Abstract
COVID-19 pandemic negatively affected healthcare in countries all over the world. When making support decisions related to reducing the pandemic's effects, government agencies should monitor various issues such as cumulative total cases, deaths, newly recorded case numbers, and their interactive effects on public health. The recovery policies used in the countries depend on the sufficient analysis of COVID-19 case-related daily data. The helpful big data sets are provided by the World Health Organization (WHO) day by day. In this paper, instead of using unique performance criteria, an overall performance score is calculated for a selected country in the world using the fuzzy TOPSIS method. We use various attributes to determine which countries are most negatively impacted by the COVID-19 pandemic. We illustrate the applicability of the developed decision support framework in this paper. The fuzzy TOPSIS approach developed in this paper has many primary benefits. For example, we can determine the level of influence of the COVID-19 pandemic for an individual country. Another advantage of the fuzzy TOPSIS approach is that it allows for the comparison of the local, rather than ignoring the population effect, country-wide impact of the COVID-19 pandemic with that of other countries. In the modeling stage, we incorporate the Value at Risk (VaR) integrated IF–Then rules to convert the cognitive evaluation of the criteria weights by the decision maker to the corresponding fuzzy numbers.
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Appendix
Appendix
K1: Cumulative total cases | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Date | Germany | USA | Argentina | Brazil | India | UK | Spain | Italy | Colombia | Russia | Turkey |
02.03.2020 | 129 | 62 | 0 | 2 | 3 | 36 | 45 | 1689 | 0 | 2 | 0 |
03.03.2020 | 157 | 64 | 0 | 2 | 5 | 39 | 114 | 2036 | 0 | 3 | 0 |
04.03.2020 | 196 | 108 | 1 | 2 | 6 | 51 | 151 | 2502 | 0 | 3 | 0 |
05.03.2020 | 262 | 129 | 1 | 3 | 29 | 89 | 198 | 3089 | 0 | 3 | 0 |
06.03.2020 | 534 | 148 | 1 | 7 | 30 | 118 | 257 | 3858 | 0 | 4 | 0 |
07.03.2020 | 639 | 213 | 2 | 13 | 31 | 167 | 374 | 4636 | 1 | 7 | 0 |
08.03.2020 | 795 | 213 | 9 | 19 | 34 | 210 | 430 | 5883 | 1 | 7 | 0 |
09.03.2020 | 1112 | 213 | 12 | 25 | 43 | 277 | 589 | 7375 | 1 | 7 | 0 |
10.03.2020 | 1139 | 472 | 12 | 25 | 44 | 323 | 1024 | 9172 | 3 | 7 | 0 |
11.03.2020 | 1296 | 696 | 17 | 34 | 60 | 373 | 1639 | 10,149 | 3 | 7 | 0 |
12.03.2020 | 1567 | 987 | 19 | 52 | 73 | 460 | 2140 | 12,462 | 9 | 20 | 1 |
13.03.2020 | 2369 | 1264 | 31 | 77 | 74 | 594 | 2965 | 15,113 | 9 | 34 | 1 |
14.03.2020 | 3062 | 1678 | 34 | 98 | 82 | 802 | 4231 | 17,660 | 16 | 34 | 5 |
15.03.2020 | 3795 | 1678 | 45 | 121 | 107 | 1144 | 5753 | 21,157 | 24 | 34 | 5 |
16.03.2020 | 4838 | 1678 | 56 | 200 | 114 | 1395 | 7753 | 24,747 | 24 | 63 | 5 |
17.03.2020 | 6012 | 3503 | 65 | 234 | 137 | 1547 | 9191 | 27,980 | 45 | 93 | 47 |
18.03.2020 | 7156 | 3536 | 65 | 234 | 137 | 1954 | 11,178 | 31,506 | 45 | 93 | 47 |
19.03.2020 | 8198 | 7087 | 79 | 291 | 151 | 2630 | 13,716 | 35,713 | 93 | 147 | 191 |
20.03.2020 | 10,999 | 10,442 | 97 | 428 | 195 | 3277 | 17,147 | 41,035 | 108 | 199 | 191 |
21.03.2020 | 18,323 | 15,219 | 128 | 621 | 195 | 3983 | 19,980 | 47,021 | 145 | 253 | 670 |
22.03.2020 | 21,463 | 15,219 | 158 | 904 | 283 | 5018 | 24,926 | 53,578 | 196 | 306 | 947 |
23.03.2020 | 24,774 | 31,573 | 225 | 904 | 415 | 5687 | 28,572 | 59,138 | 196 | 438 | 1236 |
24.03.2020 | 29,212 | 42,164 | 266 | 1546 | 434 | 6654 | 33,089 | 63,927 | 277 | 438 | 1529 |
25.03.2020 | 31,554 | 51,914 | 301 | 2201 | 562 | 8081 | 39,673 | 69,176 | 306 | 658 | 1872 |
26.03.2020 | 36,508 | 63,570 | 387 | 2433 | 649 | 9533 | 47,610 | 74,386 | 470 | 840 | 2433 |
27.03.2020 | 42,288 | 68,334 | 502 | 2433 | 724 | 11,662 | 56,188 | 80,539 | 470 | 1036 | 3629 |
28.03.2020 | 48,582 | 85,228 | 589 | 2915 | 724 | 14,547 | 64,059 | 86,498 | 491 | 1264 | 5698 |
29.03.2020 | 52,547 | 103,321 | 690 | 3417 | 979 | 17,093 | 72,248 | 92,472 | 539 | 1534 | 7402 |
30.03.2020 | 57,298 | 122,653 | 745 | 3904 | 1071 | 19,526 | 78,797 | 97,689 | 608 | 1534 | 9271 |
31.03.2020 | 61,913 | 140,640 | 820 | 4256 | 1071 | 22,145 | 85,195 | 101,739 | 702 | 1837 | 10,827 |
01.04.2020 | 67,366 | 163,199 | 966 | 4579 | 1636 | 25,154 | 94,417 | 105,792 | 798 | 2337 | 13,531 |
02.04.2020 | 73,522 | 187,302 | 1054 | 5717 | 1636 | 29,478 | 102,136 | 110,574 | 906 | 2777 | 15,679 |
03.04.2020 | 79,696 | 213,600 | 1133 | 6836 | 1965 | 33,722 | 110,238 | 115,242 | 1065 | 3548 | 18,135 |
04.04.2020 | 85,778 | 241,703 | 1265 | 7910 | 2301 | 38,172 | 117,710 | 119,827 | 1161 | 4149 | 20,921 |
05.04.2020 | 91,714 | 273,808 | 1353 | 9056 | 3374 | 41,907 | 124,736 | 124,632 | 1267 | 4731 | 23,934 |
06.04.2020 | 95,391 | 307,318 | 1451 | 10,278 | 4067 | 47,810 | 130,759 | 128,948 | 1406 | 5389 | 27,069 |
07.04.2020 | 99,225 | 333,811 | 1554 | 11,130 | 4067 | 51,612 | 135,032 | 132,547 | 1485 | 6343 | 30,217 |
08.04.2020 | 103,228 | 363,321 | 1628 | 12,056 | 5194 | 55,246 | 140,510 | 135,586 | 1579 | 7497 | 34,109 |
09.04.2020 | 108,202 | 395,030 | 1715 | 13,717 | 5734 | 60,737 | 146,690 | 139,422 | 1780 | 10,131 | 38,226 |
10.04.2020 | 113,525 | 425,889 | 1795 | 15,927 | 6412 | 65,081 | 152,446 | 143,626 | 2054 | 11,917 | 42,282 |
11.04.2020 | 117,658 | 461,275 | 1929 | 17,857 | 7447 | 70,276 | 157,022 | 147,577 | 2223 | 13,584 | 47,029 |
12.04.2020 | 120,479 | 492,881 | 1975 | 19,638 | 8356 | 78,995 | 161,852 | 152,271 | 2473 | 15,770 | 52,167 |
13.04.2020 | 123,016 | 524,514 | 1975 | 20,727 | 9152 | 84,283 | 166,019 | 156,363 | 2709 | 18,328 | 56,956 |
14.04.2020 | 125,098 | 553,822 | 2252 | 22,169 | 10,363 | 88,625 | 169,496 | 159,516 | 2776 | 21,102 | 61,049 |
15.04.2020 | 127,584 | 578,268 | 2336 | 23,430 | 11,439 | 93,877 | 172,541 | 162,488 | 2852 | 24,490 | 65,111 |
16.04.2020 | 130,450 | 604,070 | 2477 | 25,262 | 12,380 | 98,480 | 177,633 | 165,155 | 2979 | 27,938 | 69,392 |
17.04.2020 | 133,830 | 632,781 | 2598 | 28,320 | 13,387 | 103,097 | 182,816 | 168,941 | 3105 | 32,008 | 74,193 |
18.04.2020 | 137,439 | 665,330 | 2694 | 30,425 | 14,378 | 108,696 | 188,068 | 172,434 | 3233 | 36,793 | 78,546 |
19.04.2020 | 139,897 | 695,353 | 2784 | 33,682 | 15,712 | 114,221 | 191,726 | 175,925 | 3439 | 42,853 | 82,329 |
20.04.2020 | 141,672 | 723,605 | 2839 | 36,599 | 17,265 | 120,071 | 195,944 | 178,972 | 3621 | 42,853 | 86,306 |
21.04.2020 | 143,457 | 751,273 | 2960 | 38,654 | 18,601 | 124,747 | 200,210 | 181,228 | 3792 | 52,763 | 90,980 |
22.04.2020 | 145,694 | 776,907 | 3073 | 40,581 | 19,984 | 129,048 | 204,178 | 183,957 | 3977 | 57,999 | 95,591 |
23.04.2020 | 148,046 | 800,926 | 3197 | 43,079 | 21,393 | 133,499 | 208,389 | 187,327 | 4149 | 62,773 | 98,674 |
24.04.2020 | 150,383 | 830,053 | 3340 | 45,757 | 23,077 | 138,082 | 213,024 | 189,973 | 4356 | 68,622 | 101,790 |
25.04.2020 | 152,438 | 860,772 | 3479 | 49,492 | 24,506 | 143,468 | 219,764 | 192,994 | 4561 | 68,622 | 104,912 |
26.04.2020 | 154,175 | 899,281 | 3701 | 52,995 | 26,496 | 148,381 | 219,764 | 195,351 | 4881 | 74,588 | 107,773 |
27.04.2020 | 155,193 | 931,698 | 3838 | 58,509 | 27,892 | 152,844 | 207,634 | 197,675 | 5142 | 87,147 | 110,130 |
28.04.2020 | 156,337 | 960,916 | 3892 | 61,888 | 29,435 | 157,153 | 209,465 | 199,414 | 5379 | 93,558 | 112,261 |
29.04.2020 | 157,641 | 983,457 | 4019 | 66,501 | 31,332 | 161,149 | 210,773 | 201,505 | 5597 | 99,399 | 114,653 |
30.04.2020 | 159,119 | 1,003,974 | 4201 | 71,886 | 33,050 | 165,225 | 212,917 | 203,591 | 5949 | 106,498 | 117,589 |
01.05.2020 | 159,119 | 1,035,353 | 4304 | 78,162 | 35,043 | 171,257 | 212,917 | 205,463 | 6211 | 114,431 | 120,204 |
02.05.2020 | 161,703 | 1,067,127 | 4476 | 85,380 | 37,336 | 177,458 | 215,216 | 207,428 | 6507 | 124,054 | 122,392 |
03.05.2020 | 162,496 | 1,093,880 | 4532 | 91,589 | 39,980 | 182,264 | 216,582 | 209,328 | 7006 | 134,687 | 124,375 |
04.05.2020 | 163,175 | 1,125,719 | 4681 | 96,559 | 42,533 | 186,603 | 217,466 | 210,717 | 7285 | 145,268 | 126,045 |
05.05.2020 | 163,860 | 1,154,985 | 4799 | 101,147 | 46,433 | 190,588 | 218,011 | 211,938 | 7668 | 155,370 | 127,659 |
06.05.2020 | 164,897 | 1,171,185 | 4922 | 107,780 | 49,391 | 194,994 | 219,329 | 213,013 | 7973 | 165,929 | 129,491 |
07.05.2020 | 166,091 | 1,193,452 | 5076 | 114,715 | 52,952 | 201,205 | 220,325 | 214,457 | 8613 | 177,160 | 131,744 |
08.05.2020 | 167,300 | 1,215,571 | 5305 | 125,218 | 56,342 | 206,719 | 221,447 | 215,858 | 8959 | 187,859 | 133,721 |
09.05.2020 | 168,551 | 1,245,874 | 5530 | 135,106 | 59,662 | 211,368 | 222,857 | 217,185 | 9456 | 198,676 | 135,569 |
10.05.2020 | 169,218 | 1,245,775 | 5680 | 145,328 | 62,939 | 215,264 | 223,578 | 218,268 | 10,051 | 209,688 | 137,115 |
11.05.2020 | 169,575 | 1,271,645 | 5924 | 155,939 | 67,152 | 219,187 | 224,390 | 219,070 | 10,495 | 221,344 | 138,657 |
12.05.2020 | 170,508 | 1,298,287 | 6034 | 162,699 | 70,756 | 223,064 | 227,436 | 219,814 | 11,063 | 232,243 | 139,771 |
13.05.2020 | 171,306 | 1,322,054 | 6278 | 168,331 | 74,281 | 226,467 | 228,030 | 221,216 | 11,613 | 242,271 | 141,475 |
14.05.2020 | 172,239 | 1,340,098 | 6563 | 177,589 | 78,003 | 229,709 | 228,691 | 222,104 | 12,272 | 252,245 | 143,114 |
15.05.2020 | 173,152 | 1,361,522 | 6973 | 188,974 | 81,970 | 233,155 | 229,540 | 223,096 | 12,930 | 262,843 | 144,749 |
16.05.2020 | 173,772 | 1,382,362 | 7134 | 202,918 | 85,940 | 236,715 | 230,183 | 223,885 | 13,610 | 272,043 | 146,457 |
17.05.2020 | 174,355 | 1,409,452 | 7479 | 218,223 | 90,927 | 240,165 | 230,698 | 224,760 | 14,216 | 281,752 | 148,067 |
18.05.2020 | 174,697 | 1,432,265 | 7805 | 233,142 | 96,169 | 243,699 | 231,350 | 225,435 | 14,939 | 290,678 | 149,435 |
19.05.2020 | 175,210 | 1,464,232 | 8068 | 241,080 | 101,139 | 246,410 | 231,606 | 225,886 | 15,574 | 299,941 | 150,593 |
20.05.2020 | 176,007 | 1,477,459 | 8371 | 254,220 | 106,750 | 248,822 | 232,037 | 226,699 | 16,295 | 308,705 | 151,615 |
21.05.2020 | 176,752 | 1,501,876 | 8809 | 271,628 | 112,359 | 248,297 | 232,555 | 227,364 | 16,935 | 317,554 | 152,587 |
22.05.2020 | 177,212 | 1,525,186 | 9283 | 291,579 | 118,447 | 250,912 | 233,037 | 228,006 | 17,687 | 326,448 | 153,548 |
23.05.2020 | 177,850 | 1,547,973 | 9931 | 310,087 | 125,101 | 254,199 | 234,824 | 228,658 | 18,330 | 335,882 | 154,500 |
24.05.2020 | 178,281 | 1,568,448 | 10,649 | 330,890 | 131,868 | 257,158 | 235,290 | 229,327 | 19,131 | 344,481 | 155,686 |
25.05.2020 | 178,570 | 1,592,599 | 11,353 | 347,398 | 138,845 | 259,563 | 235,772 | 229,858 | 20,177 | 353,427 | 156,827 |
26.05.2020 | 179,002 | 1,618,757 | 12,076 | 363,211 | 145,380 | 261,188 | 235,400 | 230,158 | 21,175 | 362,342 | 157,814 |
27.05.2020 | 179,364 | 1,634,010 | 12,628 | 374,898 | 151,767 | 265,231 | 236,631 | 230,555 | 21,981 | 370,680 | 158,762 |
28.05.2020 | 179,717 | 1,658,896 | 13,228 | 391,222 | 158,333 | 267,244 | 237,141 | 231,139 | 23,003 | 379,051 | 159,797 |
29.05.2020 | 180,458 | 1,675,258 | 13,933 | 411,821 | 165,799 | 269,131 | 238,278 | 231,732 | 24,104 | 387,623 | 160,979 |
30.05.2020 | 181,196 | 1,694,864 | 14,702 | 438,238 | 173,763 | 271,226 | 238,936 | 232,248 | 25,366 | 396,575 | 162,120 |
31.05.2020 | 181,482 | 1,716,078 | 14,702 | 465,166 | 182,143 | 272,830 | 239,600 | 232,664 | 26,688 | 405,843 | 163,103 |
01.06.2020 | 181,815 | 1,734,040 | 16,214 | 498,440 | 190,535 | 274,766 | 239,801 | 233,019 | 28,236 | 414,878 | 163,942 |
02.06.2020 | 182,028 | 1,783,638 | 16,851 | 514,849 | 198,706 | 276,336 | 240,010 | 233,197 | 29,383 | 423,741 | 164,769 |
03.06.2020 | 182,370 | 1,798,330 | 17,415 | 526,447 | 207,615 | 277,989 | 240,304 | 233,515 | 30,493 | 432,277 | 165,555 |
04.06.2020 | 182,764 | 1,823,220 | 18,319 | 555,383 | 216,919 | 279,860 | 240,326 | 233,836 | 31,833 | 441,108 | 166,422 |
05.06.2020 | 183,271 | 1,837,803 | 19,268 | 584,016 | 226,770 | 281,665 | 240,660 | 234,013 | 33,354 | 449,834 | 167,410 |
06.06.2020 | 183,678 | 1,857,872 | 20,197 | 614,941 | 236,657 | 283,315 | 240,978 | 234,531 | 35,120 | 458,689 | 168,340 |
07.06.2020 | 183,979 | 1,886,794 | 21,037 | 645,771 | 246,628 | 284,872 | 241,310 | 234,801 | 36,635 | 467,673 | 169,218 |
08.06.2020 | 184,193 | 1,915,712 | 22,020 | 672,846 | 256,611 | 286,198 | 241,550 | 234,998 | 38,027 | 476,658 | 170,132 |
09.06.2020 | 184,543 | 1,933,560 | 22,794 | 691,758 | 266,598 | 287,403 | 241,717 | 235,278 | 39,236 | 485,253 | 171,121 |
10.06.2020 | 184,861 | 1,951,096 | 23,620 | 707,412 | 276,583 | 289,144 | 241,966 | 235,561 | 40,719 | 493,657 | 172,114 |
11.06.2020 | 185,416 | 1,968,331 | 24,761 | 739,503 | 286,579 | 290,147 | 242,280 | 235,763 | 42,078 | 502,436 | 173,036 |
12.06.2020 | 185,674 | 1,988,646 | 25,987 | 772,416 | 297,535 | 291,413 | 242,707 | 236,142 | 43,682 | 511,423 | 174,023 |
13.06.2020 | 186,022 | 2,010,391 | 27,373 | 802,828 | 308,993 | 292,954 | 243,209 | 236,305 | 45,212 | 520,129 | 175,218 |
14.06.2020 | 186,269 | 2,032,524 | 28,764 | 828,810 | 320,922 | 294,379 | 243,605 | 236,651 | 46,858 | 528,964 | 176,677 |
15.06.2020 | 186,461 | 2,057,838 | 30,295 | 850,514 | 332,424 | 295,893 | 243,928 | 236,989 | 48,746 | 537,210 | 178,239 |
16.06.2020 | 186,839 | 2,079,592 | 31,577 | 867,624 | 343,091 | 296,861 | 244,109 | 237,290 | 50,939 | 545,458 | 179,831 |
17.06.2020 | 187,184 | 2,098,106 | 32,785 | 888,271 | 354,065 | 298,140 | 244,328 | 237,500 | 53,063 | 553,301 | 181,298 |
18.06.2020 | 187,764 | 2,126,027 | 34,159 | 923,189 | 366,946 | 299,255 | 244,683 | 237,828 | 54,931 | 561,091 | 182,727 |
19.06.2020 | 187,764 | 2,149,166 | 35,552 | 955,377 | 380,532 | 300,473 | 245,268 | 238,159 | 57,046 | 569,063 | 184,031 |
20.06.2020 | 189,135 | 2,172,212 | 37,510 | 978,142 | 395,048 | 301,819 | 245,575 | 238,011 | 60,217 | 576,952 | 185,245 |
21.06.2020 | 189,822 | 2,208,829 | 39,570 | 1,032,913 | 410,461 | 303,114 | 245,938 | 238,275 | 63,276 | 584,680 | 186,493 |
22.06.2020 | 190,359 | 2,241,178 | 41,204 | 1,067,579 | 425,282 | 304,335 | 246,272 | 238,499 | 65,633 | 592,280 | 187,685 |
23.06.2020 | 190,862 | 2,268,753 | 42,785 | 1,085,038 | 440,215 | 305,293 | 246,504 | 238,720 | 68,652 | 599,705 | 188,897 |
24.06.2020 | 191,449 | 2,295,272 | 44,931 | 1,106,470 | 456,183 | 306,214 | 246,752 | 238,833 | 71,183 | 606,881 | 190,165 |
25.06.2020 | 192,079 | 2,329,463 | 47,216 | 1,145,906 | 473,105 | 306,866 | 247,086 | 239,410 | 73,572 | 613,994 | 191,657 |
26.06.2020 | 192,556 | 2,367,064 | 49,851 | 1,188,631 | 490,401 | 307,984 | 247,486 | 239,706 | 77,113 | 620,794 | 193,115 |
27.06.2020 | 193,243 | 2,407,590 | 52,457 | 1,228,114 | 508,953 | 309,364 | 247,905 | 239,961 | 80,599 | 627,646 | 194,511 |
28.06.2020 | 193,499 | 2,452,048 | 55,343 | 1,274,974 | 528,859 | 310,254 | 248,469 | 240,136 | 84,442 | 634,437 | 195,883 |
29.06.2020 | 193,761 | 2,496,628 | 57,744 | 1,313,667 | 548,318 | 311,155 | 248,770 | 240,310 | 88,591 | 641,156 | 197,239 |
30.06.2020 | 194,259 | 2,537,636 | 59,933 | 1,344,143 | 566,840 | 311,969 | 248,970 | 240,436 | 91,769 | 647,849 | 198,613 |
01.07.2020 | 194,725 | 2,573,393 | 62,268 | 1,368,195 | 585,493 | 312,658 | 249,271 | 240,578 | 95,043 | 654,405 | 199,906 |
02.07.2020 | 194,725 | 2,616,949 | 64,530 | 1,402,041 | 604,641 | 313,487 | 249,659 | 240,760 | 97,846 | 661,165 | 201,098 |
03.07.2020 | 195,674 | 2,671,220 | 67,197 | 1,448,753 | 625,544 | 283,761 | 250,103 | 240,961 | 102,009 | 667,883 | 202,284 |
04.07.2020 | 196,096 | 2,724,433 | 69,941 | 1,496,858 | 648,315 | 284,280 | 250,545 | 241,184 | 106,110 | 674,515 | 203,456 |
05.07.2020 | 196,335 | 2,776,366 | 72,786 | 1,539,081 | 673,165 | 284,904 | 250,545 | 241,419 | 109,505 | 681,251 | 204,610 |
06.07.2020 | 196,554 | 2,833,552 | 75,376 | 1,577,004 | 697,413 | 285,420 | 250,545 | 241,611 | 113,389 | 687,862 | 205,758 |
07.07.2020 | 196,944 | 2,877,238 | 77,815 | 1,603,055 | 719,665 | 285,772 | 251,789 | 241,819 | 117,110 | 694,230 | 206,844 |
08.07.2020 | 197,341 | 2,923,432 | 80,447 | 1,623,284 | 742,417 | 286,353 | 252,130 | 241,956 | 120,281 | 700,792 | 207,897 |
09.07.2020 | 197,783 | 2,973,695 | 83,426 | 1,668,589 | 767,296 | 286,983 | 252,513 | 242,149 | 124,494 | 707,301 | 208,938 |
10.07.2020 | 198,178 | 3,038,325 | 87,030 | 1,713,160 | 793,802 | 287,625 | 253,056 | 242,363 | 128,638 | 713,936 | 209,962 |
11.07.2020 | 198,556 | 3,097,300 | 90,693 | 1,755,779 | 820,916 | 288,137 | 253,908 | 242,639 | 133,973 | 720,547 | 210,965 |
12.07.2020 | 198,804 | 3,163,581 | 94,060 | 1,800,827 | 849,553 | 288,957 | 253,908 | 242,827 | 140,776 | 727,162 | 211,981 |
13.07.2020 | 198,963 | 3,225,950 | 97,509 | 1,839,850 | 878,254 | 289,607 | 253,908 | 243,061 | 145,362 | 733,699 | 212,993 |
14.07.2020 | 198,963 | 3,286,063 | 100,166 | 1,864,681 | 906,752 | 290,137 | 255,953 | 243,230 | 150,445 | 739,947 | 214,001 |
15.07.2020 | 199,726 | 3,344,783 | 103,265 | 1,884,967 | 936,181 | 291,377 | 256,619 | 243,344 | 154,277 | 746,369 | 214,993 |
16.07.2020 | 200,260 | 3,405,494 | 106,910 | 1,926,824 | 968,876 | 291,915 | 257,494 | 243,506 | 159,898 | 752,797 | 215,940 |
17.07.2020 | 200,843 | 3,472,659 | 111,160 | 1,966,748 | 1,003,832 | 292,556 | 258,855 | 243,736 | 165,169 | 759,203 | 216,873 |
18.07.2020 | 201,372 | 3,544,143 | 114,783 | 2,012,151 | 1,038,716 | 293,243 | 260,255 | 243,967 | 173,206 | 765,437 | 217,799 |
19.07.2020 | 201,574 | 3,544,143 | 119,301 | 2,046,328 | 1,077,618 | 294,070 | 260,255 | 244,216 | 182,140 | 771,546 | 218,717 |
20.07.2020 | 201,823 | 3,685,460 | 122,524 | 2,074,860 | 1,118,043 | 294,796 | 260,255 | 244,434 | 190,700 | 777,486 | 219,641 |
21.07.2020 | 202,345 | 3,748,248 | 126,755 | 2,098,389 | 1,155,191 | 295,376 | 264,836 | 244,624 | 197,278 | 783,328 | 220,572 |
22.07.2020 | 202,799 | 3,805,524 | 130,774 | 2,118,646 | 1,192,915 | 295,821 | 266,194 | 244,752 | 204,005 | 789,190 | 221,500 |
23.07.2020 | 203,368 | 3,868,453 | 136,118 | 2,159,654 | 1,238,635 | 296,381 | 267,551 | 245,032 | 211,038 | 795,038 | 222,402 |
24.07.2020 | 204,183 | 3,938,094 | 141,900 | 2,227,514 | 1,287,945 | 297,150 | 270,166 | 245,338 | 218,428 | 800,849 | 223,315 |
25.07.2020 | 204,964 | 4,009,808 | 148,027 | 2,287,475 | 1,336,861 | 297,918 | 272,421 | 245,590 | 226,373 | 806,720 | 224,252 |
26.07.2020 | 205,269 | 4,009,808 | 153,520 | 2,343,366 | 1,385,522 | 298,685 | 272,421 | 245,864 | 233,541 | 812,485 | 225,173 |
27.07.2020 | 205,609 | 4,148,011 | 158,321 | 2,394,513 | 1,435,453 | 299,430 | 272,421 | 246,118 | 240,795 | 818,120 | 226,100 |
28.07.2020 | 206,242 | 4,209,509 | 162,526 | 2,419,091 | 1,483,156 | 300,115 | 278,782 | 246,286 | 248,976 | 823,515 | 227,019 |
29.07.2020 | 206,926 | 4,263,531 | 167,416 | 2,442,375 | 1,531,669 | 300,696 | 280,610 | 246,488 | 257,101 | 828,990 | 227,982 |
30.07.2020 | 206,926 | 4,323,160 | 173,355 | 2,483,191 | 1,583,792 | 301,459 | 282,641 | 246,776 | 267,385 | 834,499 | 228,924 |
31.07.2020 | 207,828 | 4,388,566 | 178,996 | 2,552,265 | 1,638,870 | 302,305 | 285,430 | 247,158 | 276,055 | 839,981 | 229,891 |
01.08.2020 | 209,653 | 4,456,389 | 185,373 | 2,610,102 | 1,695,988 | 303,185 | 288,522 | 247,537 | 286,020 | 845,443 | 230,873 |
02.08.2020 | 209,893 | 4,523,888 | 191,302 | 2,662,485 | 1,750,723 | 303,956 | 288,522 | 247,832 | 295,508 | 850,870 | 231,869 |
03.08.2020 | 210,402 | 4,582,276 | 196,543 | 2,707,877 | 1,803,695 | 304,699 | 288,522 | 248,070 | 306,181 | 856,264 | 232,856 |
04.08.2020 | 211,281 | 4,629,459 | 201,919 | 2,733,677 | 1,855,745 | 305,627 | 297,054 | 248,229 | 317,651 | 861,423 | 233,851 |
05.08.2020 | 212,022 | 4,678,610 | 206,743 | 2,750,318 | 1,908,254 | 306,297 | 302,814 | 248,419 | 327,850 | 866,627 | 234,934 |
06.08.2020 | 213,067 | 4,728,239 | 213,535 | 2,801,921 | 1,964,536 | 307,188 | 305,767 | 248,803 | 334,979 | 871,894 | 236,112 |
07.08.2020 | 214,214 | 4,781,612 | 220,682 | 2,859,073 | 2,027,074 | 308,138 | 309,855 | 249,204 | 345,714 | 877,135 | 237,265 |
08.08.2020 | 215,336 | 4,836,930 | 228,195 | 2,912,212 | 2,088,611 | 309,009 | 314,362 | 249,756 | 357,710 | 882,347 | 238,450 |
09.08.2020 | 215,891 | 4,897,958 | 235,677 | 2,962,442 | 2,153,010 | 309,767 | 314,362 | 250,103 | 367,196 | 887,536 | 239,622 |
10.08.2020 | 216,327 | 4,951,851 | 241,811 | 3,012,412 | 2,215,074 | 310,829 | 314,362 | 250,566 | 376,870 | 892,654 | 240,804 |
11.08.2020 | 217,293 | 4,999,815 | 246,499 | 3,035,422 | 2,268,675 | 311,645 | 314,362 | 250,825 | 387,481 | 897,599 | 241,997 |
12.08.2020 | 218,519 | 5,039,709 | 253,868 | 3,057,470 | 2,329,638 | 312,793 | 326,612 | 251,237 | 397,623 | 902,701 | 243,180 |
13.08.2020 | 219,964 | 5,094,500 | 260,911 | 3,109,630 | 2,396,637 | 313,802 | 329,784 | 251,713 | 410,453 | 907,758 | 244,392 |
14.08.2020 | 221,413 | 5,150,407 | 268,574 | 3,164,785 | 2,461,190 | 313,802 | 337,334 | 252,235 | 422,519 | 912,823 | 245,635 |
15.08.2020 | 222,828 | 5,203,206 | 276,072 | 3,224,876 | 2,526,192 | 316,371 | 342,813 | 252,809 | 433,805 | 917,884 | 246,861 |
16.08.2020 | 223,453 | 5,258,565 | 282,437 | 3,275,520 | 2,589,682 | 316,371 | 342,813 | 253,438 | 445,111 | 922,853 | 248,117 |
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Bilal, S., İç, Y.T. How COVID-19 pandemic influenced the countries? A value at risk based fuzzy TOPSIS approach using IF–THEN rules. J Ambient Intell Human Comput 15, 641–660 (2024). https://doi.org/10.1007/s12652-023-04720-8
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DOI: https://doi.org/10.1007/s12652-023-04720-8