library(tidyverse)
library(ggplot2)
knitr::opts_chunk$set(echo = TRUE, warning=FALSE, message=FALSE)Challenge 9 Submission
challenge_9
railroad
Creating a function
Challenge Overview
Today’s challenge is simple. Create a function, and use it to perform a data analysis / cleaning / visualization task:
Examples of such functions are: 1) A function that reads in and cleans a dataset.
2) A function that computes summary statistics (e.g., computes the z score for a variable).
3) A function that plots a histogram.
That’s it!
Ans: For this challenge, I am going to use the railroad_2012_clean_county.csv dataset. The dataset is already cleaned so therefore there is no need to write a clean dataset function. The functions implemented are:
- get_z_score: Calculates the z-score of a column and returns the z_scores
- plot_histogram: Outputs a histogram for a given input numerical data column
#This function calculates the z-score of a column and returns the z_scores
get_z_score <- function(col_name) {
z_scores <- (col_name - mean(col_name)) / sd(col_name)
return(z_scores)
}
#This function outputs a histogram for a given input numerical data column
plot_histogram <- function(data, col_name, title, fill="steelblue", xlab="x", ylab="Count",x_max=2000,y_max=700){
data %>%
ggplot(aes({{col_name}}))+ geom_histogram(fill=fill)+labs(x=xlab, y=ylab, title = title) + xlim(0,x_max) + ylim(0,y_max)
}
railroad_dataset <- read_csv("_data/railroad_2012_clean_county.csv")
#Example of z-score function for the total_employees column of the railroad_2012_clean_county.csv dataset
get_z_score(railroad_dataset$total_employees) [1] -0.3003081061 -0.2826798715 -0.3003081061 -0.2967824592 -0.3003081061
[6] -0.3038337530 0.0028975282 0.0522565850 0.1968081083 -0.3038337530
[11] -0.2192182271 0.2355902244 -0.2615259901 -0.2051156395 -0.1487052889
[16] -0.2615259901 -0.2756285777 -0.0535128223 -0.2826798715 -0.2156925802
[21] -0.2721029308 -0.2826798715 -0.2580003432 0.3942443353 -0.2685772839
[26] -0.2897311653 -0.2650516370 -0.2897311653 0.1474490516 -0.2685772839
[31] 0.1227695232 -0.1910130518 0.1016156417 -0.1416539951 -0.0323589409
[36] -0.2967824592 -0.1663335235 -0.2791542246 -0.2826798715 -0.2791542246
[41] -0.3038337530 -0.1451796420 -0.1134488198 3.1830310418 -0.2192182271
[46] 0.1051412887 -0.2685772839 -0.1451796420 -0.2826798715 -0.2826798715
[51] -0.2862055184 -0.2051156395 -0.2509490493 -0.2474234024 -0.2051156395
[56] 0.8596297276 -0.1557565827 0.0522565850 -0.1592822297 -0.2932568123
[61] -0.2227438740 -0.2403721086 -0.1698591704 -0.1733848173 0.2496928120
[66] 0.2637953996 -0.2756285777 -0.1592822297 -0.2403721086 -0.0958205853
[71] 0.3695648070 -0.2685772839 -0.2685772839 -0.1487052889 -0.3038337530
[76] -0.2685772839 -0.2438977555 -0.2192182271 -0.1839617580 -0.2897311653
[81] -0.2791542246 -0.2897311653 -0.2967824592 -0.1663335235 -0.2615259901
[86] -0.2791542246 -0.0288332940 -0.2897311653 -0.2403721086 -0.0922949383
[91] -0.1134488198 -0.1381283482 -0.2015899926 -0.2650516370 -0.2544746962
[96] -0.1874874049 0.7115525573 -0.2897311653 -0.1169744667 -0.0676154100
[101] 0.2814236342 -0.2544746962 -0.2862055184 -0.0288332940 -0.1769104642
[106] -0.1945386988 -0.2932568123 -0.2615259901 0.9653991349 -0.2826798715
[111] -0.2685772839 -0.1945386988 -0.2967824592 -0.1169744667 -0.2297951679
[116] -0.2932568123 0.8561040807 -0.2826798715 -0.2791542246 -0.2721029308
[121] -0.2438977555 -0.2826798715 -0.3003081061 -0.2544746962 -0.3038337530
[126] -0.2544746962 -0.2297951679 -0.2685772839 -0.2721029308 -0.2932568123
[131] -0.2474234024 -0.1980643457 -0.2897311653 3.1195693974 -0.2403721086
[136] 0.6163600907 -0.2967824592 -0.1557565827 -0.1310770544 -0.2368464617
[141] -0.2509490493 -0.3003081061 -0.2368464617 -0.3003081061 -0.1451796420
[146] 0.0522565850 -0.2756285777 0.6445652660 -0.0958205853 0.6375139722
[151] -0.1769104642 -0.1381283482 -0.2967824592 -0.2721029308 1.3214894729
[156] 1.1275788928 1.4907205246 2.3333501363 0.2355902244 -0.2438977555
[161] -0.0852436445 0.0240514097 0.9125144312 -0.2756285777 -0.0640897631
[166] -0.2015899926 -0.3003081061 0.9195657251 0.0557822319 0.8948861967
[171] -0.2932568123 -0.3003081061 -0.0781923507 1.4554640555 -0.2333208148
[176] -0.3003081061 -0.2580003432 8.6654119880 -0.1698591704 -0.2650516370
[181] -0.2932568123 -0.2862055184 -0.0993462322 -0.2967824592 -0.3038337530
[186] -0.2051156395 -0.2474234024 -0.1804361111 1.3144381791 1.5929642850
[191] -0.0112050594 5.2173293093 2.2945680203 -0.2615259901 9.8747088784
[196] 0.4189238637 -0.0922949383 1.3637972358 0.0381539974 -0.0253076470
[201] -0.1804361111 0.5528984463 -0.1522309358 -0.0640897631 -0.3003081061
[206] -0.0147307063 0.4718085674 -0.1733848173 0.3801417477 -0.1169744667
[211] -0.2721029308 -0.3003081061 0.0346283504 -0.2756285777 -0.0676154100
[216] -0.0887692914 0.0028975282 1.6423233418 -0.2721029308 0.1439234047
[221] -0.3003081061 -0.2967824592 -0.3038337530 -0.0570384692 -0.1592822297
[226] -0.2862055184 -0.3038337530 -0.3003081061 -0.2862055184 -0.3038337530
[231] -0.2826798715 -0.2967824592 -0.2509490493 1.4660409962 -0.3038337530
[236] 0.0875130541 -0.2721029308 0.1474490516 -0.2721029308 -0.2086412864
[241] -0.2615259901 -0.2897311653 -0.2721029308 -0.3038337530 -0.2721029308
[246] 0.6339883253 -0.2967824592 -0.3003081061 -0.3038337530 -0.3003081061
[251] 0.2532184589 -0.0358845878 -0.2897311653 0.1756542269 0.5811036216
[256] -0.2862055184 -0.3003081061 -0.2721029308 -0.1874874049 0.1897568145
[261] -0.2650516370 -0.2932568123 -0.3038337530 -0.2156925802 1.5471308752
[266] -0.2721029308 -0.2015899926 -0.3003081061 -0.2509490493 -0.2862055184
[271] -0.2862055184 -0.2967824592 0.4788598612 -0.2967824592 1.4061049987
[276] 0.0910387010 -0.1063975260 0.1756542269 5.1961754278 0.2073850491
[281] -0.2156925802 -0.0746667038 0.6762960882 0.2496928120 4.1878404113
[286] -0.0887692914 -0.2297951679 -0.0217820001 -0.1487052889 -0.2368464617
[291] -0.1910130518 0.7291807919 -0.3038337530 -0.2721029308 -0.2262695210
[296] 1.9349520354 -0.2580003432 -0.1839617580 -0.2756285777 -0.3003081061
[301] 10.5269535569 0.1298208170 -0.2051156395 -0.3003081061 -0.2897311653
[306] -0.3038337530 -0.2897311653 -0.2862055184 -0.2685772839 -0.3003081061
[311] -0.3038337530 -0.2015899926 -0.2544746962 1.0570659546 -0.2862055184
[316] -0.2650516370 -0.2650516370 -0.2967824592 -0.2897311653 -0.0358845878
[321] -0.1557565827 -0.2333208148 -0.2862055184 -0.3038337530 -0.3038337530
[326] -0.2262695210 -0.1381283482 -0.2756285777 0.9125144312 -0.2826798715
[331] 0.5458471525 -0.2862055184 -0.2650516370 0.0487309381 -0.2015899926
[336] 0.2391158713 -0.0570384692 -0.0499871754 0.5317445649 -0.1874874049
[341] -0.1381283482 -0.2438977555 0.0170001159 1.2756560630 -0.1099231729
[346] -0.1804361111 -0.2685772839 -0.2897311653 -0.2685772839 0.3096288095
[351] -0.2932568123 -0.2967824592 -0.2615259901 -0.2227438740 -0.2297951679
[356] -0.1099231729 -0.2685772839 -0.3038337530 -0.1945386988 0.0945643479
[361] 0.1157182294 -0.2650516370 0.7644372610 -0.2474234024 0.0875130541
[366] -0.2932568123 0.0275770566 -0.1592822297 -0.2474234024 -0.2262695210
[371] -0.2967824592 -0.1628078766 -0.2932568123 0.1509746985 0.1157182294
[376] -0.1839617580 0.6833473820 -0.2932568123 -0.2932568123 0.1474490516
[381] -0.2756285777 -0.3003081061 0.3766161008 -0.2509490493 2.0230932081
[386] -0.0076794125 -0.2897311653 0.0064231752 -0.2932568123 0.1016156417
[391] -0.2862055184 -0.2650516370 -0.1980643457 -0.2967824592 -0.2685772839
[396] 0.8032193770 -0.2756285777 -0.2862055184 -0.1557565827 0.6868730289
[401] -0.2862055184 0.1509746985 -0.3038337530 -0.1910130518 -0.2897311653
[406] -0.2756285777 0.3166801033 -0.1980643457 -0.1663335235 -0.2862055184
[411] 2.7881585878 -0.2862055184 -0.3038337530 -0.1663335235 -0.1910130518
[416] -0.2756285777 -0.2897311653 1.0041812509 -0.2650516370 -0.1134488198
[421] -0.2932568123 -0.2333208148 -0.1769104642 -0.2721029308 -0.2932568123
[426] 0.6410396191 0.0064231752 -0.2227438740 -0.1733848173 -0.2615259901
[431] -0.2650516370 -0.2685772839 -0.2474234024 -0.2932568123 -0.1592822297
[436] -0.2403721086 -0.2721029308 -0.2685772839 -0.2297951679 -0.2086412864
[441] -0.2544746962 -0.2932568123 -0.0006281187 -0.3003081061 -0.2932568123
[446] -0.2862055184 -0.2826798715 -0.1945386988 -0.2826798715 -0.0323589409
[451] -0.3003081061 -0.2862055184 -0.0852436445 -0.2932568123 -0.3003081061
[456] -0.2862055184 -0.0112050594 -0.2756285777 -0.2826798715 -0.2967824592
[461] 0.3977699823 -0.1416539951 -0.2509490493 0.6480909129 -0.2474234024
[466] -0.0781923507 -0.2967824592 -0.2721029308 -0.2932568123 -0.2650516370
[471] 0.4189238637 -0.0958205853 -0.2826798715 -0.2826798715 -0.3003081061
[476] -0.1910130518 -0.2791542246 -0.2967824592 -0.2756285777 -0.2615259901
[481] -0.2932568123 -0.2685772839 -0.2897311653 -0.2756285777 -0.2015899926
[486] -0.2615259901 -0.2086412864 -0.3038337530 -0.1205001136 -0.2826798715
[491] -0.2650516370 -0.2438977555 -0.1169744667 0.1051412887 1.1487327743
[496] -0.2791542246 -0.1874874049 0.0240514097 -0.2967824592 -0.2967824592
[501] -0.2297951679 -0.2544746962 -0.2826798715 -0.2297951679 -0.2685772839
[506] -0.3038337530 -0.3003081061 -0.3038337530 -0.2897311653 -0.2826798715
[511] -0.2438977555 -0.2615259901 -0.3038337530 -0.1698591704 0.1016156417
[516] 0.4189238637 -0.2474234024 -0.1839617580 -0.3003081061 -0.2262695210
[521] -0.2509490493 -0.1733848173 -0.2615259901 -0.2403721086 0.2461671651
[526] -0.3003081061 -0.2826798715 -0.2509490493 -0.3003081061 -0.2227438740
[531] 0.1862311676 -0.2791542246 -0.1451796420 -0.2685772839 -0.2756285777
[536] -0.2438977555 0.3237313971 -0.3003081061 -0.0570384692 -0.2862055184
[541] -0.2262695210 -0.1874874049 -0.2685772839 -0.2544746962 -0.2403721086
[546] -0.2756285777 -0.2721029308 -0.1980643457 -0.2721029308 -0.2368464617
[551] 0.0522565850 -0.2156925802 -0.3038337530 -0.2474234024 -0.3038337530
[556] -0.2615259901 -0.2156925802 -0.2227438740 -0.2721029308 -0.1769104642
[561] -0.2580003432 -0.2967824592 -0.2897311653 0.4118725699 0.2073850491
[566] -0.2826798715 -0.2897311653 -0.3003081061 -0.2650516370 -0.2967824592
[571] -0.2580003432 0.0099488221 0.0311027035 -0.2544746962 -0.2650516370
[576] -0.2580003432 -0.2403721086 -0.2051156395 -0.3038337530 -0.3038337530
[581] -0.2615259901 -0.3003081061 -0.2580003432 -0.2897311653 0.5211676241
[586] 1.8397595688 -0.2826798715 -0.2615259901 -0.2721029308 0.1756542269
[591] -0.2650516370 -0.3038337530 0.0240514097 -0.2368464617 -0.2967824592
[596] -0.0605641161 -0.2791542246 -0.1592822297 -0.1769104642 -0.2721029308
[601] -0.2897311653 -0.0781923507 -0.2862055184 -0.3038337530 0.2391158713
[606] -0.2650516370 -0.1804361111 -0.0217820001 -0.3003081061 1.5894386381
[611] -0.0570384692 -0.2721029308 -0.1416539951 -0.2967824592 -0.1663335235
[616] -0.1522309358 -0.1522309358 0.2849492811 -0.2650516370 -0.2509490493
[621] -0.3038337530 -0.3038337530 -0.2756285777 -0.2368464617 -0.3038337530
[626] -0.2156925802 -0.2932568123 -0.2932568123 -0.2862055184 -0.2685772839
[631] 0.4153982168 -0.2685772839 -0.3003081061 -0.2862055184 -0.1945386988
[636] -0.2615259901 -0.2791542246 -0.2826798715 -0.2262695210 -0.2650516370
[641] -0.0852436445 -0.3038337530 -0.2333208148 0.1016156417 -0.3003081061
[646] -0.2262695210 -0.1522309358 -0.2826798715 -0.1839617580 -0.2932568123
[651] 0.0311027035 -0.0746667038 0.1545003454 0.0593078788 -0.2227438740
[656] -0.2580003432 -0.1733848173 -0.1592822297 28.6276247969 -0.2650516370
[661] -0.2756285777 -0.1451796420 0.1121925825 -0.0958205853 2.6436070644
[666] -0.1487052889 -0.2650516370 -0.2932568123 -0.1910130518 -0.1945386988
[671] -0.2262695210 -0.1698591704 -0.1099231729 -0.2826798715 -0.2615259901
[676] -0.0147307063 -0.2403721086 0.1403977578 -0.3038337530 0.0452052912
[681] -0.0464615285 -0.0006281187 -0.1769104642 -0.2932568123 -0.0535128223
[686] -0.2580003432 -0.2580003432 -0.2156925802 1.7269388676 0.7115525573
[691] 0.1227695232 2.8128381161 0.1580259923 0.8913605498 -0.2862055184
[696] -0.1663335235 -0.2650516370 -0.2509490493 1.1910405372 -0.0288332940
[701] 1.1980918310 0.6128344438 -0.2721029308 -0.2262695210 -0.2756285777
[706] -0.1205001136 0.6551422067 -0.1487052889 -0.2721029308 -0.2438977555
[711] 0.1227695232 -0.1733848173 -0.1557565827 -0.1346027013 -0.0429358816
[716] 0.1509746985 -0.2368464617 -0.1169744667 -0.1310770544 -0.3038337530
[721] -0.2826798715 -0.2897311653 -0.0676154100 -0.2756285777 0.0240514097
[726] -0.2685772839 0.0945643479 -0.1945386988 -0.2544746962 -0.1487052889
[731] 1.4378358209 -0.2897311653 -0.1910130518 -0.0570384692 -0.1628078766
[736] 0.3202057502 -0.2580003432 0.3554622193 -0.2051156395 -0.2438977555
[741] -0.2509490493 0.1298208170 5.9823946889 -0.1205001136 -0.0394102347
[746] -0.2580003432 -0.2685772839 1.5823873443 -0.2650516370 -0.2862055184
[751] -0.2227438740 -0.2297951679 -0.2826798715 -0.2156925802 -0.1839617580
[756] 0.1545003454 -0.2086412864 -0.2086412864 -0.2333208148 -0.1839617580
[761] -0.1310770544 -0.2826798715 0.1086669356 0.1333464639 -0.1839617580
[766] 0.7714885548 -0.2403721086 -0.0076794125 -0.2333208148 -0.2721029308
[771] -0.2791542246 0.2320645774 -0.1698591704 -0.0535128223 -0.0852436445
[776] -0.0958205853 0.2109106960 0.5000137427 -0.1839617580 -0.1874874049
[781] -0.0746667038 -0.2685772839 -0.0253076470 -0.2438977555 -0.2721029308
[786] -0.2615259901 0.2743723404 -0.2509490493 -0.2015899926 -0.2509490493
[791] 6.7404087748 0.9618734880 -0.2227438740 -0.2509490493 -0.0605641161
[796] 2.1711703784 -0.1663335235 -0.2967824592 0.2073850491 -0.2121669333
[801] -0.2015899926 0.0628335257 -0.2438977555 -0.0993462322 -0.2897311653
[806] -0.2826798715 -0.2403721086 -0.2721029308 -0.2826798715 -0.2121669333
[811] 1.6317464010 -0.1628078766 -0.2685772839 -0.1628078766 -0.2262695210
[816] -0.2791542246 -0.2826798715 -0.2721029308 -0.1557565827 -0.2262695210
[821] 0.6022575031 -0.1028718791 -0.1487052889 -0.1874874049 0.1086669356
[826] -0.2580003432 -0.2826798715 0.4718085674 -0.2262695210 0.0557822319
[831] -0.2015899926 -0.2791542246 -0.0182563532 -0.2051156395 -0.2650516370
[836] -0.1698591704 -0.2262695210 -0.1733848173 -0.2509490493 -0.2650516370
[841] -0.1592822297 -0.2685772839 -0.2297951679 -0.1416539951 -0.2580003432
[846] -0.0394102347 -0.2685772839 -0.3038337530 -0.1733848173 -0.2897311653
[851] -0.2580003432 -0.2721029308 -0.3038337530 0.0240514097 0.4153982168
[856] -0.2967824592 0.1791798738 -0.2227438740 0.1368721109 -0.2932568123
[861] -0.2826798715 -0.2650516370 -0.2967824592 -0.2756285777 -0.2297951679
[866] -0.0535128223 -0.2227438740 -0.3038337530 -0.2967824592 -0.2967824592
[871] -0.3038337530 -0.2580003432 0.2320645774 -0.2403721086 -0.2932568123
[876] -0.1099231729 0.1227695232 -0.3038337530 4.2266225274 -0.2650516370
[881] -0.3038337530 0.0028975282 0.5105906834 -0.3003081061 -0.1980643457
[886] -0.2862055184 0.0134744690 -0.1451796420 0.5141163303 -0.1874874049
[891] -0.2897311653 0.0910387010 -0.3003081061 0.0839874072 -0.1169744667
[896] -0.2297951679 -0.2509490493 -0.3003081061 -0.0499871754 -0.3038337530
[901] -0.2650516370 -0.3038337530 -0.2192182271 -0.2474234024 -0.1874874049
[906] -0.3003081061 -0.0711410569 -0.3003081061 -0.2826798715 -0.2015899926
[911] -0.2756285777 -0.2721029308 -0.3038337530 0.0698848196 -0.2967824592
[916] 0.8384758461 -0.2650516370 2.7105943557 -0.2756285777 -0.3003081061
[921] -0.2967824592 -0.3038337530 -0.2967824592 0.2849492811 -0.2967824592
[926] -0.3003081061 -0.2333208148 -0.2756285777 -0.2297951679 -0.3003081061
[931] -0.2932568123 -0.2826798715 1.1557840681 -0.3038337530 -0.2897311653
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[941] 0.5246932710 -0.2791542246 0.5105906834 -0.0887692914 -0.2685772839
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[1376] -0.2826798715 -0.0006281187 0.4894368019 -0.2615259901 6.9378450018
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[1796] 1.8573878033 0.0945643479 -0.1346027013 -0.2438977555 -0.3038337530
[1801] -0.2685772839 -0.2297951679 -0.2897311653 -0.3038337530 -0.2615259901
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[1826] 3.5602752612 0.6445652660 2.7634790594 -0.0676154100 0.9653991349
[1831] 3.0596333999 2.7317482372 0.7362320857 1.7692466305 0.5070650365
[1836] -0.2015899926 0.2144363429 0.3202057502 2.2945680203 0.0980899948
[1841] 0.4929624488 -0.2932568123 -0.2580003432 -0.2121669333 -0.2192182271
[1846] 1.2121944186 -0.2826798715 0.0134744690 -0.1557565827 -0.2615259901
[1851] -0.2791542246 -0.2685772839 -0.2932568123 -0.2826798715 -0.1628078766
[1856] 0.5387958587 -0.1487052889 -0.1592822297 -0.3003081061 -0.1028718791
[1861] -0.1099231729 -0.2862055184 -0.0253076470 -0.2156925802 -0.2967824592
[1866] -0.2650516370 -0.2051156395 -0.2897311653 1.1064250113 -0.2897311653
[1871] 0.6410396191 -0.0358845878 -0.1416539951 -0.2791542246 -0.2897311653
[1876] -0.2156925802 -0.1592822297 -0.2650516370 -0.2897311653 -0.3038337530
[1881] 0.5705266809 1.9102725070 -0.1134488198 1.9772597983 0.1897568145
[1886] -0.0535128223 -0.1804361111 -0.1063975260 -0.2333208148 -0.1698591704
[1891] -0.2227438740 0.1368721109 -0.2685772839 -0.2192182271 3.7718140759
[1896] 2.4567477782 -0.2121669333 -0.2685772839 -0.2368464617 -0.1451796420
[1901] 0.3836673946 -0.1381283482 -0.2403721086 3.1125181036 -0.2897311653
[1906] -0.0570384692 -0.1557565827 0.1545003454 -0.1804361111 7.0118835869
[1911] 1.0077068978 0.1121925825 -0.0535128223 0.3413596317 -0.1910130518
[1916] 0.8984118436 -0.2685772839 0.0134744690 0.0064231752 0.8102706708
[1921] 4.8753415590 0.9548221942 0.3166801033 0.0064231752 0.5141163303
[1926] 0.2179619898 -0.1557565827 -0.2826798715 -0.2615259901 -0.0288332940
[1931] 0.0416796443 12.6846494663 -0.2580003432 -0.1945386988 -0.2791542246
[1936] 0.4365520983 -0.2156925802 -0.0958205853 -0.1451796420 3.3593133873
[1941] -0.1310770544 -0.2862055184 -0.2227438740 0.0170001159 -0.1099231729
[1946] 0.6445652660 -0.2333208148 -0.2262695210 -0.2297951679 -0.2580003432
[1951] 0.4682829205 -0.2192182271 -0.2086412864 -0.2262695210 -0.0676154100
[1956] -0.2192182271 0.4365520983 -0.0006281187 0.0875130541 1.6387976949
[1961] -0.2509490493 -0.1910130518 -0.1028718791 0.4436033921 -0.1205001136
[1966] -0.2438977555 0.9583478411 -0.0958205853 -0.2403721086 -0.2051156395
[1971] -0.2403721086 -0.2509490493 0.6727704413 -0.0570384692 -0.2297951679
[1976] -0.2156925802 -0.1733848173 -0.2544746962 -0.2756285777 -0.2932568123
[1981] 2.0689266180 -0.2580003432 0.0734104665 -0.2474234024 0.0945643479
[1986] 0.7679629079 -0.1346027013 -0.1169744667 0.6798217351 2.6612352990
[1991] -0.2368464617 0.3131544564 -0.0958205853 0.1051412887 -0.2368464617
[1996] -0.2791542246 -0.2227438740 -0.2932568123 -0.0147307063 -0.2967824592
[2001] -0.2333208148 -0.2051156395 -0.2967824592 0.2250132836 -0.2438977555
[2006] -0.2650516370 -0.1663335235 -0.1698591704 -0.1275514075 -0.2650516370
[2011] -0.1028718791 0.5775779747 -0.1663335235 0.1474490516 1.2827073569
[2016] 0.3096288095 -0.2333208148 0.8737323152 0.1862311676 0.1192438763
[2021] 0.1615516392 -0.1169744667 -0.2509490493 -0.2862055184 -0.0640897631
[2026] -0.2297951679 -0.0781923507 -0.1592822297 0.8067450239 -0.1839617580
[2031] -0.3003081061 -0.2897311653 -0.2932568123 -0.3038337530 -0.2685772839
[2036] -0.2826798715 -0.1346027013 -0.2227438740 -0.0993462322 -0.2791542246
[2041] -0.2862055184 -0.1945386988 -0.1628078766 -0.2897311653 -0.2544746962
[2046] -0.2967824592 -0.2474234024 -0.0429358816 -0.1733848173 -0.2580003432
[2051] -0.3003081061 -0.2826798715 0.2602697527 -0.2685772839 -0.1134488198
[2056] -0.2650516370 -0.2897311653 -0.3038337530 -0.2791542246 -0.2756285777
[2061] -0.2967824592 -0.2897311653 -0.2791542246 -0.0746667038 -0.2826798715
[2066] -0.3003081061 -0.1557565827 0.3131544564 -0.2438977555 -0.2403721086
[2071] -0.2685772839 -0.2897311653 -0.2051156395 -0.2403721086 -0.2121669333
[2076] -0.2438977555 -0.2438977555 -0.2826798715 0.1403977578 -0.2721029308
[2081] -0.1874874049 -0.2826798715 0.3730904539 -0.1874874049 -0.3038337530
[2086] -0.2580003432 -0.2685772839 -0.2756285777 -0.2262695210 -0.1769104642
[2091] -0.2333208148 -0.2685772839 -0.0535128223 -0.2862055184 -0.1381283482
[2096] -0.2756285777 -0.2826798715 1.0218094855 -0.2403721086 -0.1980643457
[2101] -0.2862055184 -0.2368464617 -0.2262695210 -0.1769104642 -0.2544746962
[2106] 0.1403977578 -0.2932568123 -0.1381283482 -0.2721029308 -0.2791542246
[2111] -0.1205001136 -0.1698591704 -0.3003081061 -0.3003081061 -0.2580003432
[2116] -0.2015899926 -0.2721029308 -0.2791542246 0.4964880958 -0.2932568123
[2121] 0.5000137427 -0.2932568123 0.0557822319 -0.2721029308 -0.0076794125
[2126] -0.1698591704 0.9230913720 -0.2685772839 -0.3003081061 -0.2826798715
[2131] 1.3391177074 0.3836673946 -0.2862055184 -0.1310770544 -0.0006281187
[2136] -0.1733848173 -0.1698591704 2.3721322523 -0.1698591704 1.6881567516
[2141] 0.1791798738 0.3801417477 2.9009792889 -0.1733848173 3.5920060834
[2146] 0.1721285800 1.1734123026 -0.2932568123 0.1192438763 -0.1945386988
[2151] 0.7785398486 -0.2297951679 0.1157182294 -0.1698591704 -0.2967824592
[2156] -0.0711410569 0.7468090264 0.9512965472 2.5660428324 -0.2826798715
[2161] 0.1862311676 0.7186038511 -0.0817179976 -0.2967824592 -0.2051156395
[2166] -0.1416539951 -0.1804361111 -0.0711410569 -0.0711410569 0.0769361134
[2171] 0.9266170189 0.3025775157 -0.0605641161 0.2038594022 -0.0076794125
[2176] -0.1028718791 -0.2791542246 -0.0112050594 -0.1205001136 0.4224495106
[2181] 1.5682847566 -0.2967824592 0.5000137427 0.0522565850 0.2884749280
[2186] 5.5064323560 0.0028975282 -0.2897311653 0.1545003454 -0.2156925802
[2191] 0.2179619898 -0.0112050594 -0.2544746962 -0.2403721086 -0.2509490493
[2196] -0.2721029308 0.3801417477 -0.1275514075 1.0746941891 -0.2474234024
[2201] 0.6093087969 -0.2791542246 0.0522565850 -0.2685772839 0.8137963177
[2206] -0.1381283482 0.1298208170 0.3730904539 -0.3038337530 -0.1874874049
[2211] -0.2862055184 -0.2756285777 -0.2474234024 0.0240514097 -0.3003081061
[2216] 0.2144363429 -0.2756285777 -0.2544746962 -0.2227438740 -0.2438977555
[2221] -0.2051156395 -0.1205001136 -0.0464615285 0.1827055207 -0.2474234024
[2226] -0.2297951679 0.4682829205 -0.2051156395 0.1827055207 0.0240514097
[2231] -0.2192182271 -0.1592822297 -0.2826798715 -0.2156925802 -0.2403721086
[2236] -0.2368464617 -0.2932568123 0.1086669356 -0.2297951679 -0.2403721086
[2241] -0.2368464617 -0.2086412864 -0.2897311653 -0.2192182271 -0.1381283482
[2246] -0.0006281187 -0.2897311653 0.1298208170 -0.2051156395 -0.2403721086
[2251] -0.2297951679 -0.0535128223 -0.3038337530 -0.0182563532 -0.3003081061
[2256] -0.3038337530 -0.1874874049 0.1403977578 -0.2897311653 -0.2932568123
[2261] -0.3038337530 -0.3038337530 -0.2897311653 -0.2615259901 -0.0958205853
[2266] -0.2862055184 -0.2932568123 -0.2967824592 -0.3003081061 -0.3038337530
[2271] -0.2756285777 0.2814236342 -0.2897311653 -0.2967824592 -0.2862055184
[2276] -0.2967824592 -0.2756285777 -0.3038337530 -0.2474234024 -0.3038337530
[2281] -0.3038337530 -0.2615259901 -0.2967824592 -0.2403721086 -0.2721029308
[2286] -0.3038337530 -0.3003081061 -0.0640897631 -0.3038337530 0.0663591726
[2291] -0.3003081061 -0.1346027013 -0.3038337530 -0.3038337530 -0.2721029308
[2296] -0.2791542246 -0.3003081061 -0.2897311653 -0.2932568123 -0.3038337530
[2301] -0.2897311653 -0.1240257605 -0.2862055184 -0.2897311653 -0.1487052889
[2306] -0.2650516370 -0.2227438740 -0.2721029308 0.1439234047 -0.0535128223
[2311] -0.1063975260 -0.2791542246 -0.1063975260 -0.2333208148 -0.2509490493
[2316] -0.2967824592 -0.1945386988 -0.1769104642 -0.2650516370 -0.2509490493
[2321] -0.2580003432 0.2637953996 -0.3038337530 -0.2862055184 -0.0817179976
[2326] -0.2438977555 -0.2015899926 -0.2897311653 -0.1804361111 -0.2192182271
[2331] -0.2721029308 -0.1205001136 -0.1557565827 -0.0993462322 -0.0887692914
[2336] 1.2051431248 -0.3003081061 -0.2580003432 -0.2721029308 -0.1063975260
[2341] -0.2932568123 -0.2580003432 -0.2297951679 -0.2509490493 -0.2227438740
[2346] -0.3003081061 -0.0958205853 -0.3038337530 1.3073868852 -0.3003081061
[2351] -0.1522309358 -0.1592822297 -0.2862055184 -0.2932568123 -0.2156925802
[2356] -0.2297951679 0.0980899948 -0.1663335235 0.0839874072 0.0945643479
[2361] -0.2474234024 -0.2721029308 -0.1451796420 -0.2121669333 -0.0958205853
[2366] -0.1769104642 -0.3038337530 -0.3003081061 -0.3003081061 -0.1628078766
[2371] -0.2967824592 -0.0605641161 -0.1522309358 -0.0323589409 0.2955262218
[2376] -0.1487052889 -0.2685772839 -0.1275514075 1.8820673317 -0.2826798715
[2381] -0.3003081061 -0.0535128223 0.0028975282 -0.1487052889 -0.3003081061
[2386] 0.5035393896 -0.2262695210 -0.2967824592 -0.2862055184 0.2708466935
[2391] -0.2967824592 -0.1698591704 -0.2967824592 -0.0358845878 -0.0464615285
[2396] 0.5423215056 -0.2967824592 -0.1205001136 -0.2862055184 -0.2791542246
[2401] -0.2650516370 -0.0817179976 -0.1839617580 -0.2897311653 -0.2544746962
[2406] 0.0522565850 -0.3038337530 -0.2756285777 1.1487327743 3.0420051653
[2411] -0.2967824592 -0.2474234024 -0.0817179976 0.6057831500 -0.1134488198
[2416] -0.2580003432 -0.2967824592 -0.1698591704 -0.2333208148 -0.2862055184
[2421] -0.2192182271 -0.2826798715 -0.2650516370 0.1121925825 -0.2580003432
[2426] -0.2333208148 -0.1169744667 -0.2756285777 -0.1063975260 -0.2474234024
[2431] -0.2685772839 0.2532184589 -0.2932568123 -0.2509490493 0.1580259923
[2436] -0.2544746962 -0.3038337530 -0.1099231729 -0.0006281187 -0.3038337530
[2441] -0.3003081061 -0.2615259901 0.1509746985 1.1240532459 -0.2826798715
[2446] -0.3003081061 1.0817454829 -0.2862055184 -0.3003081061 -0.3038337530
[2451] -0.3038337530 -0.3038337530 -0.2509490493 -0.2368464617 -0.3038337530
[2456] 2.7352738841 0.1333464639 -0.2368464617 -0.2368464617 -0.2403721086
[2461] -0.2156925802 -0.3003081061 -0.3003081061 -0.3038337530 0.6022575031
[2466] -0.0006281187 -0.2368464617 0.6903986758 -0.3003081061 -0.3003081061
[2471] -0.2897311653 -0.1592822297 -0.2297951679 0.2250132836 0.2355902244
[2476] -0.2756285777 -0.0640897631 -0.2721029308 -0.2826798715 -0.3003081061
[2481] -0.3038337530 -0.2791542246 0.1897568145 8.6301555189 0.0381539974
[2486] -0.2756285777 -0.1910130518 -0.1769104642 -0.1698591704 -0.0323589409
[2491] -0.2826798715 0.0522565850 -0.2297951679 -0.2333208148 -0.0429358816
[2496] -0.2826798715 -0.1945386988 -0.1769104642 -0.1910130518 -0.2791542246
[2501] -0.2015899926 -0.3003081061 0.5528984463 -0.2932568123 -0.2685772839
[2506] 1.2051431248 -0.2826798715 -0.2967824592 -0.1346027013 -0.2721029308
[2511] -0.2897311653 -0.1839617580 -0.2368464617 -0.3038337530 -0.2580003432
[2516] -0.2156925802 -0.2932568123 -0.2756285777 -0.2580003432 -0.2650516370
[2521] -0.1980643457 0.2003337553 -0.2227438740 -0.2932568123 -0.2967824592
[2526] 0.7221294980 -0.3003081061 -0.2791542246 -0.2580003432 -0.3003081061
[2531] -0.3003081061 -0.2650516370 -0.0570384692 -0.2932568123 0.2144363429
[2536] -0.1099231729 -0.2015899926 -0.1769104642 -0.2932568123 -0.2685772839
[2541] -0.2474234024 1.3637972358 -0.1346027013 -0.2509490493 -0.2474234024
[2546] -0.1769104642 -0.2192182271 -0.2580003432 -0.1874874049 -0.0182563532
[2551] -0.2791542246 0.0628335257 -0.1980643457 -0.2333208148 0.7609116141
[2556] -0.2086412864 -0.3003081061 -0.2121669333 2.8057868223 -0.2756285777
[2561] -0.2897311653 -0.0535128223 -0.3003081061 -0.3038337530 -0.2967824592
[2566] -0.3003081061 -0.2015899926 -0.1945386988 -0.2721029308 -0.2615259901
[2571] -0.2897311653 -0.2967824592 -0.2227438740 -0.1733848173 -0.2897311653
[2576] -0.2756285777 -0.2474234024 -0.3038337530 0.1403977578 -0.2897311653
[2581] -0.3003081061 -0.3038337530 -0.3038337530 -0.2615259901 14.6237552673
[2586] -0.0041537656 -0.2544746962 -0.2897311653 -0.2721029308 -0.1240257605
[2591] -0.0464615285 -0.2862055184 -0.2051156395 -0.1628078766 -0.3003081061
[2596] -0.1839617580 0.0205257628 -0.1416539951 -0.0958205853 -0.1733848173
[2601] -0.2333208148 -0.2897311653 -0.2932568123 0.7186038511 -0.2615259901
[2606] -0.2932568123 0.1157182294 -0.2932568123 -0.3038337530 -0.0358845878
[2611] -0.0429358816 0.2426415182 -0.0958205853 -0.3003081061 -0.3003081061
[2616] -0.2932568123 -0.0076794125 -0.1028718791 -0.2262695210 -0.1240257605
[2621] -0.3003081061 0.8807836090 -0.2721029308 -0.2791542246 -0.3038337530
[2626] -0.1381283482 -0.2192182271 -0.2791542246 -0.2438977555 -0.2897311653
[2631] 1.7375158084 -0.2791542246 -0.2897311653 -0.3038337530 -0.2650516370
[2636] -0.1240257605 -0.2721029308 0.3484109255 -0.2826798715 -0.2509490493
[2641] 0.9618734880 -0.2932568123 -0.2086412864 0.0734104665 -0.2721029308
[2646] -0.2086412864 -0.2509490493 -0.0852436445 -0.2650516370 -0.2650516370
[2651] 1.0852711299 -0.2580003432 0.7080269104 -0.2756285777 -0.2192182271
[2656] -0.1945386988 -0.1557565827 -0.1451796420 -0.2967824592 -0.2862055184
[2661] -0.2015899926 0.4964880958 -0.3003081061 -0.1980643457 -0.2227438740
[2666] -0.2897311653 -0.2544746962 -0.2262695210 -0.2932568123 0.4859111550
[2671] -0.2227438740 -0.1557565827 -0.2756285777 0.4048212761 -0.2227438740
[2676] -0.1628078766 -0.2580003432 -0.2544746962 -0.2932568123 -0.3003081061
[2681] -0.2721029308 0.1051412887 0.1439234047 -0.2227438740 11.1474674132
[2686] -0.1804361111 -0.2862055184 -0.2862055184 -0.2862055184 -0.2051156395
[2691] -0.3038337530 -0.1945386988 -0.1592822297 -0.1980643457 -0.1557565827
[2696] -0.2967824592 -0.2967824592 -0.2826798715 -0.3003081061 0.0487309381
[2701] -0.2650516370 -0.2051156395 -0.2826798715 0.0663591726 -0.1839617580
[2706] -0.0605641161 -0.2756285777 -0.1346027013 -0.2086412864 -0.1874874049
[2711] -0.2615259901 0.0804617603 -0.1910130518 -0.2756285777 -0.3038337530
[2716] 0.3730904539 -0.2509490493 -0.1663335235 0.2990518688 -0.2015899926
[2721] -0.2615259901 -0.2544746962 -0.2156925802 -0.1451796420 -0.1769104642
[2726] -0.2721029308 0.3871930415 -0.2297951679 -0.2156925802 -0.2826798715
[2731] 0.0945643479 -0.1698591704 -0.2368464617 -0.2791542246 -0.2791542246
[2736] -0.2967824592 -0.1663335235 -0.2932568123 -0.0147307063 -0.2897311653
[2741] -0.2932568123 -0.2756285777 -0.2615259901 -0.0993462322 -0.2967824592
[2746] -0.2721029308 -0.2721029308 -0.2544746962 -0.2474234024 0.7291807919
[2751] -0.0288332940 -0.2791542246 2.6894404743 -0.3003081061 0.2250132836
[2756] -0.3003081061 -0.3038337530 0.2144363429 -0.3038337530 -0.2297951679
[2761] -0.2051156395 -0.1698591704 -0.2932568123 3.3557877404 -0.0958205853
[2766] -0.2544746962 -0.0852436445 -0.0499871754 -0.2650516370 -0.2368464617
[2771] -0.2544746962 -0.2862055184 -0.2333208148 1.8573878033 -0.3003081061
[2776] -0.1063975260 -0.2580003432 1.4766179370 2.3615553116 -0.1874874049
[2781] 0.0240514097 -0.2967824592 -0.1487052889 -0.1487052889 -0.2756285777
[2786] -0.1099231729 -0.2051156395 -0.2826798715 -0.2368464617 -0.2685772839
[2791] -0.0394102347 -0.2509490493 -0.2862055184 -0.2791542246 -0.1839617580
[2796] -0.2756285777 0.0663591726 -0.2227438740 -0.0464615285 -0.0852436445
[2801] -0.3003081061 1.3320664136 -0.2615259901 -0.0323589409 0.6621935006
[2806] -0.2509490493 -0.1910130518 -0.2685772839 -0.2474234024 -0.2897311653
[2811] -0.2932568123 -0.2403721086 -0.2121669333 -0.2580003432 0.0839874072
[2816] -0.2932568123 0.8878349029 -0.2826798715 -0.2826798715 -0.2262695210
[2821] -0.2544746962 -0.2262695210 -0.2650516370 -0.1804361111 0.3554622193
[2826] -0.1275514075 -0.2509490493 -0.2615259901 -0.1063975260 -0.2862055184
[2831] -0.2650516370 -0.1557565827 -0.2262695210 0.5387958587 -0.2721029308
[2836] 0.0452052912 0.1791798738 -0.2333208148 -0.2051156395 -0.2580003432
[2841] -0.2756285777 -0.2756285777 0.2849492811 -0.2544746962 -0.1169744667
[2846] -0.1381283482 -0.2897311653 -0.1416539951 -0.2262695210 -0.1769104642
[2851] 0.0311027035 -0.1874874049 -0.2615259901 0.0275770566 0.1121925825
[2856] -0.1910130518 0.0734104665 -0.1310770544 -0.2297951679 -0.2403721086
[2861] 1.1240532459 -0.2932568123 -0.2932568123 -0.2015899926 -0.3038337530
[2866] -0.2826798715 -0.0429358816 -0.1769104642 -0.1769104642 -0.2826798715
[2871] -0.1275514075 -0.2297951679 -0.1099231729 0.1509746985 -0.2967824592
[2876] 0.0698848196 -0.0922949383 -0.2509490493 -0.2156925802 -0.1874874049
[2881] -0.1557565827 1.0570659546 0.4788598612 0.2849492811 -0.2403721086
[2886] -0.1839617580 -0.1910130518 -0.2862055184 -0.2192182271 -0.2967824592
[2891] -0.2615259901 -0.1839617580 -0.0147307063 0.0381539974 -0.2333208148
[2896] -0.2826798715 -0.2967824592 0.2320645774 0.0240514097 -0.3003081061
[2901] -0.3003081061 -0.2897311653 0.4577059797 -0.2897311653 -0.2756285777
[2906] -0.2826798715 0.0734104665 -0.0852436445 0.0099488221 -0.0605641161
[2911] 1.0535403077 0.2849492811 0.4365520983 -0.1910130518 -0.1592822297
[2916] 0.5528984463 -0.2932568123 -0.2438977555 2.2910423733 -0.2192182271
[2921] 0.0170001159 -0.1275514075 -0.2051156395 0.1474490516 0.5811036216
[2926] -0.2967824592 0.3836673946 -0.1346027013 -0.2721029308 -0.1769104642#Example of histogram function for the total_employees column of the railroad_2012_clean_county.csv dataset
plot_histogram(railroad_dataset,total_employees,"Histogram of total employees for railroad dataset",xlab="total_employees",ylab="Number of counties")