Germany: Second Wave
George Robertson
November, 23, 2020
Cumulative Deaths
Germany cumulative deaths were steady until 5 weeks ago then surged upwards.
Daily Deaths
Daily deaths are plotted and then the smoothed daily deaths overlayed (all data used is provided at the end of this report).
Daily New Cases
Daily new cases are plotted and the smoothed daily new cases overlayed.
Large Surge in Cases
The large surge in Germany daily new cases is thought to mean there is a large increase in Covid 19, a “second wave”.
Correlation of Cases to Deaths Found
Daily new cases are scatter plotted against daily deaths.
Lagging Deaths to Cases
Death occurs after initial infection and is a lagging indicator. An increase in cases should lead in daily deaths. Daily deaths are lagged 18 days (the severity reports mean for the time required to die after becoming infected).
With daily deaths lagged 18 days, there is significant correlation between daily deaths lagged and daily new cases. This means cases are correctly depicting the disease in Germany.
## [1] 248
There is significant correlation between lagged daily new deaths and daily new cases.
Germany deaths are divided by the assumed Infection Fatality Rate (IFR) of 0.5%. This gives the cumulative infections as of 18 days prior to last. This cumulative infections is then divided by the population to give the percentage of Germany have had Covid 19.
Germany data is from WHO.
## date country dcases cases daid deaths pop daidsm dcasessm l18
## 60 2020-03-02 Germany 18 129 0 0 83000000 0.0 131 11
## 61 2020-03-03 Germany 28 157 0 0 83000000 0.0 121 16
## 62 2020-03-04 Germany 39 196 0 0 83000000 0.0 109 23
## 63 2020-03-05 Germany 66 262 0 0 83000000 0.0 102 21
## 64 2020-03-06 Germany 138 400 0 0 83000000 0.0 107 31
## 65 2020-03-07 Germany 284 684 0 0 83000000 0.0 131 37
## 66 2020-03-08 Germany 163 847 0 0 83000000 0.4 183 46
## 67 2020-03-09 Germany 55 902 0 0 83000000 0.4 254 53
## 68 2020-03-10 Germany 237 1139 2 2 83000000 0.6 320 61
## 69 2020-03-11 Germany 157 1296 0 2 83000000 1.0 399 77
## 70 2020-03-12 Germany 271 1567 1 3 83000000 1.0 488 96
## 71 2020-03-13 Germany 802 2369 2 5 83000000 1.2 582 109
## 72 2020-03-14 Germany 693 3062 0 5 83000000 2.0 680 126
## 73 2020-03-15 Germany 733 3795 3 8 83000000 2.0 1015 141
## 74 2020-03-16 Germany 1043 4838 4 12 83000000 1.6 1494 152
## 75 2020-03-17 Germany 1174 6012 1 13 83000000 1.6 1839 140
## 76 2020-03-18 Germany 1144 7156 0 13 83000000 7.0 2115 147
## 77 2020-03-19 Germany 1042 8198 0 13 83000000 6.6 2428 169
## 78 2020-03-20 Germany 5940 14138 30 43 83000000 10.8 2695 190
## 79 2020-03-21 Germany 4049 18187 2 45 83000000 16.2 2971 206
## 80 2020-03-22 Germany 3276 21463 22 67 83000000 22.6 3397 222
## 81 2020-03-23 Germany 3311 24774 27 94 83000000 21.2 3885 213
## 82 2020-03-24 Germany 4438 29212 32 126 83000000 30.6 4289 188
## 83 2020-03-25 Germany 2342 31554 23 149 83000000 37.2 4375 172
## 84 2020-03-26 Germany 4954 36508 49 198 83000000 46.2 4344 176
## 85 2020-03-27 Germany 5780 42288 55 253 83000000 52.6 4481 205
## 86 2020-03-28 Germany 6294 48582 72 325 83000000 61.2 4733 239
## 87 2020-03-29 Germany 3965 52547 64 389 83000000 77.0 4962 262
## 88 2020-03-30 Germany 4751 57298 66 455 83000000 95.8 5235 265
## 89 2020-03-31 Germany 4615 61913 128 583 83000000 109.4 5472 230
## 90 2020-04-01 Germany 5453 67366 149 732 83000000 125.6 5415 206
## 91 2020-04-02 Germany 6156 73522 140 872 83000000 140.6 5187 202
## 92 2020-04-03 Germany 6174 79696 145 1017 83000000 151.8 5066 197
## 93 2020-04-04 Germany 6082 85778 141 1158 83000000 140.4 5079 205
## 94 2020-04-05 Germany 5936 91714 184 1342 83000000 147.0 5126 219
## 95 2020-04-06 Germany 3677 95391 92 1434 83000000 168.8 5095 208
## 96 2020-04-07 Germany 3834 99225 173 1607 83000000 189.8 4862 174
## 97 2020-04-08 Germany 4003 103228 254 1861 83000000 206.2 4514 164
## 98 2020-04-09 Germany 4974 108202 246 2107 83000000 222.0 4132 159
## 99 2020-04-10 Germany 5323 113525 266 2373 83000000 213.2 3760 158
## 100 2020-04-11 Germany 4133 117658 171 2544 83000000 187.6 3546 168
## 101 2020-04-12 Germany 2821 120479 129 2673 83000000 172.4 3483 165
## 102 2020-04-13 Germany 2537 123016 126 2799 83000000 176.2 3441 147
## 103 2020-04-14 Germany 2082 125098 170 2969 83000000 205.0 3295 115
## 104 2020-04-15 Germany 2486 127584 285 3254 83000000 239.0 2992 109
## 105 2020-04-16 Germany 2866 130450 315 3569 83000000 262.2 2697 103
## 106 2020-04-17 Germany 3380 133830 299 3868 83000000 265.0 2551 109
## 107 2020-04-18 Germany 3609 137439 242 4110 83000000 230.0 2512 123
## 108 2020-04-19 Germany 2458 139897 184 4294 83000000 205.8 2516 135
## 109 2020-04-20 Germany 1775 141672 110 4404 83000000 202.2 2507 113
## 110 2020-04-21 Germany 1785 143457 194 4598 83000000 196.8 2429 84
## 111 2020-04-22 Germany 2237 145694 281 4879 83000000 205.4 2254 83
## 112 2020-04-23 Germany 2352 148046 215 5094 83000000 219.2 2013 74
## 113 2020-04-24 Germany 2337 150383 227 5321 83000000 208.4 1832 71
## 114 2020-04-25 Germany 2055 152438 179 5500 83000000 174.2 1760 86
## 115 2020-04-26 Germany 1737 154175 140 5640 83000000 163.8 1737 93
## 116 2020-04-27 Germany 1018 155193 110 5750 83000000 158.8 1666 76
## 117 2020-04-28 Germany 1144 156337 163 5913 83000000 157.6 1523 60
## 118 2020-04-29 Germany 1304 157641 202 6115 83000000 168.2 1362 57
## 119 2020-04-30 Germany 1478 159119 173 6288 83000000 165.0 1211 53
## 120 2020-05-01 Germany 1639 160758 193 6481 83000000 147.2 1103 53
## 121 2020-05-02 Germany 945 161703 94 6575 83000000 115.4 1076 52
## 122 2020-05-03 Germany 793 162496 74 6649 83000000 108.6 1093 56
## 123 2020-05-04 Germany 679 163175 43 6692 83000000 103.0 1094 48
## 124 2020-05-05 Germany 685 163860 139 6831 83000000 108.8 1050 33
## 125 2020-05-06 Germany 947 164807 165 6996 83000000 123.4 946 31
## 126 2020-05-07 Germany 1284 166091 123 7119 83000000 135.4 881 35
## 127 2020-05-08 Germany 1209 167300 147 7266 83000000 112.8 881 39
## 128 2020-05-09 Germany 1251 168551 103 7369 83000000 84.2 894 41
## 129 2020-05-10 Germany 667 169218 26 7395 83000000 82.8 918 46
## 130 2020-05-11 Germany 357 169575 22 7417 83000000 73.6 913 40
## 131 2020-05-12 Germany 933 170508 116 7533 83000000 70.8 861 32
## 132 2020-05-13 Germany 798 171306 101 7634 83000000 85.8 783 22
## 133 2020-05-14 Germany 933 172239 89 7723 83000000 92.8 703 20
## 134 2020-05-15 Germany 913 173152 101 7824 83000000 76.2 672 18
## 135 2020-05-16 Germany 620 173772 57 7881 83000000 60.2 698 23
## 136 2020-05-17 Germany 583 174355 33 7914 83000000 56.8 694 27
## 137 2020-05-18 Germany 342 174697 21 7935 83000000 53.2 662 29
## 138 2020-05-19 Germany 513 175210 72 8007 83000000 53.2 629 25
## 139 2020-05-20 Germany 797 176007 83 8090 83000000 52.0 573 26
## 140 2020-05-21 Germany 745 176752 57 8147 83000000 56.2 532 23
## 141 2020-05-22 Germany 460 177212 27 8174 83000000 48.0 512 22
## 142 2020-05-23 Germany 638 177850 42 8216 83000000 33.4 501 19
## 143 2020-05-24 Germany 431 178281 31 8247 83000000 31.0 513 21
## 144 2020-05-25 Germany 289 178570 10 8257 83000000 35.0 522 15
## 145 2020-05-26 Germany 432 179002 45 8302 83000000 39.0 496 12
## 146 2020-05-27 Germany 362 179364 47 8349 83000000 40.6 467 9
## 147 2020-05-28 Germany 353 179717 62 8411 83000000 46.4 439 13
## 148 2020-05-29 Germany 741 180458 39 8450 83000000 39.6 413 15
## 149 2020-05-30 Germany 738 181196 39 8489 83000000 32.4 414 17
## 150 2020-05-31 Germany 286 181482 11 8500 83000000 22.2 423 18
## 151 2020-06-01 Germany 333 181815 11 8511 83000000 20.2 429 16
## 152 2020-06-02 Germany 213 182028 11 8522 83000000 18.4 429 11
## 153 2020-06-03 Germany 342 182370 29 8551 83000000 22.6 400 8
## 154 2020-06-04 Germany 394 182764 30 8581 83000000 27.0 354 8
## 155 2020-06-05 Germany 507 183271 32 8613 83000000 29.2 336 9
## 156 2020-06-06 Germany 407 183678 33 8646 83000000 24.6 349 13
## 157 2020-06-07 Germany 301 183979 22 8668 83000000 26.0 362 14
## 158 2020-06-08 Germany 214 184193 6 8674 83000000 23.2 365 12
## 159 2020-06-09 Germany 350 184543 37 8711 83000000 21.8 358 9
## 160 2020-06-10 Germany 318 184861 18 8729 83000000 19.0 335 9
## 161 2020-06-11 Germany 555 185416 26 8755 83000000 21.4 318 7
## 162 2020-06-12 Germany 258 185674 8 8763 83000000 15.2 318 8
## 163 2020-06-13 Germany 348 186022 18 8781 83000000 12.4 339 9
## 164 2020-06-14 Germany 247 186269 6 8787 83000000 9.0 378 10
## 165 2020-06-15 Germany 192 186461 4 8791 83000000 13.4 413 8
## 166 2020-06-16 Germany 378 186839 9 8800 83000000 15.0 434 6
## 167 2020-06-17 Germany 345 187184 30 8830 83000000 17.0 455 6
## 168 2020-06-18 Germany 580 187764 26 8856 83000000 18.2 476 7
## 169 2020-06-19 Germany 770 188534 16 8872 83000000 16.4 501 8
## 170 2020-06-20 Germany 601 189135 10 8882 83000000 11.0 540 8
## 171 2020-06-21 Germany 687 189822 0 8882 83000000 7.8 567 9
## 172 2020-06-22 Germany 537 190359 3 8885 83000000 8.4 589 8
## 173 2020-06-23 Germany 503 190862 10 8895 83000000 9.0 590 6
## 174 2020-06-24 Germany 587 191449 19 8914 83000000 13.2 548 4
## 175 2020-06-25 Germany 630 192079 13 8927 83000000 13.8 518 3
## 176 2020-06-26 Germany 477 192556 21 8948 83000000 12.4 501 4
## 177 2020-06-27 Germany 687 193243 6 8954 83000000 9.4 489 4
## 178 2020-06-28 Germany 256 193499 3 8957 83000000 9.2 484 4
## 179 2020-06-29 Germany 262 193761 4 8961 83000000 7.4 473 3
## 180 2020-06-30 Germany 498 194259 12 8973 83000000 8.0 445 3
## 181 2020-07-01 Germany 466 194725 12 8985 83000000 9.2 413 2
## 182 2020-07-02 Germany 503 195228 9 8994 83000000 9.8 385 3
## 183 2020-07-03 Germany 446 195674 9 9003 83000000 7.8 377 4
## 184 2020-07-04 Germany 422 196096 7 9010 83000000 6.2 393 5
## 185 2020-07-05 Germany 239 196335 2 9012 83000000 6.0 397 6
## 186 2020-07-06 Germany 219 196554 4 9016 83000000 6.6 388 6
## 187 2020-07-07 Germany 390 196944 8 9024 83000000 7.6 370 5
## 188 2020-07-08 Germany 397 197341 12 9036 83000000 8.4 343 4
## 189 2020-07-09 Germany 442 197783 12 9048 83000000 8.8 328 3
## 190 2020-07-10 Germany 395 198178 6 9054 83000000 7.8 333 3
## 191 2020-07-11 Germany 378 198556 6 9060 83000000 5.6 355 5
## 192 2020-07-12 Germany 248 198804 3 9063 83000000 4.0 380 5
## 193 2020-07-13 Germany 159 198963 1 9064 83000000 3.4 396 4
## 194 2020-07-14 Germany 412 199375 4 9068 83000000 3.6 391 4
## 195 2020-07-15 Germany 351 199726 3 9071 83000000 3.8 372 4
## 196 2020-07-16 Germany 534 200260 7 9078 83000000 3.8 372 5
## 197 2020-07-17 Germany 583 200843 4 9082 83000000 3.2 389 7
## 198 2020-07-18 Germany 529 201372 1 9083 83000000 3.0 420 8
## 199 2020-07-19 Germany 202 201574 1 9084 83000000 2.4 461 9
## 200 2020-07-20 Germany 249 201823 2 9086 83000000 2.6 502 8
## 201 2020-07-21 Germany 522 202345 4 9090 83000000 3.6 512 6
## 202 2020-07-22 Germany 454 202799 5 9095 83000000 5.4 489 5
## 203 2020-07-23 Germany 569 203368 6 9101 83000000 6.4 482 5
## 204 2020-07-24 Germany 815 204183 10 9111 83000000 5.6 511 3
## 205 2020-07-25 Germany 781 204964 7 9118 83000000 4.6 568 6
## 206 2020-07-26 Germany 305 205269 0 9118 83000000 4.2 618 7
## 207 2020-07-27 Germany 340 205609 0 9118 83000000 3.4 660 6
## 208 2020-07-28 Germany 633 206242 4 9122 83000000 3.2 669 5
## 209 2020-07-29 Germany 684 206926 6 9128 83000000 4.6 637 5
## 210 2020-07-30 Germany 902 207828 6 9134 83000000 4.6 627 4
## 211 2020-07-31 Germany 870 208698 7 9141 83000000 3.8 654 4
## 212 2020-08-01 Germany 955 209653 0 9141 83000000 4.0 711 6
## 213 2020-08-02 Germany 240 209893 0 9141 83000000 4.4 772 7
## 214 2020-08-03 Germany 509 210402 7 9148 83000000 5.4 819 7
## 215 2020-08-04 Germany 879 211281 8 9156 83000000 6.8 824 6
## 216 2020-08-05 Germany 741 212022 12 9168 83000000 8.4 785 5
## 217 2020-08-06 Germany 1045 213067 7 9175 83000000 9.4 763 4
## 218 2020-08-07 Germany 1147 214214 8 9183 83000000 8.0 813 4
## 219 2020-08-08 Germany 1122 215336 12 9195 83000000 5.8 909 4
## 220 2020-08-09 Germany 555 215891 1 9196 83000000 5.2 985 3
## 221 2020-08-10 Germany 436 216327 1 9197 83000000 4.8 1047 4
## 222 2020-08-11 Germany 966 217293 4 9201 83000000 3.2 1060 4
## 223 2020-08-12 Germany 1226 218519 6 9207 83000000 5.8 1009 3
## 224 2020-08-13 Germany 1445 219964 4 9211 83000000 6.8 993 5
## 225 2020-08-14 Germany 1449 221413 14 9225 83000000 6.0 1055 6
## 226 2020-08-15 Germany 1415 222828 6 9231 83000000 5.0 1166 5
## 227 2020-08-16 Germany 625 223453 0 9231 83000000 5.0 1252 5
## 228 2020-08-17 Germany 561 224014 1 9232 83000000 3.6 1316 5
## 229 2020-08-18 Germany 1390 225404 4 9236 83000000 4.4 1323 2
## 230 2020-08-19 Germany 1510 226914 7 9243 83000000 5.8 1253 2
## 231 2020-08-20 Germany 1707 228621 10 9253 83000000 7.0 1209 3
## 232 2020-08-21 Germany 1427 230048 7 9260 83000000 6.6 1250 3
## 233 2020-08-22 Germany 2034 232082 7 9267 83000000 5.8 1345 3
## 234 2020-08-23 Germany 782 232864 2 9269 83000000 4.8 1401 4
## 235 2020-08-24 Germany 711 233575 3 9272 83000000 4.0 1409 4
## 236 2020-08-25 Germany 1278 234853 5 9277 83000000 3.6 1361 2
## 237 2020-08-26 Germany 1576 236429 3 9280 83000000 3.8 1274 4
## 238 2020-08-27 Germany 1507 237936 5 9285 83000000 3.4 1192 5
## 239 2020-08-28 Germany 1571 239507 3 9288 83000000 3.6 1175 5
## 240 2020-08-29 Germany 1479 240986 1 9289 83000000 3.6 1229 6
## 241 2020-08-30 Germany 785 241771 6 9295 83000000 3.4 1268 7
## 242 2020-08-31 Germany 610 242381 3 9298 83000000 5.0 1267 5
## 243 2020-09-01 Germany 1218 243599 4 9302 83000000 6.4 1231 4
## 244 2020-09-02 Germany 1256 244855 11 9313 83000000 5.4 1167 5
## 245 2020-09-03 Germany 1311 246166 8 9321 83000000 5.2 1130 6
## 246 2020-09-04 Germany 1453 247619 1 9322 83000000 4.6 1151 9
## 247 2020-09-05 Germany 1378 248997 2 9324 83000000 2.4 1234 11
## 248 2020-09-06 Germany 988 249985 1 9325 83000000 1.6 1312 13
## 249 2020-09-07 Germany 814 250799 0 9325 83000000 3.2 1344 12
## 250 2020-09-08 Germany 1499 252298 4 9329 83000000 3.4 1344 10
## 251 2020-09-09 Germany 1176 253474 9 9338 83000000 3.4 1300 9
## 252 2020-09-10 Germany 1892 255366 3 9341 83000000 4.4 1275 9
## 253 2020-09-11 Germany 1484 256850 1 9342 83000000 4.0 1322 10
## 254 2020-09-12 Germany 1630 258480 5 9347 83000000 2.4 1437 10
## 255 2020-09-13 Germany 948 259428 2 9349 83000000 4.2 1527 13
## 256 2020-09-14 Germany 927 260355 1 9350 83000000 5.2 1604 12
## 257 2020-09-15 Germany 1407 261762 12 9362 83000000 4.8 1632 9
## 258 2020-09-16 Germany 1901 263663 6 9368 83000000 5.8 1577 9
## 259 2020-09-17 Germany 2194 265857 3 9371 83000000 6.8 1558 11
## 260 2020-09-18 Germany 1916 267773 7 9378 83000000 4.8 1609 10
## 261 2020-09-19 Germany 2297 270070 6 9384 83000000 3.6 1711 12
## 262 2020-09-20 Germany 1345 271415 2 9386 83000000 5.0 1809 14
## 263 2020-09-21 Germany 922 272337 0 9386 83000000 6.2 1876 14
## 264 2020-09-22 Germany 1821 274158 10 9396 83000000 8.8 1868 12
## 265 2020-09-23 Germany 1769 275927 13 9409 83000000 11.4 1792 11
## 266 2020-09-24 Germany 2143 278070 19 9428 83000000 13.2 1746 18
## 267 2020-09-25 Germany 2153 280223 15 9443 83000000 12.2 1758 21
## 268 2020-09-26 Germany 2507 282730 9 9452 83000000 10.2 1859 24
## 269 2020-09-27 Germany 1410 284140 5 9457 83000000 8.6 1981 29
## 270 2020-09-28 Germany 1192 285332 3 9460 83000000 9.0 2063 29
## 271 2020-09-29 Germany 2089 287421 11 9471 83000000 9.6 2110 22
## 272 2020-09-30 Germany 1798 289219 17 9488 83000000 10.2 2078 25
## 273 2020-10-01 Germany 2503 291722 12 9500 83000000 13.4 2046 28
## 274 2020-10-02 Germany 2673 294395 8 9508 83000000 11.6 2124 28
## 275 2020-10-03 Germany 2563 296958 19 9527 83000000 9.2 2338 35
## 276 2020-10-04 Germany 2279 299237 2 9529 83000000 9.2 2603 43
## 277 2020-10-05 Germany 1382 300619 5 9534 83000000 10.8 2870 39
## 278 2020-10-06 Germany 2639 303258 12 9546 83000000 10.2 3065 36
## 279 2020-10-07 Germany 2828 306086 16 9562 83000000 12.0 3104 39
## 280 2020-10-08 Germany 4058 310144 16 9578 83000000 14.0 3172 46
## 281 2020-10-09 Germany 4516 314660 11 9589 83000000 13.8 3392 54
## 282 2020-10-10 Germany 4721 319381 15 9604 83000000 11.8 3798 63
## 283 2020-10-11 Germany 3483 322864 11 9615 83000000 11.2 4295 79
## 284 2020-10-12 Germany 2467 325331 6 9621 83000000 17.6 4780 77
## 285 2020-10-13 Germany 4122 329453 13 9634 83000000 21.2 5107 69
## 286 2020-10-14 Germany 5132 334585 43 9677 83000000 23.8 5173 78
## 287 2020-10-15 Germany 6638 341223 33 9710 83000000 29.2 5271 93
## 288 2020-10-16 Germany 7334 348557 24 9734 83000000 28.6 5584 96
## 289 2020-10-17 Germany 7830 356387 33 9767 83000000 22.4 6231 123
## 290 2020-10-18 Germany 5587 361974 10 9777 83000000 25.2 7028 139
## 291 2020-10-19 Germany 4325 366299 12 9789 83000000 28.2 7863 126
## 292 2020-10-20 Germany 6868 373167 47 9836 83000000 27.6 8569 108
## 293 2020-10-21 Germany 7595 380762 39 9875 83000000 35.4 8863 115
## 294 2020-10-22 Germany 11287 392049 30 9905 83000000 42.8 9110 134
## 295 2020-10-23 Germany 11242 403291 49 9954 83000000 39.2 9758 151
## 296 2020-10-24 Germany 14714 418005 49 10003 83000000 36.2 10849 182
## 297 2020-10-25 Germany 11176 429181 29 10032 83000000 38.6 12062 205
## 298 2020-10-26 Germany 8685 437866 24 10056 83000000 45.8 13226 196
## 299 2020-10-27 Germany 11409 449275 42 10098 83000000 53.8 13944 156
## 300 2020-10-28 Germany 14964 464239 85 10183 83000000 63.4 14131 166
## 301 2020-10-29 Germany 16774 481013 89 10272 83000000 79.2 14206 184
## 302 2020-10-30 Germany 18681 499694 77 10349 83000000 76.6 14539 198
## 303 2020-10-31 Germany 19059 518753 103 10452 83000000 69.4 15406 229
## 304 2020-11-01 Germany 14177 532930 29 10481 83000000 77.8 16477 267
## 305 2020-11-02 Germany 12097 545027 49 10530 83000000 92.6 17403 242
## 306 2020-11-03 Germany 15352 560379 131 10661 83000000 95.6 17787 216
## 307 2020-11-04 Germany 17214 577593 151 10812 83000000 123.0 17483 190
## 308 2020-11-05 Germany 19990 597583 118 10930 83000000 139.2 17031 NA
## 309 2020-11-06 Germany 21506 619089 166 11096 83000000 125.6 17060 NA
## 310 2020-11-07 Germany 23399 642488 130 11226 83000000 108.0 17764 NA
## 311 2020-11-08 Germany 16017 658505 63 11289 83000000 115.2 18662 NA
## 312 2020-11-09 Germany 13363 671868 63 11352 83000000 134.2 19334 NA
## 313 2020-11-10 Germany 15332 687200 154 11506 83000000 151.2 19444 NA
## 314 2020-11-11 Germany 18487 705687 261 11767 83000000 182.2 18758 NA
## 315 2020-11-12 Germany 21866 727553 215 11982 83000000 205.2 17775 NA
## 316 2020-11-13 Germany 23542 751095 218 12200 83000000 195.8 17403 NA
## 317 2020-11-14 Germany 22461 773556 178 12378 83000000 156.0 17943 NA
## 318 2020-11-15 Germany 16947 790503 107 12485 83000000 166.4 18821 NA
## 319 2020-11-16 Germany 10824 801327 62 12547 83000000 183.8 19460 NA
## 320 2020-11-17 Germany 14419 815746 267 12814 83000000 198.4 19378 NA
## 321 2020-11-18 Germany 17561 833307 305 13119 83000000 229.0 19295 NA
## 322 2020-11-19 Germany 22609 855916 251 13370 83000000 267.4 19213 NA
## 323 2020-11-20 Germany 23648 879564 260 13630 83000000 241.6 19131 NA
## 324 2020-11-21 Germany 22964 902528 254 13884 83000000 215.8 19048 NA
## 325 2020-11-22 Germany 15741 918269 138 14022 83000000 190.0 18966 NA
## cuminf peri
## 60 0 0.000000
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## 64 0 0.000000
## 65 0 0.000000
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## 76 2600 0.000031
## 77 2600 0.000031
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## 79 9000 0.000108
## 80 13400 0.000161
## 81 18800 0.000227
## 82 25200 0.000304
## 83 29800 0.000359
## 84 39600 0.000477
## 85 50600 0.000610
## 86 65000 0.000783
## 87 77800 0.000937
## 88 91000 0.001096
## 89 116600 0.001405
## 90 146400 0.001764
## 91 174400 0.002101
## 92 203400 0.002451
## 93 231600 0.002790
## 94 268400 0.003234
## 95 286800 0.003455
## 96 321400 0.003872
## 97 372200 0.004484
## 98 421400 0.005077
## 99 474600 0.005718
## 100 508800 0.006130
## 101 534600 0.006441
## 102 559800 0.006745
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## 104 650800 0.007841
## 105 713800 0.008600
## 106 773600 0.009320
## 107 822000 0.009904
## 108 858800 0.010347
## 109 880800 0.010612
## 110 919600 0.011080
## 111 975800 0.011757
## 112 1018800 0.012275
## 113 1064200 0.012822
## 114 1100000 0.013253
## 115 1128000 0.013590
## 116 1150000 0.013855
## 117 1182600 0.014248
## 118 1223000 0.014735
## 119 1257600 0.015152
## 120 1296200 0.015617
## 121 1315000 0.015843
## 122 1329800 0.016022
## 123 1338400 0.016125
## 124 1366200 0.016460
## 125 1399200 0.016858
## 126 1423800 0.017154
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## 129 1479000 0.017819
## 130 1483400 0.017872
## 131 1506600 0.018152
## 132 1526800 0.018395
## 133 1544600 0.018610
## 134 1564800 0.018853
## 135 1576200 0.018990
## 136 1582800 0.019070
## 137 1587000 0.019120
## 138 1601400 0.019294
## 139 1618000 0.019494
## 140 1629400 0.019631
## 141 1634800 0.019696
## 142 1643200 0.019798
## 143 1649400 0.019872
## 144 1651400 0.019896
## 145 1660400 0.020005
## 146 1669800 0.020118
## 147 1682200 0.020267
## 148 1690000 0.020361
## 149 1697800 0.020455
## 150 1700000 0.020482
## 151 1702200 0.020508
## 152 1704400 0.020535
## 153 1710200 0.020605
## 154 1716200 0.020677
## 155 1722600 0.020754
## 156 1729200 0.020834
## 157 1733600 0.020887
## 158 1734800 0.020901
## 159 1742200 0.020990
## 160 1745800 0.021034
## 161 1751000 0.021096
## 162 1752600 0.021116
## 163 1756200 0.021159
## 164 1757400 0.021173
## 165 1758200 0.021183
## 166 1760000 0.021205
## 167 1766000 0.021277
## 168 1771200 0.021340
## 169 1774400 0.021378
## 170 1776400 0.021402
## 171 1776400 0.021402
## 172 1777000 0.021410
## 173 1779000 0.021434
## 174 1782800 0.021480
## 175 1785400 0.021511
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