HW3
Charles Henderson
9/19/2018
1
Charless-MacBook-Pro:~ Chase$ cd
Charless-MacBook-Pro:~ Chase$ cd Desktop/MSDS/MSDS6306/Homework
Charless-MacBook-Pro:Homework Chase$ git clone ##https://github.com/awesomedata/awesome-public-datasets.git
Cloning into ‘awesome-public-datasets’…
remote: Counting objects: 1484, done.
remote: Total 1484 (delta 0), reused 0 (delta 0), pack-reused 1484
Receiving objects: 100% (1484/1484), 554.13 KiB | 417.00 KiB/s, done.
Resolving deltas: 100% (866/866), done.
Charless-MacBook-Pro:Homework Chase$
library(knitr)
library(tidyr)
library(tibble)
knitr::opts_chunk$set(echo = TRUE)
install.packages("fivethirtyeight", repos = "http://cran.us.r-project.org")##
## The downloaded binary packages are in
## /var/folders/yt/qfg9cfy52h34ch40cskdlfb80000gn/T//RtmpNx8Huw/downloaded_packages1, #2.a, #2.b
library(readr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, uniondf <- data.frame(read_csv("titanic.csv")) ## Parsed with column specification:
## cols(
## PassengerId = col_integer(),
## Survived = col_integer(),
## Pclass = col_integer(),
## Name = col_character(),
## Sex = col_character(),
## Age = col_double(),
## SibSp = col_integer(),
## Parch = col_integer(),
## Ticket = col_character(),
## Fare = col_double(),
## Cabin = col_character(),
## Embarked = col_character()
## )head(df)## PassengerId Survived Pclass
## 1 1 0 3
## 2 2 1 1
## 3 3 1 3
## 4 4 1 1
## 5 5 0 3
## 6 6 0 3
## Name Sex Age SibSp
## 1 Braund, Mr. Owen Harris male 22 1
## 2 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1
## 3 Heikkinen, Miss. Laina female 26 0
## 4 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1
## 5 Allen, Mr. William Henry male 35 0
## 6 Moran, Mr. James male NA 0
## Parch Ticket Fare Cabin Embarked
## 1 0 A/5 21171 7.2500 <NA> S
## 2 0 PC 17599 71.2833 C85 C
## 3 0 STON/O2. 3101282 7.9250 <NA> S
## 4 0 113803 53.1000 C123 S
## 5 0 373450 8.0500 <NA> S
## 6 0 330877 8.4583 <NA> Qsex <- data.frame(df$Sex)
Types <- c('Males', 'Females')
Male <- sum(df$Sex == 'male')
Female <- sum(df$Sex == 'female')
TotalSex <- c(Male, Female)
Male## [1] 577Female## [1] 314TotalSexSum <- sum(Male, Female)
sexdata <- data.frame(Types, TotalSex)
sexdata## Types TotalSex
## 1 Males 577
## 2 Females 314barplot(sexdata$TotalSex, names.arg = sexdata$Types, main = "Total Males VS Total Females", xlab = "Gender", ylab = "Total", ylim = c(0,600), col = "red")
MaleFreq <- 100*(Male/TotalSexSum)
FemaleFreq <- 100*(Female/TotalSexSum)
MaleFemaleFreq <- c(MaleFreq, FemaleFreq)
totalfreq <- data.frame(Types, MaleFemaleFreq)
barplot(totalfreq$MaleFemaleFreq, names.arg = totalfreq$Types, main = "% of Males to Females", xlab = "Gender", ylab = "%", ylim = c(0,100), col = "blue")
MaleFreq## [1] 64.7587FemaleFreq## [1] 35.24132.c
x <- data.frame(df$Age, df$Fare, df$Survived)
apply(x, 2, mean, na.rm = TRUE)## df.Age df.Fare df.Survived
## 29.6991176 32.2042080 0.3838384Average Age on Titanic = 29 Average Fare Cost = $32.20 Survival Rate = 3.8% 3 in 10 Survived
3.a, 3.b, 3.c, 3.d, 3.e
df2 <- data.frame(read_csv("http://talklab.psy.gla.ac.uk/L1_labs/lab_1/homework/sleep_data_01.csv"))## Parsed with column specification:
## cols(
## SubjID = col_integer(),
## Age = col_integer(),
## Gender = col_integer(),
## PSQI = col_integer(),
## PSAScog = col_integer(),
## FOMO = col_integer(),
## SMUISa = col_integer(),
## SM1 = col_integer(),
## SM2 = col_integer(),
## HADSa = col_integer(),
## HADSd = col_integer(),
## RSES = col_integer(),
## Bedtime = col_double(),
## Latency = col_integer(),
## Duration = col_double()
## )head(df2)## SubjID Age Gender PSQI PSAScog FOMO SMUISa SM1 SM2 HADSa HADSd RSES
## 1 1 16 2 5 8 18 19 11 12 10 8 17
## 2 2 16 1 4 31 41 25 18 21 20 8 5
## 3 3 16 1 7 9 16 17 16 14 7 3 17
## 4 4 16 1 6 17 22 14 17 13 9 5 12
## 5 5 16 1 8 33 36 NA NA NA NA NA NA
## 6 6 16 1 15 NA NA NA NA NA NA NA NA
## Bedtime Latency Duration
## 1 10.0 20 10.0
## 2 10.0 30 9.0
## 3 10.5 20 7.5
## 4 10.5 30 7.0
## 5 11.0 30 6.0
## 6 13.0 20 4.0x <- function(df2){
MedianAge <- median(df2$Age, na.rm = TRUE)
MaxDofS <- max(df2$Duration, na.rm = TRUE)
MinDofS <- min(df2$Duration, na.rm = TRUE)
MeanRosenberg <- mean(df2$RSES, na.rm = TRUE)
SDRosenberg <- sd(df2$RSES, na.rm = TRUE)
report <- data.framec(MedianAge, (MeanRosenberg/5), (SDRosenberg/5), (MaxDofS - MinDofS))
return(report)
}4.a-d
install.packages("fivethirtyeight", repos = "http://cran.us.r-project.org")##
## The downloaded binary packages are in
## /var/folders/yt/qfg9cfy52h34ch40cskdlfb80000gn/T//RtmpNx8Huw/downloaded_packageslibrary(fivethirtyeight)
?`fivethirtyeight-package`
data(package = "fivethirtyeight")
?college_recent_grads
df <- data.frame(college_recent_grads)
vignette("college_recent_grads", package = "fivethirtyeight")## Warning: vignette 'college_recent_grads' not founddim(college_recent_grads)## [1] 173 21colnames(college_recent_grads)## [1] "rank" "major_code"
## [3] "major" "major_category"
## [5] "total" "sample_size"
## [7] "men" "women"
## [9] "sharewomen" "employed"
## [11] "employed_fulltime" "employed_parttime"
## [13] "employed_fulltime_yearround" "unemployed"
## [15] "unemployment_rate" "p25th"
## [17] "median" "p75th"
## [19] "college_jobs" "non_college_jobs"
## [21] "low_wage_jobs"ncol(college_recent_grads)## [1] 21list(unique(college_recent_grads$major_category))## [[1]]
## [1] "Engineering"
## [2] "Business"
## [3] "Physical Sciences"
## [4] "Law & Public Policy"
## [5] "Computers & Mathematics"
## [6] "Agriculture & Natural Resources"
## [7] "Industrial Arts & Consumer Services"
## [8] "Arts"
## [9] "Health"
## [10] "Social Science"
## [11] "Biology & Life Science"
## [12] "Education"
## [13] "Humanities & Liberal Arts"
## [14] "Psychology & Social Work"
## [15] "Communications & Journalism"
## [16] "Interdisciplinary"sapply(college_recent_grads$major_category, unique)## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Business
## "Business"
## Physical Sciences
## "Physical Sciences"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Law & Public Policy
## "Law & Public Policy"
## Computers & Mathematics
## "Computers & Mathematics"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Business
## "Business"
## Engineering
## "Engineering"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Business
## "Business"
## Engineering
## "Engineering"
## Law & Public Policy
## "Law & Public Policy"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Arts
## "Arts"
## Engineering
## "Engineering"
## Health
## "Health"
## Business
## "Business"
## Social Science
## "Social Science"
## Business
## "Business"
## Engineering
## "Engineering"
## Physical Sciences
## "Physical Sciences"
## Business
## "Business"
## Computers & Mathematics
## "Computers & Mathematics"
## Computers & Mathematics
## "Computers & Mathematics"
## Physical Sciences
## "Physical Sciences"
## Health
## "Health"
## Computers & Mathematics
## "Computers & Mathematics"
## Computers & Mathematics
## "Computers & Mathematics"
## Computers & Mathematics
## "Computers & Mathematics"
## Biology & Life Science
## "Biology & Life Science"
## Physical Sciences
## "Physical Sciences"
## Engineering
## "Engineering"
## Health
## "Health"
## Computers & Mathematics
## "Computers & Mathematics"
## Computers & Mathematics
## "Computers & Mathematics"
## Biology & Life Science
## "Biology & Life Science"
## Education
## "Education"
## Social Science
## "Social Science"
## Business
## "Business"
## Engineering
## "Engineering"
## Business
## "Business"
## Health
## "Health"
## Biology & Life Science
## "Biology & Life Science"
## Business
## "Business"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Engineering
## "Engineering"
## Engineering
## "Engineering"
## Biology & Life Science
## "Biology & Life Science"
## Social Science
## "Social Science"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Psychology & Social Work
## "Psychology & Social Work"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Physical Sciences
## "Physical Sciences"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Physical Sciences
## "Physical Sciences"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Business
## "Business"
## Business
## "Business"
## Social Science
## "Social Science"
## Social Science
## "Social Science"
## Biology & Life Science
## "Biology & Life Science"
## Computers & Mathematics
## "Computers & Mathematics"
## Biology & Life Science
## "Biology & Life Science"
## Biology & Life Science
## "Biology & Life Science"
## Computers & Mathematics
## "Computers & Mathematics"
## Physical Sciences
## "Physical Sciences"
## Business
## "Business"
## Law & Public Policy
## "Law & Public Policy"
## Health
## "Health"
## Law & Public Policy
## "Law & Public Policy"
## Physical Sciences
## "Physical Sciences"
## Psychology & Social Work
## "Psychology & Social Work"
## Biology & Life Science
## "Biology & Life Science"
## Communications & Journalism
## "Communications & Journalism"
## Law & Public Policy
## "Law & Public Policy"
## Arts
## "Arts"
## Communications & Journalism
## "Communications & Journalism"
## Physical Sciences
## "Physical Sciences"
## Communications & Journalism
## "Communications & Journalism"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Education
## "Education"
## Biology & Life Science
## "Biology & Life Science"
## Social Science
## "Social Science"
## Health
## "Health"
## Health
## "Health"
## Computers & Mathematics
## "Computers & Mathematics"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Biology & Life Science
## "Biology & Life Science"
## Interdisciplinary
## "Interdisciplinary"
## Physical Sciences
## "Physical Sciences"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Education
## "Education"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Education
## "Education"
## Health
## "Health"
## Education
## "Education"
## Education
## "Education"
## Health
## "Health"
## Biology & Life Science
## "Biology & Life Science"
## Biology & Life Science
## "Biology & Life Science"
## Social Science
## "Social Science"
## Communications & Journalism
## "Communications & Journalism"
## Health
## "Health"
## Business
## "Business"
## Education
## "Education"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Education
## "Education"
## Social Science
## "Social Science"
## Biology & Life Science
## "Biology & Life Science"
## Education
## "Education"
## Health
## "Health"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Education
## "Education"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Education
## "Education"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Arts
## "Arts"
## Social Science
## "Social Science"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Education
## "Education"
## Psychology & Social Work
## "Psychology & Social Work"
## Arts
## "Arts"
## Education
## "Education"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Arts
## "Arts"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Psychology & Social Work
## "Psychology & Social Work"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Arts
## "Arts"
## Education
## "Education"
## Psychology & Social Work
## "Psychology & Social Work"
## Psychology & Social Work
## "Psychology & Social Work"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Arts
## "Arts"
## Industrial Arts & Consumer Services
## "Industrial Arts & Consumer Services"
## Agriculture & Natural Resources
## "Agriculture & Natural Resources"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Health
## "Health"
## Education
## "Education"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Arts
## "Arts"
## Humanities & Liberal Arts
## "Humanities & Liberal Arts"
## Biology & Life Science
## "Biology & Life Science"
## Psychology & Social Work
## "Psychology & Social Work"
## Psychology & Social Work
## "Psychology & Social Work"
## Psychology & Social Work
## "Psychology & Social Work"
## Education
## "Education"length(which(college_recent_grads == "Engineering"))## [1] 29length(which(college_recent_grads == "Business"))## [1] 13length(which(college_recent_grads == "Physical Sciences"))## [1] 11length(which(college_recent_grads == "Law & Public Policy"))## [1] 5length(which(college_recent_grads == "Computers & Mathematics"))## [1] 11length(which(college_recent_grads == "Agriculture & Natural Resources"))## [1] 10length(which(college_recent_grads == "Industrial Arts & Consumer Services"))## [1] 7length(which(college_recent_grads == "Arts"))## [1] 8length(which(college_recent_grads == "Health"))## [1] 12length(which(college_recent_grads == "Social Science"))## [1] 9length(which(college_recent_grads == "Biology & Life Science"))## [1] 14length(which(college_recent_grads == "Humanities & Liberal Arts"))## [1] 15length(which(college_recent_grads == "Psychology & Social Work"))## [1] 9length(which(college_recent_grads == "Communications & Journalism"))## [1] 4length(which(college_recent_grads == "Interdisciplinary"))## [1] 1Categories = c("Engineering", "Business", "Physical Sciences", "Law & Public Policy", "Computers & Mathematics", "Agriculture & Natural Resources", "Industrial Arts & Consumer Services", "Arts", "Health", "Social Science", "Biology & Life Science", "Humanities & Liberal Arts", "Psychology & Social Work", "Communications & Journalism", "Interdisciplinary")
freq = c(29, 13, 10, 5, 11, 10, 7, 8, 12, 9, 14, 15, 9, 4, 1)
major_category = data.frame(Categories, freq)
par(las=2)
barplot(major_category$freq, names.arg = major_category$Categories, horiz = TRUE, cex.names = 0.5)
write.csv(college_recent_grads, row.names = FALSE)## "rank","major_code","major","major_category","total","sample_size","men","women","sharewomen","employed","employed_fulltime","employed_parttime","employed_fulltime_yearround","unemployed","unemployment_rate","p25th","median","p75th","college_jobs","non_college_jobs","low_wage_jobs"
## 1,2419,"Petroleum Engineering","Engineering",2339,36,2057,282,0.120564344,1976,1849,270,1207,37,0.018380527,95000,110000,125000,1534,364,193
## 2,2416,"Mining And Mineral Engineering","Engineering",756,7,679,77,0.101851852,640,556,170,388,85,0.117241379,55000,75000,90000,350,257,50
## 3,2415,"Metallurgical Engineering","Engineering",856,3,725,131,0.153037383,648,558,133,340,16,0.024096386,50000,73000,105000,456,176,0
## 4,2417,"Naval Architecture And Marine Engineering","Engineering",1258,16,1123,135,0.107313196,758,1069,150,692,40,0.050125313,43000,70000,80000,529,102,0
## 5,2405,"Chemical Engineering","Engineering",32260,289,21239,11021,0.341630502,25694,23170,5180,16697,1672,0.061097712,50000,65000,75000,18314,4440,972
## 6,2418,"Nuclear Engineering","Engineering",2573,17,2200,373,0.144966965,1857,2038,264,1449,400,0.177226407,50000,65000,102000,1142,657,244
## 7,6202,"Actuarial Science","Business",3777,51,2110,1667,0.441355573,2912,2924,296,2482,308,0.095652174,53000,62000,72000,1768,314,259
## 8,5001,"Astronomy And Astrophysics","Physical Sciences",1792,10,832,960,0.535714286,1526,1085,553,827,33,0.021167415,31500,62000,109000,972,500,220
## 9,2414,"Mechanical Engineering","Engineering",91227,1029,80320,10907,0.119558903,76442,71298,13101,54639,4650,0.057342278,48000,60000,70000,52844,16384,3253
## 10,2408,"Electrical Engineering","Engineering",81527,631,65511,16016,0.196450256,61928,55450,12695,41413,3895,0.059173845,45000,60000,72000,45829,10874,3170
## 11,2407,"Computer Engineering","Engineering",41542,399,33258,8284,0.199412643,32506,30315,5146,23621,2275,0.065409275,45000,60000,75000,23694,5721,980
## 12,2401,"Aerospace Engineering","Engineering",15058,147,12953,2105,0.139792801,11391,11106,2724,8790,794,0.065162085,42000,60000,70000,8184,2425,372
## 13,2404,"Biomedical Engineering","Engineering",14955,79,8407,6548,0.437846874,10047,9017,2694,5986,1019,0.09208386,36000,60000,70000,6439,2471,789
## 14,5008,"Materials Science","Engineering",4279,22,2949,1330,0.310820285,3307,2751,878,1967,78,0.023042836,39000,60000,65000,2626,391,81
## 15,2409,"Engineering Mechanics Physics And Science","Engineering",4321,30,3526,795,0.183985189,3608,2999,811,2004,23,0.006334343,25000,58000,74000,2439,947,263
## 16,2402,"Biological Engineering","Engineering",8925,55,6062,2863,0.320784314,6170,5455,1983,3413,589,0.087143069,40000,57100,76000,3603,1595,524
## 17,2412,"Industrial And Manufacturing Engineering","Engineering",18968,183,12453,6515,0.343473218,15604,14879,2243,11326,699,0.042875544,37900,57000,67000,8306,3235,640
## 18,2400,"General Engineering","Engineering",61152,425,45683,15469,0.252959838,44931,41235,7199,33540,2859,0.059824231,36000,56000,69000,26898,11734,3192
## 19,2403,"Architectural Engineering","Engineering",2825,26,1835,990,0.350442478,2575,2277,343,1848,170,0.061930783,38000,54000,65000,1665,649,137
## 20,3201,"Court Reporting","Law & Public Policy",1148,14,877,271,0.236062718,930,808,223,808,11,0.011689692,50000,54000,54000,402,528,144
## 21,2102,"Computer Science","Computers & Mathematics",128319,1196,99743,28576,0.222695002,102087,91485,18726,70932,6884,0.063172771,39000,53000,70000,68622,25667,5144
## 22,1104,"Food Science","Agriculture & Natural Resources",NA,36,NA,NA,NA,3149,2558,1121,1735,338,0.09693146,32000,53000,70000,1183,1274,485
## 23,2502,"Electrical Engineering Technology","Engineering",11565,97,8181,3384,0.292607004,8587,7530,1873,5681,824,0.087557114,35000,52000,60000,5126,2686,696
## 24,2413,"Materials Engineering And Materials Science","Engineering",2993,22,2020,973,0.325091881,2449,1658,1040,1151,70,0.027788805,35000,52000,62000,1911,305,70
## 25,6212,"Management Information Systems And Statistics","Business",18713,278,13496,5217,0.278790146,16413,15141,2420,13017,1015,0.058239614,38000,51000,60000,6342,5741,708
## 26,2406,"Civil Engineering","Engineering",53153,565,41081,12072,0.227117943,43041,38302,10080,29196,3270,0.070609574,40000,50000,60000,28526,9356,2899
## 27,5601,"Construction Services","Industrial Arts & Consumer Services",18498,295,16820,1678,0.090712509,16318,15690,1751,12313,1042,0.060023041,36000,50000,60000,3275,5351,703
## 28,6204,"Operations Logistics And E-Commerce","Business",11732,156,7921,3811,0.32483805,10027,9639,1183,7724,504,0.047858703,40000,50000,60000,1466,3629,285
## 29,2499,"Miscellaneous Engineering","Engineering",9133,118,7398,1735,0.189970437,7428,6811,1662,5476,597,0.074392523,39000,50000,65000,3445,2426,365
## 30,5402,"Public Policy","Law & Public Policy",5978,55,2639,3339,0.558548009,4547,4163,1306,2776,670,0.128426299,35000,50000,70000,1550,1871,340
## 31,2410,"Environmental Engineering","Engineering",4047,26,2662,1385,0.342228811,2983,2384,930,1951,308,0.093588575,42000,50000,56000,2028,830,260
## 32,2500,"Engineering Technologies","Engineering",3600,39,2695,905,0.251388889,2799,2257,689,1723,163,0.055030385,43000,50000,60000,1017,1269,142
## 33,6099,"Miscellaneous Fine Arts","Arts",3340,30,1970,1370,0.410179641,2914,2049,1067,1200,286,0.089375,25000,50000,66000,693,1714,755
## 34,2411,"Geological And Geophysical Engineering","Engineering",720,5,488,232,0.322222222,604,524,126,396,49,0.075038285,42800,50000,57000,501,50,49
## 35,6107,"Nursing","Health",209394,2554,21773,187621,0.896018988,180903,151191,40818,122817,8497,0.044862724,39000,48000,58000,151643,26146,6193
## 36,6207,"Finance","Business",174506,2189,115030,59476,0.340824957,145696,137921,21463,108595,9413,0.060686356,35000,47000,64000,24243,48447,9910
## 37,5501,"Economics","Social Science",139247,1322,89749,49498,0.355469059,104117,96567,25325,70740,11452,0.099092317,35000,47000,65000,25582,37057,10653
## 38,6205,"Business Economics","Business",13302,199,7575,5727,0.430536761,10914,10048,1937,8000,1165,0.096448381,33000,46000,58000,1578,4612,1284
## 39,2503,"Industrial Production Technologies","Engineering",4631,73,3477,1154,0.24919024,4428,3988,597,3242,129,0.028308097,35000,46000,65000,1394,2454,480
## 40,5102,"Nuclear, Industrial Radiology, And Biological Technologies","Physical Sciences",2116,31,528,1588,0.75047259,1778,1392,579,1115,137,0.07154047,38000,46000,53000,162,1475,124
## 41,6201,"Accounting","Business",198633,2042,94519,104114,0.524152583,165527,151967,27693,123169,12411,0.069749014,34000,45000,56000,11417,39323,10886
## 42,3700,"Mathematics","Computers & Mathematics",72397,541,39956,32441,0.448098678,58118,46399,18079,33738,2884,0.047277138,33000,45000,60000,34800,14829,4569
## 43,2100,"Computer And Information Systems","Computers & Mathematics",36698,425,27392,9306,0.253583302,28459,26348,4332,21130,2934,0.093460326,30000,45000,60000,13344,11783,1672
## 44,5007,"Physics","Physical Sciences",32142,142,23080,9062,0.281936407,25302,19428,8721,14389,1282,0.048224496,30000,45000,68000,18674,4576,1823
## 45,6105,"Medical Technologies Technicians","Health",15914,190,3916,11998,0.75392736,13150,11510,2665,9005,505,0.03698279,36000,45000,50000,5546,7176,1002
## 46,2105,"Information Sciences","Computers & Mathematics",11913,158,9005,2908,0.244103081,9881,9105,1468,7378,639,0.060741445,32500,45000,58000,4390,4102,608
## 47,3702,"Statistics And Decision Science","Computers & Mathematics",6251,37,2960,3291,0.526475764,4247,3190,1840,2151,401,0.086273666,26700,45000,60000,2298,1200,343
## 48,3701,"Applied Mathematics","Computers & Mathematics",4939,45,2794,2145,0.434298441,3854,3465,1176,2593,385,0.090823307,34000,45000,63000,2437,803,357
## 49,3607,"Pharmacology","Biology & Life Science",1762,3,515,1247,0.707718502,1144,657,532,565,107,0.085531575,40000,45000,45000,603,478,93
## 50,5006,"Oceanography","Physical Sciences",2418,36,752,1666,0.688999173,1638,1931,379,1595,99,0.056994819,23000,44700,50000,459,996,186
## 51,2501,"Engineering And Industrial Management","Engineering",2906,29,2400,506,0.174122505,2125,1992,462,1358,74,0.03365166,30000,44000,50000,482,844,245
## 52,6104,"Medical Assisting Services","Health",11123,67,803,10320,0.927807246,9168,5643,4107,4290,407,0.042506527,30000,42000,65000,2091,6948,1270
## 53,4005,"Mathematics And Computer Science","Computers & Mathematics",609,7,500,109,0.178981938,559,584,0,391,0,0,30000,42000,78000,452,67,25
## 54,2101,"Computer Programming And Data Processing","Computers & Mathematics",4168,43,3046,1122,0.269193858,3257,3204,482,2453,419,0.11398259,20000,41300,46000,2024,1033,263
## 55,4006,"Cognitive Science And Biopsychology","Biology & Life Science",3831,25,1667,2164,0.56486557,2741,2470,711,1584,223,0.075236167,20000,41000,60000,1369,921,135
## 56,2303,"School Student Counseling","Education",818,4,119,699,0.854523227,730,595,135,545,88,0.107579462,41000,41000,43000,509,221,0
## 57,5505,"International Relations","Social Science",28187,219,10345,17842,0.632986838,21190,18681,5563,13583,2271,0.096798943,31200,40100,53000,6774,9570,2499
## 58,6200,"General Business","Business",234590,2380,132238,102352,0.436301633,190183,171385,36241,138299,14946,0.072861468,30000,40000,55000,29334,100831,27320
## 59,1401,"Architecture","Engineering",46420,362,25463,20957,0.451464886,34158,29223,10206,20026,4366,0.113331949,31000,40000,50000,16178,13724,4221
## 60,6210,"International Business","Business",25894,260,10624,15270,0.589711902,19660,17563,4890,12823,2092,0.096175064,30000,40000,50000,3383,9482,3046
## 61,6108,"Pharmacy Pharmaceutical Sciences And Administration","Health",23551,38,8697,14854,0.630716318,16620,12537,5346,9131,977,0.055520827,20000,40000,90000,11573,4493,1121
## 62,3603,"Molecular Biology","Biology & Life Science",18300,90,7426,10874,0.59420765,11581,9441,4590,6183,1067,0.084361164,29000,40000,47000,7225,3145,1168
## 63,6299,"Miscellaneous Business & Medical Administration","Business",17947,244,10285,7662,0.42692372,14826,13364,3366,10637,1150,0.071982974,30000,40000,51000,2236,8937,1758
## 64,1101,"Agriculture Production And Management","Agriculture & Natural Resources",14240,273,9658,4582,0.321769663,12323,11119,2196,9093,649,0.050030836,25000,40000,50000,1925,6221,1362
## 65,1100,"General Agriculture","Agriculture & Natural Resources",10399,158,6053,4346,0.4179248,8884,7589,2031,5888,178,0.019642463,30000,40000,50000,2418,4717,839
## 66,2599,"Miscellaneous Engineering Technologies","Engineering",8804,125,7043,1761,0.200022717,7502,7001,1240,5825,416,0.05253852,30400,40000,56000,2446,3896,386
## 67,2504,"Mechanical Engineering Related Technologies","Engineering",4790,71,4419,371,0.077453027,4186,4175,247,3607,250,0.056357078,27000,40000,52000,1861,2121,406
## 68,3605,"Genetics","Biology & Life Science",3635,11,1761,1874,0.515543329,2463,1787,847,1487,87,0.034117647,34000,40000,45000,1675,678,201
## 69,5599,"Miscellaneous Social Sciences","Social Science",3283,28,1499,1784,0.543405422,2727,2183,907,1530,215,0.073079538,30000,40000,54000,744,1654,573
## 70,6403,"United States History","Humanities & Liberal Arts",3079,22,1756,1323,0.429684963,2787,2103,839,1274,138,0.047179487,30000,40000,42000,801,1591,302
## 71,5205,"Industrial And Organizational Psychology","Psychology & Social Work",3014,24,1075,1939,0.643331121,2343,1644,1095,1409,286,0.108786611,32000,40000,53000,559,1224,272
## 72,1102,"Agricultural Economics","Agriculture & Natural Resources",2439,44,1749,690,0.282902829,2174,1819,620,1528,182,0.077249576,27000,40000,54000,535,893,94
## 73,5000,"Physical Sciences","Physical Sciences",1436,10,894,542,0.377437326,1146,768,437,653,42,0.035353535,30000,40000,55000,530,465,269
## 74,3801,"Military Technologies","Industrial Arts & Consumer Services",124,4,124,0,0,0,111,0,111,0,0,40000,40000,40000,0,0,0
## 75,5003,"Chemistry","Physical Sciences",66530,353,32923,33607,0.505140538,48535,39509,15066,29910,2769,0.0539724,30000,39000,49900,30382,14718,4288
## 76,5701,"Electrical, Mechanical, And Precision Technologies And Production","Industrial Arts & Consumer Services",2435,37,1869,566,0.232443532,2107,2057,287,1752,64,0.029479503,22500,38400,45000,221,1659,81
## 77,6203,"Business Management And Administration","Business",329927,4212,173809,156118,0.473189524,276234,251540,50357,199897,21502,0.072218341,29000,38000,50000,36720,148395,32395
## 78,6206,"Marketing And Marketing Research","Business",205211,2684,78857,126354,0.615727227,178862,156668,35829,127230,11663,0.061215064,30000,38000,50000,25320,93889,27968
## 79,5506,"Political Science And Government","Social Science",182621,1387,93880,88741,0.485929877,133454,117709,43711,83236,15022,0.101174601,28000,38000,50000,36854,66947,19803
## 80,5504,"Geography","Social Science",18480,179,11404,7076,0.382900433,14057,11367,5651,8628,1799,0.113458628,30000,38000,50000,5350,6830,1905
## 81,3606,"Microbiology","Biology & Life Science",15232,62,6383,8849,0.580948004,9685,7453,3379,5080,693,0.066775872,29600,38000,50000,5577,3174,1246
## 82,2106,"Computer Administration Management And Security","Computers & Mathematics",8066,103,6607,1459,0.180882718,6509,6289,1030,4936,721,0.099723375,25000,37500,50000,2354,3244,308
## 83,3601,"Biochemical Sciences","Biology & Life Science",39107,174,18951,20156,0.515406449,25678,20643,9948,13785,2249,0.080531385,29000,37400,50000,15654,8394,3012
## 84,3602,"Botany","Biology & Life Science",1329,9,626,703,0.52896915,1010,946,169,740,0,0,26000,37000,40000,677,184,56
## 85,2107,"Computer Networking And Telecommunications","Computers & Mathematics",7613,97,5291,2322,0.305004597,6144,5495,1447,4369,1100,0.151849807,27000,36400,49000,2593,2941,352
## 86,5004,"Geology And Earth Science","Physical Sciences",10972,78,5813,5159,0.470196865,8296,6966,2913,5008,677,0.075448568,28000,36200,47000,4858,2792,959
## 87,6209,"Human Resources And Personnel Management","Business",24497,264,6184,18313,0.747560926,20760,18550,3767,15446,1315,0.059569649,28000,36000,45000,2406,9629,1906
## 88,3202,"Pre-Law And Legal Studies","Law & Public Policy",13528,92,4435,9093,0.672161443,9762,7851,3595,5370,757,0.071965016,29200,36000,46000,2002,6454,1336
## 89,6199,"Miscellaneous Health Medical Professions","Health",13386,81,1589,11797,0.881293889,10076,7514,4145,5868,893,0.08141125,23000,36000,42000,5652,3835,1422
## 90,5401,"Public Administration","Law & Public Policy",5629,46,2947,2682,0.476461183,4158,4148,847,2952,789,0.1594906,23000,36000,60000,919,2313,496
## 91,5005,"Geosciences","Physical Sciences",1978,18,809,1169,0.591001011,1441,1264,354,1011,36,0.024373731,21000,36000,41000,784,591,221
## 92,5206,"Social Psychology","Psychology & Social Work",1386,8,413,973,0.702020202,1080,828,433,529,33,0.029649596,34000,36000,45000,434,593,37
## 93,1301,"Environmental Science","Biology & Life Science",25965,225,10787,15178,0.584556133,20859,16987,7071,10916,1779,0.078584681,25000,35600,40200,8149,10076,3175
## 94,1901,"Communications","Communications & Journalism",213996,2394,70619,143377,0.669998505,179633,147335,49889,116251,14602,0.075176976,27000,35000,45000,40763,97964,27440
## 95,5301,"Criminal Justice And Fire Protection","Law & Public Policy",152824,1728,80231,72593,0.47501047,125393,109970,32242,88548,11268,0.082452199,26000,35000,45000,24348,88858,18404
## 96,6004,"Commercial Art And Graphic Design","Arts",103480,1186,32041,71439,0.690365288,83483,67448,24387,52243,8947,0.096797577,25000,35000,45000,37389,38119,14839
## 97,1902,"Journalism","Communications & Journalism",72619,843,23736,48883,0.673143392,61022,51411,15902,39524,4535,0.069176442,26000,35000,42900,23279,26672,8512
## 98,5098,"Multi-Disciplinary Or General Science","Physical Sciences",62052,427,27015,35037,0.564639335,46138,37850,13133,28966,2727,0.055806815,24000,35000,50000,17923,22039,5751
## 99,1904,"Advertising And Public Relations","Communications & Journalism",53162,681,12862,40300,0.758060269,45326,38815,10948,30932,3305,0.067960766,27000,35000,47000,9659,23059,7214
## 100,1501,"Area Ethnic And Civilization Studies","Humanities & Liberal Arts",31195,249,8739,22456,0.719858952,24629,18755,9541,13109,1668,0.063429289,24500,35000,44000,8465,11818,3677
## 101,2310,"Special Needs Education","Education",28739,246,2682,26057,0.906677337,24639,21584,5153,16642,1067,0.041507819,32000,35000,42000,20185,3797,1179
## 102,3608,"Physiology","Biology & Life Science",22060,99,8422,13638,0.618223028,14643,10732,6541,7588,1088,0.0691628,20000,35000,50000,6587,6894,2237
## 103,5503,"Criminology","Social Science",19879,214,10031,9848,0.495397153,16181,13616,4543,10548,1743,0.097243919,25000,35000,45000,3373,10605,1895
## 104,4002,"Nutrition Sciences","Health",18909,118,2563,16346,0.864456079,13217,9601,6648,6625,975,0.068700676,26000,35000,45000,6535,5473,2449
## 105,6103,"Health And Medical Administrative Services","Health",18109,184,4266,13843,0.764426528,15419,13534,3299,10982,1518,0.089626262,27000,35000,42000,2589,8592,1391
## 106,2001,"Communication Technologies","Computers & Mathematics",18035,208,11431,6604,0.366176878,14779,11981,4690,9085,2006,0.119511469,25000,35000,45000,4545,8794,2495
## 107,5901,"Transportation Sciences And Technologies","Industrial Arts & Consumer Services",15150,180,13257,1893,0.124950495,12266,11688,2633,9170,962,0.072724524,22000,35000,52000,4575,6147,557
## 108,1303,"Natural Resources Management","Agriculture & Natural Resources",13773,152,8617,5156,0.374355623,11797,10722,2613,6954,842,0.066619195,25000,35000,42000,4333,5808,1405
## 109,3611,"Neuroscience","Biology & Life Science",13663,53,4944,8719,0.63814682,9087,8027,3078,5482,463,0.048481675,30000,35000,44000,5605,2301,902
## 110,4000,"Multi/Interdisciplinary Studies","Interdisciplinary",12296,128,2817,9479,0.770901106,9821,8032,3173,6234,749,0.070860927,25000,35000,44000,5176,3903,1061
## 111,5002,"Atmospheric Sciences And Meteorology","Physical Sciences",4043,32,2744,1299,0.321296067,3431,2659,1309,2161,78,0.022228555,28000,35000,50000,1808,1317,237
## 112,1302,"Forestry","Agriculture & Natural Resources",3607,48,3156,451,0.125034655,3007,2473,891,1763,322,0.096725743,28600,35000,48000,1096,1692,327
## 113,1106,"Soil Science","Agriculture & Natural Resources",685,4,476,209,0.305109489,613,488,185,383,0,0,18500,35000,44000,355,144,0
## 114,2300,"General Education","Education",143718,919,26893,116825,0.812876606,118241,98408,29558,73531,7195,0.057359929,26000,34000,41000,82007,31112,11443
## 115,6402,"History","Humanities & Liberal Arts",141951,1058,78253,63698,0.448732309,105646,84681,40657,59218,11176,0.095666912,25000,34000,47000,35336,54569,16839
## 116,2602,"French German Latin And Other Common Foreign Language Studies","Humanities & Liberal Arts",48246,342,12835,35411,0.733967583,38315,29340,14569,20056,3132,0.075566386,25000,34000,45000,15051,18193,5267
## 117,4001,"Intercultural And International Studies","Humanities & Liberal Arts",24650,184,8575,16075,0.652129817,18824,14354,7978,8801,1718,0.083633531,24000,34000,45000,4956,10343,3168
## 118,2311,"Social Science Or History Teacher Education","Education",20198,157,9950,10248,0.507376968,17700,14002,5168,8871,1012,0.054082941,23050,34000,42000,10928,5561,1806
## 119,6110,"Community And Public Health","Health",19735,130,4103,15632,0.792095262,14512,10099,6377,7460,1833,0.112144387,21000,34000,45000,5225,7385,1854
## 120,2305,"Mathematics Teacher Education","Education",14237,123,3872,10365,0.728032591,13115,11259,2273,8073,216,0.016202835,30000,34000,40000,10699,1977,786
## 121,2301,"Educational Administration And Supervision","Education",804,5,280,524,0.651741294,703,733,0,504,0,0,29000,34000,35000,346,206,111
## 122,6106,"Health And Medical Preparatory Programs","Health",12740,31,5521,7219,0.566640502,7052,5029,3891,3236,529,0.069779712,23000,33500,40000,3051,3539,1159
## 123,3699,"Miscellaneous Biology","Biology & Life Science",10706,63,4747,5959,0.556603774,7767,6076,2568,4542,483,0.058545455,23000,33500,48000,4253,2722,459
## 124,3600,"Biology","Biology & Life Science",280709,1370,111762,168947,0.601858152,182295,144512,72371,100336,13874,0.070724732,24000,33400,45000,88232,81109,28339
## 125,5507,"Sociology","Social Science",115433,1024,32510,82923,0.718364766,92721,73475,29639,56561,8608,0.084951001,25000,33000,44000,29051,48899,13748
## 126,1903,"Mass Media","Communications & Journalism",52824,590,24704,28120,0.532333788,44679,35769,13078,27521,4410,0.089836827,25000,33000,45000,12855,25297,6429
## 127,6109,"Treatment Therapy Professions","Health",48491,224,13487,35004,0.721865913,37861,30020,12346,21735,2409,0.059821207,24000,33000,41000,22215,14616,4468
## 128,6211,"Hospitality Management","Business",43647,546,15204,28443,0.651659908,36728,32160,7494,23106,2393,0.061169193,25000,33000,42000,2325,23341,9063
## 129,2313,"Language And Drama Education","Education",30471,235,3741,26730,0.877227528,26033,21419,7239,15266,1379,0.050306435,24000,33000,40000,17985,6824,2819
## 130,2601,"Linguistics And Comparative Language And Literature","Humanities & Liberal Arts",16601,88,4416,12185,0.733991928,11165,8462,4831,5821,1302,0.10443571,25000,33000,40000,4122,5695,2085
## 131,2399,"Miscellaneous Education","Education",10150,126,3654,6496,0.64,8691,7264,2202,5816,547,0.059211951,30000,33000,45000,5284,2438,657
## 132,4007,"Interdisciplinary Social Sciences","Social Science",9916,95,2337,7579,0.76432029,7444,5843,2834,4714,757,0.092305816,24000,33000,40000,2630,3906,1470
## 133,3604,"Ecology","Biology & Life Science",9154,86,3878,5276,0.576360061,7585,5603,2741,3912,437,0.054475193,23000,33000,42000,2856,4159,976
## 134,2309,"Secondary Teacher Education","Education",17125,156,6820,10305,0.601751825,15116,12520,3782,9193,833,0.05222898,25000,32500,38000,10304,3967,1385
## 135,6100,"General Medical And Health Services","Health",33599,202,7574,26025,0.774576624,24406,18166,11088,12809,2183,0.082101621,25000,32400,45000,9364,12889,3816
## 136,4801,"Philosophy And Religious Studies","Humanities & Liberal Arts",54814,375,31967,22847,0.416809574,40157,31086,16659,21816,4267,0.096051684,23000,32200,47100,14444,20313,8051
## 137,2314,"Art And Music Education","Education",34181,338,10732,23449,0.6860244,30007,23018,9209,16537,1206,0.038637747,25000,32100,40000,20821,8260,2767
## 138,3301,"English Language And Literature","Humanities & Liberal Arts",194673,1436,58227,136446,0.70089843,149180,114386,57825,81180,14345,0.08772359,23000,32000,41000,57690,71827,26503
## 139,2304,"Elementary Education","Education",170862,1629,13029,157833,0.923745479,149339,123177,37965,86540,7297,0.046585715,23400,32000,38000,108085,36972,11502
## 140,4101,"Physical Fitness Parks Recreation And Leisure","Industrial Arts & Consumer Services",125074,1014,62181,62893,0.502846315,103078,77428,38515,57978,5593,0.051467273,24000,32000,43000,27581,63946,16838
## 141,3401,"Liberal Arts","Humanities & Liberal Arts",71369,569,22339,49030,0.686992952,54844,43401,19187,33438,4657,0.078267592,25000,32000,42000,18565,28558,9030
## 142,6005,"Film Video And Photographic Arts","Arts",38761,331,22357,16404,0.423208896,31433,22457,12818,15740,3718,0.10577224,22000,32000,42000,7368,20721,5862
## 143,5500,"General Social Sciences","Social Science",12920,113,5079,7841,0.606888545,9602,7700,3396,5679,1108,0.103454715,27000,32000,50000,3602,4778,1634
## 144,1105,"Plant Science And Agronomy","Agriculture & Natural Resources",7416,110,4897,2519,0.339670982,6594,5798,1246,4522,314,0.045454545,22900,32000,40000,2089,3545,1231
## 145,2308,"Science And Computer Teacher Education","Education",6483,59,2049,4434,0.683942619,5362,4764,1227,3247,266,0.047263682,28000,32000,39000,4214,1106,591
## 146,5200,"Psychology","Psychology & Social Work",393735,2584,86648,307087,0.779933204,307933,233205,115172,174438,28169,0.083810867,24000,31500,41000,125148,141860,48207
## 147,6002,"Music","Arts",60633,419,29909,30724,0.506720763,47662,29010,24943,21425,3918,0.075959674,22300,31000,42000,13752,28786,9286
## 148,2306,"Physical And Health Education Teaching","Education",28213,259,15670,12543,0.444582285,23794,19420,7230,13651,1920,0.074667496,24000,31000,40000,12777,9328,2042
## 149,6006,"Art History And Criticism","Humanities & Liberal Arts",21030,204,3240,17790,0.845934379,17579,13262,6140,9965,1128,0.060298284,23000,31000,40000,5139,9738,3426
## 150,6000,"Fine Arts","Arts",74440,623,24786,49654,0.667033853,59679,42764,23656,31877,5486,0.084186296,21000,30500,41000,20792,32725,11880
## 151,2901,"Family And Consumer Sciences","Industrial Arts & Consumer Services",58001,518,5166,52835,0.91093257,46624,36747,15872,26906,3355,0.067128194,22900,30000,40000,20985,20133,5248
## 152,5404,"Social Work","Psychology & Social Work",53552,374,5137,48415,0.904074544,45038,34941,13481,27588,3329,0.06882792,25000,30000,35000,27449,14416,4344
## 153,1103,"Animal Sciences","Agriculture & Natural Resources",21573,255,5347,16226,0.752143884,17112,14479,5353,10824,917,0.050862499,22000,30000,40000,5443,9571,2125
## 154,6003,"Visual And Performing Arts","Arts",16250,132,4133,12117,0.745661538,12870,8447,6253,6322,1465,0.102197419,22000,30000,40000,3849,7635,2840
## 155,2312,"Teacher Education: Multiple Levels","Education",14443,142,2734,11709,0.810704147,13076,11734,2214,8457,496,0.03654583,24000,30000,37000,10766,1949,722
## 156,5299,"Miscellaneous Psychology","Psychology & Social Work",9628,60,1936,7692,0.798919817,7653,5201,3221,3838,419,0.05190783,20800,30000,40000,2960,3948,1650
## 157,5403,"Human Services And Community Organization","Psychology & Social Work",9374,89,885,8489,0.90558993,8294,6455,2405,5061,326,0.037819026,24000,30000,35000,2878,4595,724
## 158,3402,"Humanities","Humanities & Liberal Arts",6652,49,2013,4639,0.697384245,5052,3565,2225,2661,372,0.068584071,20000,30000,49000,1168,3354,1141
## 159,4901,"Theology And Religious Vocations","Humanities & Liberal Arts",30207,310,18616,11591,0.383719006,24202,18079,8767,13944,1617,0.062628297,22000,29000,38000,9927,12037,3304
## 160,6007,"Studio Arts","Arts",16977,182,4754,12223,0.719974083,13908,10451,5673,7413,1368,0.089552239,19200,29000,38300,3948,8707,3586
## 161,2201,"Cosmetology Services And Culinary Arts","Industrial Arts & Consumer Services",10510,117,4364,6146,0.584776403,8650,7662,2064,5949,510,0.055676856,20000,29000,36000,563,7384,3163
## 162,1199,"Miscellaneous Agriculture","Agriculture & Natural Resources",1488,24,404,1084,0.728494624,1290,1098,335,936,82,0.059766764,23000,29000,42100,483,626,31
## 163,5502,"Anthropology And Archeology","Humanities & Liberal Arts",38844,247,11376,27468,0.707136237,29633,20147,14515,13232,3395,0.102791571,20000,28000,38000,9805,16693,6866
## 164,6102,"Communication Disorders Sciences And Services","Health",38279,95,1225,37054,0.967998119,29763,19975,13862,14460,1487,0.047584,20000,28000,40000,19957,9404,5125
## 165,2307,"Early Childhood Education","Education",37589,342,1167,36422,0.968953683,32551,27569,7001,20748,1360,0.040104981,21000,28000,35000,23515,7705,2868
## 166,2603,"Other Foreign Languages","Humanities & Liberal Arts",11204,56,3472,7732,0.690110675,7052,5197,3685,3214,846,0.107115726,22900,27500,38000,2326,3703,1115
## 167,6001,"Drama And Theater Arts","Arts",43249,357,14440,28809,0.666119448,36165,25147,15994,16891,3040,0.07754113,19200,27000,35000,6994,25313,11068
## 168,3302,"Composition And Rhetoric","Humanities & Liberal Arts",18953,151,7022,11931,0.629504564,15053,10121,6612,7832,1340,0.081742207,20000,27000,35000,4855,8100,3466
## 169,3609,"Zoology","Biology & Life Science",8409,47,3050,5359,0.637293376,6259,5043,2190,3602,304,0.04632028,20000,26000,39000,2771,2947,743
## 170,5201,"Educational Psychology","Psychology & Social Work",2854,7,522,2332,0.817098809,2125,1848,572,1211,148,0.065112187,24000,25000,34000,1488,615,82
## 171,5202,"Clinical Psychology","Psychology & Social Work",2838,13,568,2270,0.799859056,2101,1724,648,1293,368,0.149048198,25000,25000,40000,986,870,622
## 172,5203,"Counseling Psychology","Psychology & Social Work",4626,21,931,3695,0.798746217,3777,3154,965,2738,214,0.053620646,19200,23400,26000,2403,1245,308
## 173,3501,"Library Science","Education",1098,2,134,964,0.877959927,742,593,237,410,87,0.104945718,20000,22000,22000,288,338,192