urban 232.78 31.8 formerly smoked 0
## 4698 Rural 86.96 31.4 formerly smoked 0
## 4699 Urban 67.50 20.4 formerly smoked 0
## 4700 Urban 81.21 33.2 smokes 0
## 4701 Rural 110.14 30.5 smokes 0
## 4702 Urban 120.44 30.3 never smoked 0
## 4703 Urban 187.47 34.2 never smoked 0
## 4704 Urban 94.62 34.4 Unknown 0
## 4705 Rural 89.57 48.1 never smoked 0
## 4706 Urban 95.31 22.8 never smoked 0
## 4707 Rural 75.07 30.5 never smoked 0
## 4708 Rural 106.65 35.9 formerly smoked 0
## 4709 Urban 234.06 33.7 never smoked 0
## 4710 Rural 144.15 24.1 never smoked 0
## 4711 Urban 58.81 25.4 never smoked 0
## 4712 Urban 242.62 25.5 never smoked 0
## 4713 Urban 93.04 29.2 never smoked 0
## 4714 Rural 65.68 N/A Unknown 0
## 4715 Urban 150.00 17.4 Unknown 0
## 4716 Urban 63.56 29.9 Unknown 0
## 4717 Rural 96.98 21.5 never smoked 0
## 4718 Rural 66.70 24.7 never smoked 0
## 4719 Rural 79.66 25.1 Unknown 0
## 4720 Rural 90.16 34.4 never smoked 0
## 4721 Rural 104.09 27.9 Unknown 0
## 4722 Rural 90.96 31.5 formerly smoked 0
## 4723 Rural 152.38 31.8 never smoked 0
## 4724 Rural 114.54 30.1 smokes 0
## 4725 Urban 174.54 26.4 never smoked 0
## 4726 Rural 106.47 27.2 Unknown 0
## 4727 Urban 73.63 22.5 smokes 0
## 4728 Urban 98.52 29.8 formerly smoked 0
## 4729 Rural 62.93 26.1 smokes 0
## 4730 Urban 67.87 24.9 formerly smoked 0
## 4731 Rural 120.43 23.5 Unknown 0
## 4732 Rural 76.56 30.1 never smoked 0
## 4733 Urban 108.03 37.3 never smoked 0
## 4734 Rural 83.16 25.5 formerly smoked 0
## 4735 Rural 67.90 35.3 never smoked 0
## 4736 Rural 115.46 27.6 Unknown 0
## 4737 Rural 123.94 28.7 never smoked 0
## 4738 Urban 231.54 29.9 never smoked 0
## 4739 Urban 219.80 34.2 formerly smoked 0
## 4740 Rural 187.99 24.9 smokes 0
## 4741 Rural 234.45 36.8 formerly smoked 0
## 4742 Rural 75.47 24.5 formerly smoked 0
## 4743 Rural 98.24 34.6 never smoked 0
## 4744 Rural 66.20 30 Unknown 0
## 4745 Rural 94.67 28.8 Unknown 0
## 4746 Urban 75.95 28.6 never smoked 0
## 4747 Rural 111.79 23.6 smokes 0
## 4748 Rural 80.89 20.1 Unknown 0
## 4749 Rural 86.91 21.1 formerly smoked 0
## 4750 Urban 59.36 34.1 smokes 0
## 4751 Urban 240.69 N/A smokes 0
## 4752 Rural 66.67 29.5 never smoked 0
## 4753 Rural 87.54 37.8 never smoked 0
## 4754 Urban 139.87 31.2 smokes 0
## 4755 Rural 67.92 31.1 never smoked 0
## 4756 Urban 83.62 34.2 Unknown 0
## 4757 Rural 110.97 17.7 Unknown 0
## 4758 Rural 70.53 39.2 never smoked 0
## 4759 Rural 115.91 22.2 formerly smoked 0
## 4760 Urban 59.74 29.5 smokes 0
## 4761 Rural 62.64 27 never smoked 0
## 4762 Rural 84.81 16.8 never smoked 0
## 4763 Urban 78.68 23.3 never smoked 0
## 4764 Urban 217.57 33.5 formerly smoked 0
## 4765 Rural 79.76 15.6 Unknown 0
## 4766 Rural 63.28 28.2 never smoked 0
## 4767 Rural 78.48 22.6 never smoked 0
## 4768 Rural 70.48 20.2 never smoked 0
## 4769 Rural 120.96 22.2 formerly smoked 0
## 4770 Rural 77.29 22.6 never smoked 0
## 4771 Urban 108.51 26.7 Unknown 0
## 4772 Urban 113.85 22.9 Unknown 0
## 4773 Urban 97.65 21.5 Unknown 0
## 4774 Rural 121.83 30.3 formerly smoked 0
## 4775 Urban 81.53 14.8 Unknown 0
## 4776 Urban 58.35 24.3 never smoked 0
## 4777 Urban 65.42 17.4 formerly smoked 0
## 4778 Rural 69.34 29 never smoked 0
## 4779 Urban 109.09 26.3 smokes 0
## 4780 Urban 66.71 51.7 never smoked 0
## 4781 Rural 114.92 29.2 Unknown 0
## 4782 Rural 120.58 18.3 never smoked 0
## 4783 Rural 165.36 21.9 smokes 0
## 4784 Urban 66.11 16.3 Unknown 0
## 4785 Rural 126.34 27.4 smokes 0
## 4786 Rural 68.27 20.4 never smoked 0
## 4787 Rural 92.86 23.2 never smoked 0
## 4788 Rural 96.77 30.3 formerly smoked 0
## 4789 Rural 89.24 16.7 Unknown 0
## 4790 Rural 89.32 31 formerly smoked 0
## 4791 Rural 107.06 N/A smokes 0
## 4792 Urban 65.63 33.5 smokes 0
## 4793 Urban 123.66 17 Unknown 0
## 4794 Rural 63.82 19.4 smokes 0
## 4795 Rural 108.06 14.6 Unknown 0
## 4796 Rural 136.18 32.2 Unknown 0
## 4797 Urban 71.29 37.7 never smoked 0
## 4798 Rural 76.58 27.4 never smoked 0
## 4799 Rural 119.58 25 never smoked 0
## 4800 Urban 109.30 20.1 Unknown 0
## 4801 Urban 111.94 21.7 never smoked 0
## 4802 Urban 81.64 38.2 never smoked 0
## 4803 Rural 97.64 17 Unknown 0
## 4804 Rural 110.32 28.4 never smoked 0
## 4805 Rural 79.00 30 never smoked 0
## 4806 Urban 95.08 34.1 never smoked 0
## 4807 Urban 137.27 19.3 never smoked 0
## 4808 Urban 57.83 21.6 smokes 0
## 4809 Rural 84.08 32.9 never smoked 0
## 4810 Urban 234.51 27.2 formerly smoked 0
## 4811 Urban 142.64 27.8 smokes 0
## 4812 Rural 69.77 29.9 never smoked 0
## 4813 Urban 71.40 28.4 smokes 0
## 4814 Urban 79.61 24.1 Unknown 0
## 4815 Rural 77.46 24 Unknown 0
## 4816 Urban 96.85 23.4 Unknown 0
## 4817 Urban 182.22 32.6 formerly smoked 0
## 4818 Urban 67.26 33.1 formerly smoked 0
## 4819 Rural 60.02 33.8 formerly smoked 0
## 4820 Urban 113.45 30.3 never smoked 0
## 4821 Urban 112.31 36.9 Unknown 0
## 4822 Rural 68.53 29.7 never smoked 0
## 4823 Rural 57.15 38.8 never smoked 0
## 4824 Rural 214.73 30.9 never smoked 0
## 4825 Rural 91.82 36.9 Unknown 0
## 4826 Urban 71.80 18.8 Unknown 0
## 4827 Urban 63.41 25.5 formerly smoked 0
## 4828 Urban 106.24 32.3 never smoked 0
## 4829 Rural 83.01 25.8 smokes 0
## 4830 Rural 67.92 31.1 formerly smoked 0
## 4831 Rural 74.99 27.9 smokes 0
## 4832 Rural 75.22 18.6 Unknown 0
## 4833 Urban 61.88 20.1 never smoked 0
## 4834 Urban 65.67 26.7 smokes 0
## 4835 Urban 110.18 30.3 smokes 0
## 4836 Rural 119.30 30.4 formerly smoked 0
## 4837 Rural 208.69 30 Unknown 0
## 4838 Rural 95.18 24.9 smokes 0
## 4839 Urban 107.72 60.9 Unknown 0
## 4840 Rural 83.27 24.3 Unknown 0
## 4841 Rural 90.29 38.7 Unknown 0
## 4842 Urban 81.87 18.6 Unknown 0
## 4843 Urban 153.31 17.1 Unknown 0
## 4844 Rural 101.46 29.4 Unknown 0
## 4845 Urban 72.49 16.9 Unknown 0
## 4846 Rural 86.58 34.2 never smoked 0
## 4847 Urban 113.26 27.6 never smoked 0
## 4848 Urban 84.92 47.8 never smoked 0
## 4849 Urban 128.17 18.9 Unknown 0
## 4850 Rural 93.93 24.4 formerly smoked 0
## 4851 Urban 99.87 25.2 Unknown 0
## 4852 Urban 129.31 30.7 formerly smoked 0
## 4853 Urban 89.43 26.1 formerly smoked 0
## 4854 Rural 101.60 25.3 never smoked 0
## 4855 Rural 66.55 32.8 smokes 0
## 4856 Rural 231.72 45.7 formerly smoked 0
## 4857 Urban 96.69 24.6 Unknown 0
## 4858 Rural 102.13 32.3 never smoked 0
## 4859 Urban 100.88 47.6 smokes 0
## 4860 Rural 66.22 34.4 Unknown 0
## 4861 Urban 109.33 18.2 Unknown 0
## 4862 Urban 206.53 44.5 smokes 0
## 4863 Rural 83.91 36.6 Unknown 0
## 4864 Urban 67.92 19.4 never smoked 0
## 4865 Rural 73.48 22.9 Unknown 0
## 4866 Rural 101.31 20 Unknown 0
## 4867 Urban 103.66 36.1 smokes 0
## 4868 Urban 70.73 27.3 formerly smoked 0
## 4869 Rural 77.45 42.2 formerly smoked 0
## 4870 Urban 193.80 26.4 never smoked 0
## 4871 Rural 114.34 23.6 never smoked 0
## 4872 Urban 69.25 18.6 Unknown 0
## 4873 Rural 88.44 18 Unknown 0
## 4874 Rural 84.09 31.1 formerly smoked 0
## 4875 Urban 87.06 30 never smoked 0
## 4876 Rural 92.64 43.8 never smoked 0
## 4877 Urban 99.36 23.8 smokes 0
## 4878 Rural 135.63 36.2 formerly smoked 0
## 4879 Rural 82.44 32.6 Unknown 0
## 4880 Urban 81.88 18 Unknown 0
## 4881 Urban 95.44 25.5 smokes 0
## 4882 Urban 72.71 29.9 never smoked 0
## 4883 Urban 65.45 32.1 never smoked 0
## 4884 Urban 203.01 25.4 never smoked 0
## 4885 Urban 110.84 23.4 smokes 0
## 4886 Urban 83.12 23.4 Unknown 0
## 4887 Rural 55.12 21.8 never smoked 0
## 4888 Rural 105.91 30.8 never smoked 0
## 4889 Rural 61.57 37.9 formerly smoked 0
## 4890 Urban 83.10 42.5 smokes 0
## 4891 Urban 66.32 23.4 never smoked 0
## 4892 Urban 72.56 35.4 never smoked 0
## 4893 Rural 97.99 32.3 smokes 0
## 4894 Urban 63.27 27 never smoked 0
## 4895 Urban 79.60 46.3 never smoked 0
## 4896 Rural 177.56 30.1 never smoked 0
## 4897 Rural 81.31 34.7 never smoked 0
## 4898 Rural 59.91 18.3 never smoked 0
## 4899 Rural 132.85 16.2 never smoked 0
## 4900 Rural 198.84 33.2 formerly smoked 0
## 4901 Urban 77.12 18.6 Unknown 0
## 4902 Urban 87.17 25.1 never smoked 0
## 4903 Rural 96.03 24.1 Unknown 0
## 4904 Rural 83.56 33.1 Unknown 0
## 4905 Rural 80.93 24.8 Unknown 0
## 4906 Rural 84.54 23.4 smokes 0
## 4907 Urban 70.51 54.1 never smoked 0
## 4908 Rural 56.87 28.9 formerly smoked 0
## 4909 Urban 67.55 38.1 Unknown 0
## 4910 Urban 243.52 37.2 smokes 0
## 4911 Urban 108.63 19.6 Unknown 0
## 4912 Rural 69.06 29 smokes 0
## 4913 Urban 73.89 26.7 formerly smoked 0
## 4914 Urban 84.49 20.5 never smoked 0
## 4915 Urban 73.71 34.1 never smoked 0
## 4916 Urban 129.01 42.4 Unknown 0
## 4917 Urban 72.96 37.7 smokes 0
## 4918 Rural 110.23 39.1 Unknown 0
## 4919 Rural 79.49 28.9 Unknown 0
## 4920 Urban 89.33 30.7 never smoked 0
## 4921 Rural 68.38 33.8 Unknown 0
## 4922 Rural 238.27 N/A smokes 0
## 4923 Urban 135.79 32.1 formerly smoked 0
## 4924 Rural 82.19 40.5 never smoked 0
## 4925 Urban 93.20 24.8 smokes 0
## 4926 Urban 208.31 31.8 formerly smoked 0
## 4927 Rural 111.33 27 never smoked 0
## 4928 Rural 69.84 13.7 Unknown 0
## 4929 Rural 121.71 23.4 never smoked 0
## 4930 Urban 80.08 16.4 Unknown 0
## 4931 Urban 84.40 14.9 Unknown 0
## 4932 Rural 98.61 38.8 smokes 0
## 4933 Urban 86.61 38.6 smokes 0
## 4934 Urban 80.44 32.2 never smoked 0
## 4935 Rural 107.02 N/A Unknown 0
## 4936 Rural 97.23 30.6 never smoked 0
## 4937 Rural 91.21 28.1 formerly smoked 0
## 4938 Urban 103.69 35.2 smokes 0
## 4939 Urban 74.12 21.8 formerly smoked 0
## 4940 Urban 71.08 28.1 never smoked 0
## 4941 Urban 58.39 28.2 never smoked 0
## 4942 Rural 176.34 28.4 never smoked 0
## 4943 Rural 73.76 37.4 never smoked 0
## 4944 Rural 67.21 21.8 formerly smoked 0
## 4945 Urban 87.98 19.8 Unknown 0
## 4946 Urban 94.23 16.2 Unknown 0
## 4947 Rural 111.36 33.6 never smoked 0
## 4948 Urban 84.07 21.2 smokes 0
## 4949 Urban 117.31 28.4 never smoked 0
## 4950 Urban 84.94 N/A never smoked 0
## 4951 Urban 68.86 41.1 never smoked 0
## 4952 Urban 132.88 24.9 never smoked 0
## 4953 Rural 211.83 56.6 never smoked 0
## 4954 Rural 124.92 28.8 Unknown 0
## 4955 Urban 57.42 33.7 never smoked 0
## 4956 Urban 215.69 38.6 formerly smoked 0
## 4957 Urban 154.67 33.8 never smoked 0
## 4958 Urban 67.66 22.4 never smoked 0
## 4959 Rural 153.48 37.3 never smoked 0
## 4960 Urban 62.63 23.4 never smoked 0
## 4961 Urban 77.93 39.1 smokes 0
## 4962 Rural 80.30 21.2 Unknown 0
## 4963 Urban 106.69 31.2 Unknown 0
## 4964 Urban 83.07 28 formerly smoked 0
## 4965 Urban 140.14 21.1 never smoked 0
## 4966 Urban 92.65 15.7 never smoked 0
## 4967 Urban 111.37 29.1 formerly smoked 0
## 4968 Rural 99.00 26.1 never smoked 0
## 4969 Rural 78.24 16.2 Unknown 0
## 4970 Rural 83.88 27.1 never smoked 0
## 4971 Urban 86.21 28.8 smokes 0
## 4972 Urban 57.06 37.9 never smoked 0
## 4973 Rural 112.25 21.6 Unknown 0
## 4974 Urban 81.06 30.1 smokes 0
## 4975 Urban 104.37 29.7 never smoked 0
## 4976 Urban 124.31 26.4 Unknown 0
## 4977 Urban 101.95 46 formerly smoked 0
## 4978 Rural 116.95 26.1 never smoked 0
## 4979 Urban 99.76 23.2 Unknown 0
## 4980 Urban 105.48 28.4 Unknown 0
## 4981 Urban 100.60 20.5 never smoked 0
## 4982 Urban 65.05 24.6 Unknown 0
## 4983 Rural 75.90 32.2 never smoked 0
## 4984 Rural 267.60 30.5 never smoked 0
## 4985 Urban 215.07 N/A smokes 0
## 4986 Urban 109.03 24.9 Unknown 0
## 4987 Rural 225.35 26.5 smokes 0
## 4988 Rural 196.26 34.5 Unknown 0
## 4989 Urban 95.42 21.5 formerly smoked 0
## 4990 Rural 123.04 15.9 Unknown 0
## 4991 Urban 85.88 17.7 Unknown 0
## 4992 Rural 107.43 26.5 never smoked 0
## 4993 Rural 56.85 24.4 never smoked 0
## 4994 Rural 102.15 26.6 Unknown 0
## 4995 Rural 88.68 23.9 never smoked 0
## 4996 Urban 182.52 30.1 Unknown 0
## 4997 Urban 93.97 23.6 never smoked 0
## 4998 Urban 104.03 18.4 Unknown 0
## 4999 Rural 67.99 32.1 never smoked 0
## 5000 Rural 83.37 24.4 Unknown 0
## 5001 Rural 124.66 27.3 never smoked 0
## 5002 Rural 212.87 34.8 never smoked 0
## 5003 Urban 96.75 28.4 formerly smoked 0
## 5004 Urban 63.28 40.2 Unknown 0
## 5005 Urban 82.64 31.1 Unknown 0
## 5006 Rural 71.34 24 never smoked 0
## 5007 Rural 183.43 38.1 formerly smoked 0
## 5008 Urban 101.19 29.9 formerly smoked 0
## 5009 Rural 88.51 24.5 never smoked 0
## 5010 Rural 126.85 49.5 formerly smoked 0
## 5011 Urban 74.17 35.5 formerly smoked 0
## 5012 Urban 76.04 29.5 smokes 0
## 5013 Urban 73.87 28.8 smokes 0
## 5014 Rural 99.07 22.1 never smoked 0
## 5015 Urban 82.93 29.4 formerly smoked 0
## 5016 Rural 133.24 45 smokes 0
## 5017 Urban 69.88 27.1 never smoked 0
## 5018 Rural 69.12 28.3 Unknown 0
## 5019 Rural 86.05 20.1 formerly smoked 0
## 5020 Urban 185.27 31.3 never smoked 0
## 5021 Urban 97.46 17.6 Unknown 0
## 5022 Urban 81.90 24.5 never smoked 0
## 5023 Rural 99.58 24.1 Unknown 0
## 5024 Rural 124.54 31.3 never smoked 0
## 5025 Rural 153.34 31.5 never smoked 0
## 5026 Urban 112.35 29.9 Unknown 0
## 5027 Urban 160.76 30.2 smokes 0
## 5028 Rural 73.29 27.8 never smoked 0
## 5029 Urban 108.08 15.6 Unknown 0
## 5030 Urban 206.49 26.3 never smoked 0
## 5031 Rural 77.42 24.8 never smoked 0
## 5032 Rural 117.59 17.1 never smoked 0
## 5033 Rural 61.94 20.3 Unknown 0
## 5034 Urban 116.68 18.7 formerly smoked 0
## 5035 Urban 253.86 28.8 formerly smoked 0
## 5036 Urban 203.36 28.7 formerly smoked 0
## 5037 Rural 125.87 24.6 never smoked 0
## 5038 Rural 64.09 25.3 never smoked 0
## 5039 Urban 65.33 29.7 Unknown 0
## 5040 Rural 70.15 N/A formerly smoked 0
## 5041 Urban 96.84 21.1 Unknown 0
## 5042 Rural 175.92 26.9 smokes 0
## 5043 Rural 100.65 26.2 formerly smoked 0
## 5044 Rural 112.39 26.3 Unknown 0
## 5045 Rural 81.10 24.8 never smoked 0
## 5046 Rural 98.30 25 never smoked 0
## 5047 Urban 89.68 34.6 Unknown 0
## 5048 Urban 95.16 42.7 formerly smoked 0
## 5049 Urban 191.15 N/A smokes 0
## 5050 Rural 91.04 24.5 never smoked 0
## 5051 Urban 101.87 19.3 Unknown 0
## 5052 Rural 96.86 29.3 never smoked 0
## 5053 Urban 91.05 22.1 Unknown 0
## 5054 Urban 55.84 27.8 never smoked 0
## 5055 Urban 84.04 24.7 never smoked 0
## 5056 Urban 92.06 25.3 smokes 0
## 5057 Urban 89.61 41.2 formerly smoked 0
## 5058 Urban 69.92 47.6 never smoked 0
## 5059 Rural 89.29 23.4 never smoked 0
## 5060 Rural 120.23 22.7 Unknown 0
## 5061 Urban 60.22 29.7 formerly smoked 0
## 5062 Urban 223.78 32.3 never smoked 0
## 5063 Rural 211.58 36.9 never smoked 0
## 5064 Urban 179.38 27.7 Unknown 0
## 5065 Rural 193.88 24.3 Unknown 0
## 5066 Urban 89.01 37.4 never smoked 0
## 5067 Urban 118.41 25.1 never smoked 0
## 5068 Urban 138.51 24.3 never smoked 0
## 5069 Urban 120.03 24.3 formerly smoked 0
## 5070 Urban 91.01 28.7 never smoked 0
## 5071 Urban 61.98 16.8 Unknown 0
## 5072 Rural 135.32 35.8 Unknown 0
## 5073 Rural 58.72 40 smokes 0
## 5074 Urban 90.42 24.3 never smoked 0
## 5075 Urban 104.00 25.6 smokes 0
## 5076 Urban 102.50 37.8 Unknown 0
## 5077 Rural 174.37 23 never smoked 0
## 5078 Rural 106.56 21 Unknown 0
## 5079 Urban 76.31 15.5 Unknown 0
## 5080 Urban 77.28 17.1 Unknown 0
## 5081 Urban 90.52 28 never smoked 0
## 5082 Rural 108.35 40.8 formerly smoked 0
## 5083 Rural 72.03 37.5 smokes 0
## 5084 Urban 90.57 24.2 Unknown 0
## 5085 Rural 97.04 26.9 smokes 0
## 5086 Urban 83.89 33.1 formerly smoked 0
## 5087 Urban 152.56 21.8 Unknown 0
## 5088 Rural 75.93 34.7 formerly smoked 0
## 5089 Urban 76.89 30.2 Unknown 0
## 5090 Rural 62.13 16.8 Unknown 0
## 5091 Rural 100.85 21 smokes 0
## 5092 Rural 95.05 30.9 never smoked 0
## 5093 Urban 82.35 38.9 never smoked 0
## 5094 Rural 95.02 N/A smokes 0
## 5095 Urban 82.38 24.3 Unknown 0
## 5096 Rural 79.15 17.4 Unknown 0
## 5097 Rural 76.62 28.2 never smoked 0
## 5098 Urban 91.68 40.8 Unknown 0
## 5099 Urban 71.88 17.5 Unknown 0
## 5100 Rural 83.94 N/A smokes 0
## 5101 Rural 71.97 28.3 never smoked 0
## 5102 Urban 97.95 24.5 Unknown 0
## 5103 Rural 77.93 21.7 never smoked 0
## 5104 Urban 82.85 46.9 Unknown 0
## 5105 Rural 103.08 18.6 Unknown 0
## 5106 Urban 83.75 N/A never smoked 0
## 5107 Urban 125.20 40 never smoked 0
## 5108 Rural 82.99 30.6 never smoked 0
## 5109 Rural 166.29 25.6 formerly smoked 0
## 5110 Urban 85.28 26.2 Unknown 0Change the data type to what it should be
Some variables don’t have appropriate data type. So we have to replace them, firstly I want to change all characther data type except bmi into factor data type. Secondly I will change the bmi data type into numeric because bmi is a variable which value can be calculated.
#From character to factor
df_new$gender<-as.factor(df_new$gender)
df_new$hypertension<-as.factor(df_new$hypertension)
df_new$heart_disease<-as.factor(df_new$heart_disease)
df_new$ever_married<-as.factor(df_new$ever_married)
df_new$work_type<-as.factor(df_new$work_type)
df_new$Residence_type<-as.factor(df_new$Residence_type)
df_new$smoking_status<-as.factor(df_new$smoking_status)
df_new$stroke<-as.factor(df_new$stroke)#From character to numeric
df_new$bmi<-as.numeric(df_new$bmi)## Warning: NAs introduced by coercionReplacing Missing Value
Checking Missing Value
1. BMI
colSums(is.na(df_new))## gender age hypertension heart_disease
## 0 0 0 0
## ever_married work_type Residence_type avg_glucose_level
## 0 0 0 0
## bmi smoking_status stroke
## 201 0 0Explanation
There is a progress after changing the data type; previously, all missing values were zero; now, bmi has 201 missing value.
Then what are we going to do? We will fill in the missing value with the mean of the bmi itself.
Why don't I throw it away? Based on the internet, BMI plays an important role in relation to stroke, also 201 is a not a large number (only about 4%) and can be handled easily through the average substitution method.#replacing bmi's missing value
df_new$bmi[is.na(df_new$bmi)]<-mean(df_new$bmi,na.rm=TRUE)colSums(is.na(df_new))## gender age hypertension heart_disease
## 0 0 0 0
## ever_married work_type Residence_type avg_glucose_level
## 0 0 0 0
## bmi smoking_status stroke
## 0 0 0Now the bmi variable don’t have any missing value.
2. Gender
We need to remember that the gender variable has the value "other". In this time I will delete the row that has that value because in my opinion it is quite confusing, whether because the data is not found, or the person does not want to mention the gender, etcetera.df_new<-df_new[!(df_new$gender == "Other"),]3. Smoking Status
Also, the smoking status variable has a lot of missing value even though it is not explicitly stated in the is.na function. It is stated that the value of "unknown" means the information is unavailable for this patient.
However, we have a bigger problem, the number of "unknown" values has a fairly large proportion, which is 1544 or equivalent to 30% of the total population.
After doing some research on the internet, I discovered that the greatest missing amount that could be allowed in general was roughly 25-30%. As a result, I will not dismiss the smoking status variable on this time, because smoking has a significant impact on stroke circumstances, I will consider it in the modeling section.
We will replace "unknown" value with tha mode "never smoked".df_new[ df_new == "Unknown" ] <- NA
df_new$smoking_status[is.na(df_new$smoking_status)] <- "never smoked"Rechecking Data
Now that we’re done working on the missing value, I’m going to check it using the describe function.
describe(df_new)## df_new
##
## 11 Variables 5109 Observations
## --------------------------------------------------------------------------------
## gender
## n missing distinct
## 5109 0 2
##
## Value Female Male
## Frequency 2994 2115
## Proportion 0.586 0.414
## --------------------------------------------------------------------------------
## age
## n missing distinct Info Mean Gmd .05 .10
## 5109 0 104 1 43.23 26.03 5 11
## .25 .50 .75 .90 .95
## 25 45 61 75 79
##
## lowest : 0.08 0.16 0.24 0.32 0.40, highest: 78.00 79.00 80.00 81.00 82.00
## --------------------------------------------------------------------------------
## hypertension
## n missing distinct
## 5109 0 2
##
## Value 0 1
## Frequency 4611 498
## Proportion 0.903 0.097
## --------------------------------------------------------------------------------
## heart_disease
## n missing distinct
## 5109 0 2
##
## Value 0 1
## Frequency 4833 276
## Proportion 0.946 0.054
## --------------------------------------------------------------------------------
## ever_married
## n missing distinct
## 5109 0 2
##
## Value No Yes
## Frequency 1756 3353
## Proportion 0.344 0.656
## --------------------------------------------------------------------------------
## work_type
## n missing distinct
## 5109 0 5
##
## lowest : children Govt_job Never_worked Private Self-employed
## highest: children Govt_job Never_worked Private Self-employed
##
## Value children Govt_job Never_worked Private
## Frequency 687 657 22 2924
## Proportion 0.134 0.129 0.004 0.572
##
## Value Self-employed
## Frequency 819
## Proportion 0.160
## --------------------------------------------------------------------------------
## Residence_type
## n missing distinct
## 5109 0 2
##
## Value Rural Urban
## Frequency 2513 2596
## Proportion 0.492 0.508
## --------------------------------------------------------------------------------
## avg_glucose_level
## n missing distinct Info Mean Gmd .05 .10
## 5109 0 3978 1 106.1 45.38 60.71 65.79
## .25 .50 .75 .90 .95
## 77.24 91.88 114.09 192.20 216.30
##
## lowest : 55.12 55.22 55.23 55.25 55.26, highest: 266.59 267.60 267.61 267.76 271.74
## --------------------------------------------------------------------------------
## bmi
## n missing distinct Info Mean Gmd .05 .10
## 5109 0 419 1 28.89 8.332 17.70 19.88
## .25 .50 .75 .90 .95
## 23.80 28.40 32.80 38.70 42.66
##
## lowest : 10.3 11.3 11.5 12.0 12.3, highest: 66.8 71.9 78.0 92.0 97.6
## --------------------------------------------------------------------------------
## smoking_status
## n missing distinct
## 5109 0 3
##
## Value formerly smoked never smoked smokes
## Frequency 884 3436 789
## Proportion 0.173 0.673 0.154
## --------------------------------------------------------------------------------
## stroke
## n missing distinct
## 5109 0 2
##
## Value 0 1
## Frequency 4860 249
## Proportion 0.951 0.049
## --------------------------------------------------------------------------------Explanation
The output shows that we successfully filled in the missing value for BMI and smoking status plus eliminated 1 observation with the gender "other". So far we have 5109 observations and 11 variables.Little explanatory for smoking_status and bmi after data preparatiom
Note
I didn't check for the gender variable because we only omitted 1 piece of data and the results won't be much different.Checking Normality for BMI
Normality can be done to integer/numeric data type, so we cannot check the normality for smoking_status
qqPlot(df_new$bmi,main="Normality BMI Variable")
## [1] 2129 4209Explanation
From the results above, we can see that the BMI variable is quite normally distributed even though it is not perfect, there is a slight skew on the right sideChecking Data Anomalies for BMI
fullSummary <- FindOutliers(df_new$bmi)
fullSummary$summary## method n nMiss nOut lowLim upLim minNom maxNom
## 1 ThreeSigma 5109 0 59 5.799802 51.98921 10.3 51.9
## 2 Hampel 5109 0 98 8.384900 48.41510 10.3 48.4
## 3 BoxplotRule 5109 0 126 10.300000 46.30000 11.3 46.2par(mfrow=c(1,3), pty="m")
sd_bmi <- sd(df_new$bmi)
mean_bmi <- mean(df_new$bmi)
median_bmi <- median(df_new$bmi)
mad_bmi <- mad(df_new$bmi)
#Three Sigma Edit Rule
plot(df_new$bmi, main='Three Sigma Edit Rule', xlab='Record Number',ylab='bmi', ylim=c(0,120), col="#4D004B")
abline(h=mean_bmi+3*(sd_bmi),col='blue',lwd=3, lty = 'dotdash')
abline(h=mean_bmi-3*(sd_bmi),col='blue',lwd=3, lty = 'dotdash')
#Hampel Identifier
plot(df_new$bmi,xlab='Record Number',ylab='bmi',main='Hampel Identifier',ylim=c(0,120), col="#4D004B",lwd=2)
abline(h=median_bmi+3*mad_bmi,lty='dotdash',col='blue',lwd=3)
abline(h=median_bmi-3*mad_bmi,lty='dotdash',col='blue',lwd=3)
#Boxplot Rule
boxplot(df_new$bmi,xlab='Record Number',ylab='bmi',main='Boxplot Rule',col='#4D004B')
#brewer.pal(12, "BuPu")Explanation
bmi variable appears to have outliers: 59 outliers detected using the three sigma rule, 98 outliers detected using the Hammple identifier method, and 128 outliers detected using the boxplot method. However, the outliers in this variable are reasonable because it is a medical data where data from patients with abnormal conditions are very normal.So in this case we will not delete any data detected as outliers.Rececking Relationship Between stroke-smoking_status and stroke-bmi
ggplot(df_new, aes(x = stroke, fill = smoking_status)) +
geom_bar(position = "dodge")+ ggtitle("Relation between Smoking Status and Stroke after removing unknown")
table(df_new$smoking_status, df_new$stroke)##
## 0 1
## formerly smoked 814 70
## never smoked 3299 137
## smokes 747 42
## Unknown 0 0Explanation
Most people with stroke come from those who have never smoked while active smokers are in the last position.plot(df_new$bmi, df_new$stroke, main="Relation between BMI and Stroke")
Explanation
From our data, it can be seen that people with a BMI above normal (24.9) tend to have a higher probability of having a stroke than those with a normal BMI.
Also people who have a BMI above about 50 tend to rarely have a stroke probabilityRechecking corelation
spearman2(~stroke + age + hypertension + heart_disease + avg_glucose_level + bmi + gender + ever_married + work_type + Residence_type + smoking_status, data= df_new)##
## Spearman rho^2 Response variable:stroke
##
## rho2 F df1 df2 P Adjusted rho2 n
## age 0.062 339.10 1 5107 0.0000 0.062 5109
## hypertension 0.016 84.92 1 5107 0.0000 0.016 5109
## heart_disease 0.018 94.67 1 5107 0.0000 0.018 5109
## avg_glucose_level 0.007 35.07 1 5107 0.0000 0.007 5109
## bmi 0.003 15.48 1 5107 0.0001 0.003 5109
## gender 0.000 0.42 1 5107 0.5164 0.000 5109
## ever_married 0.012 60.61 1 5107 0.0000 0.012 5109
## work_type 0.010 12.40 4 5104 0.0000 0.009 5109
## Residence_type 0.000 1.21 1 5107 0.2706 0.000 5109
## smoking_status 0.005 7.98 3 5105 0.0000 0.004 5109Explanation
After data preparation, we can see that there has been a slightly change, especially in the BMI variable, now BMI has become statistically significant while gender and residence are still not statistically significant. This is makes sense to me because gender and residency have little effect on stroke; what matters is how your body is and your daily behaviors.
According to the correlation above, I believe the most important attribute is age.I also found a fact that stated adults over the age of 65 are twice as likely to get a stroke; nevertheless, gender and residency do not receive as much attention.
source : https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3006180/#:~:text=The%20risk%20increases%20with%20age,will%20result%20in%20death1.1c. Logistic Regression
Separate The Data
set.seed(1) #Randomizing our data
validation_index = createDataPartition(df_new$stroke, p=0.8, list = FALSE)
validationset = df_new[-validation_index,]
trainingset = df_new[validation_index,]dim(validationset)## [1] 1021 11dim(trainingset)## [1] 4088 11Explanation
I separated the data into two groups with an 80:20 ratio. Of course, the training set was bigger than the validation set. The training set contain of 4088 observations while validation set contain of 1021 observations.LogisticModel <- glm(stroke~., data= trainingset, family='binomial'(link="logit"))
summary(LogisticModel)##
## Call:
## glm(formula = stroke ~ ., family = binomial(link = "logit"),
## data = trainingset)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.1283 -0.3263 -0.1658 -0.0892 3.5186
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -6.557864 0.796681 -8.231 < 2e-16 ***
## genderMale 0.101575 0.156984 0.647 0.51761
## age 0.073985 0.006583 11.239 < 2e-16 ***
## hypertension1 0.359930 0.183528 1.961 0.04986 *
## heart_disease1 0.294940 0.212453 1.388 0.16506
## ever_marriedYes -0.076549 0.264682 -0.289 0.77242
## work_typeGovt_job -1.220531 0.858705 -1.421 0.15521
## work_typeNever_worked -10.598200 362.344650 -0.029 0.97667
## work_typePrivate -1.231722 0.842731 -1.462 0.14386
## work_typeSelf-employed -1.561843 0.867255 -1.801 0.07172 .
## Residence_typeUrban 0.022068 0.153763 0.144 0.88588
## avg_glucose_level 0.003615 0.001347 2.684 0.00727 **
## bmi 0.008341 0.012567 0.664 0.50685
## smoking_statusnever smoked -0.245370 0.179620 -1.366 0.17192
## smoking_statussmokes 0.137987 0.234121 0.589 0.55560
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1597.0 on 4087 degrees of freedom
## Residual deviance: 1278.1 on 4073 degrees of freedom
## AIC: 1308.1
##
## Number of Fisher Scoring iterations: 14Explanation
1. This is not the model that will be deployed, but through this we can see some variables that has potential to create better model. In this case some important variables are age, hypertension, and avg_glucose_level. The AIC value of this initial model is 1308.1, the smaller aic value, the better model we make.
2. Thankfully, the algorithm does not place a high importance on our smoking status, so we may ignore those 30% of missing values.LogisticModel1 <- glm(stroke ~ age + hypertension + avg_glucose_level , data = trainingset, family=binomial(link="logit"))
summary(LogisticModel1)##
## Call:
## glm(formula = stroke ~ age + hypertension + avg_glucose_level,
## family = binomial(link = "logit"), data = trainingset)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9798 -0.3281 -0.1785 -0.0848 3.7515
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7.422553 0.389525 -19.055 <2e-16 ***
## age 0.068561 0.005556 12.340 <2e-16 ***
## hypertension1 0.359721 0.182098 1.975 0.0482 *
## avg_glucose_level 0.004208 0.001300 3.238 0.0012 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1597 on 4087 degrees of freedom
## Residual deviance: 1291 on 4084 degrees of freedom
## AIC: 1299
##
## Number of Fisher Scoring iterations: 7LogisticModel2 <- glm(stroke ~ age + avg_glucose_level , data = trainingset, family=binomial(link="logit"))
summary(LogisticModel2)##
## Call:
## glm(formula = stroke ~ age + avg_glucose_level, family = binomial(link = "logit"),
## data = trainingset)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9399 -0.3304 -0.1795 -0.0846 3.7629
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7.491973 0.388274 -19.296 < 2e-16 ***
## age 0.070137 0.005497 12.758 < 2e-16 ***
## avg_glucose_level 0.004552 0.001284 3.546 0.000392 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1597.0 on 4087 degrees of freedom
## Residual deviance: 1294.8 on 4085 degrees of freedom
## AIC: 1300.8
##
## Number of Fisher Scoring iterations: 7LogisticModel3 <- glm(stroke ~ age + hypertension , data = trainingset, family=binomial(link="logit"))
summary(LogisticModel3)##
## Call:
## glm(formula = stroke ~ age + hypertension, family = binomial(link = "logit"),
## data = trainingset)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.8510 -0.3289 -0.1824 -0.0844 3.7292
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7.045351 0.366933 -19.201 <2e-16 ***
## age 0.070426 0.005478 12.857 <2e-16 ***
## hypertension1 0.440991 0.179815 2.452 0.0142 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1597.0 on 4087 degrees of freedom
## Residual deviance: 1301.1 on 4085 degrees of freedom
## AIC: 1307.1
##
## Number of Fisher Scoring iterations: 7LogisticModel4 <- glm(stroke ~ hypertension + avg_glucose_level , data = trainingset, family=binomial(link="logit"))
summary(LogisticModel4)##
## Call:
## glm(formula = stroke ~ hypertension + avg_glucose_level, family = binomial(link = "logit"),
## data = trainingset)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.8513 -0.2964 -0.2638 -0.2464 2.7036
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -4.120141 0.179777 -22.918 < 2e-16 ***
## hypertension1 1.020585 0.178332 5.723 1.05e-08 ***
## avg_glucose_level 0.008486 0.001316 6.449 1.13e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1597.0 on 4087 degrees of freedom
## Residual deviance: 1512.6 on 4085 degrees of freedom
## AIC: 1518.6
##
## Number of Fisher Scoring iterations: 6Explanation
Based on the results, the second model is the best of the four models we created; Although not the smallest, but this model get the second smallest position with a difference of only 1.8 to the first one and have a very tiny p value.So we are gonna use the second model, LogisticModel2 (AIC : 1300.8, attribute : age and avg_glucose_level)1d. Asses Model
#Making predictions using testing data
predictionLogistic <- predict(LogisticModel2, newdata = subset(validationset, select= c(1,2,3,4,5,6,7,8,9,10)), type= "response")#Evaluation
evaluation <- prediction(predictionLogistic, validationset$stroke)
prf <- performance(evaluation, measure="tpr", x.measure ="fpr" )
plot(prf, main="Accuracy for Validationset")
auc <- performance(evaluation, measure="auc")
auc <- auc@y.values[[1]]
auc## [1] 0.8571429Explanation
Our validationset's auc value is 0.8571429, which is a positive thing since the closer the auc value to 1, the better model will be. So, using the second model in the validation set, the prediction accuracy is around 85,7%.predictionLogistic2 <- predict(LogisticModel2, newdata = subset(trainingset, select= c(1,2,3,4,5,6,7,8,9,10)), type= "response")
evaluation2 <- prediction(predictionLogistic2, trainingset$stroke)
prf2 <- performance(evaluation2, measure="tpr", x.measure ="fpr" )
plot(prf2, main="Accuracy for Trainingset")
auc2 <- performance(evaluation2, measure="auc")
auc2 <- auc2@y.values[[1]]
auc2## [1] 0.8371161Explanation
We receive an auc value of 83.71 when we use our training data set, which is pretty good because the difference with the validation set is quite small.Accuracy
result <- ifelse(predictionLogistic > 0.5, 1, 0)
missclassificationError <- mean(result != validationset$stroke)
print(paste("Accuracy Validationset : ", 1-missclassificationError))## [1] "Accuracy Validationset : 0.952007835455436"result2 <- ifelse(predictionLogistic2 > 0.5, 1, 0)
missclassificationError2 <- mean(result2 != trainingset$stroke)
print(paste("Accuracy Trainingset : ", 1-missclassificationError2))## [1] "Accuracy Trainingset : 0.951076320939335"Explanation
The accuracy between the validation set and the training set is only 0.001 different which is a very good thing, we don't experience "overfitting" events where accuracy is only good at validation set or the training set. Therefore I can conclude that the model we created is deployable. The equation is:
chance of stroke = 0.070137 age + 0.004552 avg_glucose_levels - 7.491973
From the above equation it can be interpreted that for every 1% increase in age, there is a 0.070137 increase in the chance of having a stroke. And for every And for every 1% increase in glucose level, there will be a 0.004552 increase in the chance of having a stroke. So chance of having a stroke tend to be small if they meet this criteria: young age and have normal/low glucose levels.Decision Tree
Making the decision tree model
modelDT <- rpart(stroke~., data= trainingset, cp= 0.001, method= "class")modelDT## n= 4088
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 4088 200 0 (0.95107632 0.04892368)
## 2) age< 56.5 2788 32 0 (0.98852224 0.01147776) *
## 3) age>=56.5 1300 168 0 (0.87076923 0.12923077)
## 6) age< 73.5 850 83 0 (0.90235294 0.09764706)
## 12) avg_glucose_level< 189.83 669 51 0 (0.92376682 0.07623318)
## 24) bmi< 26.85 172 7 0 (0.95930233 0.04069767) *
## 25) bmi>=26.85 497 44 0 (0.91146881 0.08853119)
## 50) bmi>=28.89662 347 21 0 (0.93948127 0.06051873) *
## 51) bmi< 28.89662 150 23 0 (0.84666667 0.15333333)
## 102) smoking_status=never smoked 89 9 0 (0.89887640 0.10112360) *
## 103) smoking_status=formerly smoked,smokes 61 14 0 (0.77049180 0.22950820)
## 206) avg_glucose_level< 75.945 18 2 0 (0.88888889 0.11111111) *
## 207) avg_glucose_level>=75.945 43 12 0 (0.72093023 0.27906977)
## 414) avg_glucose_level>=82.34 35 7 0 (0.80000000 0.20000000) *
## 415) avg_glucose_level< 82.34 8 3 1 (0.37500000 0.62500000) *
## 13) avg_glucose_level>=189.83 181 32 0 (0.82320442 0.17679558)
## 26) heart_disease=0 143 20 0 (0.86013986 0.13986014)
## 52) bmi< 44.05 132 16 0 (0.87878788 0.12121212)
## 104) avg_glucose_level>=197.615 111 10 0 (0.90990991 0.09009009) *
## 105) avg_glucose_level< 197.615 21 6 0 (0.71428571 0.28571429)
## 210) age< 69 14 2 0 (0.85714286 0.14285714) *
## 211) age>=69 7 3 1 (0.42857143 0.57142857) *
## 53) bmi>=44.05 11 4 0 (0.63636364 0.36363636) *
## 27) heart_disease=1 38 12 0 (0.68421053 0.31578947)
## 54) gender=Female 13 1 0 (0.92307692 0.07692308) *
## 55) gender=Male 25 11 0 (0.56000000 0.44000000)
## 110) bmi< 30.8 13 4 0 (0.69230769 0.30769231) *
## 111) bmi>=30.8 12 5 1 (0.41666667 0.58333333) *
## 7) age>=73.5 450 85 0 (0.81111111 0.18888889)
## 14) bmi>=34.15 56 3 0 (0.94642857 0.05357143) *
## 15) bmi< 34.15 394 82 0 (0.79187817 0.20812183)
## 30) bmi< 28.84662 238 40 0 (0.83193277 0.16806723)
## 60) work_type=Govt_job,Self-employed 126 15 0 (0.88095238 0.11904762) *
## 61) work_type=Private 112 25 0 (0.77678571 0.22321429)
## 122) avg_glucose_level< 109.015 81 14 0 (0.82716049 0.17283951) *
## 123) avg_glucose_level>=109.015 31 11 0 (0.64516129 0.35483871)
## 246) avg_glucose_level>=131.835 24 6 0 (0.75000000 0.25000000) *
## 247) avg_glucose_level< 131.835 7 2 1 (0.28571429 0.71428571) *
## 31) bmi>=28.84662 156 42 0 (0.73076923 0.26923077)
## 62) bmi>=28.89662 126 28 0 (0.77777778 0.22222222)
## 124) avg_glucose_level< 72.185 12 0 0 (1.00000000 0.00000000) *
## 125) avg_glucose_level>=72.185 114 28 0 (0.75438596 0.24561404)
## 250) bmi< 31.25 62 11 0 (0.82258065 0.17741935)
## 500) bmi>=29.95 38 4 0 (0.89473684 0.10526316) *
## 501) bmi< 29.95 24 7 0 (0.70833333 0.29166667)
## 1002) avg_glucose_level< 121.82 17 3 0 (0.82352941 0.17647059) *
## 1003) avg_glucose_level>=121.82 7 3 1 (0.42857143 0.57142857) *
## 251) bmi>=31.25 52 17 0 (0.67307692 0.32692308)
## 502) gender=Female 32 6 0 (0.81250000 0.18750000) *
## 503) gender=Male 20 9 1 (0.45000000 0.55000000)
## 1006) work_type=Govt_job,Self-employed 10 4 0 (0.60000000 0.40000000) *
## 1007) work_type=Private 10 3 1 (0.30000000 0.70000000) *
## 63) bmi< 28.89662 30 14 0 (0.53333333 0.46666667)
## 126) smoking_status=never smoked,smokes 22 7 0 (0.68181818 0.31818182) *
## 127) smoking_status=formerly smoked 8 1 1 (0.12500000 0.87500000) *rpart.plot(modelDT)
Explanation
The factors considered in the tree are those that contribute to determining whether or not someone experiences a stroke. We have age, average glucose level, heart disease, BMI, work type, gender, and smoking status. The way to read it is the same as reading a binary tree, we match our current condition with the node/arrow listed.predictionDT <- predict(modelDT, validationset, type="class")
confusion_matrix <- table(predictionDT, validationset$stroke)
confusion_matrix##
## predictionDT 0 1
## 0 959 48
## 1 13 1Explanation
The horizontal represents actual situation while the vertical represents pedicted result.
1. True negative coordinates (0,0) are those where we correctly predicted the stroke value to be 0. Our decision tree model successfully predict 959 negative result.
2. False negative coordinates (1,0) are those where we fail to predict. When the siuation is positive we predict it as negative.Our decision tree model failed to predict 48 postive result.
3. False positive coordinates(0,1) are those where we fail to predict. When the situation is negative we predict it as positive. Our decision tree model failed to predict 13 negative result.
4. True positive coordinates (1,1) are those where we correctly predicted the stroke value to be 1. Our decision tree model successfully predict 1 positive result.Check Accuracy
Accuracy per label
acc <- diag(confusion_matrix)/rowSums(confusion_matrix) * 100
acc## 0 1
## 95.233366 7.142857Explanation
1. Class 0 can be predicted with 95.23% accuracy
2. Class 1 can be predicted with 7.14% accuracyOverall Accuracy
accuracy <- sum(diag(confusion_matrix))/ sum(confusion_matrix)
print(paste("Overall Accuracy DTM:", accuracy))## [1] "Overall Accuracy DTM: 0.940254652301665"Explanation
From the output above, it can be seen that our decision tree model has an overall accuracy of 94%, a fairly high number. When compared to our logistic model, the accuracy difference is only 0.01. Both method have such high accuracy,so we can conclude that they are both deployable.importance <- modelDT$variable.importance
barplot(importance, ylim = c(0,50), col = c("#F7FCFD","#E0ECF4","#BFD3E6","#9EBCDA", "#8C96C6", "#8C6BB1", "#88419D","#810F7C","#4D004B", "#084594"),
main="Importance Attributes to Chance of Stroke")
#brewer.pal(9, "BuPu")Explanation
The barplot above shows several variables that are important in decision making. Age, BMI, and Average Glucose Level are the top three most important variables.Thankyou!