# Read the dataset given 'dummy-dataset.csv'
readdata <- read.csv('dummy-dataset.csv')
# Summarize the dataset
summary(readdata)
## Employee_ID Band TRE Salary
## Length:10000 Length:10000 Min. : 0.3534 Min. : 411329
## Class :character Class :character 1st Qu.: 2.1641 1st Qu.: 507629
## Mode :character Mode :character Median : 5.5256 Median : 782675
## Mean : 6.0067 Mean : 758419
## 3rd Qu.: 8.6298 3rd Qu.: 971380
## Max. :23.2457 Max. :1322810
# Draw histogram of the numeric fields
#help(hist)
hist(readdata$Salary, col = "lightblue", border = NULL, main = paste("Histogram of Salary"), xlab ="Salary", ylab ="Number of employees")
hist(readdata$TRE, col = "lightgreen", border = NULL, main = paste("Histogram of TRE"), xlab ="TRE", ylab ="Number of employees")
# Draw boxplot of Salary
#help(boxplot)
boxplot(readdata$Salary, col = "orange", border = "black", main = paste("Boxplot of Salary"), ylab ="Salary")
# Draw boxplots of Salary band-wise in one plot
boxplot(readdata$Salary ~ readdata$Band, col = "red", main = paste("Boxplot of Salary band-wise"), xlab = "Band", ylab ="Salary")
# Use t.test() function to test if the true mean salary of band B1 is 5L
#help(t.test)
readdataB1 <- readdata$Salary[readdata$Band=="B1"]
ttest_res <- t.test(readdataB1,mu=500000,alternative="two.sided", paired= FALSE, conf.level=0.95)
ttest_res
##
## One Sample t-test
##
## data: readdataB1
## t = -0.65789, df = 4013, p-value = 0.5106
## alternative hypothesis: true mean is not equal to 5e+05
## 95 percent confidence interval:
## 498965.7 500514.5
## sample estimates:
## mean of x
## 499740.1
# Add another computed column to the dataframe and call it SalPerTRE. This is the ratio of the salary to TRE
SalPerTRE <- readdata$Salary/readdata$TRE
df <- data.frame(readdata$Employee_ID, readdata$Band, readdata$TRE, readdata$Salary)
df <- cbind(df, SalPerTRE)
df
## readdata.Employee_ID readdata.Band readdata.TRE readdata.Salary
## 1 E00002 B1 1.9755213 487820
## 2 E00003 B1 2.5595539 497495
## 3 E00004 B1 2.5305253 520264
## 4 E00006 B1 1.6284202 514960
## 5 E00011 B1 2.7395934 491793
## 6 E00013 B1 2.4036602 461647
## 7 E00017 B1 1.6432838 502342
## 8 E00018 B1 1.7553672 515990
## 9 E00025 B1 2.5128714 512754
## 10 E00026 B1 1.2426172 504069
## 11 E00027 B1 2.1033410 493299
## 12 E00028 B1 1.5818913 497202
## 13 E00033 B1 1.7617201 517773
## 14 E00036 B1 2.3597083 531319
## 15 E00037 B1 1.9823711 548629
## 16 E00040 B1 1.6535376 502028
## 17 E00041 B1 1.4596677 484766
## 18 E00043 B1 1.6509874 459805
## 19 E00044 B1 2.4736880 526013
## 20 E00045 B1 1.7233224 505029
## 21 E00047 B1 1.8049905 461716
## 22 E00048 B1 1.1717958 463558
## 23 E00051 B1 1.9929432 500158
## 24 E00054 B1 1.7422266 473485
## 25 E00058 B1 2.5333016 488900
## 26 E00059 B1 1.5691746 504286
## 27 E00060 B1 1.2818141 523824
## 28 E00061 B1 2.0208912 491433
## 29 E00062 B1 2.4412702 528911
## 30 E00064 B1 1.8546051 484988
## 31 E00069 B1 2.9091295 466220
## 32 E00071 B1 2.2738827 489143
## 33 E00072 B1 1.6563117 515699
## 34 E00073 B1 2.5351001 458538
## 35 E00075 B1 1.8120267 524433
## 36 E00078 B1 1.2726164 480185
## 37 E00080 B1 3.1236191 506465
## 38 E00081 B1 3.1259178 476297
## 39 E00083 B1 0.7647308 559591
## 40 E00084 B1 2.5407258 489094
## 41 E00087 B1 2.8387838 559505
## 42 E00088 B1 2.2979640 467379
## 43 E00090 B1 1.7393396 490197
## 44 E00091 B1 1.1255913 497348
## 45 E00092 B1 2.2998072 489351
## 46 E00097 B1 3.2590171 508841
## 47 E00099 B1 1.5946775 487471
## 48 E00101 B1 2.2359218 487805
## 49 E00103 B1 2.1409418 513609
## 50 E00110 B1 2.4234608 509309
## 51 E00111 B1 2.2892501 499309
## 52 E00114 B1 2.1662398 472617
## 53 E00118 B1 1.5666620 491973
## 54 E00122 B1 2.7811396 519008
## 55 E00126 B1 2.0918057 476539
## 56 E00127 B1 1.4460803 457766
## 57 E00129 B1 1.6719231 502684
## 58 E00132 B1 1.4210229 510330
## 59 E00136 B1 1.8135252 516274
## 60 E00140 B1 2.5461588 506172
## 61 E00141 B1 2.3936201 517560
## 62 E00143 B1 2.8029811 506959
## 63 E00146 B1 1.4616657 474819
## 64 E00148 B1 2.0602180 433204
## 65 E00150 B1 2.5459648 517084
## 66 E00156 B1 1.8940021 524869
## 67 E00159 B1 2.1493004 496701
## 68 E00160 B1 3.3324645 488563
## 69 E00161 B1 1.7003669 532769
## 70 E00165 B1 2.6399398 495950
## 71 E00167 B1 1.8751626 472094
## 72 E00168 B1 1.7292751 553108
## 73 E00171 B1 2.6727082 492479
## 74 E00176 B1 2.4657655 493223
## 75 E00177 B1 1.6603478 508432
## 76 E00178 B1 2.1672040 486404
## 77 E00182 B1 1.9908470 519881
## 78 E00189 B1 1.5631164 451466
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## 80 E00196 B1 1.9157242 504422
## 81 E00197 B1 1.6613395 492925
## 82 E00198 B1 1.8867615 516836
## 83 E00199 B1 1.8636907 506752
## 84 E00201 B1 1.9574265 492506
## 85 E00203 B1 3.0867350 517677
## 86 E00204 B1 1.3640163 483120
## 87 E00205 B1 1.6643201 506120
## 88 E00206 B1 2.0026818 432231
## 89 E00211 B1 2.7741011 498677
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## 1852 E04615 B1 0.9707473 469162
## 1853 E04617 B1 2.1928905 555190
## 1854 E04618 B1 0.7011045 514616
## 1855 E04619 B1 2.1250591 526730
## 1856 E04622 B1 0.7030901 489109
## 1857 E04625 B1 1.6426084 485987
## 1858 E04628 B1 1.5691370 474840
## 1859 E04631 B1 0.8823447 502351
## 1860 E04632 B1 2.7726240 464262
## 1861 E04635 B1 2.3254034 500894
## 1862 E04639 B1 2.1084820 491635
## 1863 E04640 B1 2.5024205 462890
## 1864 E04641 B1 2.7788930 486996
## 1865 E04642 B1 1.7835068 477216
## 1866 E04644 B1 1.8918314 500958
## 1867 E04648 B1 1.8233453 485320
## 1868 E04649 B1 2.5461425 445193
## 1869 E04652 B1 1.7713864 480880
## 1870 E04653 B1 1.9650800 552925
## 1871 E04656 B1 2.1220985 509495
## 1872 E04662 B1 2.6303737 454053
## 1873 E04667 B1 2.7699456 489915
## 1874 E04668 B1 1.9295896 528663
## 1875 E04669 B1 1.2618922 438972
## 1876 E04670 B1 1.9312990 501284
## 1877 E04671 B1 2.0450347 505202
## 1878 E04672 B1 1.7444503 475142
## 1879 E04679 B1 1.8844581 485301
## 1880 E04681 B1 1.7036544 479084
## 1881 E04685 B1 2.8590231 488816
## 1882 E04687 B1 1.8318103 493311
## 1883 E04696 B1 1.2252940 475627
## 1884 E04703 B1 1.6313608 501499
## 1885 E04704 B1 1.6879579 517150
## 1886 E04705 B1 2.6535821 505159
## 1887 E04707 B1 1.7395942 505552
## 1888 E04720 B1 1.9651408 488537
## 1889 E04721 B1 1.8327339 510142
## 1890 E04722 B1 2.3023736 464841
## 1891 E04724 B1 1.5697306 520046
## 1892 E04725 B1 1.8968412 463113
## 1893 E04728 B1 2.8021983 480628
## 1894 E04736 B1 1.7329466 472066
## 1895 E04740 B1 1.4713452 459877
## 1896 E04743 B1 2.3556434 518850
## 1897 E04744 B1 2.3505286 522947
## 1898 E04747 B1 1.2472395 489526
## 1899 E04751 B1 1.3375445 569903
## 1900 E04754 B1 1.4534550 495584
## 1901 E04755 B1 2.1274093 525819
## 1902 E04757 B1 2.1753020 520199
## 1903 E04760 B1 0.9865926 522107
## 1904 E04765 B1 1.6361959 468980
## 1905 E04766 B1 1.0603985 494520
## 1906 E04767 B1 2.6900715 496840
## 1907 E04770 B1 1.8402039 467346
## 1908 E04776 B1 1.6348394 506791
## 1909 E04778 B1 1.2460559 507156
## 1910 E04782 B1 1.2055493 527342
## 1911 E04787 B1 3.2352644 496308
## 1912 E04789 B1 1.8706218 478147
## 1913 E04793 B1 2.1640807 510172
## 1914 E04798 B1 2.4278134 503633
## 1915 E04800 B1 1.0744101 457130
## 1916 E04803 B1 2.8393448 459735
## 1917 E04805 B1 1.6339074 488910
## 1918 E04808 B1 2.3639917 470448
## 1919 E04809 B1 2.9971018 526892
## 1920 E04811 B1 1.8986791 491521
## 1921 E04814 B1 2.2574479 533187
## 1922 E04815 B1 2.6840317 474453
## 1923 E04816 B1 2.0117817 509483
## 1924 E04825 B1 1.8093730 535413
## 1925 E04830 B1 1.7368409 498708
## 1926 E04832 B1 2.1492349 542522
## 1927 E04834 B1 2.2999250 487067
## 1928 E04836 B1 1.8503825 480463
## 1929 E04839 B1 2.2083222 490225
## 1930 E04840 B1 1.9624888 475212
## 1931 E04842 B1 2.7891307 501219
## 1932 E04843 B1 2.7720838 506320
## 1933 E04844 B1 2.4452487 505532
## 1934 E04845 B1 2.8103372 534094
## 1935 E04846 B1 2.1449304 503200
## 1936 E04851 B1 0.6976037 521839
## 1937 E04853 B1 1.6034713 514476
## 1938 E04854 B1 1.4379733 488883
## 1939 E04857 B1 1.8707850 531173
## 1940 E04858 B1 2.4515355 510410
## 1941 E04859 B1 1.1532185 505635
## 1942 E04860 B1 2.3934843 536311
## 1943 E04863 B1 2.5174327 494137
## 1944 E04864 B1 1.7716780 513529
## 1945 E04866 B1 1.2861422 490756
## 1946 E04868 B1 1.7950197 505941
## 1947 E04870 B1 2.2437522 531600
## 1948 E04873 B1 2.9609632 475652
## 1949 E04878 B1 1.8095100 473856
## 1950 E04886 B1 2.6168785 567208
## 1951 E04887 B1 2.4558850 492435
## 1952 E04888 B1 2.6843174 524983
## 1953 E04891 B1 1.3134425 471853
## 1954 E04895 B1 2.2892261 514451
## 1955 E04901 B1 1.9480930 494224
## 1956 E04903 B1 2.2524685 504225
## 1957 E04904 B1 1.3906844 518637
## 1958 E04905 B1 2.8011866 504345
## 1959 E04906 B1 2.6203182 515261
## 1960 E04907 B1 2.7524780 518797
## 1961 E04910 B1 1.8674594 486223
## 1962 E04911 B1 1.9733458 516738
## 1963 E04915 B1 1.3035534 488104
## 1964 E04916 B1 1.9246184 523544
## 1965 E04923 B1 1.7652567 524414
## 1966 E04926 B1 0.4809316 469675
## 1967 E04930 B1 2.0838848 500819
## 1968 E04935 B1 2.1595471 526305
## 1969 E04936 B1 2.5985651 521512
## 1970 E04937 B1 2.3575196 472891
## 1971 E04938 B1 2.3571428 532505
## 1972 E04941 B1 1.5223369 524313
## 1973 E04945 B1 2.6329215 465107
## 1974 E04949 B1 1.5570112 481294
## 1975 E04950 B1 2.1460763 522902
## 1976 E04951 B1 1.7377377 489519
## 1977 E04958 B1 2.2983569 533608
## 1978 E04959 B1 1.7491074 518949
## 1979 E04960 B1 3.3661275 530881
## 1980 E04962 B1 2.4032350 494481
## 1981 E04965 B1 1.2782570 465106
## 1982 E04966 B1 1.5861262 466131
## 1983 E04969 B1 2.9490323 506465
## 1984 E04970 B1 2.5310810 470127
## 1985 E04973 B1 2.1787156 450850
## 1986 E04981 B1 1.9425146 519167
## 1987 E04983 B1 2.2486490 475350
## 1988 E04984 B1 2.5216012 529563
## 1989 E04986 B1 2.2715567 512855
## 1990 E04987 B1 1.7288154 469749
## 1991 E04988 B1 1.4058845 521771
## 1992 E04989 B1 1.9611921 517224
## 1993 E04991 B1 1.3378124 493273
## 1994 E04993 B1 1.8129464 500464
## 1995 E04994 B1 1.9244389 512619
## 1996 E04996 B1 2.1316436 539227
## 1997 E05002 B1 1.9621413 507921
## 1998 E05003 B1 2.7087986 497349
## 1999 E05006 B1 1.2567780 510710
## 2000 E05007 B1 1.6311238 499231
## 2001 E05009 B1 1.9023852 513411
## 2002 E05012 B1 2.5546555 497793
## 2003 E05013 B1 2.0151024 502116
## 2004 E05020 B1 2.8544170 546300
## 2005 E05021 B1 2.0410411 529374
## 2006 E05022 B1 1.5490570 473016
## 2007 E05024 B1 2.4418551 503200
## 2008 E05025 B1 2.0357376 505061
## 2009 E05027 B1 1.2971887 468255
## 2010 E05029 B1 2.5741856 445972
## 2011 E05031 B1 1.7568401 479169
## 2012 E05033 B1 2.1072406 534092
## 2013 E05037 B1 1.5935652 549632
## 2014 E05042 B1 3.2622197 533322
## 2015 E05043 B1 2.5364169 499631
## 2016 E05045 B1 1.8344056 448388
## 2017 E05053 B1 1.1624297 444717
## 2018 E05056 B1 1.4026992 508011
## 2019 E05057 B1 1.9317769 505788
## 2020 E05060 B1 2.8183166 495741
## 2021 E05062 B1 2.1203450 531280
## 2022 E05065 B1 2.4265976 545641
## 2023 E05071 B1 1.9439364 516350
## 2024 E05073 B1 2.4209965 468922
## 2025 E05074 B1 2.3386818 487066
## 2026 E05076 B1 1.6837020 482063
## 2027 E05082 B1 2.5453079 481899
## 2028 E05086 B1 2.3268043 495327
## 2029 E05088 B1 2.0021105 484292
## 2030 E05089 B1 3.0721271 457717
## 2031 E05091 B1 1.6333490 470354
## 2032 E05092 B1 2.2700399 501981
## 2033 E05093 B1 2.3318379 520511
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## 9609 E06078 B4 9.5798065 1208104
## 9610 E06086 B4 15.8425732 1222395
## 9611 E06092 B4 10.7180663 1267002
## 9612 E06104 B4 14.4125503 1138281
## 9613 E06113 B4 21.6047449 1222832
## 9614 E06114 B4 17.8901396 1153565
## 9615 E06125 B4 12.2643672 1268530
## 9616 E06164 B4 14.2993313 1155137
## 9617 E06186 B4 15.8788210 1187814
## 9618 E06193 B4 9.5845280 1181242
## 9619 E06208 B4 14.0296617 1245908
## 9620 E06210 B4 15.1541382 1179034
## 9621 E06218 B4 14.6173024 1207900
## 9622 E06227 B4 11.9330855 1248594
## 9623 E06234 B4 15.2755708 1225299
## 9624 E06241 B4 17.2432793 1231042
## 9625 E06284 B4 16.9770872 1198838
## 9626 E06287 B4 16.0262057 1194665
## 9627 E06298 B4 15.8471393 1211937
## 9628 E06317 B4 13.9685703 1234290
## 9629 E06318 B4 14.7392424 1105958
## 9630 E06322 B4 11.4491476 1246783
## 9631 E06332 B4 10.7054700 1263909
## 9632 E06336 B4 13.0689486 1200186
## 9633 E06367 B4 15.1241301 1215705
## 9634 E06382 B4 14.2135908 1161039
## 9635 E06385 B4 10.2806247 1176124
## 9636 E06410 B4 9.2519013 1219215
## 9637 E06424 B4 15.1222600 1173750
## 9638 E06425 B4 13.7899037 1218081
## 9639 E06432 B4 15.6119768 1238794
## 9640 E06436 B4 16.7816401 1176727
## 9641 E06461 B4 12.0129691 1269308
## 9642 E06478 B4 16.7627194 1150846
## 9643 E06490 B4 12.6891021 1186801
## 9644 E06491 B4 11.0590594 1232342
## 9645 E06500 B4 18.8636777 1161107
## 9646 E06528 B4 12.8745871 1213293
## 9647 E06558 B4 10.9439555 1196780
## 9648 E06569 B4 12.5544543 1213624
## 9649 E06570 B4 15.2471427 1190835
## 9650 E06571 B4 13.8626602 1168109
## 9651 E06572 B4 15.1210632 1167126
## 9652 E06573 B4 9.4912611 1195761
## 9653 E06595 B4 18.9339351 1214580
## 9654 E06599 B4 12.1948289 1261554
## 9655 E06609 B4 12.6073804 1185414
## 9656 E06616 B4 11.4468981 1180562
## 9657 E06619 B4 16.6868158 1173439
## 9658 E06630 B4 13.9326128 1180599
## 9659 E06635 B4 18.3146683 1147392
## 9660 E06657 B4 14.4245231 1274835
## 9661 E06658 B4 10.2632387 1152578
## 9662 E06662 B4 17.4900878 1223923
## 9663 E06670 B4 16.7463057 1206048
## 9664 E06672 B4 10.9893049 1231441
## 9665 E06680 B4 13.4786041 1319530
## 9666 E06685 B4 11.1575344 1159790
## 9667 E06692 B4 10.0675817 1177510
## 9668 E06711 B4 14.6960028 1255076
## 9669 E06714 B4 22.0952250 1148025
## 9670 E06717 B4 14.0311942 1202183
## 9671 E06721 B4 18.4978966 1290121
## 9672 E06723 B4 15.1292317 1140868
## 9673 E06741 B4 10.3419341 1144416
## 9674 E06759 B4 14.5914416 1221851
## 9675 E06770 B4 12.3260515 1217887
## 9676 E06787 B4 15.8192933 1273616
## 9677 E06814 B4 15.0874768 1257281
## 9678 E06831 B4 14.1189203 1208396
## 9679 E06837 B4 11.8292937 1178290
## 9680 E06850 B4 12.8584347 1252490
## 9681 E06869 B4 16.6693386 1259211
## 9682 E06887 B4 23.2456595 1192547
## 9683 E06892 B4 13.7547785 1174721
## 9684 E06899 B4 15.5551856 1226709
## 9685 E06901 B4 14.1006250 1212969
## 9686 E06909 B4 21.2414226 1241959
## 9687 E06917 B4 14.0773981 1156503
## 9688 E06967 B4 12.2953741 1259692
## 9689 E06984 B4 18.9280818 1160352
## 9690 E06993 B4 19.1570381 1157815
## 9691 E06995 B4 13.3405686 1240304
## 9692 E06997 B4 18.6477613 1196722
## 9693 E07003 B4 10.3454675 1181691
## 9694 E07005 B4 16.7568157 1172533
## 9695 E07019 B4 18.8279372 1210680
## 9696 E07026 B4 10.0082912 1147411
## 9697 E07029 B4 13.5792753 1143191
## 9698 E07048 B4 15.6294877 1252844
## 9699 E07062 B4 9.5515421 1194019
## 9700 E07069 B4 10.3466809 1322810
## 9701 E07072 B4 14.3569953 1236174
## 9702 E07078 B4 13.7706107 1201421
## 9703 E07087 B4 15.5982355 1237035
## 9704 E07091 B4 12.0953224 1251419
## 9705 E07099 B4 13.5970441 1106139
## 9706 E07104 B4 8.5480565 1158908
## 9707 E07122 B4 12.7688837 1216869
## 9708 E07138 B4 13.6321952 1135232
## 9709 E07139 B4 9.6053582 1211344
## 9710 E07161 B4 13.9775598 1177075
## 9711 E07187 B4 11.9869685 1163246
## 9712 E07201 B4 9.5252809 1229256
## 9713 E07213 B4 6.8752022 1159844
## 9714 E07235 B4 9.1337800 1171646
## 9715 E07246 B4 18.5135404 1273478
## 9716 E07276 B4 15.0912196 1211725
## 9717 E07282 B4 11.1958083 1148702
## 9718 E07301 B4 10.8598675 1161489
## 9719 E07313 B4 17.7037509 1192381
## 9720 E07315 B4 14.6203535 1188789
## 9721 E07317 B4 15.8026936 1181948
## 9722 E07333 B4 8.2389576 1164254
## 9723 E07341 B4 16.6489706 1287527
## 9724 E07360 B4 10.0579800 1207312
## 9725 E07363 B4 15.6216020 1191239
## 9726 E07386 B4 15.5520720 1151784
## 9727 E07387 B4 13.1428725 1269891
## 9728 E07388 B4 16.5544413 1206892
## 9729 E07389 B4 11.3848024 1218197
## 9730 E07403 B4 13.0350732 1229876
## 9731 E07415 B4 16.0280230 1197784
## 9732 E07416 B4 13.6739997 1250612
## 9733 E07420 B4 13.7740925 1177356
## 9734 E07422 B4 15.7847614 1137044
## 9735 E07431 B4 10.1863889 1240755
## 9736 E07434 B4 15.4564392 1198157
## 9737 E07462 B4 19.6740685 1231130
## 9738 E07472 B4 9.6677048 1235863
## 9739 E07475 B4 11.3772957 1158857
## 9740 E07477 B4 13.7764685 1226827
## 9741 E07498 B4 16.6087839 1186526
## 9742 E07499 B4 9.5503695 1162234
## 9743 E07518 B4 8.5944842 1237595
## 9744 E07529 B4 13.9377931 1108266
## 9745 E07532 B4 9.4258313 1178000
## 9746 E07540 B4 11.2828807 1209212
## 9747 E07541 B4 9.5435335 1153028
## 9748 E07545 B4 14.2468640 1207411
## 9749 E07546 B4 17.8335441 1177600
## 9750 E07550 B4 12.8951398 1185112
## 9751 E07594 B4 11.6148941 1240359
## 9752 E07597 B4 6.8025129 1273447
## 9753 E07611 B4 13.9249813 1245474
## 9754 E07632 B4 13.6388341 1149853
## 9755 E07651 B4 11.5555154 1178593
## 9756 E07666 B4 15.4026772 1168092
## 9757 E07669 B4 15.3929362 1193708
## 9758 E07670 B4 14.3484804 1198954
## 9759 E07672 B4 14.1798236 1135668
## 9760 E07683 B4 20.7234562 1173898
## 9761 E07684 B4 13.5691519 1127146
## 9762 E07687 B4 17.0209934 1169721
## 9763 E07688 B4 15.7963337 1204300
## 9764 E07694 B4 10.9701927 1210390
## 9765 E07696 B4 12.9736624 1256905
## 9766 E07714 B4 14.3292858 1250292
## 9767 E07726 B4 14.9319159 1234727
## 9768 E07729 B4 15.7431970 1292050
## 9769 E07731 B4 12.4949833 1149609
## 9770 E07760 B4 17.7566133 1128042
## 9771 E07764 B4 11.9362374 1156810
## 9772 E07767 B4 15.8989321 1149774
## 9773 E07775 B4 10.2551604 1213986
## 9774 E07779 B4 15.3330218 1198424
## 9775 E07782 B4 14.0622523 1195030
## 9776 E07786 B4 12.5381180 1247947
## 9777 E07799 B4 11.0228787 1211139
## 9778 E07800 B4 18.8734487 1210694
## 9779 E07801 B4 15.5465073 1268521
## 9780 E07810 B4 18.9179484 1193983
## 9781 E07811 B4 12.5715349 1218720
## 9782 E07812 B4 13.2636179 1143640
## 9783 E07822 B4 15.8620511 1248381
## 9784 E07823 B4 14.0837888 1166921
## 9785 E07866 B4 12.8193903 1179642
## 9786 E07870 B4 15.6986452 1087170
## 9787 E07875 B4 13.2979550 1188392
## 9788 E07876 B4 12.6905612 1190086
## 9789 E07878 B4 15.8941773 1215839
## 9790 E07879 B4 11.5475683 1207072
## 9791 E07887 B4 14.2170664 1178357
## 9792 E07892 B4 16.5357846 1101995
## 9793 E07903 B4 18.1457239 1242040
## 9794 E07911 B4 9.9211894 1259180
## 9795 E07914 B4 9.9437782 1208500
## 9796 E07928 B4 10.2694331 1185101
## 9797 E07931 B4 15.9515064 1171819
## 9798 E07937 B4 13.3922625 1096849
## 9799 E07953 B4 15.5379180 1193203
## 9800 E07958 B4 12.0311762 1178754
## 9801 E07981 B4 14.7243999 1136720
## 9802 E07996 B4 11.2404869 1184511
## 9803 E08003 B4 12.5113776 1165823
## 9804 E08023 B4 8.4431666 1187284
## 9805 E08041 B4 17.1472052 1082507
## 9806 E08043 B4 19.0405948 1194827
## 9807 E08051 B4 14.7250876 1257984
## 9808 E08060 B4 9.8848689 1150823
## 9809 E08068 B4 19.4903334 1151264
## 9810 E08073 B4 15.1415448 1178138
## 9811 E08105 B4 14.1974919 1164921
## 9812 E08110 B4 18.5233113 1174773
## 9813 E08118 B4 15.8518896 1226606
## 9814 E08123 B4 14.0107463 1244633
## 9815 E08134 B4 11.3577495 1178073
## 9816 E08138 B4 16.4283764 1172500
## 9817 E08157 B4 10.0107880 1152153
## 9818 E08173 B4 18.8936333 1208057
## 9819 E08175 B4 14.1682045 1173068
## 9820 E08178 B4 13.7105479 1190218
## 9821 E08180 B4 15.0918318 1191469
## 9822 E08189 B4 15.3390038 1119794
## 9823 E08215 B4 14.7855538 1190500
## 9824 E08232 B4 14.8527026 1196874
## 9825 E08239 B4 15.5593338 1286476
## 9826 E08252 B4 12.4168552 1141253
## 9827 E08266 B4 15.3134449 1179926
## 9828 E08276 B4 3.7937208 1217735
## 9829 E08294 B4 10.5533041 1131173
## 9830 E08309 B4 15.7694884 1188684
## 9831 E08316 B4 13.2255865 1171309
## 9832 E08334 B4 14.1362554 1185028
## 9833 E08340 B4 7.6727378 1255022
## 9834 E08342 B4 16.5548005 1271302
## 9835 E08344 B4 16.0772951 1193623
## 9836 E08359 B4 17.8976174 1224732
## 9837 E08365 B4 14.6743189 1203304
## 9838 E08377 B4 17.3030584 1176147
## 9839 E08382 B4 12.0728587 1137584
## 9840 E08384 B4 13.1349196 1268140
## 9841 E08389 B4 18.3928183 1224803
## 9842 E08448 B4 21.3258700 1223362
## 9843 E08450 B4 18.2082684 1229215
## 9844 E08453 B4 13.5735790 1228920
## 9845 E08466 B4 12.5979876 1174085
## 9846 E08469 B4 13.5584817 1163181
## 9847 E08470 B4 13.4613279 1207787
## 9848 E08491 B4 19.3419596 1133303
## 9849 E08493 B4 15.6118070 1154429
## 9850 E08498 B4 12.4019778 1193293
## 9851 E08514 B4 16.7781588 1241056
## 9852 E08524 B4 14.1872619 1176162
## 9853 E08538 B4 12.1194450 1171031
## 9854 E08552 B4 18.2518076 1180241
## 9855 E08555 B4 13.2429975 1118722
## 9856 E08572 B4 9.0215292 1250880
## 9857 E08574 B4 18.1664431 1194030
## 9858 E08579 B4 14.8203643 1196123
## 9859 E08585 B4 9.8822421 1194247
## 9860 E08598 B4 12.4622195 1252147
## 9861 E08600 B4 13.2168579 1194974
## 9862 E08618 B4 13.9980138 1173731
## 9863 E08624 B4 14.6808329 1157360
## 9864 E08625 B4 15.0034491 1176701
## 9865 E08629 B4 13.6548379 1122213
## 9866 E08643 B4 9.2118376 1198007
## 9867 E08648 B4 16.5353878 1200756
## 9868 E08658 B4 10.4370089 1242802
## 9869 E08665 B4 13.9720367 1212861
## 9870 E08672 B4 12.8924167 1107361
## 9871 E08691 B4 15.3520440 1219217
## 9872 E08692 B4 15.7972099 1111628
## 9873 E08695 B4 9.1759288 1213931
## 9874 E08696 B4 20.2805384 1144268
## 9875 E08697 B4 12.9826446 1136797
## 9876 E08704 B4 9.9079837 1220827
## 9877 E08712 B4 11.8035689 1131033
## 9878 E08721 B4 16.0925389 1233300
## 9879 E08724 B4 17.6848052 1157538
## 9880 E08725 B4 16.5579344 1251084
## 9881 E08733 B4 10.6628703 1230902
## 9882 E08736 B4 14.5987063 1226687
## 9883 E08752 B4 17.9563854 1175989
## 9884 E08767 B4 11.9201609 1208061
## 9885 E08772 B4 11.9773767 1245891
## 9886 E08790 B4 13.5129800 1162256
## 9887 E08810 B4 11.4603710 1245841
## 9888 E08827 B4 12.2342861 1153304
## 9889 E08865 B4 11.1100693 1151805
## 9890 E08878 B4 9.5996867 1192935
## 9891 E08881 B4 17.5653587 1158716
## 9892 E08884 B4 10.4201981 1146044
## 9893 E08901 B4 14.0243656 1212949
## 9894 E08920 B4 12.0106261 1225112
## 9895 E08933 B4 15.6347005 1196875
## 9896 E08956 B4 14.5185051 1158470
## 9897 E08961 B4 17.9100553 1131435
## 9898 E08964 B4 15.3449415 1233867
## 9899 E08971 B4 17.1392565 1190474
## 9900 E08982 B4 10.9129154 1175483
## 9901 E08989 B4 12.9729405 1197814
## 9902 E08994 B4 10.6977152 1161023
## 9903 E09001 B4 12.2860437 1254945
## 9904 E09023 B4 11.5113372 1190348
## 9905 E09044 B4 10.9172626 1250621
## 9906 E09060 B4 12.7573032 1199849
## 9907 E09072 B4 14.1661818 1188445
## 9908 E09077 B4 17.2038854 1237935
## 9909 E09103 B4 12.4829643 1088333
## 9910 E09129 B4 18.8420412 1172104
## 9911 E09136 B4 13.9088170 1194273
## 9912 E09155 B4 12.8983921 1216622
## 9913 E09158 B4 10.4969452 1228691
## 9914 E09166 B4 15.8713617 1265664
## 9915 E09170 B4 13.8833743 1126210
## 9916 E09175 B4 13.3745607 1198891
## 9917 E09178 B4 10.9116660 1275635
## 9918 E09179 B4 10.9355102 1222104
## 9919 E09183 B4 14.7396941 1254009
## 9920 E09200 B4 14.2842390 1149694
## 9921 E09216 B4 14.5831403 1126659
## 9922 E09238 B4 13.0830332 1177490
## 9923 E09241 B4 14.7166229 1094277
## 9924 E09247 B4 12.7197490 1197003
## 9925 E09249 B4 14.6850167 1223434
## 9926 E09253 B4 21.8835214 1196231
## 9927 E09256 B4 13.3031388 1126554
## 9928 E09268 B4 17.4981572 1216909
## 9929 E09274 B4 14.2255894 1271695
## 9930 E09296 B4 11.6141816 1167752
## 9931 E09318 B4 16.0627330 1150422
## 9932 E09320 B4 13.1705604 1167819
## 9933 E09323 B4 15.1818484 1177288
## 9934 E09331 B4 15.1587354 1195462
## 9935 E09377 B4 12.6898490 1268401
## 9936 E09380 B4 11.0656250 1249778
## 9937 E09381 B4 15.5794678 1242528
## 9938 E09391 B4 8.9512260 1300406
## 9939 E09392 B4 10.0568510 1125524
## 9940 E09394 B4 11.3026764 1268847
## 9941 E09418 B4 14.3035556 1249872
## 9942 E09425 B4 15.1029072 1237447
## 9943 E09434 B4 13.0475369 1225451
## 9944 E09442 B4 11.5875967 1198368
## 9945 E09443 B4 13.3381322 1188451
## 9946 E09452 B4 13.4303907 1164236
## 9947 E09459 B4 6.0482289 1194648
## 9948 E09469 B4 15.5616131 1169062
## 9949 E09471 B4 18.1696822 1209412
## 9950 E09472 B4 19.5238850 1117143
## 9951 E09473 B4 12.4355712 1256817
## 9952 E09488 B4 11.3618186 1222514
## 9953 E09490 B4 19.2921981 1154933
## 9954 E09494 B4 11.3305869 1184854
## 9955 E09502 B4 18.9690713 1164732
## 9956 E09511 B4 17.8350593 1134849
## 9957 E09516 B4 13.9272656 1284224
## 9958 E09528 B4 11.6980304 1137248
## 9959 E09532 B4 11.7943525 1172026
## 9960 E09535 B4 8.6507400 1203391
## 9961 E09539 B4 13.1876512 1214029
## 9962 E09540 B4 12.0250115 1150914
## 9963 E09572 B4 13.6608145 1184057
## 9964 E09593 B4 13.6686469 1231097
## 9965 E09607 B4 15.7671766 1170606
## 9966 E09617 B4 13.4663722 1172946
## 9967 E09626 B4 17.1791368 1316278
## 9968 E09635 B4 15.4710764 1221736
## 9969 E09646 B4 8.0941027 1195267
## 9970 E09649 B4 10.5200408 1187421
## 9971 E09659 B4 13.7676849 1272035
## 9972 E09673 B4 15.2079753 1253098
## 9973 E09681 B4 13.1704566 1236717
## 9974 E09688 B4 11.1302153 1171769
## 9975 E09716 B4 18.7040076 1157484
## 9976 E09719 B4 10.6937682 1169363
## 9977 E09720 B4 17.2516263 1103974
## 9978 E09723 B4 13.0814131 1182444
## 9979 E09737 B4 9.9930450 1225948
## 9980 E09739 B4 19.3580708 1160656
## 9981 E09758 B4 12.4390707 1224122
## 9982 E09774 B4 18.9398462 1186271
## 9983 E09784 B4 11.3421654 1172022
## 9984 E09807 B4 13.2461208 1241519
## 9985 E09811 B4 13.8207006 1144857
## 9986 E09864 B4 11.4734547 1244360
## 9987 E09867 B4 12.1915150 1104137
## 9988 E09876 B4 11.2250097 1229226
## 9989 E09902 B4 14.5770465 1169276
## 9990 E09910 B4 11.3814294 1174764
## 9991 E09913 B4 14.2983206 1168734
## 9992 E09914 B4 10.1348712 1255452
## 9993 E09924 B4 13.0273663 1205319
## 9994 E09935 B4 16.1792801 1174731
## 9995 E09942 B4 9.2026054 1162685
## 9996 E09960 B4 8.8170994 1161788
## 9997 E09963 B4 9.1339543 1233386
## 9998 E09972 B4 15.4582906 1199949
## 9999 E09990 B4 18.9908308 1214820
## 10000 E09997 B4 17.0407097 1178928
## SalPerTRE
## 1 246932.29
## 2 194367.85
## 3 205595.26
## 4 316232.87
## 5 179513.13
## 6 192060.01
## 7 305694.00
## 8 293949.89
## 9 204051.03
## 10 405651.08
## 11 234531.15
## 12 314308.58
## 13 293901.96
## 14 225163.00
## 15 276753.94
## 16 303608.45
## 17 332107.09
## 18 278503.04
## 19 212643.23
## 20 293055.44
## 21 255799.68
## 22 395596.23
## 23 250964.51
## 24 271770.04
## 25 192989.26
## 26 321370.23
## 27 408658.33
## 28 243176.37
## 29 216654.02
## 30 261504.72
## 31 160261.00
## 32 215113.55
## 33 311353.84
## 34 180875.70
## 35 289417.93
## 36 377321.09
## 37 162140.45
## 38 152370.29
## 39 731749.01
## 40 192501.68
## 41 197093.21
## 42 203388.31
## 43 281829.38
## 44 441854.89
## 45 212779.14
## 46 156133.27
## 47 305686.25
## 48 218167.29
## 49 239898.63
## 50 210157.72
## 51 218110.29
## 52 218173.91
## 53 314026.26
## 54 186617.02
## 55 227812.27
## 56 316556.42
## 57 300662.16
## 58 359128.63
## 59 284679.80
## 60 198798.28
## 61 216224.79
## 62 180864.22
## 63 324847.88
## 64 210270.96
## 65 203099.43
## 66 277121.66
## 67 231098.92
## 68 146607.11
## 69 313325.91
## 70 187864.13
## 71 251761.63
## 72 319849.62
## 73 184262.16
## 74 200028.35
## 75 306220.18
## 76 224438.50
## 77 261135.58
## 78 288824.30
## 79 191334.29
## 80 263306.16
## 81 296703.36
## 82 273927.58
## 83 271907.77
## 84 251608.94
## 85 167710.22
## 86 354189.32
## 87 304100.15
## 88 215826.10
## 89 179761.65
## 90 222074.20
## 91 455004.77
## 92 208371.87
## 93 227387.04
## 94 256311.69
## 95 214674.95
## 96 176992.77
## 97 299129.79
## 98 296440.14
## 99 200462.70
## 100 225695.60
## 101 248202.38
## 102 221321.34
## 103 176926.21
## 104 232421.78
## 105 205231.30
## 106 201790.47
## 107 190576.96
## 108 192457.25
## 109 252797.44
## 110 264167.12
## 111 215148.48
## 112 268949.07
## 113 243007.14
## 114 183797.20
## 115 223400.15
## 116 239368.09
## 117 301922.39
## 118 364809.94
## 119 325730.90
## 120 164159.64
## 121 159394.56
## 122 209457.98
## 123 208307.21
## 124 276335.80
## 125 219822.39
## 126 226927.16
## 127 253731.19
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## 9666 103946.80
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## 9672 75408.19
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## 9675 98805.93
## 9676 80510.30
## 9677 83332.75
## 9678 85587.00
## 9679 99607.81
## 9680 97406.10
## 9681 75540.55
## 9682 51301.92
## 9683 85404.57
## 9684 78861.74
## 9685 86022.36
## 9686 58468.73
## 9687 82153.18
## 9688 102452.51
## 9689 61303.20
## 9690 60438.10
## 9691 92972.35
## 9692 64175.10
## 9693 114223.06
## 9694 69973.50
## 9695 64302.32
## 9696 114646.04
## 9697 84186.45
## 9698 80158.99
## 9699 125007.98
## 9700 127848.73
## 9701 86102.56
## 9702 87245.30
## 9703 79306.09
## 9704 103463.05
## 9705 81351.43
## 9706 135575.61
## 9707 95299.56
## 9708 83275.80
## 9709 126111.28
## 9710 84211.77
## 9711 97042.55
## 9712 129051.94
## 9713 168699.62
## 9714 128276.14
## 9715 68786.30
## 9716 80293.38
## 9717 102601.08
## 9718 106952.41
## 9719 67351.89
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## 9721 74794.08
## 9722 141310.84
## 9723 77333.73
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## 9725 76255.88
## 9726 74059.84
## 9727 96622.03
## 9728 72904.42
## 9729 107002.03
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## 9731 74730.61
## 9732 91459.12
## 9733 85476.12
## 9734 72034.28
## 9735 121805.19
## 9736 77518.31
## 9737 62576.28
## 9738 127834.17
## 9739 101856.98
## 9740 89052.36
## 9741 71439.67
## 9742 121695.19
## 9743 143998.75
## 9744 79515.17
## 9745 124975.71
## 9746 107172.28
## 9747 120817.72
## 9748 84749.25
## 9749 66032.86
## 9750 91903.77
## 9751 106790.38
## 9752 187202.44
## 9753 89441.70
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## 9757 77549.08
## 9758 83559.65
## 9759 80090.42
## 9760 56645.86
## 9761 83066.80
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## 9763 76239.21
## 9764 110334.43
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## 9766 87254.31
## 9767 82690.46
## 9768 82070.37
## 9769 92005.65
## 9770 63527.99
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## 9773 118378.06
## 9774 78159.67
## 9775 84981.41
## 9776 99532.24
## 9777 109875.02
## 9778 64148.00
## 9779 81595.24
## 9780 63113.77
## 9781 96942.82
## 9782 86223.84
## 9783 78702.37
## 9784 82855.62
## 9785 92020.13
## 9786 69252.47
## 9787 89366.52
## 9788 93777.26
## 9789 76495.88
## 9790 104530.41
## 9791 82883.27
## 9792 66643.04
## 9793 68448.08
## 9794 126918.25
## 9795 121533.28
## 9796 115400.82
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## 9798 81901.70
## 9799 76792.98
## 9800 97974.96
## 9801 77199.75
## 9802 105378.98
## 9803 93181.03
## 9804 140620.70
## 9805 63130.23
## 9806 62751.56
## 9807 85431.34
## 9808 116422.69
## 9809 59068.46
## 9810 77808.31
## 9811 82051.18
## 9812 63421.33
## 9813 77379.17
## 9814 88834.17
## 9815 103724.16
## 9816 71370.41
## 9817 115091.14
## 9818 63939.90
## 9819 82795.81
## 9820 86810.39
## 9821 78947.94
## 9822 73003.05
## 9823 80517.78
## 9824 80582.91
## 9825 82681.95
## 9826 91911.60
## 9827 77051.64
## 9828 320986.98
## 9829 107186.62
## 9830 75378.73
## 9831 88563.86
## 9832 83828.99
## 9833 163568.99
## 9834 76793.56
## 9835 74242.77
## 9836 68429.89
## 9837 82000.67
## 9838 67973.36
## 9839 94226.56
## 9840 96547.22
## 9841 66591.37
## 9842 57365.16
## 9843 67508.62
## 9844 90537.65
## 9845 93196.23
## 9846 85789.92
## 9847 89722.72
## 9848 58592.98
## 9849 73945.89
## 9850 96217.96
## 9851 73968.55
## 9852 82902.68
## 9853 96624.14
## 9854 64664.34
## 9855 84476.49
## 9856 138654.99
## 9857 65727.23
## 9858 80708.07
## 9859 120847.78
## 9860 100475.44
## 9861 90412.87
## 9862 83849.82
## 9863 78834.76
## 9864 78428.70
## 9865 82184.28
## 9866 130050.82
## 9867 72617.35
## 9868 119076.45
## 9869 86806.31
## 9870 85892.43
## 9871 79417.24
## 9872 70368.63
## 9873 132295.16
## 9874 56421.97
## 9875 87562.82
## 9876 123216.49
## 9877 95821.27
## 9878 76638.00
## 9879 65453.82
## 9880 75557.98
## 9881 115438.15
## 9882 84027.10
## 9883 65491.41
## 9884 101346.03
## 9885 104020.36
## 9886 86010.34
## 9887 108708.61
## 9888 94268.19
## 9889 103672.17
## 9890 124268.12
## 9891 65965.97
## 9892 109982.94
## 9893 86488.69
## 9894 102002.34
## 9895 76552.47
## 9896 79792.65
## 9897 63173.17
## 9898 80408.71
## 9899 69458.91
## 9900 107714.85
## 9901 92331.73
## 9902 108530.00
## 9903 102143.95
## 9904 103406.58
## 9905 114554.45
## 9906 94051.93
## 9907 83893.11
## 9908 71956.71
## 9909 87185.46
## 9910 62206.85
## 9911 85864.46
## 9912 94323.54
## 9913 117052.24
## 9914 79745.14
## 9915 81119.33
## 9916 89639.65
## 9917 116905.61
## 9918 111755.55
## 9919 85077.00
## 9920 80486.89
## 9921 77257.64
## 9922 90001.30
## 9923 74356.53
## 9924 94105.87
## 9925 83311.72
## 9926 54663.55
## 9927 84683.32
## 9928 69544.98
## 9929 89394.89
## 9930 100545.35
## 9931 71620.56
## 9932 88668.89
## 9933 77545.76
## 9934 78862.91
## 9935 99953.99
## 9936 112942.38
## 9937 79754.20
## 9938 145276.86
## 9939 111916.15
## 9940 112260.76
## 9941 87381.91
## 9942 81934.36
## 9943 93922.02
## 9944 103418.17
## 9945 89101.76
## 9946 86686.68
## 9947 197520.30
## 9948 75124.73
## 9949 66562.09
## 9950 57219.30
## 9951 101066.29
## 9952 107598.44
## 9953 59865.29
## 9954 104571.28
## 9955 61401.64
## 9956 63630.23
## 9957 92209.34
## 9958 97217.05
## 9959 99371.80
## 9960 139108.45
## 9961 92058.02
## 9962 95710.01
## 9963 86675.43
## 9964 90067.22
## 9965 74243.22
## 9966 87101.86
## 9967 76620.73
## 9968 78969.04
## 9969 147671.34
## 9970 112872.28
## 9971 92392.80
## 9972 82397.42
## 9973 93900.84
## 9974 105278.20
## 9975 61884.28
## 9976 109349.95
## 9977 63992.46
## 9978 90391.15
## 9979 122680.12
## 9980 59957.21
## 9981 98409.44
## 9982 62633.61
## 9983 103333.18
## 9984 93726.99
## 9985 82836.39
## 9986 108455.56
## 9987 90566.02
## 9988 109507.79
## 9989 80213.51
## 9990 103217.62
## 9991 81739.25
## 9992 123874.49
## 9993 92522.08
## 9994 72607.12
## 9995 126343.02
## 9996 131765.33
## 9997 135033.08
## 9998 77624.95
## 9999 63968.77
## 10000 69183.03
# Draw boxplots of SalPerTRE band-wise and observe if there are any outliers
boxplot(df$SalPerTRE ~ readdata$Band, col = "red", main = paste("Boxplot of Salary band-wise"), xlab = "Band", ylab ="Salary")
