California Covid 19 Cases, Deaths (Adjusted for CDC Excess Deaths), Inferred Infections
George Robertson
November, 07, 2020
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Excess Deaths for California
The CDC provides a weekly report on deaths for any cause. The average of daily deaths from 2015 to 2019 is calculated. The daily deaths for any cause is netted against the average giving excess deaths for 2020.
The excess deaths are then used to qualify the reported CA Covid 19 deaths. The reported deaths are approximately 60% of the CDC excess deaths.
The excess deaths from the CDC weekly report is “disaggregated”, converted from weekly to daily. This daily excess death is then cumulative summed.
Ratio of cumulative excess deaths to reported deaths
The CA reported deaths percentage of CA cumulative excess deaths is shown.
CDC excess deaths are used to adjust reported deaths
The reported deaths are adjusted upwards by dividing them by the percentage of reported deaths to excess deaths. The objective is to identify the presence and growth of Covid 19, not to account for the severity or co-morbidty.
Daily Adjusted Deaths
Smoothed daily adjusted deaths will be used below.
Daily new cases and smoothed daily new cases
Daily new cases shown with the smoothed daily new cases overlayed.
Smoothed daily new cases will be used below.
Data is from the NY Times github data repository.
Daily new cases compared to daily deaths
Daily deaths are multiplied by ten in the plot below so as to have similar scale so as to see if there is correlation.
Daily deaths scatter plotted against new case
Daily Deaths Lagged, Daily New Cases
Daily Deaths are lagged by 18 days (the mean of Covid 19 time to death after infection). The lagged daily deaths are multiped by 10X so as to be on similar scale. Daily cases and lagged daily deaths are compared by plot line and then by scatter plot.
Data table
## death dai daism adjdeath daiadj daiadjsm xcess cumx per cas
## 2020-03-02 0 0 0.4 0 0 1.1 NA NA 0.6 38
## 2020-03-03 0 0 0.3 0 0 1.0 NA NA 0.6 45
## 2020-03-04 1 1 0.3 2 2 0.9 NA NA 0.6 55
## 2020-03-05 1 0 0.3 2 0 0.9 NA NA 0.6 67
## 2020-03-06 1 0 0.3 2 0 0.8 NA NA 0.6 81
## 2020-03-07 1 0 0.3 2 0 0.8 12.7 13 0.6 100
## 2020-03-08 1 0 0.4 2 0 0.9 12.2 25 0.6 112
## 2020-03-09 2 1 0.5 4 2 1.1 11.3 36 0.6 172
## 2020-03-10 3 1 0.8 5 2 1.6 9.9 46 0.6 179
## 2020-03-11 4 1 1.0 7 2 1.9 8.1 54 0.6 202
## 2020-03-12 4 0 1.2 7 0 2.2 5.8 60 0.6 252
## 2020-03-13 5 1 1.4 9 2 2.6 3.0 63 0.6 320
## 2020-03-14 5 0 1.8 9 0 3.2 -0.3 63 0.6 381
## 2020-03-15 6 1 2.1 11 2 3.9 -2.2 61 0.6 478
## 2020-03-16 11 5 2.5 20 9 4.5 -3.0 58 0.6 588
## 2020-03-17 14 3 2.8 25 5 5.5 -2.5 55 0.6 732
## 2020-03-18 17 3 3.7 30 5 7.2 -0.7 54 0.6 893
## 2020-03-19 19 2 4.9 34 4 9.1 2.2 57 0.6 1067
## 2020-03-20 24 5 6.0 43 9 11.4 6.5 63 0.6 1283
## 2020-03-21 28 4 7.6 50 7 13.8 12.0 75 0.6 1544
## 2020-03-22 35 7 8.9 63 13 15.5 16.5 91 0.6 1851
## 2020-03-23 39 4 9.3 70 7 16.7 20.2 112 0.6 2240
## 2020-03-24 52 13 10.2 93 23 19.5 22.9 135 0.6 2644
## 2020-03-25 68 16 12.8 122 29 23.3 24.6 159 0.6 3183
## 2020-03-26 83 15 14.8 148 27 26.9 25.5 185 0.6 4060
## 2020-03-27 104 21 17.2 186 37 30.9 25.4 210 0.6 4915
## 2020-03-28 122 18 19.5 218 32 35.2 24.4 234 0.6 5566
## 2020-03-29 132 10 22.2 236 18 38.9 25.2 260 0.6 6321
## 2020-03-30 147 15 24.0 262 27 42.1 27.8 287 0.6 7421
## 2020-03-31 184 37 25.7 328 66 47.1 32.1 319 0.6 8583
## 2020-04-01 212 28 29.2 378 50 52.9 38.3 358 0.6 9857
## 2020-04-02 247 35 32.5 441 62 57.3 46.3 404 0.6 11190
## 2020-04-03 282 35 34.2 503 62 60.5 56.0 460 0.6 12569
## 2020-04-04 323 41 36.3 575 73 63.3 67.6 528 0.6 13796
## 2020-04-05 351 28 38.5 625 50 66.7 77.5 605 0.6 15202
## 2020-04-06 386 35 40.7 687 62 70.9 85.9 691 0.6 16361
## 2020-04-07 447 61 41.6 795 108 74.0 92.7 784 0.6 17540
## 2020-04-08 506 59 43.5 899 104 79.9 98.0 882 0.6 19043
## 2020-04-09 548 42 49.1 974 74 87.9 101.6 983 0.6 20191
## 2020-04-10 594 46 53.0 1055 81 93.8 103.7 1087 0.6 21366
## 2020-04-11 632 38 55.9 1122 67 99.9 104.2 1191 0.6 22421
## 2020-04-12 676 44 61.2 1199 77 103.3 105.3 1296 0.6 23323
## 2020-04-13 725 49 60.8 1285 86 104.1 107.1 1404 0.6 24334
## 2020-04-14 778 53 59.7 1378 93 106.7 109.7 1513 0.6 25758
## 2020-04-15 885 107 62.3 1566 187 111.6 112.8 1626 0.6 27107
## 2020-04-16 971 86 67.5 1716 150 119.5 116.7 1743 0.6 28142
## 2020-04-17 1050 79 73.4 1853 138 125.9 121.2 1864 0.6 29398
## 2020-04-18 1146 96 75.9 2020 167 129.4 126.4 1990 0.6 30829
## 2020-04-19 1176 30 78.2 2073 52 130.2 130.2 2121 0.6 31544
## 2020-04-20 1223 47 76.2 2154 82 131.0 132.5 2253 0.6 33862
## 2020-04-21 1316 93 78.6 2315 161 134.8 133.3 2386 0.6 35844
## 2020-04-22 1425 109 76.8 2504 188 134.6 132.7 2519 0.6 37573
## 2020-04-23 1548 123 76.2 2715 212 133.1 130.7 2650 0.6 39534
## 2020-04-24 1619 71 77.5 2837 122 134.1 127.2 2777 0.6 41368
## 2020-04-25 1692 73 77.0 2963 125 132.6 122.2 2899 0.6 42590
## 2020-04-26 1716 24 79.8 3004 41 130.1 117.6 3017 0.6 43691
## 2020-04-27 1800 84 77.8 3147 144 130.4 113.4 3130 0.6 45208
## 2020-04-28 1884 84 75.5 3291 143 130.8 109.5 3240 0.6 46570
## 2020-04-29 1961 77 73.9 3422 131 129.3 106.1 3346 0.6 48904
## 2020-04-30 2057 96 71.5 3585 163 125.5 102.9 3449 0.6 50470
## 2020-05-01 2147 90 72.5 3738 153 123.8 100.2 3549 0.6 52318
## 2020-05-02 2213 66 73.7 3850 112 125.2 97.8 3647 0.6 53753
## 2020-05-03 2235 22 78.2 3887 37 126.4 95.5 3742 0.6 55072
## 2020-05-04 2297 62 74.5 3992 105 125.0 93.3 3836 0.6 56333
## 2020-05-05 2386 89 72.0 4142 150 122.7 91.2 3927 0.6 58848
## 2020-05-06 2478 92 72.4 4296 155 124.4 89.2 4016 0.6 60787
## 2020-05-07 2561 83 73.6 4436 139 122.0 87.3 4104 0.6 62481
## 2020-05-08 2650 89 68.6 4585 149 121.2 85.5 4189 0.6 64616
## 2020-05-09 2732 82 75.3 4722 137 124.5 83.8 4273 0.6 66824
## 2020-05-10 2769 37 78.4 4784 62 124.9 82.9 4356 0.6 68051
## 2020-05-11 2820 51 76.4 4869 85 123.9 82.9 4439 0.6 69514
## 2020-05-12 2902 82 72.0 5005 136 122.5 83.7 4522 0.6 71150
## 2020-05-13 3014 112 72.6 5191 186 122.9 85.4 4608 0.6 73218
## 2020-05-14 3039 25 73.3 5232 41 124.2 88.0 4696 0.6 74947
## 2020-05-15 3192 153 74.9 5485 253 124.2 91.4 4787 0.6 77015
## 2020-05-16 3254 62 73.7 5588 102 122.3 95.7 4883 0.6 78933
## 2020-05-17 3290 36 76.8 5647 59 121.1 98.4 4981 0.6 80366
## 2020-05-18 3322 32 74.6 5700 53 118.1 99.5 5080 0.6 81943
## 2020-05-19 3422 100 69.7 5864 164 114.2 99.0 5180 0.6 83981
## 2020-05-20 3514 92 65.0 6015 151 111.6 97.0 5276 0.6 86125
## 2020-05-21 3624 110 70.9 6195 180 114.1 93.4 5370 0.6 88488
## 2020-05-22 3690 66 65.4 6302 108 114.1 88.2 5458 0.6 90801
## 2020-05-23 3768 78 68.5 6430 127 111.3 81.4 5539 0.6 92815
## 2020-05-24 3790 22 71.1 6465 36 111.2 76.4 5616 0.6 94743
## 2020-05-25 3808 18 70.8 6495 29 111.4 73.3 5689 0.6 97017
## 2020-05-26 3859 51 66.5 6577 83 110.4 71.9 5761 0.6 99924
## 2020-05-27 3961 102 65.1 6743 165 106.9 72.4 5833 0.6 101873
## 2020-05-28 4042 81 61.4 6874 131 102.2 74.7 5908 0.6 104071
## 2020-05-29 4144 102 61.1 7039 165 99.2 78.8 5987 0.6 107043
## 2020-05-30 4214 70 60.2 7151 113 98.9 84.7 6072 0.6 110100
## 2020-05-31 4242 28 64.3 7196 45 99.0 89.2 6161 0.6 113114
## 2020-06-01 4287 45 65.0 7269 72 99.6 92.1 6253 0.6 115643
## 2020-06-02 4360 73 63.1 7386 117 102.6 93.5 6347 0.6 118081
## 2020-06-03 4422 62 62.6 7485 99 104.5 93.5 6440 0.6 120407
## 2020-06-04 4484 62 63.6 7585 99 103.3 92.0 6532 0.6 122917
## 2020-06-05 4550 66 61.3 7690 105 99.3 89.0 6621 0.6 126510
## 2020-06-06 4626 76 59.4 7811 121 96.1 84.5 6705 0.6 129147
## 2020-06-07 4653 27 62.8 7854 43 96.2 81.2 6787 0.6 131997
## 2020-06-08 4679 26 61.7 7896 41 95.5 79.2 6866 0.6 134287
## 2020-06-09 4775 96 58.5 8048 153 95.1 78.4 6944 0.6 137245
## 2020-06-10 4869 94 60.0 8197 149 96.5 78.8 7023 0.6 140139
## 2020-06-11 4941 72 61.5 8311 114 98.2 80.5 7104 0.6 143709
## 2020-06-12 4986 45 62.2 8383 71 98.8 83.4 7187 0.6 147285
## 2020-06-13 5059 73 61.5 8498 115 98.3 87.6 7275 0.6 150434
## 2020-06-14 5089 30 64.8 8545 47 97.6 90.5 7365 0.6 152953
## 2020-06-15 5120 31 64.5 8594 49 98.2 92.0 7457 0.6 155662
## 2020-06-16 5202 82 60.5 8723 129 98.0 92.3 7549 0.6 159131
## 2020-06-17 5283 81 59.1 8850 127 96.5 91.3 7641 0.6 163381
## 2020-06-18 5359 76 60.5 8969 119 96.7 89.0 7730 0.6 167135
## 2020-06-19 5425 66 63.4 9072 103 98.0 85.4 7815 0.6 170843
## 2020-06-20 5495 70 62.5 9182 109 96.5 80.5 7895 0.6 174854
## 2020-06-21 5517 22 62.5 9216 34 94.2 77.3 7973 0.6 178807
## 2020-06-22 5561 44 62.8 9285 69 95.1 75.9 8049 0.6 184620
## 2020-06-23 5637 76 59.8 9403 118 96.7 76.1 8125 0.6 191039
## 2020-06-24 5728 91 61.5 9544 141 98.0 78.1 8203 0.6 195889
## 2020-06-25 5810 82 62.2 9672 127 99.1 81.8 8285 0.6 201413
## 2020-06-26 5872 62 64.5 9768 96 99.2 87.3 8372 0.6 207027
## 2020-06-27 5902 30 63.1 9814 46 95.2 94.4 8466 0.6 211453
## 2020-06-28 5937 35 62.5 9868 54 93.0 101.3 8568 0.6 216955
## 2020-06-29 5979 42 62.2 9933 65 96.0 107.9 8676 0.6 223995
## 2020-06-30 6083 104 62.7 10093 160 99.9 114.2 8790 0.6 232153
## 2020-07-01 6168 85 64.2 10224 131 104.6 120.3 8910 0.6 239764
## 2020-07-02 6263 95 69.1 10369 146 109.2 126.1 9036 0.6 248198
## 2020-07-03 6315 52 73.3 10449 80 113.5 131.7 9168 0.6 256298
## 2020-07-04 6329 14 79.5 10470 21 118.5 137.0 9305 0.6 265176
## 2020-07-05 6369 40 82.7 10532 61 120.6 141.7 9447 0.6 271587
## 2020-07-06 6452 83 81.8 10658 127 120.3 145.8 9592 0.6 277869
## 2020-07-07 6563 111 77.2 10827 169 122.2 149.4 9742 0.6 287766
## 2020-07-08 6708 145 81.5 11048 220 126.9 152.4 9894 0.6 296304
## 2020-07-09 6825 117 85.0 11225 177 131.1 154.9 10049 0.6 303516
## 2020-07-10 6936 111 90.4 11392 168 135.7 156.8 10206 0.6 311505
## 2020-07-11 7012 76 98.3 11507 114 143.1 158.1 10364 0.6 320030
## 2020-07-12 7042 30 102.2 11552 45 145.6 160.3 10524 0.6 327676
## 2020-07-13 7086 44 96.8 11618 66 142.4 163.3 10688 0.6 336206
## 2020-07-14 7227 141 92.4 11830 212 141.0 167.3 10855 0.6 346593
## 2020-07-15 7368 141 90.4 12040 211 141.5 172.1 11027 0.6 355497
## 2020-07-16 7490 122 93.3 12222 182 143.4 177.7 11205 0.6 364761
## 2020-07-17 7607 117 96.5 12396 174 146.1 184.2 11389 0.6 374922
## 2020-07-18 7697 90 101.0 12530 133 148.5 191.6 11581 0.6 383194
## 2020-07-19 7710 13 106.6 12549 19 149.3 197.7 11778 0.6 391460
## 2020-07-20 7764 54 105.0 12629 80 151.4 202.3 11981 0.6 400195
## 2020-07-21 7883 119 101.3 12805 176 155.2 205.7 12186 0.6 410366
## 2020-07-22 8038 155 103.7 13033 228 157.7 207.7 12394 0.6 422528
## 2020-07-23 8190 152 107.2 13256 223 158.7 208.3 12602 0.6 433175
## 2020-07-24 8325 135 107.8 13453 197 163.4 207.7 12810 0.6 443096
## 2020-07-25 8428 103 117.3 13603 150 170.6 205.6 13016 0.6 453327
## 2020-07-26 8451 23 127.3 13637 33 174.1 204.5 13220 0.6 459338
## 2020-07-27 8544 93 125.8 13772 135 177.5 204.3 13424 0.6 467103
## 2020-07-28 8716 172 124.4 14021 249 183.4 205.1 13630 0.6 474951
## 2020-07-29 8884 168 127.5 14264 243 187.4 206.8 13836 0.6 486039
## 2020-07-30 9009 125 128.9 14444 180 187.3 209.5 14046 0.6 494269
## 2020-07-31 9222 213 129.9 14749 305 188.9 213.1 14259 0.6 502273
## 2020-08-01 9365 143 136.1 14953 204 190.7 217.6 14477 0.6 509507
## 2020-08-02 9399 34 142.2 15001 48 192.6 221.3 14698 0.6 515937
## 2020-08-03 9500 101 140.1 15145 144 194.5 224.0 14922 0.6 522235
## 2020-08-04 9696 196 134.2 15423 278 195.1 225.9 15148 0.6 527258
## 2020-08-05 9866 170 136.2 15663 240 194.8 226.9 15375 0.6 532776
## 2020-08-06 10014 148 138.4 15871 208 196.5 227.0 15602 0.6 541013
## 2020-08-07 10197 183 136.4 16127 256 195.7 226.2 15828 0.6 548142
## 2020-08-08 10299 102 137.0 16270 142 189.0 224.6 16053 0.6 556158
## 2020-08-09 10365 66 140.8 16362 92 184.8 222.9 16275 0.6 563244
## 2020-08-10 10460 95 134.2 16494 132 183.1 221.2 16497 0.6 574267
## 2020-08-11 10654 194 126.0 16763 269 181.5 219.5 16716 0.6 586078
## 2020-08-12 10808 154 127.5 16976 213 180.1 217.7 16934 0.6 595097
## 2020-08-13 10995 187 128.6 17233 257 177.5 216.0 17150 0.6 603212
## 2020-08-14 11146 151 123.4 17440 207 175.3 214.2 17364 0.6 613243
## 2020-08-15 11229 83 129.6 17553 113 177.1 212.4 17576 0.6 621981
## 2020-08-16 11245 16 136.3 17575 22 176.8 212.3 17789 0.6 628508
## 2020-08-17 11334 89 130.2 17697 121 174.2 214.0 18003 0.6 634991
## 2020-08-18 11523 189 122.8 17954 257 172.1 217.4 18220 0.6 640499
## 2020-08-19 11686 163 123.2 18174 221 169.0 222.5 18443 0.6 646742
## 2020-08-20 11801 115 119.4 18330 155 165.8 229.4 18672 0.6 653401
## 2020-08-21 11984 183 119.2 18576 246 162.9 238.0 18910 0.6 659991
## 2020-08-22 12137 153 123.6 18781 205 161.3 248.4 19158 0.6 665325
## 2020-08-23 12152 15 127.8 18801 20 161.4 254.2 19413 0.6 669944
## 2020-08-24 12250 98 123.5 18932 131 161.6 255.5 19668 0.6 676236
## 2020-08-25 12409 159 115.2 19144 212 157.9 252.2 19920 0.6 682320
## 2020-08-26 12547 138 112.5 19327 183 155.3 244.4 20165 0.6 687612
## 2020-08-27 12696 149 117.6 19525 197 158.1 232.1 20397 0.7 692962
## 2020-08-28 12836 140 116.4 19709 185 158.3 215.2 20612 0.7 698389
## 2020-08-29 12906 70 115.9 19802 92 152.0 193.8 20806 0.7 702499
## 2020-08-30 12939 33 119.7 19845 43 147.9 175.6 20981 0.7 706589
## 2020-08-31 13020 81 113.8 19951 106 145.0 160.6 21142 0.7 712541
## 2020-09-01 13149 129 104.2 20120 169 138.0 148.9 21291 0.7 716628
## 2020-09-02 13330 181 99.7 20357 236 134.3 140.5 21431 0.7 722035
## 2020-09-03 13497 167 99.5 20574 217 132.3 135.3 21567 0.7 727398
## 2020-09-04 13644 147 96.8 20765 191 131.2 133.3 21700 0.7 732691
## 2020-09-05 13708 64 104.5 20848 83 132.2 134.6 21835 0.7 737073
## 2020-09-06 13730 22 107.2 20876 28 132.9 136.2 21971 0.7 740233
## 2020-09-07 13763 33 105.1 20919 43 133.2 138.1 22109 0.7 742689
## 2020-09-08 13843 80 100.7 21022 103 133.4 140.3 22249 0.7 746113
## 2020-09-09 13990 147 98.2 21211 189 130.6 142.7 22392 0.7 749196
## 2020-09-10 14094 104 93.8 21344 133 123.5 145.5 22537 0.7 753017
## 2020-09-11 14265 171 89.5 21563 219 117.7 148.6 22686 0.7 757125
## 2020-09-12 14333 68 92.6 21650 87 117.7 152.0 22838 0.7 760581
## 2020-09-13 14386 53 99.5 21718 68 118.5 154.1 22992 0.7 763389
## 2020-09-14 14458 72 96.5 21809 92 118.0 155.1 23147 0.7 767062
## 2020-09-15 14606 148 94.3 21997 188 121.3 154.8 23302 0.7 769917
## 2020-09-16 14716 110 93.8 22136 139 121.8 153.4 23455 0.7 773318
## 2020-09-17 14807 91 93.8 22251 115 118.3 150.7 23606 0.7 776944
## 2020-09-18 14912 105 86.5 22384 132 115.5 146.9 23753 0.7 781436
## 2020-09-19 15023 111 92.3 22523 140 113.4 141.8 23895 0.7 785076
## 2020-09-20 15018 -5 92.5 22517 -6 111.3 136.7 24032 0.7 788077
## 2020-09-21 15069 51 88.5 22581 64 107.9 131.5 24163 0.7 792217
## 2020-09-22 15209 140 79.6 22757 175 106.0 126.2 24289 0.7 795077
## 2020-09-23 15313 104 82.7 22887 130 105.7 120.8 24410 0.7 798350
## 2020-09-24 15389 76 83.9 22982 95 105.3 115.3 24525 0.7 801671
## 2020-09-25 15533 144 82.8 23161 179 104.2 109.7 24635 0.7 805733
## 2020-09-26 15588 55 80.8 23229 68 100.4 104.1 24739 0.7 809214
## 2020-09-27 15608 20 84.9 23254 25 98.9 100.0 24839 0.7 811698
## 2020-09-28 15641 33 83.2 23295 41 99.4 97.3 24936 0.7 814796
## 2020-09-29 15791 150 74.6 23480 186 95.2 96.2 25033 0.7 817939
## 2020-09-30 15898 107 72.2 23613 132 92.1 96.5 25129 0.7 821125
## 2020-10-01 15989 91 74.5 23725 112 91.7 98.3 25227 0.7 824306
## 2020-10-02 16074 85 68.6 23829 105 88.2 101.6 25329 0.7 828364
## 2020-10-03 16122 48 70.3 23888 59 85.6 106.5 25435 0.7 831494
## 2020-10-04 16150 28 73.8 23922 34 85.7 109.7 25545 0.7 834635
## 2020-10-05 16179 29 72.3 23958 36 84.4 111.4 25657 0.7 837720
## 2020-10-06 16251 72 61.8 24046 88 79.3 111.6 25768 0.7 840322
## 2020-10-07 16358 107 57.8 24177 131 74.8 110.1 25878 0.7 843732
## 2020-10-08 16425 67 58.7 24259 82 74.3 107.1 25985 0.7 847384
## 2020-10-09 16502 77 58.8 24353 94 73.0 102.6 26088 0.7 851228
## 2020-10-10 16568 66 59.9 24433 80 71.5 96.5 26184 0.7 854302
## 2020-10-11 16581 13 60.8 24449 16 71.5 91.1 26276 0.7 857076
## 2020-10-12 16594 13 61.5 24464 16 71.1 86.3 26362 0.7 859959
## 2020-10-13 16650 56 56.6 24532 68 70.4 82.3 26444 0.7 863614
## 2020-10-14 16752 102 54.5 24656 124 71.3 79.0 26523 0.7 867094
## 2020-10-15 16839 87 58.8 24761 105 72.2 76.4 26600 0.7 870380
## 2020-10-16 16901 62 58.8 24836 75 71.4 74.4 26674 0.7 874101
## 2020-10-17 16940 39 57.5 24883 47 68.5 73.2 26747 0.7 876257
## 2020-10-18 16979 39 58.8 24930 47 66.9 72.1 26819 0.7 878394
## 2020-10-19 16987 8 58.8 24940 10 68.0 71.2 26890 0.7 882665
## 2020-10-20 17067 80 57.5 25036 96 70.2 70.5 26961 0.7 887093
## 2020-10-21 17189 122 55.8 25183 147 69.4 70.0 27031 0.7 890153
## 2020-10-22 17266 77 54.0 25275 92 65.0 69.6 27101 0.7 896424
## 2020-10-23 17316 50 51.2 25335 60 62.2 69.4 27170 0.7 902325
## 2020-10-24 17345 29 52.8 25370 35 61.9 NA NA 0.7 906644
## 2020-10-25 17358 13 52.5 25385 16 60.4 NA NA 0.7 909344
## 2020-10-26 17398 40 52.6 25433 48 60.0 NA NA 0.7 913699
## 2020-10-27 17478 80 48.7 25528 95 59.6 NA NA 0.7 918627
## 2020-10-28 17541 63 43.2 25603 75 55.9 NA NA 0.7 922680
## 2020-10-29 17567 26 42.5 25634 31 52.3 NA NA 0.7 926893
## 2020-10-30 17627 60 42.3 25706 71 52.0 NA NA 0.7 931826
## 2020-10-31 17661 34 45.7 25746 40 50.3 NA NA 0.7 935248
## 2020-11-01 17671 10 44.8 25758 12 48.6 NA NA 0.7 938883
## 2020-11-02 17700 29 44.0 25792 34 46.9 NA NA 0.7 944141
## 2020-11-03 17751 51 43.1 25853 60 45.2 NA NA 0.7 949383
## 2020-11-04 17818 67 42.2 25932 79 43.5 NA NA 0.7 954624
## 2020-11-05 17866 48 41.4 25989 57 41.8 NA NA 0.7 960884
## 2020-11-06 17939 73 40.5 26075 86 40.1 NA NA 0.7 967597
## pop infdai cuminf adjinf dcas dcassm date perinf
## 2020-03-02 39557045 2272 2272 8585 7 26 2020-03-02 0.00006
## 2020-03-03 39557045 2756 5028 10015 7 25 2020-03-03 0.00013
## 2020-03-04 39557045 3100 8128 12518 10 24 2020-03-04 0.00021
## 2020-03-05 39557045 3342 11470 13948 12 22 2020-03-05 0.00029
## 2020-03-06 39557045 3901 15371 18594 14 22 2020-03-06 0.00039
## 2020-03-07 39557045 4652 20023 24310 19 23 2020-03-07 0.00051
## 2020-03-08 39557045 5388 25411 29667 12 26 2020-03-08 0.00064
## 2020-03-09 39557045 6188 31599 37163 60 32 2020-03-09 0.00080
## 2020-03-10 39557045 7037 38636 43585 7 40 2020-03-10 0.00098
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