Tugas 1 Analisis Eksplorasi Data Kelompok 16
Akmal Riza Wibisono
2/16/2022
Eksplorasi Data Human Development Index (HDI)
HDI (Human Development Index) adalah suatu indeks yang digunakan seluruh negara di dunia dengan melakukan perbandingan akumulatif antara pendidikan, kesehatan, dan kekayaan. IPM berfungsi untuk mengklasifikasikan suatu negara sebagai negara terbelakang, negara berkembang, atau negara maju, serta untuk mengatur pengaruh dari suatu kebijakan ekonomi pada kualitas hidup. Berdasarkan pemeringkatan UNDP, angka IPM suatu negara dapat dikategorikan sebagai tinggi (81.00-100), menengah (51.00-80.00), dan rendah (0-50.00) (Faqihuddin, 2009).
Berdasarkan pentingnya nilai indeks HDI tersebut, kami hendak mengeksplorasi dan menganalisis persebaran indeks HDI negara-negara di dunia. Eksplorasi data ini kami langsungkan sebagai tugas mata kuliah Analisis Eksplorasi Data sekaligus mengetahui ketimpangan kesejahteraan global. Proses eksplorasi dan analisis ini akan kami lakukan dengan bantuan software R, utamanya menggunakan packages ggplot2.
Memanggil Library
Sebelum proses eksplorasi dimulai, tentunya kami perlu memanggil library yang dibutuhkan dalam melakukan pra-processing data, visualisasi data, hingga analisis data menggunakan uji teoretik. Libraries yang kami gunakan antara lain sebagai berikut.
library(ggplot2)
library(readxl)
library(writexl)
library(tidyverse)## -- 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 2.1.0 v forcats 0.5.1
## v purrr 0.3.4## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(plyr)## ------------------------------------------------------------------------------## 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':
##
## compactlibrary(dplyr)
library(rcompanion)
library(car)## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## The following object is masked from 'package:purrr':
##
## somelibrary(ggridges)
library(kSamples)## Loading required package: SuppDistslibrary(SuppDists)Pra-Processing Data
Data yang kami gunakan pada proses eksplorasi kali ini adalah Data untuk Eksplorasi.xlsx sehingga perlu kami import dari Microsoft Excel menuju R terlebih dahulu. Dataset ini mengandung banyak variabel yang berhubungan dengan tingkat kesejahteraan suatu negara, tetapi kali ini kami hanya akan mengeskplorasi lebih jauh variabel HDI.
data <- read_excel("D:/DATA AKMAL/IPB/Semester 4/Analisis Eksplorasi Data/Pertemuan 2/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
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## 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 62class(data)## [1] "data.frame"lapply(data, as.numeric)## Warning in lapply(data, as.numeric): NAs introduced by coercion
## Warning in lapply(data, as.numeric): NAs introduced by coercion## $Country
## [1] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [26] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [51] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [76] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [101] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##
## $X2
## [1] 749.017673 3793.593164 355.184032 73.055370 910.005594
## [6] 362.571122 537.609866 20935.000000 1359.132847 339.988210
## [11] 429.980978 1721.506090 270.625631 2609.943503 199.928422
## [16] 105.949023 24.333081 208.833638 514.176961 2707.744043
## [21] 243.530380 30.960228 352.910575 146.400550 349.444713
## [26] 1631.134780 668.122597 417.683180 14.474956 403.526464
## [31] 14866.703370 21.714538 55.761983 52.761781 102.567122
## [36] 10.108892 700.117867 5043.573440 1278.325953 33.430044
## [41] 594.155788 252.940034 2.857862 204.753978 336.664465
## [46] 501.644054 230.736935 69.103768 155.013041 171.239891
## [51] 1471.003881 363.429119 23.804052 1880.708359 56.170837
## [56] 248.716040 271.346897 1073.915464 52.938074 53.628838
## [61] 2660.261329 1.490827 42.607177 12.263700 52.960139
## [66] 35.304238 112.869983 188.985393 15.891616 2.383969
## [71] 10.710329 351.683014 720.244499 57.707193 1444.733210
## [76] 79.001191 77.604632 43.697563 64.648375 302.141270
## [81] 347.147671 12.645460 13.812422 34.539229 361.845786
## [86] 61.348608 100.470001 10.332054 33.538172 60.258857
## [91] 155.581868 37.238307 61.520675 39.218118 15.355253
## [96] 40.349134 67.471195 1.844513 401.028628 1.170879
## [101] 13.269000 98.808010 12.621466 24.638720 165.493039
## [106] 1.703701 262.232162 375.190755 62.485865 9.707663
## [111] 107.795527 15.062255 14.374968 80.676726 19.129116
## [116] 3.767023 1062.299663
##
## $X3
## [1] 1.88522 1.62892 2.68708 3.22626 2.21984 1.46654 2.47168 2.45554
## [9] 2.44592 2.77600 1.88048 1.79828 1.82644 1.63728 1.85034 0.13772
## [17] -1.66952 3.39204 1.70044 1.70254 3.72134 3.94866 2.65884 1.66590
## [25] 1.99164 2.77248 2.53870 10.07624 6.53774 3.36048 6.64354 4.63556
## [33] 3.42028 3.55290 3.21976 2.23192 1.56022 0.91240 2.84406 3.13634
## [41] 4.34840 1.97106 1.78560 3.17022 4.87800 3.44058 2.53122 3.61996
## [49] 4.07978 3.00000 0.97740 6.56308 4.62534 0.98170 3.00696 4.71770
## [57] 2.44972 2.01104 4.58302 0.82090 6.72450 1.75420 0.39070 2.77890
## [65] 3.17400 2.96754 3.09514 0.75896 4.12018 2.06486 0.75446 6.94570
## [73] 4.15702 5.84000 -0.46082 6.05690 3.40778 2.02956 1.99976 0.78940
## [81] 7.39000 4.74800 1.18000 2.80902 4.44796 7.29640 5.62820 7.36908
## [89] 5.73874 0.10000 0.34000 3.95132 3.24766 1.60820 4.87736 4.35350
## [97] 5.29400 0.39388 1.19458 3.51306 4.25820 0.50846 1.37996 2.44734
## [105] 3.80000 3.92138 4.29018 -0.23680 -0.87800 -5.13500 9.06000 2.25300
## [113] 3.92880 3.67800 6.57820 6.30000 5.03546
##
## $X4
## [1] -2.7232 -4.7654 -2.7333 -1.3139 -3.7396 -0.7659 -2.8178 -3.5005
## [9] -2.3597 -5.3800 -6.2591 -5.3129 -2.7736 -7.9929 -6.3784 -8.8550
## [17] -56.3082 -2.9907 -6.2839 -9.8467 -5.6023 -2.9000 -7.5072 -3.6535
## [25] -6.1420 -0.9067 3.1229 3.4178 -7.7964 -2.4635 2.3000 -6.6491
## [33] -0.8719 -5.5320 -4.7543 -6.7644 -4.1066 -4.6630 -10.8390 -3.6239
## [41] -2.7412 -5.7720 -11.8123 -11.0830 -5.6000 -6.0990 -7.5637 -4.1536
## [49] -5.1062 -2.5980 -2.9513 -9.4000 -5.1037 -8.8712 -8.0289 -3.8756
## [57] -6.8473 -8.3090 -17.9493 -5.8587 -7.2518 -8.8143 -4.2815 -4.5000
## [65] -1.0000 -1.0000 -7.1172 -8.2478 -6.1596 -26.4000 -7.9830 2.9100
## [73] 1.7567 1.6000 -4.0591 -6.7324 -1.5193 -1.5514 -5.2495 -6.9824
## [81] 5.2400 -7.6000 -9.9000 -5.8147 3.5697 1.8000 1.2000 -3.3570
## [89] -1.0715 -0.9000 -4.0000 -7.9522 -4.0926 -8.8124 2.3000 0.6920
## [97] 0.4000 -11.0593 -1.7943 -12.7673 -5.3614 -7.7501 -2.0000 -7.9397
## [105] -10.8347 -14.8000 -0.4668 -9.9052 -3.9750 -5.6000 6.1000 -1.8295
## [113] -0.5000 -3.6000 0.5000 -29.3000 -2.0700
##
## $X5
## [1] 0.00116 1.20768 0.54000 1.17428 1.17730 2.61900 1.62000 1.55316
## [9] 1.65124 0.10510 1.52348 1.67406 0.67100 0.99026 2.63056 1.88400
## [17] 2.78282 1.20152 1.64000 1.53050 1.57500 2.03974 1.76600 0.82252
## [25] 2.43600 1.09614 0.72360 0.32334 1.32032 0.14240 2.00000 0.41926
## [33] 1.69862 0.84352 1.17400 1.29416 0.76200 0.51938 0.71830 1.70144
## [41] 0.80874 2.97824 0.68000 2.69720 1.91000 0.34500 0.83600 0.77854
## [49] 1.84622 7.95000 6.72076 2.49528 -0.15102 0.65218 0.55302 1.51808
## [57] 4.70940 4.02524 0.42400 8.00348 4.24752 0.89594 6.85276 0.62200
## [65] 1.90000 3.52000 1.18800 0.26994 3.93800 1.21694 4.85712 2.79600
## [73] 11.65444 12.29840 5.72400 2.22228 3.74200 1.37566 0.76000 4.98278
## [81] 5.81200 1.44000 3.60208 1.82200 16.16054 0.75212 6.28796 4.20636
## [89] 4.29470 8.39000 19.17300 2.92384 1.34600 5.55600 0.22520 1.54052
## [97] 12.94200 5.00340 12.94034 1.18702 4.98958 1.23328 4.34306 0.39400
## [105] 0.44192 0.37920 4.73824 36.70346 22.35646 2.03374 10.37682 2.80396
## [113] 9.04260 4.21800 1.81194 0.88000 3.94398
##
## $X6
## [1] -0.0084 0.3778 0.3000 0.4000 1.1124 1.1658 0.5000 1.2366 0.8469
## [10] -0.2000 1.3881 0.7219 0.4000 0.5241 -2.4000 2.0000 0.8114 1.7146
## [19] 0.4250 0.8538 3.2767 -0.6343 -2.0700 -2.5830 0.3300 0.5382 -0.2389
## [28] -0.4667 0.7872 -0.7000 2.5083 1.1947 1.0620 -0.0549 2.0142 -0.7000
## [37] 4.0000 -0.0164 -0.3319 0.0806 3.6575 3.0455 0.3000 1.8312 -1.1000
## [46] -0.8467 -0.1000 1.2045 3.3750 6.6000 3.3783 3.5333 -1.1072 -0.1454
## [55] 0.0186 2.3278 2.5400 3.3965 -1.5480 9.7530 6.1667 0.2239 2.8000
## [64] 1.2000 1.9000 2.1500 0.6200 -1.2622 5.2000 -2.1440 2.2047 3.2300
## [73] 12.2606 13.0000 3.2000 3.7734 3.2100 0.3341 -0.8900 3.2239 5.6910
## [82] 1.2000 5.2000 -2.3000 5.2996 0.8000 5.3457 9.8471 2.7576 5.5000
## [91] 2.7000 0.9419 0.8924 7.7300 3.0561 2.4449 9.9000 4.9788 11.4550
## [100] 1.2000 3.7410 -0.3389 3.7030 -0.0450 0.5742 0.6000 10.7319 42.6758
## [109] 21.8290 1.8177 19.9053 4.8000 3.1410 6.1600 5.1320 -1.4000 2.0373
##
## $X7
## [1] 24.41888 20.71144 22.06322 18.38978 21.16826 28.22544 25.11320 17.40650
## [9] 24.28828 26.76784 24.78244 23.26748 23.67910 23.40664 20.39940 26.68898
## [17] 19.61144 23.66948 24.55938 17.99490 27.97028 26.20832 24.85976 42.35736
## [25] 21.19750 30.95906 22.02936 34.89774 22.98726 21.12638 43.17774 20.96484
## [33] 19.48272 19.90742 22.83084 21.69104 29.55294 25.31864 19.68004 22.67616
## [41] 20.15800 22.48684 NA 21.80948 24.38356 23.05990 17.22924 20.46028
## [49] 24.36458 26.82074 22.78718 24.97170 17.90342 17.86622 21.94236 23.69546
## [57] 22.22970 22.74344 41.14624 16.44666 31.20112 17.79208 23.63816 32.41148
## [65] 20.81872 21.36214 32.29572 12.66678 27.43172 21.13634 20.90098 23.54764
## [73] 28.55834 31.60162 15.49512 23.77748 14.07878 18.98000 26.17416 19.11740
## [81] 32.70006 19.40300 22.55048 31.14198 15.78406 20.82476 17.13230 22.69110
## [89] 24.85996 28.15432 17.79388 20.84156 17.93502 18.80654 23.40036 28.82414
## [97] 26.24074 28.89906 18.31216 34.72552 32.50458 26.15664 29.94454 16.78238
## [105] 19.14184 35.67148 16.10420 16.71368 NA 46.82746 39.33340 32.40134
## [113] 42.66772 29.69044 NA 20.09944 33.99662
##
## $X8
## [1] 24.5284 20.2475 23.1748 15.7027 21.3760 30.0768 24.5183 17.2080 22.2838
## [10] 27.1964 25.2135 22.0372 23.9915 23.9044 22.2670 21.6754 27.6052 21.6750
## [19] 24.7641 16.9638 24.3486 29.1797 23.8328 42.4393 19.7601 31.6011 23.7192
## [28] 31.2837 22.7888 21.9244 43.1225 21.6677 12.1072 20.5931 18.8889 20.7058
## [37] 26.3930 25.5740 20.4584 22.6024 17.2190 19.8233 NA 18.6774 19.9588
## [46] 23.8808 19.1712 18.9607 27.6180 28.8989 21.2639 22.8808 20.0580 17.4950
## [55] 25.6386 24.5060 18.8338 19.3066 32.8631 16.9980 29.2776 22.7300 25.5081
## [64] 34.0721 23.1731 19.1897 29.2230 13.4492 26.1518 NA 13.2237 28.3006
## [73] 31.7665 37.4631 15.4049 23.4204 12.9341 16.7395 15.3263 12.6017 33.4218
## [82] 17.2246 27.8021 33.0770 13.8213 20.0000 14.5213 24.1022 29.1624 26.2717
## [91] 7.5112 17.0778 15.2193 18.0000 22.8120 25.0000 26.5131 30.5855 13.7000
## [100] 44.8591 24.3107 23.1175 23.3057 17.9062 16.4644 35.5592 15.3276 13.7766
## [109] NA 30.5947 35.0000 31.1431 36.5361 25.3004 NA 21.4626 32.3675
##
## $X9
## [1] 36.53670 27.49714 28.83828 53.66792 31.05400 31.95034 28.27044
## [8] 14.55284 24.71486 53.93672 28.24980 21.16694 23.14636 22.56640
## [15] 36.82966 33.24262 64.81412 24.00624 25.36016 16.52860 33.51468
## [22] 29.66398 50.12124 57.35732 22.63096 36.08650 34.04734 56.28850
## [29] 36.84558 22.87018 45.01450 26.39394 21.30270 28.39998 25.65406
## [36] NA 34.02202 25.46722 22.95306 21.94172 23.69084 22.58160
## [43] NA 22.38260 31.42310 33.68522 17.97704 23.66044 30.49894
## [50] 36.76234 30.20610 15.79522 18.78580 20.83206 22.11346 21.31854
## [57] 16.35386 23.05224 37.37746 21.53208 29.91022 42.77130 31.69190
## [64] 18.08630 13.40670 24.70498 22.96808 11.11916 17.53948 21.47722
## [71] 3.51298 37.81856 27.15734 26.45518 15.51916 19.91702 4.24510
## [78] -0.14850 32.95932 19.38554 18.64408 7.93340 8.51046 40.66030
## [85] 6.06282 27.46796 6.36944 8.13524 15.15086 30.36594 11.06338
## [92] 14.22728 18.69958 7.99558 17.41894 25.96864 20.38326 -19.23650
## [99] 16.33480 20.43040 31.82734 25.33102 14.80132 -0.04258 17.89938
## [106] NA 7.29064 17.11434 32.01748 39.16884 22.65494 38.66386
## [113] 10.47146 22.57866 NA 17.56478 33.26164
##
## $X10
## [1] 37.0514 25.9843 29.6644 54.4877 31.9720 29.6328 28.8994 14.1275
## [9] 25.8262 47.3026 28.6547 19.9856 24.8851 21.4013 34.6370 13.7525
## [17] 25.4354 22.9948 25.2167 16.3607 31.2513 29.0089 47.8092 50.5463
## [25] 21.6888 35.3860 37.3739 61.2496 32.3886 26.3221 45.7084 21.0726
## [33] 21.7592 30.4712 17.7778 NA 28.4759 25.3273 21.9493 23.7625
## [41] 23.7467 25.0712 NA 20.4559 26.4743 29.3952 17.1806 20.6600
## [49] 29.7735 35.4839 31.1333 13.1533 13.8384 21.0996 18.4376 20.0421
## [57] 12.5450 23.4098 35.3762 21.3762 28.9179 44.1653 24.7357 20.4708
## [65] 14.2708 23.3550 21.5072 5.8985 9.6925 NA 4.6884 26.9734
## [73] 28.0106 27.0401 16.7923 17.6808 4.8841 3.8124 23.6631 17.5392
## [81] 18.1932 8.5826 -1.6314 44.4026 6.2302 20.9364 5.4104 8.2393
## [89] 15.1380 31.6293 6.4590 9.9491 17.5979 8.5939 17.1401 20.2972
## [97] 18.8395 -16.1879 13.6724 16.0510 28.6617 24.8966 11.6206 -0.4599
## [105] 20.2262 NA 7.9122 20.2225 31.3253 40.0000 26.2679 34.9224
## [113] 10.0000 19.2110 NA 20.6957 31.7425
##
## $X39
## [1] 473.25580 179.52370 281.14730 1618.46500 292.12080 192.41400
## [7] 229.49360 108.92580 217.95120 234.28430 177.13880 249.49410
## [13] 193.86610 228.45220 176.30050 171.45660 377.08260 185.31410
## [19] 215.02480 330.67990 118.28680 87.90994 176.30050 222.60260
## [25] 836.83310 198.96120 282.38250 330.89750 343.87510 113.65050
## [31] 297.83470 129.67610 53.98940 82.75426 82.73256 NA
## [37] 89.30006 346.12280 196.68750 99.94988 86.69856 103.23320
## [43] 564.49620 60.31396 173.54130 186.22530 175.74890 94.36518
## [49] 81.55246 48.21286 NA 87.29006 NA 160.92540
## [55] 114.59720 49.60888 63.50558 NA 143.74320 62.89262
## [61] 86.14278 338.08220 50.38394 76.49738 NA 60.50376
## [67] 118.32560 155.23740 82.18296 107.05880 79.27348 154.63160
## [73] NA NA NA 37.27494 63.68732 155.19840
## [79] 116.08780 108.31510 68.66702 81.04206 NA 224.17910
## [85] 108.11490 32.41476 58.12002 35.78422 26.26828 61.03718
## [91] 59.72570 80.67982 82.52188 96.55954 46.47324 27.79516
## [97] 32.22068 40.92920 26.36318 84.35462 103.80450 45.89196
## [103] NA 72.81090 42.91416 131.70630 NA NA
## [109] 47.30460 28.42126 43.15508 28.03498 63.72892 77.68374
## [115] 86.49286 65.50210 53.99430
##
## $X40
## [1] 523.82020 193.95250 310.48039 1660.27655 271.78254 218.58056
## [7] 241.45600 NA 295.76443 277.35437 182.59849 313.17640
## [13] 204.94932 274.85510 226.39190 NA 1039.68454 190.83115
## [19] 207.38912 369.02567 129.17358 98.48786 226.14646 295.02616
## [25] 827.34065 233.26248 300.74610 334.96350 257.74151 132.05982
## [31] 269.06382 141.59411 53.91613 78.55740 92.69126 NA
## [37] NA 352.74234 207.67756 60.73157 93.40766 126.03349
## [43] 604.93680 86.93100 192.11765 192.11138 170.23052 101.27616
## [49] 95.66489 45.07798 100.78418 106.04317 225.46856 179.53296
## [55] 126.18369 52.26956 73.17655 60.02010 179.10283 78.53981
## [61] 80.19337 328.10537 48.26656 86.50452 83.11622 73.99261
## [67] 140.19243 154.33414 113.85954 140.84603 94.65010 135.94424
## [73] 117.65954 59.86860 164.00207 53.87961 72.06511 170.15282
## [79] 140.46811 125.08874 73.64125 109.41878 95.78774 NA
## [85] 109.92956 43.59856 56.28865 39.41368 30.68495 59.76105
## [91] 49.98735 104.62059 93.63332 111.10252 46.95181 29.33259
## [97] 36.87060 57.90993 30.55331 136.05858 94.31243 62.59586
## [103] 53.52534 88.56302 NA 161.04732 55.79925 NA
## [109] 44.65123 34.99600 44.30200 30.33890 73.65110 88.08627
## [115] NA 113.44482 57.68799
##
## $X42
## [1] 84.47336 144.01910 355.61270 46.26734 180.88090 222.17780 220.66440
## [8] NA 162.45910 106.45050 131.08610 99.84184 192.70040 158.48980
## [15] 112.25170 85.29656 88.39754 150.41170 104.97910 95.63358 75.70800
## [22] 126.03830 112.25170 127.24870 70.15818 119.36570 69.69416 100.43560
## [29] 70.02432 101.65160 84.17736 154.24670 100.75030 89.32328 97.04000
## [36] NA 86.15350 71.11998 141.96680 112.09260 105.05880 118.09410
## [43] NA 114.35700 88.03200 105.67610 150.03150 78.55898 85.55600
## [50] 99.53508 NA 76.80780 115.13940 138.70920 95.16142 87.35368
## [57] 123.76470 110.81090 129.58770 60.34704 75.87644 121.81080 68.94648
## [64] 99.88738 100.47010 112.28900 102.02440 142.37870 144.31090 68.14000
## [71] 103.98250 90.15372 NA NA NA 77.56972 84.85708
## [78] 82.60578 109.13110 112.16230 80.94598 143.21230 NA NA
## [85] 34.82206 96.91868 94.31872 86.12404 79.24284 129.38470 121.37560
## [92] 92.30608 146.84810 147.91320 86.05560 96.82554 68.40274 61.32354
## [99] 81.38052 47.04328 108.84940 101.32320 107.05130 99.73254 50.87278
## [106] 67.70886 66.44962 NA 54.00692 93.31408 57.81700 76.94616
## [113] 65.96588 94.61546 92.91054 77.49538 91.46000
##
## $X43
## [1] 82.50000 138.35724 359.13886 42.65388 161.74143 207.31980 185.64097
## [8] NA 191.74943 94.00211 116.41876 106.86400 175.16013 139.57196
## [15] 102.52738 NA 81.91411 138.38958 90.42874 91.33396 76.50765
## [22] 104.68417 102.52738 163.71672 68.82672 123.99717 71.08310 84.42461
## [29] 67.94252 85.93030 94.22575 160.95762 68.23179 72.30708 111.78982
## [36] 102.52738 NA 70.95343 117.48908 77.92536 93.36164 116.51738
## [43] 55.00000 116.71299 113.38897 100.19298 113.24087 72.99709 79.03623
## [50] 83.52300 122.72076 74.25542 68.15254 111.19617 82.18115 74.41554
## [57] 117.32727 99.03247 121.21618 49.05568 73.69553 88.60514 110.63987
## [64] 94.67722 90.19331 104.13747 102.28671 89.84441 145.18138 80.54508
## [71] 91.29415 86.56201 116.52826 NA 76.95112 80.10580 72.98978
## [78] 93.88143 148.12624 107.24859 78.40700 166.80851 88.86704 NA
## [85] 53.29829 83.29876 87.40996 111.94390 69.45587 149.03716 72.25639
## [92] 101.29834 125.26214 134.47988 81.54536 87.68676 50.13182 59.50145
## [99] 64.18761 45.41537 77.34337 99.71869 84.09234 88.88685 NA
## [106] 67.45486 61.34609 NA 34.81845 84.09314 NA 72.26748
## [113] 49.29687 89.13270 NA 78.58290 96.57359
##
## $X44
## [1] 17.92784 18.78200 21.34600 23.32000 18.00996 21.90992 23.38000 14.42000
## [9] 14.58000 16.82024 18.01280 14.87138 21.94000 18.52914 17.98832 18.26000
## [17] 15.18000 14.19800 18.79498 20.72000 18.25422 28.19182 18.10844 17.02000
## [25] 19.52000 14.52000 13.69800 26.09974 22.04000 14.40804 13.75600 24.83400
## [33] 20.02264 18.51798 18.15958 NA 19.54000 17.13800 15.30910 21.40342
## [41] 17.60908 13.26400 21.50000 14.81122 17.46000 18.01112 14.55812 21.39988
## [49] 17.90584 20.09800 12.52000 14.80872 16.57590 15.46000 22.57400 20.30504
## [57] 15.97996 15.47178 15.70000 16.23000 13.64000 11.94000 16.00076 15.85212
## [65] 22.16000 17.50000 14.40000 16.69990 17.74506 29.50000 15.39772 12.42662
## [73] 16.76000 NA 18.38612 15.43352 14.59200 16.58638 17.36000 15.82400
## [81] 11.76000 15.14000 14.80000 NA 14.86000 9.12000 18.38666 22.00000
## [89] 21.42214 NA 15.39000 12.03600 13.41200 11.58000 9.90000 8.72000
## [97] 16.10000 17.88322 14.56224 23.15200 17.36000 13.51000 15.79400 NA
## [105] NA 16.45200 16.30000 15.81160 21.30200 23.03868 NA NA
## [113] 19.98000 15.44000 NA 43.48032 22.78000
##
## $X45
## [1] 19.3000 18.5800 22.6000 23.9000 18.9026 23.1000 23.2000 16.3000 15.7000
## [10] 16.8056 18.5740 16.0956 20.1000 19.6501 18.7000 NA 14.5000 NA
## [19] 19.3188 21.6000 21.3796 25.3120 18.2000 18.8000 20.7000 14.8000 14.1400
## [28] 25.4692 23.9600 NA 14.7045 24.8200 21.8073 18.2857 19.6715 NA
## [37] NA 17.3000 16.9822 24.9680 20.1490 14.2800 17.5000 15.5888 18.3000
## [46] 19.8000 16.7000 22.7406 18.2802 26.9700 12.7000 14.9396 16.0000 16.0000
## [55] 25.5000 23.2000 17.2000 17.7000 16.2500 17.0400 13.6000 11.9000 25.3012
## [64] 16.6966 21.8000 19.1000 15.2000 16.6643 17.6000 33.5000 15.2000 12.0977
## [73] 18.0000 18.4000 19.1400 18.6500 16.1000 17.9300 19.1000 16.6000 4.2000
## [82] 14.0000 14.3000 20.0000 20.1000 NA 18.4444 23.3000 21.5689 NA
## [91] 22.0000 12.2800 13.2840 12.9000 10.5000 9.1000 15.0000 22.9520 15.4000
## [100] 19.0200 NA 13.4000 21.7500 NA NA 19.4200 17.2000 23.2527
## [109] NA 22.3000 NA NA 26.0000 16.5000 11.0000 47.5000 23.9000
##
## $X46
## [1] 0.69090 1.49400 2.52018 NA 2.27482 0.95698 0.88514 1.14414
## [9] 0.91106 1.23316 2.39358 0.51416 1.47116 3.21862 5.49242 1.92000
## [17] 0.19996 0.50000 2.90032 0.96830 3.93272 0.67280 5.49242 1.64000
## [25] 0.69802 1.16000 NA 9.81946 4.60524 1.44156 1.76572 3.65610
## [33] 3.02036 5.52222 3.79288 NA 1.62000 1.25380 4.61962 5.33948
## [41] 3.99724 1.91014 7.30000 3.90996 1.54134 2.99070 12.71114 10.52852
## [49] 5.44578 7.89322 9.58338 1.70556 30.48990 12.93988 11.56754 7.71634
## [57] 3.54648 2.16840 1.47770 NA 9.38000 54.11990 14.09000 6.47206
## [65] 11.63600 3.02934 7.48498 39.39096 2.70324 4.00000 2.81220 1.96954
## [73] 3.52540 1.23660 NA 1.55684 2.02072 5.37474 2.49400 3.25550
## [81] 10.40200 6.07210 2.86000 NA 5.50000 9.40000 10.26058 6.48122
## [89] 5.54110 8.42330 43.45840 NA 1.99968 14.56000 20.52000 11.63914
## [97] 17.94928 3.82164 10.05202 6.07674 8.96192 NA 1.86400 1.95922
## [105] NA 14.04000 9.50780 NA NA 12.59636 2.58000 10.39004
## [113] 9.02000 3.29868 NA 10.70000 2.60000
##
## $X47
## [1] 0.7500 NA 1.8000 1.0280 NA NA 0.5000 1.0000 0.9600
## [10] 1.3095 2.0190 0.5333 1.4000 2.8415 8.1550 NA 0.3357 NA
## [19] NA 1.2157 2.6562 0.3791 8.1550 2.0000 0.9024 1.0000 NA
## [28] 3.5406 3.6629 1.4760 1.8396 2.9022 0.9915 3.0176 2.5300 NA
## [37] NA 1.0734 2.8512 3.5221 3.7123 1.7229 8.0000 4.1276 1.6600
## [46] 3.2000 6.2000 5.7984 0.9250 7.9000 NA 1.6736 NA NA
## [55] 7.1776 4.0580 3.1800 2.4292 2.1500 NA 9.5000 63.5000 NA
## [64] 3.2613 5.0000 4.9000 8.3515 26.9780 2.3000 5.0000 6.4000 1.6900
## [73] NA 2.1000 NA 1.8500 1.8301 5.4000 4.2000 NA 7.7000
## [82] 6.6000 2.8000 NA 3.9000 8.8000 14.1390 4.5000 3.3357 4.8292
## [91] 49.0000 NA 2.7000 13.6000 17.0000 20.0000 15.0000 4.1991 6.0000
## [100] 3.8700 11.6788 NA 4.1000 1.5706 NA 9.5200 9.1000 NA
## [109] NA 24.4000 NA NA 11.8000 5.3000 3.2000 8.3000 3.0600
##
## $X60
## [1] -152.44500 -15.64810 -5.59082 -1955.72000 12.94086 -35.66660
## [7] 64.14972 47.70210 57.95768 -200.98100 15.36980 45.53354
## [13] 68.78926 36.80590 -56.24160 -271.87800 -213.14400 51.69554
## [19] -18.98450 31.42504 -16.61460 -13.26730 -13.59890 1.28492
## [25] -283.26700 -26.86070 -189.14000 -345.29200 -212.97000 -47.40690
## [31] -26.98080 28.71610 16.85362 16.23838 33.35258 24.78532
## [37] -62.91130 -44.36040 83.40662 22.27304 27.71838 14.00910
## [43] NA -20.74610 -16.25250 -42.56340 86.35888 -12.95970
## [49] 11.68846 -38.63250 -30.73920 -12.25290 456.48640 50.94154
## [55] 32.12062 18.74188 9.92820 8.52064 39.83066 -16.23150
## [61] 0.68776 -145.43800 -174.36800 23.32864 38.24144 9.42000
## [67] 15.76728 134.16510 62.38444 28.09668 19.01378 7.39622
## [73] 28.56998 -45.16010 10.01940 20.97700 2.81678 10.63962
## [79] 20.96404 15.04496 4.91586 47.27262 38.11946 -51.11920
## [85] 11.90716 7.37624 39.30272 36.62538 21.88058 42.60472
## [91] -5.46582 -20.17800 1.74676 64.46288 20.59038 26.04546
## [97] 47.67084 12.39604 -2.27422 31.39798 180.83030 8.90856
## [103] 50.63570 27.33332 1.49128 51.37952 20.46164 -5.01348
## [109] 15.44938 54.86688 27.57822 29.34950 282.81000 46.95208
## [115] 72.94226 -0.57864 9.73972
##
## $X61
## [1] -154.9536 -19.0912 -13.9950 -2807.1718 -51.7910 -47.1425
## [7] 58.4988 51.6012 65.9127 -47.9342 17.5026 56.0011
## [13] 53.2735 51.5248 -83.2318 -289.8702 -444.7943 51.4361
## [19] 23.9327 44.7787 -27.1668 -14.8269 4.6359 40.9102
## [25] -306.1537 -29.3200 -216.4068 -290.6002 -183.0438 -55.5267
## [31] -23.4262 21.3318 -3.0412 6.4242 30.4232 18.0768
## [37] -39.2557 -56.3064 92.9287 12.7332 13.6055 29.4788
## [43] NA -27.0497 -12.5626 -49.4354 85.2593 -28.7721
## [49] -2.2956 -27.8075 -46.8403 -15.8017 387.1205 57.8540
## [55] 17.2031 20.7586 12.8080 7.3947 61.5863 -13.4821
## [61] -3.4476 -143.2934 -190.5134 30.6081 35.1393 9.1906
## [67] 16.6172 168.0386 77.2897 35.5122 25.4238 -6.6111
## [73] 31.3981 -50.6473 11.8870 22.2840 -7.6155 20.8011
## [79] 76.4523 14.5440 7.2201 58.3041 34.2193 -53.7467
## [85] 18.0848 18.9992 44.3276 55.2780 28.4780 33.8691
## [91] -11.2585 -5.0491 5.1339 78.1395 32.7698 35.9266
## [97] 43.5509 19.1880 4.6914 67.1381 189.8986 13.1728
## [103] 46.2256 30.4568 -2.3845 74.2240 32.5715 -11.4968
## [109] 43.9091 66.1735 27.1274 37.5313 342.7288 51.2767
## [115] 75.1052 26.5768 10.1683
##
## $X66
## [1] 275.61690 165.29300 155.84030 6908.35200 512.18330 155.89490
## [7] 175.42230 104.17110 121.98890 409.69700 159.39690 117.76010
## [13] 257.89490 247.44200 31.03626 47.57912 194.62240 103.06840
## [19] 256.72570 406.04150 79.21186 84.20358 103.52280 108.79850
## [25] 446.31540 26.36510 48.51016 815.34610 761.28590 26.75248
## [31] 13.63044 108.86200 78.06336 103.06040 102.73060 24.78532
## [37] 48.19680 75.76394 176.49180 134.37960 67.90290 65.82414
## [43] 172.75400 35.38870 65.23842 33.22256 203.15930 70.29080
## [49] 115.04970 56.21532 33.40582 32.33956 1026.49500 129.37690
## [55] 89.53644 52.57054 47.58910 37.27282 156.66240 73.01010
## [61] 20.80796 60.15464 43.35272 72.20372 86.54676 43.10920
## [67] 45.30954 239.31940 104.45110 92.84624 60.48620 34.52492
## [73] 51.65878 30.04996 35.67380 42.49502 34.07538 70.49410
## [79] 88.59674 50.79576 19.74352 89.61882 90.75014 214.20080
## [85] 31.92960 35.68100 52.90428 52.98370 42.26784 69.54962
## [91] 103.90710 32.27932 44.98044 85.26668 49.56500 39.74812
## [97] 59.62672 61.18192 24.81464 109.22200 218.85680 49.66284
## [103] 83.97706 65.55750 37.55918 115.31060 29.25594 43.25546
## [109] 57.05566 70.34826 33.04222 39.13694 356.19670 59.36342
## [115] 85.47152 35.18078 35.44648
##
## $X67
## [1] 319.5953 205.9636 194.6712 5945.6948 479.6289 188.1520 165.3683
## [8] 116.0833 144.9829 436.5424 177.9790 143.5991 277.4701 331.4256
## [15] 44.5512 60.9449 606.1807 108.9422 293.2844 501.1728 85.6496
## [22] 81.3188 134.6768 180.6713 510.2665 33.2559 48.6867 771.7545
## [29] 751.1421 30.4813 16.1488 86.2835 80.3026 120.3423 119.4571
## [36] 18.0768 68.8054 86.1832 224.1506 134.3928 63.8730 82.6207
## [43] 199.2166 42.6612 70.9423 39.3159 219.8628 70.1295 174.7444
## [50] 60.1039 31.9937 40.1879 970.4205 160.1183 88.9017 62.1645
## [57] 63.9673 43.3379 202.9886 100.1756 22.5694 58.8774 42.7433
## [64] 86.4104 92.9080 56.2504 57.8039 321.0889 128.1265 136.4018
## [71] 76.0970 34.8735 57.9149 63.5239 44.2682 57.4558 31.6671
## [78] 82.8547 151.7063 62.0763 21.7980 102.3111 102.1371 227.9805
## [85] 37.0574 46.0283 57.2766 76.2597 50.8577 69.9850 82.7917
## [92] 38.1111 51.3746 107.3261 60.6941 50.6094 56.5369 91.2325
## [99] 30.4663 168.9497 242.3832 68.7453 93.3336 73.4302 45.9062
## [106] 148.5829 43.0965 73.0983 109.3339 84.9186 31.0939 48.1901
## [113] 442.0331 62.1728 89.9734 90.2139 39.3041
##
## $X102
## [1] 89770.8521 50891.5812 67565.6556 124340.3835 57230.6715 82858.2833
## [7] 60338.0204 69324.7338 63972.3400 62432.9952 53174.2385 51704.8992
## [13] 53937.2819 44939.9046 76037.9968 30276.8754 52074.0604 48925.4692
## [19] 49537.5785 46723.9041 27044.7929 26427.0455 40105.1201 55338.4835
## [25] 50214.6484 35337.0758 31854.2815 91715.2029 31441.2784 50813.0432
## [31] 12226.6610 66458.8741 22636.1217 28684.1682 21042.7221 27882.8286
## [37] 21664.6362 40838.2838 30488.0476 19638.1070 17732.6481 15986.3031
## [43] 38674.6160 6528.2061 11363.6075 7450.5523 25282.8171 11288.8489
## [49] 18224.0904 10589.0517 10274.3779 3658.9600 30630.2905 34641.2557
## [55] 16617.8744 14981.8900 5859.6535 9729.2631 13872.7952 15968.2306
## [61] 2218.5362 49356.2618 5083.2568 6571.8228 8768.7320 5054.1153
## [67] 3301.6090 19404.1830 4422.7082 24642.7034 5051.3480 3886.5162
## [73] 8652.9973 1872.6699 7372.9153 8172.2496 4478.2807 4433.1037
## [79] 14957.4883 6404.6725 2323.5586 4251.3977 4938.6880 22003.1172
## [85] 3756.4221 2594.7038 2025.2907 825.5581 786.8776 6453.9238
## [91] 3955.0704 3372.3576 11954.5890 3616.8650 1420.6492 1690.8639
## [97] 2353.8541 1010.6177 2149.7791 13490.5158 4393.3037 5830.4242
## [103] 1986.7204 3989.1913 4270.7893 3466.2500 1406.1297 9203.4287
## [109] 2033.8999 2378.0444 891.6737 7803.8309 434.4606 3822.1732
## [115] 2637.6890 8656.5566 4223.4646
##
## $X103
## [1] 129.4932518 73.4104243 97.4625533 179.3593378 82.5544771 119.5219639
## [7] 87.0367863 100.0000000 92.2792436 90.0587594 76.7031268 74.5836246
## [13] 77.8038067 64.8252105 109.6837920 43.6739872 75.1161347 70.5743340
## [19] 71.4572935 67.3986059 39.0117515 38.1206592 57.8510986 79.8250213
## [25] 72.4339578 50.9732586 45.9493744 132.2979518 45.3536230 73.2971342
## [31] 17.6367947 95.8660358 32.6523024 41.3765284 30.3538448 40.2206068
## [37] 31.2509476 58.9086774 43.9786003 28.3277063 25.5791074 23.0600281
## [43] 55.7876156 9.4168499 16.3918516 10.7473219 36.4701250 16.2840133
## [49] 26.2880063 15.2745653 14.8206525 5.2780008 44.1837838 49.9695474
## [55] 23.9710612 21.6111757 8.4524717 14.0343317 20.0113213 23.0339588
## [61] 3.2002088 71.1957466 7.3325299 9.4797664 12.6487785 7.2904936
## [67] 4.7625268 27.9902741 6.3796973 35.5467696 7.2865018 5.6062476
## [73] 12.4818327 2.7013012 10.6353316 11.7883606 6.4598599 6.3946927
## [79] 21.5759765 9.2386543 3.3517022 6.1325842 7.1239913 31.7392019
## [85] 5.4185886 3.7428255 2.9214547 1.1908565 1.1350604 9.3096986
## [91] 5.7051361 4.8645807 17.2443345 5.2172793 2.0492674 2.4390485
## [97] 3.3954030 1.4578025 3.1010276 19.4598884 6.3372817 8.4103088
## [103] 2.8658176 5.7543550 6.1605564 5.0000192 2.0283233 13.2758226
## [109] 2.9338734 3.4302972 1.2862274 11.2569216 0.6267036 5.5134336
## [115] 3.8048311 12.4869670 6.0922911
##
## $X104
## [1] 71660.0 57410.0 62120.0 77350.0 59700.0 70810.0 56410.0 66080.0
## [9] 50540.0 92270.0 58940.0 49990.0 51870.0 50550.0 70430.0 60661.4
## [17] 127829.3 42570.0 55310.0 47620.0 40360.0 37940.0 70430.0 91670.0
## [25] 65730.0 43100.0 NA 69190.0 42580.0 41750.0 16760.0 59590.0
## [33] 37420.0 40530.0 31970.0 70430.0 49520.0 43880.0 42250.0 31590.0
## [41] 32790.0 25190.0 NA 12790.0 28830.0 18570.0 35910.0 24180.0
## [49] 33030.0 24080.0 28270.0 10230.0 39830.0 44780.0 29790.0 31900.0
## [57] 15140.0 19860.0 30690.0 21180.0 6920.0 NA 14390.0 16770.0
## [65] 17910.0 12790.0 7680.0 30630.0 15260.0 NA 9780.0 7910.0
## [73] 26860.0 NA 14890.0 18300.0 8870.0 10520.0 26210.0 12670.0
## [81] 5200.0 14500.0 9940.0 44250.0 11840.0 5300.0 4430.0 2250.0
## [89] 2220.0 19510.0 13750.0 8930.0 19830.0 10850.0 3400.0 3730.0
## [97] 5530.0 3330.0 5190.0 29470.0 11420.0 11540.0 5440.0 8720.0
## [105] 11310.0 7330.0 4800.0 22120.0 6380.0 2980.0 2310.0 14350.0
## [113] 1310.0 13260.0 7980.0 18380.0 11970.0
##
## $X105
## [1] 108.444310 86.879540 94.007264 117.055085 90.345036 107.157990
## [7] 85.366223 100.000000 76.483051 139.633777 89.194915 75.650726
## [13] 78.495763 76.498184 106.582930 91.799937 193.446221 64.421913
## [19] 83.701574 72.064165 61.077482 57.415254 106.582930 138.725787
## [25] 99.470339 65.223971 NA 104.706416 64.437046 63.180993
## [31] 25.363196 90.178571 56.628329 61.334746 48.380751 106.582930
## [37] 74.939467 66.404358 63.937651 47.805690 49.621671 38.120460
## [43] NA 19.355327 43.628935 28.102300 54.343220 36.592010
## [49] 49.984867 36.440678 42.781477 15.481235 60.275424 67.766344
## [55] 45.081719 48.274818 22.911622 30.054479 46.443705 32.052058
## [61] 10.472155 NA 21.776634 25.378329 27.103511 19.355327
## [67] 11.622276 46.352906 23.093220 NA 14.800242 11.970339
## [73] 40.647700 NA 22.533293 27.693705 13.423123 15.920097
## [79] 39.664044 19.173729 7.869249 21.943099 15.042373 66.964286
## [85] 17.917676 8.020581 6.703995 3.404964 3.359564 29.524818
## [91] 20.808111 13.513923 30.009080 16.419492 5.145278 5.644673
## [97] 8.368644 5.039346 7.854116 44.597458 17.282082 17.463680
## [103] 8.232446 13.196126 17.115617 11.092615 7.263923 33.474576
## [109] 9.654964 4.509685 3.495763 21.716102 1.982446 20.066586
## [115] 12.076271 27.814770 18.114407
##
## $X106
## [1] 0.1733 -0.1226 1.3106 0.0792 0.4875 0.1530 0.3526 0.4867 0.0306
## [10] 0.2912 -0.3001 -0.5879 0.9465 -0.4225 -1.9008 -3.7375 -9.8453 0.0639
## [19] -0.4905 -1.3484 1.3165 2.6995 -0.7254 -2.3610 -0.5657 1.6542 2.7686
## [28] 4.5268 -0.1381 0.7084 5.2661 0.3121 3.7273 1.9299 1.2325 -1.1355
## [37] -2.5833 -0.1394 -0.4857 2.3134 3.1314 -0.8925 -2.0843 -0.7479 1.3926
## [46] 1.2787 0.9934 2.7008 2.5449 0.9054 0.6743 1.9917 2.8078 -0.8850
## [55] 1.6712 3.9390 -0.8876 -1.4444 -1.8406 -0.7169 2.6258 -1.1342 -1.7366
## [64] 1.0689 3.1268 0.8830 -0.4997 -0.5866 2.3147 -4.7211 -3.5756 5.2762
## [73] 1.8070 3.0735 -1.3423 2.4036 0.3178 -0.6875 -2.3013 -2.3230 6.0712
## [82] 2.3318 -1.4606 -3.2531 2.2412 3.3099 1.9242 2.2852 0.4207 0.6603
## [91] 1.8906 -0.0467 0.7026 -1.5047 2.2133 0.7177 2.6949 -3.2384 -2.3145
## [100] -1.1137 0.9093 -2.7675 -1.0152 -0.1248 -1.3546 -0.4036 1.5142 -3.7297
## [109] -5.2032 -8.1338 5.5428 -1.5934 -0.4276 1.0805 3.6709 -3.6495 2.5001
##
## $X107
## [1] 0.8402 0.4835 0.3613 2.0218 0.5927 0.8375 0.6755 0.6255 1.4790
## [10] 0.9068 0.7259 1.1918 0.2165 0.2532 1.4893 1.9857 1.2126 2.0008
## [19] 0.5259 0.6090 0.2067 0.2136 0.8698 2.3456 0.8510 0.3751 0.1015
## [28] 1.1977 3.1949 1.6423 0.4575 2.0438 -0.8862 0.0746 0.0734 1.7530
## [37] 2.5009 -0.1929 0.3949 -0.7032 -0.0948 1.2484 1.2206 1.0511 1.3474
## [46] 0.3153 -0.3333 -0.7095 -0.2417 1.3350 0.1073 1.4217 0.1535 -0.0396
## [55] -0.7565 -0.5878 1.3766 1.1350 1.6872 0.3592 1.0491 0.5865 1.0510
## [64] 0.0389 -0.5088 1.2931 1.2641 -0.2217 -0.0317 0.7972 1.8806 0.8506
## [73] 1.4844 1.6065 0.7789 0.9213 1.9677 1.9443 2.3197 1.4772 1.0568
## [82] 0.2562 0.4806 4.4021 2.0540 2.5779 2.8000 2.6417 3.6551 0.0197
## [91] -0.3906 1.4362 0.9961 1.1173 2.7684 2.6442 2.2431 0.7958 2.6197
## [100] 1.0858 1.8006 1.7062 1.0414 0.5042 2.4876 1.1636 1.8710 0.9657
## [109] 3.3422 2.5889 2.6572 2.7047 2.9384 0.8755 1.5534 3.5095 1.1454
##
## $X108
## [1] 2.88574 3.73164 5.50000 5.96668 4.39000 4.18500 7.02600 4.98166
## [9] 5.65168 2.59000 5.25332 6.64000 7.85266 8.99000 NA NA
## [17] 1.99000 4.58500 6.36832 4.29168 2.74168 5.85834 1.83400 0.12400
## [25] 3.56832 3.79334 3.79334 6.30668 4.05000 4.34000 4.86400 4.03166
## [33] 7.20500 5.85000 7.35834 NA 12.61500 2.70500 16.37166 8.02832
## [41] 6.72666 7.49002 2.17000 7.36000 3.57058 1.20000 8.12834 5.66502
## [49] 4.00834 4.89834 5.18166 6.41000 9.45000 10.60500 9.39500 4.78832
## [57] 10.88000 3.71190 8.64000 8.66660 6.78000 7.94034 5.65058 20.09500
## [65] 12.17000 5.91440 10.04000 19.63498 19.73474 8.60000 22.97200 2.39000
## [73] 11.98538 5.68000 12.28200 6.12000 3.09600 18.79500 NA 27.83500
## [81] 4.34400 18.31000 10.37106 3.88740 10.29600 10.44000 11.47022 NA
## [89] NA 3.96900 9.08000 5.60750 12.63962 15.62500 2.30000 NA
## [97] NA 24.18400 20.67980 3.19884 8.82000 6.75498 4.83008 5.83200
## [105] 13.20000 13.24000 6.26000 9.55000 8.88600 NA NA 19.60200
## [113] NA 4.54542 NA 6.10400 5.74000
##
## $X109
## [1] 3.1728 4.8177 5.4000 6.8000 4.6000 4.2000 8.6000 5.6146 5.4478
## [10] 3.0000 6.0000 7.4503 7.8000 9.3242 NA NA 2.4000 4.8000
## [19] 6.0000 5.5665 3.4000 6.4000 2.4500 0.1200 6.5000 4.0000 3.7000
## [28] 6.5000 4.3000 4.5000 4.9000 7.8000 9.0000 5.0000 7.0000 NA
## [37] NA 2.7383 16.1639 8.1000 6.2000 10.0000 3.0000 9.7000 4.0000
## [46] 2.0000 7.1000 5.3000 4.4000 5.1000 5.4000 8.5000 7.8000 10.8839
## [55] 7.5000 5.0000 13.0000 4.0000 12.0000 10.3000 7.5000 7.3000 7.0000
## [64] 16.3000 9.7000 5.5000 11.5000 18.3000 20.0000 8.0000 23.0000 2.5000
## [73] 13.2000 6.0000 13.9500 5.7000 4.0000 22.0000 NA 33.7000 5.0000
## [82] 18.5000 8.5000 4.0000 7.0000 12.0000 11.4537 NA NA 4.5000
## [91] 9.5000 8.5000 15.0000 17.0000 2.3000 NA NA 24.6500 22.0000
## [100] 4.5000 7.3000 7.2000 4.5000 9.0000 13.5000 15.8000 6.5000 11.0500
## [109] 10.5000 NA 18.0000 19.0000 NA 5.0000 NA 6.5000 6.5000
##
## $X111
## [1] 94.761902 66.666664 83.809525 95.714287 75.714287 92.380951 86.666664
## [8] 57.619049 88.571426 97.619049 82.857140 85.238098 79.047623 58.571430
## [15] 69.523811 54.285713 93.809525 97.142860 61.904762 63.809525 80.476189
## [22] 68.095238 69.523811 70.000000 36.666668 61.428570 70.476189 82.380951
## [29] 89.047623 19.047619 38.095238 99.523811 75.238098 73.809525 72.380951
## [36] 69.523811 29.523809 85.714287 59.047619 60.000000 64.285713 54.761906
## [43] 98.571426 42.380951 50.952381 26.666666 90.952377 66.190475 71.428574
## [50] 45.714287 25.714285 16.666666 63.333332 60.952381 71.904762 65.238098
## [57] 15.714286 20.952381 58.095238 86.190475 21.428572 78.571426 21.904762
## [64] 46.666668 45.238094 47.142857 32.380951 57.142857 29.047619 95.238098
## [71] 65.714287 53.809525 10.000000 36.190475 24.761906 48.571430 25.238094
## [78] 33.333332 67.142860 40.000000 15.238095 27.619047 59.523811 22.380953
## [85] 12.857142 14.285714 12.380953 52.380951 22.857143 56.666668 8.571428
## [92] 23.333334 60.476189 17.142857 34.285713 8.095238 50.476189 33.809525
## [99] 5.238095 69.047623 68.571426 40.952381 13.333333 42.857143 1.904762
## [106] 78.095238 3.333333 43.333332 35.238094 16.190475 10.952381 41.428570
## [113] 20.000000 39.523811 64.761902 48.095238 28.095238
##
## $X112
## [1] 99.519234 93.269234 99.038460 95.673080 96.634613 97.596153
## [7] 97.115387 91.346153 92.788460 100.000000 91.826920 95.192307
## [13] 98.557693 89.423080 88.942307 52.884617 85.096153 94.230766
## [19] 80.769234 90.384613 78.365387 85.576920 88.942307 75.000000
## [25] 96.153847 88.461540 90.865387 86.538460 77.403847 87.500000
## [31] 71.634613 92.307693 81.250000 82.211540 74.038460 88.942307
## [37] 64.423080 93.750000 79.807693 83.653847 73.076920 81.730766
## [43] 98.076920 49.519230 79.326920 65.865387 84.134613 65.384613
## [49] 70.192307 57.692307 58.173077 54.807693 78.846153 69.230766
## [55] 67.307693 40.384617 55.769230 45.673077 55.288460 74.519234
## [61] 59.615383 69.230766 46.153847 52.403847 53.365383 33.173077
## [67] 47.596153 66.826920 76.923080 80.288460 56.250000 53.846153
## [73] 54.326923 34.134617 43.750000 38.942307 26.442308 56.730770
## [79] 62.500000 66.346153 23.557692 50.000000 70.673080 63.942307
## [85] 36.538460 35.096153 38.461540 60.576923 31.250000 44.230770
## [91] 39.903847 24.519230 67.788460 48.557693 36.057693 19.230770
## [97] 41.826923 18.269230 13.461538 71.153847 42.307693 37.019230
## [103] 21.634615 35.576923 9.615385 63.461540 25.961538 49.038460
## [109] 12.980769 8.173077 28.365385 16.346153 18.750000 48.076923
## [115] 20.673077 42.788460 60.096153
##
## $X113
## [1] 99.038460 92.307693 98.076920 95.673080 96.153847 99.519234
## [7] 98.557693 89.903847 93.269234 96.634613 97.115387 94.711540
## [13] 100.000000 89.423080 77.884613 61.057693 79.326920 97.596153
## [19] 88.461540 91.346153 81.730766 87.019234 77.884613 75.480766
## [25] 91.826920 86.057693 85.096153 88.942307 79.807693 82.211540
## [31] 45.192307 95.192307 81.250000 84.134613 71.153847 77.884613
## [37] 58.653847 90.384613 80.288460 80.769234 66.346153 82.692307
## [43] 90.865387 33.173077 73.076920 57.692307 84.615387 54.807693
## [49] 68.269234 36.057693 25.000000 34.134617 76.442307 61.538460
## [55] 64.903847 64.423080 38.461540 27.403847 50.480770 74.519234
## [61] 52.403847 61.538460 30.288462 46.153847 50.000000 31.250000
## [67] 48.557693 60.576923 62.019230 86.538460 62.500000 53.365383
## [73] 44.711540 14.423077 47.596153 41.826923 13.942307 58.173077
## [79] 70.673080 50.961540 27.884615 49.038460 44.230770 68.750000
## [85] 37.980770 30.769230 35.576923 56.250000 43.750000 21.634615
## [91] 25.480770 11.057693 70.192307 55.769230 26.923077 11.538462
## [97] 55.288460 40.384617 18.750000 59.134617 45.673077 29.807692
## [103] 9.615385 23.557692 3.846154 69.711540 26.442308 37.019230
## [109] 13.461538 10.096154 34.615383 24.519230 14.903846 53.846153
## [115] 17.307692 39.423077 42.307693
##
## $X114
## [1] 96.153847 95.192307 97.596153 98.076920 96.634613 97.115387
## [7] 98.557693 84.615387 94.230766 99.519234 90.865387 93.269234
## [13] 99.038460 88.942307 83.653847 50.961540 75.000000 100.000000
## [19] 91.346153 93.750000 68.750000 90.384613 83.653847 79.326920
## [25] 92.307693 76.923080 82.692307 89.423080 61.538460 78.846153
## [31] 43.269230 92.788460 74.519234 80.288460 64.423080 83.653847
## [37] 62.980770 89.903847 73.557693 68.269234 71.153847 83.173080
## [43] 87.500000 36.538460 62.500000 39.423077 77.403847 50.480770
## [49] 57.692307 43.750000 21.634615 31.250000 71.634613 62.019230
## [55] 60.096153 51.442307 48.076923 22.596153 30.769230 87.980766
## [61] 47.596153 62.019230 19.711538 38.942307 37.019230 22.115385
## [67] 45.673077 56.250000 74.038460 85.096153 65.865387 34.134617
## [73] 44.711540 14.423077 42.307693 25.000000 18.750000 60.576923
## [79] 67.307693 59.615383 16.346153 50.000000 54.326923 56.730770
## [85] 27.884615 33.653847 24.519230 70.673080 11.538462 53.846153
## [91] 26.442308 25.961538 75.961540 52.884617 42.788460 11.057693
## [97] 52.403847 55.769230 12.980769 81.250000 37.500000 34.615383
## [103] 12.500000 32.692307 8.653846 79.807693 21.153847 53.365383
## [109] 13.942307 6.250000 39.903847 17.788462 23.557692 44.230770
## [115] 13.461538 46.153847 37.980770
##
## $X115
## [1] 94.711540 96.153847 92.307693 95.192307 98.076920 97.115387
## [7] 96.634613 88.942307 98.557693 100.000000 91.346153 95.673080
## [13] 97.596153 90.865387 78.365387 57.692307 94.230766 99.038460
## [19] 87.500000 93.750000 86.538460 92.788460 78.365387 74.038460
## [25] 99.519234 82.211540 90.384613 93.269234 77.403847 87.019234
## [31] 42.788460 89.903847 83.173080 80.288460 79.807693 78.365387
## [37] 51.923077 88.461540 81.730766 83.653847 81.250000 84.134613
## [43] 86.057693 71.634613 73.557693 60.576923 77.884613 71.153847
## [49] 72.596153 61.057693 36.057693 55.288460 80.769234 76.923080
## [55] 72.115387 67.307693 66.346153 59.615383 64.903847 70.192307
## [61] 48.557693 76.923080 43.750000 69.711540 60.096153 46.634617
## [67] 46.153847 70.673080 82.692307 75.961540 50.961540 41.826923
## [73] 54.807693 12.980769 48.076923 52.403847 44.230770 57.211540
## [79] 64.423080 61.538460 15.384615 63.461540 62.019230 67.788460
## [85] 18.750000 43.269230 41.346153 58.173077 37.980770 32.211540
## [91] 42.307693 12.500000 68.750000 35.576923 37.500000 19.230770
## [97] 50.480770 33.173077 17.788462 49.038460 53.846153 19.711538
## [103] 25.000000 56.250000 9.615385 44.711540 27.403847 33.653847
## [109] 16.346153 8.173077 16.826923 14.423077 23.076923 47.596153
## [115] 23.557692 34.615383 51.442307
##
## $X116
## [1] 97.044334 95.073891 98.522171 96.551727 97.536949 100.000000
## [7] 99.507393 78.817734 93.103447 39.408867 93.596062 96.059113
## [13] 99.014778 87.684731 17.733990 29.064039 35.960590 98.029556
## [19] 95.566505 90.640396 77.832512 88.669952 17.733990 13.793103
## [25] 54.187191 72.906403 80.295563 94.581284 84.236450 70.443352
## [31] 6.403941 94.088669 81.773399 80.788177 75.369461 17.733990
## [37] 5.911330 78.325127 82.758621 74.384239 70.935959 81.280785
## [43] 87.192116 57.142857 43.349754 24.137932 89.162560 60.591133
## [49] 54.679802 14.778325 18.226601 47.290642 82.266006 79.802956
## [55] 64.039406 61.576355 55.172413 45.320198 66.995071 89.655174
## [61] 57.635468 88.177338 7.389163 44.827587 45.812809 49.753696
## [67] 29.556650 77.339905 53.201969 92.610840 64.532021 11.822660
## [73] 24.630543 6.896552 58.620689 53.694580 35.467979 28.571428
## [79] 17.241379 69.458130 27.093596 47.783253 68.472908 9.852217
## [85] 8.374384 37.438423 36.453201 18.719212 30.049261 11.330050
## [91] 48.275864 42.364532 85.714287 56.650246 50.246304 16.256157
## [97] 65.517242 46.798031 34.975368 58.128078 59.113300 48.768475
## [103] 19.211823 51.724136 22.660099 79.310349 23.152710 66.502464
## [109] 25.615763 14.285714 19.704433 20.689655 31.527094 43.842365
## [115] 3.940887 33.990147 52.709358
##
## $X117
## [1] 98.9 97.3 95.2 87.7 95.7 100.0 96.8 91.4 95.7 94.1 90.9 92.0
## [13] 94.1 86.7 84.0 65.9 NA 92.5 92.5 93.6 86.1 84.5 84.0 76.5
## [25] 97.8 87.7 NA 98.9 85.6 89.3 55.3 97.8 82.4 88.8 79.7 84.0
## [37] 78.7 89.3 87.2 80.8 81.9 77.1 81.3 57.9 67.0 57.9 80.3 70.7
## [49] 78.7 73.4 72.8 42.5 82.9 84.5 77.1 74.4 56.3 59.5 70.2 71.2
## [61] 30.8 NA 53.1 56.9 65.9 45.7 36.1 83.5 68.0 NA 31.3 37.7
## [73] 71.8 44.1 55.8 53.1 32.9 46.2 68.6 39.8 29.7 57.4 46.8 78.1
## [85] 38.8 14.3 24.4 15.4 15.9 72.3 59.5 42.5 67.0 49.4 16.4 19.1
## [97] 26.5 12.7 14.8 64.3 47.8 54.2 32.4 34.5 35.1 33.5 18.6 76.0
## [109] 21.8 21.2 8.5 37.2 4.2 62.2 27.6 49.4 42.5
##
## $X118
## [1] 81.5 88.9 98.5 62.5 78.4 95.8 95.3 97.4 93.2 99.5 86.3 88.4
## [13] 90.0 83.1 92.1 56.7 NA 100.0 76.2 96.3 78.9 91.1 92.1 59.8
## [25] 99.0 97.9 92.6 87.9 54.0 82.1 83.6 86.8 94.8 81.0 76.8 92.1
## [37] 67.2 84.7 84.2 90.5 79.4 69.4 NA 60.4 94.2 89.5 79.9 68.3
## [49] 73.1 87.4 85.2 50.3 72.0 69.9 73.6 71.5 65.1 68.8 55.1 47.1
## [61] 67.8 51.9 85.8 91.6 77.3 34.4 72.5 58.8 96.9 NA 45.6 63.5
## [73] 82.6 64.1 35.0 39.7 49.8 60.9 64.6 56.1 11.7 75.7 63.0 77.8
## [85] 40.3 42.4 70.9 80.5 39.2 74.7 66.7 21.2 61.4 59.3 21.7 12.2
## [97] 38.1 36.0 31.3 47.7 57.7 32.3 25.4 52.4 9.6 28.1 43.4 33.9
## [109] 6.9 5.3 16.5 11.2 27.6 48.2 19.1 22.8 62.0country_code <- read_excel("D:/DATA AKMAL/IPB/Semester 4/Analisis Eksplorasi Data/Pertemuan 2/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 Europecolnames(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 AfricaSetelah kedua dataset berhasil diimpor, kami lakukan proses penggabungan data menggunakan function merge() dengan menjadikan variabel Country sebagai variabel kunci.
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 coercionstr(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
## 75 2.01104 -8.309 4.02524 3.3965 22.74344 19.3066 23.05224 23.4098
## 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 56.1Eksplorasi Data
1. HDI Global
Eksplorasi data pertama yang kami lakukan ialah menampilkan sebaran data indeks HDI global dalam bentuk histogram menggunakan fungsi hist() sebagai berikut.
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 39.8str(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)
Selanjutnya, sebaran data dalam histogram di atas kami sandingkan dengan sebaran teoretik normal. Penyandingan ini kami lakukan guna mendeteksi ada atau tidaknya ketimpangan kesejahteraan negara-negara di dunia dalam indeks HDI dengan memanfaatkan sifat sebaran normal yang simetris.
plotNormalHistogram(IPM, breaks = 15, linecol = "red",
xlab = "Human Development Index",
main = "Histogram of World's Human Development")
Berdasarkan grafik di atas, dapat diamati banyaknya frekuensi negara dengan nilai indeks HDI 60 - 80 serta memiliki rata-rata di kisaran nilai 60. Hal ini mengindikasikan adanya tren kemajuan di kalangan negara global dibuktikan dengan banyaknya negara yang masuk kategori tinggi secara HDI.
2. QQ-Plot HDI Global
Eksplorasi selanjutnya yang kami lakukan adalah menguji sebaran data dengan sebaran normal secara visual melalui tabel quantile-quantile plot menggunakan fungsi qqPlot() sebagai berikut.
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")
## [1] 77 37Secara visual, dapat diamati hampir seluruh sebaran data HDI global berada di dalam selang kepercayaan 95% sebaran normal. Hal ini mengindikasikan bahwa sebaran data HDI global mengikuti tren sebaran normal.
3. Uji Anderson-Darling
Setelah menguji sebaran secara subjektif melalui visual yang ditampilkan qqPlot(), kita perlu menguji kebenaran sebaran secara objektif melalui uji teoretik, salah satunya uji Anderson-Darling menggunakan fungsi ad.test() sebagai berikut.
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 0.2723Berdasarkan hasil analisis uji Anderson-Darling, didapat nilai p-value yang lebih besar dari taraf nyata 5% (0.05). Implikasi dari nilai p-value tersebut ialah taktolak H0 sehingga kesimpulan yang kami ambil adalah dalam taraf nyata 5%, sebaran data HDI global mengikuti sebaran normal.
Oleh karena sebaran data HDI global yang mengikuti sebaran normal, dapat ditarik kesimpulan bahwa frekuensi negara terkategori rendah dan tinggi berdasarkan HDI relatif seimbang sehingga tidak terjadi ketimpangan yang signifikan.
4. HDI per Benua
Langkah selanjutnya yang kami lakukan adalah mengeksplorasi data sebaran nilai HDI per benua. Hal ini kami lakukan untuk mengetahui ada atau tidaknya ketimpangan yang terjadi antarbenua.
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 94.10000gabung %>%
group_by(Continent) %>%
ggplot(aes(x=X117)) +
geom_histogram(binwidth=8.5, colour="black", fill="white",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 ~ .) +
geom_vline(data=bgabung, aes(xintercept=HDI.mean),
linetype="dashed", size=1, colour="red")
Meskipun sebelumnya sudah terindikasi bahwa nilai HDI global tersebar secara normal, tetapi perbedaan cukup jauh dapat diamati pada tingkat benua. Benua Eropa dan Oseania relatif berada pada tingkat HDI tinggi, Asia dan Amerika pada tingkat menengah, sementara Afrika pada tingkat rendah.
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).
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).
Setelah diamati melalui plot densitas, terlihat bahwa benua Eropa dan Afrika sangat berbeda drastis. Sementara itu, dapat diamati adanya dua puncak pada plot benua Asia. Hal ini dapat mengindikasikan adanya dua subpopulasi dengan karakteristik yang berbeda pada benua Asia.
gabung %>%
group_by(Continent) %>%
ggplot(aes(x=Continent, y=X117, fill=Continent)) +
geom_boxplot() +
guides(fill=FALSE) +
scale_fill_brewer(palette="Greens") + 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).
Berdasarkan visualisasi boxplot di atas, dapat diamati perbedaan panjang ekor dan luas kotak boxplot. Luas kotak yang besar dan ekor yang panjang pada benua Asia mengindikasikan adanya keheterogenan tingkat kemajuan negara pada benua tersebut.
Sementara itu, teramati adanya luas kotak boxplot yang kecil pada benua Eropa. Hal ini bermakna negara-negara di Eropa cenderung homogen pada tingkat kemajuan negara berdasarkan HDI. Meskipun demikian, ada satu data pencilan pada benua tersebut, yaitu negara Makedonia Utara yang memiliki nilai HDI sebesar 56.9, jauh di bawah rata-rata benua. Hal ini mungkin terjadi disebabkan negara tersebut merupakan negara yang relatif muda sehingga kemajuannya belum sepesat negara-negara lainnya.
Kesimpulan
Setelah melakukan eksplorasi dan analisis data, didapati fakta bahwa secara global sebaran nilai HDI mengikuti sebaran normal. Meskipun demikian, dapat diamati adanya ketimpangan yang cukup besar dalam tingkat benua, salah satu yang paling mencolok adalah antara benua Eropa dan Afrika.