#Exercise 3.1 (Data-driven decision making) Consider an observational study where 700 patients were given access to a new drug for an ailment. A total of 350 patients chose to take the drug and 350 patients did not. The patients were assessed for clinical recovery.
jp2 <-
read.csv('https://raw.githubusercontent.com/taragonmd/data/master/drugrx-pearl2.csv')
str(jp2)## 'data.frame': 700 obs. of 4 variables:
## $ X : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Recovered: Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 2 2 2 2 ...
## $ Drug : Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 2 2 2 2 ...
## $ Gender : Factor w/ 2 levels "Men","Women": 1 1 1 1 1 1 1 1 1 1 ...(tab2.rdg<- xtabs(~ Recovered + Drug + Gender, data = jp2))## , , Gender = Men
##
## Drug
## Recovered No Yes
## No 36 6
## Yes 234 81
##
## , , Gender = Women
##
## Drug
## Recovered No Yes
## No 25 71
## Yes 55 192For the variables Recovered (R), Drug (D), and Gender (G), use R to calculate the following probabilities (proportions).
P(R=Yes|D=No) P(R=Yes|D=Yes) P(R=Yes|D=No, G=men) P(R=Yes|D=Yes, G=men) P(R=Yes|D=No, G=Women) P(R=Yes|D=Yes, G=Women)
(p_No <- (234+55)/(270+80))## [1] 0.8257143(p_Yes<- (81+192)/(87+263))## [1] 0.78(p_NoMen <- 234/270)## [1] 0.8666667(p_YesMen <- 81/87)## [1] 0.9310345(p_NoWom <- 55/80)## [1] 0.6875(p_YesWom <- 192/263)## [1] 0.730038Discuss your findings and make drug treatment recommendations, and your rationale. Assume the results are clinically meaningful and statistically significant, and there were no measurement errors or misclassification biases.
This probabilities can easily be confusing. The probability of recovering without using the drug is 0.82, and with the drug is less (0.78). This would lead us to say that not using the drug has a bigger protective effect than using it. When we stratify by sex we observe that both groups are benefited by the use of the drug.
#Exercise 3.2 (Practice cross-tabulations) Use the read.csv function to read in syphilis counts from 1989. Do not attach the data frame (yet).
std89c <-
read.csv("https://raw.githubusercontent.com/taragonmd/data/master/syphilis89c.csv")
str(std89c)## 'data.frame': 44081 obs. of 3 variables:
## $ Sex : Factor w/ 2 levels "Female","Male": 2 2 2 2 2 2 2 2 2 2 ...
## $ Race: Factor w/ 3 levels "Black","Other",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ Age : Factor w/ 8 levels "<=14",">55","15-19",..: 1 1 3 3 3 3 3 3 3 3 ...dim(std89c)## [1] 44081 3head(std89c)## Sex Race Age
## 1 Male White <=14
## 2 Male White <=14
## 3 Male White 15-19
## 4 Male White 15-19
## 5 Male White 15-19
## 6 Male White 15-19lapply(std89c, table)## $Sex
##
## Female Male
## 18075 26006
##
## $Race
##
## Black Other White
## 35508 3956 4617
##
## $Age
##
## <=14 >55 15-19 20-24 25-29 30-34 35-44 45-54
## 230 1278 4378 10405 9610 8648 6901 2631This data frame has 44,081 observations and three variables: sex, race and age (by group).
The is a problem with age because R, orders factors by alphabetical order.
read.csv("https://raw.githubusercontent.com/taragonmd/data/master/syphilis89c.csv",
as.is = c(FALSE, FALSE, TRUE)) ## Sex Race Age
## 1 Male White <=14
## 2 Male White <=14
## 3 Male White 15-19
## 4 Male White 15-19
## 5 Male White 15-19
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## [ reached 'max' / getOption("max.print") -- omitted 10748 rows ]table(std89c$Age)##
## <=14 >55 15-19 20-24 25-29 30-34 35-44 45-54
## 230 1278 4378 10405 9610 8648 6901 2631labels<-c("<=14","15-19","20-24","25-29","30-34","35-44","45-54",">55")
std89c$Age <- factor(std89c$Age, levels = labels)
table(std89c$Age)##
## <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## 230 4378 10405 9610 8648 6901 2631 1278#Alternatively, we could use:
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionstd89c<-std89c %>%
mutate(ordered=forcats::fct_relevel(Age, "<=14","15-19","20-24","25-29","30-34","35-44","45-54",">55"))
table(std89c$ordered)##
## <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## 230 4378 10405 9610 8648 6901 2631 1278#without attach we need to use the $ to indicate de column
table(std89c$Race, std89c$Age, std89c$Sex)## , , = Female
##
##
## <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 165 2257 4503 3590 2628 1505 392 92
## Other 11 158 307 283 167 149 40 15
## White 14 253 475 433 316 243 55 24
##
## , , = Male
##
##
## <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 31 1412 4059 4121 4453 3858 1619 823
## Other 7 210 654 633 520 492 202 108
## White 2 88 407 550 564 654 323 216xtabs<-xtabs(~ Race + Age + Sex, data = std89c)
#using attach we do not need to reference the dataset
attach(std89c)
table(Race, Age, Sex)## , , Sex = Female
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 165 2257 4503 3590 2628 1505 392 92
## Other 11 158 307 283 167 149 40 15
## White 14 253 475 433 316 243 55 24
##
## , , Sex = Male
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 31 1412 4059 4121 4453 3858 1619 823
## Other 7 210 654 633 520 492 202 108
## White 2 88 407 550 564 654 323 216xtabs(~ Race + Age + Sex)## , , Sex = Female
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 165 2257 4503 3590 2628 1505 392 92
## Other 11 158 307 283 167 149 40 15
## White 14 253 475 433 316 243 55 24
##
## , , Sex = Male
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 31 1412 4059 4121 4453 3858 1619 823
## Other 7 210 654 633 520 492 202 108
## White 2 88 407 550 564 654 323 216detach(std89c)#Exercise 3.3 (Practice calculating marginal totals) Use the apply function to get marginal totals for the syphilis 3-dimensional array (Sex by Race by Age).
(xtabs<-xtabs(~ Race + Age + Sex, data = std89c))## , , Sex = Female
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 165 2257 4503 3590 2628 1505 392 92
## Other 11 158 307 283 167 149 40 15
## White 14 253 475 433 316 243 55 24
##
## , , Sex = Male
##
## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 31 1412 4059 4121 4453 3858 1619 823
## Other 7 210 654 633 520 492 202 108
## White 2 88 407 550 564 654 323 216(age_race <- apply(xtabs, c(1, 2), sum))## Age
## Race <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## Black 196 3669 8562 7711 7081 5363 2011 915
## Other 18 368 961 916 687 641 242 123
## White 16 341 882 983 880 897 378 240(age_sex <- apply(xtabs, c(1, 3), sum)) ## Sex
## Race Female Male
## Black 15132 20376
## Other 1130 2826
## White 1813 2804(race_sex <- apply(xtabs, c(2, 3), sum))## Sex
## Age Female Male
## <=14 190 40
## 15-19 2668 1710
## 20-24 5285 5120
## 25-29 4306 5304
## 30-34 3111 5537
## 35-44 1897 5004
## 45-54 487 2144
## >55 131 1147(race1<- apply(xtabs, 1, sum))## Black Other White
## 35508 3956 4617(age1<- apply(xtabs, 2, sum))## <=14 15-19 20-24 25-29 30-34 35-44 45-54 >55
## 230 4378 10405 9610 8648 6901 2631 1278(sex1<- apply(xtabs, 3, sum))## Female Male
## 18075 26006#Exercise 3.4 (Practice calculating marginal and joint distributions) Use the sweep and apply functions to get marginal and joint distributions for a 3-D array.
xtabsc <- xtabs(~ Age + Race + Sex, data = std89c)
row_mf <- apply(xtabsc, c(1, 3), sum)
row_r <- sweep(xtabsc, c(1, 3), row_mf, "/")
apply(row_r, c(1, 3), sum) ## Sex
## Age Female Male
## <=14 1 1
## 15-19 1 1
## 20-24 1 1
## 25-29 1 1
## 30-34 1 1
## 35-44 1 1
## 45-54 1 1
## >55 1 1col_mf <- apply(xtabsc, c(2, 3), sum)
col_r <- sweep(xtabsc, c(2, 3), col_mf, "/")
apply(col_r, c(2, 3), sum) ## Sex
## Race Female Male
## Black 1 1
## Other 1 1
## White 1 1joint <- apply(xtabsc, 3, sum)
joint2 <- sweep(xtabsc, 3, joint, "/")
apply(joint2, 3, sum) ## Female Male
## 1 1(table <- list(row_r, col_r, joint2)) ## [[1]]
## , , Sex = Female
##
## Race
## Age Black Other White
## <=14 0.86842105 0.05789474 0.07368421
## 15-19 0.84595202 0.05922039 0.09482759
## 20-24 0.85203406 0.05808893 0.08987701
## 25-29 0.83372039 0.06572225 0.10055736
## 30-34 0.84474446 0.05368049 0.10157506
## 35-44 0.79335793 0.07854507 0.12809700
## 45-54 0.80492813 0.08213552 0.11293634
## >55 0.70229008 0.11450382 0.18320611
##
## , , Sex = Male
##
## Race
## Age Black Other White
## <=14 0.77500000 0.17500000 0.05000000
## 15-19 0.82573099 0.12280702 0.05146199
## 20-24 0.79277344 0.12773438 0.07949219
## 25-29 0.77696078 0.11934389 0.10369532
## 30-34 0.80422612 0.09391367 0.10186021
## 35-44 0.77098321 0.09832134 0.13069544
## 45-54 0.75513060 0.09421642 0.15065299
## >55 0.71752398 0.09415867 0.18831735
##
##
## [[2]]
## , , Sex = Female
##
## Race
## Age Black Other White
## <=14 0.0109040444 0.0097345133 0.0077220077
## 15-19 0.1491541105 0.1398230088 0.1395477110
## 20-24 0.2975812847 0.2716814159 0.2619966906
## 25-29 0.2372455723 0.2504424779 0.2388306674
## 30-34 0.1736716891 0.1477876106 0.1742967457
## 35-44 0.0994581020 0.1318584071 0.1340319912
## 45-54 0.0259053661 0.0353982301 0.0303364589
## >55 0.0060798308 0.0132743363 0.0132377275
##
## , , Sex = Male
##
## Race
## Age Black Other White
## <=14 0.0015213977 0.0024769993 0.0007132668
## 15-19 0.0692972124 0.0743099788 0.0313837375
## 20-24 0.1992049470 0.2314225053 0.1451497860
## 25-29 0.2022477424 0.2239915074 0.1961483595
## 30-34 0.2185414213 0.1840056617 0.2011412268
## 35-44 0.1893404005 0.1740976645 0.2332382311
## 45-54 0.0794562230 0.0714791224 0.1151925820
## >55 0.0403906557 0.0382165605 0.0770328103
##
##
## [[3]]
## , , Sex = Female
##
## Race
## Age Black Other White
## <=14 9.128631e-03 6.085754e-04 7.745505e-04
## 15-19 1.248686e-01 8.741355e-03 1.399723e-02
## 20-24 2.491286e-01 1.698479e-02 2.627939e-02
## 25-29 1.986169e-01 1.565698e-02 2.395574e-02
## 30-34 1.453942e-01 9.239281e-03 1.748271e-02
## 35-44 8.326418e-02 8.243430e-03 1.344398e-02
## 45-54 2.168741e-02 2.213001e-03 3.042877e-03
## >55 5.089903e-03 8.298755e-04 1.327801e-03
##
## , , Sex = Male
##
## Race
## Age Black Other White
## <=14 1.192033e-03 2.691687e-04 7.690533e-05
## 15-19 5.429516e-02 8.075060e-03 3.383834e-03
## 20-24 1.560794e-01 2.514804e-02 1.565023e-02
## 25-29 1.584634e-01 2.434054e-02 2.114897e-02
## 30-34 1.712297e-01 1.999539e-02 2.168730e-02
## 35-44 1.483504e-01 1.891871e-02 2.514804e-02
## 45-54 6.225486e-02 7.767438e-03 1.242021e-02
## >55 3.164654e-02 4.152888e-03 8.305776e-03#Exercise 3.5 (Convert individual-level data frame into group-level data frame) When the individual-level data frame has a few categorical variables, it’s easy to convert it into a group-level data frame with frequency counts. Try these in R.
table(std89c)## , , Age = <=14, ordered = <=14
##
## Race
## Sex Black Other White
## Female 165 11 14
## Male 31 7 2
##
## , , Age = 15-19, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = <=14
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 2257 158 253
## Male 1412 210 88
##
## , , Age = 20-24, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = 15-19
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 4503 307 475
## Male 4059 654 407
##
## , , Age = 25-29, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = 20-24
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 3590 283 433
## Male 4121 633 550
##
## , , Age = 30-34, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = 25-29
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 2628 167 316
## Male 4453 520 564
##
## , , Age = 35-44, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = 30-34
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 1505 149 243
## Male 3858 492 654
##
## , , Age = 45-54, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = 35-44
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 392 40 55
## Male 1619 202 323
##
## , , Age = >55, ordered = 45-54
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = <=14, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 15-19, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 20-24, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 25-29, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 30-34, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 35-44, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = 45-54, ordered = >55
##
## Race
## Sex Black Other White
## Female 0 0 0
## Male 0 0 0
##
## , , Age = >55, ordered = >55
##
## Race
## Sex Black Other White
## Female 92 15 24
## Male 823 108 216data.frame(table(std89c))## Sex Race Age ordered Freq
## 1 Female Black <=14 <=14 165
## 2 Male Black <=14 <=14 31
## 3 Female Other <=14 <=14 11
## 4 Male Other <=14 <=14 7
## 5 Female White <=14 <=14 14
## 6 Male White <=14 <=14 2
## 7 Female Black 15-19 <=14 0
## 8 Male Black 15-19 <=14 0
## 9 Female Other 15-19 <=14 0
## 10 Male Other 15-19 <=14 0
## 11 Female White 15-19 <=14 0
## 12 Male White 15-19 <=14 0
## 13 Female Black 20-24 <=14 0
## 14 Male Black 20-24 <=14 0
## 15 Female Other 20-24 <=14 0
## 16 Male Other 20-24 <=14 0
## 17 Female White 20-24 <=14 0
## 18 Male White 20-24 <=14 0
## 19 Female Black 25-29 <=14 0
## 20 Male Black 25-29 <=14 0
## 21 Female Other 25-29 <=14 0
## 22 Male Other 25-29 <=14 0
## 23 Female White 25-29 <=14 0
## 24 Male White 25-29 <=14 0
## 25 Female Black 30-34 <=14 0
## 26 Male Black 30-34 <=14 0
## 27 Female Other 30-34 <=14 0
## 28 Male Other 30-34 <=14 0
## 29 Female White 30-34 <=14 0
## 30 Male White 30-34 <=14 0
## 31 Female Black 35-44 <=14 0
## 32 Male Black 35-44 <=14 0
## 33 Female Other 35-44 <=14 0
## 34 Male Other 35-44 <=14 0
## 35 Female White 35-44 <=14 0
## 36 Male White 35-44 <=14 0
## 37 Female Black 45-54 <=14 0
## 38 Male Black 45-54 <=14 0
## 39 Female Other 45-54 <=14 0
## 40 Male Other 45-54 <=14 0
## 41 Female White 45-54 <=14 0
## 42 Male White 45-54 <=14 0
## 43 Female Black >55 <=14 0
## 44 Male Black >55 <=14 0
## 45 Female Other >55 <=14 0
## 46 Male Other >55 <=14 0
## 47 Female White >55 <=14 0
## 48 Male White >55 <=14 0
## 49 Female Black <=14 15-19 0
## 50 Male Black <=14 15-19 0
## 51 Female Other <=14 15-19 0
## 52 Male Other <=14 15-19 0
## 53 Female White <=14 15-19 0
## 54 Male White <=14 15-19 0
## 55 Female Black 15-19 15-19 2257
## 56 Male Black 15-19 15-19 1412
## 57 Female Other 15-19 15-19 158
## 58 Male Other 15-19 15-19 210
## 59 Female White 15-19 15-19 253
## 60 Male White 15-19 15-19 88
## 61 Female Black 20-24 15-19 0
## 62 Male Black 20-24 15-19 0
## 63 Female Other 20-24 15-19 0
## 64 Male Other 20-24 15-19 0
## 65 Female White 20-24 15-19 0
## 66 Male White 20-24 15-19 0
## 67 Female Black 25-29 15-19 0
## 68 Male Black 25-29 15-19 0
## 69 Female Other 25-29 15-19 0
## 70 Male Other 25-29 15-19 0
## 71 Female White 25-29 15-19 0
## 72 Male White 25-29 15-19 0
## 73 Female Black 30-34 15-19 0
## 74 Male Black 30-34 15-19 0
## 75 Female Other 30-34 15-19 0
## 76 Male Other 30-34 15-19 0
## 77 Female White 30-34 15-19 0
## 78 Male White 30-34 15-19 0
## 79 Female Black 35-44 15-19 0
## 80 Male Black 35-44 15-19 0
## 81 Female Other 35-44 15-19 0
## 82 Male Other 35-44 15-19 0
## 83 Female White 35-44 15-19 0
## 84 Male White 35-44 15-19 0
## 85 Female Black 45-54 15-19 0
## 86 Male Black 45-54 15-19 0
## 87 Female Other 45-54 15-19 0
## 88 Male Other 45-54 15-19 0
## 89 Female White 45-54 15-19 0
## 90 Male White 45-54 15-19 0
## 91 Female Black >55 15-19 0
## 92 Male Black >55 15-19 0
## 93 Female Other >55 15-19 0
## 94 Male Other >55 15-19 0
## 95 Female White >55 15-19 0
## 96 Male White >55 15-19 0
## 97 Female Black <=14 20-24 0
## 98 Male Black <=14 20-24 0
## 99 Female Other <=14 20-24 0
## 100 Male Other <=14 20-24 0
## 101 Female White <=14 20-24 0
## 102 Male White <=14 20-24 0
## 103 Female Black 15-19 20-24 0
## 104 Male Black 15-19 20-24 0
## 105 Female Other 15-19 20-24 0
## 106 Male Other 15-19 20-24 0
## 107 Female White 15-19 20-24 0
## 108 Male White 15-19 20-24 0
## 109 Female Black 20-24 20-24 4503
## 110 Male Black 20-24 20-24 4059
## 111 Female Other 20-24 20-24 307
## 112 Male Other 20-24 20-24 654
## 113 Female White 20-24 20-24 475
## 114 Male White 20-24 20-24 407
## 115 Female Black 25-29 20-24 0
## 116 Male Black 25-29 20-24 0
## 117 Female Other 25-29 20-24 0
## 118 Male Other 25-29 20-24 0
## 119 Female White 25-29 20-24 0
## 120 Male White 25-29 20-24 0
## 121 Female Black 30-34 20-24 0
## 122 Male Black 30-34 20-24 0
## 123 Female Other 30-34 20-24 0
## 124 Male Other 30-34 20-24 0
## 125 Female White 30-34 20-24 0
## 126 Male White 30-34 20-24 0
## 127 Female Black 35-44 20-24 0
## 128 Male Black 35-44 20-24 0
## 129 Female Other 35-44 20-24 0
## 130 Male Other 35-44 20-24 0
## 131 Female White 35-44 20-24 0
## 132 Male White 35-44 20-24 0
## 133 Female Black 45-54 20-24 0
## 134 Male Black 45-54 20-24 0
## 135 Female Other 45-54 20-24 0
## 136 Male Other 45-54 20-24 0
## 137 Female White 45-54 20-24 0
## 138 Male White 45-54 20-24 0
## 139 Female Black >55 20-24 0
## 140 Male Black >55 20-24 0
## 141 Female Other >55 20-24 0
## 142 Male Other >55 20-24 0
## 143 Female White >55 20-24 0
## 144 Male White >55 20-24 0
## 145 Female Black <=14 25-29 0
## 146 Male Black <=14 25-29 0
## 147 Female Other <=14 25-29 0
## 148 Male Other <=14 25-29 0
## 149 Female White <=14 25-29 0
## 150 Male White <=14 25-29 0
## 151 Female Black 15-19 25-29 0
## 152 Male Black 15-19 25-29 0
## 153 Female Other 15-19 25-29 0
## 154 Male Other 15-19 25-29 0
## 155 Female White 15-19 25-29 0
## 156 Male White 15-19 25-29 0
## 157 Female Black 20-24 25-29 0
## 158 Male Black 20-24 25-29 0
## 159 Female Other 20-24 25-29 0
## 160 Male Other 20-24 25-29 0
## 161 Female White 20-24 25-29 0
## 162 Male White 20-24 25-29 0
## 163 Female Black 25-29 25-29 3590
## 164 Male Black 25-29 25-29 4121
## 165 Female Other 25-29 25-29 283
## 166 Male Other 25-29 25-29 633
## 167 Female White 25-29 25-29 433
## 168 Male White 25-29 25-29 550
## 169 Female Black 30-34 25-29 0
## 170 Male Black 30-34 25-29 0
## 171 Female Other 30-34 25-29 0
## 172 Male Other 30-34 25-29 0
## 173 Female White 30-34 25-29 0
## 174 Male White 30-34 25-29 0
## 175 Female Black 35-44 25-29 0
## 176 Male Black 35-44 25-29 0
## 177 Female Other 35-44 25-29 0
## 178 Male Other 35-44 25-29 0
## 179 Female White 35-44 25-29 0
## 180 Male White 35-44 25-29 0
## 181 Female Black 45-54 25-29 0
## 182 Male Black 45-54 25-29 0
## 183 Female Other 45-54 25-29 0
## 184 Male Other 45-54 25-29 0
## 185 Female White 45-54 25-29 0
## 186 Male White 45-54 25-29 0
## 187 Female Black >55 25-29 0
## 188 Male Black >55 25-29 0
## 189 Female Other >55 25-29 0
## 190 Male Other >55 25-29 0
## 191 Female White >55 25-29 0
## 192 Male White >55 25-29 0
## 193 Female Black <=14 30-34 0
## 194 Male Black <=14 30-34 0
## 195 Female Other <=14 30-34 0
## 196 Male Other <=14 30-34 0
## 197 Female White <=14 30-34 0
## 198 Male White <=14 30-34 0
## 199 Female Black 15-19 30-34 0
## 200 Male Black 15-19 30-34 0
## 201 Female Other 15-19 30-34 0
## 202 Male Other 15-19 30-34 0
## 203 Female White 15-19 30-34 0
## 204 Male White 15-19 30-34 0
## 205 Female Black 20-24 30-34 0
## 206 Male Black 20-24 30-34 0
## 207 Female Other 20-24 30-34 0
## 208 Male Other 20-24 30-34 0
## 209 Female White 20-24 30-34 0
## 210 Male White 20-24 30-34 0
## 211 Female Black 25-29 30-34 0
## 212 Male Black 25-29 30-34 0
## 213 Female Other 25-29 30-34 0
## 214 Male Other 25-29 30-34 0
## 215 Female White 25-29 30-34 0
## 216 Male White 25-29 30-34 0
## 217 Female Black 30-34 30-34 2628
## 218 Male Black 30-34 30-34 4453
## 219 Female Other 30-34 30-34 167
## 220 Male Other 30-34 30-34 520
## 221 Female White 30-34 30-34 316
## 222 Male White 30-34 30-34 564
## 223 Female Black 35-44 30-34 0
## 224 Male Black 35-44 30-34 0
## 225 Female Other 35-44 30-34 0
## 226 Male Other 35-44 30-34 0
## 227 Female White 35-44 30-34 0
## 228 Male White 35-44 30-34 0
## 229 Female Black 45-54 30-34 0
## 230 Male Black 45-54 30-34 0
## 231 Female Other 45-54 30-34 0
## 232 Male Other 45-54 30-34 0
## 233 Female White 45-54 30-34 0
## 234 Male White 45-54 30-34 0
## 235 Female Black >55 30-34 0
## 236 Male Black >55 30-34 0
## 237 Female Other >55 30-34 0
## 238 Male Other >55 30-34 0
## 239 Female White >55 30-34 0
## 240 Male White >55 30-34 0
## 241 Female Black <=14 35-44 0
## 242 Male Black <=14 35-44 0
## 243 Female Other <=14 35-44 0
## 244 Male Other <=14 35-44 0
## 245 Female White <=14 35-44 0
## 246 Male White <=14 35-44 0
## 247 Female Black 15-19 35-44 0
## 248 Male Black 15-19 35-44 0
## 249 Female Other 15-19 35-44 0
## 250 Male Other 15-19 35-44 0
## 251 Female White 15-19 35-44 0
## 252 Male White 15-19 35-44 0
## 253 Female Black 20-24 35-44 0
## 254 Male Black 20-24 35-44 0
## 255 Female Other 20-24 35-44 0
## 256 Male Other 20-24 35-44 0
## 257 Female White 20-24 35-44 0
## 258 Male White 20-24 35-44 0
## 259 Female Black 25-29 35-44 0
## 260 Male Black 25-29 35-44 0
## 261 Female Other 25-29 35-44 0
## 262 Male Other 25-29 35-44 0
## 263 Female White 25-29 35-44 0
## 264 Male White 25-29 35-44 0
## 265 Female Black 30-34 35-44 0
## 266 Male Black 30-34 35-44 0
## 267 Female Other 30-34 35-44 0
## 268 Male Other 30-34 35-44 0
## 269 Female White 30-34 35-44 0
## 270 Male White 30-34 35-44 0
## 271 Female Black 35-44 35-44 1505
## 272 Male Black 35-44 35-44 3858
## 273 Female Other 35-44 35-44 149
## 274 Male Other 35-44 35-44 492
## 275 Female White 35-44 35-44 243
## 276 Male White 35-44 35-44 654
## 277 Female Black 45-54 35-44 0
## 278 Male Black 45-54 35-44 0
## 279 Female Other 45-54 35-44 0
## 280 Male Other 45-54 35-44 0
## 281 Female White 45-54 35-44 0
## 282 Male White 45-54 35-44 0
## 283 Female Black >55 35-44 0
## 284 Male Black >55 35-44 0
## 285 Female Other >55 35-44 0
## 286 Male Other >55 35-44 0
## 287 Female White >55 35-44 0
## 288 Male White >55 35-44 0
## 289 Female Black <=14 45-54 0
## 290 Male Black <=14 45-54 0
## 291 Female Other <=14 45-54 0
## 292 Male Other <=14 45-54 0
## 293 Female White <=14 45-54 0
## 294 Male White <=14 45-54 0
## 295 Female Black 15-19 45-54 0
## 296 Male Black 15-19 45-54 0
## 297 Female Other 15-19 45-54 0
## 298 Male Other 15-19 45-54 0
## 299 Female White 15-19 45-54 0
## 300 Male White 15-19 45-54 0
## 301 Female Black 20-24 45-54 0
## 302 Male Black 20-24 45-54 0
## 303 Female Other 20-24 45-54 0
## 304 Male Other 20-24 45-54 0
## 305 Female White 20-24 45-54 0
## 306 Male White 20-24 45-54 0
## 307 Female Black 25-29 45-54 0
## 308 Male Black 25-29 45-54 0
## 309 Female Other 25-29 45-54 0
## 310 Male Other 25-29 45-54 0
## 311 Female White 25-29 45-54 0
## 312 Male White 25-29 45-54 0
## 313 Female Black 30-34 45-54 0
## 314 Male Black 30-34 45-54 0
## 315 Female Other 30-34 45-54 0
## 316 Male Other 30-34 45-54 0
## 317 Female White 30-34 45-54 0
## 318 Male White 30-34 45-54 0
## 319 Female Black 35-44 45-54 0
## 320 Male Black 35-44 45-54 0
## 321 Female Other 35-44 45-54 0
## 322 Male Other 35-44 45-54 0
## 323 Female White 35-44 45-54 0
## 324 Male White 35-44 45-54 0
## 325 Female Black 45-54 45-54 392
## 326 Male Black 45-54 45-54 1619
## 327 Female Other 45-54 45-54 40
## 328 Male Other 45-54 45-54 202
## 329 Female White 45-54 45-54 55
## 330 Male White 45-54 45-54 323
## 331 Female Black >55 45-54 0
## 332 Male Black >55 45-54 0
## 333 Female Other >55 45-54 0
## 334 Male Other >55 45-54 0
## 335 Female White >55 45-54 0
## 336 Male White >55 45-54 0
## 337 Female Black <=14 >55 0
## 338 Male Black <=14 >55 0
## 339 Female Other <=14 >55 0
## 340 Male Other <=14 >55 0
## 341 Female White <=14 >55 0
## 342 Male White <=14 >55 0
## 343 Female Black 15-19 >55 0
## 344 Male Black 15-19 >55 0
## 345 Female Other 15-19 >55 0
## 346 Male Other 15-19 >55 0
## 347 Female White 15-19 >55 0
## 348 Male White 15-19 >55 0
## 349 Female Black 20-24 >55 0
## 350 Male Black 20-24 >55 0
## 351 Female Other 20-24 >55 0
## 352 Male Other 20-24 >55 0
## 353 Female White 20-24 >55 0
## 354 Male White 20-24 >55 0
## 355 Female Black 25-29 >55 0
## 356 Male Black 25-29 >55 0
## 357 Female Other 25-29 >55 0
## 358 Male Other 25-29 >55 0
## 359 Female White 25-29 >55 0
## 360 Male White 25-29 >55 0
## 361 Female Black 30-34 >55 0
## 362 Male Black 30-34 >55 0
## 363 Female Other 30-34 >55 0
## 364 Male Other 30-34 >55 0
## 365 Female White 30-34 >55 0
## 366 Male White 30-34 >55 0
## 367 Female Black 35-44 >55 0
## 368 Male Black 35-44 >55 0
## 369 Female Other 35-44 >55 0
## 370 Male Other 35-44 >55 0
## 371 Female White 35-44 >55 0
## 372 Male White 35-44 >55 0
## 373 Female Black 45-54 >55 0
## 374 Male Black 45-54 >55 0
## 375 Female Other 45-54 >55 0
## 376 Male Other 45-54 >55 0
## 377 Female White 45-54 >55 0
## 378 Male White 45-54 >55 0
## 379 Female Black >55 >55 92
## 380 Male Black >55 >55 823
## 381 Female Other >55 >55 15
## 382 Male Other >55 >55 108
## 383 Female White >55 >55 24
## 384 Male White >55 >55 216#Exercise 3.6 (Working with group-level data frames) Review and read in the group-level data set (syphilis89b.csv) of primary and secondary syphilis cases in the United States in 1989. This is the same data frame that was created in Exercise 3.5
Use the rep function and the concept of indexing rows of a data frame to recreate the individual-level data frame with over 40,000 observations. Instead of indexing to subset rows of a data frame, we are indexing to replicate rows of a group-level data frame using the frequency counts.
std89b <-
read.csv("https://raw.githubusercontent.com/taragonmd/data/master/syphilis89b.csv",
as.is = c(FALSE, FALSE, TRUE, FALSE))
expand.rows <- rep(1:nrow(std89b),std89b$Freq)
std89b.df <- std89b[expand.rows,]
library(dplyr)
std89b<-std89b %>%
mutate(ordered=forcats::fct_relevel(Age, "<=14","15-19","20-24","25-29","30-34","35-44","45-54",">55"))
std89b## Sex Race Age Freq ordered
## 1 Male White <=14 2 <=14
## 2 Female White <=14 14 <=14
## 3 Male Black <=14 31 <=14
## 4 Female Black <=14 165 <=14
## 5 Male Other <=14 7 <=14
## 6 Female Other <=14 11 <=14
## 7 Male White 15-19 88 15-19
## 8 Female White 15-19 253 15-19
## 9 Male Black 15-19 1412 15-19
## 10 Female Black 15-19 2257 15-19
## 11 Male Other 15-19 210 15-19
## 12 Female Other 15-19 158 15-19
## 13 Male White 20-24 407 20-24
## 14 Female White 20-24 475 20-24
## 15 Male Black 20-24 4059 20-24
## 16 Female Black 20-24 4503 20-24
## 17 Male Other 20-24 654 20-24
## 18 Female Other 20-24 307 20-24
## 19 Male White 25-29 550 25-29
## 20 Female White 25-29 433 25-29
## 21 Male Black 25-29 4121 25-29
## 22 Female Black 25-29 3590 25-29
## 23 Male Other 25-29 633 25-29
## 24 Female Other 25-29 283 25-29
## 25 Male White 30-34 564 30-34
## 26 Female White 30-34 316 30-34
## 27 Male Black 30-34 4453 30-34
## 28 Female Black 30-34 2628 30-34
## 29 Male Other 30-34 520 30-34
## 30 Female Other 30-34 167 30-34
## 31 Male White 35-44 654 35-44
## 32 Female White 35-44 243 35-44
## 33 Male Black 35-44 3858 35-44
## 34 Female Black 35-44 1505 35-44
## 35 Male Other 35-44 492 35-44
## 36 Female Other 35-44 149 35-44
## 37 Male White 45-54 323 45-54
## 38 Female White 45-54 55 45-54
## 39 Male Black 45-54 1619 45-54
## 40 Female Black 45-54 392 45-54
## 41 Male Other 45-54 202 45-54
## 42 Female Other 45-54 40 45-54
## 43 Male White >55 216 >55
## 44 Female White >55 24 >55
## 45 Male Black >55 823 >55
## 46 Female Black >55 92 >55
## 47 Male Other >55 108 >55
## 48 Female Other >55 15 >55#Exercise 3.7 (Working with population estimates) Working with population estimates can be challenging because of the amount of data manipulation. Study the 2000 population estimates for California Counties (CalCounties2000.csv). Now, study and implement this R code. For each expression or group of expressions, explain in words what the R code is doing. Be sure to display intermediate objects to understand each step. To read in the data you will need to get and use the GitHub raw data URL as before.
#### 1 Read county names
url1 <-
"https://raw.githubusercontent.com/taragonmd/data/master/calcounty.txt"
cty <- scan(url1, what="")
#### 2 Read county population estimates
url2 <-
"https://raw.githubusercontent.com/taragonmd/data/master/CalCounty2000.csv"
calpop <- read.csv(url2)
#### 2 Replace county number with county name
calpop$CtyName <- calpop$County ## create duplicate
for(i in 1:length(cty)){
calpop$CtyName[calpop$County==i] <- cty[i]
}
#### 3 Discretize age into categories
calpop$Agecat <- cut(calpop$Age, c(0,20,45,65,100),
include.lowest = TRUE, right = FALSE)
#### 4 Create combined API category
calpop$AsianPI <- calpop$Asian + calpop$Pac.Isl
#### 5 Shorten selected ethnic labels
names(calpop)[c(6, 9, 10)] = c("Latino", "AfrAmer", "AmerInd")
#### 6 Index Bay Area Counties
baindex <- calpop$CtyName=="Alameda" | calpop$CtyName=="San Francisco"
bapop <- calpop[baindex,]
bapop## County Year Sex Age White Latino Asian Pac.Islander AfrAmer AmerInd
## 1 1 2000 F 0 2751 2910 1921 63 1346 32
## 2 1 2000 F 1 2673 2837 1820 70 1343 37
## 3 1 2000 F 2 2654 2770 1930 64 1442 37
## 4 1 2000 F 3 2646 2798 1998 64 1455 39
## 5 1 2000 F 4 2780 2762 2029 85 1558 38
## 6 1 2000 F 5 2826 2738 1998 93 1632 45
## 7 1 2000 F 6 2871 2872 1984 78 1657 53
## 8 1 2000 F 7 2942 2837 1993 94 1732 51
## 9 1 2000 F 8 3087 2756 1957 85 1817 43
## 10 1 2000 F 9 3070 2603 2031 83 1819 44
## 11 1 2000 F 10 3076 2465 1967 89 1820 39
## 12 1 2000 F 11 3056 2315 1945 77 1802 40
## 13 1 2000 F 12 3167 2236 1897 71 1762 47
## 14 1 2000 F 13 3077 2168 1862 78 1570 40
## 15 1 2000 F 14 2979 2094 1736 82 1573 37
## 16 1 2000 F 15 3027 2023 1855 93 1524 47
## 17 1 2000 F 16 2972 1987 1869 79 1543 51
## 18 1 2000 F 17 2880 2045 1896 69 1552 33
## 19 1 2000 F 18 2787 2210 2056 93 1442 45
## 20 1 2000 F 19 2839 2312 2307 92 1376 41
## 21 1 2000 F 20 2870 2371 2522 86 1469 49
## 22 1 2000 F 21 2869 2417 2526 92 1462 51
## 23 1 2000 F 22 3079 2581 2399 86 1445 45
## 24 1 2000 F 23 3260 2629 2432 83 1490 50
## 25 1 2000 F 24 3430 2675 2573 77 1540 42
## 26 1 2000 F 25 3694 2771 2731 73 1597 48
## 27 1 2000 F 26 3701 2748 2790 74 1636 48
## 28 1 2000 F 27 3874 2861 2966 88 1696 48
## 29 1 2000 F 28 4037 2837 3022 76 1773 64
## 30 1 2000 F 29 4449 2734 3125 87 1915 66
## 31 1 2000 F 30 4978 2680 3324 86 2097 59
## 32 1 2000 F 31 4792 2540 3251 85 1847 51
## 33 1 2000 F 32 4521 2493 3062 101 1667 49
## 34 1 2000 F 33 4462 2383 2887 82 1719 47
## 35 1 2000 F 34 4612 2341 2916 73 1877 60
## 36 1 2000 F 35 5100 2362 3077 90 2110 67
## 37 1 2000 F 36 5252 2295 3195 92 2030 75
## 38 1 2000 F 37 5183 2172 3145 91 1909 71
## 39 1 2000 F 38 5330 2154 2923 90 1922 54
## 40 1 2000 F 39 5484 1961 2815 95 1924 61
## 41 1 2000 F 40 5586 1934 2847 99 2044 68
## 42 1 2000 F 41 5453 1790 2645 92 1872 60
## 43 1 2000 F 42 5460 1697 2607 83 1885 51
## 44 1 2000 F 43 5456 1569 2538 70 1754 54
## 45 1 2000 F 44 5394 1558 2484 70 1757 63
## 46 1 2000 F 45 5445 1532 2485 62 1835 60
## 47 1 2000 F 46 5328 1423 2337 68 1676 59
## 48 1 2000 F 47 5310 1306 2266 64 1765 55
## 49 1 2000 F 48 5204 1197 2190 51 1679 60
## 50 1 2000 F 49 5179 1181 2174 54 1629 55
## 51 1 2000 F 50 5274 1179 2246 69 1728 46
## 52 1 2000 F 51 5099 1126 2085 58 1597 64
## 53 1 2000 F 52 5206 1089 1870 43 1508 53
## 54 1 2000 F 53 5387 1001 1721 36 1433 52
## 55 1 2000 F 54 4387 884 1479 35 1186 46
## 56 1 2000 F 55 4132 841 1363 30 1164 40
## 57 1 2000 F 56 3921 759 1284 28 1059 34
## 58 1 2000 F 57 3776 755 1202 25 987 26
## 59 1 2000 F 58 3308 668 1166 20 973 30
## 60 1 2000 F 59 2915 659 1144 25 918 36
## 61 1 2000 F 60 2775 694 1103 29 884 32
## 62 1 2000 F 61 2658 603 1065 25 783 22
## 63 1 2000 F 62 2464 573 1082 26 751 15
## 64 1 2000 F 63 2274 558 1099 24 725 19
## 65 1 2000 F 64 2163 506 1079 24 668 18
## 66 1 2000 F 65 2219 505 1106 24 735 14
## 67 1 2000 F 66 2075 445 1065 26 650 9
## 68 1 2000 F 67 2016 462 986 18 637 17
## 69 1 2000 F 68 1994 468 958 21 577 15
## 70 1 2000 F 69 1984 459 949 15 589 12
## 71 1 2000 F 70 2154 465 943 12 648 10
## 72 1 2000 F 71 2074 396 888 13 593 11
## 73 1 2000 F 72 2046 392 841 18 588 12
## 74 1 2000 F 73 2160 397 815 15 613 13
## 75 1 2000 F 74 2307 368 824 12 638 12
## 76 1 2000 F 75 2301 336 767 11 628 13
## 77 1 2000 F 76 2272 317 715 13 585 15
## 78 1 2000 F 77 2209 302 615 8 541 10
## 79 1 2000 F 78 2246 276 539 4 521 9
## 80 1 2000 F 79 2127 248 533 5 490 7
## 81 1 2000 F 80 1980 216 455 6 501 9
## 82 1 2000 F 81 1800 201 393 7 441 5
## 83 1 2000 F 82 1679 178 347 9 414 5
## 84 1 2000 F 83 1542 158 307 4 358 6
## 85 1 2000 F 84 1445 143 281 3 300 8
## 86 1 2000 F 85 1355 127 262 2 303 7
## 87 1 2000 F 86 1294 108 234 2 263 5
## 88 1 2000 F 87 1113 110 188 3 213 8
## 89 1 2000 F 88 990 98 145 2 182 5
## 90 1 2000 F 89 861 68 130 2 149 3
## 91 1 2000 F 90 717 65 102 3 121 2
## 92 1 2000 F 91 580 52 78 2 102 2
## 93 1 2000 F 92 503 39 56 1 91 0
## 94 1 2000 F 93 438 43 46 0 76 1
## 95 1 2000 F 94 360 24 36 0 56 1
## 96 1 2000 F 95 254 21 34 0 50 0
## 97 1 2000 F 96 208 12 24 0 46 0
## 98 1 2000 F 97 146 13 18 0 39 0
## 99 1 2000 F 98 88 15 21 0 25 0
## 100 1 2000 F 99 87 10 14 1 22 0
## 101 1 2000 F 100 138 11 27 0 49 0
## 102 1 2000 M 0 2905 3025 2033 57 1344 30
## 103 1 2000 M 1 2788 2983 1985 76 1346 37
## 104 1 2000 M 2 2793 2913 2007 82 1452 30
## 105 1 2000 M 3 2841 2896 2132 77 1539 36
## 106 1 2000 M 4 2914 2877 2141 75 1620 32
## 107 1 2000 M 5 3082 2971 2178 95 1632 44
## 108 1 2000 M 6 3068 2904 2214 87 1720 38
## 109 1 2000 M 7 3113 2934 2128 82 1785 44
## 110 1 2000 M 8 3228 2801 2177 88 1800 55
## 111 1 2000 M 9 3282 2748 2108 81 1874 48
## 112 1 2000 M 10 3287 2669 2052 76 1968 48
## 113 1 2000 M 11 3214 2445 2110 89 1825 45
## 114 1 2000 M 12 3212 2398 2002 90 1706 49
## 115 1 2000 M 13 3174 2223 1876 86 1603 47
## 116 1 2000 M 14 3211 2168 1882 95 1561 40
## 117 1 2000 M 15 3120 2194 1963 79 1568 40
## 118 1 2000 M 16 3044 2244 1970 89 1553 34
## 119 1 2000 M 17 3125 2365 1947 76 1557 50
## 120 1 2000 M 18 3014 2559 2038 84 1488 42
## 121 1 2000 M 19 3031 2780 2322 93 1336 39
## 122 1 2000 M 20 3163 3058 2539 91 1347 37
## 123 1 2000 M 21 3075 3086 2454 84 1278 49
## 124 1 2000 M 22 3179 3161 2233 81 1178 53
## 125 1 2000 M 23 3261 3120 2266 70 1216 49
## 126 1 2000 M 24 3458 3257 2297 73 1271 36
## 127 1 2000 M 25 3752 3349 2494 70 1312 38
## 128 1 2000 M 26 3715 3352 2566 75 1256 39
## 129 1 2000 M 27 3910 3374 2811 82 1317 47
## 130 1 2000 M 28 4100 3351 2897 74 1340 42
## 131 1 2000 M 29 4555 3481 2988 82 1491 43
## 132 1 2000 M 30 5165 3412 3078 84 1731 56
## 133 1 2000 M 31 4873 3032 2995 85 1579 59
## 134 1 2000 M 32 4627 2944 2827 75 1441 70
## 135 1 2000 M 33 4641 2817 2701 78 1452 41
## 136 1 2000 M 34 4823 2802 2749 84 1558 46
## 137 1 2000 M 35 5355 2815 3011 86 1762 74
## 138 1 2000 M 36 5464 2561 3048 104 1624 58
## 139 1 2000 M 37 5444 2384 3001 95 1617 48
## 140 1 2000 M 38 5550 2306 2722 90 1666 48
## 141 1 2000 M 39 5580 2104 2611 84 1651 65
## 142 1 2000 M 40 5856 2175 2779 98 1823 55
## 143 1 2000 M 41 5537 1984 2652 90 1613 57
## 144 1 2000 M 42 5635 1843 2509 84 1529 56
## 145 1 2000 M 43 5492 1777 2412 69 1464 53
## 146 1 2000 M 44 5535 1688 2351 74 1460 44
## 147 1 2000 M 45 5520 1630 2381 72 1591 53
## 148 1 2000 M 46 5316 1416 2226 63 1491 46
## 149 1 2000 M 47 5327 1276 2044 56 1403 49
## 150 1 2000 M 48 5207 1235 1993 55 1300 47
## 151 1 2000 M 49 4939 1140 1929 58 1289 44
## 152 1 2000 M 50 5217 1163 2032 56 1453 38
## 153 1 2000 M 51 5066 1036 1870 59 1332 39
## 154 1 2000 M 52 5127 998 1744 53 1237 42
## 155 1 2000 M 53 5282 914 1525 49 1146 52
## 156 1 2000 M 54 4377 799 1346 40 975 37
## 157 1 2000 M 55 4066 797 1256 36 937 28
## 158 1 2000 M 56 3884 720 1154 41 911 38
## 159 1 2000 M 57 3892 657 1054 30 866 27
## 160 1 2000 M 58 3334 625 949 21 770 32
## 161 1 2000 M 59 2890 558 980 25 751 32
## 162 1 2000 M 60 2754 554 1023 23 754 24
## 163 1 2000 M 61 2573 521 926 26 697 19
## 164 1 2000 M 62 2403 457 904 25 606 18
## 165 1 2000 M 63 2152 457 863 15 615 11
## 166 1 2000 M 64 2006 449 823 16 613 11
## 167 1 2000 M 65 1985 426 854 22 588 14
## 168 1 2000 M 66 1851 385 829 18 499 12
## 169 1 2000 M 67 1813 366 782 17 490 4
## 170 1 2000 M 68 1786 362 754 20 471 5
## 171 1 2000 M 69 1735 361 751 15 460 7
## 172 1 2000 M 70 1749 333 733 12 432 7
## 173 1 2000 M 71 1672 333 672 17 390 9
## 174 1 2000 M 72 1648 311 634 10 405 10
## 175 1 2000 M 73 1655 278 619 7 411 11
## 176 1 2000 M 74 1618 252 561 4 435 7
## 177 1 2000 M 75 1599 268 578 8 388 7
## 178 1 2000 M 76 1577 254 528 7 346 8
## 179 1 2000 M 77 1498 200 476 4 344 9
## 180 1 2000 M 78 1526 191 408 3 346 5
## 181 1 2000 M 79 1384 194 361 3 314 7
## 182 1 2000 M 80 1256 147 368 3 312 5
## 183 1 2000 M 81 1118 118 274 2 227 3
## 184 1 2000 M 82 1002 98 232 2 209 4
## 185 1 2000 M 83 884 82 218 5 162 3
## 186 1 2000 M 84 810 75 174 3 161 2
## 187 1 2000 M 85 777 62 139 4 142 3
## 188 1 2000 M 86 659 58 138 2 108 2
## 189 1 2000 M 87 513 54 119 1 87 2
## 190 1 2000 M 88 411 52 105 1 77 0
## 191 1 2000 M 89 342 36 88 2 67 3
## 192 1 2000 M 90 280 29 64 1 49 3
## 193 1 2000 M 91 231 29 43 0 33 2
## 194 1 2000 M 92 165 23 48 0 20 1
## 195 1 2000 M 93 125 10 36 1 20 0
## 196 1 2000 M 94 107 10 22 0 24 0
## 197 1 2000 M 95 73 7 13 0 17 0
## 198 1 2000 M 96 49 3 10 1 14 1
## 199 1 2000 M 97 32 3 10 0 12 0
## 200 1 2000 M 98 20 3 7 0 9 0
## 201 1 2000 M 99 17 2 4 0 6 0
## 202 1 2000 M 100 27 1 8 0 12 0
## 7475 38 2000 F 0 1248 782 949 26 279 9
## 7476 38 2000 F 1 1012 693 936 22 285 8
## 7477 38 2000 F 2 784 667 936 22 266 9
## 7478 38 2000 F 3 731 694 950 29 283 11
## 7479 38 2000 F 4 660 656 982 35 307 7
## 7480 38 2000 F 5 622 669 1097 30 320 8
## 7481 38 2000 F 6 582 659 1102 35 380 9
## 7482 38 2000 F 7 602 675 1148 25 387 6
## 7483 38 2000 F 8 616 677 1168 22 395 12
## 7484 38 2000 F 9 608 671 1152 38 386 6
## 7485 38 2000 F 10 651 654 1133 36 398 7
## 7486 38 2000 F 11 639 592 1205 31 361 8
## 7487 38 2000 F 12 623 616 1184 25 391 11
## 7488 38 2000 F 13 651 612 1130 26 358 11
## 7489 38 2000 F 14 626 572 1148 33 348 5
## 7490 38 2000 F 15 633 588 1213 28 368 5
## 7491 38 2000 F 16 621 600 1260 30 353 6
## 7492 38 2000 F 17 617 631 1297 37 367 9
## 7493 38 2000 F 18 822 738 1254 42 370 12
## 7494 38 2000 F 19 1007 805 1404 45 384 14
## 7495 38 2000 F 20 1157 857 1573 39 361 14
## 7496 38 2000 F 21 1336 865 1619 40 350 15
## 7497 38 2000 F 22 2114 943 1779 40 342 17
## 7498 38 2000 F 23 3278 1032 2006 31 380 16
## 7499 38 2000 F 24 3993 1125 2195 31 379 22
## 7500 38 2000 F 25 4590 1202 2323 40 376 20
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## 7503 38 2000 F 28 5259 1166 2418 37 409 26
## 7504 38 2000 F 29 5721 1198 2415 39 430 28
## 7505 38 2000 F 30 6054 1230 2448 42 484 24
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## 7509 38 2000 F 34 3622 890 1973 35 394 20
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## 7513 38 2000 F 38 2560 758 1962 26 444 18
## 7514 38 2000 F 39 2457 711 1877 32 429 23
## 7515 38 2000 F 40 2524 748 1973 32 489 26
## 7516 38 2000 F 41 2230 761 1901 31 440 29
## 7517 38 2000 F 42 2112 713 1909 20 486 18
## 7518 38 2000 F 43 2123 676 1908 19 456 19
## 7519 38 2000 F 44 2121 683 1943 16 435 18
## 7520 38 2000 F 45 2219 709 1971 23 485 22
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## 7653 38 2000 M 77 836 133 821 5 138 2
## 7654 38 2000 M 78 825 124 736 3 138 2
## 7655 38 2000 M 79 794 99 579 3 127 1
## 7656 38 2000 M 80 741 96 538 1 130 2
## 7657 38 2000 M 81 648 81 418 2 111 3
## 7658 38 2000 M 82 578 83 335 3 96 2
## 7659 38 2000 M 83 524 45 305 3 64 1
## 7660 38 2000 M 84 518 45 295 1 53 2
## 7661 38 2000 M 85 462 50 248 1 45 1
## 7662 38 2000 M 86 387 48 203 2 42 2
## 7663 38 2000 M 87 346 35 166 3 39 1
## 7664 38 2000 M 88 293 30 148 1 40 1
## 7665 38 2000 M 89 238 30 141 0 32 2
## 7666 38 2000 M 90 187 29 110 0 15 2
## 7667 38 2000 M 91 145 15 87 0 15 0
## 7668 38 2000 M 92 117 15 70 0 16 0
## 7669 38 2000 M 93 86 10 45 0 16 0
## 7670 38 2000 M 94 60 8 40 1 12 1
## 7671 38 2000 M 95 49 7 23 0 9 0
## 7672 38 2000 M 96 31 9 11 0 9 0
## 7673 38 2000 M 97 22 5 12 1 3 0
## 7674 38 2000 M 98 13 2 8 1 0 0
## 7675 38 2000 M 99 15 0 8 0 2 0
## 7676 38 2000 M 100 28 8 17 0 7 0
## Multirace CtyName Agecat AsianPI
## 1 711 Alameda [0,20) 1984
## 2 574 Alameda [0,20) 1890
## 3 579 Alameda [0,20) 1994
## 4 588 Alameda [0,20) 2062
## 5 575 Alameda [0,20) 2114
## 6 576 Alameda [0,20) 2091
## 7 548 Alameda [0,20) 2062
## 8 514 Alameda [0,20) 2087
## 9 545 Alameda [0,20) 2042
## 10 537 Alameda [0,20) 2114
## 11 524 Alameda [0,20) 2056
## 12 489 Alameda [0,20) 2022
## 13 475 Alameda [0,20) 1968
## 14 463 Alameda [0,20) 1940
## 15 433 Alameda [0,20) 1818
## 16 431 Alameda [0,20) 1948
## 17 402 Alameda [0,20) 1948
## 18 384 Alameda [0,20) 1965
## 19 388 Alameda [0,20) 2149
## 20 384 Alameda [0,20) 2399
## 21 361 Alameda [20,45) 2608
## 22 357 Alameda [20,45) 2618
## 23 350 Alameda [20,45) 2485
## 24 356 Alameda [20,45) 2515
## 25 356 Alameda [20,45) 2650
## 26 328 Alameda [20,45) 2804
## 27 318 Alameda [20,45) 2864
## 28 318 Alameda [20,45) 3054
## 29 320 Alameda [20,45) 3098
## 30 333 Alameda [20,45) 3212
## 31 338 Alameda [20,45) 3410
## 32 308 Alameda [20,45) 3336
## 33 293 Alameda [20,45) 3163
## 34 281 Alameda [20,45) 2969
## 35 280 Alameda [20,45) 2989
## 36 313 Alameda [20,45) 3167
## 37 288 Alameda [20,45) 3287
## 38 272 Alameda [20,45) 3236
## 39 277 Alameda [20,45) 3013
## 40 295 Alameda [20,45) 2910
## 41 285 Alameda [20,45) 2946
## 42 273 Alameda [20,45) 2737
## 43 265 Alameda [20,45) 2690
## 44 254 Alameda [20,45) 2608
## 45 239 Alameda [20,45) 2554
## 46 233 Alameda [45,65) 2547
## 47 219 Alameda [45,65) 2405
## 48 227 Alameda [45,65) 2330
## 49 199 Alameda [45,65) 2241
## 50 182 Alameda [45,65) 2228
## 51 199 Alameda [45,65) 2315
## 52 178 Alameda [45,65) 2143
## 53 172 Alameda [45,65) 1913
## 54 166 Alameda [45,65) 1757
## 55 146 Alameda [45,65) 1514
## 56 133 Alameda [45,65) 1393
## 57 127 Alameda [45,65) 1312
## 58 124 Alameda [45,65) 1227
## 59 106 Alameda [45,65) 1186
## 60 91 Alameda [45,65) 1169
## 61 96 Alameda [45,65) 1132
## 62 86 Alameda [45,65) 1090
## 63 87 Alameda [45,65) 1108
## 64 79 Alameda [45,65) 1123
## 65 72 Alameda [45,65) 1103
## 66 71 Alameda [65,100] 1130
## 67 69 Alameda [65,100] 1091
## 68 65 Alameda [65,100] 1004
## 69 62 Alameda [65,100] 979
## 70 62 Alameda [65,100] 964
## 71 63 Alameda [65,100] 955
## 72 54 Alameda [65,100] 901
## 73 49 Alameda [65,100] 859
## 74 48 Alameda [65,100] 830
## 75 51 Alameda [65,100] 836
## 76 43 Alameda [65,100] 778
## 77 40 Alameda [65,100] 728
## 78 42 Alameda [65,100] 623
## 79 41 Alameda [65,100] 543
## 80 48 Alameda [65,100] 538
## 81 42 Alameda [65,100] 461
## 82 28 Alameda [65,100] 400
## 83 23 Alameda [65,100] 356
## 84 17 Alameda [65,100] 311
## 85 16 Alameda [65,100] 284
## 86 12 Alameda [65,100] 264
## 87 13 Alameda [65,100] 236
## 88 9 Alameda [65,100] 191
## 89 9 Alameda [65,100] 147
## 90 7 Alameda [65,100] 132
## 91 8 Alameda [65,100] 105
## 92 4 Alameda [65,100] 80
## 93 3 Alameda [65,100] 57
## 94 3 Alameda [65,100] 46
## 95 3 Alameda [65,100] 36
## 96 3 Alameda [65,100] 34
## 97 2 Alameda [65,100] 24
## 98 1 Alameda [65,100] 18
## 99 1 Alameda [65,100] 21
## 100 1 Alameda [65,100] 15
## 101 1 Alameda [65,100] 27
## 102 755 Alameda [0,20) 2090
## 103 606 Alameda [0,20) 2061
## 104 602 Alameda [0,20) 2089
## 105 585 Alameda [0,20) 2209
## 106 576 Alameda [0,20) 2216
## 107 596 Alameda [0,20) 2273
## 108 550 Alameda [0,20) 2301
## 109 532 Alameda [0,20) 2210
## 110 528 Alameda [0,20) 2265
## 111 550 Alameda [0,20) 2189
## 112 524 Alameda [0,20) 2128
## 113 478 Alameda [0,20) 2199
## 114 470 Alameda [0,20) 2092
## 115 453 Alameda [0,20) 1962
## 116 453 Alameda [0,20) 1977
## 117 387 Alameda [0,20) 2042
## 118 379 Alameda [0,20) 2059
## 119 362 Alameda [0,20) 2023
## 120 364 Alameda [0,20) 2122
## 121 352 Alameda [0,20) 2415
## 122 312 Alameda [20,45) 2630
## 123 305 Alameda [20,45) 2538
## 124 292 Alameda [20,45) 2314
## 125 257 Alameda [20,45) 2336
## 126 284 Alameda [20,45) 2370
## 127 301 Alameda [20,45) 2564
## 128 297 Alameda [20,45) 2641
## 129 286 Alameda [20,45) 2893
## 130 293 Alameda [20,45) 2971
## 131 309 Alameda [20,45) 3070
## 132 308 Alameda [20,45) 3162
## 133 283 Alameda [20,45) 3080
## 134 257 Alameda [20,45) 2902
## 135 256 Alameda [20,45) 2779
## 136 267 Alameda [20,45) 2833
## 137 271 Alameda [20,45) 3097
## 138 262 Alameda [20,45) 3152
## 139 253 Alameda [20,45) 3096
## 140 253 Alameda [20,45) 2812
## 141 257 Alameda [20,45) 2695
## 142 279 Alameda [20,45) 2877
## 143 238 Alameda [20,45) 2742
## 144 243 Alameda [20,45) 2593
## 145 225 Alameda [20,45) 2481
## 146 207 Alameda [20,45) 2425
## 147 220 Alameda [45,65) 2453
## 148 204 Alameda [45,65) 2289
## 149 174 Alameda [45,65) 2100
## 150 164 Alameda [45,65) 2048
## 151 159 Alameda [45,65) 1987
## 152 162 Alameda [45,65) 2088
## 153 151 Alameda [45,65) 1929
## 154 147 Alameda [45,65) 1797
## 155 147 Alameda [45,65) 1574
## 156 120 Alameda [45,65) 1386
## 157 126 Alameda [45,65) 1292
## 158 113 Alameda [45,65) 1195
## 159 101 Alameda [45,65) 1084
## 160 98 Alameda [45,65) 970
## 161 77 Alameda [45,65) 1005
## 162 83 Alameda [45,65) 1046
## 163 72 Alameda [45,65) 952
## 164 64 Alameda [45,65) 929
## 165 66 Alameda [45,65) 878
## 166 58 Alameda [45,65) 839
## 167 51 Alameda [65,100] 876
## 168 49 Alameda [65,100] 847
## 169 53 Alameda [65,100] 799
## 170 46 Alameda [65,100] 774
## 171 45 Alameda [65,100] 766
## 172 35 Alameda [65,100] 745
## 173 39 Alameda [65,100] 689
## 174 34 Alameda [65,100] 644
## 175 35 Alameda [65,100] 626
## 176 35 Alameda [65,100] 565
## 177 32 Alameda [65,100] 586
## 178 25 Alameda [65,100] 535
## 179 26 Alameda [65,100] 480
## 180 29 Alameda [65,100] 411
## 181 30 Alameda [65,100] 364
## 182 28 Alameda [65,100] 371
## 183 24 Alameda [65,100] 276
## 184 15 Alameda [65,100] 234
## 185 8 Alameda [65,100] 223
## 186 11 Alameda [65,100] 177
## 187 10 Alameda [65,100] 143
## 188 10 Alameda [65,100] 140
## 189 7 Alameda [65,100] 120
## 190 5 Alameda [65,100] 106
## 191 6 Alameda [65,100] 90
## 192 6 Alameda [65,100] 65
## 193 3 Alameda [65,100] 43
## 194 3 Alameda [65,100] 48
## 195 3 Alameda [65,100] 37
## 196 2 Alameda [65,100] 22
## 197 1 Alameda [65,100] 13
## 198 2 Alameda [65,100] 11
## 199 2 Alameda [65,100] 10
## 200 0 Alameda [65,100] 7
## 201 0 Alameda [65,100] 4
## 202 1 Alameda [65,100] 8
## 7475 267 San Francisco [0,20) 975
## 7476 202 San Francisco [0,20) 958
## 7477 174 San Francisco [0,20) 958
## 7478 183 San Francisco [0,20) 979
## 7479 156 San Francisco [0,20) 1017
## 7480 143 San Francisco [0,20) 1127
## 7481 132 San Francisco [0,20) 1137
## 7482 145 San Francisco [0,20) 1173
## 7483 153 San Francisco [0,20) 1190
## 7484 139 San Francisco [0,20) 1190
## 7485 131 San Francisco [0,20) 1169
## 7486 124 San Francisco [0,20) 1236
## 7487 132 San Francisco [0,20) 1209
## 7488 126 San Francisco [0,20) 1156
## 7489 124 San Francisco [0,20) 1181
## 7490 127 San Francisco [0,20) 1241
## 7491 115 San Francisco [0,20) 1290
## 7492 119 San Francisco [0,20) 1334
## 7493 122 San Francisco [0,20) 1296
## 7494 126 San Francisco [0,20) 1449
## 7495 117 San Francisco [20,45) 1612
## 7496 114 San Francisco [20,45) 1659
## 7497 139 San Francisco [20,45) 1819
## 7498 177 San Francisco [20,45) 2037
## 7499 181 San Francisco [20,45) 2226
## 7500 199 San Francisco [20,45) 2363
## 7501 204 San Francisco [20,45) 2434
## 7502 202 San Francisco [20,45) 2499
## 7503 212 San Francisco [20,45) 2455
## 7504 221 San Francisco [20,45) 2454
## 7505 208 San Francisco [20,45) 2490
## 7506 179 San Francisco [20,45) 2263
## 7507 163 San Francisco [20,45) 2112
## 7508 147 San Francisco [20,45) 1981
## 7509 136 San Francisco [20,45) 2008
## 7510 146 San Francisco [20,45) 2134
## 7511 134 San Francisco [20,45) 2138
## 7512 117 San Francisco [20,45) 2146
## 7513 103 San Francisco [20,45) 1988
## 7514 95 San Francisco [20,45) 1909
## 7515 104 San Francisco [20,45) 2005
## 7516 94 San Francisco [20,45) 1932
## 7517 95 San Francisco [20,45) 1929
## 7518 87 San Francisco [20,45) 1927
## 7519 82 San Francisco [20,45) 1959
## 7520 83 San Francisco [45,65) 1994
## 7521 78 San Francisco [45,65) 1910
## 7522 78 San Francisco [45,65) 1889
## 7523 76 San Francisco [45,65) 1884
## 7524 66 San Francisco [45,65) 1943
## 7525 79 San Francisco [45,65) 2231
## 7526 74 San Francisco [45,65) 2106
## 7527 69 San Francisco [45,65) 1817
## 7528 66 San Francisco [45,65) 1620
## 7529 58 San Francisco [45,65) 1427
## 7530 55 San Francisco [45,65) 1336
## 7531 55 San Francisco [45,65) 1198
## 7532 47 San Francisco [45,65) 1137
## 7533 35 San Francisco [45,65) 1196
## 7534 35 San Francisco [45,65) 1235
## 7535 41 San Francisco [45,65) 1315
## 7536 38 San Francisco [45,65) 1260
## 7537 34 San Francisco [45,65) 1331
## 7538 40 San Francisco [45,65) 1308
## 7539 37 San Francisco [45,65) 1341
## 7540 35 San Francisco [65,100] 1335
## 7541 26 San Francisco [65,100] 1366
## 7542 23 San Francisco [65,100] 1294
## 7543 28 San Francisco [65,100] 1222
## 7544 26 San Francisco [65,100] 1326
## 7545 26 San Francisco [65,100] 1406
## 7546 27 San Francisco [65,100] 1286
## 7547 33 San Francisco [65,100] 1268
## 7548 29 San Francisco [65,100] 1285
## 7549 28 San Francisco [65,100] 1267
## 7550 33 San Francisco [65,100] 1138
## 7551 25 San Francisco [65,100] 1000
## 7552 23 San Francisco [65,100] 919
## 7553 24 San Francisco [65,100] 858
## 7554 14 San Francisco [65,100] 776
## 7555 17 San Francisco [65,100] 720
## 7556 18 San Francisco [65,100] 630
## 7557 17 San Francisco [65,100] 545
## 7558 12 San Francisco [65,100] 490
## 7559 11 San Francisco [65,100] 457
## 7560 11 San Francisco [65,100] 398
## 7561 13 San Francisco [65,100] 344
## 7562 11 San Francisco [65,100] 306
## 7563 9 San Francisco [65,100] 273
## 7564 5 San Francisco [65,100] 224
## 7565 4 San Francisco [65,100] 178
## 7566 5 San Francisco [65,100] 155
## 7567 5 San Francisco [65,100] 126
## 7568 5 San Francisco [65,100] 106
## 7569 3 San Francisco [65,100] 85
## 7570 3 San Francisco [65,100] 65
## 7571 2 San Francisco [65,100] 52
## 7572 1 San Francisco [65,100] 45
## 7573 1 San Francisco [65,100] 31
## 7574 0 San Francisco [65,100] 20
## 7575 1 San Francisco [65,100] 48
## 7576 278 San Francisco [0,20) 1010
## 7577 213 San Francisco [0,20) 948
## 7578 187 San Francisco [0,20) 965
## 7579 182 San Francisco [0,20) 1085
## 7580 159 San Francisco [0,20) 1111
## 7581 133 San Francisco [0,20) 1176
## 7582 134 San Francisco [0,20) 1185
## 7583 138 San Francisco [0,20) 1163
## 7584 132 San Francisco [0,20) 1206
## 7585 126 San Francisco [0,20) 1240
## 7586 129 San Francisco [0,20) 1302
## 7587 133 San Francisco [0,20) 1317
## 7588 121 San Francisco [0,20) 1300
## 7589 109 San Francisco [0,20) 1274
## 7590 119 San Francisco [0,20) 1303
## 7591 123 San Francisco [0,20) 1337
## 7592 108 San Francisco [0,20) 1388
## 7593 105 San Francisco [0,20) 1402
## 7594 110 San Francisco [0,20) 1389
## 7595 112 San Francisco [0,20) 1440
## 7596 105 San Francisco [20,45) 1572
## 7597 103 San Francisco [20,45) 1550
## 7598 131 San Francisco [20,45) 1678
## 7599 145 San Francisco [20,45) 1870
## 7600 162 San Francisco [20,45) 2055
## 7601 171 San Francisco [20,45) 2194
## 7602 172 San Francisco [20,45) 2218
## 7603 186 San Francisco [20,45) 2276
## 7604 196 San Francisco [20,45) 2283
## 7605 198 San Francisco [20,45) 2242
## 7606 213 San Francisco [20,45) 2332
## 7607 199 San Francisco [20,45) 2131
## 7608 170 San Francisco [20,45) 1910
## 7609 154 San Francisco [20,45) 1794
## 7610 144 San Francisco [20,45) 1840
## 7611 160 San Francisco [20,45) 1977
## 7612 165 San Francisco [20,45) 1912
## 7613 141 San Francisco [20,45) 1970
## 7614 126 San Francisco [20,45) 1851
## 7615 132 San Francisco [20,45) 1798
## 7616 140 San Francisco [20,45) 1891
## 7617 125 San Francisco [20,45) 1766
## 7618 119 San Francisco [20,45) 1757
## 7619 111 San Francisco [20,45) 1758
## 7620 98 San Francisco [20,45) 1754
## 7621 106 San Francisco [45,65) 1833
## 7622 101 San Francisco [45,65) 1714
## 7623 96 San Francisco [45,65) 1662
## 7624 80 San Francisco [45,65) 1564
## 7625 84 San Francisco [45,65) 1654
## 7626 100 San Francisco [45,65) 1938
## 7627 78 San Francisco [45,65) 1825
## 7628 62 San Francisco [45,65) 1583
## 7629 65 San Francisco [45,65) 1341
## 7630 57 San Francisco [45,65) 1128
## 7631 51 San Francisco [45,65) 1115
## 7632 43 San Francisco [45,65) 1017
## 7633 42 San Francisco [45,65) 952
## 7634 43 San Francisco [45,65) 981
## 7635 38 San Francisco [45,65) 967
## 7636 40 San Francisco [45,65) 1056
## 7637 32 San Francisco [45,65) 1029
## 7638 33 San Francisco [45,65) 1001
## 7639 35 San Francisco [45,65) 1006
## 7640 34 San Francisco [45,65) 1038
## 7641 29 San Francisco [65,100] 1114
## 7642 19 San Francisco [65,100] 1149
## 7643 23 San Francisco [65,100] 1087
## 7644 20 San Francisco [65,100] 979
## 7645 22 San Francisco [65,100] 1012
## 7646 30 San Francisco [65,100] 1046
## 7647 24 San Francisco [65,100] 965
## 7648 28 San Francisco [65,100] 922
## 7649 29 San Francisco [65,100] 906
## 7650 23 San Francisco [65,100] 882
## 7651 20 San Francisco [65,100] 918
## 7652 20 San Francisco [65,100] 815
## 7653 17 San Francisco [65,100] 826
## 7654 18 San Francisco [65,100] 739
## 7655 16 San Francisco [65,100] 582
## 7656 15 San Francisco [65,100] 539
## 7657 15 San Francisco [65,100] 420
## 7658 12 San Francisco [65,100] 338
## 7659 10 San Francisco [65,100] 308
## 7660 9 San Francisco [65,100] 296
## 7661 9 San Francisco [65,100] 249
## 7662 7 San Francisco [65,100] 205
## 7663 9 San Francisco [65,100] 169
## 7664 5 San Francisco [65,100] 149
## 7665 4 San Francisco [65,100] 141
## 7666 3 San Francisco [65,100] 110
## 7667 2 San Francisco [65,100] 87
## 7668 2 San Francisco [65,100] 70
## 7669 3 San Francisco [65,100] 45
## 7670 3 San Francisco [65,100] 41
## 7671 2 San Francisco [65,100] 23
## 7672 1 San Francisco [65,100] 11
## 7673 0 San Francisco [65,100] 13
## 7674 0 San Francisco [65,100] 9
## 7675 0 San Francisco [65,100] 8
## 7676 1 San Francisco [65,100] 17#### 7 Labels for later use
agelabs <- names(table(bapop$Agecat))
sexlabs <- c("Female", "Male")
racen <- c("White", "AfrAmer", "AsianPI", "Latino", "Multirace",
"AmerInd")
ctylabs <- names(table(bapop$CtyName))
#### 8 Aggregate
bapop2 <- aggregate(bapop[,racen], list(Agecat = bapop$Agecat,
Sex = bapop$Sex, County = bapop$CtyName), sum)
bapop2## Agecat Sex County White AfrAmer AsianPI Latino Multirace
## 1 [0,20) F Alameda 58160 31765 40653 49738 10120
## 2 [20,45) F Alameda 112326 44437 72923 58553 7658
## 3 [45,65) F Alameda 82205 24948 33236 18534 2922
## 4 [65,100] F Alameda 49762 12834 16004 7548 1014
## 5 [0,20) M Alameda 61446 32277 42922 53097 10102
## 6 [20,45) M Alameda 115745 36976 69053 69233 6795
## 7 [45,65) M Alameda 81332 20737 29841 17402 2506
## 8 [65,100] M Alameda 33994 8087 11855 5416 711
## 9 [0,20) F San Francisco 14355 6986 23265 13251 2940
## 10 [20,45) F San Francisco 85766 10284 52479 23458 3656
## 11 [45,65) F San Francisco 35617 6890 31478 9184 1144
## 12 [65,100] F San Francisco 27215 5172 23044 5773 554
## 13 [0,20) M San Francisco 14881 6959 24541 14480 2851
## 14 [20,45) M San Francisco 105798 11111 48379 31605 3766
## 15 [45,65) M San Francisco 43694 7352 26404 8674 1220
## 16 [65,100] M San Francisco 20072 3329 17190 3428 450
## AmerInd
## 1 839
## 2 1401
## 3 822
## 4 246
## 5 828
## 6 1263
## 7 687
## 8 156
## 9 173
## 10 526
## 11 282
## 12 121
## 13 165
## 14 782
## 15 354
## 16 76#### 9 Temp matrix of counts
tmp <- as.matrix(cbind(bapop2[1:4,racen], bapop2[5:8,racen],
bapop2[9:12,racen], bapop2[13:16,racen]))
#### 10 Convert into final array
bapop3 <- array(tmp, c(4, 6, 2, 2))
dimnames(bapop3) <- list(agelabs, racen, sexlabs, ctylabs)
bapop3## , , Female, Alameda
##
## White AfrAmer AsianPI Latino Multirace AmerInd
## [0,20) 58160 31765 40653 49738 10120 839
## [20,45) 112326 44437 72923 58553 7658 1401
## [45,65) 82205 24948 33236 18534 2922 822
## [65,100] 49762 12834 16004 7548 1014 246
##
## , , Male, Alameda
##
## White AfrAmer AsianPI Latino Multirace AmerInd
## [0,20) 61446 32277 42922 53097 10102 828
## [20,45) 115745 36976 69053 69233 6795 1263
## [45,65) 81332 20737 29841 17402 2506 687
## [65,100] 33994 8087 11855 5416 711 156
##
## , , Female, San Francisco
##
## White AfrAmer AsianPI Latino Multirace AmerInd
## [0,20) 14355 6986 23265 13251 2940 173
## [20,45) 85766 10284 52479 23458 3656 526
## [45,65) 35617 6890 31478 9184 1144 282
## [65,100] 27215 5172 23044 5773 554 121
##
## , , Male, San Francisco
##
## White AfrAmer AsianPI Latino Multirace AmerInd
## [0,20) 14881 6959 24541 14480 2851 165
## [20,45) 105798 11111 48379 31605 3766 782
## [45,65) 43694 7352 26404 8674 1220 354
## [65,100] 20072 3329 17190 3428 450 76