Library
library(ggplot2)
## Warning: package 'ggplot2' was built under R version 4.1.2
library(readxl)
## Warning: package 'readxl' was built under R version 4.1.2
library(writexl)
## Warning: package 'writexl' was built under R version 4.1.2
library(tidyverse)
## Warning: package 'tidyverse' was built under R version 4.1.2
## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --
## v tibble 3.1.6 v dplyr 1.0.7
## v tidyr 1.1.4 v stringr 1.4.0
## v readr 2.1.2 v forcats 0.5.1
## v purrr 0.3.4
## Warning: package 'tibble' was built under R version 4.1.2
## Warning: package 'tidyr' was built under R version 4.1.2
## Warning: package 'readr' was built under R version 4.1.2
## Warning: package 'purrr' was built under R version 4.1.2
## Warning: package 'stringr' was built under R version 4.1.2
## Warning: package 'forcats' was built under R version 4.1.2
## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(plyr)
## Warning: package 'plyr' was built under R version 4.1.2
## ------------------------------------------------------------------------------
## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)
## ------------------------------------------------------------------------------
##
## Attaching package: 'plyr'
## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize
## The following object is masked from 'package:purrr':
##
## compact
library(dplyr)
library(rcompanion)
## Warning: package 'rcompanion' was built under R version 4.1.2
library(car)
## Warning: package 'car' was built under R version 4.1.2
## Loading required package: carData
## Warning: package 'carData' was built under R version 4.1.2
##
## Attaching package: 'car'
## The following object is masked from 'package:dplyr':
##
## recode
## The following object is masked from 'package:purrr':
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## some
library(ggridges)
## Warning: package 'ggridges' was built under R version 4.1.2
library(kSamples)
## Warning: package 'kSamples' was built under R version 4.1.2
## Loading required package: SuppDists
## Warning: package 'SuppDists' was built under R version 4.1.2
library(SuppDists)
Set Directory
setwd("D://Kuliah//Semester 4//STA1232 Analisis Eksplorasi Data//Tugas Kelompok 1")
data <- read_excel("Data untuk Eksplorasi.xlsx", sheet = "data")
data <- data[-1,]
data <- data.frame(data)
data
## Country X2 X3 X4 X5 X6 X7 X8
## 1 CH 749.0176725 1.88522 -2.7232 0.00116 -0.0084 24.41888 24.5284
## 2 DE 3793.593164 1.62892 -4.7654 1.20768 0.3778 20.71144 20.2475
## 3 DK 355.1840323 2.68708 -2.7333 0.54 0.3 22.06322 23.1748
## 4 LU 73.0553701 3.22626 -1.3139 1.17428 0.4 18.38978 15.7027
## 5 NL 910.0055937 2.21984 -3.7396 1.1773 1.1124 21.16826 21.376
## 6 NO 362.5711221 1.46654 -0.7659 2.619 1.1658 28.22544 30.0768
## 7 SE 537.6098657 2.47168 -2.8178 1.62 0.5 25.1132 24.5183
## 8 US 20935 2.45554 -3.5005 1.55316 1.2366 17.4065 17.208
## 9 AU 1359.132847 2.44592 -2.3597 1.65124 0.8469 24.28828 22.2838
## 10 SG 339.9882104 2.776 -5.38 0.1051 -0.2 26.76784 27.1964
## 11 AT 429.9809776 1.88048 -6.2591 1.52348 1.3881 24.78244 25.2135
## 12 CA 1721.50609 1.79828 -5.3129 1.67406 0.7219 23.26748 22.0372
## 13 FI 270.625631 1.82644 -2.7736 0.671 0.4 23.6791 23.9915
## 14 FR 2609.943503 1.63728 -7.9929 0.99026 0.5241 23.40664 23.9044
## 15 AE-AZ 199.9284217 1.85034 -6.3784 2.63056 -2.4 20.3994 22.267
## 16 KW 105.9490228 0.13772 -8.855 1.884 2 26.68898 21.6754
## 17 MO 24.3330813 -1.66952 -56.3082 2.78282 0.8114 19.61144 27.6052
## 18 NZ 208.8336381 3.39204 -2.9907 1.20152 1.7146 23.66948 21.675
## 19 BE 514.1769606 1.70044 -6.2839 1.64 0.425 24.55938 24.7641
## 20 GB 2707.744043 1.70254 -9.8467 1.5305 0.8538 17.9949 16.9638
## 21 CZ 243.5303799 3.72134 -5.6023 1.575 3.2767 27.97028 24.3486
## 22 EE 30.9602277 3.94866 -2.9 2.03974 -0.6343 26.20832 29.1797
## 23 AE 352.9105754 2.65884 -7.5072 1.766 -2.07 24.85976 23.8328
## 24 QA 146.4005495 1.6659 -3.6535 0.82252 -2.583 42.35736 42.4393
## 25 HK 349.444713 1.99164 -6.142 2.436 0.33 21.1975 19.7601
## 26 KR 1631.13478 2.77248 -0.9067 1.09614 0.5382 30.95906 31.6011
## 27 TW 668.1225969 2.5387 3.1229 0.7236 -0.2389 22.02936 23.7192
## 28 IE 417.6831797 10.07624 3.4178 0.32334 -0.4667 34.89774 31.2837
## 29 MT 14.4749561 6.53774 -7.7964 1.32032 0.7872 22.98726 22.7888
## 30 IL 403.5264643 3.36048 -2.4635 0.1424 -0.7 21.12638 21.9244
## 31 CN 14866.70337 6.64354 2.3 2 2.5083 43.17774 43.1225
## 32 IS 21.7145378 4.63556 -6.6491 0.41926 1.1947 20.96484 21.6677
## 33 LT 55.7619835 3.42028 -0.8719 1.69862 1.062 19.48272 12.1072
## 34 SI 52.7617812 3.5529 -5.532 0.84352 -0.0549 19.90742 20.5931
## 35 SK 102.5671221 3.21976 -4.7543 1.174 2.0142 22.83084 18.8889
## 36 AE-RK 10.1088923 2.23192 -6.7644 1.29416 -0.7 21.69104 20.7058
## 37 SA 700.1178667 1.56022 -4.1066 0.762 4 29.55294 26.393
## 38 JP 5043.57344 0.9124 -4.663 0.51938 -0.0164 25.31864 25.574
## 39 ES 1278.325953 2.84406 -10.839 0.7183 -0.3319 19.68004 20.4584
## 40 LV 33.430044 3.13634 -3.6239 1.70144 0.0806 22.67616 22.6024
## 41 PL 594.1557881 4.3484 -2.7412 0.80874 3.6575 20.158 17.219
## 42 CL 252.9400337 1.97106 -5.772 2.97824 3.0455 22.48684 19.8233
## 43 AD 2.8578619 1.7856 -11.8123 0.68 0.3 <NA> <NA>
## 44 PE 204.7539784 3.17022 -11.083 2.6972 1.8312 21.80948 18.6774
## 45 MY 336.6644647 4.878 -5.6 1.91 -1.1 24.38356 19.9588
## 46 TH 501.6440543 3.44058 -6.099 0.345 -0.8467 23.0599 23.8808
## 47 PT 230.7369353 2.53122 -7.5637 0.836 -0.1 17.22924 19.1712
## 48 BG 69.1037677 3.61996 -4.1536 0.77854 1.2045 20.46028 18.9607
## 49 HU 155.0130413 4.07978 -5.1062 1.84622 3.375 24.36458 27.618
## 50 KZ 171.2398905 3 -2.598 7.95 6.6 26.82074 28.8989
## 51 RU 1471.003881 0.9774 -2.9513 6.72076 3.3783 22.78718 21.2639
## 52 PH 363.4291189 6.56308 -9.4 2.49528 3.5333 24.9717 22.8808
## 53 CY 23.8040522 4.62534 -5.1037 -0.15102 -1.1072 17.90342 20.058
## 54 IT 1880.708359 0.9817 -8.8712 0.65218 -0.1454 17.86622 17.495
## 55 HR 56.1708372 3.00696 -8.0289 0.55302 0.0186 21.94236 25.6386
## 56 RO 248.7160397 4.7177 -3.8756 1.51808 2.3278 23.69546 24.506
## 57 CO 271.3468966 2.44972 -6.8473 4.7094 2.54 22.2297 18.8338
## 58 MX 1073.915464 2.01104 -8.309 4.02524 3.3965 22.74344 19.3066
## 59 PA 52.9380743 4.58302 -17.9493 0.424 -1.548 41.14624 32.8631
## 60 UY 53.6288381 0.8209 -5.8587 8.00348 9.753 16.44666 16.998
## 61 IN 2660.261329 6.7245 -7.2518 4.24752 6.1667 31.20112 29.2776
## 62 SM 1.4908268 1.7542 -8.8143 0.89594 0.2239 17.79208 22.73
## 63 AZ 42.6071765 0.3907 -4.2815 6.85276 2.8 23.63816 25.5081
## 64 MK 12.2636999 2.7789 -4.5 0.622 1.2 32.41148 34.0721
## 65 RS 52.9601393 3.174 -1 1.9 1.9 20.81872 23.1731
## 66 PY 35.3042381 2.96754 -1 3.52 2.15 21.36214 19.1897
## 67 MA 112.8699834 3.09514 -7.1172 1.188 0.62 32.29572 29.223
## 68 GR 188.9853927 0.75896 -8.2478 0.26994 -1.2622 12.66678 13.4492
## 69 GE 15.8916163 4.12018 -6.1596 3.938 5.2 27.43172 26.1518
## 70 AW 2.3839686 2.06486 -26.4 1.21694 -2.144 21.13634 <NA>
## 71 NA 10.7103289 0.75446 -7.983 4.85712 2.2047 20.90098 13.2237
## 72 VN 351.6830143 6.9457 2.91 2.796 3.23 23.54764 28.3006
## 73 TR 720.2444993 4.15702 1.7567 11.65444 12.2606 28.55834 31.7665
## 74 UZ 57.7071931 5.84 1.6 12.2984 13 31.60162 37.4631
## 75 BR 1444.73321 -0.46082 -4.0591 5.724 3.2 15.49512 15.4049
## 76 DO 79.0011906 6.0569 -6.7324 2.22228 3.7734 23.77748 23.4204
## 77 GT 77.6046323 3.40778 -1.5193 3.742 3.21 14.07878 12.9341
## 78 JO 43.6975634 2.02956 -1.5514 1.37566 0.3341 18.98 16.7395
## 79 OM 64.6483745 1.99976 -5.2495 0.76 -0.89 26.17416 15.3263
## 80 ZA 302.1412697 0.7894 -6.9824 4.98278 3.2239 19.1174 12.6017
## 81 BD 347.147671 7.39 5.24 5.812 5.691 32.70006 33.4218
## 82 AM 12.6454603 4.748 -7.6 1.44 1.2 19.403 17.2246
## 83 JM 13.8124219 1.18 -9.9 3.60208 5.2 22.55048 27.8021
## 84 BH 34.5392287 2.80902 -5.8147 1.822 -2.3 31.14198 33.077
## 85 EG 361.8457865 4.44796 3.5697 16.16054 5.2996 15.78406 13.8213
## 86 CI 61.3486077 7.2964 1.8 0.75212 0.8 20.82476 20
## 87 KE 100.4700009 5.6282 1.2 6.28796 5.3457 17.1323 14.5213
## 88 RW 10.3320543 7.36908 -3.357 4.20636 9.8471 22.6911 24.1022
## 89 UG 33.5381723 5.73874 -1.0715 4.2947 2.7576 24.85996 29.1624
## 90 BY 60.2588566 0.1 -0.9 8.39 5.5 28.15432 26.2717
## 91 UA 155.581868 0.34 -4 19.173 2.7 17.79388 7.5112
## 92 BO 37.2383065 3.95132 -7.9522 2.92384 0.9419 20.84156 17.0778
## 93 CR 61.5206746 3.24766 -4.0926 1.346 0.8924 17.93502 15.2193
## 94 TN 39.2181177 1.6082 -8.8124 5.556 7.73 18.80654 18
## 95 BJ 15.3552532 4.87736 2.3 0.2252 3.0561 23.40036 22.812
## 96 CM 40.3491345 4.3535 0.692 1.54052 2.4449 28.82414 25
## 97 GH 67.4711954 5.294 0.4 12.942 9.9 26.24074 26.5131
## 98 LS 1.8445126 0.39388 -11.0593 5.0034 4.9788 28.89906 30.5855
## 99 NG 401.0286284 1.19458 -1.7943 12.94034 11.455 18.31216 13.7
## 100 SC 1.1708787 3.51306 -12.7673 1.18702 1.2 34.72552 44.8591
## 101 MN 13.2690002 4.2582 -5.3614 4.98958 3.741 32.50458 24.3107
## 102 EC 98.80801 0.50846 -7.7501 1.23328 -0.3389 26.15664 23.1175
## 103 NI 12.6214659 1.37996 -2 4.34306 3.703 29.94454 23.3057
## 104 SV 24.63872 2.44734 -7.9397 0.394 -0.045 16.78238 17.9062
## 105 IQ 165.4930385 3.8 -10.8347 0.44192 0.5742 19.14184 16.4644
## 106 CV 1.703701 3.92138 -14.8 0.3792 0.6 35.67148 35.5592
## 107 PK 262.232162 4.29018 -0.4668 4.73824 10.7319 16.1042 15.3276
## 108 AR 375.1907547 -0.2368 -9.9052 36.70346 42.6758 16.71368 13.7766
## 109 AO 62.4858649 -0.878 -3.975 22.35646 21.829 <NA> <NA>
## 110 CG 9.7076628 -5.135 -5.6 2.03374 1.8177 46.82746 30.5947
## 111 ET 107.7955272 9.06 6.1 10.37682 19.9053 39.3334 35
## 112 GA 15.062255 2.253 -1.8295 2.80396 4.8 32.40134 31.1431
## 113 MZ 14.3749684 3.9288 -0.5 9.0426 3.141 42.66772 36.5361
## 114 LK 80.6767264 3.678 -3.6 4.218 6.16 29.69044 25.3004
## 115 LS 19.1291161 6.5782 0.5 1.81194 5.132 <NA> <NA>
## 116 MV 3.7670233 6.3 -29.3 0.88 -1.4 20.09944 21.4626
## 117 ID 1062.299663 5.03546 -2.07 3.94398 2.0373 33.99662 32.3675
## X9 X10 X39 X40 X42 X43
## 1 36.5367 37.0514 473.2558 523.8202 84.47336 82.5
## 2 27.49714 25.9843 179.5237 193.952499113789 144.0191 138.357238793467
## 3 28.83828 29.6644 281.1473 310.480386182536 355.6127 359.138861033201
## 4 53.66792 54.4877 1618.465 1660.27654974245 46.26734 42.6538804163813
## 5 31.054 31.972 292.1208 271.782543007796 180.8809 161.741429580311
## 6 31.95034 29.6328 192.414 218.580556328641 222.1778 207.319798593951
## 7 28.27044 28.8994 229.4936 241.456003803251 220.6644 185.640973274757
## 8 14.55284 14.1275 108.9258 <NA> <NA> <NA>
## 9 24.71486 25.8262 217.9512 295.764427086742 162.4591 191.749434361317
## 10 53.93672 47.3026 234.2843 277.354374659851 106.4505 94.0021144842169
## 11 28.2498 28.6547 177.1388 182.598492647176 131.0861 116.418764900247
## 12 21.16694 19.9856 249.4941 313.1764 99.84184 106.864
## 13 23.14636 24.8851 193.8661 204.949319273836 192.7004 175.160130048282
## 14 22.5664 21.4013 228.4522 274.855097333896 158.4898 139.571960965693
## 15 36.82966 34.637 176.3005 226.3919 112.2517 102.527383481506
## 16 33.24262 13.7525 171.4566 <NA> 85.29656 <NA>
## 17 64.81412 25.4354 377.0826 1039.68453893559 88.39754 81.9141125818365
## 18 24.00624 22.9948 185.3141 190.831147021743 150.4117 138.389576690768
## 19 25.36016 25.2167 215.0248 207.389117796342 104.9791 90.4287387212819
## 20 16.5286 16.3607 330.6799 369.025666666193 95.63358 91.3339635668132
## 21 33.51468 31.2513 118.2868 129.173584818204 75.708 76.5076544756642
## 22 29.66398 29.0089 87.90994 98.4878601822813 126.0383 104.684173172463
## 23 50.12124 47.8092 176.3005 226.146455807053 112.2517 102.527383481506
## 24 57.35732 50.5463 222.6026 295.026159978082 127.2487 163.716724030883
## 25 22.63096 21.6888 836.8331 827.340654657602 70.15818 68.8267214756039
## 26 36.0865 35.386 198.9612 233.262483659547 119.3657 123.997165091695
## 27 34.04734 37.3739 282.3825 300.7461 69.69416 71.0831
## 28 56.2885 61.2496 330.8975 334.963501299569 100.4356 84.4246124196449
## 29 36.84558 32.3886 343.8751 257.741508810052 70.02432 67.9425151528275
## 30 22.87018 26.3221 113.6505 132.059818356721 101.6516 85.9303015140065
## 31 45.0145 45.7084 297.8347 269.063815092399 84.17736 94.2257499940466
## 32 26.39394 21.0726 129.6761 141.594108506354 154.2467 160.957622918701
## 33 21.3027 21.7592 53.9894 53.9161286498793 100.7503 68.2317949403469
## 34 28.39998 30.4712 82.75426 78.5574042434623 89.32328 72.307080838194
## 35 25.65406 17.7778 82.73256 92.6912555555555 97.04 111.78981884903
## 36 <NA> <NA> <NA> <NA> <NA> 102.527383481506
## 37 34.02202 28.4759 89.30006 <NA> 86.1535 <NA>
## 38 25.46722 25.3273 346.1228 352.74234184724 71.11998 70.9534294970613
## 39 22.95306 21.9493 196.6875 207.677556704211 141.9668 117.489076766796
## 40 21.94172 23.7625 99.94988 60.7315742824027 112.0926 77.9253552928676
## 41 23.69084 23.7467 86.69856 93.4076600058368 105.0588 93.3616386252339
## 42 22.5816 25.0712 103.2332 126.033486884743 118.0941 116.517380198268
## 43 <NA> <NA> 564.4962 604.9368 <NA> 55
## 44 22.3826 20.4559 60.31396 86.9309955158451 114.357 116.712989607989
## 45 31.4231 26.4743 173.5413 192.117653338257 88.032 113.388973903228
## 46 33.68522 29.3952 186.2253 192.111384127188 105.6761 100.192975135471
## 47 17.97704 17.1806 175.7489 170.230522997229 150.0315 113.240874625212
## 48 23.66044 20.66 94.36518 101.27615928826 78.55898 72.9970906011099
## 49 30.49894 29.7735 81.55246 95.6648921842764 85.556 79.0362345615435
## 50 36.76234 35.4839 48.21286 45.0779815705622 99.53508 83.5230011346335
## 51 30.2061 31.1333 <NA> 100.784181966802 <NA> 122.720763421689
## 52 15.79522 13.1533 87.29006 106.043171182853 76.8078 74.255424807399
## 53 18.7858 13.8384 <NA> 225.468556567469 115.1394 68.1525441771343
## 54 20.83206 21.0996 160.9254 179.532962122025 138.7092 111.19616531075
## 55 22.11346 18.4376 114.5972 126.183693832666 95.16142 82.1811503247408
## 56 21.31854 20.0421 49.60888 52.2695632455837 87.35368 74.415536383335
## 57 16.35386 12.545 63.50558 73.1765532006589 123.7647 117.327269695571
## 58 23.05224 23.4098 <NA> 60.0201039907003 110.8109 99.0324659831057
## 59 37.37746 35.3762 143.7432 179.102834958392 129.5877 121.216181880057
## 60 21.53208 21.3762 62.89262 78.5398070023705 60.34704 49.0556781280367
## 61 29.91022 28.9179 86.14278 80.1933711601075 75.87644 73.6955288402292
## 62 42.7713 44.1653 338.0822 328.105365389761 121.8108 88.605136427984
## 63 31.6919 24.7357 50.38394 48.2665605678828 68.94648 110.639874680557
## 64 18.0863 20.4708 76.49738 86.5045232951763 99.88738 94.6772152626709
## 65 13.4067 14.2708 <NA> 83.1162180258035 100.4701 90.1933125526481
## 66 24.70498 23.355 60.50376 73.9926109715646 112.289 104.137470462208
## 67 22.96808 21.5072 118.3256 140.19243223203 102.0244 102.28670954962
## 68 11.11916 5.8985 155.2374 154.334142596807 142.3787 89.8444114838857
## 69 17.53948 9.6925 82.18296 113.859537946822 144.3109 145.181384466005
## 70 21.47722 <NA> 107.0588 140.846030226393 68.14 80.5450839375334
## 71 3.51298 4.6884 79.27348 94.6500996579091 103.9825 91.2941485563043
## 72 37.81856 26.9734 154.6316 135.944240792291 90.15372 86.5620104497694
## 73 27.15734 28.0106 <NA> 117.659537659631 <NA> 116.528264814071
## 74 26.45518 27.0401 <NA> 59.8686 <NA> <NA>
## 75 15.51916 16.7923 <NA> 164.0020672229 <NA> 76.9511180970045
## 76 19.91702 17.6808 37.27494 53.8796144468696 77.56972 80.1058007114163
## 77 4.2451 4.8841 63.68732 72.0651121029329 84.85708 72.9897750178681
## 78 -0.1485 3.8124 155.1984 170.152816843911 82.60578 93.881430310422
## 79 32.95932 23.6631 116.0878 140.468109445242 109.1311 148.12623501499
## 80 19.38554 17.5392 108.3151 125.088735475244 112.1623 107.248587595669
## 81 18.64408 18.1932 68.66702 73.6412495020344 80.94598 78.4070004129921
## 82 7.9334 8.5826 81.04206 109.418775640946 143.2123 166.808506873806
## 83 8.51046 -1.6314 <NA> 95.7877360025381 <NA> 88.8670361434637
## 84 40.6603 44.4026 224.1791 <NA> <NA> <NA>
## 85 6.06282 6.2302 108.1149 109.929561323024 34.82206 53.2982911670346
## 86 27.46796 20.9364 32.41476 43.5985602383366 96.91868 83.298757899995
## 87 6.36944 5.4104 58.12002 56.2886516758192 94.31872 87.4099585162118
## 88 8.13524 8.2393 35.78422 39.4136803795781 86.12404 111.943896345921
## 89 15.15086 15.138 26.26828 30.6849485514624 79.24284 69.4558665366763
## 90 30.36594 31.6293 61.03718 59.7610492088758 129.3847 149.037156060055
## 91 11.06338 6.459 59.7257 49.9873481815647 121.3756 72.2563862475642
## 92 14.22728 9.9491 80.67982 104.620585249956 92.30608 101.298341967955
## 93 18.69958 17.5979 82.52188 93.6333178287295 146.8481 125.262142889462
## 94 7.99558 8.5939 96.55954 111.10251622377 147.9132 134.479882226906
## 95 17.41894 17.1401 46.47324 46.9518102396866 86.0556 81.5453632512469
## 96 25.96864 20.2972 27.79516 29.3325905267445 96.82554 87.6867595310555
## 97 20.38326 18.8395 32.22068 36.8705964345769 68.40274 50.1318166284165
## 98 -19.2365 -16.1879 40.9292 57.9099341290394 61.32354 59.5014488390745
## 99 16.3348 13.6724 26.36318 30.5533081566224 81.38052 64.1876140825735
## 100 20.4304 16.051 84.35462 136.058580351797 47.04328 45.415365705293
## 101 31.82734 28.6617 103.8045 94.3124293555557 108.8494 77.3433668465631
## 102 25.33102 24.8966 45.89196 62.5958563480835 101.3232 99.7186851879965
## 103 14.80132 11.6206 <NA> 53.5253447371025 107.0513 84.0923404583371
## 104 -0.04258 -0.4599 72.8109 88.5630246696231 99.73254 88.8868511446768
## 105 17.89938 20.2262 42.91416 <NA> 50.87278 <NA>
## 106 <NA> <NA> 131.7063 161.047322948883 67.70886 67.4548621533319
## 107 7.29064 7.9122 <NA> 55.799254210839 66.44962 61.3460851911397
## 108 17.11434 20.2225 <NA> <NA> <NA> <NA>
## 109 32.01748 31.3253 47.3046 44.6512284338416 54.00692 34.8184506227463
## 110 39.16884 40 28.42126 34.9960042499993 93.31408 84.0931435601818
## 111 22.65494 26.2679 43.15508 44.302 57.817 <NA>
## 112 38.66386 34.9224 28.03498 30.3388983235177 76.94616 72.2674824074965
## 113 10.47146 10 63.72892 73.6510982179004 65.96588 49.2968738499022
## 114 22.57866 19.211 77.68374 88.0862675853287 94.61546 89.1327047819361
## 115 <NA> <NA> 86.49286 <NA> 92.91054 <NA>
## 116 17.56478 20.6957 65.5021 113.444815124194 77.49538 78.5828955249332
## 117 33.26164 31.7425 53.9943 57.6879900293888 91.46 96.5735869664797
## X44 X45 X46 X47 X60 X61 X66 X67
## 1 17.92784 19.3 0.6909 0.75 -152.445 -154.9536 275.6169 319.5953
## 2 18.782 18.58 1.494 <NA> -15.6481 -19.0912 165.293 205.9636
## 3 21.346 22.6 2.52018 1.8 -5.59082 -13.995 155.8403 194.6712
## 4 23.32 23.9 <NA> 1.028 -1955.72 -2807.1718 6908.352 5945.6948
## 5 18.00996 18.9026 2.27482 <NA> 12.94086 -51.791 512.1833 479.6289
## 6 21.90992 23.1 0.95698 <NA> -35.6666 -47.1425 155.8949 188.152
## 7 23.38 23.2 0.88514 0.5 64.14972 58.4988 175.4223 165.3683
## 8 14.42 16.3 1.14414 1 47.7021 51.6012 104.1711 116.0833
## 9 14.58 15.7 0.91106 0.96 57.95768 65.9127 121.9889 144.9829
## 10 16.82024 16.8056 1.23316 1.3095 -200.981 -47.9342 409.697 436.5424
## 11 18.0128 18.574 2.39358 2.019 15.3698 17.5026 159.3969 177.979
## 12 14.87138 16.0956 0.51416 0.5333 45.53354 56.0011 117.7601 143.5991
## 13 21.94 20.1 1.47116 1.4 68.78926 53.2735 257.8949 277.4701
## 14 18.52914 19.6501 3.21862 2.8415 36.8059 51.5248 247.442 331.4256
## 15 17.98832 18.7 5.49242 8.155 -56.2416 -83.2318 31.03626 44.5512
## 16 18.26 <NA> 1.92 <NA> -271.878 -289.8702 47.57912 60.9449
## 17 15.18 14.5 0.19996 0.3357 -213.144 -444.7943 194.6224 606.1807
## 18 14.198 <NA> 0.5 <NA> 51.69554 51.4361 103.0684 108.9422
## 19 18.79498 19.3188 2.90032 <NA> -18.9845 23.9327 256.7257 293.2844
## 20 20.72 21.6 0.9683 1.2157 31.42504 44.7787 406.0415 501.1728
## 21 18.25422 21.3796 3.93272 2.6562 -16.6146 -27.1668 79.21186 85.6496
## 22 28.19182 25.312 0.6728 0.3791 -13.2673 -14.8269 84.20358 81.3188
## 23 18.10844 18.2 5.49242 8.155 -13.5989 4.6359 103.5228 134.6768
## 24 17.02 18.8 1.64 2 1.28492 40.9102 108.7985 180.6713
## 25 19.52 20.7 0.69802 0.9024 -283.267 -306.1537 446.3154 510.2665
## 26 14.52 14.8 1.16 1 -26.8607 -29.32 26.3651 33.2559
## 27 13.698 14.14 <NA> <NA> -189.14 -216.4068 48.51016 48.6867
## 28 26.09974 25.4692 9.81946 3.5406 -345.292 -290.6002 815.3461 771.7545
## 29 22.04 23.96 4.60524 3.6629 -212.97 -183.0438 761.2859 751.1421
## 30 14.40804 <NA> 1.44156 1.476 -47.4069 -55.5267 26.75248 30.4813
## 31 13.756 14.7045 1.76572 1.8396 -26.9808 -23.4262 13.63044 16.1488
## 32 24.834 24.82 3.6561 2.9022 28.7161 21.3318 108.862 86.2835
## 33 20.02264 21.8073 3.02036 0.9915 16.85362 -3.0412 78.06336 80.3026
## 34 18.51798 18.2857 5.52222 3.0176 16.23838 6.4242 103.0604 120.3423
## 35 18.15958 19.6715 3.79288 2.53 33.35258 30.4232 102.7306 119.4571
## 36 <NA> <NA> <NA> <NA> 24.78532 18.0768 24.78532 18.0768
## 37 19.54 <NA> 1.62 <NA> -62.9113 -39.2557 48.1968 68.8054
## 38 17.138 17.3 1.2538 1.0734 -44.3604 -56.3064 75.76394 86.1832
## 39 15.3091 16.9822 4.61962 2.8512 83.40662 92.9287 176.4918 224.1506
## 40 21.40342 24.968 5.33948 3.5221 22.27304 12.7332 134.3796 134.3928
## 41 17.60908 20.149 3.99724 3.7123 27.71838 13.6055 67.9029 63.873
## 42 13.264 14.28 1.91014 1.7229 14.0091 29.4788 65.82414 82.6207
## 43 21.5 17.5 7.3 8 <NA> <NA> 172.754 199.2166
## 44 14.81122 15.5888 3.90996 4.1276 -20.7461 -27.0497 35.3887 42.6612
## 45 17.46 18.3 1.54134 1.66 -16.2525 -12.5626 65.23842 70.9423
## 46 18.01112 19.8 2.9907 3.2 -42.5634 -49.4354 33.22256 39.3159
## 47 14.55812 16.7 12.71114 6.2 86.35888 85.2593 203.1593 219.8628
## 48 21.39988 22.7406 10.52852 5.7984 -12.9597 -28.7721 70.2908 70.1295
## 49 17.90584 18.2802 5.44578 0.925 11.68846 -2.2956 115.0497 174.7444
## 50 20.098 26.97 7.89322 7.9 -38.6325 -27.8075 56.21532 60.1039
## 51 12.52 12.7 9.58338 <NA> -30.7392 -46.8403 33.40582 31.9937
## 52 14.80872 14.9396 1.70556 1.6736 -12.2529 -15.8017 32.33956 40.1879
## 53 16.5759 16 30.4899 <NA> 456.4864 387.1205 1026.495 970.4205
## 54 15.46 16 12.93988 <NA> 50.94154 57.854 129.3769 160.1183
## 55 22.574 25.5 11.56754 7.1776 32.12062 17.2031 89.53644 88.9017
## 56 20.30504 23.2 7.71634 4.058 18.74188 20.7586 52.57054 62.1645
## 57 15.97996 17.2 3.54648 3.18 9.9282 12.808 47.5891 63.9673
## 58 15.47178 17.7 2.1684 2.4292 8.52064 7.3947 37.27282 43.3379
## 59 15.7 16.25 1.4777 2.15 39.83066 61.5863 156.6624 202.9886
## 60 16.23 17.04 <NA> <NA> -16.2315 -13.4821 73.0101 100.1756
## 61 13.64 13.6 9.38 9.5 0.68776 -3.4476 20.80796 22.5694
## 62 11.94 11.9 54.1199 63.5 -145.438 -143.2934 60.15464 58.8774
## 63 16.00076 25.3012 14.09 <NA> -174.368 -190.5134 43.35272 42.7433
## 64 15.85212 16.6966 6.47206 3.2613 23.32864 30.6081 72.20372 86.4104
## 65 22.16 21.8 11.636 5 38.24144 35.1393 86.54676 92.908
## 66 17.5 19.1 3.02934 4.9 9.42 9.1906 43.1092 56.2504
## 67 14.4 15.2 7.48498 8.3515 15.76728 16.6172 45.30954 57.8039
## 68 16.6999 16.6643 39.39096 26.978 134.1651 168.0386 239.3194 321.0889
## 69 17.74506 17.6 2.70324 2.3 62.38444 77.2897 104.4511 128.1265
## 70 29.5 33.5 4 5 28.09668 35.5122 92.84624 136.4018
## 71 15.39772 15.2 2.8122 6.4 19.01378 25.4238 60.4862 76.097
## 72 12.42662 12.0977 1.96954 1.69 7.39622 -6.6111 34.52492 34.8735
## 73 16.76 18 3.5254 <NA> 28.56998 31.3981 51.65878 57.9149
## 74 <NA> 18.4 1.2366 2.1 -45.1601 -50.6473 30.04996 63.5239
## 75 18.38612 19.14 <NA> <NA> 10.0194 11.887 35.6738 44.2682
## 76 15.43352 18.65 1.55684 1.85 20.977 22.284 42.49502 57.4558
## 77 14.592 16.1 2.02072 1.8301 2.81678 -7.6155 34.07538 31.6671
## 78 16.58638 17.93 5.37474 5.4 10.63962 20.8011 70.4941 82.8547
## 79 17.36 19.1 2.494 4.2 20.96404 76.4523 88.59674 151.7063
## 80 15.824 16.6 3.2555 <NA> 15.04496 14.544 50.79576 62.0763
## 81 11.76 4.2 10.402 7.7 4.91586 7.2201 19.74352 21.798
## 82 15.14 14 6.0721 6.6 47.27262 58.3041 89.61882 102.3111
## 83 14.8 14.3 2.86 2.8 38.11946 34.2193 90.75014 102.1371
## 84 <NA> 20 <NA> <NA> -51.1192 -53.7467 214.2008 227.9805
## 85 14.86 20.1 5.5 3.9 11.90716 18.0848 31.9296 37.0574
## 86 9.12 <NA> 9.4 8.8 7.37624 18.9992 35.681 46.0283
## 87 18.38666 18.4444 10.26058 14.139 39.30272 44.3276 52.90428 57.2766
## 88 22 23.3 6.48122 4.5 36.62538 55.278 52.9837 76.2597
## 89 21.42214 21.5689 5.5411 3.3357 21.88058 28.478 42.26784 50.8577
## 90 <NA> <NA> 8.4233 4.8292 42.60472 33.8691 69.54962 69.985
## 91 15.39 22 43.4584 49 -5.46582 -11.2585 103.9071 82.7917
## 92 12.036 12.28 <NA> <NA> -20.178 -5.0491 32.27932 38.1111
## 93 13.412 13.284 1.99968 2.7 1.74676 5.1339 44.98044 51.3746
## 94 11.58 12.9 14.56 13.6 64.46288 78.1395 85.26668 107.3261
## 95 9.9 10.5 20.52 17 20.59038 32.7698 49.565 60.6941
## 96 8.72 9.1 11.63914 20 26.04546 35.9266 39.74812 50.6094
## 97 16.1 15 17.94928 15 47.67084 43.5509 59.62672 56.5369
## 98 17.88322 22.952 3.82164 4.1991 12.39604 19.188 61.18192 91.2325
## 99 14.56224 15.4 10.05202 6 -2.27422 4.6914 24.81464 30.4663
## 100 23.152 19.02 6.07674 3.87 31.39798 67.1381 109.222 168.9497
## 101 17.36 <NA> 8.96192 11.6788 180.8303 189.8986 218.8568 242.3832
## 102 13.51 13.4 <NA> <NA> 8.90856 13.1728 49.66284 68.7453
## 103 15.794 21.75 1.864 4.1 50.6357 46.2256 83.97706 93.3336
## 104 <NA> <NA> 1.95922 1.5706 27.33332 30.4568 65.5575 73.4302
## 105 <NA> <NA> <NA> <NA> 1.49128 -2.3845 37.55918 45.9062
## 106 16.452 19.42 14.04 9.52 51.37952 74.224 115.3106 148.5829
## 107 16.3 17.2 9.5078 9.1 20.46164 32.5715 29.25594 43.0965
## 108 15.8116 23.2527 <NA> <NA> -5.01348 -11.4968 43.25546 73.0983
## 109 21.302 <NA> <NA> <NA> 15.44938 43.9091 57.05566 109.3339
## 110 23.03868 22.3 12.59636 24.4 54.86688 66.1735 70.34826 84.9186
## 111 <NA> <NA> 2.58 <NA> 27.57822 27.1274 33.04222 31.0939
## 112 <NA> <NA> 10.39004 <NA> 29.3495 37.5313 39.13694 48.1901
## 113 19.98 26 9.02 11.8 282.81 342.7288 356.1967 442.0331
## 114 15.44 16.5 3.29868 5.3 46.95208 51.2767 59.36342 62.1728
## 115 <NA> 11 <NA> 3.2 72.94226 75.1052 85.47152 89.9734
## 116 43.48032 47.5 10.7 8.3 -0.57864 26.5768 35.18078 90.2139
## 117 22.78 23.9 2.6 3.06 9.73972 10.1683 35.44648 39.3041
## X102 X103 X104 X105 X106
## 1 89770.8521 129.49325180099 71660 108.444309927361 0.1733
## 2 50891.5812 73.4104242604391 57410 86.8795399515738 -0.1226
## 3 67565.6556 97.4625532568579 62120 94.0072639225182 1.3106
## 4 124340.3835 179.35933783564 77350 117.055084745763 0.0792
## 5 57230.6715 82.5544771150639 59700 90.3450363196126 0.4875
## 6 82858.2833 119.521963891046 70810 107.15799031477 0.153
## 7 60338.0204 87.036786284782 56410 85.3662227602906 0.3526
## 8 69324.7338 100 66080 100 0.4867
## 9 63972.34 92.2792436312247 50540 76.4830508474576 0.0306
## 10 62432.9952 90.0587593745654 92270 139.633777239709 0.2912
## 11 53174.2385 76.7031268427316 58940 89.1949152542373 -0.3001
## 12 51704.8992 74.5836245821978 49990 75.6507263922518 -0.5879
## 13 53937.2819 77.8038067273473 51870 78.4957627118644 0.9465
## 14 44939.9046 64.8252104792071 50550 76.4981840193705 -0.4225
## 15 76037.9968 109.683791962862 70430 106.582929782082 -1.9008
## 16 30276.8754 43.6739872486896 60661.3985575415 91.7999372844152 -3.7375
## 17 52074.0604 75.116134668807 127829.263091878 193.446221386014 -9.8453
## 18 48925.4692 70.5743340337212 42570 64.4219128329298 0.0639
## 19 49537.5785 71.4572935006351 55310 83.7015738498789 -0.4905
## 20 46723.9041 67.3986058638136 47620 72.0641646489104 -1.3484
## 21 27044.7929 39.0117515316013 40360 61.0774818401937 1.3165
## 22 26427.0455 38.1206591809517 37940 57.4152542372881 2.6995
## 23 40105.1201 57.8510985930392 70430 106.582929782082 -0.7254
## 24 55338.4835 79.8250212682389 91670 138.725786924939 -2.361
## 25 50214.6484 72.433957762994 65730 99.4703389830509 -0.5657
## 26 35337.0758 50.9732585514811 43100 65.2239709443099 1.6542
## 27 31854.2815 45.9493744208218 <NA> <NA> 2.7686
## 28 91715.2029 132.297951788168 69190 104.706416464891 4.5268
## 29 31441.2784 45.3536229806626 42580 64.4370460048426 -0.1381
## 30 50813.0432 73.2971342473442 41750 63.1809927360775 0.7084
## 31 12226.661 17.6367947337145 16760 25.363196125908 5.2661
## 32 66458.8741 95.8660357668766 59590 90.1785714285714 0.3121
## 33 22636.1217 32.6523023735001 37420 56.6283292978208 3.7273
## 34 28684.1682 41.3765284447439 40530 61.3347457627119 1.9299
## 35 21042.7221 30.3538447918281 31970 48.3807506053269 1.2325
## 36 27882.8286 40.2206068045515 70430 106.582929782082 -1.1355
## 37 21664.6362 31.2509475514207 49520 74.9394673123487 -2.5833
## 38 40838.2838 58.9086774106012 43880 66.4043583535109 -0.1394
## 39 30488.0476 43.9786003188374 42250 63.9376513317191 -0.4857
## 40 19638.107 28.3277063229055 31590 47.8056900726392 2.3134
## 41 17732.6481 25.5791073805753 32790 49.6216707021792 3.1314
## 42 15986.3031 23.0600281078901 25190 38.1204600484262 -0.8925
## 43 38674.616 55.7876155883631 <NA> <NA> -2.0843
## 44 6528.2061 9.41684986318693 12790 19.3553268765133 -0.7479
## 45 11363.6075 16.3918516193422 28830 43.6289346246973 1.3926
## 46 7450.5523 10.7473219031676 18570 28.1023002421307 1.2787
## 47 25282.8171 36.4701250392685 35910 54.3432203389831 0.9934
## 48 11288.8489 16.2840133401277 24180 36.59200968523 2.7008
## 49 18224.0904 26.2880063161526 33030 49.9848668280872 2.5449
## 50 10589.0517 15.2745652519188 24080 36.4406779661017 0.9054
## 51 10274.3779 14.8206525100281 28270 42.7814769975787 0.6743
## 52 3658.96 5.27800079341956 10230 15.4812348668281 1.9917
## 53 30630.2905 44.1837837969455 39830 60.2754237288136 2.8078
## 54 34641.2557 49.9695473767546 44780 67.7663438256659 -0.885
## 55 16617.8744 23.9710612491382 29790 45.0817191283293 1.6712
## 56 14981.89 21.6111756638292 31900 48.274818401937 3.939
## 57 5859.6535 8.45247169200093 15140 22.9116222760291 -0.8876
## 58 9729.2631 14.0343317120678 19860 30.0544794188862 -1.4444
## 59 13872.7952 20.0113212695813 30690 46.4437046004843 -1.8406
## 60 15968.2306 23.0339587686956 21180 32.0520581113801 -0.7169
## 61 2218.5362 3.2002087543537 6920 10.4721549636804 2.6258
## 62 49356.2618 71.1957465893652 <NA> <NA> -1.1342
## 63 5083.2568 7.33252985098372 14390 21.7766343825666 -1.7366
## 64 6571.8228 9.47976636875308 16770 25.3783292978208 1.0689
## 65 8768.732 12.6487784652698 17910 27.1035108958838 3.1268
## 66 5054.1153 7.29049362754279 12790 19.3553268765133 0.883
## 67 3301.609 4.76252676212945 7680 11.6222760290557 -0.4997
## 68 19404.183 27.9902740859857 30630 46.3529055690073 -0.5866
## 69 4422.7082 6.37969734259549 15260 23.0932203389831 2.3147
## 70 24642.7034 35.5467696004337 <NA> <NA> -4.7211
## 71 5051.348 7.28650183435685 9780 14.8002421307506 -3.5756
## 72 3886.5162 5.60624756412696 7910 11.9703389830508 5.2762
## 73 8652.9973 12.481832710622 26860 40.6476997578692 1.807
## 74 1872.6699 2.70130124899232 <NA> <NA> 3.0735
## 75 7372.9153 10.6353315705051 14890 22.5332929782082 -1.3423
## 76 8172.2496 11.7883605923057 18300 27.6937046004843 2.4036
## 77 4478.2807 6.45985992953066 8870 13.4231234866828 0.3178
## 78 4433.1037 6.39469271211251 10520 15.9200968523002 -0.6875
## 79 14957.4883 21.5759765384054 26210 39.6640435835351 -2.3013
## 80 6404.6725 9.23865429974431 12670 19.1737288135593 -2.323
## 81 2323.5586 3.35170215972759 5200 7.86924939467312 6.0712
## 82 4251.3977 6.13258424080671 14500 21.9430992736077 2.3318
## 83 4938.688 7.12399129327778 9940 15.0423728813559 -1.4606
## 84 22003.1172 31.7392018604477 44250 66.9642857142857 -3.2531
## 85 3756.4221 5.41858856730294 11840 17.9176755447942 2.2412
## 86 2594.7038 3.74282547912214 5300 8.02058111380145 3.3099
## 87 2025.2907 2.92145470885313 4430 6.70399515738499 1.9242
## 88 825.5581 1.19085650206997 2250 3.40496368038741 2.2852
## 89 786.8776 1.13506039889042 2220 3.35956416464891 0.4207
## 90 6453.9238 9.30969864034299 19510 29.524818401937 0.6603
## 91 3955.0704 5.70513607944067 13750 20.8081113801453 1.8906
## 92 3372.3576 4.86458067005228 8930 13.5139225181598 -0.0467
## 93 11954.589 17.2443345177331 19830 30.0090799031477 0.7026
## 94 3616.865 5.21727931972239 10850 16.4194915254237 -1.5047
## 95 1420.6492 2.04926744341859 3400 5.1452784503632 2.2133
## 96 1690.8639 2.43904852902587 3730 5.64467312348668 0.7177
## 97 2353.8541 3.39540301271233 5530 8.36864406779661 2.6949
## 98 1010.6177 1.45780249645906 3330 5.03934624697337 -3.2384
## 99 2149.7791 3.10102755850755 5190 7.85411622276029 -2.3145
## 100 13490.5158 19.4598883551717 29470 44.5974576271186 -1.1137
## 101 4393.3037 6.33728174517707 11420 17.2820823244552 0.9093
## 102 5830.4242 8.41030881823595 11540 17.4636803874092 -2.7675
## 103 1986.7204 2.86581756769761 5440 8.23244552058111 -1.0152
## 104 3989.1913 5.7543550206896 8720 13.1961259079903 -0.1248
## 105 4270.7893 6.16055636408372 11310 17.115617433414 -1.3546
## 106 3466.25 5.00001919949673 7330 11.0926150121065 -0.4036
## 107 1406.1297 2.0283232591367 4800 7.26392251815981 1.5142
## 108 9203.4287 13.2758226328739 22120 33.4745762711864 -3.7297
## 109 2033.8999 2.93387336454511 6380 9.65496368038741 -5.2032
## 110 2378.0444 3.43029719646756 2980 4.50968523002421 -8.1338
## 111 891.6737 1.28622736954527 2310 3.49576271186441 5.5428
## 112 7803.8309 11.2569215520017 14350 21.7161016949153 -1.5934
## 113 434.4606 0.626703596516371 1310 1.98244552058111 -0.4276
## 114 3822.1732 5.5134336484102 13260 20.0665859564165 1.0805
## 115 2637.689 3.80483105439635 7980 12.0762711864407 3.6709
## 116 8656.5566 12.4869669532002 18380 27.8147699757869 -3.6495
## 117 4223.4646 6.09229111818097 11970 18.114406779661 2.5001
## X107 X108 X109 X111 X112 X113
## 1 0.8402 2.88574 3.1728 94.7619018554687 99.5192337036133 99.038459777832
## 2 0.4835 3.73164 4.8177 66.6666641235352 93.2692337036133 92.3076934814453
## 3 0.3613 5.5 5.4 83.8095245361328 99.038459777832 98.0769195556641
## 4 2.0218 5.96668 6.8 95.7142868041992 95.6730804443359 95.6730804443359
## 5 0.5927 4.39 4.6 75.7142868041992 96.6346130371094 96.1538467407227
## 6 0.8375 4.185 4.2 92.3809509277344 97.5961532592773 99.5192337036133
## 7 0.6755 7.026 8.6 86.6666641235352 97.1153869628906 98.5576934814453
## 8 0.6255 4.98166 5.6146 57.6190490722656 91.3461532592773 89.9038467407227
## 9 1.479 5.65168 5.4478 88.5714263916016 92.788459777832 93.2692337036133
## 10 0.9068 2.59 3 97.6190490722656 100 96.6346130371094
## 11 0.7259 5.25332 6 82.8571395874023 91.8269195556641 97.1153869628906
## 12 1.1918 6.64 7.4503 85.2380981445312 95.1923065185547 94.711540222168
## 13 0.2165 7.85266 7.8 79.0476226806641 98.5576934814453 100
## 14 0.2532 8.99 9.3242 58.5714302062988 89.4230804443359 89.4230804443359
## 15 1.4893 <NA> <NA> 69.523811340332 88.9423065185547 77.8846130371094
## 16 1.9857 <NA> <NA> 54.2857131958008 52.8846168518066 61.0576934814453
## 17 1.2126 1.99 2.4 93.8095245361328 85.0961532592773 79.3269195556641
## 18 2.0008 4.585 4.8 97.1428604125977 94.2307662963867 97.5961532592773
## 19 0.5259 6.36832 6 61.9047622680664 80.7692337036133 88.461540222168
## 20 0.609 4.29168 5.5665 63.8095245361328 90.3846130371094 91.3461532592773
## 21 0.2067 2.74168 3.4 80.476188659668 78.3653869628906 81.7307662963867
## 22 0.2136 5.85834 6.4 68.0952377319336 85.5769195556641 87.0192337036133
## 23 0.8698 1.834 2.45 69.523811340332 88.9423065185547 77.8846130371094
## 24 2.3456 0.124 0.12 70 75 75.4807662963867
## 25 0.851 3.56832 6.5 36.6666679382324 96.1538467407227 91.8269195556641
## 26 0.3751 3.79334 4 61.4285697937012 88.461540222168 86.0576934814453
## 27 0.1015 3.79334 3.7 70.476188659668 90.8653869628906 85.0961532592773
## 28 1.1977 6.30668 6.5 82.3809509277344 86.538459777832 88.9423065185547
## 29 3.1949 4.05 4.3 89.0476226806641 77.4038467407227 79.8076934814453
## 30 1.6423 4.34 4.5 19.0476188659668 87.5 82.211540222168
## 31 0.4575 4.864 4.9 38.0952377319336 71.6346130371094 45.1923065185547
## 32 2.0438 4.03166 7.8 99.523811340332 92.3076934814453 95.1923065185547
## 33 -0.8862 7.205 9 75.2380981445312 81.25 81.25
## 34 0.0746 5.85 5 73.8095245361328 82.211540222168 84.1346130371094
## 35 0.0734 7.35834 7 72.3809509277344 74.038459777832 71.1538467407227
## 36 1.753 <NA> <NA> 69.523811340332 88.9423065185547 77.8846130371094
## 37 2.5009 12.615 <NA> 29.5238094329834 64.4230804443359 58.6538467407227
## 38 -0.1929 2.705 2.7383 85.7142868041992 93.75 90.3846130371094
## 39 0.3949 16.37166 16.1639 59.0476188659668 79.8076934814453 80.288459777832
## 40 -0.7032 8.02832 8.1 60 83.6538467407227 80.7692337036133
## 41 -0.0948 6.72666 6.2 64.2857131958008 73.0769195556641 66.3461532592773
## 42 1.2484 7.49002 10 54.761905670166 81.7307662963867 82.6923065185547
## 43 1.2206 2.17 3 98.5714263916016 98.0769195556641 90.8653869628906
## 44 1.0511 7.36 9.7 42.3809509277344 49.519229888916 33.1730766296387
## 45 1.3474 3.57058 4 50.9523811340332 79.3269195556641 73.0769195556641
## 46 0.3153 1.2 2 26.6666660308838 65.8653869628906 57.6923065185547
## 47 -0.3333 8.12834 7.1 90.9523773193359 84.1346130371094 84.6153869628906
## 48 -0.7095 5.66502 5.3 66.1904754638672 65.3846130371094 54.8076934814453
## 49 -0.2417 4.00834 4.4 71.4285736083984 70.1923065185547 68.2692337036133
## 50 1.335 4.89834 5.1 45.7142868041992 57.6923065185547 36.0576934814453
## 51 0.1073 5.18166 5.4 25.7142848968506 58.1730766296387 25
## 52 1.4217 6.41 8.5 16.6666660308838 54.8076934814453 34.1346168518066
## 53 0.1535 9.45 7.8 63.3333320617676 78.8461532592773 76.4423065185547
## 54 -0.0396 10.605 10.8839 60.9523811340332 69.2307662963867 61.538459777832
## 55 -0.7565 9.395 7.5 71.9047622680664 67.3076934814453 64.9038467407227
## 56 -0.5878 4.78832 5 65.2380981445312 40.3846168518066 64.4230804443359
## 57 1.3766 10.88 13 15.7142858505249 55.769229888916 38.461540222168
## 58 1.135 3.7119 4 20.9523811340332 45.6730766296387 27.4038467407227
## 59 1.6872 8.64 12 58.0952377319336 55.288459777832 50.480770111084
## 60 0.3592 8.6666 10.3 86.1904754638672 74.5192337036133 74.5192337036133
## 61 1.0491 6.78 7.5 21.4285717010498 59.6153831481934 52.4038467407227
## 62 0.5865 7.94034 7.3 78.5714263916016 69.2307662963867 61.538459777832
## 63 1.051 5.65058 7 21.9047622680664 46.1538467407227 30.2884616851807
## 64 0.0389 20.095 16.3 46.6666679382324 52.4038467407227 46.1538467407227
## 65 -0.5088 12.17 9.7 45.238094329834 53.3653831481934 50
## 66 1.2931 5.9144 5.5 47.1428565979004 33.1730766296387 31.25
## 67 1.2641 10.04 11.5 32.3809509277344 47.5961532592773 48.5576934814453
## 68 -0.2217 19.63498 18.3 57.1428565979004 66.8269195556641 60.5769233703613
## 69 -0.0317 19.73474 20 29.0476188659668 76.9230804443359 62.019229888916
## 70 0.7972 8.6 8 95.2380981445312 80.288459777832 86.538459777832
## 71 1.8806 22.972 23 65.7142868041992 56.25 62.5
## 72 0.8506 2.39 2.5 53.8095245361328 53.8461532592773 53.3653831481934
## 73 1.4844 11.98538 13.2 10 54.3269233703613 44.711540222168
## 74 1.6065 5.68 6 36.1904754638672 34.1346168518066 14.4230766296387
## 75 0.7789 12.282 13.95 24.761905670166 43.75 47.5961532592773
## 76 0.9213 6.12 5.7 48.5714302062988 38.9423065185547 41.8269233703613
## 77 1.9677 3.096 4 25.238094329834 26.4423084259033 13.942307472229
## 78 1.9443 18.795 22 33.3333320617676 56.730770111084 58.1730766296387
## 79 2.3197 <NA> <NA> 67.1428604125977 62.5 70.6730804443359
## 80 1.4772 27.835 33.7 40 66.3461532592773 50.961540222168
## 81 1.0568 4.344 5 15.2380952835083 23.5576915740967 27.884614944458
## 82 0.2562 18.31 18.5 27.619047164917 50 49.038459777832
## 83 0.4806 10.37106 8.5 59.523811340332 70.6730804443359 44.230770111084
## 84 4.4021 3.8874 4 22.380952835083 63.9423065185547 68.75
## 85 2.054 10.296 7 12.8571424484253 36.538459777832 37.980770111084
## 86 2.5779 10.44 12 14.2857141494751 35.0961532592773 30.769229888916
## 87 2.8 11.47022 11.4537 12.380952835083 38.461540222168 35.5769233703613
## 88 2.6417 <NA> <NA> 52.3809509277344 60.5769233703613 56.25
## 89 3.6551 <NA> <NA> 22.8571434020996 31.25 43.75
## 90 0.0197 3.969 4.5 56.6666679382324 44.230770111084 21.634614944458
## 91 -0.3906 9.08 9.5 8.5714282989502 39.9038467407227 25.480770111084
## 92 1.4362 5.6075 8.5 23.3333339691162 24.519229888916 11.057692527771
## 93 0.9961 12.63962 15 60.476188659668 67.788459777832 70.1923065185547
## 94 1.1173 15.625 17 17.1428565979004 48.5576934814453 55.769229888916
## 95 2.7684 2.3 2.3 34.2857131958008 36.0576934814453 26.9230766296387
## 96 2.6442 <NA> <NA> 8.09523773193359 19.230770111084 11.5384616851807
## 97 2.2431 <NA> <NA> 50.476188659668 41.8269233703613 55.288459777832
## 98 0.7958 24.184 24.65 33.8095245361328 18.269229888916 40.3846168518066
## 99 2.6197 20.6798 22 5.2380952835083 13.4615383148193 18.75
## 100 1.0858 3.19884 4.5 69.0476226806641 71.1538467407227 59.1346168518066
## 101 1.8006 8.82 7.3 68.5714263916016 42.3076934814453 45.6730766296387
## 102 1.7062 6.75498 7.2 40.9523811340332 37.019229888916 29.8076915740967
## 103 1.0414 4.83008 4.5 13.3333330154419 21.634614944458 9.61538505554199
## 104 0.5042 5.832 9 42.8571434020996 35.5769233703613 23.5576915740967
## 105 2.4876 13.2 13.5 1.90476191043854 9.61538505554199 3.8461537361145
## 106 1.1636 13.24 15.8 78.0952377319336 63.461540222168 69.711540222168
## 107 1.871 6.26 6.5 3.33333325386047 25.9615383148193 26.4423084259033
## 108 0.9657 9.55 11.05 43.3333320617676 49.038459777832 37.019229888916
## 109 3.3422 8.886 10.5 35.238094329834 12.9807691574097 13.4615383148193
## 110 2.5889 <NA> <NA> 16.1904754638672 8.17307662963867 10.0961542129517
## 111 2.6572 <NA> 18 10.9523811340332 28.365385055542 34.6153831481934
## 112 2.7047 19.602 19 41.4285697937012 16.3461532592773 24.519229888916
## 113 2.9384 <NA> <NA> 20 18.75 14.9038457870483
## 114 0.8755 4.54542 5 39.523811340332 48.0769233703613 53.8461532592773
## 115 1.5534 <NA> <NA> 64.7619018554687 20.6730766296387 17.3076915740967
## 116 3.5095 6.104 6.5 48.0952377319336 42.788459777832 39.4230766296387
## 117 1.1454 5.74 6.5 28.0952377319336 60.0961532592773 42.3076934814453
## X114 X115 X116 X117 X118
## 1 96.1538467407227 94.711540222168 97.0443344116211 98.9 81.5
## 2 95.1923065185547 96.1538467407227 95.0738906860352 97.3 88.9
## 3 97.5961532592773 92.3076934814453 98.5221710205078 95.2 98.5
## 4 98.0769195556641 95.1923065185547 96.5517272949219 87.7 62.5
## 5 96.6346130371094 98.0769195556641 97.5369491577148 95.7 78.4
## 6 97.1153869628906 97.1153869628906 100 100 95.8
## 7 98.5576934814453 96.6346130371094 99.5073928833008 96.8 95.3
## 8 84.6153869628906 88.9423065185547 78.8177337646484 91.4 97.4
## 9 94.2307662963867 98.5576934814453 93.1034469604492 95.7 93.2
## 10 99.5192337036133 100 39.4088668823242 94.1 99.5
## 11 90.8653869628906 91.3461532592773 93.596061706543 90.9 86.3
## 12 93.2692337036133 95.6730804443359 96.0591125488281 92 88.4
## 13 99.038459777832 97.5961532592773 99.014778137207 94.1 90
## 14 88.9423065185547 90.8653869628906 87.6847305297852 86.7 83.1
## 15 83.6538467407227 78.3653869628906 17.7339897155762 84 92.1
## 16 50.961540222168 57.6923065185547 29.0640392303467 65.9 56.7
## 17 75 94.2307662963867 35.9605903625488 <NA> <NA>
## 18 100 99.038459777832 98.0295562744141 92.5 100
## 19 91.3461532592773 87.5 95.5665054321289 92.5 76.2
## 20 93.75 93.75 90.6403961181641 93.6 96.3
## 21 68.75 86.538459777832 77.8325119018555 86.1 78.9
## 22 90.3846130371094 92.788459777832 88.6699523925781 84.5 91.1
## 23 83.6538467407227 78.3653869628906 17.7339897155762 84 92.1
## 24 79.3269195556641 74.038459777832 13.7931032180786 76.5 59.8
## 25 92.3076934814453 99.5192337036133 54.1871910095215 97.8 99
## 26 76.9230804443359 82.211540222168 72.9064025878906 87.7 97.9
## 27 82.6923065185547 90.3846130371094 80.2955627441406 <NA> 92.6
## 28 89.4230804443359 93.2692337036133 94.5812835693359 98.9 87.9
## 29 61.538459777832 77.4038467407227 84.2364501953125 85.6 54
## 30 78.8461532592773 87.0192337036133 70.4433517456055 89.3 82.1
## 31 43.269229888916 42.788459777832 6.40394067764282 55.3 83.6
## 32 92.788459777832 89.9038467407227 94.0886688232422 97.8 86.8
## 33 74.5192337036133 83.1730804443359 81.7733993530273 82.4 94.8
## 34 80.288459777832 80.288459777832 80.7881774902344 88.8 81
## 35 64.4230804443359 79.8076934814453 75.3694610595703 79.7 76.8
## 36 83.6538467407227 78.3653869628906 17.7339897155762 84 92.1
## 37 62.980770111084 51.9230766296387 5.9113302230835 78.7 67.2
## 38 89.9038467407227 88.461540222168 78.3251266479492 89.3 84.7
## 39 73.5576934814453 81.7307662963867 82.7586212158203 87.2 84.2
## 40 68.2692337036133 83.6538467407227 74.3842391967773 80.8 90.5
## 41 71.1538467407227 81.25 70.9359588623047 81.9 79.4
## 42 83.1730804443359 84.1346130371094 81.2807846069336 77.1 69.4
## 43 87.5 86.0576934814453 87.1921157836914 81.3 <NA>
## 44 36.538459777832 71.6346130371094 57.1428565979004 57.9 60.4
## 45 62.5 73.5576934814453 43.3497543334961 67 94.2
## 46 39.4230766296387 60.5769233703613 24.1379318237305 57.9 89.5
## 47 77.4038467407227 77.8846130371094 89.1625595092773 80.3 79.9
## 48 50.480770111084 71.1538467407227 60.5911331176758 70.7 68.3
## 49 57.6923065185547 72.5961532592773 54.679801940918 78.7 73.1
## 50 43.75 61.0576934814453 14.7783250808716 73.4 87.4
## 51 21.634614944458 36.0576934814453 18.2266006469727 72.8 85.2
## 52 31.25 55.288459777832 47.290641784668 42.5 50.3
## 53 71.6346130371094 80.7692337036133 82.2660064697266 82.9 72
## 54 62.019229888916 76.9230804443359 79.8029556274414 84.5 69.9
## 55 60.0961532592773 72.1153869628906 64.0394058227539 77.1 73.6
## 56 51.4423065185547 67.3076934814453 61.5763549804688 74.4 71.5
## 57 48.0769233703613 66.3461532592773 55.1724128723145 56.3 65.1
## 58 22.5961532592773 59.6153831481934 45.320198059082 59.5 68.8
## 59 30.769229888916 64.9038467407227 66.9950714111328 70.2 55.1
## 60 87.9807662963867 70.1923065185547 89.6551742553711 71.2 47.1
## 61 47.5961532592773 48.5576934814453 57.6354675292969 30.8 67.8
## 62 62.019229888916 76.9230804443359 88.1773376464844 … 51.9
## 63 19.7115383148193 43.75 7.38916254043579 53.1 85.8
## 64 38.9423065185547 69.711540222168 44.8275871276855 56.9 91.6
## 65 37.019229888916 60.0961532592773 45.8128089904785 65.9 77.3
## 66 22.115385055542 46.6346168518066 49.7536964416504 45.7 34.4
## 67 45.6730766296387 46.1538467407227 29.5566501617432 36.1 72.5
## 68 56.25 70.6730804443359 77.3399047851562 83.5 58.8
## 69 74.038459777832 82.6923065185547 53.2019691467285 68 96.9
## 70 85.0961532592773 75.961540222168 92.61083984375 <NA> <NA>
## 71 65.8653869628906 50.961540222168 64.5320205688477 31.3 45.6
## 72 34.1346168518066 41.8269233703613 11.822660446167 37.7 63.5
## 73 44.711540222168 54.8076934814453 24.630542755127 71.8 82.6
## 74 14.4230766296387 12.9807691574097 6.89655160903931 44.1 64.1
## 75 42.3076934814453 48.0769233703613 58.6206893920898 55.8 35
## 76 25 52.4038467407227 53.694580078125 53.1 39.7
## 77 18.75 44.230770111084 35.4679794311523 32.9 49.8
## 78 60.5769233703613 57.211540222168 28.5714282989502 46.2 60.9
## 79 67.3076934814453 64.4230804443359 17.2413787841797 68.6 64.6
## 80 59.6153831481934 61.538459777832 69.4581298828125 39.8 56.1
## 81 16.3461532592773 15.384614944458 27.0935955047607 29.7 11.7
## 82 50 63.461540222168 47.7832527160645 57.4 75.7
## 83 54.3269233703613 62.019229888916 68.4729080200195 46.8 63
## 84 56.730770111084 67.788459777832 9.85221672058105 78.1 77.8
## 85 27.884614944458 18.75 8.3743839263916 38.8 40.3
## 86 33.6538467407227 43.269229888916 37.4384231567383 14.3 42.4
## 87 24.519229888916 41.3461532592773 36.4532012939453 24.4 70.9
## 88 70.6730804443359 58.1730766296387 18.7192115783691 15.4 80.5
## 89 11.5384616851807 37.980770111084 30.0492610931396 15.9 39.2
## 90 53.8461532592773 32.211540222168 11.3300495147705 72.3 74.7
## 91 26.4423084259033 42.3076934814453 48.2758636474609 59.5 66.7
## 92 25.9615383148193 12.5 42.3645324707031 42.5 21.2
## 93 75.961540222168 68.75 85.7142868041992 67 61.4
## 94 52.8846168518066 35.5769233703613 56.6502456665039 49.4 59.3
## 95 42.788459777832 37.5 50.2463035583496 16.4 21.7
## 96 11.057692527771 19.230770111084 16.2561569213867 19.1 12.2
## 97 52.4038467407227 50.480770111084 65.5172424316406 26.5 38.1
## 98 55.769229888916 33.1730766296387 46.7980308532715 12.7 36
## 99 12.9807691574097 17.7884616851807 34.9753684997559 14.8 31.3
## 100 81.25 49.038459777832 58.1280784606934 64.3 47.7
## 101 37.5 53.8461532592773 59.1133003234863 47.8 57.7
## 102 34.6153831481934 19.7115383148193 48.7684745788574 54.2 32.3
## 103 12.5 25 19.2118225097656 32.4 25.4
## 104 32.6923065185547 56.25 51.7241363525391 34.5 52.4
## 105 8.65384578704834 9.61538505554199 22.660099029541 35.1 9.59999999999999
## 106 79.8076934814453 44.711540222168 79.3103485107422 33.5 28.1
## 107 21.1538467407227 27.4038467407227 23.1527099609375 18.6 43.4
## 108 53.3653831481934 33.6538467407227 66.5024642944336 76 33.9
## 109 13.942307472229 16.3461532592773 25.6157627105713 21.8 6.89999999999999
## 110 6.25 8.17307662963867 14.2857141494751 21.2 5.30000000000001
## 111 39.9038467407227 16.8269233703613 19.7044334411621 8.5 16.5
## 112 17.7884616851807 14.4230766296387 20.6896553039551 37.2 11.2
## 113 23.5576915740967 23.0769233703613 31.5270938873291 4.2 27.6
## 114 44.230770111084 47.5961532592773 43.8423652648926 62.2 48.2
## 115 13.4615383148193 23.5576915740967 3.94088673591614 27.6 19.1
## 116 46.1538467407227 34.6153831481934 33.9901466369629 49.4 22.8
## 117 37.980770111084 51.4423065185547 52.709358215332 42.5 62
class(data)
## [1] "data.frame"
Rename Col
country_code <- read_excel("Data untuk Eksplorasi.xlsx", sheet = "country code")
## New names:
## * `` -> ...2
## * `` -> ...3
## * `` -> ...4
## * `` -> ...5
## * `` -> ...6
## * ...
country_code <- country_code[-c(1,2),]
country_code <- country_code[,-c(3, 8:11)]
country_code <- data.frame(country_code)
head(country_code)
## source..https...raw.githubusercontent.com.lukes.ISO.3166.Countries.with.Regional.Codes.master.all.all.csv
## 1 Afghanistan
## 2 Ã…land Islands
## 3 Albania
## 4 Algeria
## 5 American Samoa
## 6 Andorra
## ...2 ...4 ...5 ...6 ...7
## 1 AF 4 ISO 3166-2:AF Asia Southern Asia
## 2 AX 248 ISO 3166-2:AX Europe Northern Europe
## 3 AL 8 ISO 3166-2:AL Europe Southern Europe
## 4 DZ 12 ISO 3166-2:DZ Africa Northern Africa
## 5 AS 16 ISO 3166-2:AS Oceania Polynesia
## 6 AD 20 ISO 3166-2:AD Europe Southern Europe
colnames(country_code)[1] = "Country_Name"
colnames(country_code)[2] = "Country"
colnames(country_code)[5] = "Continent"
colnames(country_code)[6] = "Sub_Region"
country_code
## Country_Name Country ...4
## 1 Afghanistan AF 4
## 2 Ã…land Islands AX 248
## 3 Albania AL 8
## 4 Algeria DZ 12
## 5 American Samoa AS 16
## 6 Andorra AD 20
## 7 Angola AO 24
## 8 Anguilla AI 660
## 9 Antarctica AQ 10
## 10 Antigua and Barbuda AG 28
## 11 Argentina AR 32
## 12 Armenia AM 51
## 13 Aruba AW 533
## 14 Australia AU 36
## 15 Austria AT 40
## 16 Azerbaijan AZ 31
## 17 Bahamas BS 44
## 18 Bahrain BH 48
## 19 Bangladesh BD 50
## 20 Barbados BB 52
## 21 Belarus BY 112
## 22 Belgium BE 56
## 23 Belize BZ 84
## 24 Benin BJ 204
## 25 Bermuda BM 60
## 26 Bhutan BT 64
## 27 Bolivia (Plurinational State of) BO 68
## 28 Bonaire, Sint Eustatius and Saba BQ 535
## 29 Bosnia and Herzegovina BA 70
## 30 Botswana BW 72
## 31 Bouvet Island BV 74
## 32 Brazil BR 76
## 33 British Indian Ocean Territory IO 86
## 34 Brunei Darussalam BN 96
## 35 Bulgaria BG 100
## 36 Burkina Faso BF 854
## 37 Burundi BI 108
## 38 Cabo Verde CV 132
## 39 Cambodia KH 116
## 40 Cameroon CM 120
## 41 Canada CA 124
## 42 Cayman Islands KY 136
## 43 Central African Republic CF 140
## 44 Chad TD 148
## 45 Chile CL 152
## 46 China CN 156
## 47 Christmas Island CX 162
## 48 Cocos (Keeling) Islands CC 166
## 49 Colombia CO 170
## 50 Comoros KM 174
## 51 Congo CG 178
## 52 Congo, Democratic Republic of the CD 180
## 53 Cook Islands CK 184
## 54 Costa Rica CR 188
## 55 Côte d'Ivoire CI 384
## 56 Croatia HR 191
## 57 Cuba CU 192
## 58 Curaçao CW 531
## 59 Cyprus CY 196
## 60 Czechia CZ 203
## 61 Denmark DK 208
## 62 Djibouti DJ 262
## 63 Dominica DM 212
## 64 Dominican Republic DO 214
## 65 Ecuador EC 218
## 66 Egypt EG 818
## 67 El Salvador SV 222
## 68 Equatorial Guinea GQ 226
## 69 Eritrea ER 232
## 70 Estonia EE 233
## 71 Eswatini SZ 748
## 72 Ethiopia ET 231
## 73 Falkland Islands (Malvinas) FK 238
## 74 Faroe Islands FO 234
## 75 Fiji FJ 242
## 76 Finland FI 246
## 77 France FR 250
## 78 French Guiana GF 254
## 79 French Polynesia PF 258
## 80 French Southern Territories TF 260
## 81 Gabon GA 266
## 82 Gambia GM 270
## 83 Georgia GE 268
## 84 Germany DE 276
## 85 Ghana GH 288
## 86 Gibraltar GI 292
## 87 Greece GR 300
## 88 Greenland GL 304
## 89 Grenada GD 308
## 90 Guadeloupe GP 312
## 91 Guam GU 316
## 92 Guatemala GT 320
## 93 Guernsey GG 831
## 94 Guinea GN 324
## 95 Guinea-Bissau GW 624
## 96 Guyana GY 328
## 97 Haiti HT 332
## 98 Heard Island and McDonald Islands HM 334
## 99 Holy See VA 336
## 100 Honduras HN 340
## 101 Hong Kong HK 344
## 102 Hungary HU 348
## 103 Iceland IS 352
## 104 India IN 356
## 105 Indonesia ID 360
## 106 Iran (Islamic Republic of) IR 364
## 107 Iraq IQ 368
## 108 Ireland IE 372
## 109 Isle of Man IM 833
## 110 Israel IL 376
## 111 Italy IT 380
## 112 Jamaica JM 388
## 113 Japan JP 392
## 114 Jersey JE 832
## 115 Jordan JO 400
## 116 Kazakhstan KZ 398
## 117 Kenya KE 404
## 118 Kiribati KI 296
## 119 Korea (Democratic People's Republic of) KP 408
## 120 Korea, Republic of KR 410
## 121 Kuwait KW 414
## 122 Kyrgyzstan KG 417
## 123 Lao People's Democratic Republic LA 418
## 124 Latvia LV 428
## 125 Lebanon LB 422
## 126 Lesotho LS 426
## 127 Liberia LR 430
## 128 Libya LY 434
## 129 Liechtenstein LI 438
## 130 Lithuania LT 440
## 131 Luxembourg LU 442
## 132 Macao MO 446
## 133 Madagascar MG 450
## 134 Malawi MW 454
## 135 Malaysia MY 458
## 136 Maldives MV 462
## 137 Mali ML 466
## 138 Malta MT 470
## 139 Marshall Islands MH 584
## 140 Martinique MQ 474
## 141 Mauritania MR 478
## 142 Mauritius MU 480
## 143 Mayotte YT 175
## 144 Mexico MX 484
## 145 Micronesia (Federated States of) FM 583
## 146 Moldova, Republic of MD 498
## 147 Monaco MC 492
## 148 Mongolia MN 496
## 149 Montenegro ME 499
## 150 Montserrat MS 500
## 151 Morocco MA 504
## 152 Mozambique MZ 508
## 153 Myanmar MM 104
## 154 Namibia NA 516
## 155 Nauru NR 520
## 156 Nepal NP 524
## 157 Netherlands NL 528
## 158 New Caledonia NC 540
## 159 New Zealand NZ 554
## 160 Nicaragua NI 558
## 161 Niger NE 562
## 162 Nigeria NG 566
## 163 Niue NU 570
## 164 Norfolk Island NF 574
## 165 North Macedonia MK 807
## 166 Northern Mariana Islands MP 580
## 167 Norway NO 578
## 168 Oman OM 512
## 169 Pakistan PK 586
## 170 Palau PW 585
## 171 Palestine, State of PS 275
## 172 Panama PA 591
## 173 Papua New Guinea PG 598
## 174 Paraguay PY 600
## 175 Peru PE 604
## 176 Philippines PH 608
## 177 Pitcairn PN 612
## 178 Poland PL 616
## 179 Portugal PT 620
## 180 Puerto Rico PR 630
## 181 Qatar QA 634
## 182 Réunion RE 638
## 183 Romania RO 642
## 184 Russian Federation RU 643
## 185 Rwanda RW 646
## 186 Saint Barthélemy BL 652
## 187 Saint Helena, Ascension and Tristan da Cunha SH 654
## 188 Saint Kitts and Nevis KN 659
## 189 Saint Lucia LC 662
## 190 Saint Martin (French part) MF 663
## 191 Saint Pierre and Miquelon PM 666
## 192 Saint Vincent and the Grenadines VC 670
## 193 Samoa WS 882
## 194 San Marino SM 674
## 195 Sao Tome and Principe ST 678
## 196 Saudi Arabia SA 682
## 197 Senegal SN 686
## 198 Serbia RS 688
## 199 Seychelles SC 690
## 200 Sierra Leone SL 694
## 201 Singapore SG 702
## 202 Sint Maarten (Dutch part) SX 534
## 203 Slovakia SK 703
## 204 Slovenia SI 705
## 205 Solomon Islands SB 90
## 206 Somalia SO 706
## 207 South Africa ZA 710
## 208 South Georgia and the South Sandwich Islands GS 239
## 209 South Sudan SS 728
## 210 Spain ES 724
## 211 Sri Lanka LK 144
## 212 Sudan SD 729
## 213 Suriname SR 740
## 214 Svalbard and Jan Mayen SJ 744
## 215 Sweden SE 752
## 216 Switzerland CH 756
## 217 Syrian Arab Republic SY 760
## 218 Taiwan, Province of China TW 158
## 219 Tajikistan TJ 762
## 220 Tanzania, United Republic of TZ 834
## 221 Thailand TH 764
## 222 Timor-Leste TL 626
## 223 Togo TG 768
## 224 Tokelau TK 772
## 225 Tonga TO 776
## 226 Trinidad and Tobago TT 780
## 227 Tunisia TN 788
## 228 Turkey TR 792
## 229 Turkmenistan TM 795
## 230 Turks and Caicos Islands TC 796
## 231 Tuvalu TV 798
## 232 Uganda UG 800
## 233 Ukraine UA 804
## 234 United Arab Emirates AE 784
## 235 United Kingdom of Great Britain and Northern Ireland GB 826
## 236 United States of America US 840
## 237 United States Minor Outlying Islands UM 581
## 238 Uruguay UY 858
## 239 Uzbekistan UZ 860
## 240 Vanuatu VU 548
## 241 Venezuela (Bolivarian Republic of) VE 862
## 242 Viet Nam VN 704
## 243 Virgin Islands (British) VG 92
## 244 Virgin Islands (U.S.) VI 850
## 245 Wallis and Futuna WF 876
## 246 Western Sahara EH 732
## 247 Yemen YE 887
## 248 Zambia ZM 894
## 249 Zimbabwe ZW 716
## ...5 Continent Sub_Region
## 1 ISO 3166-2:AF Asia Southern Asia
## 2 ISO 3166-2:AX Europe Northern Europe
## 3 ISO 3166-2:AL Europe Southern Europe
## 4 ISO 3166-2:DZ Africa Northern Africa
## 5 ISO 3166-2:AS Oceania Polynesia
## 6 ISO 3166-2:AD Europe Southern Europe
## 7 ISO 3166-2:AO Africa Sub-Saharan Africa
## 8 ISO 3166-2:AI Americas Latin America and the Caribbean
## 9 ISO 3166-2:AQ <NA> <NA>
## 10 ISO 3166-2:AG Americas Latin America and the Caribbean
## 11 ISO 3166-2:AR Americas Latin America and the Caribbean
## 12 ISO 3166-2:AM Asia Western Asia
## 13 ISO 3166-2:AW Americas Latin America and the Caribbean
## 14 ISO 3166-2:AU Oceania Australia and New Zealand
## 15 ISO 3166-2:AT Europe Western Europe
## 16 ISO 3166-2:AZ Asia Western Asia
## 17 ISO 3166-2:BS Americas Latin America and the Caribbean
## 18 ISO 3166-2:BH Asia Western Asia
## 19 ISO 3166-2:BD Asia Southern Asia
## 20 ISO 3166-2:BB Americas Latin America and the Caribbean
## 21 ISO 3166-2:BY Europe Eastern Europe
## 22 ISO 3166-2:BE Europe Western Europe
## 23 ISO 3166-2:BZ Americas Latin America and the Caribbean
## 24 ISO 3166-2:BJ Africa Sub-Saharan Africa
## 25 ISO 3166-2:BM Americas Northern America
## 26 ISO 3166-2:BT Asia Southern Asia
## 27 ISO 3166-2:BO Americas Latin America and the Caribbean
## 28 ISO 3166-2:BQ Americas Latin America and the Caribbean
## 29 ISO 3166-2:BA Europe Southern Europe
## 30 ISO 3166-2:BW Africa Sub-Saharan Africa
## 31 ISO 3166-2:BV Americas Latin America and the Caribbean
## 32 ISO 3166-2:BR Americas Latin America and the Caribbean
## 33 ISO 3166-2:IO Africa Sub-Saharan Africa
## 34 ISO 3166-2:BN Asia South-eastern Asia
## 35 ISO 3166-2:BG Europe Eastern Europe
## 36 ISO 3166-2:BF Africa Sub-Saharan Africa
## 37 ISO 3166-2:BI Africa Sub-Saharan Africa
## 38 ISO 3166-2:CV Africa Sub-Saharan Africa
## 39 ISO 3166-2:KH Asia South-eastern Asia
## 40 ISO 3166-2:CM Africa Sub-Saharan Africa
## 41 ISO 3166-2:CA Americas Northern America
## 42 ISO 3166-2:KY Americas Latin America and the Caribbean
## 43 ISO 3166-2:CF Africa Sub-Saharan Africa
## 44 ISO 3166-2:TD Africa Sub-Saharan Africa
## 45 ISO 3166-2:CL Americas Latin America and the Caribbean
## 46 ISO 3166-2:CN Asia Eastern Asia
## 47 ISO 3166-2:CX Oceania Australia and New Zealand
## 48 ISO 3166-2:CC Oceania Australia and New Zealand
## 49 ISO 3166-2:CO Americas Latin America and the Caribbean
## 50 ISO 3166-2:KM Africa Sub-Saharan Africa
## 51 ISO 3166-2:CG Africa Sub-Saharan Africa
## 52 ISO 3166-2:CD Africa Sub-Saharan Africa
## 53 ISO 3166-2:CK Oceania Polynesia
## 54 ISO 3166-2:CR Americas Latin America and the Caribbean
## 55 ISO 3166-2:CI Africa Sub-Saharan Africa
## 56 ISO 3166-2:HR Europe Southern Europe
## 57 ISO 3166-2:CU Americas Latin America and the Caribbean
## 58 ISO 3166-2:CW Americas Latin America and the Caribbean
## 59 ISO 3166-2:CY Asia Western Asia
## 60 ISO 3166-2:CZ Europe Eastern Europe
## 61 ISO 3166-2:DK Europe Northern Europe
## 62 ISO 3166-2:DJ Africa Sub-Saharan Africa
## 63 ISO 3166-2:DM Americas Latin America and the Caribbean
## 64 ISO 3166-2:DO Americas Latin America and the Caribbean
## 65 ISO 3166-2:EC Americas Latin America and the Caribbean
## 66 ISO 3166-2:EG Africa Northern Africa
## 67 ISO 3166-2:SV Americas Latin America and the Caribbean
## 68 ISO 3166-2:GQ Africa Sub-Saharan Africa
## 69 ISO 3166-2:ER Africa Sub-Saharan Africa
## 70 ISO 3166-2:EE Europe Northern Europe
## 71 ISO 3166-2:SZ Africa Sub-Saharan Africa
## 72 ISO 3166-2:ET Africa Sub-Saharan Africa
## 73 ISO 3166-2:FK Americas Latin America and the Caribbean
## 74 ISO 3166-2:FO Europe Northern Europe
## 75 ISO 3166-2:FJ Oceania Melanesia
## 76 ISO 3166-2:FI Europe Northern Europe
## 77 ISO 3166-2:FR Europe Western Europe
## 78 ISO 3166-2:GF Americas Latin America and the Caribbean
## 79 ISO 3166-2:PF Oceania Polynesia
## 80 ISO 3166-2:TF Africa Sub-Saharan Africa
## 81 ISO 3166-2:GA Africa Sub-Saharan Africa
## 82 ISO 3166-2:GM Africa Sub-Saharan Africa
## 83 ISO 3166-2:GE Asia Western Asia
## 84 ISO 3166-2:DE Europe Western Europe
## 85 ISO 3166-2:GH Africa Sub-Saharan Africa
## 86 ISO 3166-2:GI Europe Southern Europe
## 87 ISO 3166-2:GR Europe Southern Europe
## 88 ISO 3166-2:GL Americas Northern America
## 89 ISO 3166-2:GD Americas Latin America and the Caribbean
## 90 ISO 3166-2:GP Americas Latin America and the Caribbean
## 91 ISO 3166-2:GU Oceania Micronesia
## 92 ISO 3166-2:GT Americas Latin America and the Caribbean
## 93 ISO 3166-2:GG Europe Northern Europe
## 94 ISO 3166-2:GN Africa Sub-Saharan Africa
## 95 ISO 3166-2:GW Africa Sub-Saharan Africa
## 96 ISO 3166-2:GY Americas Latin America and the Caribbean
## 97 ISO 3166-2:HT Americas Latin America and the Caribbean
## 98 ISO 3166-2:HM Oceania Australia and New Zealand
## 99 ISO 3166-2:VA Europe Southern Europe
## 100 ISO 3166-2:HN Americas Latin America and the Caribbean
## 101 ISO 3166-2:HK Asia Eastern Asia
## 102 ISO 3166-2:HU Europe Eastern Europe
## 103 ISO 3166-2:IS Europe Northern Europe
## 104 ISO 3166-2:IN Asia Southern Asia
## 105 ISO 3166-2:ID Asia South-eastern Asia
## 106 ISO 3166-2:IR Asia Southern Asia
## 107 ISO 3166-2:IQ Asia Western Asia
## 108 ISO 3166-2:IE Europe Northern Europe
## 109 ISO 3166-2:IM Europe Northern Europe
## 110 ISO 3166-2:IL Asia Western Asia
## 111 ISO 3166-2:IT Europe Southern Europe
## 112 ISO 3166-2:JM Americas Latin America and the Caribbean
## 113 ISO 3166-2:JP Asia Eastern Asia
## 114 ISO 3166-2:JE Europe Northern Europe
## 115 ISO 3166-2:JO Asia Western Asia
## 116 ISO 3166-2:KZ Asia Central Asia
## 117 ISO 3166-2:KE Africa Sub-Saharan Africa
## 118 ISO 3166-2:KI Oceania Micronesia
## 119 ISO 3166-2:KP Asia Eastern Asia
## 120 ISO 3166-2:KR Asia Eastern Asia
## 121 ISO 3166-2:KW Asia Western Asia
## 122 ISO 3166-2:KG Asia Central Asia
## 123 ISO 3166-2:LA Asia South-eastern Asia
## 124 ISO 3166-2:LV Europe Northern Europe
## 125 ISO 3166-2:LB Asia Western Asia
## 126 ISO 3166-2:LS Africa Sub-Saharan Africa
## 127 ISO 3166-2:LR Africa Sub-Saharan Africa
## 128 ISO 3166-2:LY Africa Northern Africa
## 129 ISO 3166-2:LI Europe Western Europe
## 130 ISO 3166-2:LT Europe Northern Europe
## 131 ISO 3166-2:LU Europe Western Europe
## 132 ISO 3166-2:MO Asia Eastern Asia
## 133 ISO 3166-2:MG Africa Sub-Saharan Africa
## 134 ISO 3166-2:MW Africa Sub-Saharan Africa
## 135 ISO 3166-2:MY Asia South-eastern Asia
## 136 ISO 3166-2:MV Asia Southern Asia
## 137 ISO 3166-2:ML Africa Sub-Saharan Africa
## 138 ISO 3166-2:MT Europe Southern Europe
## 139 ISO 3166-2:MH Oceania Micronesia
## 140 ISO 3166-2:MQ Americas Latin America and the Caribbean
## 141 ISO 3166-2:MR Africa Sub-Saharan Africa
## 142 ISO 3166-2:MU Africa Sub-Saharan Africa
## 143 ISO 3166-2:YT Africa Sub-Saharan Africa
## 144 ISO 3166-2:MX Americas Latin America and the Caribbean
## 145 ISO 3166-2:FM Oceania Micronesia
## 146 ISO 3166-2:MD Europe Eastern Europe
## 147 ISO 3166-2:MC Europe Western Europe
## 148 ISO 3166-2:MN Asia Eastern Asia
## 149 ISO 3166-2:ME Europe Southern Europe
## 150 ISO 3166-2:MS Americas Latin America and the Caribbean
## 151 ISO 3166-2:MA Africa Northern Africa
## 152 ISO 3166-2:MZ Africa Sub-Saharan Africa
## 153 ISO 3166-2:MM Asia South-eastern Asia
## 154 ISO 3166-2:NA Africa Sub-Saharan Africa
## 155 ISO 3166-2:NR Oceania Micronesia
## 156 ISO 3166-2:NP Asia Southern Asia
## 157 ISO 3166-2:NL Europe Western Europe
## 158 ISO 3166-2:NC Oceania Melanesia
## 159 ISO 3166-2:NZ Oceania Australia and New Zealand
## 160 ISO 3166-2:NI Americas Latin America and the Caribbean
## 161 ISO 3166-2:NE Africa Sub-Saharan Africa
## 162 ISO 3166-2:NG Africa Sub-Saharan Africa
## 163 ISO 3166-2:NU Oceania Polynesia
## 164 ISO 3166-2:NF Oceania Australia and New Zealand
## 165 ISO 3166-2:MK Europe Southern Europe
## 166 ISO 3166-2:MP Oceania Micronesia
## 167 ISO 3166-2:NO Europe Northern Europe
## 168 ISO 3166-2:OM Asia Western Asia
## 169 ISO 3166-2:PK Asia Southern Asia
## 170 ISO 3166-2:PW Oceania Micronesia
## 171 ISO 3166-2:PS Asia Western Asia
## 172 ISO 3166-2:PA Americas Latin America and the Caribbean
## 173 ISO 3166-2:PG Oceania Melanesia
## 174 ISO 3166-2:PY Americas Latin America and the Caribbean
## 175 ISO 3166-2:PE Americas Latin America and the Caribbean
## 176 ISO 3166-2:PH Asia South-eastern Asia
## 177 ISO 3166-2:PN Oceania Polynesia
## 178 ISO 3166-2:PL Europe Eastern Europe
## 179 ISO 3166-2:PT Europe Southern Europe
## 180 ISO 3166-2:PR Americas Latin America and the Caribbean
## 181 ISO 3166-2:QA Asia Western Asia
## 182 ISO 3166-2:RE Africa Sub-Saharan Africa
## 183 ISO 3166-2:RO Europe Eastern Europe
## 184 ISO 3166-2:RU Europe Eastern Europe
## 185 ISO 3166-2:RW Africa Sub-Saharan Africa
## 186 ISO 3166-2:BL Americas Latin America and the Caribbean
## 187 ISO 3166-2:SH Africa Sub-Saharan Africa
## 188 ISO 3166-2:KN Americas Latin America and the Caribbean
## 189 ISO 3166-2:LC Americas Latin America and the Caribbean
## 190 ISO 3166-2:MF Americas Latin America and the Caribbean
## 191 ISO 3166-2:PM Americas Northern America
## 192 ISO 3166-2:VC Americas Latin America and the Caribbean
## 193 ISO 3166-2:WS Oceania Polynesia
## 194 ISO 3166-2:SM Europe Southern Europe
## 195 ISO 3166-2:ST Africa Sub-Saharan Africa
## 196 ISO 3166-2:SA Asia Western Asia
## 197 ISO 3166-2:SN Africa Sub-Saharan Africa
## 198 ISO 3166-2:RS Europe Southern Europe
## 199 ISO 3166-2:SC Africa Sub-Saharan Africa
## 200 ISO 3166-2:SL Africa Sub-Saharan Africa
## 201 ISO 3166-2:SG Asia South-eastern Asia
## 202 ISO 3166-2:SX Americas Latin America and the Caribbean
## 203 ISO 3166-2:SK Europe Eastern Europe
## 204 ISO 3166-2:SI Europe Southern Europe
## 205 ISO 3166-2:SB Oceania Melanesia
## 206 ISO 3166-2:SO Africa Sub-Saharan Africa
## 207 ISO 3166-2:ZA Africa Sub-Saharan Africa
## 208 ISO 3166-2:GS Americas Latin America and the Caribbean
## 209 ISO 3166-2:SS Africa Sub-Saharan Africa
## 210 ISO 3166-2:ES Europe Southern Europe
## 211 ISO 3166-2:LK Asia Southern Asia
## 212 ISO 3166-2:SD Africa Northern Africa
## 213 ISO 3166-2:SR Americas Latin America and the Caribbean
## 214 ISO 3166-2:SJ Europe Northern Europe
## 215 ISO 3166-2:SE Europe Northern Europe
## 216 ISO 3166-2:CH Europe Western Europe
## 217 ISO 3166-2:SY Asia Western Asia
## 218 ISO 3166-2:TW Asia Eastern Asia
## 219 ISO 3166-2:TJ Asia Central Asia
## 220 ISO 3166-2:TZ Africa Sub-Saharan Africa
## 221 ISO 3166-2:TH Asia South-eastern Asia
## 222 ISO 3166-2:TL Asia South-eastern Asia
## 223 ISO 3166-2:TG Africa Sub-Saharan Africa
## 224 ISO 3166-2:TK Oceania Polynesia
## 225 ISO 3166-2:TO Oceania Polynesia
## 226 ISO 3166-2:TT Americas Latin America and the Caribbean
## 227 ISO 3166-2:TN Africa Northern Africa
## 228 ISO 3166-2:TR Asia Western Asia
## 229 ISO 3166-2:TM Asia Central Asia
## 230 ISO 3166-2:TC Americas Latin America and the Caribbean
## 231 ISO 3166-2:TV Oceania Polynesia
## 232 ISO 3166-2:UG Africa Sub-Saharan Africa
## 233 ISO 3166-2:UA Europe Eastern Europe
## 234 ISO 3166-2:AE Asia Western Asia
## 235 ISO 3166-2:GB Europe Northern Europe
## 236 ISO 3166-2:US Americas Northern America
## 237 ISO 3166-2:UM Oceania Micronesia
## 238 ISO 3166-2:UY Americas Latin America and the Caribbean
## 239 ISO 3166-2:UZ Asia Central Asia
## 240 ISO 3166-2:VU Oceania Melanesia
## 241 ISO 3166-2:VE Americas Latin America and the Caribbean
## 242 ISO 3166-2:VN Asia South-eastern Asia
## 243 ISO 3166-2:VG Americas Latin America and the Caribbean
## 244 ISO 3166-2:VI Americas Latin America and the Caribbean
## 245 ISO 3166-2:WF Oceania Polynesia
## 246 ISO 3166-2:EH Africa Northern Africa
## 247 ISO 3166-2:YE Asia Western Asia
## 248 ISO 3166-2:ZM Africa Sub-Saharan Africa
## 249 ISO 3166-2:ZW Africa Sub-Saharan Africa
Merge Data
gabung <- merge(country_code, data, by = "Country")
gabung <- transform(gabung, X2 = as.numeric(X2), X117 = as.numeric(X117))
## Warning in eval(substitute(list(...)), `_data`, parent.frame()): NAs introduced
## by coercion
str(gabung)
## 'data.frame': 115 obs. of 43 variables:
## $ Country : chr "AD" "AE" "AM" "AO" ...
## $ Country_Name: chr "Andorra" "United Arab Emirates" "Armenia" "Angola" ...
## $ ...4 : chr "20" "784" "51" "24" ...
## $ ...5 : chr "ISO 3166-2:AD" "ISO 3166-2:AE" "ISO 3166-2:AM" "ISO 3166-2:AO" ...
## $ Continent : chr "Europe" "Asia" "Asia" "Africa" ...
## $ Sub_Region : chr "Southern Europe" "Western Asia" "Western Asia" "Sub-Saharan Africa" ...
## $ X2 : num 2.86 352.91 12.65 62.49 375.19 ...
## $ X3 : chr "1.7856" "2.65884" "4.748" "-0.878" ...
## $ X4 : chr "-11.8123" "-7.5072" "-7.6" "-3.975" ...
## $ X5 : chr "0.68" "1.766" "1.44" "22.35646" ...
## $ X6 : chr "0.3" "-2.07" "1.2" "21.829" ...
## $ X7 : chr NA "24.85976" "19.403" NA ...
## $ X8 : chr NA "23.8328" "17.2246" NA ...
## $ X9 : chr NA "50.12124" "7.9334" "32.01748" ...
## $ X10 : chr NA "47.8092" "8.5826" "31.3253" ...
## $ X39 : chr "564.4962" "176.3005" "81.04206" "47.3046" ...
## $ X40 : chr "604.9368" "226.146455807053" "109.418775640946" "44.6512284338416" ...
## $ X42 : chr NA "112.2517" "143.2123" "54.00692" ...
## $ X43 : chr "55" "102.527383481506" "166.808506873806" "34.8184506227463" ...
## $ X44 : chr "21.5" "18.10844" "15.14" "21.302" ...
## $ X45 : chr "17.5" "18.2" "14" NA ...
## $ X46 : chr "7.3" "5.49242" "6.0721" NA ...
## $ X47 : chr "8" "8.155" "6.6" NA ...
## $ X60 : chr NA "-13.5989" "47.27262" "15.44938" ...
## $ X61 : chr NA "4.6359" "58.3041" "43.9091" ...
## $ X66 : chr "172.754" "103.5228" "89.61882" "57.05566" ...
## $ X67 : chr "199.2166" "134.6768" "102.3111" "109.3339" ...
## $ X102 : chr "38674.616" "40105.1201" "4251.3977" "2033.8999" ...
## $ X103 : chr "55.7876155883631" "57.8510985930392" "6.13258424080671" "2.93387336454511" ...
## $ X104 : chr NA "70430" "14500" "6380" ...
## $ X105 : chr NA "106.582929782082" "21.9430992736077" "9.65496368038741" ...
## $ X106 : chr "-2.0843" "-0.7254" "2.3318" "-5.2032" ...
## $ X107 : chr "1.2206" "0.8698" "0.2562" "3.3422" ...
## $ X108 : chr "2.17" "1.834" "18.31" "8.886" ...
## $ X109 : chr "3" "2.45" "18.5" "10.5" ...
## $ X111 : chr "98.5714263916016" "69.523811340332" "27.619047164917" "35.238094329834" ...
## $ X112 : chr "98.0769195556641" "88.9423065185547" "50" "12.9807691574097" ...
## $ X113 : chr "90.8653869628906" "77.8846130371094" "49.038459777832" "13.4615383148193" ...
## $ X114 : chr "87.5" "83.6538467407227" "50" "13.942307472229" ...
## $ X115 : chr "86.0576934814453" "78.3653869628906" "63.461540222168" "16.3461532592773" ...
## $ X116 : chr "87.1921157836914" "17.7339897155762" "47.7832527160645" "25.6157627105713" ...
## $ X117 : num 81.3 84 57.4 21.8 76 90.9 95.7 NA 53.1 29.7 ...
## $ X118 : chr NA "92.1" "75.7" "6.89999999999999" ...
gabung
## Country Country_Name ...4
## 1 AD Andorra 20
## 2 AE United Arab Emirates 784
## 3 AM Armenia 51
## 4 AO Angola 24
## 5 AR Argentina 32
## 6 AT Austria 40
## 7 AU Australia 36
## 8 AW Aruba 533
## 9 AZ Azerbaijan 31
## 10 BD Bangladesh 50
## 11 BE Belgium 56
## 12 BG Bulgaria 100
## 13 BH Bahrain 48
## 14 BJ Benin 204
## 15 BO Bolivia (Plurinational State of) 68
## 16 BR Brazil 76
## 17 BY Belarus 112
## 18 CA Canada 124
## 19 CG Congo 178
## 20 CH Switzerland 756
## 21 CI Côte d'Ivoire 384
## 22 CL Chile 152
## 23 CM Cameroon 120
## 24 CN China 156
## 25 CO Colombia 170
## 26 CR Costa Rica 188
## 27 CV Cabo Verde 132
## 28 CY Cyprus 196
## 29 CZ Czechia 203
## 30 DE Germany 276
## 31 DK Denmark 208
## 32 DO Dominican Republic 214
## 33 EC Ecuador 218
## 34 EE Estonia 233
## 35 EG Egypt 818
## 36 ES Spain 724
## 37 ET Ethiopia 231
## 38 FI Finland 246
## 39 FR France 250
## 40 GA Gabon 266
## 41 GB United Kingdom of Great Britain and Northern Ireland 826
## 42 GE Georgia 268
## 43 GH Ghana 288
## 44 GR Greece 300
## 45 GT Guatemala 320
## 46 HK Hong Kong 344
## 47 HR Croatia 191
## 48 HU Hungary 348
## 49 ID Indonesia 360
## 50 IE Ireland 372
## 51 IL Israel 376
## 52 IN India 356
## 53 IQ Iraq 368
## 54 IS Iceland 352
## 55 IT Italy 380
## 56 JM Jamaica 388
## 57 JO Jordan 400
## 58 JP Japan 392
## 59 KE Kenya 404
## 60 KR Korea, Republic of 410
## 61 KW Kuwait 414
## 62 KZ Kazakhstan 398
## 63 LK Sri Lanka 144
## 64 LS Lesotho 426
## 65 LS Lesotho 426
## 66 LT Lithuania 440
## 67 LU Luxembourg 442
## 68 LV Latvia 428
## 69 MA Morocco 504
## 70 MK North Macedonia 807
## 71 MN Mongolia 496
## 72 MO Macao 446
## 73 MT Malta 470
## 74 MV Maldives 462
## 75 MX Mexico 484
## 76 MY Malaysia 458
## 77 MZ Mozambique 508
## 78 NA Namibia 516
## 79 NG Nigeria 566
## 80 NI Nicaragua 558
## 81 NL Netherlands 528
## 82 NO Norway 578
## 83 NZ New Zealand 554
## 84 OM Oman 512
## 85 PA Panama 591
## 86 PE Peru 604
## 87 PH Philippines 608
## 88 PK Pakistan 586
## 89 PL Poland 616
## 90 PT Portugal 620
## 91 PY Paraguay 600
## 92 QA Qatar 634
## 93 RO Romania 642
## 94 RS Serbia 688
## 95 RU Russian Federation 643
## 96 RW Rwanda 646
## 97 SA Saudi Arabia 682
## 98 SC Seychelles 690
## 99 SE Sweden 752
## 100 SG Singapore 702
## 101 SI Slovenia 705
## 102 SK Slovakia 703
## 103 SM San Marino 674
## 104 SV El Salvador 222
## 105 TH Thailand 764
## 106 TN Tunisia 788
## 107 TR Turkey 792
## 108 TW Taiwan, Province of China 158
## 109 UA Ukraine 804
## 110 UG Uganda 800
## 111 US United States of America 840
## 112 UY Uruguay 858
## 113 UZ Uzbekistan 860
## 114 VN Viet Nam 704
## 115 ZA South Africa 710
## ...5 Continent Sub_Region X2
## 1 ISO 3166-2:AD Europe Southern Europe 2.857862
## 2 ISO 3166-2:AE Asia Western Asia 352.910575
## 3 ISO 3166-2:AM Asia Western Asia 12.645460
## 4 ISO 3166-2:AO Africa Sub-Saharan Africa 62.485865
## 5 ISO 3166-2:AR Americas Latin America and the Caribbean 375.190755
## 6 ISO 3166-2:AT Europe Western Europe 429.980978
## 7 ISO 3166-2:AU Oceania Australia and New Zealand 1359.132847
## 8 ISO 3166-2:AW Americas Latin America and the Caribbean 2.383969
## 9 ISO 3166-2:AZ Asia Western Asia 42.607177
## 10 ISO 3166-2:BD Asia Southern Asia 347.147671
## 11 ISO 3166-2:BE Europe Western Europe 514.176961
## 12 ISO 3166-2:BG Europe Eastern Europe 69.103768
## 13 ISO 3166-2:BH Asia Western Asia 34.539229
## 14 ISO 3166-2:BJ Africa Sub-Saharan Africa 15.355253
## 15 ISO 3166-2:BO Americas Latin America and the Caribbean 37.238307
## 16 ISO 3166-2:BR Americas Latin America and the Caribbean 1444.733210
## 17 ISO 3166-2:BY Europe Eastern Europe 60.258857
## 18 ISO 3166-2:CA Americas Northern America 1721.506090
## 19 ISO 3166-2:CG Africa Sub-Saharan Africa 9.707663
## 20 ISO 3166-2:CH Europe Western Europe 749.017673
## 21 ISO 3166-2:CI Africa Sub-Saharan Africa 61.348608
## 22 ISO 3166-2:CL Americas Latin America and the Caribbean 252.940034
## 23 ISO 3166-2:CM Africa Sub-Saharan Africa 40.349134
## 24 ISO 3166-2:CN Asia Eastern Asia 14866.703370
## 25 ISO 3166-2:CO Americas Latin America and the Caribbean 271.346897
## 26 ISO 3166-2:CR Americas Latin America and the Caribbean 61.520675
## 27 ISO 3166-2:CV Africa Sub-Saharan Africa 1.703701
## 28 ISO 3166-2:CY Asia Western Asia 23.804052
## 29 ISO 3166-2:CZ Europe Eastern Europe 243.530380
## 30 ISO 3166-2:DE Europe Western Europe 3793.593164
## 31 ISO 3166-2:DK Europe Northern Europe 355.184032
## 32 ISO 3166-2:DO Americas Latin America and the Caribbean 79.001191
## 33 ISO 3166-2:EC Americas Latin America and the Caribbean 98.808010
## 34 ISO 3166-2:EE Europe Northern Europe 30.960228
## 35 ISO 3166-2:EG Africa Northern Africa 361.845786
## 36 ISO 3166-2:ES Europe Southern Europe 1278.325953
## 37 ISO 3166-2:ET Africa Sub-Saharan Africa 107.795527
## 38 ISO 3166-2:FI Europe Northern Europe 270.625631
## 39 ISO 3166-2:FR Europe Western Europe 2609.943503
## 40 ISO 3166-2:GA Africa Sub-Saharan Africa 15.062255
## 41 ISO 3166-2:GB Europe Northern Europe 2707.744043
## 42 ISO 3166-2:GE Asia Western Asia 15.891616
## 43 ISO 3166-2:GH Africa Sub-Saharan Africa 67.471195
## 44 ISO 3166-2:GR Europe Southern Europe 188.985393
## 45 ISO 3166-2:GT Americas Latin America and the Caribbean 77.604632
## 46 ISO 3166-2:HK Asia Eastern Asia 349.444713
## 47 ISO 3166-2:HR Europe Southern Europe 56.170837
## 48 ISO 3166-2:HU Europe Eastern Europe 155.013041
## 49 ISO 3166-2:ID Asia South-eastern Asia 1062.299663
## 50 ISO 3166-2:IE Europe Northern Europe 417.683180
## 51 ISO 3166-2:IL Asia Western Asia 403.526464
## 52 ISO 3166-2:IN Asia Southern Asia 2660.261329
## 53 ISO 3166-2:IQ Asia Western Asia 165.493039
## 54 ISO 3166-2:IS Europe Northern Europe 21.714538
## 55 ISO 3166-2:IT Europe Southern Europe 1880.708359
## 56 ISO 3166-2:JM Americas Latin America and the Caribbean 13.812422
## 57 ISO 3166-2:JO Asia Western Asia 43.697563
## 58 ISO 3166-2:JP Asia Eastern Asia 5043.573440
## 59 ISO 3166-2:KE Africa Sub-Saharan Africa 100.470001
## 60 ISO 3166-2:KR Asia Eastern Asia 1631.134780
## 61 ISO 3166-2:KW Asia Western Asia 105.949023
## 62 ISO 3166-2:KZ Asia Central Asia 171.239891
## 63 ISO 3166-2:LK Asia Southern Asia 80.676726
## 64 ISO 3166-2:LS Africa Sub-Saharan Africa 1.844513
## 65 ISO 3166-2:LS Africa Sub-Saharan Africa 19.129116
## 66 ISO 3166-2:LT Europe Northern Europe 55.761983
## 67 ISO 3166-2:LU Europe Western Europe 73.055370
## 68 ISO 3166-2:LV Europe Northern Europe 33.430044
## 69 ISO 3166-2:MA Africa Northern Africa 112.869983
## 70 ISO 3166-2:MK Europe Southern Europe 12.263700
## 71 ISO 3166-2:MN Asia Eastern Asia 13.269000
## 72 ISO 3166-2:MO Asia Eastern Asia 24.333081
## 73 ISO 3166-2:MT Europe Southern Europe 14.474956
## 74 ISO 3166-2:MV Asia Southern Asia 3.767023
## 75 ISO 3166-2:MX Americas Latin America and the Caribbean 1073.915464
## 76 ISO 3166-2:MY Asia South-eastern Asia 336.664465
## 77 ISO 3166-2:MZ Africa Sub-Saharan Africa 14.374968
## 78 ISO 3166-2:NA Africa Sub-Saharan Africa 10.710329
## 79 ISO 3166-2:NG Africa Sub-Saharan Africa 401.028628
## 80 ISO 3166-2:NI Americas Latin America and the Caribbean 12.621466
## 81 ISO 3166-2:NL Europe Western Europe 910.005594
## 82 ISO 3166-2:NO Europe Northern Europe 362.571122
## 83 ISO 3166-2:NZ Oceania Australia and New Zealand 208.833638
## 84 ISO 3166-2:OM Asia Western Asia 64.648375
## 85 ISO 3166-2:PA Americas Latin America and the Caribbean 52.938074
## 86 ISO 3166-2:PE Americas Latin America and the Caribbean 204.753978
## 87 ISO 3166-2:PH Asia South-eastern Asia 363.429119
## 88 ISO 3166-2:PK Asia Southern Asia 262.232162
## 89 ISO 3166-2:PL Europe Eastern Europe 594.155788
## 90 ISO 3166-2:PT Europe Southern Europe 230.736935
## 91 ISO 3166-2:PY Americas Latin America and the Caribbean 35.304238
## 92 ISO 3166-2:QA Asia Western Asia 146.400550
## 93 ISO 3166-2:RO Europe Eastern Europe 248.716040
## 94 ISO 3166-2:RS Europe Southern Europe 52.960139
## 95 ISO 3166-2:RU Europe Eastern Europe 1471.003881
## 96 ISO 3166-2:RW Africa Sub-Saharan Africa 10.332054
## 97 ISO 3166-2:SA Asia Western Asia 700.117867
## 98 ISO 3166-2:SC Africa Sub-Saharan Africa 1.170879
## 99 ISO 3166-2:SE Europe Northern Europe 537.609866
## 100 ISO 3166-2:SG Asia South-eastern Asia 339.988210
## 101 ISO 3166-2:SI Europe Southern Europe 52.761781
## 102 ISO 3166-2:SK Europe Eastern Europe 102.567122
## 103 ISO 3166-2:SM Europe Southern Europe 1.490827
## 104 ISO 3166-2:SV Americas Latin America and the Caribbean 24.638720
## 105 ISO 3166-2:TH Asia South-eastern Asia 501.644054
## 106 ISO 3166-2:TN Africa Northern Africa 39.218118
## 107 ISO 3166-2:TR Asia Western Asia 720.244499
## 108 ISO 3166-2:TW Asia Eastern Asia 668.122597
## 109 ISO 3166-2:UA Europe Eastern Europe 155.581868
## 110 ISO 3166-2:UG Africa Sub-Saharan Africa 33.538172
## 111 ISO 3166-2:US Americas Northern America 20935.000000
## 112 ISO 3166-2:UY Americas Latin America and the Caribbean 53.628838
## 113 ISO 3166-2:UZ Asia Central Asia 57.707193
## 114 ISO 3166-2:VN Asia South-eastern Asia 351.683014
## 115 ISO 3166-2:ZA Africa Sub-Saharan Africa 302.141270
## X3 X4 X5 X6 X7 X8 X9 X10
## 1 1.7856 -11.8123 0.68 0.3 <NA> <NA> <NA> <NA>
## 2 2.65884 -7.5072 1.766 -2.07 24.85976 23.8328 50.12124 47.8092
## 3 4.748 -7.6 1.44 1.2 19.403 17.2246 7.9334 8.5826
## 4 -0.878 -3.975 22.35646 21.829 <NA> <NA> 32.01748 31.3253
## 5 -0.2368 -9.9052 36.70346 42.6758 16.71368 13.7766 17.11434 20.2225
## 6 1.88048 -6.2591 1.52348 1.3881 24.78244 25.2135 28.2498 28.6547
## 7 2.44592 -2.3597 1.65124 0.8469 24.28828 22.2838 24.71486 25.8262
## 8 2.06486 -26.4 1.21694 -2.144 21.13634 <NA> 21.47722 <NA>
## 9 0.3907 -4.2815 6.85276 2.8 23.63816 25.5081 31.6919 24.7357
## 10 7.39 5.24 5.812 5.691 32.70006 33.4218 18.64408 18.1932
## 11 1.70044 -6.2839 1.64 0.425 24.55938 24.7641 25.36016 25.2167
## 12 3.61996 -4.1536 0.77854 1.2045 20.46028 18.9607 23.66044 20.66
## 13 2.80902 -5.8147 1.822 -2.3 31.14198 33.077 40.6603 44.4026
## 14 4.87736 2.3 0.2252 3.0561 23.40036 22.812 17.41894 17.1401
## 15 3.95132 -7.9522 2.92384 0.9419 20.84156 17.0778 14.22728 9.9491
## 16 -0.46082 -4.0591 5.724 3.2 15.49512 15.4049 15.51916 16.7923
## 17 0.1 -0.9 8.39 5.5 28.15432 26.2717 30.36594 31.6293
## 18 1.79828 -5.3129 1.67406 0.7219 23.26748 22.0372 21.16694 19.9856
## 19 -5.135 -5.6 2.03374 1.8177 46.82746 30.5947 39.16884 40
## 20 1.88522 -2.7232 0.00116 -0.0084 24.41888 24.5284 36.5367 37.0514
## 21 7.2964 1.8 0.75212 0.8 20.82476 20 27.46796 20.9364
## 22 1.97106 -5.772 2.97824 3.0455 22.48684 19.8233 22.5816 25.0712
## 23 4.3535 0.692 1.54052 2.4449 28.82414 25 25.96864 20.2972
## 24 6.64354 2.3 2 2.5083 43.17774 43.1225 45.0145 45.7084
## 25 2.44972 -6.8473 4.7094 2.54 22.2297 18.8338 16.35386 12.545
## 26 3.24766 -4.0926 1.346 0.8924 17.93502 15.2193 18.69958 17.5979
## 27 3.92138 -14.8 0.3792 0.6 35.67148 35.5592 <NA> <NA>
## 28 4.62534 -5.1037 -0.15102 -1.1072 17.90342 20.058 18.7858 13.8384
## 29 3.72134 -5.6023 1.575 3.2767 27.97028 24.3486 33.51468 31.2513
## 30 1.62892 -4.7654 1.20768 0.3778 20.71144 20.2475 27.49714 25.9843
## 31 2.68708 -2.7333 0.54 0.3 22.06322 23.1748 28.83828 29.6644
## 32 6.0569 -6.7324 2.22228 3.7734 23.77748 23.4204 19.91702 17.6808
## 33 0.50846 -7.7501 1.23328 -0.3389 26.15664 23.1175 25.33102 24.8966
## 34 3.94866 -2.9 2.03974 -0.6343 26.20832 29.1797 29.66398 29.0089
## 35 4.44796 3.5697 16.16054 5.2996 15.78406 13.8213 6.06282 6.2302
## 36 2.84406 -10.839 0.7183 -0.3319 19.68004 20.4584 22.95306 21.9493
## 37 9.06 6.1 10.37682 19.9053 39.3334 35 22.65494 26.2679
## 38 1.82644 -2.7736 0.671 0.4 23.6791 23.9915 23.14636 24.8851
## 39 1.63728 -7.9929 0.99026 0.5241 23.40664 23.9044 22.5664 21.4013
## 40 2.253 -1.8295 2.80396 4.8 32.40134 31.1431 38.66386 34.9224
## 41 1.70254 -9.8467 1.5305 0.8538 17.9949 16.9638 16.5286 16.3607
## 42 4.12018 -6.1596 3.938 5.2 27.43172 26.1518 17.53948 9.6925
## 43 5.294 0.4 12.942 9.9 26.24074 26.5131 20.38326 18.8395
## 44 0.75896 -8.2478 0.26994 -1.2622 12.66678 13.4492 11.11916 5.8985
## 45 3.40778 -1.5193 3.742 3.21 14.07878 12.9341 4.2451 4.8841
## 46 1.99164 -6.142 2.436 0.33 21.1975 19.7601 22.63096 21.6888
## 47 3.00696 -8.0289 0.55302 0.0186 21.94236 25.6386 22.11346 18.4376
## 48 4.07978 -5.1062 1.84622 3.375 24.36458 27.618 30.49894 29.7735
## 49 5.03546 -2.07 3.94398 2.0373 33.99662 32.3675 33.26164 31.7425
## 50 10.07624 3.4178 0.32334 -0.4667 34.89774 31.2837 56.2885 61.2496
## 51 3.36048 -2.4635 0.1424 -0.7 21.12638 21.9244 22.87018 26.3221
## 52 6.7245 -7.2518 4.24752 6.1667 31.20112 29.2776 29.91022 28.9179
## 53 3.8 -10.8347 0.44192 0.5742 19.14184 16.4644 17.89938 20.2262
## 54 4.63556 -6.6491 0.41926 1.1947 20.96484 21.6677 26.39394 21.0726
## 55 0.9817 -8.8712 0.65218 -0.1454 17.86622 17.495 20.83206 21.0996
## 56 1.18 -9.9 3.60208 5.2 22.55048 27.8021 8.51046 -1.6314
## 57 2.02956 -1.5514 1.37566 0.3341 18.98 16.7395 -0.1485 3.8124
## 58 0.9124 -4.663 0.51938 -0.0164 25.31864 25.574 25.46722 25.3273
## 59 5.6282 1.2 6.28796 5.3457 17.1323 14.5213 6.36944 5.4104
## 60 2.77248 -0.9067 1.09614 0.5382 30.95906 31.6011 36.0865 35.386
## 61 0.13772 -8.855 1.884 2 26.68898 21.6754 33.24262 13.7525
## 62 3 -2.598 7.95 6.6 26.82074 28.8989 36.76234 35.4839
## 63 3.678 -3.6 4.218 6.16 29.69044 25.3004 22.57866 19.211
## 64 0.39388 -11.0593 5.0034 4.9788 28.89906 30.5855 -19.2365 -16.1879
## 65 6.5782 0.5 1.81194 5.132 <NA> <NA> <NA> <NA>
## 66 3.42028 -0.8719 1.69862 1.062 19.48272 12.1072 21.3027 21.7592
## 67 3.22626 -1.3139 1.17428 0.4 18.38978 15.7027 53.66792 54.4877
## 68 3.13634 -3.6239 1.70144 0.0806 22.67616 22.6024 21.94172 23.7625
## 69 3.09514 -7.1172 1.188 0.62 32.29572 29.223 22.96808 21.5072
## 70 2.7789 -4.5 0.622 1.2 32.41148 34.0721 18.0863 20.4708
## 71 4.2582 -5.3614 4.98958 3.741 32.50458 24.3107 31.82734 28.6617
## 72 -1.66952 -56.3082 2.78282 0.8114 19.61144 27.6052 64.81412 25.4354
## 73 6.53774 -7.7964 1.32032 0.7872 22.98726 22.7888 36.84558 32.3886
## 74 6.3 -29.3 0.88 -1.4 20.09944 21.4626 17.56478 20.6957
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## 76 4.878 -5.6 1.91 -1.1 24.38356 19.9588 31.4231 26.4743
## 77 3.9288 -0.5 9.0426 3.141 42.66772 36.5361 10.47146 10
## 78 0.75446 -7.983 4.85712 2.2047 20.90098 13.2237 3.51298 4.6884
## 79 1.19458 -1.7943 12.94034 11.455 18.31216 13.7 16.3348 13.6724
## 80 1.37996 -2 4.34306 3.703 29.94454 23.3057 14.80132 11.6206
## 81 2.21984 -3.7396 1.1773 1.1124 21.16826 21.376 31.054 31.972
## 82 1.46654 -0.7659 2.619 1.1658 28.22544 30.0768 31.95034 29.6328
## 83 3.39204 -2.9907 1.20152 1.7146 23.66948 21.675 24.00624 22.9948
## 84 1.99976 -5.2495 0.76 -0.89 26.17416 15.3263 32.95932 23.6631
## 85 4.58302 -17.9493 0.424 -1.548 41.14624 32.8631 37.37746 35.3762
## 86 3.17022 -11.083 2.6972 1.8312 21.80948 18.6774 22.3826 20.4559
## 87 6.56308 -9.4 2.49528 3.5333 24.9717 22.8808 15.79522 13.1533
## 88 4.29018 -0.4668 4.73824 10.7319 16.1042 15.3276 7.29064 7.9122
## 89 4.3484 -2.7412 0.80874 3.6575 20.158 17.219 23.69084 23.7467
## 90 2.53122 -7.5637 0.836 -0.1 17.22924 19.1712 17.97704 17.1806
## 91 2.96754 -1 3.52 2.15 21.36214 19.1897 24.70498 23.355
## 92 1.6659 -3.6535 0.82252 -2.583 42.35736 42.4393 57.35732 50.5463
## 93 4.7177 -3.8756 1.51808 2.3278 23.69546 24.506 21.31854 20.0421
## 94 3.174 -1 1.9 1.9 20.81872 23.1731 13.4067 14.2708
## 95 0.9774 -2.9513 6.72076 3.3783 22.78718 21.2639 30.2061 31.1333
## 96 7.36908 -3.357 4.20636 9.8471 22.6911 24.1022 8.13524 8.2393
## 97 1.56022 -4.1066 0.762 4 29.55294 26.393 34.02202 28.4759
## 98 3.51306 -12.7673 1.18702 1.2 34.72552 44.8591 20.4304 16.051
## 99 2.47168 -2.8178 1.62 0.5 25.1132 24.5183 28.27044 28.8994
## 100 2.776 -5.38 0.1051 -0.2 26.76784 27.1964 53.93672 47.3026
## 101 3.5529 -5.532 0.84352 -0.0549 19.90742 20.5931 28.39998 30.4712
## 102 3.21976 -4.7543 1.174 2.0142 22.83084 18.8889 25.65406 17.7778
## 103 1.7542 -8.8143 0.89594 0.2239 17.79208 22.73 42.7713 44.1653
## 104 2.44734 -7.9397 0.394 -0.045 16.78238 17.9062 -0.04258 -0.4599
## 105 3.44058 -6.099 0.345 -0.8467 23.0599 23.8808 33.68522 29.3952
## 106 1.6082 -8.8124 5.556 7.73 18.80654 18 7.99558 8.5939
## 107 4.15702 1.7567 11.65444 12.2606 28.55834 31.7665 27.15734 28.0106
## 108 2.5387 3.1229 0.7236 -0.2389 22.02936 23.7192 34.04734 37.3739
## 109 0.34 -4 19.173 2.7 17.79388 7.5112 11.06338 6.459
## 110 5.73874 -1.0715 4.2947 2.7576 24.85996 29.1624 15.15086 15.138
## 111 2.45554 -3.5005 1.55316 1.2366 17.4065 17.208 14.55284 14.1275
## 112 0.8209 -5.8587 8.00348 9.753 16.44666 16.998 21.53208 21.3762
## 113 5.84 1.6 12.2984 13 31.60162 37.4631 26.45518 27.0401
## 114 6.9457 2.91 2.796 3.23 23.54764 28.3006 37.81856 26.9734
## 115 0.7894 -6.9824 4.98278 3.2239 19.1174 12.6017 19.38554 17.5392
## X39 X40 X42 X43 X44 X45
## 1 564.4962 604.9368 <NA> 55 21.5 17.5
## 2 176.3005 226.146455807053 112.2517 102.527383481506 18.10844 18.2
## 3 81.04206 109.418775640946 143.2123 166.808506873806 15.14 14
## 4 47.3046 44.6512284338416 54.00692 34.8184506227463 21.302 <NA>
## 5 <NA> <NA> <NA> <NA> 15.8116 23.2527
## 6 177.1388 182.598492647176 131.0861 116.418764900247 18.0128 18.574
## 7 217.9512 295.764427086742 162.4591 191.749434361317 14.58 15.7
## 8 107.0588 140.846030226393 68.14 80.5450839375334 29.5 33.5
## 9 50.38394 48.2665605678828 68.94648 110.639874680557 16.00076 25.3012
## 10 68.66702 73.6412495020344 80.94598 78.4070004129921 11.76 4.2
## 11 215.0248 207.389117796342 104.9791 90.4287387212819 18.79498 19.3188
## 12 94.36518 101.27615928826 78.55898 72.9970906011099 21.39988 22.7406
## 13 224.1791 <NA> <NA> <NA> <NA> 20
## 14 46.47324 46.9518102396866 86.0556 81.5453632512469 9.9 10.5
## 15 80.67982 104.620585249956 92.30608 101.298341967955 12.036 12.28
## 16 <NA> 164.0020672229 <NA> 76.9511180970045 18.38612 19.14
## 17 61.03718 59.7610492088758 129.3847 149.037156060055 <NA> <NA>
## 18 249.4941 313.1764 99.84184 106.864 14.87138 16.0956
## 19 28.42126 34.9960042499993 93.31408 84.0931435601818 23.03868 22.3
## 20 473.2558 523.8202 84.47336 82.5 17.92784 19.3
## 21 32.41476 43.5985602383366 96.91868 83.298757899995 9.12 <NA>
## 22 103.2332 126.033486884743 118.0941 116.517380198268 13.264 14.28
## 23 27.79516 29.3325905267445 96.82554 87.6867595310555 8.72 9.1
## 24 297.8347 269.063815092399 84.17736 94.2257499940466 13.756 14.7045
## 25 63.50558 73.1765532006589 123.7647 117.327269695571 15.97996 17.2
## 26 82.52188 93.6333178287295 146.8481 125.262142889462 13.412 13.284
## 27 131.7063 161.047322948883 67.70886 67.4548621533319 16.452 19.42
## 28 <NA> 225.468556567469 115.1394 68.1525441771343 16.5759 16
## 29 118.2868 129.173584818204 75.708 76.5076544756642 18.25422 21.3796
## 30 179.5237 193.952499113789 144.0191 138.357238793467 18.782 18.58
## 31 281.1473 310.480386182536 355.6127 359.138861033201 21.346 22.6
## 32 37.27494 53.8796144468696 77.56972 80.1058007114163 15.43352 18.65
## 33 45.89196 62.5958563480835 101.3232 99.7186851879965 13.51 13.4
## 34 87.90994 98.4878601822813 126.0383 104.684173172463 28.19182 25.312
## 35 108.1149 109.929561323024 34.82206 53.2982911670346 14.86 20.1
## 36 196.6875 207.677556704211 141.9668 117.489076766796 15.3091 16.9822
## 37 43.15508 44.302 57.817 <NA> <NA> <NA>
## 38 193.8661 204.949319273836 192.7004 175.160130048282 21.94 20.1
## 39 228.4522 274.855097333896 158.4898 139.571960965693 18.52914 19.6501
## 40 28.03498 30.3388983235177 76.94616 72.2674824074965 <NA> <NA>
## 41 330.6799 369.025666666193 95.63358 91.3339635668132 20.72 21.6
## 42 82.18296 113.859537946822 144.3109 145.181384466005 17.74506 17.6
## 43 32.22068 36.8705964345769 68.40274 50.1318166284165 16.1 15
## 44 155.2374 154.334142596807 142.3787 89.8444114838857 16.6999 16.6643
## 45 63.68732 72.0651121029329 84.85708 72.9897750178681 14.592 16.1
## 46 836.8331 827.340654657602 70.15818 68.8267214756039 19.52 20.7
## 47 114.5972 126.183693832666 95.16142 82.1811503247408 22.574 25.5
## 48 81.55246 95.6648921842764 85.556 79.0362345615435 17.90584 18.2802
## 49 53.9943 57.6879900293888 91.46 96.5735869664797 22.78 23.9
## 50 330.8975 334.963501299569 100.4356 84.4246124196449 26.09974 25.4692
## 51 113.6505 132.059818356721 101.6516 85.9303015140065 14.40804 <NA>
## 52 86.14278 80.1933711601075 75.87644 73.6955288402292 13.64 13.6
## 53 42.91416 <NA> 50.87278 <NA> <NA> <NA>
## 54 129.6761 141.594108506354 154.2467 160.957622918701 24.834 24.82
## 55 160.9254 179.532962122025 138.7092 111.19616531075 15.46 16
## 56 <NA> 95.7877360025381 <NA> 88.8670361434637 14.8 14.3
## 57 155.1984 170.152816843911 82.60578 93.881430310422 16.58638 17.93
## 58 346.1228 352.74234184724 71.11998 70.9534294970613 17.138 17.3
## 59 58.12002 56.2886516758192 94.31872 87.4099585162118 18.38666 18.4444
## 60 198.9612 233.262483659547 119.3657 123.997165091695 14.52 14.8
## 61 171.4566 <NA> 85.29656 <NA> 18.26 <NA>
## 62 48.21286 45.0779815705622 99.53508 83.5230011346335 20.098 26.97
## 63 77.68374 88.0862675853287 94.61546 89.1327047819361 15.44 16.5
## 64 40.9292 57.9099341290394 61.32354 59.5014488390745 17.88322 22.952
## 65 86.49286 <NA> 92.91054 <NA> <NA> 11
## 66 53.9894 53.9161286498793 100.7503 68.2317949403469 20.02264 21.8073
## 67 1618.465 1660.27654974245 46.26734 42.6538804163813 23.32 23.9
## 68 99.94988 60.7315742824027 112.0926 77.9253552928676 21.40342 24.968
## 69 118.3256 140.19243223203 102.0244 102.28670954962 14.4 15.2
## 70 76.49738 86.5045232951763 99.88738 94.6772152626709 15.85212 16.6966
## 71 103.8045 94.3124293555557 108.8494 77.3433668465631 17.36 <NA>
## 72 377.0826 1039.68453893559 88.39754 81.9141125818365 15.18 14.5
## 73 343.8751 257.741508810052 70.02432 67.9425151528275 22.04 23.96
## 74 65.5021 113.444815124194 77.49538 78.5828955249332 43.48032 47.5
## 75 <NA> 60.0201039907003 110.8109 99.0324659831057 15.47178 17.7
## 76 173.5413 192.117653338257 88.032 113.388973903228 17.46 18.3
## 77 63.72892 73.6510982179004 65.96588 49.2968738499022 19.98 26
## 78 79.27348 94.6500996579091 103.9825 91.2941485563043 15.39772 15.2
## 79 26.36318 30.5533081566224 81.38052 64.1876140825735 14.56224 15.4
## 80 <NA> 53.5253447371025 107.0513 84.0923404583371 15.794 21.75
## 81 292.1208 271.782543007796 180.8809 161.741429580311 18.00996 18.9026
## 82 192.414 218.580556328641 222.1778 207.319798593951 21.90992 23.1
## 83 185.3141 190.831147021743 150.4117 138.389576690768 14.198 <NA>
## 84 116.0878 140.468109445242 109.1311 148.12623501499 17.36 19.1
## 85 143.7432 179.102834958392 129.5877 121.216181880057 15.7 16.25
## 86 60.31396 86.9309955158451 114.357 116.712989607989 14.81122 15.5888
## 87 87.29006 106.043171182853 76.8078 74.255424807399 14.80872 14.9396
## 88 <NA> 55.799254210839 66.44962 61.3460851911397 16.3 17.2
## 89 86.69856 93.4076600058368 105.0588 93.3616386252339 17.60908 20.149
## 90 175.7489 170.230522997229 150.0315 113.240874625212 14.55812 16.7
## 91 60.50376 73.9926109715646 112.289 104.137470462208 17.5 19.1
## 92 222.6026 295.026159978082 127.2487 163.716724030883 17.02 18.8
## 93 49.60888 52.2695632455837 87.35368 74.415536383335 20.30504 23.2
## 94 <NA> 83.1162180258035 100.4701 90.1933125526481 22.16 21.8
## 95 <NA> 100.784181966802 <NA> 122.720763421689 12.52 12.7
## 96 35.78422 39.4136803795781 86.12404 111.943896345921 22 23.3
## 97 89.30006 <NA> 86.1535 <NA> 19.54 <NA>
## 98 84.35462 136.058580351797 47.04328 45.415365705293 23.152 19.02
## 99 229.4936 241.456003803251 220.6644 185.640973274757 23.38 23.2
## 100 234.2843 277.354374659851 106.4505 94.0021144842169 16.82024 16.8056
## 101 82.75426 78.5574042434623 89.32328 72.307080838194 18.51798 18.2857
## 102 82.73256 92.6912555555555 97.04 111.78981884903 18.15958 19.6715
## 103 338.0822 328.105365389761 121.8108 88.605136427984 11.94 11.9
## 104 72.8109 88.5630246696231 99.73254 88.8868511446768 <NA> <NA>
## 105 186.2253 192.111384127188 105.6761 100.192975135471 18.01112 19.8
## 106 96.55954 111.10251622377 147.9132 134.479882226906 11.58 12.9
## 107 <NA> 117.659537659631 <NA> 116.528264814071 16.76 18
## 108 282.3825 300.7461 69.69416 71.0831 13.698 14.14
## 109 59.7257 49.9873481815647 121.3756 72.2563862475642 15.39 22
## 110 26.26828 30.6849485514624 79.24284 69.4558665366763 21.42214 21.5689
## 111 108.9258 <NA> <NA> <NA> 14.42 16.3
## 112 62.89262 78.5398070023705 60.34704 49.0556781280367 16.23 17.04
## 113 <NA> 59.8686 <NA> <NA> <NA> 18.4
## 114 154.6316 135.944240792291 90.15372 86.5620104497694 12.42662 12.0977
## 115 108.3151 125.088735475244 112.1623 107.248587595669 15.824 16.6
## X46 X47 X60 X61 X66 X67 X102
## 1 7.3 8 <NA> <NA> 172.754 199.2166 38674.616
## 2 5.49242 8.155 -13.5989 4.6359 103.5228 134.6768 40105.1201
## 3 6.0721 6.6 47.27262 58.3041 89.61882 102.3111 4251.3977
## 4 <NA> <NA> 15.44938 43.9091 57.05566 109.3339 2033.8999
## 5 <NA> <NA> -5.01348 -11.4968 43.25546 73.0983 9203.4287
## 6 2.39358 2.019 15.3698 17.5026 159.3969 177.979 53174.2385
## 7 0.91106 0.96 57.95768 65.9127 121.9889 144.9829 63972.34
## 8 4 5 28.09668 35.5122 92.84624 136.4018 24642.7034
## 9 14.09 <NA> -174.368 -190.5134 43.35272 42.7433 5083.2568
## 10 10.402 7.7 4.91586 7.2201 19.74352 21.798 2323.5586
## 11 2.90032 <NA> -18.9845 23.9327 256.7257 293.2844 49537.5785
## 12 10.52852 5.7984 -12.9597 -28.7721 70.2908 70.1295 11288.8489
## 13 <NA> <NA> -51.1192 -53.7467 214.2008 227.9805 22003.1172
## 14 20.52 17 20.59038 32.7698 49.565 60.6941 1420.6492
## 15 <NA> <NA> -20.178 -5.0491 32.27932 38.1111 3372.3576
## 16 <NA> <NA> 10.0194 11.887 35.6738 44.2682 7372.9153
## 17 8.4233 4.8292 42.60472 33.8691 69.54962 69.985 6453.9238
## 18 0.51416 0.5333 45.53354 56.0011 117.7601 143.5991 51704.8992
## 19 12.59636 24.4 54.86688 66.1735 70.34826 84.9186 2378.0444
## 20 0.6909 0.75 -152.445 -154.9536 275.6169 319.5953 89770.8521
## 21 9.4 8.8 7.37624 18.9992 35.681 46.0283 2594.7038
## 22 1.91014 1.7229 14.0091 29.4788 65.82414 82.6207 15986.3031
## 23 11.63914 20 26.04546 35.9266 39.74812 50.6094 1690.8639
## 24 1.76572 1.8396 -26.9808 -23.4262 13.63044 16.1488 12226.661
## 25 3.54648 3.18 9.9282 12.808 47.5891 63.9673 5859.6535
## 26 1.99968 2.7 1.74676 5.1339 44.98044 51.3746 11954.589
## 27 14.04 9.52 51.37952 74.224 115.3106 148.5829 3466.25
## 28 30.4899 <NA> 456.4864 387.1205 1026.495 970.4205 30630.2905
## 29 3.93272 2.6562 -16.6146 -27.1668 79.21186 85.6496 27044.7929
## 30 1.494 <NA> -15.6481 -19.0912 165.293 205.9636 50891.5812
## 31 2.52018 1.8 -5.59082 -13.995 155.8403 194.6712 67565.6556
## 32 1.55684 1.85 20.977 22.284 42.49502 57.4558 8172.2496
## 33 <NA> <NA> 8.90856 13.1728 49.66284 68.7453 5830.4242
## 34 0.6728 0.3791 -13.2673 -14.8269 84.20358 81.3188 26427.0455
## 35 5.5 3.9 11.90716 18.0848 31.9296 37.0574 3756.4221
## 36 4.61962 2.8512 83.40662 92.9287 176.4918 224.1506 30488.0476
## 37 2.58 <NA> 27.57822 27.1274 33.04222 31.0939 891.6737
## 38 1.47116 1.4 68.78926 53.2735 257.8949 277.4701 53937.2819
## 39 3.21862 2.8415 36.8059 51.5248 247.442 331.4256 44939.9046
## 40 10.39004 <NA> 29.3495 37.5313 39.13694 48.1901 7803.8309
## 41 0.9683 1.2157 31.42504 44.7787 406.0415 501.1728 46723.9041
## 42 2.70324 2.3 62.38444 77.2897 104.4511 128.1265 4422.7082
## 43 17.94928 15 47.67084 43.5509 59.62672 56.5369 2353.8541
## 44 39.39096 26.978 134.1651 168.0386 239.3194 321.0889 19404.183
## 45 2.02072 1.8301 2.81678 -7.6155 34.07538 31.6671 4478.2807
## 46 0.69802 0.9024 -283.267 -306.1537 446.3154 510.2665 50214.6484
## 47 11.56754 7.1776 32.12062 17.2031 89.53644 88.9017 16617.8744
## 48 5.44578 0.925 11.68846 -2.2956 115.0497 174.7444 18224.0904
## 49 2.6 3.06 9.73972 10.1683 35.44648 39.3041 4223.4646
## 50 9.81946 3.5406 -345.292 -290.6002 815.3461 771.7545 91715.2029
## 51 1.44156 1.476 -47.4069 -55.5267 26.75248 30.4813 50813.0432
## 52 9.38 9.5 0.68776 -3.4476 20.80796 22.5694 2218.5362
## 53 <NA> <NA> 1.49128 -2.3845 37.55918 45.9062 4270.7893
## 54 3.6561 2.9022 28.7161 21.3318 108.862 86.2835 66458.8741
## 55 12.93988 <NA> 50.94154 57.854 129.3769 160.1183 34641.2557
## 56 2.86 2.8 38.11946 34.2193 90.75014 102.1371 4938.688
## 57 5.37474 5.4 10.63962 20.8011 70.4941 82.8547 4433.1037
## 58 1.2538 1.0734 -44.3604 -56.3064 75.76394 86.1832 40838.2838
## 59 10.26058 14.139 39.30272 44.3276 52.90428 57.2766 2025.2907
## 60 1.16 1 -26.8607 -29.32 26.3651 33.2559 35337.0758
## 61 1.92 <NA> -271.878 -289.8702 47.57912 60.9449 30276.8754
## 62 7.89322 7.9 -38.6325 -27.8075 56.21532 60.1039 10589.0517
## 63 3.29868 5.3 46.95208 51.2767 59.36342 62.1728 3822.1732
## 64 3.82164 4.1991 12.39604 19.188 61.18192 91.2325 1010.6177
## 65 <NA> 3.2 72.94226 75.1052 85.47152 89.9734 2637.689
## 66 3.02036 0.9915 16.85362 -3.0412 78.06336 80.3026 22636.1217
## 67 <NA> 1.028 -1955.72 -2807.1718 6908.352 5945.6948 124340.3835
## 68 5.33948 3.5221 22.27304 12.7332 134.3796 134.3928 19638.107
## 69 7.48498 8.3515 15.76728 16.6172 45.30954 57.8039 3301.609
## 70 6.47206 3.2613 23.32864 30.6081 72.20372 86.4104 6571.8228
## 71 8.96192 11.6788 180.8303 189.8986 218.8568 242.3832 4393.3037
## 72 0.19996 0.3357 -213.144 -444.7943 194.6224 606.1807 52074.0604
## 73 4.60524 3.6629 -212.97 -183.0438 761.2859 751.1421 31441.2784
## 74 10.7 8.3 -0.57864 26.5768 35.18078 90.2139 8656.5566
## 75 2.1684 2.4292 8.52064 7.3947 37.27282 43.3379 9729.2631
## 76 1.54134 1.66 -16.2525 -12.5626 65.23842 70.9423 11363.6075
## 77 9.02 11.8 282.81 342.7288 356.1967 442.0331 434.4606
## 78 2.8122 6.4 19.01378 25.4238 60.4862 76.097 5051.348
## 79 10.05202 6 -2.27422 4.6914 24.81464 30.4663 2149.7791
## 80 1.864 4.1 50.6357 46.2256 83.97706 93.3336 1986.7204
## 81 2.27482 <NA> 12.94086 -51.791 512.1833 479.6289 57230.6715
## 82 0.95698 <NA> -35.6666 -47.1425 155.8949 188.152 82858.2833
## 83 0.5 <NA> 51.69554 51.4361 103.0684 108.9422 48925.4692
## 84 2.494 4.2 20.96404 76.4523 88.59674 151.7063 14957.4883
## 85 1.4777 2.15 39.83066 61.5863 156.6624 202.9886 13872.7952
## 86 3.90996 4.1276 -20.7461 -27.0497 35.3887 42.6612 6528.2061
## 87 1.70556 1.6736 -12.2529 -15.8017 32.33956 40.1879 3658.96
## 88 9.5078 9.1 20.46164 32.5715 29.25594 43.0965 1406.1297
## 89 3.99724 3.7123 27.71838 13.6055 67.9029 63.873 17732.6481
## 90 12.71114 6.2 86.35888 85.2593 203.1593 219.8628 25282.8171
## 91 3.02934 4.9 9.42 9.1906 43.1092 56.2504 5054.1153
## 92 1.64 2 1.28492 40.9102 108.7985 180.6713 55338.4835
## 93 7.71634 4.058 18.74188 20.7586 52.57054 62.1645 14981.89
## 94 11.636 5 38.24144 35.1393 86.54676 92.908 8768.732
## 95 9.58338 <NA> -30.7392 -46.8403 33.40582 31.9937 10274.3779
## 96 6.48122 4.5 36.62538 55.278 52.9837 76.2597 825.5581
## 97 1.62 <NA> -62.9113 -39.2557 48.1968 68.8054 21664.6362
## 98 6.07674 3.87 31.39798 67.1381 109.222 168.9497 13490.5158
## 99 0.88514 0.5 64.14972 58.4988 175.4223 165.3683 60338.0204
## 100 1.23316 1.3095 -200.981 -47.9342 409.697 436.5424 62432.9952
## 101 5.52222 3.0176 16.23838 6.4242 103.0604 120.3423 28684.1682
## 102 3.79288 2.53 33.35258 30.4232 102.7306 119.4571 21042.7221
## 103 54.1199 63.5 -145.438 -143.2934 60.15464 58.8774 49356.2618
## 104 1.95922 1.5706 27.33332 30.4568 65.5575 73.4302 3989.1913
## 105 2.9907 3.2 -42.5634 -49.4354 33.22256 39.3159 7450.5523
## 106 14.56 13.6 64.46288 78.1395 85.26668 107.3261 3616.865
## 107 3.5254 <NA> 28.56998 31.3981 51.65878 57.9149 8652.9973
## 108 <NA> <NA> -189.14 -216.4068 48.51016 48.6867 31854.2815
## 109 43.4584 49 -5.46582 -11.2585 103.9071 82.7917 3955.0704
## 110 5.5411 3.3357 21.88058 28.478 42.26784 50.8577 786.8776
## 111 1.14414 1 47.7021 51.6012 104.1711 116.0833 69324.7338
## 112 <NA> <NA> -16.2315 -13.4821 73.0101 100.1756 15968.2306
## 113 1.2366 2.1 -45.1601 -50.6473 30.04996 63.5239 1872.6699
## 114 1.96954 1.69 7.39622 -6.6111 34.52492 34.8735 3886.5162
## 115 3.2555 <NA> 15.04496 14.544 50.79576 62.0763 6404.6725
## X103 X104 X105 X106 X107
## 1 55.7876155883631 <NA> <NA> -2.0843 1.2206
## 2 57.8510985930392 70430 106.582929782082 -0.7254 0.8698
## 3 6.13258424080671 14500 21.9430992736077 2.3318 0.2562
## 4 2.93387336454511 6380 9.65496368038741 -5.2032 3.3422
## 5 13.2758226328739 22120 33.4745762711864 -3.7297 0.9657
## 6 76.7031268427316 58940 89.1949152542373 -0.3001 0.7259
## 7 92.2792436312247 50540 76.4830508474576 0.0306 1.479
## 8 35.5467696004337 <NA> <NA> -4.7211 0.7972
## 9 7.33252985098372 14390 21.7766343825666 -1.7366 1.051
## 10 3.35170215972759 5200 7.86924939467312 6.0712 1.0568
## 11 71.4572935006351 55310 83.7015738498789 -0.4905 0.5259
## 12 16.2840133401277 24180 36.59200968523 2.7008 -0.7095
## 13 31.7392018604477 44250 66.9642857142857 -3.2531 4.4021
## 14 2.04926744341859 3400 5.1452784503632 2.2133 2.7684
## 15 4.86458067005228 8930 13.5139225181598 -0.0467 1.4362
## 16 10.6353315705051 14890 22.5332929782082 -1.3423 0.7789
## 17 9.30969864034299 19510 29.524818401937 0.6603 0.0197
## 18 74.5836245821978 49990 75.6507263922518 -0.5879 1.1918
## 19 3.43029719646756 2980 4.50968523002421 -8.1338 2.5889
## 20 129.49325180099 71660 108.444309927361 0.1733 0.8402
## 21 3.74282547912214 5300 8.02058111380145 3.3099 2.5779
## 22 23.0600281078901 25190 38.1204600484262 -0.8925 1.2484
## 23 2.43904852902587 3730 5.64467312348668 0.7177 2.6442
## 24 17.6367947337145 16760 25.363196125908 5.2661 0.4575
## 25 8.45247169200093 15140 22.9116222760291 -0.8876 1.3766
## 26 17.2443345177331 19830 30.0090799031477 0.7026 0.9961
## 27 5.00001919949673 7330 11.0926150121065 -0.4036 1.1636
## 28 44.1837837969455 39830 60.2754237288136 2.8078 0.1535
## 29 39.0117515316013 40360 61.0774818401937 1.3165 0.2067
## 30 73.4104242604391 57410 86.8795399515738 -0.1226 0.4835
## 31 97.4625532568579 62120 94.0072639225182 1.3106 0.3613
## 32 11.7883605923057 18300 27.6937046004843 2.4036 0.9213
## 33 8.41030881823595 11540 17.4636803874092 -2.7675 1.7062
## 34 38.1206591809517 37940 57.4152542372881 2.6995 0.2136
## 35 5.41858856730294 11840 17.9176755447942 2.2412 2.054
## 36 43.9786003188374 42250 63.9376513317191 -0.4857 0.3949
## 37 1.28622736954527 2310 3.49576271186441 5.5428 2.6572
## 38 77.8038067273473 51870 78.4957627118644 0.9465 0.2165
## 39 64.8252104792071 50550 76.4981840193705 -0.4225 0.2532
## 40 11.2569215520017 14350 21.7161016949153 -1.5934 2.7047
## 41 67.3986058638136 47620 72.0641646489104 -1.3484 0.609
## 42 6.37969734259549 15260 23.0932203389831 2.3147 -0.0317
## 43 3.39540301271233 5530 8.36864406779661 2.6949 2.2431
## 44 27.9902740859857 30630 46.3529055690073 -0.5866 -0.2217
## 45 6.45985992953066 8870 13.4231234866828 0.3178 1.9677
## 46 72.433957762994 65730 99.4703389830509 -0.5657 0.851
## 47 23.9710612491382 29790 45.0817191283293 1.6712 -0.7565
## 48 26.2880063161526 33030 49.9848668280872 2.5449 -0.2417
## 49 6.09229111818097 11970 18.114406779661 2.5001 1.1454
## 50 132.297951788168 69190 104.706416464891 4.5268 1.1977
## 51 73.2971342473442 41750 63.1809927360775 0.7084 1.6423
## 52 3.2002087543537 6920 10.4721549636804 2.6258 1.0491
## 53 6.16055636408372 11310 17.115617433414 -1.3546 2.4876
## 54 95.8660357668766 59590 90.1785714285714 0.3121 2.0438
## 55 49.9695473767546 44780 67.7663438256659 -0.885 -0.0396
## 56 7.12399129327778 9940 15.0423728813559 -1.4606 0.4806
## 57 6.39469271211251 10520 15.9200968523002 -0.6875 1.9443
## 58 58.9086774106012 43880 66.4043583535109 -0.1394 -0.1929
## 59 2.92145470885313 4430 6.70399515738499 1.9242 2.8
## 60 50.9732585514811 43100 65.2239709443099 1.6542 0.3751
## 61 43.6739872486896 60661.3985575415 91.7999372844152 -3.7375 1.9857
## 62 15.2745652519188 24080 36.4406779661017 0.9054 1.335
## 63 5.5134336484102 13260 20.0665859564165 1.0805 0.8755
## 64 1.45780249645906 3330 5.03934624697337 -3.2384 0.7958
## 65 3.80483105439635 7980 12.0762711864407 3.6709 1.5534
## 66 32.6523023735001 37420 56.6283292978208 3.7273 -0.8862
## 67 179.35933783564 77350 117.055084745763 0.0792 2.0218
## 68 28.3277063229055 31590 47.8056900726392 2.3134 -0.7032
## 69 4.76252676212945 7680 11.6222760290557 -0.4997 1.2641
## 70 9.47976636875308 16770 25.3783292978208 1.0689 0.0389
## 71 6.33728174517707 11420 17.2820823244552 0.9093 1.8006
## 72 75.116134668807 127829.263091878 193.446221386014 -9.8453 1.2126
## 73 45.3536229806626 42580 64.4370460048426 -0.1381 3.1949
## 74 12.4869669532002 18380 27.8147699757869 -3.6495 3.5095
## 75 14.0343317120678 19860 30.0544794188862 -1.4444 1.135
## 76 16.3918516193422 28830 43.6289346246973 1.3926 1.3474
## 77 0.626703596516371 1310 1.98244552058111 -0.4276 2.9384
## 78 7.28650183435685 9780 14.8002421307506 -3.5756 1.8806
## 79 3.10102755850755 5190 7.85411622276029 -2.3145 2.6197
## 80 2.86581756769761 5440 8.23244552058111 -1.0152 1.0414
## 81 82.5544771150639 59700 90.3450363196126 0.4875 0.5927
## 82 119.521963891046 70810 107.15799031477 0.153 0.8375
## 83 70.5743340337212 42570 64.4219128329298 0.0639 2.0008
## 84 21.5759765384054 26210 39.6640435835351 -2.3013 2.3197
## 85 20.0113212695813 30690 46.4437046004843 -1.8406 1.6872
## 86 9.41684986318693 12790 19.3553268765133 -0.7479 1.0511
## 87 5.27800079341956 10230 15.4812348668281 1.9917 1.4217
## 88 2.0283232591367 4800 7.26392251815981 1.5142 1.871
## 89 25.5791073805753 32790 49.6216707021792 3.1314 -0.0948
## 90 36.4701250392685 35910 54.3432203389831 0.9934 -0.3333
## 91 7.29049362754279 12790 19.3553268765133 0.883 1.2931
## 92 79.8250212682389 91670 138.725786924939 -2.361 2.3456
## 93 21.6111756638292 31900 48.274818401937 3.939 -0.5878
## 94 12.6487784652698 17910 27.1035108958838 3.1268 -0.5088
## 95 14.8206525100281 28270 42.7814769975787 0.6743 0.1073
## 96 1.19085650206997 2250 3.40496368038741 2.2852 2.6417
## 97 31.2509475514207 49520 74.9394673123487 -2.5833 2.5009
## 98 19.4598883551717 29470 44.5974576271186 -1.1137 1.0858
## 99 87.036786284782 56410 85.3662227602906 0.3526 0.6755
## 100 90.0587593745654 92270 139.633777239709 0.2912 0.9068
## 101 41.3765284447439 40530 61.3347457627119 1.9299 0.0746
## 102 30.3538447918281 31970 48.3807506053269 1.2325 0.0734
## 103 71.1957465893652 <NA> <NA> -1.1342 0.5865
## 104 5.7543550206896 8720 13.1961259079903 -0.1248 0.5042
## 105 10.7473219031676 18570 28.1023002421307 1.2787 0.3153
## 106 5.21727931972239 10850 16.4194915254237 -1.5047 1.1173
## 107 12.481832710622 26860 40.6476997578692 1.807 1.4844
## 108 45.9493744208218 <NA> <NA> 2.7686 0.1015
## 109 5.70513607944067 13750 20.8081113801453 1.8906 -0.3906
## 110 1.13506039889042 2220 3.35956416464891 0.4207 3.6551
## 111 100 66080 100 0.4867 0.6255
## 112 23.0339587686956 21180 32.0520581113801 -0.7169 0.3592
## 113 2.70130124899232 <NA> <NA> 3.0735 1.6065
## 114 5.60624756412696 7910 11.9703389830508 5.2762 0.8506
## 115 9.23865429974431 12670 19.1737288135593 -2.323 1.4772
## X108 X109 X111 X112 X113
## 1 2.17 3 98.5714263916016 98.0769195556641 90.8653869628906
## 2 1.834 2.45 69.523811340332 88.9423065185547 77.8846130371094
## 3 18.31 18.5 27.619047164917 50 49.038459777832
## 4 8.886 10.5 35.238094329834 12.9807691574097 13.4615383148193
## 5 9.55 11.05 43.3333320617676 49.038459777832 37.019229888916
## 6 5.25332 6 82.8571395874023 91.8269195556641 97.1153869628906
## 7 5.65168 5.4478 88.5714263916016 92.788459777832 93.2692337036133
## 8 8.6 8 95.2380981445312 80.288459777832 86.538459777832
## 9 5.65058 7 21.9047622680664 46.1538467407227 30.2884616851807
## 10 4.344 5 15.2380952835083 23.5576915740967 27.884614944458
## 11 6.36832 6 61.9047622680664 80.7692337036133 88.461540222168
## 12 5.66502 5.3 66.1904754638672 65.3846130371094 54.8076934814453
## 13 3.8874 4 22.380952835083 63.9423065185547 68.75
## 14 2.3 2.3 34.2857131958008 36.0576934814453 26.9230766296387
## 15 5.6075 8.5 23.3333339691162 24.519229888916 11.057692527771
## 16 12.282 13.95 24.761905670166 43.75 47.5961532592773
## 17 3.969 4.5 56.6666679382324 44.230770111084 21.634614944458
## 18 6.64 7.4503 85.2380981445312 95.1923065185547 94.711540222168
## 19 <NA> <NA> 16.1904754638672 8.17307662963867 10.0961542129517
## 20 2.88574 3.1728 94.7619018554687 99.5192337036133 99.038459777832
## 21 10.44 12 14.2857141494751 35.0961532592773 30.769229888916
## 22 7.49002 10 54.761905670166 81.7307662963867 82.6923065185547
## 23 <NA> <NA> 8.09523773193359 19.230770111084 11.5384616851807
## 24 4.864 4.9 38.0952377319336 71.6346130371094 45.1923065185547
## 25 10.88 13 15.7142858505249 55.769229888916 38.461540222168
## 26 12.63962 15 60.476188659668 67.788459777832 70.1923065185547
## 27 13.24 15.8 78.0952377319336 63.461540222168 69.711540222168
## 28 9.45 7.8 63.3333320617676 78.8461532592773 76.4423065185547
## 29 2.74168 3.4 80.476188659668 78.3653869628906 81.7307662963867
## 30 3.73164 4.8177 66.6666641235352 93.2692337036133 92.3076934814453
## 31 5.5 5.4 83.8095245361328 99.038459777832 98.0769195556641
## 32 6.12 5.7 48.5714302062988 38.9423065185547 41.8269233703613
## 33 6.75498 7.2 40.9523811340332 37.019229888916 29.8076915740967
## 34 5.85834 6.4 68.0952377319336 85.5769195556641 87.0192337036133
## 35 10.296 7 12.8571424484253 36.538459777832 37.980770111084
## 36 16.37166 16.1639 59.0476188659668 79.8076934814453 80.288459777832
## 37 <NA> 18 10.9523811340332 28.365385055542 34.6153831481934
## 38 7.85266 7.8 79.0476226806641 98.5576934814453 100
## 39 8.99 9.3242 58.5714302062988 89.4230804443359 89.4230804443359
## 40 19.602 19 41.4285697937012 16.3461532592773 24.519229888916
## 41 4.29168 5.5665 63.8095245361328 90.3846130371094 91.3461532592773
## 42 19.73474 20 29.0476188659668 76.9230804443359 62.019229888916
## 43 <NA> <NA> 50.476188659668 41.8269233703613 55.288459777832
## 44 19.63498 18.3 57.1428565979004 66.8269195556641 60.5769233703613
## 45 3.096 4 25.238094329834 26.4423084259033 13.942307472229
## 46 3.56832 6.5 36.6666679382324 96.1538467407227 91.8269195556641
## 47 9.395 7.5 71.9047622680664 67.3076934814453 64.9038467407227
## 48 4.00834 4.4 71.4285736083984 70.1923065185547 68.2692337036133
## 49 5.74 6.5 28.0952377319336 60.0961532592773 42.3076934814453
## 50 6.30668 6.5 82.3809509277344 86.538459777832 88.9423065185547
## 51 4.34 4.5 19.0476188659668 87.5 82.211540222168
## 52 6.78 7.5 21.4285717010498 59.6153831481934 52.4038467407227
## 53 13.2 13.5 1.90476191043854 9.61538505554199 3.8461537361145
## 54 4.03166 7.8 99.523811340332 92.3076934814453 95.1923065185547
## 55 10.605 10.8839 60.9523811340332 69.2307662963867 61.538459777832
## 56 10.37106 8.5 59.523811340332 70.6730804443359 44.230770111084
## 57 18.795 22 33.3333320617676 56.730770111084 58.1730766296387
## 58 2.705 2.7383 85.7142868041992 93.75 90.3846130371094
## 59 11.47022 11.4537 12.380952835083 38.461540222168 35.5769233703613
## 60 3.79334 4 61.4285697937012 88.461540222168 86.0576934814453
## 61 <NA> <NA> 54.2857131958008 52.8846168518066 61.0576934814453
## 62 4.89834 5.1 45.7142868041992 57.6923065185547 36.0576934814453
## 63 4.54542 5 39.523811340332 48.0769233703613 53.8461532592773
## 64 24.184 24.65 33.8095245361328 18.269229888916 40.3846168518066
## 65 <NA> <NA> 64.7619018554687 20.6730766296387 17.3076915740967
## 66 7.205 9 75.2380981445312 81.25 81.25
## 67 5.96668 6.8 95.7142868041992 95.6730804443359 95.6730804443359
## 68 8.02832 8.1 60 83.6538467407227 80.7692337036133
## 69 10.04 11.5 32.3809509277344 47.5961532592773 48.5576934814453
## 70 20.095 16.3 46.6666679382324 52.4038467407227 46.1538467407227
## 71 8.82 7.3 68.5714263916016 42.3076934814453 45.6730766296387
## 72 1.99 2.4 93.8095245361328 85.0961532592773 79.3269195556641
## 73 4.05 4.3 89.0476226806641 77.4038467407227 79.8076934814453
## 74 6.104 6.5 48.0952377319336 42.788459777832 39.4230766296387
## 75 3.7119 4 20.9523811340332 45.6730766296387 27.4038467407227
## 76 3.57058 4 50.9523811340332 79.3269195556641 73.0769195556641
## 77 <NA> <NA> 20 18.75 14.9038457870483
## 78 22.972 23 65.7142868041992 56.25 62.5
## 79 20.6798 22 5.2380952835083 13.4615383148193 18.75
## 80 4.83008 4.5 13.3333330154419 21.634614944458 9.61538505554199
## 81 4.39 4.6 75.7142868041992 96.6346130371094 96.1538467407227
## 82 4.185 4.2 92.3809509277344 97.5961532592773 99.5192337036133
## 83 4.585 4.8 97.1428604125977 94.2307662963867 97.5961532592773
## 84 <NA> <NA> 67.1428604125977 62.5 70.6730804443359
## 85 8.64 12 58.0952377319336 55.288459777832 50.480770111084
## 86 7.36 9.7 42.3809509277344 49.519229888916 33.1730766296387
## 87 6.41 8.5 16.6666660308838 54.8076934814453 34.1346168518066
## 88 6.26 6.5 3.33333325386047 25.9615383148193 26.4423084259033
## 89 6.72666 6.2 64.2857131958008 73.0769195556641 66.3461532592773
## 90 8.12834 7.1 90.9523773193359 84.1346130371094 84.6153869628906
## 91 5.9144 5.5 47.1428565979004 33.1730766296387 31.25
## 92 0.124 0.12 70 75 75.4807662963867
## 93 4.78832 5 65.2380981445312 40.3846168518066 64.4230804443359
## 94 12.17 9.7 45.238094329834 53.3653831481934 50
## 95 5.18166 5.4 25.7142848968506 58.1730766296387 25
## 96 <NA> <NA> 52.3809509277344 60.5769233703613 56.25
## 97 12.615 <NA> 29.5238094329834 64.4230804443359 58.6538467407227
## 98 3.19884 4.5 69.0476226806641 71.1538467407227 59.1346168518066
## 99 7.026 8.6 86.6666641235352 97.1153869628906 98.5576934814453
## 100 2.59 3 97.6190490722656 100 96.6346130371094
## 101 5.85 5 73.8095245361328 82.211540222168 84.1346130371094
## 102 7.35834 7 72.3809509277344 74.038459777832 71.1538467407227
## 103 7.94034 7.3 78.5714263916016 69.2307662963867 61.538459777832
## 104 5.832 9 42.8571434020996 35.5769233703613 23.5576915740967
## 105 1.2 2 26.6666660308838 65.8653869628906 57.6923065185547
## 106 15.625 17 17.1428565979004 48.5576934814453 55.769229888916
## 107 11.98538 13.2 10 54.3269233703613 44.711540222168
## 108 3.79334 3.7 70.476188659668 90.8653869628906 85.0961532592773
## 109 9.08 9.5 8.5714282989502 39.9038467407227 25.480770111084
## 110 <NA> <NA> 22.8571434020996 31.25 43.75
## 111 4.98166 5.6146 57.6190490722656 91.3461532592773 89.9038467407227
## 112 8.6666 10.3 86.1904754638672 74.5192337036133 74.5192337036133
## 113 5.68 6 36.1904754638672 34.1346168518066 14.4230766296387
## 114 2.39 2.5 53.8095245361328 53.8461532592773 53.3653831481934
## 115 27.835 33.7 40 66.3461532592773 50.961540222168
## X114 X115 X116 X117 X118
## 1 87.5 86.0576934814453 87.1921157836914 81.3 <NA>
## 2 83.6538467407227 78.3653869628906 17.7339897155762 84.0 92.1
## 3 50 63.461540222168 47.7832527160645 57.4 75.7
## 4 13.942307472229 16.3461532592773 25.6157627105713 21.8 6.89999999999999
## 5 53.3653831481934 33.6538467407227 66.5024642944336 76.0 33.9
## 6 90.8653869628906 91.3461532592773 93.596061706543 90.9 86.3
## 7 94.2307662963867 98.5576934814453 93.1034469604492 95.7 93.2
## 8 85.0961532592773 75.961540222168 92.61083984375 NA <NA>
## 9 19.7115383148193 43.75 7.38916254043579 53.1 85.8
## 10 16.3461532592773 15.384614944458 27.0935955047607 29.7 11.7
## 11 91.3461532592773 87.5 95.5665054321289 92.5 76.2
## 12 50.480770111084 71.1538467407227 60.5911331176758 70.7 68.3
## 13 56.730770111084 67.788459777832 9.85221672058105 78.1 77.8
## 14 42.788459777832 37.5 50.2463035583496 16.4 21.7
## 15 25.9615383148193 12.5 42.3645324707031 42.5 21.2
## 16 42.3076934814453 48.0769233703613 58.6206893920898 55.8 35
## 17 53.8461532592773 32.211540222168 11.3300495147705 72.3 74.7
## 18 93.2692337036133 95.6730804443359 96.0591125488281 92.0 88.4
## 19 6.25 8.17307662963867 14.2857141494751 21.2 5.30000000000001
## 20 96.1538467407227 94.711540222168 97.0443344116211 98.9 81.5
## 21 33.6538467407227 43.269229888916 37.4384231567383 14.3 42.4
## 22 83.1730804443359 84.1346130371094 81.2807846069336 77.1 69.4
## 23 11.057692527771 19.230770111084 16.2561569213867 19.1 12.2
## 24 43.269229888916 42.788459777832 6.40394067764282 55.3 83.6
## 25 48.0769233703613 66.3461532592773 55.1724128723145 56.3 65.1
## 26 75.961540222168 68.75 85.7142868041992 67.0 61.4
## 27 79.8076934814453 44.711540222168 79.3103485107422 33.5 28.1
## 28 71.6346130371094 80.7692337036133 82.2660064697266 82.9 72
## 29 68.75 86.538459777832 77.8325119018555 86.1 78.9
## 30 95.1923065185547 96.1538467407227 95.0738906860352 97.3 88.9
## 31 97.5961532592773 92.3076934814453 98.5221710205078 95.2 98.5
## 32 25 52.4038467407227 53.694580078125 53.1 39.7
## 33 34.6153831481934 19.7115383148193 48.7684745788574 54.2 32.3
## 34 90.3846130371094 92.788459777832 88.6699523925781 84.5 91.1
## 35 27.884614944458 18.75 8.3743839263916 38.8 40.3
## 36 73.5576934814453 81.7307662963867 82.7586212158203 87.2 84.2
## 37 39.9038467407227 16.8269233703613 19.7044334411621 8.5 16.5
## 38 99.038459777832 97.5961532592773 99.014778137207 94.1 90
## 39 88.9423065185547 90.8653869628906 87.6847305297852 86.7 83.1
## 40 17.7884616851807 14.4230766296387 20.6896553039551 37.2 11.2
## 41 93.75 93.75 90.6403961181641 93.6 96.3
## 42 74.038459777832 82.6923065185547 53.2019691467285 68.0 96.9
## 43 52.4038467407227 50.480770111084 65.5172424316406 26.5 38.1
## 44 56.25 70.6730804443359 77.3399047851562 83.5 58.8
## 45 18.75 44.230770111084 35.4679794311523 32.9 49.8
## 46 92.3076934814453 99.5192337036133 54.1871910095215 97.8 99
## 47 60.0961532592773 72.1153869628906 64.0394058227539 77.1 73.6
## 48 57.6923065185547 72.5961532592773 54.679801940918 78.7 73.1
## 49 37.980770111084 51.4423065185547 52.709358215332 42.5 62
## 50 89.4230804443359 93.2692337036133 94.5812835693359 98.9 87.9
## 51 78.8461532592773 87.0192337036133 70.4433517456055 89.3 82.1
## 52 47.5961532592773 48.5576934814453 57.6354675292969 30.8 67.8
## 53 8.65384578704834 9.61538505554199 22.660099029541 35.1 9.59999999999999
## 54 92.788459777832 89.9038467407227 94.0886688232422 97.8 86.8
## 55 62.019229888916 76.9230804443359 79.8029556274414 84.5 69.9
## 56 54.3269233703613 62.019229888916 68.4729080200195 46.8 63
## 57 60.5769233703613 57.211540222168 28.5714282989502 46.2 60.9
## 58 89.9038467407227 88.461540222168 78.3251266479492 89.3 84.7
## 59 24.519229888916 41.3461532592773 36.4532012939453 24.4 70.9
## 60 76.9230804443359 82.211540222168 72.9064025878906 87.7 97.9
## 61 50.961540222168 57.6923065185547 29.0640392303467 65.9 56.7
## 62 43.75 61.0576934814453 14.7783250808716 73.4 87.4
## 63 44.230770111084 47.5961532592773 43.8423652648926 62.2 48.2
## 64 55.769229888916 33.1730766296387 46.7980308532715 12.7 36
## 65 13.4615383148193 23.5576915740967 3.94088673591614 27.6 19.1
## 66 74.5192337036133 83.1730804443359 81.7733993530273 82.4 94.8
## 67 98.0769195556641 95.1923065185547 96.5517272949219 87.7 62.5
## 68 68.2692337036133 83.6538467407227 74.3842391967773 80.8 90.5
## 69 45.6730766296387 46.1538467407227 29.5566501617432 36.1 72.5
## 70 38.9423065185547 69.711540222168 44.8275871276855 56.9 91.6
## 71 37.5 53.8461532592773 59.1133003234863 47.8 57.7
## 72 75 94.2307662963867 35.9605903625488 NA <NA>
## 73 61.538459777832 77.4038467407227 84.2364501953125 85.6 54
## 74 46.1538467407227 34.6153831481934 33.9901466369629 49.4 22.8
## 75 22.5961532592773 59.6153831481934 45.320198059082 59.5 68.8
## 76 62.5 73.5576934814453 43.3497543334961 67.0 94.2
## 77 23.5576915740967 23.0769233703613 31.5270938873291 4.2 27.6
## 78 65.8653869628906 50.961540222168 64.5320205688477 31.3 45.6
## 79 12.9807691574097 17.7884616851807 34.9753684997559 14.8 31.3
## 80 12.5 25 19.2118225097656 32.4 25.4
## 81 96.6346130371094 98.0769195556641 97.5369491577148 95.7 78.4
## 82 97.1153869628906 97.1153869628906 100 100.0 95.8
## 83 100 99.038459777832 98.0295562744141 92.5 100
## 84 67.3076934814453 64.4230804443359 17.2413787841797 68.6 64.6
## 85 30.769229888916 64.9038467407227 66.9950714111328 70.2 55.1
## 86 36.538459777832 71.6346130371094 57.1428565979004 57.9 60.4
## 87 31.25 55.288459777832 47.290641784668 42.5 50.3
## 88 21.1538467407227 27.4038467407227 23.1527099609375 18.6 43.4
## 89 71.1538467407227 81.25 70.9359588623047 81.9 79.4
## 90 77.4038467407227 77.8846130371094 89.1625595092773 80.3 79.9
## 91 22.115385055542 46.6346168518066 49.7536964416504 45.7 34.4
## 92 79.3269195556641 74.038459777832 13.7931032180786 76.5 59.8
## 93 51.4423065185547 67.3076934814453 61.5763549804688 74.4 71.5
## 94 37.019229888916 60.0961532592773 45.8128089904785 65.9 77.3
## 95 21.634614944458 36.0576934814453 18.2266006469727 72.8 85.2
## 96 70.6730804443359 58.1730766296387 18.7192115783691 15.4 80.5
## 97 62.980770111084 51.9230766296387 5.9113302230835 78.7 67.2
## 98 81.25 49.038459777832 58.1280784606934 64.3 47.7
## 99 98.5576934814453 96.6346130371094 99.5073928833008 96.8 95.3
## 100 99.5192337036133 100 39.4088668823242 94.1 99.5
## 101 80.288459777832 80.288459777832 80.7881774902344 88.8 81
## 102 64.4230804443359 79.8076934814453 75.3694610595703 79.7 76.8
## 103 62.019229888916 76.9230804443359 88.1773376464844 NA 51.9
## 104 32.6923065185547 56.25 51.7241363525391 34.5 52.4
## 105 39.4230766296387 60.5769233703613 24.1379318237305 57.9 89.5
## 106 52.8846168518066 35.5769233703613 56.6502456665039 49.4 59.3
## 107 44.711540222168 54.8076934814453 24.630542755127 71.8 82.6
## 108 82.6923065185547 90.3846130371094 80.2955627441406 NA 92.6
## 109 26.4423084259033 42.3076934814453 48.2758636474609 59.5 66.7
## 110 11.5384616851807 37.980770111084 30.0492610931396 15.9 39.2
## 111 84.6153869628906 88.9423065185547 78.8177337646484 91.4 97.4
## 112 87.9807662963867 70.1923065185547 89.6551742553711 71.2 47.1
## 113 14.4230766296387 12.9807691574097 6.89655160903931 44.1 64.1
## 114 34.1346168518066 41.8269233703613 11.822660446167 37.7 63.5
## 115 59.6153831481934 61.538459777832 69.4581298828125 39.8 56.1
Visualisasi Data
HDI Benua Histogram
IPM <- gabung$X117
IPM
## [1] 81.3 84.0 57.4 21.8 76.0 90.9 95.7 NA 53.1 29.7 92.5 70.7
## [13] 78.1 16.4 42.5 55.8 72.3 92.0 21.2 98.9 14.3 77.1 19.1 55.3
## [25] 56.3 67.0 33.5 82.9 86.1 97.3 95.2 53.1 54.2 84.5 38.8 87.2
## [37] 8.5 94.1 86.7 37.2 93.6 68.0 26.5 83.5 32.9 97.8 77.1 78.7
## [49] 42.5 98.9 89.3 30.8 35.1 97.8 84.5 46.8 46.2 89.3 24.4 87.7
## [61] 65.9 73.4 62.2 12.7 27.6 82.4 87.7 80.8 36.1 56.9 47.8 NA
## [73] 85.6 49.4 59.5 67.0 4.2 31.3 14.8 32.4 95.7 100.0 92.5 68.6
## [85] 70.2 57.9 42.5 18.6 81.9 80.3 45.7 76.5 74.4 65.9 72.8 15.4
## [97] 78.7 64.3 96.8 94.1 88.8 79.7 NA 34.5 57.9 49.4 71.8 NA
## [109] 59.5 15.9 91.4 71.2 44.1 37.7 39.8
str(IPM)
## num [1:115] 81.3 84 57.4 21.8 76 90.9 95.7 NA 53.1 29.7 ...
hist(IPM, breaks = 15)
plotNormalHistogram(IPM, breaks = 15, linecol = "red",
xlab = "Human Development Index",
main = "Histogram of World's Human Development",
col = "cyan")
QQ-Normal Plot
qqPlot(IPM, distribution = "norm", mean = mean(IPM, na.rm = TRUE),
sd = sd(IPM, na.rm = TRUE),
main = "QQ-Plot of World's Human Development Index",
col.lines = "red",
lwd = 2)
## [1] 77 37
Uji Anderson-Darling
set.seed(42)
ad.test(IPM, rnorm(n = length(IPM), mean = mean(IPM, na.rm=T),
sd = sd(IPM, na.rm = T)))
## [1] "\n 4 NAs were removed!\n\n"
##
##
## Anderson-Darling k-sample test.
##
## Number of samples: 2
## Sample sizes: 111, 115
## Number of ties: 18
##
## Mean of Anderson-Darling Criterion: 1
## Standard deviation of Anderson-Darling Criterion: 0.75501
##
## T.AD = ( Anderson-Darling Criterion - mean)/sigma
##
## Null Hypothesis: All samples come from a common population.
##
## AD T.AD asympt. P-value
## version 1: 1.196 0.2589 0.2684
## version 2: 1.190 0.2459 0.2723
HDI per Benua Histogram
bgabung <- gabung %>%
group_by(Continent) %>%
ddply("Continent", summarise, HDI.mean=mean(X117, na.rm = TRUE))
bgabung
## Continent HDI.mean
## 1 Africa 26.05455
## 2 Americas 58.76316
## 3 Asia 61.98125
## 4 Europe 84.47222
## 5 Oceania 94.10000
gabung %>%
group_by(Continent) %>%
ggplot(aes(x=X117)) +
geom_histogram(aes(fill= Continent), colour="black", binwidth=8.5, na.rm = TRUE) +
labs(x = "Human Development Index", y = "Frequency") +
ggtitle("Human Development Index per Continent") +
theme(plot.title = element_text(hjust = 0.5)) +
facet_grid(Continent ~ .) + scale_fill_manual(values = c("tomato", "#91C483", "#71DFE7", "#B983FF", "steel blue"))+
geom_vline(data=bgabung, aes(xintercept=HDI.mean),
linetype="dashed", size=1, colour="red")
HDI per Benua Density Plot
gabung %>%
group_by(Continent) %>%
ggplot(aes(x=X117, fill=Continent)) +
geom_density(alpha=.3) +
labs(x = "Human Development Index", y = "Density") +
ggtitle("Density Plot of Human Development Index per Continent") +
theme(plot.title = element_text(hjust = 0.5))
## Warning: Removed 4 rows containing non-finite values (stat_density).
HDI per Benua Stacked Density Plot
ggplot(gabung, aes(x=X117, y=Continent, fill=Continent)) +
geom_density_ridges(scale=0.9) +
labs(x = "Human Development Index", y = "Continent") +
ggtitle("Density Plot of Human Development Index per Continent") +
theme(plot.title = element_text(hjust = 0.5))
## Picking joint bandwidth of 6.18
## Warning: Removed 4 rows containing non-finite values (stat_density_ridges).
theme_ridges() +
theme(legend.position = "none")
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HDI per Benua Boxplot
gabung %>%
group_by(Continent) %>%
ggplot(aes(x=Continent, y=X117, fill=Continent)) +
geom_boxplot() +
guides(fill=FALSE) +
scale_fill_manual(values = c("tomato", "#91C483", "#71DFE7", "#B983FF", "steel blue")) + theme_minimal() +
labs(x = "Continent", y = "Human Development Index") +
ggtitle("Boxplot of World's Human Development Index per Continent")+
theme(plot.title = element_text(hjust = 0.5)) +
stat_summary(fun.y=mean, geom="point", shape=2, size=1)
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> =
## "none")` instead.
## Warning: `fun.y` is deprecated. Use `fun` instead.
## Warning: Removed 4 rows containing non-finite values (stat_boxplot).
## Warning: Removed 4 rows containing non-finite values (stat_summary).
