DataDive4 Sai Lasya Navoor
2024-02-05
data <- read.csv("C:\\Users\\91814\\Desktop\\Statistics\\nurses.csv")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, unionset.seed(123)
df_1 <- data[sample(nrow(data), replace = TRUE, size = round(0.5 * nrow(data))), ]
df_2 <- data[sample(nrow(data), replace = TRUE, size = round(0.5 * nrow(data))), ]
df_3 <- data[sample(nrow(data), replace = TRUE, size = round(0.5 * nrow(data))), ]
df_4 <- data[sample(nrow(data), replace = TRUE, size = round(0.5 * nrow(data))), ]
df_5 <- data[sample(nrow(data), replace = TRUE, size = round(0.5 * nrow(data))), ]
head(df_1)## State Year Total_Employed_RN Employed_Standard_Error Hourly_Wage_Avg
## 415 Oklahoma 2008 26760 3.7 24.94
## 463 New Jersey 2010 76680 3.8 36.27
## 179 Kansas 2013 26940 7.1 27.12
## 526 Rhode Island 2007 10600 2.7 31.34
## 195 New York 2013 169820 2.1 36.29
## 938 Maine 2017 14200 3.2 31.68
## Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## 415 24.63 51880 51230
## 463 35.86 75440 74590
## 179 26.82 56410 55780
## 526 31.43 65190 65380
## 195 35.75 75470 74370
## 938 30.71 65890 63880
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## 415 0.9 17.53 20.89
## 463 0.9 26.56 30.94
## 179 1.1 19.58 22.28
## 526 1.0 22.84 26.51
## 195 0.9 24.38 29.48
## 938 2.0 22.83 26.46
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## 415 29.05 32.30 36470
## 463 41.47 46.91 55240
## 179 31.88 35.55 40730
## 526 36.12 39.91 47510
## 195 43.37 50.98 50700
## 938 36.72 42.70 47490
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## 415 43440 60420 67180
## 463 64350 86260 97580
## 179 46340 66320 73940
## 526 55140 75140 83020
## 195 61310 90210 106050
## 938 55030 76370 88810
## Location_Quotient Total_Employed_National_Aggregate
## 415 NA 136288000
## 463 0.974 128150010
## 179 1.000 133614660
## 526 NA 135474020
## 195 0.980 133614660
## 938 1.160 143524090
## Total_Employed_Healthcare_National_Aggregate
## 415 7125040
## 463 7394880
## 179 7807260
## 526 6923830
## 195 7807260
## 938 8562280
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## 415 86470 1557750
## 463 198940 3770550
## 179 77480 1336460
## 526 30000 485870
## 195 502290 8635400
## 938 40770 599180head(df_2)## State Year Total_Employed_RN Employed_Standard_Error Hourly_Wage_Avg
## 660 Hawaii 2006 9610 15.3 33.02
## 347 Michigan 2009 84620 2.7 30.82
## 1098 Kentucky 2000 34140 5.3 19.58
## 671 Michigan 2006 84880 2.1 28.70
## 55 Alabama 2018 49490 1.6 28.59
## 876 Hawaii 2016 11300 6.2 42.75
## Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## 660 33.17 68680 69000
## 347 30.39 64100 63200
## 1098 18.97 40720 39450
## 671 27.81 59700 57850
## 55 27.85 59470 57930
## 876 43.76 88910 91020
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## 660 1.4 24.76 29.29
## 347 0.8 22.24 26.15
## 1098 1.1 14.38 16.15
## 671 1.0 20.55 24.06
## 55 0.7 20.45 23.45
## 876 1.9 28.64 35.60
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## 660 37.05 42.28 51500
## 347 35.24 39.57 46250
## 1098 22.03 26.23 29900
## 671 32.26 36.06 42750
## 55 32.96 38.17 42540
## 876 50.26 57.94 59570
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## 660 60930 77070 87950
## 347 54400 73290 82310
## 1098 33590 45820 54550
## 671 50050 67110 75010
## 55 48780 68560 79380
## 876 74050 104530 120510
## Location_Quotient Total_Employed_National_Aggregate
## 660 NA 133735620
## 347 NA 131713800
## 1098 NA 130849730
## 671 NA 133735620
## 55 1.25 145671780
## 876 0.88 141382280
## Total_Employed_Healthcare_National_Aggregate
## 660 6760700
## 347 7250140
## 1098 6082230
## 671 6760700
## 55 8701110
## 876 8372570
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## 660 24650 599130
## 347 240780 3893900
## 1098 88990 1762420
## 671 233860 4294260
## 55 131000 1943760
## 876 31190 632120head(df_3)## State Year Total_Employed_RN Employed_Standard_Error
## 465 New York 2010 169710 1.8
## 753 Wyoming 2003 3580 3.5
## 626 New Mexico 2001 11010 6.5
## 1154 Maryland 1999 45910 10.1
## 1163 New Hampshire 1999 11990 5.2
## 613 Louisiana 2001 35520 3.0
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## 465 35.58 35.15 74000 73100
## 753 20.84 20.56 43350 42760
## 626 21.74 21.56 45220 44850
## 1154 23.54 22.78 48960 47380
## 1163 18.89 18.37 39290 38220
## 613 21.20 20.72 44100 43090
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## 465 0.9 23.53 28.76
## 753 1.9 14.59 17.51
## 626 1.1 15.57 18.19
## 1154 1.8 16.81 19.44
## 1163 1.2 13.79 15.56
## 613 0.9 14.83 17.88
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## 465 42.21 49.67 48950
## 753 24.31 27.51 30350
## 626 25.28 28.14 32390
## 1154 26.68 34.18 34950
## 1163 21.37 25.10 28690
## 613 24.44 27.86 30850
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## 465 59830 87800 103320
## 753 36410 50570 57220
## 626 37840 52570 58530
## 1154 40440 55490 71100
## 1163 32360 44450 52200
## 613 37190 50840 57960
## Location_Quotient Total_Employed_National_Aggregate
## 465 0.974 128150010
## 753 NA 128623200
## 626 NA 129059020
## 1154 NA 128234630
## 1163 NA 128234630
## 613 NA 129059020
## Total_Employed_Healthcare_National_Aggregate
## 465 7394880
## 753 6215910
## 626 6160210
## 1154 6039520
## 1163 6039520
## 613 6160210
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## 465 473700 8344020
## 753 10490 240890
## 626 34530 721270
## 1154 136070 2376910
## 1163 26820 602620
## 613 98900 1847690head(df_4)## State Year Total_Employed_RN Employed_Standard_Error
## 707 California 2003 206280 2.1
## 283 Idaho 2019 14110 4.9
## 843 New York 2004 165800 2.2
## 359 North Dakota 2009 6260 6.3
## 1001 Nevada 2011 16470 2.1
## 1007 North Dakota 2011 8960 17.4
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## 707 29.94 29.47 62270 61300
## 283 33.40 33.33 69480 69320
## 843 29.17 28.45 60680 59170
## 359 26.98 25.57 56110 53180
## 1001 37.42 37.29 77840 77570
## 1007 27.69 25.77 57600 53590
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## 707 0.9 21.67 24.89
## 283 1.3 24.95 28.23
## 843 1.1 18.72 22.93
## 359 1.7 19.06 21.94
## 1001 1.2 27.50 32.01
## 1007 1.2 19.50 22.16
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## 707 34.32 40.76 45080
## 283 38.24 44.71 51890
## 843 34.99 42.15 38940
## 359 30.65 35.93 39650
## 1001 42.71 46.43 57210
## 1007 29.57 35.81 40570
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## 707 51760 71380 84790
## 283 58720 79540 93000
## 843 47690 72780 87670
## 359 45630 63750 74730
## 1001 66580 88830 96570
## 1007 46090 61510 74480
## Location_Quotient Total_Employed_National_Aggregate
## 707 NA 128623200
## 283 0.96 147838700
## 843 NA 129199200
## 359 NA 131713800
## 1001 0.70 129312400
## 1007 1.13 129312400
## Total_Employed_Healthcare_National_Aggregate
## 707 6215910
## 283 8727310
## 843 6405560
## 359 7250140
## 1001 7562850
## 1007 7562850
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## 707 573150 14512680
## 283 42100 727160
## 843 437020 8248470
## 359 19740 353630
## 1001 45810 1112780
## 1007 22580 371630head(df_5)## State Year Total_Employed_RN Employed_Standard_Error
## 1114 North Carolina 2000 60940 2.9
## 209 Virginia 2013 60120 3.8
## 302 New Mexico 2019 17350 2.3
## 489 Arizona 2007 34580 6.1
## 803 Virginia 2005 53850 2.7
## 1089 District of Columbia 2000 8770 6.3
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## 1114 20.79 20.22 43250 42050
## 209 30.36 30.17 63150 62750
## 302 35.24 35.18 73300 73180
## 489 29.17 29.17 60670 60670
## 803 26.19 25.24 54480 52490
## 1089 24.36 24.06 50670 50040
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## 1114 0.8 15.20 17.60
## 209 0.9 20.45 24.43
## 302 1.3 26.14 30.40
## 489 1.1 19.06 24.41
## 803 1.1 17.82 20.89
## 1089 2.8 17.52 20.09
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## 1114 23.64 26.68 31610
## 209 35.64 42.26 42530
## 302 39.81 46.07 54370
## 489 34.56 38.74 39640
## 803 30.37 35.50 37060
## 1089 28.17 33.17 36440
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## 1114 36610 49170 55500
## 209 50810 74140 87910
## 302 63230 82810 95820
## 489 50780 71890 80570
## 803 43460 63180 73850
## 1089 41790 58600 68990
## Location_Quotient Total_Employed_National_Aggregate
## 1114 NA 130849730
## 209 0.82 133614660
## 302 1.04 147838700
## 489 NA 135474020
## 803 NA 131432960
## 1089 NA 130849730
## Total_Employed_Healthcare_National_Aggregate
## 1114 6082230
## 209 7807260
## 302 8727310
## 489 6923830
## 803 6595170
## 1089 6082230
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## 1114 169780 3838560
## 209 190370 3631440
## 302 47530 823570
## 489 115360 2648000
## 803 156330 3535500
## 1089 23540 602150From the above, the following insights,significance and investigations can be made:
Insights: These sub samples give us a glimpse into the variability of the dataset by collecting the data from large population.By creating such multiple subsamples, we get to observe how different random sets can lead to variations in the characteristics of the data.
Significance: We can evaluate the reliability of any findings derived from a single sample by examining the subsamples. Comprehending the variations across distinct subsamples is imperative in extrapolating conclusions to a more extensive populace. It assists in locating possible anomalies or outliers that might be unique to some drawings but inconsistent throughout all subsamples.
Further Investigations: Examining each subsample for outliers or anomalies. Are there any extreme values that only show up in a certain subsample? Examine the possible reasons for these differences.
Examine the elements of the data that are the same in each subsample. Are there any variables that consistently display comparable trends or distributions, suggesting population stability in those areas?
# Function to analyze a subsample
analyze_subsample <- function(subsample, subsample_number) {
cat("Analysis for Subsample", subsample_number, "\n")
summary_stats <- summary(subsample)
print(summary_stats)
anomalies_State <- as.data.frame(table(subsample$State, subsample$Location_Quotient))
colnames(anomalies_State) <- c("State", "Location_Quotient", "Count")
cat("Anomalies in State and Location_Quotient:\n")
print(anomalies_State)
#Monte Carlo Simulation
column_to_simulate <- "Hourly_Wage_Avg"
num_simulations <- 1000
simulated_means <- replicate(num_simulations, mean(sample(subsample[[column_to_simulate]], replace = TRUE)))
cat("Monte Carlo Simulation for", column_to_simulate, "Mean:\n")
hist(simulated_means, main = paste("Distribution of Simulated Means for", column_to_simulate))
}
list_dfs = list(df_1, df_2, df_3, df_4, df_5)
for (i in 1:5) {
analyze_subsample(list_dfs[[i]], i)
}## Analysis for Subsample 1
## State Year Total_Employed_RN Employed_Standard_Error
## Length:621 Min. :1998 Min. : 250 Min. : 0.700
## Class :character 1st Qu.:2003 1st Qu.: 11840 1st Qu.: 2.500
## Mode :character Median :2009 Median : 28200 Median : 3.600
## Mean :2009 Mean : 44326 Mean : 4.413
## 3rd Qu.:2014 3rd Qu.: 56378 3rd Qu.: 5.200
## Max. :2020 Max. :282290 Max. :26.100
## NA's :3 NA's :3
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## Min. :10.03 Min. : 9.00 Min. : 20870 Min. : 18720
## 1st Qu.:23.56 1st Qu.:22.98 1st Qu.: 49005 1st Qu.: 47790
## Median :28.04 Median :27.45 Median : 58320 Median : 57105
## Mean :28.21 Mean :27.60 Mean : 58686 Mean : 57416
## 3rd Qu.:32.02 3rd Qu.:31.31 3rd Qu.: 66593 3rd Qu.: 65120
## Max. :50.03 Max. :53.22 Max. :104060 Max. :110700
## NA's :3 NA's :3 NA's :3 NA's :3
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## Min. :0.400 Min. : 6.84 Min. : 7.64
## 1st Qu.:0.800 1st Qu.:16.74 1st Qu.:19.46
## Median :1.100 Median :20.08 Median :23.25
## Mean :1.318 Mean :20.08 Mean :23.35
## 3rd Qu.:1.500 3rd Qu.:22.87 3rd Qu.:26.56
## Max. :7.500 Max. :34.07 Max. :42.67
## NA's :3 NA's :3 NA's :3
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## Min. :10.99 Min. :14.27 Min. :14220
## 1st Qu.:27.11 1st Qu.:32.10 1st Qu.:34820
## Median :32.45 Median :37.16 Median :41770
## Mean :32.57 Mean :37.71 Mean :41760
## 3rd Qu.:36.87 3rd Qu.:42.61 3rd Qu.:47560
## Max. :60.30 Max. :72.70 Max. :70860
## NA's :3 NA's :3 NA's :3
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## Min. :15880 Min. : 22850 Min. : 29680
## 1st Qu.:40483 1st Qu.: 56383 1st Qu.: 66773
## Median :48350 Median : 67480 Median : 77280
## Mean :48575 Mean : 67753 Mean : 78432
## 3rd Qu.:55240 3rd Qu.: 76685 3rd Qu.: 88620
## Max. :88760 Max. :125430 Max. :151210
## NA's :3 NA's :3 NA's :3
## Location_Quotient Total_Employed_National_Aggregate
## Min. :0.340 Min. :124143490
## 1st Qu.:0.900 1st Qu.:129059020
## Median :1.010 Median :131713800
## Mean :1.005 Mean :133789540
## 3rd Qu.:1.130 3rd Qu.:136288000
## Max. :1.470 Max. :147838700
## NA's :323 NA's :3
## Total_Employed_Healthcare_National_Aggregate
## Min. :5854360
## 1st Qu.:6226540
## Median :7250140
## Mean :7240992
## 3rd Qu.:7907200
## Max. :8727310
## NA's :3
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## Min. : 400 Min. : 400
## 1st Qu.: 31380 1st Qu.: 596910
## Median : 81660 Median : 1488360
## Mean :124714 Mean : 2210203
## 3rd Qu.:162990 3rd Qu.: 2708760
## Max. :827030 Max. :16695010
##
## Anomalies in State and Location_Quotient:
## State Location_Quotient Count
## 1 Alabama 0.34 0
## 2 Alaska 0.34 0
## 3 Arizona 0.34 0
## 4 Arkansas 0.34 0
## 5 California 0.34 0
## 6 Colorado 0.34 0
## 7 Connecticut 0.34 0
## 8 Delaware 0.34 0
## 9 District of Columbia 0.34 0
## 10 Florida 0.34 0
## 11 Georgia 0.34 0
## 12 Guam 0.34 0
## 13 Hawaii 0.34 0
## 14 Idaho 0.34 0
## 15 Illinois 0.34 0
## 16 Indiana 0.34 0
## 17 Iowa 0.34 0
## 18 Kansas 0.34 0
## 19 Kentucky 0.34 0
## 20 Louisiana 0.34 0
## 21 Maine 0.34 0
## 22 Maryland 0.34 0
## 23 Massachusetts 0.34 0
## 24 Michigan 0.34 0
## 25 Minnesota 0.34 0
## 26 Mississippi 0.34 0
## 27 Missouri 0.34 0
## 28 Montana 0.34 0
## 29 Nebraska 0.34 0
## 30 Nevada 0.34 0
## 31 New Hampshire 0.34 0
## 32 New Jersey 0.34 0
## 33 New Mexico 0.34 0
## 34 New York 0.34 0
## 35 North Carolina 0.34 0
## 36 North Dakota 0.34 0
## 37 Ohio 0.34 0
## 38 Oklahoma 0.34 0
## 39 Oregon 0.34 0
## 40 Pennsylvania 0.34 0
## 41 Puerto Rico 0.34 0
## 42 Rhode Island 0.34 0
## 43 South Carolina 0.34 0
## 44 South Dakota 0.34 0
## 45 Tennessee 0.34 0
## 46 Texas 0.34 0
## 47 Utah 0.34 0
## 48 Vermont 0.34 0
## 49 Virgin Islands 0.34 1
## 50 Virginia 0.34 0
## 51 Washington 0.34 0
## 52 West Virginia 0.34 0
## 53 Wisconsin 0.34 0
## 54 Wyoming 0.34 0
## 55 Alabama 0.35 0
## 56 Alaska 0.35 0
## 57 Arizona 0.35 0
## 58 Arkansas 0.35 0
## 59 California 0.35 0
## 60 Colorado 0.35 0
## 61 Connecticut 0.35 0
## 62 Delaware 0.35 0
## 63 District of Columbia 0.35 0
## 64 Florida 0.35 0
## 65 Georgia 0.35 0
## 66 Guam 0.35 0
## 67 Hawaii 0.35 0
## 68 Idaho 0.35 0
## 69 Illinois 0.35 0
## 70 Indiana 0.35 0
## 71 Iowa 0.35 0
## 72 Kansas 0.35 0
## 73 Kentucky 0.35 0
## 74 Louisiana 0.35 0
## 75 Maine 0.35 0
## 76 Maryland 0.35 0
## 77 Massachusetts 0.35 0
## 78 Michigan 0.35 0
## 79 Minnesota 0.35 0
## 80 Mississippi 0.35 0
## 81 Missouri 0.35 0
## 82 Montana 0.35 0
## 83 Nebraska 0.35 0
## 84 Nevada 0.35 0
## 85 New Hampshire 0.35 0
## 86 New Jersey 0.35 0
## 87 New Mexico 0.35 0
## 88 New York 0.35 0
## 89 North Carolina 0.35 0
## 90 North Dakota 0.35 0
## 91 Ohio 0.35 0
## 92 Oklahoma 0.35 0
## 93 Oregon 0.35 0
## 94 Pennsylvania 0.35 0
## 95 Puerto Rico 0.35 0
## 96 Rhode Island 0.35 0
## 97 South Carolina 0.35 0
## 98 South Dakota 0.35 0
## 99 Tennessee 0.35 0
## 100 Texas 0.35 0
## 101 Utah 0.35 0
## 102 Vermont 0.35 0
## 103 Virgin Islands 0.35 1
## 104 Virginia 0.35 0
## 105 Washington 0.35 0
## 106 West Virginia 0.35 0
## 107 Wisconsin 0.35 0
## 108 Wyoming 0.35 0
## 109 Alabama 0.4 0
## 110 Alaska 0.4 0
## 111 Arizona 0.4 0
## 112 Arkansas 0.4 0
## 113 California 0.4 0
## 114 Colorado 0.4 0
## 115 Connecticut 0.4 0
## 116 Delaware 0.4 0
## 117 District of Columbia 0.4 0
## 118 Florida 0.4 0
## 119 Georgia 0.4 0
## 120 Guam 0.4 0
## 121 Hawaii 0.4 0
## 122 Idaho 0.4 0
## 123 Illinois 0.4 0
## 124 Indiana 0.4 0
## 125 Iowa 0.4 0
## 126 Kansas 0.4 0
## 127 Kentucky 0.4 0
## 128 Louisiana 0.4 0
## 129 Maine 0.4 0
## 130 Maryland 0.4 0
## 131 Massachusetts 0.4 0
## 132 Michigan 0.4 0
## 133 Minnesota 0.4 0
## 134 Mississippi 0.4 0
## 135 Missouri 0.4 0
## 136 Montana 0.4 0
## 137 Nebraska 0.4 0
## 138 Nevada 0.4 0
## 139 New Hampshire 0.4 0
## 140 New Jersey 0.4 0
## 141 New Mexico 0.4 0
## 142 New York 0.4 0
## 143 North Carolina 0.4 0
## 144 North Dakota 0.4 0
## 145 Ohio 0.4 0
## 146 Oklahoma 0.4 0
## 147 Oregon 0.4 0
## 148 Pennsylvania 0.4 0
## 149 Puerto Rico 0.4 0
## 150 Rhode Island 0.4 0
## 151 South Carolina 0.4 0
## 152 South Dakota 0.4 0
## 153 Tennessee 0.4 0
## 154 Texas 0.4 0
## 155 Utah 0.4 0
## 156 Vermont 0.4 0
## 157 Virgin Islands 0.4 2
## 158 Virginia 0.4 0
## 159 Washington 0.4 0
## 160 West Virginia 0.4 0
## 161 Wisconsin 0.4 0
## 162 Wyoming 0.4 0
## 163 Alabama 0.42 0
## 164 Alaska 0.42 0
## 165 Arizona 0.42 0
## 166 Arkansas 0.42 0
## 167 California 0.42 0
## 168 Colorado 0.42 0
## 169 Connecticut 0.42 0
## 170 Delaware 0.42 0
## 171 District of Columbia 0.42 0
## 172 Florida 0.42 0
## 173 Georgia 0.42 0
## 174 Guam 0.42 2
## 175 Hawaii 0.42 0
## 176 Idaho 0.42 0
## 177 Illinois 0.42 0
## 178 Indiana 0.42 0
## 179 Iowa 0.42 0
## 180 Kansas 0.42 0
## 181 Kentucky 0.42 0
## 182 Louisiana 0.42 0
## 183 Maine 0.42 0
## 184 Maryland 0.42 0
## 185 Massachusetts 0.42 0
## 186 Michigan 0.42 0
## 187 Minnesota 0.42 0
## 188 Mississippi 0.42 0
## 189 Missouri 0.42 0
## 190 Montana 0.42 0
## 191 Nebraska 0.42 0
## 192 Nevada 0.42 0
## 193 New Hampshire 0.42 0
## 194 New Jersey 0.42 0
## 195 New Mexico 0.42 0
## 196 New York 0.42 0
## 197 North Carolina 0.42 0
## 198 North Dakota 0.42 0
## 199 Ohio 0.42 0
## 200 Oklahoma 0.42 0
## 201 Oregon 0.42 0
## 202 Pennsylvania 0.42 0
## 203 Puerto Rico 0.42 0
## 204 Rhode Island 0.42 0
## 205 South Carolina 0.42 0
## 206 South Dakota 0.42 0
## 207 Tennessee 0.42 0
## 208 Texas 0.42 0
## 209 Utah 0.42 0
## 210 Vermont 0.42 0
## 211 Virgin Islands 0.42 0
## 212 Virginia 0.42 0
## 213 Washington 0.42 0
## 214 West Virginia 0.42 0
## 215 Wisconsin 0.42 0
## 216 Wyoming 0.42 0
## 217 Alabama 0.43 0
## 218 Alaska 0.43 0
## 219 Arizona 0.43 0
## 220 Arkansas 0.43 0
## 221 California 0.43 0
## 222 Colorado 0.43 0
## 223 Connecticut 0.43 0
## 224 Delaware 0.43 0
## 225 District of Columbia 0.43 0
## 226 Florida 0.43 0
## 227 Georgia 0.43 0
## 228 Guam 0.43 3
## 229 Hawaii 0.43 0
## 230 Idaho 0.43 0
## 231 Illinois 0.43 0
## 232 Indiana 0.43 0
## 233 Iowa 0.43 0
## 234 Kansas 0.43 0
## 235 Kentucky 0.43 0
## 236 Louisiana 0.43 0
## 237 Maine 0.43 0
## 238 Maryland 0.43 0
## 239 Massachusetts 0.43 0
## 240 Michigan 0.43 0
## 241 Minnesota 0.43 0
## 242 Mississippi 0.43 0
## 243 Missouri 0.43 0
## 244 Montana 0.43 0
## 245 Nebraska 0.43 0
## 246 Nevada 0.43 0
## 247 New Hampshire 0.43 0
## 248 New Jersey 0.43 0
## 249 New Mexico 0.43 0
## 250 New York 0.43 0
## 251 North Carolina 0.43 0
## 252 North Dakota 0.43 0
## 253 Ohio 0.43 0
## 254 Oklahoma 0.43 0
## 255 Oregon 0.43 0
## 256 Pennsylvania 0.43 0
## 257 Puerto Rico 0.43 0
## 258 Rhode Island 0.43 0
## 259 South Carolina 0.43 0
## 260 South Dakota 0.43 0
## 261 Tennessee 0.43 0
## 262 Texas 0.43 0
## 263 Utah 0.43 0
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## 4277 Georgia 1.29 0
## 4278 Guam 1.29 0
## 4279 Hawaii 1.29 0
## 4280 Idaho 1.29 0
## 4281 Illinois 1.29 0
## 4282 Indiana 1.29 0
## 4283 Iowa 1.29 0
## 4284 Kansas 1.29 0
## 4285 Kentucky 1.29 0
## 4286 Louisiana 1.29 0
## 4287 Maine 1.29 0
## 4288 Maryland 1.29 0
## 4289 Massachusetts 1.29 0
## 4290 Michigan 1.29 0
## 4291 Minnesota 1.29 0
## 4292 Mississippi 1.29 1
## 4293 Missouri 1.29 0
## 4294 Montana 1.29 0
## 4295 Nebraska 1.29 0
## 4296 Nevada 1.29 0
## 4297 New Hampshire 1.29 0
## 4298 New Jersey 1.29 0
## 4299 New Mexico 1.29 0
## 4300 New York 1.29 0
## 4301 North Carolina 1.29 0
## 4302 North Dakota 1.29 0
## 4303 Ohio 1.29 0
## 4304 Oklahoma 1.29 0
## 4305 Oregon 1.29 0
## 4306 Pennsylvania 1.29 0
## 4307 Puerto Rico 1.29 0
## 4308 Rhode Island 1.29 2
## 4309 South Carolina 1.29 0
## 4310 South Dakota 1.29 0
## 4311 Tennessee 1.29 0
## 4312 Texas 1.29 0
## 4313 Utah 1.29 0
## 4314 Vermont 1.29 0
## 4315 Virgin Islands 1.29 0
## 4316 Virginia 1.29 0
## 4317 Washington 1.29 0
## 4318 West Virginia 1.29 1
## 4319 Wisconsin 1.29 0
## 4320 Wyoming 1.29 0
## 4321 Alabama 1.3 0
## 4322 Alaska 1.3 0
## 4323 Arizona 1.3 0
## 4324 Arkansas 1.3 0
## 4325 California 1.3 0
## 4326 Colorado 1.3 0
## 4327 Connecticut 1.3 0
## 4328 Delaware 1.3 0
## 4329 District of Columbia 1.3 0
## 4330 Florida 1.3 0
## 4331 Georgia 1.3 0
## 4332 Guam 1.3 0
## 4333 Hawaii 1.3 0
## 4334 Idaho 1.3 0
## 4335 Illinois 1.3 0
## 4336 Indiana 1.3 0
## 4337 Iowa 1.3 0
## 4338 Kansas 1.3 0
## 4339 Kentucky 1.3 0
## 4340 Louisiana 1.3 0
## 4341 Maine 1.3 0
## 4342 Maryland 1.3 0
## 4343 Massachusetts 1.3 0
## 4344 Michigan 1.3 0
## 4345 Minnesota 1.3 0
## 4346 Mississippi 1.3 2
## 4347 Missouri 1.3 0
## 4348 Montana 1.3 0
## 4349 Nebraska 1.3 0
## 4350 Nevada 1.3 0
## 4351 New Hampshire 1.3 0
## 4352 New Jersey 1.3 0
## 4353 New Mexico 1.3 0
## 4354 New York 1.3 0
## 4355 North Carolina 1.3 0
## 4356 North Dakota 1.3 0
## 4357 Ohio 1.3 0
## 4358 Oklahoma 1.3 0
## 4359 Oregon 1.3 0
## 4360 Pennsylvania 1.3 0
## 4361 Puerto Rico 1.3 0
## 4362 Rhode Island 1.3 0
## 4363 South Carolina 1.3 0
## 4364 South Dakota 1.3 0
## 4365 Tennessee 1.3 0
## 4366 Texas 1.3 0
## 4367 Utah 1.3 0
## 4368 Vermont 1.3 0
## 4369 Virgin Islands 1.3 0
## 4370 Virginia 1.3 0
## 4371 Washington 1.3 0
## 4372 West Virginia 1.3 0
## 4373 Wisconsin 1.3 0
## 4374 Wyoming 1.3 0
## 4375 Alabama 1.33 0
## 4376 Alaska 1.33 0
## 4377 Arizona 1.33 0
## 4378 Arkansas 1.33 0
## 4379 California 1.33 0
## 4380 Colorado 1.33 0
## 4381 Connecticut 1.33 0
## 4382 Delaware 1.33 0
## 4383 District of Columbia 1.33 0
## 4384 Florida 1.33 0
## 4385 Georgia 1.33 0
## 4386 Guam 1.33 0
## 4387 Hawaii 1.33 0
## 4388 Idaho 1.33 0
## 4389 Illinois 1.33 0
## 4390 Indiana 1.33 0
## 4391 Iowa 1.33 0
## 4392 Kansas 1.33 0
## 4393 Kentucky 1.33 0
## 4394 Louisiana 1.33 0
## 4395 Maine 1.33 0
## 4396 Maryland 1.33 0
## 4397 Massachusetts 1.33 0
## 4398 Michigan 1.33 0
## 4399 Minnesota 1.33 0
## 4400 Mississippi 1.33 0
## 4401 Missouri 1.33 0
## 4402 Montana 1.33 0
## 4403 Nebraska 1.33 0
## 4404 Nevada 1.33 0
## 4405 New Hampshire 1.33 0
## 4406 New Jersey 1.33 0
## 4407 New Mexico 1.33 0
## 4408 New York 1.33 0
## 4409 North Carolina 1.33 0
## 4410 North Dakota 1.33 0
## 4411 Ohio 1.33 0
## 4412 Oklahoma 1.33 0
## 4413 Oregon 1.33 0
## 4414 Pennsylvania 1.33 0
## 4415 Puerto Rico 1.33 0
## 4416 Rhode Island 1.33 0
## 4417 South Carolina 1.33 0
## 4418 South Dakota 1.33 1
## 4419 Tennessee 1.33 0
## 4420 Texas 1.33 0
## 4421 Utah 1.33 0
## 4422 Vermont 1.33 0
## 4423 Virgin Islands 1.33 0
## 4424 Virginia 1.33 0
## 4425 Washington 1.33 0
## 4426 West Virginia 1.33 0
## 4427 Wisconsin 1.33 0
## 4428 Wyoming 1.33 0
## 4429 Alabama 1.36 0
## 4430 Alaska 1.36 0
## 4431 Arizona 1.36 0
## 4432 Arkansas 1.36 0
## 4433 California 1.36 0
## 4434 Colorado 1.36 0
## 4435 Connecticut 1.36 0
## 4436 Delaware 1.36 0
## 4437 District of Columbia 1.36 0
## 4438 Florida 1.36 0
## 4439 Georgia 1.36 0
## 4440 Guam 1.36 0
## 4441 Hawaii 1.36 0
## 4442 Idaho 1.36 0
## 4443 Illinois 1.36 0
## 4444 Indiana 1.36 0
## 4445 Iowa 1.36 0
## 4446 Kansas 1.36 0
## 4447 Kentucky 1.36 0
## 4448 Louisiana 1.36 0
## 4449 Maine 1.36 0
## 4450 Maryland 1.36 0
## 4451 Massachusetts 1.36 0
## 4452 Michigan 1.36 0
## 4453 Minnesota 1.36 0
## 4454 Mississippi 1.36 0
## 4455 Missouri 1.36 0
## 4456 Montana 1.36 0
## 4457 Nebraska 1.36 0
## 4458 Nevada 1.36 0
## 4459 New Hampshire 1.36 0
## 4460 New Jersey 1.36 0
## 4461 New Mexico 1.36 0
## 4462 New York 1.36 0
## 4463 North Carolina 1.36 0
## 4464 North Dakota 1.36 0
## 4465 Ohio 1.36 0
## 4466 Oklahoma 1.36 0
## 4467 Oregon 1.36 0
## 4468 Pennsylvania 1.36 0
## 4469 Puerto Rico 1.36 0
## 4470 Rhode Island 1.36 0
## 4471 South Carolina 1.36 0
## 4472 South Dakota 1.36 0
## 4473 Tennessee 1.36 0
## 4474 Texas 1.36 0
## 4475 Utah 1.36 0
## 4476 Vermont 1.36 0
## 4477 Virgin Islands 1.36 0
## 4478 Virginia 1.36 0
## 4479 Washington 1.36 0
## 4480 West Virginia 1.36 1
## 4481 Wisconsin 1.36 0
## 4482 Wyoming 1.36 0
## 4483 Alabama 1.37 0
## 4484 Alaska 1.37 0
## 4485 Arizona 1.37 0
## 4486 Arkansas 1.37 0
## 4487 California 1.37 0
## 4488 Colorado 1.37 0
## 4489 Connecticut 1.37 0
## 4490 Delaware 1.37 0
## 4491 District of Columbia 1.37 0
## 4492 Florida 1.37 0
## 4493 Georgia 1.37 0
## 4494 Guam 1.37 0
## 4495 Hawaii 1.37 0
## 4496 Idaho 1.37 0
## 4497 Illinois 1.37 0
## 4498 Indiana 1.37 0
## 4499 Iowa 1.37 0
## 4500 Kansas 1.37 0
## 4501 Kentucky 1.37 0
## 4502 Louisiana 1.37 0
## 4503 Maine 1.37 0
## 4504 Maryland 1.37 0
## 4505 Massachusetts 1.37 0
## 4506 Michigan 1.37 0
## 4507 Minnesota 1.37 0
## 4508 Mississippi 1.37 0
## 4509 Missouri 1.37 0
## 4510 Montana 1.37 0
## 4511 Nebraska 1.37 0
## 4512 Nevada 1.37 0
## 4513 New Hampshire 1.37 0
## 4514 New Jersey 1.37 0
## 4515 New Mexico 1.37 0
## 4516 New York 1.37 0
## 4517 North Carolina 1.37 0
## 4518 North Dakota 1.37 0
## 4519 Ohio 1.37 0
## 4520 Oklahoma 1.37 0
## 4521 Oregon 1.37 0
## 4522 Pennsylvania 1.37 0
## 4523 Puerto Rico 1.37 0
## 4524 Rhode Island 1.37 0
## 4525 South Carolina 1.37 0
## 4526 South Dakota 1.37 1
## 4527 Tennessee 1.37 0
## 4528 Texas 1.37 0
## 4529 Utah 1.37 0
## 4530 Vermont 1.37 0
## 4531 Virgin Islands 1.37 0
## 4532 Virginia 1.37 0
## 4533 Washington 1.37 0
## 4534 West Virginia 1.37 0
## 4535 Wisconsin 1.37 0
## 4536 Wyoming 1.37 0
## 4537 Alabama 1.39 0
## 4538 Alaska 1.39 0
## 4539 Arizona 1.39 0
## 4540 Arkansas 1.39 0
## 4541 California 1.39 0
## 4542 Colorado 1.39 0
## 4543 Connecticut 1.39 0
## 4544 Delaware 1.39 0
## 4545 District of Columbia 1.39 0
## 4546 Florida 1.39 0
## 4547 Georgia 1.39 0
## 4548 Guam 1.39 0
## 4549 Hawaii 1.39 0
## 4550 Idaho 1.39 0
## 4551 Illinois 1.39 0
## 4552 Indiana 1.39 0
## 4553 Iowa 1.39 0
## 4554 Kansas 1.39 0
## 4555 Kentucky 1.39 0
## 4556 Louisiana 1.39 0
## 4557 Maine 1.39 0
## 4558 Maryland 1.39 0
## 4559 Massachusetts 1.39 0
## 4560 Michigan 1.39 0
## 4561 Minnesota 1.39 0
## 4562 Mississippi 1.39 0
## 4563 Missouri 1.39 0
## 4564 Montana 1.39 0
## 4565 Nebraska 1.39 0
## 4566 Nevada 1.39 0
## 4567 New Hampshire 1.39 0
## 4568 New Jersey 1.39 0
## 4569 New Mexico 1.39 0
## 4570 New York 1.39 0
## 4571 North Carolina 1.39 0
## 4572 North Dakota 1.39 0
## 4573 Ohio 1.39 0
## 4574 Oklahoma 1.39 0
## 4575 Oregon 1.39 0
## 4576 Pennsylvania 1.39 0
## 4577 Puerto Rico 1.39 0
## 4578 Rhode Island 1.39 0
## 4579 South Carolina 1.39 0
## 4580 South Dakota 1.39 0
## 4581 Tennessee 1.39 0
## 4582 Texas 1.39 0
## 4583 Utah 1.39 0
## 4584 Vermont 1.39 0
## 4585 Virgin Islands 1.39 0
## 4586 Virginia 1.39 0
## 4587 Washington 1.39 0
## 4588 West Virginia 1.39 1
## 4589 Wisconsin 1.39 0
## 4590 Wyoming 1.39 0
## 4591 Alabama 1.42 0
## 4592 Alaska 1.42 0
## 4593 Arizona 1.42 0
## 4594 Arkansas 1.42 0
## 4595 California 1.42 0
## 4596 Colorado 1.42 0
## 4597 Connecticut 1.42 0
## 4598 Delaware 1.42 0
## 4599 District of Columbia 1.42 0
## 4600 Florida 1.42 0
## 4601 Georgia 1.42 0
## 4602 Guam 1.42 0
## 4603 Hawaii 1.42 0
## 4604 Idaho 1.42 0
## 4605 Illinois 1.42 0
## 4606 Indiana 1.42 0
## 4607 Iowa 1.42 0
## 4608 Kansas 1.42 0
## 4609 Kentucky 1.42 0
## 4610 Louisiana 1.42 0
## 4611 Maine 1.42 0
## 4612 Maryland 1.42 0
## 4613 Massachusetts 1.42 0
## 4614 Michigan 1.42 0
## 4615 Minnesota 1.42 0
## 4616 Mississippi 1.42 0
## 4617 Missouri 1.42 0
## 4618 Montana 1.42 0
## 4619 Nebraska 1.42 0
## 4620 Nevada 1.42 0
## 4621 New Hampshire 1.42 0
## 4622 New Jersey 1.42 0
## 4623 New Mexico 1.42 0
## 4624 New York 1.42 0
## 4625 North Carolina 1.42 0
## 4626 North Dakota 1.42 0
## 4627 Ohio 1.42 0
## 4628 Oklahoma 1.42 0
## 4629 Oregon 1.42 0
## 4630 Pennsylvania 1.42 0
## 4631 Puerto Rico 1.42 0
## 4632 Rhode Island 1.42 0
## 4633 South Carolina 1.42 0
## 4634 South Dakota 1.42 0
## 4635 Tennessee 1.42 0
## 4636 Texas 1.42 0
## 4637 Utah 1.42 0
## 4638 Vermont 1.42 0
## 4639 Virgin Islands 1.42 0
## 4640 Virginia 1.42 0
## 4641 Washington 1.42 0
## 4642 West Virginia 1.42 1
## 4643 Wisconsin 1.42 0
## 4644 Wyoming 1.42 0
## 4645 Alabama 1.43 0
## 4646 Alaska 1.43 0
## 4647 Arizona 1.43 0
## 4648 Arkansas 1.43 0
## 4649 California 1.43 0
## 4650 Colorado 1.43 0
## 4651 Connecticut 1.43 0
## 4652 Delaware 1.43 0
## 4653 District of Columbia 1.43 0
## 4654 Florida 1.43 0
## 4655 Georgia 1.43 0
## 4656 Guam 1.43 0
## 4657 Hawaii 1.43 0
## 4658 Idaho 1.43 0
## 4659 Illinois 1.43 0
## 4660 Indiana 1.43 0
## 4661 Iowa 1.43 0
## 4662 Kansas 1.43 0
## 4663 Kentucky 1.43 0
## 4664 Louisiana 1.43 0
## 4665 Maine 1.43 0
## 4666 Maryland 1.43 0
## 4667 Massachusetts 1.43 0
## 4668 Michigan 1.43 0
## 4669 Minnesota 1.43 0
## 4670 Mississippi 1.43 0
## 4671 Missouri 1.43 0
## 4672 Montana 1.43 0
## 4673 Nebraska 1.43 0
## 4674 Nevada 1.43 0
## 4675 New Hampshire 1.43 0
## 4676 New Jersey 1.43 0
## 4677 New Mexico 1.43 0
## 4678 New York 1.43 0
## 4679 North Carolina 1.43 0
## 4680 North Dakota 1.43 0
## 4681 Ohio 1.43 0
## 4682 Oklahoma 1.43 0
## 4683 Oregon 1.43 0
## 4684 Pennsylvania 1.43 0
## 4685 Puerto Rico 1.43 0
## 4686 Rhode Island 1.43 0
## 4687 South Carolina 1.43 0
## 4688 South Dakota 1.43 2
## 4689 Tennessee 1.43 0
## 4690 Texas 1.43 0
## 4691 Utah 1.43 0
## 4692 Vermont 1.43 0
## 4693 Virgin Islands 1.43 0
## 4694 Virginia 1.43 0
## 4695 Washington 1.43 0
## 4696 West Virginia 1.43 0
## 4697 Wisconsin 1.43 0
## 4698 Wyoming 1.43 0
## 4699 Alabama 1.47 0
## 4700 Alaska 1.47 0
## 4701 Arizona 1.47 0
## 4702 Arkansas 1.47 0
## 4703 California 1.47 0
## 4704 Colorado 1.47 0
## 4705 Connecticut 1.47 0
## 4706 Delaware 1.47 0
## 4707 District of Columbia 1.47 0
## 4708 Florida 1.47 0
## 4709 Georgia 1.47 0
## 4710 Guam 1.47 0
## 4711 Hawaii 1.47 0
## 4712 Idaho 1.47 0
## 4713 Illinois 1.47 0
## 4714 Indiana 1.47 0
## 4715 Iowa 1.47 0
## 4716 Kansas 1.47 0
## 4717 Kentucky 1.47 0
## 4718 Louisiana 1.47 0
## 4719 Maine 1.47 0
## 4720 Maryland 1.47 0
## 4721 Massachusetts 1.47 0
## 4722 Michigan 1.47 0
## 4723 Minnesota 1.47 0
## 4724 Mississippi 1.47 0
## 4725 Missouri 1.47 0
## 4726 Montana 1.47 0
## 4727 Nebraska 1.47 0
## 4728 Nevada 1.47 0
## 4729 New Hampshire 1.47 0
## 4730 New Jersey 1.47 0
## 4731 New Mexico 1.47 0
## 4732 New York 1.47 0
## 4733 North Carolina 1.47 0
## 4734 North Dakota 1.47 0
## 4735 Ohio 1.47 0
## 4736 Oklahoma 1.47 0
## 4737 Oregon 1.47 0
## 4738 Pennsylvania 1.47 0
## 4739 Puerto Rico 1.47 0
## 4740 Rhode Island 1.47 0
## 4741 South Carolina 1.47 0
## 4742 South Dakota 1.47 1
## 4743 Tennessee 1.47 0
## 4744 Texas 1.47 0
## 4745 Utah 1.47 0
## 4746 Vermont 1.47 0
## 4747 Virgin Islands 1.47 0
## 4748 Virginia 1.47 0
## 4749 Washington 1.47 0
## 4750 West Virginia 1.47 0
## 4751 Wisconsin 1.47 0
## 4752 Wyoming 1.47 0
## Monte Carlo Simulation for Hourly_Wage_Avg Mean:
## Analysis for Subsample 2
## State Year Total_Employed_RN Employed_Standard_Error
## Length:621 Min. :1998 Min. : 240 Min. : 0.700
## Class :character 1st Qu.:2004 1st Qu.: 12485 1st Qu.: 2.500
## Mode :character Median :2009 Median : 32180 Median : 3.500
## Mean :2009 Mean : 47768 Mean : 4.422
## 3rd Qu.:2015 3rd Qu.: 60435 3rd Qu.: 5.300
## Max. :2020 Max. :274650 Max. :20.500
## NA's :2 NA's :2
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## Min. :12.51 Min. :11.55 Min. : 26020 Min. : 24020
## 1st Qu.:24.32 1st Qu.:23.51 1st Qu.: 50590 1st Qu.: 48900
## Median :28.59 Median :27.98 Median : 59470 Median : 58200
## Mean :28.76 Mean :28.16 Mean : 59815 Mean : 58568
## 3rd Qu.:33.19 3rd Qu.:32.56 3rd Qu.: 69040 3rd Qu.: 67720
## Max. :50.40 Max. :53.08 Max. :104830 Max. :110410
## NA's :2 NA's :2 NA's :2 NA's :2
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## Min. :0.400 Min. : 7.86 Min. : 9.25
## 1st Qu.:0.900 1st Qu.:17.11 1st Qu.:19.74
## Median :1.100 Median :20.23 Median :23.60
## Mean :1.251 Mean :20.46 Mean :23.78
## 3rd Qu.:1.400 3rd Qu.:23.99 3rd Qu.:27.51
## Max. :6.700 Max. :33.70 Max. :43.31
## NA's :2 NA's :2 NA's :2
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## Min. :14.36 Min. :18.07 Min. :16340
## 1st Qu.:27.72 1st Qu.:32.98 1st Qu.:35590
## Median :32.98 Median :37.75 Median :42080
## Mean :33.23 Mean :38.47 Mean :42564
## 3rd Qu.:38.08 3rd Qu.:44.20 3rd Qu.:49900
## Max. :60.04 Max. :71.85 Max. :70090
## NA's :2 NA's :2 NA's :2
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## Min. :19240 Min. : 29860 Min. : 37570
## 1st Qu.:41060 1st Qu.: 57655 1st Qu.: 68595
## Median :49080 Median : 68600 Median : 78510
## Mean :49468 Mean : 69113 Mean : 80015
## 3rd Qu.:57220 3rd Qu.: 79200 3rd Qu.: 91940
## Max. :90080 Max. :124880 Max. :149440
## NA's :2 NA's :2 NA's :2
## Location_Quotient Total_Employed_National_Aggregate
## Min. :0.340 Min. :124143490
## 1st Qu.:0.910 1st Qu.:129199200
## Median :1.010 Median :131713800
## Mean :1.028 Mean :134129872
## 3rd Qu.:1.160 3rd Qu.:138885360
## Max. :1.500 Max. :147838700
## NA's :311 NA's :2
## Total_Employed_Healthcare_National_Aggregate
## Min. :5854360
## 1st Qu.:6405560
## Median :7394880
## Mean :7305674
## 3rd Qu.:8076300
## Max. :8727310
## NA's :2
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## Min. : 110 Min. : 110
## 1st Qu.: 33270 1st Qu.: 596910
## Median : 90400 Median : 1646510
## Mean :134894 Mean : 2400191
## 3rd Qu.:175850 3rd Qu.: 3067110
## Max. :799030 Max. :15966580
##
## Anomalies in State and Location_Quotient:
## State Location_Quotient Count
## 1 Alabama 0.34 0
## 2 Alaska 0.34 0
## 3 Arizona 0.34 0
## 4 Arkansas 0.34 0
## 5 California 0.34 0
## 6 Colorado 0.34 0
## 7 Connecticut 0.34 0
## 8 Delaware 0.34 0
## 9 District of Columbia 0.34 0
## 10 Florida 0.34 0
## 11 Georgia 0.34 0
## 12 Guam 0.34 0
## 13 Hawaii 0.34 0
## 14 Idaho 0.34 0
## 15 Illinois 0.34 0
## 16 Indiana 0.34 0
## 17 Iowa 0.34 0
## 18 Kansas 0.34 0
## 19 Kentucky 0.34 0
## 20 Louisiana 0.34 0
## 21 Maine 0.34 0
## 22 Maryland 0.34 0
## 23 Massachusetts 0.34 0
## 24 Michigan 0.34 0
## 25 Minnesota 0.34 0
## 26 Mississippi 0.34 0
## 27 Missouri 0.34 0
## 28 Montana 0.34 0
## 29 Nebraska 0.34 0
## 30 Nevada 0.34 0
## 31 New Hampshire 0.34 0
## 32 New Jersey 0.34 0
## 33 New Mexico 0.34 0
## 34 New York 0.34 0
## 35 North Carolina 0.34 0
## 36 North Dakota 0.34 0
## 37 Ohio 0.34 0
## 38 Oklahoma 0.34 0
## 39 Oregon 0.34 0
## 40 Pennsylvania 0.34 0
## 41 Puerto Rico 0.34 0
## 42 Rhode Island 0.34 0
## 43 South Carolina 0.34 0
## 44 South Dakota 0.34 0
## 45 Tennessee 0.34 0
## 46 Texas 0.34 0
## 47 Utah 0.34 0
## 48 Vermont 0.34 0
## 49 Virgin Islands 0.34 1
## 50 Virginia 0.34 0
## 51 Washington 0.34 0
## 52 West Virginia 0.34 0
## 53 Wisconsin 0.34 0
## 54 Wyoming 0.34 0
## 55 Alabama 0.368 0
## 56 Alaska 0.368 0
## 57 Arizona 0.368 0
## 58 Arkansas 0.368 0
## 59 California 0.368 0
## 60 Colorado 0.368 0
## 61 Connecticut 0.368 0
## 62 Delaware 0.368 0
## 63 District of Columbia 0.368 0
## 64 Florida 0.368 0
## 65 Georgia 0.368 0
## 66 Guam 0.368 1
## 67 Hawaii 0.368 0
## 68 Idaho 0.368 0
## 69 Illinois 0.368 0
## 70 Indiana 0.368 0
## 71 Iowa 0.368 0
## 72 Kansas 0.368 0
## 73 Kentucky 0.368 0
## 74 Louisiana 0.368 0
## 75 Maine 0.368 0
## 76 Maryland 0.368 0
## 77 Massachusetts 0.368 0
## 78 Michigan 0.368 0
## 79 Minnesota 0.368 0
## 80 Mississippi 0.368 0
## 81 Missouri 0.368 0
## 82 Montana 0.368 0
## 83 Nebraska 0.368 0
## 84 Nevada 0.368 0
## 85 New Hampshire 0.368 0
## 86 New Jersey 0.368 0
## 87 New Mexico 0.368 0
## 88 New York 0.368 0
## 89 North Carolina 0.368 0
## 90 North Dakota 0.368 0
## 91 Ohio 0.368 0
## 92 Oklahoma 0.368 0
## 93 Oregon 0.368 0
## 94 Pennsylvania 0.368 0
## 95 Puerto Rico 0.368 0
## 96 Rhode Island 0.368 0
## 97 South Carolina 0.368 0
## 98 South Dakota 0.368 0
## 99 Tennessee 0.368 0
## 100 Texas 0.368 0
## 101 Utah 0.368 0
## 102 Vermont 0.368 0
## 103 Virgin Islands 0.368 0
## 104 Virginia 0.368 0
## 105 Washington 0.368 0
## 106 West Virginia 0.368 0
## 107 Wisconsin 0.368 0
## 108 Wyoming 0.368 0
## 109 Alabama 0.38 0
## 110 Alaska 0.38 0
## 111 Arizona 0.38 0
## 112 Arkansas 0.38 0
## 113 California 0.38 0
## 114 Colorado 0.38 0
## 115 Connecticut 0.38 0
## 116 Delaware 0.38 0
## 117 District of Columbia 0.38 0
## 118 Florida 0.38 0
## 119 Georgia 0.38 0
## 120 Guam 0.38 0
## 121 Hawaii 0.38 0
## 122 Idaho 0.38 0
## 123 Illinois 0.38 0
## 124 Indiana 0.38 0
## 125 Iowa 0.38 0
## 126 Kansas 0.38 0
## 127 Kentucky 0.38 0
## 128 Louisiana 0.38 0
## 129 Maine 0.38 0
## 130 Maryland 0.38 0
## 131 Massachusetts 0.38 0
## 132 Michigan 0.38 0
## 133 Minnesota 0.38 0
## 134 Mississippi 0.38 0
## 135 Missouri 0.38 0
## 136 Montana 0.38 0
## 137 Nebraska 0.38 0
## 138 Nevada 0.38 0
## 139 New Hampshire 0.38 0
## 140 New Jersey 0.38 0
## 141 New Mexico 0.38 0
## 142 New York 0.38 0
## 143 North Carolina 0.38 0
## 144 North Dakota 0.38 0
## 145 Ohio 0.38 0
## 146 Oklahoma 0.38 0
## 147 Oregon 0.38 0
## 148 Pennsylvania 0.38 0
## 149 Puerto Rico 0.38 0
## 150 Rhode Island 0.38 0
## 151 South Carolina 0.38 0
## 152 South Dakota 0.38 0
## 153 Tennessee 0.38 0
## 154 Texas 0.38 0
## 155 Utah 0.38 0
## 156 Vermont 0.38 0
## 157 Virgin Islands 0.38 1
## 158 Virginia 0.38 0
## 159 Washington 0.38 0
## 160 West Virginia 0.38 0
## 161 Wisconsin 0.38 0
## 162 Wyoming 0.38 0
## 163 Alabama 0.43 0
## 164 Alaska 0.43 0
## 165 Arizona 0.43 0
## 166 Arkansas 0.43 0
## 167 California 0.43 0
## 168 Colorado 0.43 0
## 169 Connecticut 0.43 0
## 170 Delaware 0.43 0
## 171 District of Columbia 0.43 0
## 172 Florida 0.43 0
## 173 Georgia 0.43 0
## 174 Guam 0.43 1
## 175 Hawaii 0.43 0
## 176 Idaho 0.43 0
## 177 Illinois 0.43 0
## 178 Indiana 0.43 0
## 179 Iowa 0.43 0
## 180 Kansas 0.43 0
## 181 Kentucky 0.43 0
## 182 Louisiana 0.43 0
## 183 Maine 0.43 0
## 184 Maryland 0.43 0
## 185 Massachusetts 0.43 0
## 186 Michigan 0.43 0
## 187 Minnesota 0.43 0
## 188 Mississippi 0.43 0
## 189 Missouri 0.43 0
## 190 Montana 0.43 0
## 191 Nebraska 0.43 0
## 192 Nevada 0.43 0
## 193 New Hampshire 0.43 0
## 194 New Jersey 0.43 0
## 195 New Mexico 0.43 0
## 196 New York 0.43 0
## 197 North Carolina 0.43 0
## 198 North Dakota 0.43 0
## 199 Ohio 0.43 0
## 200 Oklahoma 0.43 0
## 201 Oregon 0.43 0
## 202 Pennsylvania 0.43 0
## 203 Puerto Rico 0.43 0
## 204 Rhode Island 0.43 0
## 205 South Carolina 0.43 0
## 206 South Dakota 0.43 0
## 207 Tennessee 0.43 0
## 208 Texas 0.43 0
## 209 Utah 0.43 0
## 210 Vermont 0.43 0
## 211 Virgin Islands 0.43 2
## 212 Virginia 0.43 0
## 213 Washington 0.43 0
## 214 West Virginia 0.43 0
## 215 Wisconsin 0.43 0
## 216 Wyoming 0.43 0
## 217 Alabama 0.68 0
## 218 Alaska 0.68 0
## 219 Arizona 0.68 0
## 220 Arkansas 0.68 0
## 221 California 0.68 0
## 222 Colorado 0.68 0
## 223 Connecticut 0.68 0
## 224 Delaware 0.68 0
## 225 District of Columbia 0.68 0
## 226 Florida 0.68 0
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## 4244 New Jersey 1.5 0
## 4245 New Mexico 1.5 0
## 4246 New York 1.5 0
## 4247 North Carolina 1.5 0
## 4248 North Dakota 1.5 0
## 4249 Ohio 1.5 0
## 4250 Oklahoma 1.5 0
## 4251 Oregon 1.5 0
## 4252 Pennsylvania 1.5 0
## 4253 Puerto Rico 1.5 0
## 4254 Rhode Island 1.5 0
## 4255 South Carolina 1.5 0
## 4256 South Dakota 1.5 1
## 4257 Tennessee 1.5 0
## 4258 Texas 1.5 0
## 4259 Utah 1.5 0
## 4260 Vermont 1.5 0
## 4261 Virgin Islands 1.5 0
## 4262 Virginia 1.5 0
## 4263 Washington 1.5 0
## 4264 West Virginia 1.5 0
## 4265 Wisconsin 1.5 0
## 4266 Wyoming 1.5 0
## Monte Carlo Simulation for Hourly_Wage_Avg Mean:
## Analysis for Subsample 3
## State Year Total_Employed_RN Employed_Standard_Error
## Length:621 Min. :1998 Min. : 300 Min. : 0.700
## Class :character 1st Qu.:2003 1st Qu.: 12625 1st Qu.: 2.500
## Mode :character Median :2009 Median : 32450 Median : 3.500
## Mean :2009 Mean : 48749 Mean : 4.375
## 3rd Qu.:2015 3rd Qu.: 59535 3rd Qu.: 5.000
## Max. :2020 Max. :307060 Max. :26.100
## NA's :2 NA's :2
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## Min. :10.03 Min. : 9.00 Min. : 20870 Min. : 18720
## 1st Qu.:23.17 1st Qu.:22.48 1st Qu.: 48185 1st Qu.: 46770
## Median :27.92 Median :27.17 Median : 58070 Median : 56515
## Mean :28.27 Mean :27.62 Mean : 58801 Mean : 57443
## 3rd Qu.:32.08 3rd Qu.:31.40 3rd Qu.: 66730 3rd Qu.: 65310
## Max. :57.96 Max. :56.93 Max. :120560 Max. :118410
## NA's :3 NA's :3 NA's :3 NA's :3
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## Min. :0.400 Min. : 6.84 Min. : 7.64
## 1st Qu.:0.900 1st Qu.:16.54 1st Qu.:19.18
## Median :1.100 Median :19.73 Median :22.92
## Mean :1.251 Mean :20.08 Mean :23.35
## 3rd Qu.:1.400 3rd Qu.:23.09 3rd Qu.:26.64
## Max. :6.700 Max. :36.62 Max. :45.18
## NA's :3 NA's :3 NA's :3
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## Min. :10.99 Min. :14.27 Min. :14220
## 1st Qu.:26.59 1st Qu.:31.79 1st Qu.:34403
## Median :32.05 Median :37.22 Median :41050
## Mean :32.63 Mean :37.88 Mean :41769
## 3rd Qu.:37.15 3rd Qu.:43.60 3rd Qu.:48020
## Max. :71.07 Max. :83.35 Max. :76180
## NA's :3 NA's :3 NA's :3
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## Min. :15880 Min. : 22850 Min. : 29680
## 1st Qu.:39898 1st Qu.: 55300 1st Qu.: 66110
## Median :47680 Median : 66655 Median : 77425
## Mean :48557 Mean : 67878 Mean : 78800
## 3rd Qu.:55398 3rd Qu.: 77278 3rd Qu.: 90690
## Max. :93970 Max. :147830 Max. :173370
## NA's :3 NA's :3 NA's :3
## Location_Quotient Total_Employed_National_Aggregate
## Min. :0.380 Min. :124143490
## 1st Qu.:0.920 1st Qu.:129059020
## Median :1.010 Median :131713800
## Mean :1.016 Mean :133970931
## 3rd Qu.:1.140 3rd Qu.:138885360
## Max. :1.480 Max. :147838700
## NA's :324 NA's :2
## Total_Employed_Healthcare_National_Aggregate
## Min. :5854360
## 1st Qu.:6226540
## Median :7250140
## Mean :7247082
## 3rd Qu.:8076300
## Max. :8727310
## NA's :2
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## Min. : 400 Min. : 400
## 1st Qu.: 35310 1st Qu.: 595060
## Median : 93530 Median : 1682150
## Mean :137662 Mean : 2449789
## 3rd Qu.:174480 3rd Qu.: 2983930
## Max. :844930 Max. :17382400
## NA's :1
## Anomalies in State and Location_Quotient:
## State Location_Quotient Count
## 1 Alabama 0.38 0
## 2 Alaska 0.38 0
## 3 Arizona 0.38 0
## 4 Arkansas 0.38 0
## 5 California 0.38 0
## 6 Colorado 0.38 0
## 7 Connecticut 0.38 0
## 8 Delaware 0.38 0
## 9 District of Columbia 0.38 0
## 10 Florida 0.38 0
## 11 Georgia 0.38 0
## 12 Guam 0.38 0
## 13 Hawaii 0.38 0
## 14 Idaho 0.38 0
## 15 Illinois 0.38 0
## 16 Indiana 0.38 0
## 17 Iowa 0.38 0
## 18 Kansas 0.38 0
## 19 Kentucky 0.38 0
## 20 Louisiana 0.38 0
## 21 Maine 0.38 0
## 22 Maryland 0.38 0
## 23 Massachusetts 0.38 0
## 24 Michigan 0.38 0
## 25 Minnesota 0.38 0
## 26 Mississippi 0.38 0
## 27 Missouri 0.38 0
## 28 Montana 0.38 0
## 29 Nebraska 0.38 0
## 30 Nevada 0.38 0
## 31 New Hampshire 0.38 0
## 32 New Jersey 0.38 0
## 33 New Mexico 0.38 0
## 34 New York 0.38 0
## 35 North Carolina 0.38 0
## 36 North Dakota 0.38 0
## 37 Ohio 0.38 0
## 38 Oklahoma 0.38 0
## 39 Oregon 0.38 0
## 40 Pennsylvania 0.38 0
## 41 Puerto Rico 0.38 0
## 42 Rhode Island 0.38 0
## 43 South Carolina 0.38 0
## 44 South Dakota 0.38 0
## 45 Tennessee 0.38 0
## 46 Texas 0.38 0
## 47 Utah 0.38 0
## 48 Vermont 0.38 0
## 49 Virgin Islands 0.38 1
## 50 Virginia 0.38 0
## 51 Washington 0.38 0
## 52 West Virginia 0.38 0
## 53 Wisconsin 0.38 0
## 54 Wyoming 0.38 0
## 55 Alabama 0.43 0
## 56 Alaska 0.43 0
## 57 Arizona 0.43 0
## 58 Arkansas 0.43 0
## 59 California 0.43 0
## 60 Colorado 0.43 0
## 61 Connecticut 0.43 0
## 62 Delaware 0.43 0
## 63 District of Columbia 0.43 0
## 64 Florida 0.43 0
## 65 Georgia 0.43 0
## 66 Guam 0.43 0
## 67 Hawaii 0.43 0
## 68 Idaho 0.43 0
## 69 Illinois 0.43 0
## 70 Indiana 0.43 0
## 71 Iowa 0.43 0
## 72 Kansas 0.43 0
## 73 Kentucky 0.43 0
## 74 Louisiana 0.43 0
## 75 Maine 0.43 0
## 76 Maryland 0.43 0
## 77 Massachusetts 0.43 0
## 78 Michigan 0.43 0
## 79 Minnesota 0.43 0
## 80 Mississippi 0.43 0
## 81 Missouri 0.43 0
## 82 Montana 0.43 0
## 83 Nebraska 0.43 0
## 84 Nevada 0.43 0
## 85 New Hampshire 0.43 0
## 86 New Jersey 0.43 0
## 87 New Mexico 0.43 0
## 88 New York 0.43 0
## 89 North Carolina 0.43 0
## 90 North Dakota 0.43 0
## 91 Ohio 0.43 0
## 92 Oklahoma 0.43 0
## 93 Oregon 0.43 0
## 94 Pennsylvania 0.43 0
## 95 Puerto Rico 0.43 0
## 96 Rhode Island 0.43 0
## 97 South Carolina 0.43 0
## 98 South Dakota 0.43 0
## 99 Tennessee 0.43 0
## 100 Texas 0.43 0
## 101 Utah 0.43 0
## 102 Vermont 0.43 0
## 103 Virgin Islands 0.43 1
## 104 Virginia 0.43 0
## 105 Washington 0.43 0
## 106 West Virginia 0.43 0
## 107 Wisconsin 0.43 0
## 108 Wyoming 0.43 0
## 109 Alabama 0.44 0
## 110 Alaska 0.44 0
## 111 Arizona 0.44 0
## 112 Arkansas 0.44 0
## 113 California 0.44 0
## 114 Colorado 0.44 0
## 115 Connecticut 0.44 0
## 116 Delaware 0.44 0
## 117 District of Columbia 0.44 0
## 118 Florida 0.44 0
## 119 Georgia 0.44 0
## 120 Guam 0.44 1
## 121 Hawaii 0.44 0
## 122 Idaho 0.44 0
## 123 Illinois 0.44 0
## 124 Indiana 0.44 0
## 125 Iowa 0.44 0
## 126 Kansas 0.44 0
## 127 Kentucky 0.44 0
## 128 Louisiana 0.44 0
## 129 Maine 0.44 0
## 130 Maryland 0.44 0
## 131 Massachusetts 0.44 0
## 132 Michigan 0.44 0
## 133 Minnesota 0.44 0
## 134 Mississippi 0.44 0
## 135 Missouri 0.44 0
## 136 Montana 0.44 0
## 137 Nebraska 0.44 0
## 138 Nevada 0.44 0
## 139 New Hampshire 0.44 0
## 140 New Jersey 0.44 0
## 141 New Mexico 0.44 0
## 142 New York 0.44 0
## 143 North Carolina 0.44 0
## 144 North Dakota 0.44 0
## 145 Ohio 0.44 0
## 146 Oklahoma 0.44 0
## 147 Oregon 0.44 0
## 148 Pennsylvania 0.44 0
## 149 Puerto Rico 0.44 0
## 150 Rhode Island 0.44 0
## 151 South Carolina 0.44 0
## 152 South Dakota 0.44 0
## 153 Tennessee 0.44 0
## 154 Texas 0.44 0
## 155 Utah 0.44 0
## 156 Vermont 0.44 0
## 157 Virgin Islands 0.44 0
## 158 Virginia 0.44 0
## 159 Washington 0.44 0
## 160 West Virginia 0.44 0
## 161 Wisconsin 0.44 0
## 162 Wyoming 0.44 0
## 163 Alabama 0.5 0
## 164 Alaska 0.5 0
## 165 Arizona 0.5 0
## 166 Arkansas 0.5 0
## 167 California 0.5 0
## 168 Colorado 0.5 0
## 169 Connecticut 0.5 0
## 170 Delaware 0.5 0
## 171 District of Columbia 0.5 0
## 172 Florida 0.5 0
## 173 Georgia 0.5 0
## 174 Guam 0.5 1
## 175 Hawaii 0.5 0
## 176 Idaho 0.5 0
## 177 Illinois 0.5 0
## 178 Indiana 0.5 0
## 179 Iowa 0.5 0
## 180 Kansas 0.5 0
## 181 Kentucky 0.5 0
## 182 Louisiana 0.5 0
## 183 Maine 0.5 0
## 184 Maryland 0.5 0
## 185 Massachusetts 0.5 0
## 186 Michigan 0.5 0
## 187 Minnesota 0.5 0
## 188 Mississippi 0.5 0
## 189 Missouri 0.5 0
## 190 Montana 0.5 0
## 191 Nebraska 0.5 0
## 192 Nevada 0.5 0
## 193 New Hampshire 0.5 0
## 194 New Jersey 0.5 0
## 195 New Mexico 0.5 0
## 196 New York 0.5 0
## 197 North Carolina 0.5 0
## 198 North Dakota 0.5 0
## 199 Ohio 0.5 0
## 200 Oklahoma 0.5 0
## 201 Oregon 0.5 0
## 202 Pennsylvania 0.5 0
## 203 Puerto Rico 0.5 0
## 204 Rhode Island 0.5 0
## 205 South Carolina 0.5 0
## 206 South Dakota 0.5 0
## 207 Tennessee 0.5 0
## 208 Texas 0.5 0
## 209 Utah 0.5 0
## 210 Vermont 0.5 0
## 211 Virgin Islands 0.5 0
## 212 Virginia 0.5 0
## 213 Washington 0.5 0
## 214 West Virginia 0.5 0
## 215 Wisconsin 0.5 0
## 216 Wyoming 0.5 0
## 217 Alabama 0.53 0
## 218 Alaska 0.53 0
## 219 Arizona 0.53 0
## 220 Arkansas 0.53 0
## 221 California 0.53 0
## 222 Colorado 0.53 0
## 223 Connecticut 0.53 0
## 224 Delaware 0.53 0
## 225 District of Columbia 0.53 0
## 226 Florida 0.53 0
## 227 Georgia 0.53 0
## 228 Guam 0.53 2
## 229 Hawaii 0.53 0
## 230 Idaho 0.53 0
## 231 Illinois 0.53 0
## 232 Indiana 0.53 0
## 233 Iowa 0.53 0
## 234 Kansas 0.53 0
## 235 Kentucky 0.53 0
## 236 Louisiana 0.53 0
## 237 Maine 0.53 0
## 238 Maryland 0.53 0
## 239 Massachusetts 0.53 0
## 240 Michigan 0.53 0
## 241 Minnesota 0.53 0
## 242 Mississippi 0.53 0
## 243 Missouri 0.53 0
## 244 Montana 0.53 0
## 245 Nebraska 0.53 0
## 246 Nevada 0.53 0
## 247 New Hampshire 0.53 0
## 248 New Jersey 0.53 0
## 249 New Mexico 0.53 0
## 250 New York 0.53 0
## 251 North Carolina 0.53 0
## 252 North Dakota 0.53 0
## 253 Ohio 0.53 0
## 254 Oklahoma 0.53 0
## 255 Oregon 0.53 0
## 256 Pennsylvania 0.53 0
## 257 Puerto Rico 0.53 0
## 258 Rhode Island 0.53 0
## 259 South Carolina 0.53 0
## 260 South Dakota 0.53 0
## 261 Tennessee 0.53 0
## 262 Texas 0.53 0
## 263 Utah 0.53 0
## 264 Vermont 0.53 0
## 265 Virgin Islands 0.53 0
## 266 Virginia 0.53 0
## 267 Washington 0.53 0
## 268 West Virginia 0.53 0
## 269 Wisconsin 0.53 0
## 270 Wyoming 0.53 0
## 271 Alabama 0.54 0
## 272 Alaska 0.54 0
## 273 Arizona 0.54 0
## 274 Arkansas 0.54 0
## 275 California 0.54 0
## 276 Colorado 0.54 0
## 277 Connecticut 0.54 0
## 278 Delaware 0.54 0
## 279 District of Columbia 0.54 0
## 280 Florida 0.54 0
## 281 Georgia 0.54 0
## 282 Guam 0.54 0
## 283 Hawaii 0.54 0
## 284 Idaho 0.54 0
## 285 Illinois 0.54 0
## 286 Indiana 0.54 0
## 287 Iowa 0.54 0
## 288 Kansas 0.54 0
## 289 Kentucky 0.54 0
## 290 Louisiana 0.54 0
## 291 Maine 0.54 0
## 292 Maryland 0.54 0
## 293 Massachusetts 0.54 0
## 294 Michigan 0.54 0
## 295 Minnesota 0.54 0
## 296 Mississippi 0.54 0
## 297 Missouri 0.54 0
## 298 Montana 0.54 0
## 299 Nebraska 0.54 0
## 300 Nevada 0.54 0
## 301 New Hampshire 0.54 0
## 302 New Jersey 0.54 0
## 303 New Mexico 0.54 0
## 304 New York 0.54 0
## 305 North Carolina 0.54 0
## 306 North Dakota 0.54 0
## 307 Ohio 0.54 0
## 308 Oklahoma 0.54 0
## 309 Oregon 0.54 0
## 310 Pennsylvania 0.54 0
## 311 Puerto Rico 0.54 0
## 312 Rhode Island 0.54 0
## 313 South Carolina 0.54 0
## 314 South Dakota 0.54 0
## 315 Tennessee 0.54 0
## 316 Texas 0.54 0
## 317 Utah 0.54 0
## 318 Vermont 0.54 0
## 319 Virgin Islands 0.54 1
## 320 Virginia 0.54 0
## 321 Washington 0.54 0
## 322 West Virginia 0.54 0
## 323 Wisconsin 0.54 0
## 324 Wyoming 0.54 0
## 325 Alabama 0.7 0
## 326 Alaska 0.7 0
## 327 Arizona 0.7 0
## 328 Arkansas 0.7 0
## 329 California 0.7 0
## 330 Colorado 0.7 0
## 331 Connecticut 0.7 0
## 332 Delaware 0.7 0
## 333 District of Columbia 0.7 0
## 334 Florida 0.7 0
## 335 Georgia 0.7 0
## 336 Guam 0.7 0
## 337 Hawaii 0.7 0
## 338 Idaho 0.7 0
## 339 Illinois 0.7 0
## 340 Indiana 0.7 0
## 341 Iowa 0.7 0
## 342 Kansas 0.7 0
## 343 Kentucky 0.7 0
## 344 Louisiana 0.7 0
## 345 Maine 0.7 0
## 346 Maryland 0.7 0
## 347 Massachusetts 0.7 0
## 348 Michigan 0.7 0
## 349 Minnesota 0.7 0
## 350 Mississippi 0.7 0
## 351 Missouri 0.7 0
## 352 Montana 0.7 0
## 353 Nebraska 0.7 0
## 354 Nevada 0.7 1
## 355 New Hampshire 0.7 0
## 356 New Jersey 0.7 0
## 357 New Mexico 0.7 0
## 358 New York 0.7 0
## 359 North Carolina 0.7 0
## 360 North Dakota 0.7 0
## 361 Ohio 0.7 0
## 362 Oklahoma 0.7 0
## 363 Oregon 0.7 0
## 364 Pennsylvania 0.7 0
## 365 Puerto Rico 0.7 0
## 366 Rhode Island 0.7 0
## 367 South Carolina 0.7 0
## 368 South Dakota 0.7 0
## 369 Tennessee 0.7 0
## 370 Texas 0.7 0
## 371 Utah 0.7 0
## 372 Vermont 0.7 0
## 373 Virgin Islands 0.7 0
## 374 Virginia 0.7 0
## 375 Washington 0.7 0
## 376 West Virginia 0.7 0
## 377 Wisconsin 0.7 0
## 378 Wyoming 0.7 0
## 379 Alabama 0.72 0
## 380 Alaska 0.72 0
## 381 Arizona 0.72 0
## 382 Arkansas 0.72 0
## 383 California 0.72 0
## 384 Colorado 0.72 0
## 385 Connecticut 0.72 0
## 386 Delaware 0.72 0
## 387 District of Columbia 0.72 1
## 388 Florida 0.72 0
## 389 Georgia 0.72 0
## 390 Guam 0.72 0
## 391 Hawaii 0.72 0
## 392 Idaho 0.72 0
## 393 Illinois 0.72 0
## 394 Indiana 0.72 0
## 395 Iowa 0.72 0
## 396 Kansas 0.72 0
## 397 Kentucky 0.72 0
## 398 Louisiana 0.72 0
## 399 Maine 0.72 0
## 400 Maryland 0.72 0
## 401 Massachusetts 0.72 0
## 402 Michigan 0.72 0
## 403 Minnesota 0.72 0
## 404 Mississippi 0.72 0
## 405 Missouri 0.72 0
## 406 Montana 0.72 0
## 407 Nebraska 0.72 0
## 408 Nevada 0.72 0
## 409 New Hampshire 0.72 0
## 410 New Jersey 0.72 0
## 411 New Mexico 0.72 0
## 412 New York 0.72 0
## 413 North Carolina 0.72 0
## 414 North Dakota 0.72 0
## 415 Ohio 0.72 0
## 416 Oklahoma 0.72 0
## 417 Oregon 0.72 0
## 418 Pennsylvania 0.72 0
## 419 Puerto Rico 0.72 0
## 420 Rhode Island 0.72 0
## 421 South Carolina 0.72 0
## 422 South Dakota 0.72 0
## 423 Tennessee 0.72 0
## 424 Texas 0.72 0
## 425 Utah 0.72 0
## 426 Vermont 0.72 0
## 427 Virgin Islands 0.72 0
## 428 Virginia 0.72 0
## 429 Washington 0.72 0
## 430 West Virginia 0.72 0
## 431 Wisconsin 0.72 0
## 432 Wyoming 0.72 0
## 433 Alabama 0.73 0
## 434 Alaska 0.73 0
## 435 Arizona 0.73 0
## 436 Arkansas 0.73 0
## 437 California 0.73 0
## 438 Colorado 0.73 0
## 439 Connecticut 0.73 0
## 440 Delaware 0.73 0
## 441 District of Columbia 0.73 0
## 442 Florida 0.73 0
## 443 Georgia 0.73 0
## 444 Guam 0.73 0
## 445 Hawaii 0.73 0
## 446 Idaho 0.73 0
## 447 Illinois 0.73 0
## 448 Indiana 0.73 0
## 449 Iowa 0.73 0
## 450 Kansas 0.73 0
## 451 Kentucky 0.73 0
## 452 Louisiana 0.73 0
## 453 Maine 0.73 0
## 454 Maryland 0.73 0
## 455 Massachusetts 0.73 0
## 456 Michigan 0.73 0
## 457 Minnesota 0.73 0
## 458 Mississippi 0.73 0
## 459 Missouri 0.73 0
## 460 Montana 0.73 0
## 461 Nebraska 0.73 0
## 462 Nevada 0.73 0
## 463 New Hampshire 0.73 0
## 464 New Jersey 0.73 0
## 465 New Mexico 0.73 0
## 466 New York 0.73 0
## 467 North Carolina 0.73 0
## 468 North Dakota 0.73 0
## 469 Ohio 0.73 0
## 470 Oklahoma 0.73 0
## 471 Oregon 0.73 0
## 472 Pennsylvania 0.73 0
## 473 Puerto Rico 0.73 0
## 474 Rhode Island 0.73 0
## 475 South Carolina 0.73 0
## 476 South Dakota 0.73 0
## 477 Tennessee 0.73 0
## 478 Texas 0.73 0
## 479 Utah 0.73 1
## 480 Vermont 0.73 0
## 481 Virgin Islands 0.73 0
## 482 Virginia 0.73 0
## 483 Washington 0.73 0
## 484 West Virginia 0.73 0
## 485 Wisconsin 0.73 0
## 486 Wyoming 0.73 0
## 487 Alabama 0.74 0
## 488 Alaska 0.74 0
## 489 Arizona 0.74 0
## 490 Arkansas 0.74 0
## 491 California 0.74 0
## 492 Colorado 0.74 0
## 493 Connecticut 0.74 0
## 494 Delaware 0.74 0
## 495 District of Columbia 0.74 0
## 496 Florida 0.74 0
## 497 Georgia 0.74 0
## 498 Guam 0.74 0
## 499 Hawaii 0.74 0
## 500 Idaho 0.74 0
## 501 Illinois 0.74 0
## 502 Indiana 0.74 0
## 503 Iowa 0.74 0
## 504 Kansas 0.74 0
## 505 Kentucky 0.74 0
## 506 Louisiana 0.74 0
## 507 Maine 0.74 0
## 508 Maryland 0.74 0
## 509 Massachusetts 0.74 0
## 510 Michigan 0.74 0
## 511 Minnesota 0.74 0
## 512 Mississippi 0.74 0
## 513 Missouri 0.74 0
## 514 Montana 0.74 0
## 515 Nebraska 0.74 0
## 516 Nevada 0.74 1
## 517 New Hampshire 0.74 0
## 518 New Jersey 0.74 0
## 519 New Mexico 0.74 0
## 520 New York 0.74 0
## 521 North Carolina 0.74 0
## 522 North Dakota 0.74 0
## 523 Ohio 0.74 0
## 524 Oklahoma 0.74 0
## 525 Oregon 0.74 0
## 526 Pennsylvania 0.74 0
## 527 Puerto Rico 0.74 0
## 528 Rhode Island 0.74 0
## 529 South Carolina 0.74 0
## 530 South Dakota 0.74 0
## 531 Tennessee 0.74 0
## 532 Texas 0.74 0
## 533 Utah 0.74 0
## 534 Vermont 0.74 0
## 535 Virgin Islands 0.74 0
## 536 Virginia 0.74 0
## 537 Washington 0.74 0
## 538 West Virginia 0.74 0
## 539 Wisconsin 0.74 0
## 540 Wyoming 0.74 0
## 541 Alabama 0.76 0
## 542 Alaska 0.76 0
## 543 Arizona 0.76 0
## 544 Arkansas 0.76 0
## 545 California 0.76 0
## 546 Colorado 0.76 0
## 547 Connecticut 0.76 0
## 548 Delaware 0.76 0
## 549 District of Columbia 0.76 2
## 550 Florida 0.76 0
## 551 Georgia 0.76 0
## 552 Guam 0.76 0
## 553 Hawaii 0.76 0
## 554 Idaho 0.76 0
## 555 Illinois 0.76 0
## 556 Indiana 0.76 0
## 557 Iowa 0.76 0
## 558 Kansas 0.76 0
## 559 Kentucky 0.76 0
## 560 Louisiana 0.76 0
## 561 Maine 0.76 0
## 562 Maryland 0.76 0
## 563 Massachusetts 0.76 0
## 564 Michigan 0.76 0
## 565 Minnesota 0.76 0
## 566 Mississippi 0.76 0
## 567 Missouri 0.76 0
## 568 Montana 0.76 0
## 569 Nebraska 0.76 0
## 570 Nevada 0.76 0
## 571 New Hampshire 0.76 0
## 572 New Jersey 0.76 0
## 573 New Mexico 0.76 0
## 574 New York 0.76 0
## 575 North Carolina 0.76 0
## 576 North Dakota 0.76 0
## 577 Ohio 0.76 0
## 578 Oklahoma 0.76 0
## 579 Oregon 0.76 0
## 580 Pennsylvania 0.76 0
## 581 Puerto Rico 0.76 0
## 582 Rhode Island 0.76 0
## 583 South Carolina 0.76 0
## 584 South Dakota 0.76 0
## 585 Tennessee 0.76 0
## 586 Texas 0.76 0
## 587 Utah 0.76 1
## 588 Vermont 0.76 0
## 589 Virgin Islands 0.76 0
## 590 Virginia 0.76 0
## 591 Washington 0.76 0
## 592 West Virginia 0.76 0
## 593 Wisconsin 0.76 0
## 594 Wyoming 0.76 0
## 595 Alabama 0.77 0
## 596 Alaska 0.77 0
## 597 Arizona 0.77 0
## 598 Arkansas 0.77 0
## 599 California 0.77 0
## 600 Colorado 0.77 0
## 601 Connecticut 0.77 0
## 602 Delaware 0.77 0
## 603 District of Columbia 0.77 0
## 604 Florida 0.77 0
## 605 Georgia 0.77 0
## 606 Guam 0.77 0
## 607 Hawaii 0.77 0
## 608 Idaho 0.77 0
## 609 Illinois 0.77 0
## 610 Indiana 0.77 0
## 611 Iowa 0.77 0
## 612 Kansas 0.77 0
## 613 Kentucky 0.77 0
## 614 Louisiana 0.77 0
## 615 Maine 0.77 0
## 616 Maryland 0.77 0
## 617 Massachusetts 0.77 0
## 618 Michigan 0.77 0
## 619 Minnesota 0.77 0
## 620 Mississippi 0.77 0
## 621 Missouri 0.77 0
## 622 Montana 0.77 0
## 623 Nebraska 0.77 0
## 624 Nevada 0.77 0
## 625 New Hampshire 0.77 0
## 626 New Jersey 0.77 0
## 627 New Mexico 0.77 0
## 628 New York 0.77 0
## 629 North Carolina 0.77 0
## 630 North Dakota 0.77 0
## 631 Ohio 0.77 0
## 632 Oklahoma 0.77 0
## 633 Oregon 0.77 0
## 634 Pennsylvania 0.77 0
## 635 Puerto Rico 0.77 0
## 636 Rhode Island 0.77 0
## 637 South Carolina 0.77 0
## 638 South Dakota 0.77 0
## 639 Tennessee 0.77 0
## 640 Texas 0.77 0
## 641 Utah 0.77 1
## 642 Vermont 0.77 0
## 643 Virgin Islands 0.77 0
## 644 Virginia 0.77 0
## 645 Washington 0.77 0
## 646 West Virginia 0.77 0
## 647 Wisconsin 0.77 0
## 648 Wyoming 0.77 0
## 649 Alabama 0.78 0
## 650 Alaska 0.78 0
## 651 Arizona 0.78 0
## 652 Arkansas 0.78 0
## 653 California 0.78 0
## 654 Colorado 0.78 0
## 655 Connecticut 0.78 0
## 656 Delaware 0.78 0
## 657 District of Columbia 0.78 1
## 658 Florida 0.78 0
## 659 Georgia 0.78 0
## 660 Guam 0.78 0
## 661 Hawaii 0.78 0
## 662 Idaho 0.78 0
## 663 Illinois 0.78 0
## 664 Indiana 0.78 0
## 665 Iowa 0.78 0
## 666 Kansas 0.78 0
## 667 Kentucky 0.78 0
## 668 Louisiana 0.78 0
## 669 Maine 0.78 0
## 670 Maryland 0.78 0
## 671 Massachusetts 0.78 0
## 672 Michigan 0.78 0
## 673 Minnesota 0.78 0
## 674 Mississippi 0.78 0
## 675 Missouri 0.78 0
## 676 Montana 0.78 0
## 677 Nebraska 0.78 0
## 678 Nevada 0.78 1
## 679 New Hampshire 0.78 0
## 680 New Jersey 0.78 0
## 681 New Mexico 0.78 0
## 682 New York 0.78 0
## 683 North Carolina 0.78 0
## 684 North Dakota 0.78 0
## 685 Ohio 0.78 0
## 686 Oklahoma 0.78 0
## 687 Oregon 0.78 0
## 688 Pennsylvania 0.78 0
## 689 Puerto Rico 0.78 0
## 690 Rhode Island 0.78 0
## 691 South Carolina 0.78 0
## 692 South Dakota 0.78 0
## 693 Tennessee 0.78 0
## 694 Texas 0.78 0
## 695 Utah 0.78 0
## 696 Vermont 0.78 0
## 697 Virgin Islands 0.78 0
## 698 Virginia 0.78 0
## 699 Washington 0.78 0
## 700 West Virginia 0.78 0
## 701 Wisconsin 0.78 0
## 702 Wyoming 0.78 0
## 703 Alabama 0.79 0
## 704 Alaska 0.79 0
## 705 Arizona 0.79 0
## 706 Arkansas 0.79 0
## 707 California 0.79 0
## 708 Colorado 0.79 0
## 709 Connecticut 0.79 0
## 710 Delaware 0.79 0
## 711 District of Columbia 0.79 0
## 712 Florida 0.79 0
## 713 Georgia 0.79 1
## 714 Guam 0.79 0
## 715 Hawaii 0.79 0
## 716 Idaho 0.79 0
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## 3912 Michigan 1.306 0
## 3913 Minnesota 1.306 0
## 3914 Mississippi 1.306 0
## 3915 Missouri 1.306 0
## 3916 Montana 1.306 0
## 3917 Nebraska 1.306 0
## 3918 Nevada 1.306 0
## 3919 New Hampshire 1.306 0
## 3920 New Jersey 1.306 0
## 3921 New Mexico 1.306 0
## 3922 New York 1.306 0
## 3923 North Carolina 1.306 0
## 3924 North Dakota 1.306 0
## 3925 Ohio 1.306 0
## 3926 Oklahoma 1.306 0
## 3927 Oregon 1.306 0
## 3928 Pennsylvania 1.306 0
## 3929 Puerto Rico 1.306 0
## 3930 Rhode Island 1.306 0
## 3931 South Carolina 1.306 0
## 3932 South Dakota 1.306 0
## 3933 Tennessee 1.306 0
## 3934 Texas 1.306 0
## 3935 Utah 1.306 0
## 3936 Vermont 1.306 0
## 3937 Virgin Islands 1.306 0
## 3938 Virginia 1.306 0
## 3939 Washington 1.306 0
## 3940 West Virginia 1.306 0
## 3941 Wisconsin 1.306 0
## 3942 Wyoming 1.306 0
## 3943 Alabama 1.32 0
## 3944 Alaska 1.32 0
## 3945 Arizona 1.32 0
## 3946 Arkansas 1.32 0
## 3947 California 1.32 0
## 3948 Colorado 1.32 0
## 3949 Connecticut 1.32 0
## 3950 Delaware 1.32 0
## 3951 District of Columbia 1.32 0
## 3952 Florida 1.32 0
## 3953 Georgia 1.32 0
## 3954 Guam 1.32 0
## 3955 Hawaii 1.32 0
## 3956 Idaho 1.32 0
## 3957 Illinois 1.32 0
## 3958 Indiana 1.32 0
## 3959 Iowa 1.32 0
## 3960 Kansas 1.32 0
## 3961 Kentucky 1.32 0
## 3962 Louisiana 1.32 0
## 3963 Maine 1.32 0
## 3964 Maryland 1.32 0
## 3965 Massachusetts 1.32 0
## 3966 Michigan 1.32 0
## 3967 Minnesota 1.32 0
## 3968 Mississippi 1.32 0
## 3969 Missouri 1.32 0
## 3970 Montana 1.32 0
## 3971 Nebraska 1.32 0
## 3972 Nevada 1.32 0
## 3973 New Hampshire 1.32 0
## 3974 New Jersey 1.32 0
## 3975 New Mexico 1.32 0
## 3976 New York 1.32 0
## 3977 North Carolina 1.32 0
## 3978 North Dakota 1.32 0
## 3979 Ohio 1.32 0
## 3980 Oklahoma 1.32 0
## 3981 Oregon 1.32 0
## 3982 Pennsylvania 1.32 0
## 3983 Puerto Rico 1.32 0
## 3984 Rhode Island 1.32 0
## 3985 South Carolina 1.32 0
## 3986 South Dakota 1.32 1
## 3987 Tennessee 1.32 0
## 3988 Texas 1.32 0
## 3989 Utah 1.32 0
## 3990 Vermont 1.32 0
## 3991 Virgin Islands 1.32 0
## 3992 Virginia 1.32 0
## 3993 Washington 1.32 0
## 3994 West Virginia 1.32 0
## 3995 Wisconsin 1.32 0
## 3996 Wyoming 1.32 0
## 3997 Alabama 1.327 0
## 3998 Alaska 1.327 0
## 3999 Arizona 1.327 0
## 4000 Arkansas 1.327 0
## 4001 California 1.327 0
## 4002 Colorado 1.327 0
## 4003 Connecticut 1.327 0
## 4004 Delaware 1.327 0
## 4005 District of Columbia 1.327 0
## 4006 Florida 1.327 0
## 4007 Georgia 1.327 0
## 4008 Guam 1.327 0
## 4009 Hawaii 1.327 0
## 4010 Idaho 1.327 0
## 4011 Illinois 1.327 0
## 4012 Indiana 1.327 0
## 4013 Iowa 1.327 0
## 4014 Kansas 1.327 0
## 4015 Kentucky 1.327 0
## 4016 Louisiana 1.327 0
## 4017 Maine 1.327 0
## 4018 Maryland 1.327 0
## 4019 Massachusetts 1.327 0
## 4020 Michigan 1.327 0
## 4021 Minnesota 1.327 0
## 4022 Mississippi 1.327 0
## 4023 Missouri 1.327 0
## 4024 Montana 1.327 0
## 4025 Nebraska 1.327 0
## 4026 Nevada 1.327 0
## 4027 New Hampshire 1.327 0
## 4028 New Jersey 1.327 0
## 4029 New Mexico 1.327 0
## 4030 New York 1.327 0
## 4031 North Carolina 1.327 0
## 4032 North Dakota 1.327 0
## 4033 Ohio 1.327 0
## 4034 Oklahoma 1.327 0
## 4035 Oregon 1.327 0
## 4036 Pennsylvania 1.327 0
## 4037 Puerto Rico 1.327 0
## 4038 Rhode Island 1.327 1
## 4039 South Carolina 1.327 0
## 4040 South Dakota 1.327 0
## 4041 Tennessee 1.327 0
## 4042 Texas 1.327 0
## 4043 Utah 1.327 0
## 4044 Vermont 1.327 0
## 4045 Virgin Islands 1.327 0
## 4046 Virginia 1.327 0
## 4047 Washington 1.327 0
## 4048 West Virginia 1.327 0
## 4049 Wisconsin 1.327 0
## 4050 Wyoming 1.327 0
## 4051 Alabama 1.4 0
## 4052 Alaska 1.4 0
## 4053 Arizona 1.4 0
## 4054 Arkansas 1.4 0
## 4055 California 1.4 0
## 4056 Colorado 1.4 0
## 4057 Connecticut 1.4 0
## 4058 Delaware 1.4 0
## 4059 District of Columbia 1.4 0
## 4060 Florida 1.4 0
## 4061 Georgia 1.4 0
## 4062 Guam 1.4 0
## 4063 Hawaii 1.4 0
## 4064 Idaho 1.4 0
## 4065 Illinois 1.4 0
## 4066 Indiana 1.4 0
## 4067 Iowa 1.4 0
## 4068 Kansas 1.4 0
## 4069 Kentucky 1.4 0
## 4070 Louisiana 1.4 0
## 4071 Maine 1.4 0
## 4072 Maryland 1.4 0
## 4073 Massachusetts 1.4 0
## 4074 Michigan 1.4 0
## 4075 Minnesota 1.4 0
## 4076 Mississippi 1.4 0
## 4077 Missouri 1.4 0
## 4078 Montana 1.4 0
## 4079 Nebraska 1.4 0
## 4080 Nevada 1.4 0
## 4081 New Hampshire 1.4 0
## 4082 New Jersey 1.4 0
## 4083 New Mexico 1.4 0
## 4084 New York 1.4 0
## 4085 North Carolina 1.4 0
## 4086 North Dakota 1.4 0
## 4087 Ohio 1.4 0
## 4088 Oklahoma 1.4 0
## 4089 Oregon 1.4 0
## 4090 Pennsylvania 1.4 0
## 4091 Puerto Rico 1.4 0
## 4092 Rhode Island 1.4 0
## 4093 South Carolina 1.4 0
## 4094 South Dakota 1.4 0
## 4095 Tennessee 1.4 0
## 4096 Texas 1.4 0
## 4097 Utah 1.4 0
## 4098 Vermont 1.4 0
## 4099 Virgin Islands 1.4 0
## 4100 Virginia 1.4 0
## 4101 Washington 1.4 0
## 4102 West Virginia 1.4 1
## 4103 Wisconsin 1.4 0
## 4104 Wyoming 1.4 0
## 4105 Alabama 1.43 0
## 4106 Alaska 1.43 0
## 4107 Arizona 1.43 0
## 4108 Arkansas 1.43 0
## 4109 California 1.43 0
## 4110 Colorado 1.43 0
## 4111 Connecticut 1.43 0
## 4112 Delaware 1.43 0
## 4113 District of Columbia 1.43 0
## 4114 Florida 1.43 0
## 4115 Georgia 1.43 0
## 4116 Guam 1.43 0
## 4117 Hawaii 1.43 0
## 4118 Idaho 1.43 0
## 4119 Illinois 1.43 0
## 4120 Indiana 1.43 0
## 4121 Iowa 1.43 0
## 4122 Kansas 1.43 0
## 4123 Kentucky 1.43 0
## 4124 Louisiana 1.43 0
## 4125 Maine 1.43 0
## 4126 Maryland 1.43 0
## 4127 Massachusetts 1.43 0
## 4128 Michigan 1.43 0
## 4129 Minnesota 1.43 0
## 4130 Mississippi 1.43 0
## 4131 Missouri 1.43 0
## 4132 Montana 1.43 0
## 4133 Nebraska 1.43 0
## 4134 Nevada 1.43 0
## 4135 New Hampshire 1.43 0
## 4136 New Jersey 1.43 0
## 4137 New Mexico 1.43 0
## 4138 New York 1.43 0
## 4139 North Carolina 1.43 0
## 4140 North Dakota 1.43 0
## 4141 Ohio 1.43 0
## 4142 Oklahoma 1.43 0
## 4143 Oregon 1.43 0
## 4144 Pennsylvania 1.43 0
## 4145 Puerto Rico 1.43 0
## 4146 Rhode Island 1.43 0
## 4147 South Carolina 1.43 0
## 4148 South Dakota 1.43 1
## 4149 Tennessee 1.43 0
## 4150 Texas 1.43 0
## 4151 Utah 1.43 0
## 4152 Vermont 1.43 0
## 4153 Virgin Islands 1.43 0
## 4154 Virginia 1.43 0
## 4155 Washington 1.43 0
## 4156 West Virginia 1.43 0
## 4157 Wisconsin 1.43 0
## 4158 Wyoming 1.43 0
## 4159 Alabama 1.45 0
## 4160 Alaska 1.45 0
## 4161 Arizona 1.45 0
## 4162 Arkansas 1.45 0
## 4163 California 1.45 0
## 4164 Colorado 1.45 0
## 4165 Connecticut 1.45 0
## 4166 Delaware 1.45 0
## 4167 District of Columbia 1.45 0
## 4168 Florida 1.45 0
## 4169 Georgia 1.45 0
## 4170 Guam 1.45 0
## 4171 Hawaii 1.45 0
## 4172 Idaho 1.45 0
## 4173 Illinois 1.45 0
## 4174 Indiana 1.45 0
## 4175 Iowa 1.45 0
## 4176 Kansas 1.45 0
## 4177 Kentucky 1.45 0
## 4178 Louisiana 1.45 0
## 4179 Maine 1.45 0
## 4180 Maryland 1.45 0
## 4181 Massachusetts 1.45 0
## 4182 Michigan 1.45 0
## 4183 Minnesota 1.45 0
## 4184 Mississippi 1.45 0
## 4185 Missouri 1.45 0
## 4186 Montana 1.45 0
## 4187 Nebraska 1.45 0
## 4188 Nevada 1.45 0
## 4189 New Hampshire 1.45 0
## 4190 New Jersey 1.45 0
## 4191 New Mexico 1.45 0
## 4192 New York 1.45 0
## 4193 North Carolina 1.45 0
## 4194 North Dakota 1.45 0
## 4195 Ohio 1.45 0
## 4196 Oklahoma 1.45 0
## 4197 Oregon 1.45 0
## 4198 Pennsylvania 1.45 0
## 4199 Puerto Rico 1.45 0
## 4200 Rhode Island 1.45 0
## 4201 South Carolina 1.45 0
## 4202 South Dakota 1.45 0
## 4203 Tennessee 1.45 0
## 4204 Texas 1.45 0
## 4205 Utah 1.45 0
## 4206 Vermont 1.45 0
## 4207 Virgin Islands 1.45 0
## 4208 Virginia 1.45 0
## 4209 Washington 1.45 0
## 4210 West Virginia 1.45 1
## 4211 Wisconsin 1.45 0
## 4212 Wyoming 1.45 0
## 4213 Alabama 1.47 0
## 4214 Alaska 1.47 0
## 4215 Arizona 1.47 0
## 4216 Arkansas 1.47 0
## 4217 California 1.47 0
## 4218 Colorado 1.47 0
## 4219 Connecticut 1.47 0
## 4220 Delaware 1.47 0
## 4221 District of Columbia 1.47 0
## 4222 Florida 1.47 0
## 4223 Georgia 1.47 0
## 4224 Guam 1.47 0
## 4225 Hawaii 1.47 0
## 4226 Idaho 1.47 0
## 4227 Illinois 1.47 0
## 4228 Indiana 1.47 0
## 4229 Iowa 1.47 0
## 4230 Kansas 1.47 0
## 4231 Kentucky 1.47 0
## 4232 Louisiana 1.47 0
## 4233 Maine 1.47 0
## 4234 Maryland 1.47 0
## 4235 Massachusetts 1.47 0
## 4236 Michigan 1.47 0
## 4237 Minnesota 1.47 0
## 4238 Mississippi 1.47 0
## 4239 Missouri 1.47 0
## 4240 Montana 1.47 0
## 4241 Nebraska 1.47 0
## 4242 Nevada 1.47 0
## 4243 New Hampshire 1.47 0
## 4244 New Jersey 1.47 0
## 4245 New Mexico 1.47 0
## 4246 New York 1.47 0
## 4247 North Carolina 1.47 0
## 4248 North Dakota 1.47 0
## 4249 Ohio 1.47 0
## 4250 Oklahoma 1.47 0
## 4251 Oregon 1.47 0
## 4252 Pennsylvania 1.47 0
## 4253 Puerto Rico 1.47 0
## 4254 Rhode Island 1.47 0
## 4255 South Carolina 1.47 0
## 4256 South Dakota 1.47 1
## 4257 Tennessee 1.47 0
## 4258 Texas 1.47 0
## 4259 Utah 1.47 0
## 4260 Vermont 1.47 0
## 4261 Virgin Islands 1.47 0
## 4262 Virginia 1.47 0
## 4263 Washington 1.47 0
## 4264 West Virginia 1.47 0
## 4265 Wisconsin 1.47 0
## 4266 Wyoming 1.47 0
## 4267 Alabama 1.48 0
## 4268 Alaska 1.48 0
## 4269 Arizona 1.48 0
## 4270 Arkansas 1.48 0
## 4271 California 1.48 0
## 4272 Colorado 1.48 0
## 4273 Connecticut 1.48 0
## 4274 Delaware 1.48 0
## 4275 District of Columbia 1.48 0
## 4276 Florida 1.48 0
## 4277 Georgia 1.48 0
## 4278 Guam 1.48 0
## 4279 Hawaii 1.48 0
## 4280 Idaho 1.48 0
## 4281 Illinois 1.48 0
## 4282 Indiana 1.48 0
## 4283 Iowa 1.48 0
## 4284 Kansas 1.48 0
## 4285 Kentucky 1.48 0
## 4286 Louisiana 1.48 0
## 4287 Maine 1.48 0
## 4288 Maryland 1.48 0
## 4289 Massachusetts 1.48 0
## 4290 Michigan 1.48 0
## 4291 Minnesota 1.48 0
## 4292 Mississippi 1.48 0
## 4293 Missouri 1.48 0
## 4294 Montana 1.48 0
## 4295 Nebraska 1.48 0
## 4296 Nevada 1.48 0
## 4297 New Hampshire 1.48 0
## 4298 New Jersey 1.48 0
## 4299 New Mexico 1.48 0
## 4300 New York 1.48 0
## 4301 North Carolina 1.48 0
## 4302 North Dakota 1.48 0
## 4303 Ohio 1.48 0
## 4304 Oklahoma 1.48 0
## 4305 Oregon 1.48 0
## 4306 Pennsylvania 1.48 0
## 4307 Puerto Rico 1.48 0
## 4308 Rhode Island 1.48 0
## 4309 South Carolina 1.48 0
## 4310 South Dakota 1.48 2
## 4311 Tennessee 1.48 0
## 4312 Texas 1.48 0
## 4313 Utah 1.48 0
## 4314 Vermont 1.48 0
## 4315 Virgin Islands 1.48 0
## 4316 Virginia 1.48 0
## 4317 Washington 1.48 0
## 4318 West Virginia 1.48 0
## 4319 Wisconsin 1.48 0
## 4320 Wyoming 1.48 0
## Monte Carlo Simulation for Hourly_Wage_Avg Mean:
## Analysis for Subsample 4
## State Year Total_Employed_RN Employed_Standard_Error
## Length:621 Min. :1998 Min. : 240 Min. : 0.700
## Class :character 1st Qu.:2003 1st Qu.: 12530 1st Qu.: 2.700
## Mode :character Median :2009 Median : 29940 Median : 3.600
## Mean :2009 Mean : 44875 Mean : 4.549
## 3rd Qu.:2015 3rd Qu.: 55365 3rd Qu.: 5.125
## Max. :2020 Max. :307060 Max. :22.900
## NA's :1 NA's :1
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## Min. : 9.35 Min. : 8.64 Min. : 19450 Min. : 17970
## 1st Qu.:23.16 1st Qu.:22.47 1st Qu.: 48163 1st Qu.: 46750
## Median :27.83 Median :27.23 Median : 57880 Median : 56650
## Mean :28.16 Mean :27.55 Mean : 58577 Mean : 57300
## 3rd Qu.:32.05 3rd Qu.:31.36 3rd Qu.: 66663 3rd Qu.: 65240
## Max. :57.96 Max. :56.93 Max. :120560 Max. :118410
## NA's :1 NA's :1 NA's :1 NA's :1
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## Min. :0.500 Min. : 6.38 Min. : 7.34
## 1st Qu.:0.900 1st Qu.:16.54 1st Qu.:19.21
## Median :1.100 Median :19.75 Median :22.93
## Mean :1.273 Mean :20.01 Mean :23.28
## 3rd Qu.:1.400 3rd Qu.:22.87 3rd Qu.:26.64
## Max. :6.300 Max. :36.62 Max. :45.18
## NA's :1 NA's :1 NA's :1
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## Min. :10.31 Min. :12.90 Min. :13260
## 1st Qu.:26.66 1st Qu.:31.79 1st Qu.:34410
## Median :32.15 Median :37.24 Median :41090
## Mean :32.52 Mean :37.73 Mean :41616
## 3rd Qu.:37.18 3rd Qu.:43.16 3rd Qu.:47560
## Max. :71.07 Max. :83.35 Max. :76180
## NA's :1 NA's :1 NA's :1
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## Min. :15260 Min. : 21440 Min. : 26840
## 1st Qu.:39970 1st Qu.: 55460 1st Qu.: 66118
## Median :47685 Median : 66855 Median : 77475
## Mean :48430 Mean : 67631 Mean : 78472
## 3rd Qu.:55398 3rd Qu.: 77343 3rd Qu.: 89770
## Max. :93970 Max. :147830 Max. :173370
## NA's :1 NA's :1 NA's :1
## Location_Quotient Total_Employed_National_Aggregate
## Min. :0.320 Min. :124143490
## 1st Qu.:0.910 1st Qu.:129059020
## Median :1.010 Median :131713800
## Mean :1.011 Mean :133967141
## 3rd Qu.:1.110 3rd Qu.:138885360
## Max. :1.500 Max. :147838700
## NA's :329 NA's :1
## Total_Employed_Healthcare_National_Aggregate
## Min. :5854360
## 1st Qu.:6215910
## Median :7250140
## Mean :7240863
## 3rd Qu.:8076300
## Max. :8727310
## NA's :1
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## Min. : 400 Min. : 400
## 1st Qu.: 35430 1st Qu.: 604150
## Median : 83290 Median : 1470740
## Mean :126025 Mean : 2284582
## 3rd Qu.:160090 3rd Qu.: 2757850
## Max. :844930 Max. :17382400
##
## Anomalies in State and Location_Quotient:
## State Location_Quotient Count
## 1 Alabama 0.32 0
## 2 Alaska 0.32 0
## 3 Arizona 0.32 0
## 4 Arkansas 0.32 0
## 5 California 0.32 0
## 6 Colorado 0.32 0
## 7 Connecticut 0.32 0
## 8 Delaware 0.32 0
## 9 District of Columbia 0.32 0
## 10 Florida 0.32 0
## 11 Georgia 0.32 0
## 12 Guam 0.32 1
## 13 Hawaii 0.32 0
## 14 Idaho 0.32 0
## 15 Illinois 0.32 0
## 16 Indiana 0.32 0
## 17 Iowa 0.32 0
## 18 Kansas 0.32 0
## 19 Kentucky 0.32 0
## 20 Louisiana 0.32 0
## 21 Maine 0.32 0
## 22 Maryland 0.32 0
## 23 Massachusetts 0.32 0
## 24 Michigan 0.32 0
## 25 Minnesota 0.32 0
## 26 Mississippi 0.32 0
## 27 Missouri 0.32 0
## 28 Montana 0.32 0
## 29 Nebraska 0.32 0
## 30 Nevada 0.32 0
## 31 New Hampshire 0.32 0
## 32 New Jersey 0.32 0
## 33 New Mexico 0.32 0
## 34 New York 0.32 0
## 35 North Carolina 0.32 0
## 36 North Dakota 0.32 0
## 37 Ohio 0.32 0
## 38 Oklahoma 0.32 0
## 39 Oregon 0.32 0
## 40 Pennsylvania 0.32 0
## 41 Puerto Rico 0.32 0
## 42 Rhode Island 0.32 0
## 43 South Carolina 0.32 0
## 44 South Dakota 0.32 0
## 45 Tennessee 0.32 0
## 46 Texas 0.32 0
## 47 Utah 0.32 0
## 48 Vermont 0.32 0
## 49 Virgin Islands 0.32 0
## 50 Virginia 0.32 0
## 51 Washington 0.32 0
## 52 West Virginia 0.32 0
## 53 Wisconsin 0.32 0
## 54 Wyoming 0.32 0
## 55 Alabama 0.34 0
## 56 Alaska 0.34 0
## 57 Arizona 0.34 0
## 58 Arkansas 0.34 0
## 59 California 0.34 0
## 60 Colorado 0.34 0
## 61 Connecticut 0.34 0
## 62 Delaware 0.34 0
## 63 District of Columbia 0.34 0
## 64 Florida 0.34 0
## 65 Georgia 0.34 0
## 66 Guam 0.34 0
## 67 Hawaii 0.34 0
## 68 Idaho 0.34 0
## 69 Illinois 0.34 0
## 70 Indiana 0.34 0
## 71 Iowa 0.34 0
## 72 Kansas 0.34 0
## 73 Kentucky 0.34 0
## 74 Louisiana 0.34 0
## 75 Maine 0.34 0
## 76 Maryland 0.34 0
## 77 Massachusetts 0.34 0
## 78 Michigan 0.34 0
## 79 Minnesota 0.34 0
## 80 Mississippi 0.34 0
## 81 Missouri 0.34 0
## 82 Montana 0.34 0
## 83 Nebraska 0.34 0
## 84 Nevada 0.34 0
## 85 New Hampshire 0.34 0
## 86 New Jersey 0.34 0
## 87 New Mexico 0.34 0
## 88 New York 0.34 0
## 89 North Carolina 0.34 0
## 90 North Dakota 0.34 0
## 91 Ohio 0.34 0
## 92 Oklahoma 0.34 0
## 93 Oregon 0.34 0
## 94 Pennsylvania 0.34 0
## 95 Puerto Rico 0.34 0
## 96 Rhode Island 0.34 0
## 97 South Carolina 0.34 0
## 98 South Dakota 0.34 0
## 99 Tennessee 0.34 0
## 100 Texas 0.34 0
## 101 Utah 0.34 0
## 102 Vermont 0.34 0
## 103 Virgin Islands 0.34 1
## 104 Virginia 0.34 0
## 105 Washington 0.34 0
## 106 West Virginia 0.34 0
## 107 Wisconsin 0.34 0
## 108 Wyoming 0.34 0
## 109 Alabama 0.368 0
## 110 Alaska 0.368 0
## 111 Arizona 0.368 0
## 112 Arkansas 0.368 0
## 113 California 0.368 0
## 114 Colorado 0.368 0
## 115 Connecticut 0.368 0
## 116 Delaware 0.368 0
## 117 District of Columbia 0.368 0
## 118 Florida 0.368 0
## 119 Georgia 0.368 0
## 120 Guam 0.368 1
## 121 Hawaii 0.368 0
## 122 Idaho 0.368 0
## 123 Illinois 0.368 0
## 124 Indiana 0.368 0
## 125 Iowa 0.368 0
## 126 Kansas 0.368 0
## 127 Kentucky 0.368 0
## 128 Louisiana 0.368 0
## 129 Maine 0.368 0
## 130 Maryland 0.368 0
## 131 Massachusetts 0.368 0
## 132 Michigan 0.368 0
## 133 Minnesota 0.368 0
## 134 Mississippi 0.368 0
## 135 Missouri 0.368 0
## 136 Montana 0.368 0
## 137 Nebraska 0.368 0
## 138 Nevada 0.368 0
## 139 New Hampshire 0.368 0
## 140 New Jersey 0.368 0
## 141 New Mexico 0.368 0
## 142 New York 0.368 0
## 143 North Carolina 0.368 0
## 144 North Dakota 0.368 0
## 145 Ohio 0.368 0
## 146 Oklahoma 0.368 0
## 147 Oregon 0.368 0
## 148 Pennsylvania 0.368 0
## 149 Puerto Rico 0.368 0
## 150 Rhode Island 0.368 0
## 151 South Carolina 0.368 0
## 152 South Dakota 0.368 0
## 153 Tennessee 0.368 0
## 154 Texas 0.368 0
## 155 Utah 0.368 0
## 156 Vermont 0.368 0
## 157 Virgin Islands 0.368 0
## 158 Virginia 0.368 0
## 159 Washington 0.368 0
## 160 West Virginia 0.368 0
## 161 Wisconsin 0.368 0
## 162 Wyoming 0.368 0
## 163 Alabama 0.38 0
## 164 Alaska 0.38 0
## 165 Arizona 0.38 0
## 166 Arkansas 0.38 0
## 167 California 0.38 0
## 168 Colorado 0.38 0
## 169 Connecticut 0.38 0
## 170 Delaware 0.38 0
## 171 District of Columbia 0.38 0
## 172 Florida 0.38 0
## 173 Georgia 0.38 0
## 174 Guam 0.38 1
## 175 Hawaii 0.38 0
## 176 Idaho 0.38 0
## 177 Illinois 0.38 0
## 178 Indiana 0.38 0
## 179 Iowa 0.38 0
## 180 Kansas 0.38 0
## 181 Kentucky 0.38 0
## 182 Louisiana 0.38 0
## 183 Maine 0.38 0
## 184 Maryland 0.38 0
## 185 Massachusetts 0.38 0
## 186 Michigan 0.38 0
## 187 Minnesota 0.38 0
## 188 Mississippi 0.38 0
## 189 Missouri 0.38 0
## 190 Montana 0.38 0
## 191 Nebraska 0.38 0
## 192 Nevada 0.38 0
## 193 New Hampshire 0.38 0
## 194 New Jersey 0.38 0
## 195 New Mexico 0.38 0
## 196 New York 0.38 0
## 197 North Carolina 0.38 0
## 198 North Dakota 0.38 0
## 199 Ohio 0.38 0
## 200 Oklahoma 0.38 0
## 201 Oregon 0.38 0
## 202 Pennsylvania 0.38 0
## 203 Puerto Rico 0.38 0
## 204 Rhode Island 0.38 0
## 205 South Carolina 0.38 0
## 206 South Dakota 0.38 0
## 207 Tennessee 0.38 0
## 208 Texas 0.38 0
## 209 Utah 0.38 0
## 210 Vermont 0.38 0
## 211 Virgin Islands 0.38 0
## 212 Virginia 0.38 0
## 213 Washington 0.38 0
## 214 West Virginia 0.38 0
## 215 Wisconsin 0.38 0
## 216 Wyoming 0.38 0
## 217 Alabama 0.4 0
## 218 Alaska 0.4 0
## 219 Arizona 0.4 0
## 220 Arkansas 0.4 0
## 221 California 0.4 0
## 222 Colorado 0.4 0
## 223 Connecticut 0.4 0
## 224 Delaware 0.4 0
## 225 District of Columbia 0.4 0
## 226 Florida 0.4 0
## 227 Georgia 0.4 0
## 228 Guam 0.4 0
## 229 Hawaii 0.4 0
## 230 Idaho 0.4 0
## 231 Illinois 0.4 0
## 232 Indiana 0.4 0
## 233 Iowa 0.4 0
## 234 Kansas 0.4 0
## 235 Kentucky 0.4 0
## 236 Louisiana 0.4 0
## 237 Maine 0.4 0
## 238 Maryland 0.4 0
## 239 Massachusetts 0.4 0
## 240 Michigan 0.4 0
## 241 Minnesota 0.4 0
## 242 Mississippi 0.4 0
## 243 Missouri 0.4 0
## 244 Montana 0.4 0
## 245 Nebraska 0.4 0
## 246 Nevada 0.4 0
## 247 New Hampshire 0.4 0
## 248 New Jersey 0.4 0
## 249 New Mexico 0.4 0
## 250 New York 0.4 0
## 251 North Carolina 0.4 0
## 252 North Dakota 0.4 0
## 253 Ohio 0.4 0
## 254 Oklahoma 0.4 0
## 255 Oregon 0.4 0
## 256 Pennsylvania 0.4 0
## 257 Puerto Rico 0.4 0
## 258 Rhode Island 0.4 0
## 259 South Carolina 0.4 0
## 260 South Dakota 0.4 0
## 261 Tennessee 0.4 0
## 262 Texas 0.4 0
## 263 Utah 0.4 0
## 264 Vermont 0.4 0
## 265 Virgin Islands 0.4 2
## 266 Virginia 0.4 0
## 267 Washington 0.4 0
## 268 West Virginia 0.4 0
## 269 Wisconsin 0.4 0
## 270 Wyoming 0.4 0
## 271 Alabama 0.42 0
## 272 Alaska 0.42 0
## 273 Arizona 0.42 0
## 274 Arkansas 0.42 0
## 275 California 0.42 0
## 276 Colorado 0.42 0
## 277 Connecticut 0.42 0
## 278 Delaware 0.42 0
## 279 District of Columbia 0.42 0
## 280 Florida 0.42 0
## 281 Georgia 0.42 0
## 282 Guam 0.42 1
## 283 Hawaii 0.42 0
## 284 Idaho 0.42 0
## 285 Illinois 0.42 0
## 286 Indiana 0.42 0
## 287 Iowa 0.42 0
## 288 Kansas 0.42 0
## 289 Kentucky 0.42 0
## 290 Louisiana 0.42 0
## 291 Maine 0.42 0
## 292 Maryland 0.42 0
## 293 Massachusetts 0.42 0
## 294 Michigan 0.42 0
## 295 Minnesota 0.42 0
## 296 Mississippi 0.42 0
## 297 Missouri 0.42 0
## 298 Montana 0.42 0
## 299 Nebraska 0.42 0
## 300 Nevada 0.42 0
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## 1912 Maryland 0.959 0
## 1913 Massachusetts 0.959 0
## 1914 Michigan 0.959 0
## 1915 Minnesota 0.959 0
## 1916 Mississippi 0.959 0
## 1917 Missouri 0.959 0
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## 1926 North Dakota 0.959 0
## 1927 Ohio 0.959 0
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## 1953 District of Columbia 0.96 0
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## 1956 Guam 0.96 0
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## 1968 Michigan 0.96 0
## 1969 Minnesota 0.96 0
## 1970 Mississippi 0.96 0
## 1971 Missouri 0.96 0
## 1972 Montana 0.96 0
## 1973 Nebraska 0.96 0
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## 1996 West Virginia 0.96 0
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## 1998 Wyoming 0.96 0
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## 2009 Georgia 0.97 0
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## 2011 Hawaii 0.97 0
## 2012 Idaho 0.97 0
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## 2014 Indiana 0.97 0
## 2015 Iowa 0.97 0
## 2016 Kansas 0.97 0
## 2017 Kentucky 0.97 0
## 2018 Louisiana 0.97 0
## 2019 Maine 0.97 0
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## 2023 Minnesota 0.97 0
## 2024 Mississippi 0.97 0
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## 4301 North Carolina 1.32 0
## 4302 North Dakota 1.32 0
## 4303 Ohio 1.32 0
## 4304 Oklahoma 1.32 0
## 4305 Oregon 1.32 0
## 4306 Pennsylvania 1.32 0
## 4307 Puerto Rico 1.32 0
## 4308 Rhode Island 1.32 0
## 4309 South Carolina 1.32 0
## 4310 South Dakota 1.32 1
## 4311 Tennessee 1.32 0
## 4312 Texas 1.32 0
## 4313 Utah 1.32 0
## 4314 Vermont 1.32 0
## 4315 Virgin Islands 1.32 0
## 4316 Virginia 1.32 0
## 4317 Washington 1.32 0
## 4318 West Virginia 1.32 0
## 4319 Wisconsin 1.32 0
## 4320 Wyoming 1.32 0
## 4321 Alabama 1.327 0
## 4322 Alaska 1.327 0
## 4323 Arizona 1.327 0
## 4324 Arkansas 1.327 0
## 4325 California 1.327 0
## 4326 Colorado 1.327 0
## 4327 Connecticut 1.327 0
## 4328 Delaware 1.327 0
## 4329 District of Columbia 1.327 0
## 4330 Florida 1.327 0
## 4331 Georgia 1.327 0
## 4332 Guam 1.327 0
## 4333 Hawaii 1.327 0
## 4334 Idaho 1.327 0
## 4335 Illinois 1.327 0
## 4336 Indiana 1.327 0
## 4337 Iowa 1.327 0
## 4338 Kansas 1.327 0
## 4339 Kentucky 1.327 0
## 4340 Louisiana 1.327 0
## 4341 Maine 1.327 0
## 4342 Maryland 1.327 0
## 4343 Massachusetts 1.327 0
## 4344 Michigan 1.327 0
## 4345 Minnesota 1.327 0
## 4346 Mississippi 1.327 0
## 4347 Missouri 1.327 0
## 4348 Montana 1.327 0
## 4349 Nebraska 1.327 0
## 4350 Nevada 1.327 0
## 4351 New Hampshire 1.327 0
## 4352 New Jersey 1.327 0
## 4353 New Mexico 1.327 0
## 4354 New York 1.327 0
## 4355 North Carolina 1.327 0
## 4356 North Dakota 1.327 0
## 4357 Ohio 1.327 0
## 4358 Oklahoma 1.327 0
## 4359 Oregon 1.327 0
## 4360 Pennsylvania 1.327 0
## 4361 Puerto Rico 1.327 0
## 4362 Rhode Island 1.327 1
## 4363 South Carolina 1.327 0
## 4364 South Dakota 1.327 0
## 4365 Tennessee 1.327 0
## 4366 Texas 1.327 0
## 4367 Utah 1.327 0
## 4368 Vermont 1.327 0
## 4369 Virgin Islands 1.327 0
## 4370 Virginia 1.327 0
## 4371 Washington 1.327 0
## 4372 West Virginia 1.327 0
## 4373 Wisconsin 1.327 0
## 4374 Wyoming 1.327 0
## 4375 Alabama 1.39 0
## 4376 Alaska 1.39 0
## 4377 Arizona 1.39 0
## 4378 Arkansas 1.39 0
## 4379 California 1.39 0
## 4380 Colorado 1.39 0
## 4381 Connecticut 1.39 0
## 4382 Delaware 1.39 0
## 4383 District of Columbia 1.39 0
## 4384 Florida 1.39 0
## 4385 Georgia 1.39 0
## 4386 Guam 1.39 0
## 4387 Hawaii 1.39 0
## 4388 Idaho 1.39 0
## 4389 Illinois 1.39 0
## 4390 Indiana 1.39 0
## 4391 Iowa 1.39 0
## 4392 Kansas 1.39 0
## 4393 Kentucky 1.39 0
## 4394 Louisiana 1.39 0
## 4395 Maine 1.39 0
## 4396 Maryland 1.39 0
## 4397 Massachusetts 1.39 0
## 4398 Michigan 1.39 0
## 4399 Minnesota 1.39 0
## 4400 Mississippi 1.39 0
## 4401 Missouri 1.39 0
## 4402 Montana 1.39 0
## 4403 Nebraska 1.39 0
## 4404 Nevada 1.39 0
## 4405 New Hampshire 1.39 0
## 4406 New Jersey 1.39 0
## 4407 New Mexico 1.39 0
## 4408 New York 1.39 0
## 4409 North Carolina 1.39 0
## 4410 North Dakota 1.39 0
## 4411 Ohio 1.39 0
## 4412 Oklahoma 1.39 0
## 4413 Oregon 1.39 0
## 4414 Pennsylvania 1.39 0
## 4415 Puerto Rico 1.39 0
## 4416 Rhode Island 1.39 0
## 4417 South Carolina 1.39 0
## 4418 South Dakota 1.39 0
## 4419 Tennessee 1.39 0
## 4420 Texas 1.39 0
## 4421 Utah 1.39 0
## 4422 Vermont 1.39 0
## 4423 Virgin Islands 1.39 0
## 4424 Virginia 1.39 0
## 4425 Washington 1.39 0
## 4426 West Virginia 1.39 1
## 4427 Wisconsin 1.39 0
## 4428 Wyoming 1.39 0
## 4429 Alabama 1.4 0
## 4430 Alaska 1.4 0
## 4431 Arizona 1.4 0
## 4432 Arkansas 1.4 0
## 4433 California 1.4 0
## 4434 Colorado 1.4 0
## 4435 Connecticut 1.4 0
## 4436 Delaware 1.4 0
## 4437 District of Columbia 1.4 0
## 4438 Florida 1.4 0
## 4439 Georgia 1.4 0
## 4440 Guam 1.4 0
## 4441 Hawaii 1.4 0
## 4442 Idaho 1.4 0
## 4443 Illinois 1.4 0
## 4444 Indiana 1.4 0
## 4445 Iowa 1.4 0
## 4446 Kansas 1.4 0
## 4447 Kentucky 1.4 0
## 4448 Louisiana 1.4 0
## 4449 Maine 1.4 0
## 4450 Maryland 1.4 0
## 4451 Massachusetts 1.4 0
## 4452 Michigan 1.4 0
## 4453 Minnesota 1.4 0
## 4454 Mississippi 1.4 0
## 4455 Missouri 1.4 0
## 4456 Montana 1.4 0
## 4457 Nebraska 1.4 0
## 4458 Nevada 1.4 0
## 4459 New Hampshire 1.4 0
## 4460 New Jersey 1.4 0
## 4461 New Mexico 1.4 0
## 4462 New York 1.4 0
## 4463 North Carolina 1.4 0
## 4464 North Dakota 1.4 0
## 4465 Ohio 1.4 0
## 4466 Oklahoma 1.4 0
## 4467 Oregon 1.4 0
## 4468 Pennsylvania 1.4 0
## 4469 Puerto Rico 1.4 0
## 4470 Rhode Island 1.4 0
## 4471 South Carolina 1.4 0
## 4472 South Dakota 1.4 0
## 4473 Tennessee 1.4 0
## 4474 Texas 1.4 0
## 4475 Utah 1.4 0
## 4476 Vermont 1.4 0
## 4477 Virgin Islands 1.4 0
## 4478 Virginia 1.4 0
## 4479 Washington 1.4 0
## 4480 West Virginia 1.4 1
## 4481 Wisconsin 1.4 0
## 4482 Wyoming 1.4 0
## 4483 Alabama 1.43 0
## 4484 Alaska 1.43 0
## 4485 Arizona 1.43 0
## 4486 Arkansas 1.43 0
## 4487 California 1.43 0
## 4488 Colorado 1.43 0
## 4489 Connecticut 1.43 0
## 4490 Delaware 1.43 0
## 4491 District of Columbia 1.43 0
## 4492 Florida 1.43 0
## 4493 Georgia 1.43 0
## 4494 Guam 1.43 0
## 4495 Hawaii 1.43 0
## 4496 Idaho 1.43 0
## 4497 Illinois 1.43 0
## 4498 Indiana 1.43 0
## 4499 Iowa 1.43 0
## 4500 Kansas 1.43 0
## 4501 Kentucky 1.43 0
## 4502 Louisiana 1.43 0
## 4503 Maine 1.43 0
## 4504 Maryland 1.43 0
## 4505 Massachusetts 1.43 0
## 4506 Michigan 1.43 0
## 4507 Minnesota 1.43 0
## 4508 Mississippi 1.43 0
## 4509 Missouri 1.43 0
## 4510 Montana 1.43 0
## 4511 Nebraska 1.43 0
## 4512 Nevada 1.43 0
## 4513 New Hampshire 1.43 0
## 4514 New Jersey 1.43 0
## 4515 New Mexico 1.43 0
## 4516 New York 1.43 0
## 4517 North Carolina 1.43 0
## 4518 North Dakota 1.43 0
## 4519 Ohio 1.43 0
## 4520 Oklahoma 1.43 0
## 4521 Oregon 1.43 0
## 4522 Pennsylvania 1.43 0
## 4523 Puerto Rico 1.43 0
## 4524 Rhode Island 1.43 0
## 4525 South Carolina 1.43 0
## 4526 South Dakota 1.43 1
## 4527 Tennessee 1.43 0
## 4528 Texas 1.43 0
## 4529 Utah 1.43 0
## 4530 Vermont 1.43 0
## 4531 Virgin Islands 1.43 0
## 4532 Virginia 1.43 0
## 4533 Washington 1.43 0
## 4534 West Virginia 1.43 0
## 4535 Wisconsin 1.43 0
## 4536 Wyoming 1.43 0
## 4537 Alabama 1.45 0
## 4538 Alaska 1.45 0
## 4539 Arizona 1.45 0
## 4540 Arkansas 1.45 0
## 4541 California 1.45 0
## 4542 Colorado 1.45 0
## 4543 Connecticut 1.45 0
## 4544 Delaware 1.45 0
## 4545 District of Columbia 1.45 0
## 4546 Florida 1.45 0
## 4547 Georgia 1.45 0
## 4548 Guam 1.45 0
## 4549 Hawaii 1.45 0
## 4550 Idaho 1.45 0
## 4551 Illinois 1.45 0
## 4552 Indiana 1.45 0
## 4553 Iowa 1.45 0
## 4554 Kansas 1.45 0
## 4555 Kentucky 1.45 0
## 4556 Louisiana 1.45 0
## 4557 Maine 1.45 0
## 4558 Maryland 1.45 0
## 4559 Massachusetts 1.45 0
## 4560 Michigan 1.45 0
## 4561 Minnesota 1.45 0
## 4562 Mississippi 1.45 0
## 4563 Missouri 1.45 0
## 4564 Montana 1.45 0
## 4565 Nebraska 1.45 0
## 4566 Nevada 1.45 0
## 4567 New Hampshire 1.45 0
## 4568 New Jersey 1.45 0
## 4569 New Mexico 1.45 0
## 4570 New York 1.45 0
## 4571 North Carolina 1.45 0
## 4572 North Dakota 1.45 0
## 4573 Ohio 1.45 0
## 4574 Oklahoma 1.45 0
## 4575 Oregon 1.45 0
## 4576 Pennsylvania 1.45 0
## 4577 Puerto Rico 1.45 0
## 4578 Rhode Island 1.45 0
## 4579 South Carolina 1.45 0
## 4580 South Dakota 1.45 2
## 4581 Tennessee 1.45 0
## 4582 Texas 1.45 0
## 4583 Utah 1.45 0
## 4584 Vermont 1.45 0
## 4585 Virgin Islands 1.45 0
## 4586 Virginia 1.45 0
## 4587 Washington 1.45 0
## 4588 West Virginia 1.45 0
## 4589 Wisconsin 1.45 0
## 4590 Wyoming 1.45 0
## 4591 Alabama 1.47 0
## 4592 Alaska 1.47 0
## 4593 Arizona 1.47 0
## 4594 Arkansas 1.47 0
## 4595 California 1.47 0
## 4596 Colorado 1.47 0
## 4597 Connecticut 1.47 0
## 4598 Delaware 1.47 0
## 4599 District of Columbia 1.47 0
## 4600 Florida 1.47 0
## 4601 Georgia 1.47 0
## 4602 Guam 1.47 0
## 4603 Hawaii 1.47 0
## 4604 Idaho 1.47 0
## 4605 Illinois 1.47 0
## 4606 Indiana 1.47 0
## 4607 Iowa 1.47 0
## 4608 Kansas 1.47 0
## 4609 Kentucky 1.47 0
## 4610 Louisiana 1.47 0
## 4611 Maine 1.47 0
## 4612 Maryland 1.47 0
## 4613 Massachusetts 1.47 0
## 4614 Michigan 1.47 0
## 4615 Minnesota 1.47 0
## 4616 Mississippi 1.47 0
## 4617 Missouri 1.47 0
## 4618 Montana 1.47 0
## 4619 Nebraska 1.47 0
## 4620 Nevada 1.47 0
## 4621 New Hampshire 1.47 0
## 4622 New Jersey 1.47 0
## 4623 New Mexico 1.47 0
## 4624 New York 1.47 0
## 4625 North Carolina 1.47 0
## 4626 North Dakota 1.47 0
## 4627 Ohio 1.47 0
## 4628 Oklahoma 1.47 0
## 4629 Oregon 1.47 0
## 4630 Pennsylvania 1.47 0
## 4631 Puerto Rico 1.47 0
## 4632 Rhode Island 1.47 0
## 4633 South Carolina 1.47 0
## 4634 South Dakota 1.47 1
## 4635 Tennessee 1.47 0
## 4636 Texas 1.47 0
## 4637 Utah 1.47 0
## 4638 Vermont 1.47 0
## 4639 Virgin Islands 1.47 0
## 4640 Virginia 1.47 0
## 4641 Washington 1.47 0
## 4642 West Virginia 1.47 0
## 4643 Wisconsin 1.47 0
## 4644 Wyoming 1.47 0
## 4645 Alabama 1.48 0
## 4646 Alaska 1.48 0
## 4647 Arizona 1.48 0
## 4648 Arkansas 1.48 0
## 4649 California 1.48 0
## 4650 Colorado 1.48 0
## 4651 Connecticut 1.48 0
## 4652 Delaware 1.48 0
## 4653 District of Columbia 1.48 0
## 4654 Florida 1.48 0
## 4655 Georgia 1.48 0
## 4656 Guam 1.48 0
## 4657 Hawaii 1.48 0
## 4658 Idaho 1.48 0
## 4659 Illinois 1.48 0
## 4660 Indiana 1.48 0
## 4661 Iowa 1.48 0
## 4662 Kansas 1.48 0
## 4663 Kentucky 1.48 0
## 4664 Louisiana 1.48 0
## 4665 Maine 1.48 0
## 4666 Maryland 1.48 0
## 4667 Massachusetts 1.48 0
## 4668 Michigan 1.48 0
## 4669 Minnesota 1.48 0
## 4670 Mississippi 1.48 0
## 4671 Missouri 1.48 0
## 4672 Montana 1.48 0
## 4673 Nebraska 1.48 0
## 4674 Nevada 1.48 0
## 4675 New Hampshire 1.48 0
## 4676 New Jersey 1.48 0
## 4677 New Mexico 1.48 0
## 4678 New York 1.48 0
## 4679 North Carolina 1.48 0
## 4680 North Dakota 1.48 0
## 4681 Ohio 1.48 0
## 4682 Oklahoma 1.48 0
## 4683 Oregon 1.48 0
## 4684 Pennsylvania 1.48 0
## 4685 Puerto Rico 1.48 0
## 4686 Rhode Island 1.48 0
## 4687 South Carolina 1.48 0
## 4688 South Dakota 1.48 2
## 4689 Tennessee 1.48 0
## 4690 Texas 1.48 0
## 4691 Utah 1.48 0
## 4692 Vermont 1.48 0
## 4693 Virgin Islands 1.48 0
## 4694 Virginia 1.48 0
## 4695 Washington 1.48 0
## 4696 West Virginia 1.48 0
## 4697 Wisconsin 1.48 0
## 4698 Wyoming 1.48 0
## 4699 Alabama 1.49 0
## 4700 Alaska 1.49 0
## 4701 Arizona 1.49 0
## 4702 Arkansas 1.49 0
## 4703 California 1.49 0
## 4704 Colorado 1.49 0
## 4705 Connecticut 1.49 0
## 4706 Delaware 1.49 0
## 4707 District of Columbia 1.49 0
## 4708 Florida 1.49 0
## 4709 Georgia 1.49 0
## 4710 Guam 1.49 0
## 4711 Hawaii 1.49 0
## 4712 Idaho 1.49 0
## 4713 Illinois 1.49 0
## 4714 Indiana 1.49 0
## 4715 Iowa 1.49 0
## 4716 Kansas 1.49 0
## 4717 Kentucky 1.49 0
## 4718 Louisiana 1.49 0
## 4719 Maine 1.49 0
## 4720 Maryland 1.49 0
## 4721 Massachusetts 1.49 0
## 4722 Michigan 1.49 0
## 4723 Minnesota 1.49 0
## 4724 Mississippi 1.49 0
## 4725 Missouri 1.49 0
## 4726 Montana 1.49 0
## 4727 Nebraska 1.49 0
## 4728 Nevada 1.49 0
## 4729 New Hampshire 1.49 0
## 4730 New Jersey 1.49 0
## 4731 New Mexico 1.49 0
## 4732 New York 1.49 0
## 4733 North Carolina 1.49 0
## 4734 North Dakota 1.49 0
## 4735 Ohio 1.49 0
## 4736 Oklahoma 1.49 0
## 4737 Oregon 1.49 0
## 4738 Pennsylvania 1.49 0
## 4739 Puerto Rico 1.49 0
## 4740 Rhode Island 1.49 0
## 4741 South Carolina 1.49 0
## 4742 South Dakota 1.49 1
## 4743 Tennessee 1.49 0
## 4744 Texas 1.49 0
## 4745 Utah 1.49 0
## 4746 Vermont 1.49 0
## 4747 Virgin Islands 1.49 0
## 4748 Virginia 1.49 0
## 4749 Washington 1.49 0
## 4750 West Virginia 1.49 0
## 4751 Wisconsin 1.49 0
## 4752 Wyoming 1.49 0
## 4753 Alabama 1.5 0
## 4754 Alaska 1.5 0
## 4755 Arizona 1.5 0
## 4756 Arkansas 1.5 0
## 4757 California 1.5 0
## 4758 Colorado 1.5 0
## 4759 Connecticut 1.5 0
## 4760 Delaware 1.5 0
## 4761 District of Columbia 1.5 0
## 4762 Florida 1.5 0
## 4763 Georgia 1.5 0
## 4764 Guam 1.5 0
## 4765 Hawaii 1.5 0
## 4766 Idaho 1.5 0
## 4767 Illinois 1.5 0
## 4768 Indiana 1.5 0
## 4769 Iowa 1.5 0
## 4770 Kansas 1.5 0
## 4771 Kentucky 1.5 0
## 4772 Louisiana 1.5 0
## 4773 Maine 1.5 0
## 4774 Maryland 1.5 0
## 4775 Massachusetts 1.5 0
## 4776 Michigan 1.5 0
## 4777 Minnesota 1.5 0
## 4778 Mississippi 1.5 0
## 4779 Missouri 1.5 0
## 4780 Montana 1.5 0
## 4781 Nebraska 1.5 0
## 4782 Nevada 1.5 0
## 4783 New Hampshire 1.5 0
## 4784 New Jersey 1.5 0
## 4785 New Mexico 1.5 0
## 4786 New York 1.5 0
## 4787 North Carolina 1.5 0
## 4788 North Dakota 1.5 0
## 4789 Ohio 1.5 0
## 4790 Oklahoma 1.5 0
## 4791 Oregon 1.5 0
## 4792 Pennsylvania 1.5 0
## 4793 Puerto Rico 1.5 0
## 4794 Rhode Island 1.5 0
## 4795 South Carolina 1.5 0
## 4796 South Dakota 1.5 1
## 4797 Tennessee 1.5 0
## 4798 Texas 1.5 0
## 4799 Utah 1.5 0
## 4800 Vermont 1.5 0
## 4801 Virgin Islands 1.5 0
## 4802 Virginia 1.5 0
## 4803 Washington 1.5 0
## 4804 West Virginia 1.5 0
## 4805 Wisconsin 1.5 0
## 4806 Wyoming 1.5 0
## Monte Carlo Simulation for Hourly_Wage_Avg Mean:
## Analysis for Subsample 5
## State Year Total_Employed_RN Employed_Standard_Error
## Length:621 Min. :1998 Min. : 240 Min. : 0.700
## Class :character 1st Qu.:2003 1st Qu.: 11295 1st Qu.: 2.500
## Mode :character Median :2009 Median : 29550 Median : 3.600
## Mean :2009 Mean : 46024 Mean : 4.507
## 3rd Qu.:2014 3rd Qu.: 56628 3rd Qu.: 5.300
## Max. :2020 Max. :307060 Max. :21.000
## NA's :3 NA's :3
## Hourly_Wage_Avg Hourly_Wage_Median Annual_Salary_Avg Annual_Salary_Median
## Min. : 9.35 Min. : 8.64 Min. : 19450 Min. : 17970
## 1st Qu.:23.70 1st Qu.:23.07 1st Qu.: 49300 1st Qu.: 47983
## Median :27.85 Median :27.34 Median : 57935 Median : 56855
## Mean :28.29 Mean :27.67 Mean : 58849 Mean : 57563
## 3rd Qu.:32.37 3rd Qu.:31.62 3rd Qu.: 67318 3rd Qu.: 65778
## Max. :57.96 Max. :56.93 Max. :120560 Max. :118410
## NA's :3 NA's :3 NA's :3 NA's :3
## Wage_standard_error Hourly_10th_Percentile Hourly_25th_Percentile
## Min. :0.400 Min. : 6.38 Min. : 7.34
## 1st Qu.:0.900 1st Qu.:16.77 1st Qu.:19.37
## Median :1.100 Median :19.87 Median :23.08
## Mean :1.328 Mean :20.06 Mean :23.34
## 3rd Qu.:1.600 3rd Qu.:23.35 3rd Qu.:26.80
## Max. :6.300 Max. :36.62 Max. :45.18
## NA's :3 NA's :3 NA's :3
## Hourly_75th_Percentile Hourly_90th_Percentile Annual_10th_Percentile
## Min. :10.31 Min. :12.90 Min. :13260
## 1st Qu.:27.21 1st Qu.:32.54 1st Qu.:34888
## Median :32.26 Median :37.19 Median :41330
## Mean :32.72 Mean :38.02 Mean :41728
## 3rd Qu.:37.37 3rd Qu.:43.65 3rd Qu.:48570
## Max. :71.07 Max. :83.35 Max. :76180
## NA's :3 NA's :3 NA's :3
## Annual_25th_Percentile Annual_75th_Percentile Annual_90th_Percentile
## Min. :15260 Min. : 21440 Min. : 26840
## 1st Qu.:40290 1st Qu.: 56600 1st Qu.: 67680
## Median :48010 Median : 67100 Median : 77345
## Mean :48550 Mean : 68048 Mean : 79090
## 3rd Qu.:55740 3rd Qu.: 77728 3rd Qu.: 90800
## Max. :93970 Max. :147830 Max. :173370
## NA's :3 NA's :3 NA's :3
## Location_Quotient Total_Employed_National_Aggregate
## Min. :0.320 Min. :124143490
## 1st Qu.:0.920 1st Qu.:129059020
## Median :1.010 Median :131432960
## Mean :1.011 Mean :133766201
## 3rd Qu.:1.143 3rd Qu.:136288000
## Max. :1.480 Max. :147838700
## NA's :335 NA's :2
## Total_Employed_Healthcare_National_Aggregate
## Min. :5854360
## 1st Qu.:6226540
## Median :7250140
## Mean :7229278
## 3rd Qu.:7907200
## Max. :8727310
## NA's :2
## Total_Employed._Healthcare_State_Aggregate Yearly_Total_Employed_Aggregate
## Min. : 110 Min. : 110
## 1st Qu.: 30100 1st Qu.: 485870
## Median : 83820 Median : 1512740
## Mean :130096 Mean : 2313642
## 3rd Qu.:167800 3rd Qu.: 2789670
## Max. :844930 Max. :17382400
##
## Anomalies in State and Location_Quotient:
## State Location_Quotient Count
## 1 Alabama 0.32 0
## 2 Alaska 0.32 0
## 3 Arizona 0.32 0
## 4 Arkansas 0.32 0
## 5 California 0.32 0
## 6 Colorado 0.32 0
## 7 Connecticut 0.32 0
## 8 Delaware 0.32 0
## 9 District of Columbia 0.32 0
## 10 Florida 0.32 0
## 11 Georgia 0.32 0
## 12 Guam 0.32 2
## 13 Hawaii 0.32 0
## 14 Idaho 0.32 0
## 15 Illinois 0.32 0
## 16 Indiana 0.32 0
## 17 Iowa 0.32 0
## 18 Kansas 0.32 0
## 19 Kentucky 0.32 0
## 20 Louisiana 0.32 0
## 21 Maine 0.32 0
## 22 Maryland 0.32 0
## 23 Massachusetts 0.32 0
## 24 Michigan 0.32 0
## 25 Minnesota 0.32 0
## 26 Mississippi 0.32 0
## 27 Missouri 0.32 0
## 28 Montana 0.32 0
## 29 Nebraska 0.32 0
## 30 Nevada 0.32 0
## 31 New Hampshire 0.32 0
## 32 New Jersey 0.32 0
## 33 New Mexico 0.32 0
## 34 New York 0.32 0
## 35 North Carolina 0.32 0
## 36 North Dakota 0.32 0
## 37 Ohio 0.32 0
## 38 Oklahoma 0.32 0
## 39 Oregon 0.32 0
## 40 Pennsylvania 0.32 0
## 41 Puerto Rico 0.32 0
## 42 Rhode Island 0.32 0
## 43 South Carolina 0.32 0
## 44 South Dakota 0.32 0
## 45 Tennessee 0.32 0
## 46 Texas 0.32 0
## 47 Utah 0.32 0
## 48 Vermont 0.32 0
## 49 Virgin Islands 0.32 0
## 50 Virginia 0.32 0
## 51 Washington 0.32 0
## 52 West Virginia 0.32 0
## 53 Wisconsin 0.32 0
## 54 Wyoming 0.32 0
## 55 Alabama 0.34 0
## 56 Alaska 0.34 0
## 57 Arizona 0.34 0
## 58 Arkansas 0.34 0
## 59 California 0.34 0
## 60 Colorado 0.34 0
## 61 Connecticut 0.34 0
## 62 Delaware 0.34 0
## 63 District of Columbia 0.34 0
## 64 Florida 0.34 0
## 65 Georgia 0.34 0
## 66 Guam 0.34 0
## 67 Hawaii 0.34 0
## 68 Idaho 0.34 0
## 69 Illinois 0.34 0
## 70 Indiana 0.34 0
## 71 Iowa 0.34 0
## 72 Kansas 0.34 0
## 73 Kentucky 0.34 0
## 74 Louisiana 0.34 0
## 75 Maine 0.34 0
## 76 Maryland 0.34 0
## 77 Massachusetts 0.34 0
## 78 Michigan 0.34 0
## 79 Minnesota 0.34 0
## 80 Mississippi 0.34 0
## 81 Missouri 0.34 0
## 82 Montana 0.34 0
## 83 Nebraska 0.34 0
## 84 Nevada 0.34 0
## 85 New Hampshire 0.34 0
## 86 New Jersey 0.34 0
## 87 New Mexico 0.34 0
## 88 New York 0.34 0
## 89 North Carolina 0.34 0
## 90 North Dakota 0.34 0
## 91 Ohio 0.34 0
## 92 Oklahoma 0.34 0
## 93 Oregon 0.34 0
## 94 Pennsylvania 0.34 0
## 95 Puerto Rico 0.34 0
## 96 Rhode Island 0.34 0
## 97 South Carolina 0.34 0
## 98 South Dakota 0.34 0
## 99 Tennessee 0.34 0
## 100 Texas 0.34 0
## 101 Utah 0.34 0
## 102 Vermont 0.34 0
## 103 Virgin Islands 0.34 2
## 104 Virginia 0.34 0
## 105 Washington 0.34 0
## 106 West Virginia 0.34 0
## 107 Wisconsin 0.34 0
## 108 Wyoming 0.34 0
## 109 Alabama 0.35 0
## 110 Alaska 0.35 0
## 111 Arizona 0.35 0
## 112 Arkansas 0.35 0
## 113 California 0.35 0
## 114 Colorado 0.35 0
## 115 Connecticut 0.35 0
## 116 Delaware 0.35 0
## 117 District of Columbia 0.35 0
## 118 Florida 0.35 0
## 119 Georgia 0.35 0
## 120 Guam 0.35 0
## 121 Hawaii 0.35 0
## 122 Idaho 0.35 0
## 123 Illinois 0.35 0
## 124 Indiana 0.35 0
## 125 Iowa 0.35 0
## 126 Kansas 0.35 0
## 127 Kentucky 0.35 0
## 128 Louisiana 0.35 0
## 129 Maine 0.35 0
## 130 Maryland 0.35 0
## 131 Massachusetts 0.35 0
## 132 Michigan 0.35 0
## 133 Minnesota 0.35 0
## 134 Mississippi 0.35 0
## 135 Missouri 0.35 0
## 136 Montana 0.35 0
## 137 Nebraska 0.35 0
## 138 Nevada 0.35 0
## 139 New Hampshire 0.35 0
## 140 New Jersey 0.35 0
## 141 New Mexico 0.35 0
## 142 New York 0.35 0
## 143 North Carolina 0.35 0
## 144 North Dakota 0.35 0
## 145 Ohio 0.35 0
## 146 Oklahoma 0.35 0
## 147 Oregon 0.35 0
## 148 Pennsylvania 0.35 0
## 149 Puerto Rico 0.35 0
## 150 Rhode Island 0.35 0
## 151 South Carolina 0.35 0
## 152 South Dakota 0.35 0
## 153 Tennessee 0.35 0
## 154 Texas 0.35 0
## 155 Utah 0.35 0
## 156 Vermont 0.35 0
## 157 Virgin Islands 0.35 2
## 158 Virginia 0.35 0
## 159 Washington 0.35 0
## 160 West Virginia 0.35 0
## 161 Wisconsin 0.35 0
## 162 Wyoming 0.35 0
## 163 Alabama 0.36 0
## 164 Alaska 0.36 0
## 165 Arizona 0.36 0
## 166 Arkansas 0.36 0
## 167 California 0.36 0
## 168 Colorado 0.36 0
## 169 Connecticut 0.36 0
## 170 Delaware 0.36 0
## 171 District of Columbia 0.36 0
## 172 Florida 0.36 0
## 173 Georgia 0.36 0
## 174 Guam 0.36 1
## 175 Hawaii 0.36 0
## 176 Idaho 0.36 0
## 177 Illinois 0.36 0
## 178 Indiana 0.36 0
## 179 Iowa 0.36 0
## 180 Kansas 0.36 0
## 181 Kentucky 0.36 0
## 182 Louisiana 0.36 0
## 183 Maine 0.36 0
## 184 Maryland 0.36 0
## 185 Massachusetts 0.36 0
## 186 Michigan 0.36 0
## 187 Minnesota 0.36 0
## 188 Mississippi 0.36 0
## 189 Missouri 0.36 0
## 190 Montana 0.36 0
## 191 Nebraska 0.36 0
## 192 Nevada 0.36 0
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## 1915 Minnesota 0.94 0
## 1916 Mississippi 0.94 0
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## 1969 Minnesota 0.95 0
## 1970 Mississippi 0.95 0
## 1971 Missouri 0.95 0
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## 4218 Colorado 1.327 0
## 4219 Connecticut 1.327 0
## 4220 Delaware 1.327 0
## 4221 District of Columbia 1.327 0
## 4222 Florida 1.327 0
## 4223 Georgia 1.327 0
## 4224 Guam 1.327 0
## 4225 Hawaii 1.327 0
## 4226 Idaho 1.327 0
## 4227 Illinois 1.327 0
## 4228 Indiana 1.327 0
## 4229 Iowa 1.327 0
## 4230 Kansas 1.327 0
## 4231 Kentucky 1.327 0
## 4232 Louisiana 1.327 0
## 4233 Maine 1.327 0
## 4234 Maryland 1.327 0
## 4235 Massachusetts 1.327 0
## 4236 Michigan 1.327 0
## 4237 Minnesota 1.327 0
## 4238 Mississippi 1.327 0
## 4239 Missouri 1.327 0
## 4240 Montana 1.327 0
## 4241 Nebraska 1.327 0
## 4242 Nevada 1.327 0
## 4243 New Hampshire 1.327 0
## 4244 New Jersey 1.327 0
## 4245 New Mexico 1.327 0
## 4246 New York 1.327 0
## 4247 North Carolina 1.327 0
## 4248 North Dakota 1.327 0
## 4249 Ohio 1.327 0
## 4250 Oklahoma 1.327 0
## 4251 Oregon 1.327 0
## 4252 Pennsylvania 1.327 0
## 4253 Puerto Rico 1.327 0
## 4254 Rhode Island 1.327 2
## 4255 South Carolina 1.327 0
## 4256 South Dakota 1.327 0
## 4257 Tennessee 1.327 0
## 4258 Texas 1.327 0
## 4259 Utah 1.327 0
## 4260 Vermont 1.327 0
## 4261 Virgin Islands 1.327 0
## 4262 Virginia 1.327 0
## 4263 Washington 1.327 0
## 4264 West Virginia 1.327 0
## 4265 Wisconsin 1.327 0
## 4266 Wyoming 1.327 0
## 4267 Alabama 1.33 0
## 4268 Alaska 1.33 0
## 4269 Arizona 1.33 0
## 4270 Arkansas 1.33 0
## 4271 California 1.33 0
## 4272 Colorado 1.33 0
## 4273 Connecticut 1.33 0
## 4274 Delaware 1.33 0
## 4275 District of Columbia 1.33 0
## 4276 Florida 1.33 0
## 4277 Georgia 1.33 0
## 4278 Guam 1.33 0
## 4279 Hawaii 1.33 0
## 4280 Idaho 1.33 0
## 4281 Illinois 1.33 0
## 4282 Indiana 1.33 0
## 4283 Iowa 1.33 0
## 4284 Kansas 1.33 0
## 4285 Kentucky 1.33 0
## 4286 Louisiana 1.33 0
## 4287 Maine 1.33 0
## 4288 Maryland 1.33 0
## 4289 Massachusetts 1.33 0
## 4290 Michigan 1.33 0
## 4291 Minnesota 1.33 0
## 4292 Mississippi 1.33 0
## 4293 Missouri 1.33 0
## 4294 Montana 1.33 0
## 4295 Nebraska 1.33 0
## 4296 Nevada 1.33 0
## 4297 New Hampshire 1.33 0
## 4298 New Jersey 1.33 0
## 4299 New Mexico 1.33 0
## 4300 New York 1.33 0
## 4301 North Carolina 1.33 0
## 4302 North Dakota 1.33 0
## 4303 Ohio 1.33 0
## 4304 Oklahoma 1.33 0
## 4305 Oregon 1.33 0
## 4306 Pennsylvania 1.33 0
## 4307 Puerto Rico 1.33 0
## 4308 Rhode Island 1.33 0
## 4309 South Carolina 1.33 0
## 4310 South Dakota 1.33 1
## 4311 Tennessee 1.33 0
## 4312 Texas 1.33 0
## 4313 Utah 1.33 0
## 4314 Vermont 1.33 0
## 4315 Virgin Islands 1.33 0
## 4316 Virginia 1.33 0
## 4317 Washington 1.33 0
## 4318 West Virginia 1.33 0
## 4319 Wisconsin 1.33 0
## 4320 Wyoming 1.33 0
## 4321 Alabama 1.37 0
## 4322 Alaska 1.37 0
## 4323 Arizona 1.37 0
## 4324 Arkansas 1.37 0
## 4325 California 1.37 0
## 4326 Colorado 1.37 0
## 4327 Connecticut 1.37 0
## 4328 Delaware 1.37 0
## 4329 District of Columbia 1.37 0
## 4330 Florida 1.37 0
## 4331 Georgia 1.37 0
## 4332 Guam 1.37 0
## 4333 Hawaii 1.37 0
## 4334 Idaho 1.37 0
## 4335 Illinois 1.37 0
## 4336 Indiana 1.37 0
## 4337 Iowa 1.37 0
## 4338 Kansas 1.37 0
## 4339 Kentucky 1.37 0
## 4340 Louisiana 1.37 0
## 4341 Maine 1.37 0
## 4342 Maryland 1.37 0
## 4343 Massachusetts 1.37 0
## 4344 Michigan 1.37 0
## 4345 Minnesota 1.37 0
## 4346 Mississippi 1.37 0
## 4347 Missouri 1.37 0
## 4348 Montana 1.37 0
## 4349 Nebraska 1.37 0
## 4350 Nevada 1.37 0
## 4351 New Hampshire 1.37 0
## 4352 New Jersey 1.37 0
## 4353 New Mexico 1.37 0
## 4354 New York 1.37 0
## 4355 North Carolina 1.37 0
## 4356 North Dakota 1.37 0
## 4357 Ohio 1.37 0
## 4358 Oklahoma 1.37 0
## 4359 Oregon 1.37 0
## 4360 Pennsylvania 1.37 0
## 4361 Puerto Rico 1.37 0
## 4362 Rhode Island 1.37 0
## 4363 South Carolina 1.37 0
## 4364 South Dakota 1.37 2
## 4365 Tennessee 1.37 0
## 4366 Texas 1.37 0
## 4367 Utah 1.37 0
## 4368 Vermont 1.37 0
## 4369 Virgin Islands 1.37 0
## 4370 Virginia 1.37 0
## 4371 Washington 1.37 0
## 4372 West Virginia 1.37 0
## 4373 Wisconsin 1.37 0
## 4374 Wyoming 1.37 0
## 4375 Alabama 1.43 0
## 4376 Alaska 1.43 0
## 4377 Arizona 1.43 0
## 4378 Arkansas 1.43 0
## 4379 California 1.43 0
## 4380 Colorado 1.43 0
## 4381 Connecticut 1.43 0
## 4382 Delaware 1.43 0
## 4383 District of Columbia 1.43 0
## 4384 Florida 1.43 0
## 4385 Georgia 1.43 0
## 4386 Guam 1.43 0
## 4387 Hawaii 1.43 0
## 4388 Idaho 1.43 0
## 4389 Illinois 1.43 0
## 4390 Indiana 1.43 0
## 4391 Iowa 1.43 0
## 4392 Kansas 1.43 0
## 4393 Kentucky 1.43 0
## 4394 Louisiana 1.43 0
## 4395 Maine 1.43 0
## 4396 Maryland 1.43 0
## 4397 Massachusetts 1.43 0
## 4398 Michigan 1.43 0
## 4399 Minnesota 1.43 0
## 4400 Mississippi 1.43 0
## 4401 Missouri 1.43 0
## 4402 Montana 1.43 0
## 4403 Nebraska 1.43 0
## 4404 Nevada 1.43 0
## 4405 New Hampshire 1.43 0
## 4406 New Jersey 1.43 0
## 4407 New Mexico 1.43 0
## 4408 New York 1.43 0
## 4409 North Carolina 1.43 0
## 4410 North Dakota 1.43 0
## 4411 Ohio 1.43 0
## 4412 Oklahoma 1.43 0
## 4413 Oregon 1.43 0
## 4414 Pennsylvania 1.43 0
## 4415 Puerto Rico 1.43 0
## 4416 Rhode Island 1.43 0
## 4417 South Carolina 1.43 0
## 4418 South Dakota 1.43 1
## 4419 Tennessee 1.43 0
## 4420 Texas 1.43 0
## 4421 Utah 1.43 0
## 4422 Vermont 1.43 0
## 4423 Virgin Islands 1.43 0
## 4424 Virginia 1.43 0
## 4425 Washington 1.43 0
## 4426 West Virginia 1.43 0
## 4427 Wisconsin 1.43 0
## 4428 Wyoming 1.43 0
## 4429 Alabama 1.45 0
## 4430 Alaska 1.45 0
## 4431 Arizona 1.45 0
## 4432 Arkansas 1.45 0
## 4433 California 1.45 0
## 4434 Colorado 1.45 0
## 4435 Connecticut 1.45 0
## 4436 Delaware 1.45 0
## 4437 District of Columbia 1.45 0
## 4438 Florida 1.45 0
## 4439 Georgia 1.45 0
## 4440 Guam 1.45 0
## 4441 Hawaii 1.45 0
## 4442 Idaho 1.45 0
## 4443 Illinois 1.45 0
## 4444 Indiana 1.45 0
## 4445 Iowa 1.45 0
## 4446 Kansas 1.45 0
## 4447 Kentucky 1.45 0
## 4448 Louisiana 1.45 0
## 4449 Maine 1.45 0
## 4450 Maryland 1.45 0
## 4451 Massachusetts 1.45 0
## 4452 Michigan 1.45 0
## 4453 Minnesota 1.45 0
## 4454 Mississippi 1.45 0
## 4455 Missouri 1.45 0
## 4456 Montana 1.45 0
## 4457 Nebraska 1.45 0
## 4458 Nevada 1.45 0
## 4459 New Hampshire 1.45 0
## 4460 New Jersey 1.45 0
## 4461 New Mexico 1.45 0
## 4462 New York 1.45 0
## 4463 North Carolina 1.45 0
## 4464 North Dakota 1.45 0
## 4465 Ohio 1.45 0
## 4466 Oklahoma 1.45 0
## 4467 Oregon 1.45 0
## 4468 Pennsylvania 1.45 0
## 4469 Puerto Rico 1.45 0
## 4470 Rhode Island 1.45 0
## 4471 South Carolina 1.45 0
## 4472 South Dakota 1.45 1
## 4473 Tennessee 1.45 0
## 4474 Texas 1.45 0
## 4475 Utah 1.45 0
## 4476 Vermont 1.45 0
## 4477 Virgin Islands 1.45 0
## 4478 Virginia 1.45 0
## 4479 Washington 1.45 0
## 4480 West Virginia 1.45 2
## 4481 Wisconsin 1.45 0
## 4482 Wyoming 1.45 0
## 4483 Alabama 1.47 0
## 4484 Alaska 1.47 0
## 4485 Arizona 1.47 0
## 4486 Arkansas 1.47 0
## 4487 California 1.47 0
## 4488 Colorado 1.47 0
## 4489 Connecticut 1.47 0
## 4490 Delaware 1.47 0
## 4491 District of Columbia 1.47 0
## 4492 Florida 1.47 0
## 4493 Georgia 1.47 0
## 4494 Guam 1.47 0
## 4495 Hawaii 1.47 0
## 4496 Idaho 1.47 0
## 4497 Illinois 1.47 0
## 4498 Indiana 1.47 0
## 4499 Iowa 1.47 0
## 4500 Kansas 1.47 0
## 4501 Kentucky 1.47 0
## 4502 Louisiana 1.47 0
## 4503 Maine 1.47 0
## 4504 Maryland 1.47 0
## 4505 Massachusetts 1.47 0
## 4506 Michigan 1.47 0
## 4507 Minnesota 1.47 0
## 4508 Mississippi 1.47 0
## 4509 Missouri 1.47 0
## 4510 Montana 1.47 0
## 4511 Nebraska 1.47 0
## 4512 Nevada 1.47 0
## 4513 New Hampshire 1.47 0
## 4514 New Jersey 1.47 0
## 4515 New Mexico 1.47 0
## 4516 New York 1.47 0
## 4517 North Carolina 1.47 0
## 4518 North Dakota 1.47 0
## 4519 Ohio 1.47 0
## 4520 Oklahoma 1.47 0
## 4521 Oregon 1.47 0
## 4522 Pennsylvania 1.47 0
## 4523 Puerto Rico 1.47 0
## 4524 Rhode Island 1.47 0
## 4525 South Carolina 1.47 0
## 4526 South Dakota 1.47 0
## 4527 Tennessee 1.47 0
## 4528 Texas 1.47 0
## 4529 Utah 1.47 0
## 4530 Vermont 1.47 0
## 4531 Virgin Islands 1.47 0
## 4532 Virginia 1.47 0
## 4533 Washington 1.47 0
## 4534 West Virginia 1.47 2
## 4535 Wisconsin 1.47 0
## 4536 Wyoming 1.47 0
## 4537 Alabama 1.48 0
## 4538 Alaska 1.48 0
## 4539 Arizona 1.48 0
## 4540 Arkansas 1.48 0
## 4541 California 1.48 0
## 4542 Colorado 1.48 0
## 4543 Connecticut 1.48 0
## 4544 Delaware 1.48 0
## 4545 District of Columbia 1.48 0
## 4546 Florida 1.48 0
## 4547 Georgia 1.48 0
## 4548 Guam 1.48 0
## 4549 Hawaii 1.48 0
## 4550 Idaho 1.48 0
## 4551 Illinois 1.48 0
## 4552 Indiana 1.48 0
## 4553 Iowa 1.48 0
## 4554 Kansas 1.48 0
## 4555 Kentucky 1.48 0
## 4556 Louisiana 1.48 0
## 4557 Maine 1.48 0
## 4558 Maryland 1.48 0
## 4559 Massachusetts 1.48 0
## 4560 Michigan 1.48 0
## 4561 Minnesota 1.48 0
## 4562 Mississippi 1.48 0
## 4563 Missouri 1.48 0
## 4564 Montana 1.48 0
## 4565 Nebraska 1.48 0
## 4566 Nevada 1.48 0
## 4567 New Hampshire 1.48 0
## 4568 New Jersey 1.48 0
## 4569 New Mexico 1.48 0
## 4570 New York 1.48 0
## 4571 North Carolina 1.48 0
## 4572 North Dakota 1.48 0
## 4573 Ohio 1.48 0
## 4574 Oklahoma 1.48 0
## 4575 Oregon 1.48 0
## 4576 Pennsylvania 1.48 0
## 4577 Puerto Rico 1.48 0
## 4578 Rhode Island 1.48 0
## 4579 South Carolina 1.48 0
## 4580 South Dakota 1.48 1
## 4581 Tennessee 1.48 0
## 4582 Texas 1.48 0
## 4583 Utah 1.48 0
## 4584 Vermont 1.48 0
## 4585 Virgin Islands 1.48 0
## 4586 Virginia 1.48 0
## 4587 Washington 1.48 0
## 4588 West Virginia 1.48 0
## 4589 Wisconsin 1.48 0
## 4590 Wyoming 1.48 0
## Monte Carlo Simulation for Hourly_Wage_Avg Mean:
Insights:Computing summary statistics, spotting abnormalities in state-location quotient combinations, and running Monte Carlo simulations for important variables like “Hourly_Wage_Avg.” are all part of the subsample analysis process. This makes it possible to thoroughly analyse the variability within each subsample, illuminating the distributional features and possible outliers in the data.
Significance:The analysis’s importance stems from its capacity to evaluate the consistency of important variables among several subsamples, offering valuable perspectives on the resilience of noted trends. The sensitivity of mean estimates to random sampling is measured by the Monte Carlo simulations, especially for ‘Hourly_Wage_Avg,’ which improves our comprehension of the validity of statistical conclusions derived from the data.
Further Investigations:Subsequent studies could examine the characteristics of anomalies found in state-location quotient pairings and determine whether these trends hold true for different subsamples or vary. Adding more variables to Monte Carlo simulations enables a more comprehensive evaluation of stability and helps identify variables that are more responsive to random sampling and those that regularly display stable patterns. Furthermore, contemplations regarding the extrapolation of results to a bigger populace compel an evaluation of the representativeness of the dataset and its possible consequences for wider statistical deductions.