United States Covid 19 Statistics Summary and SIRs
George Robertson
December, 02, 2020
CDC Excess deaths associated with Covid 19 report is issued ever week with weekly data. This data is disaggreagted to daily by a “spline” which produces a daily data series. The last date is 2020-10-31. In the past, revisions have occurred but lately the series has had stability with smaller revisions.
, 
The daily deaths adjusted for CDC Excess stop at 2020-10-31, the last useful date on the CDC report. Reported deaths have diverged from CDC Excess.
The above plot is repeated but with the daily reported in line form so as to show the great day to day differences. The periodic wave is weekly with data dropping on weekends and then “catching up” through the weekdays.
The percentage of United States populations cumulatively infected.
SIR Models
Using the empirical data of reported deaths, a “Susceptible”, “Infected”, and “Resolved” model is made (“SIR” model).
Deaths are lagged 18 days - the consensus ean currently on the mean time from infection to death. An Infection Fatality Rate (IFR) of .5% is used, the consensus mean as to how many infected die. The IFR has a wide range from .1% to 1% given the age cohort, with most studies having IFR at a low value of .1% and then moving exponentially upwards with age 55 to 65 at 1% at age 70 10% and over 80 years at 20%. Deaths are divided by the IFR which gives the number of infected.
The number of susceptible used to start/seed the “S” is 0.45% of United States population, based on past geographies experience ranging from 14% to 50%. The initial susceptible is the anticipated maximum “herd immunity threshold” level.
The growth of new infections is derived by dividing lagged deaths by the IFR of .5% assuming the infectious period lasts 12 day, which is the consensus mean in severity reports, the “I”, infected, is derived. “I” is those actively infected and are infectious. The “I” is used to derive the “R”, the resolved, and the SIR model is derived and plotted over time.
The following SIR is based on reported deaths. Below the following, the deaths adjusted for CDC Excess Deaths will be used to derive a adjusted deaths SIR and then a model SIR which calibrates the latest deaths adusted for CDC excess to solve for the latest model death resulting in an average R(0) for the entire period. For United States that model average R(0) is currently around 1.5.
The SIR using the reported deaths input on a ratio basis.
The R(0) for the reported deaths based SIR. R(0) is derived from the “beta”, or how many become infected per day, and the “gamma” the rate of those no longer infected or resolved per day. Beta to gamma ratio is R(0).
The R(0) for last 90 days based upon reported deaths is plotted. It ends ‘r ttd’ prior to date given the lag time to derive infections. The last date is 2020-11-13 .
The R(0) derived from reported deaths is plotted with daily reported deaths lagged 18 days. There is an obvious correlation once the lag from infection to death is considered.
Another SIR is derived using adjusted deaths for CDC EXcess deaths. The same 18 days to death and 0 IFR used.
The Infected from the SIR models above is compared to active cases. Both assume that infectious period is 12 days.
The R(0) derived from adjusted deaths SIR model is plotted with daily reported deaths. There is an obvious correlation once the 18 days lag from infection to death is considered.
A SIR model is built using an average R(0) of for the entire period with the latest adjusted deaths for CDC excess used to calibrate to model deaths.
The I, or infections, for each SIR is shown.
Active Infections from the SIR forms.
The three SIR models R(0).
Three cumulative deaths versions are plotted, one the deaths adjusted for CDC Excess, one the reported deaths and the SIR model deaths which uses the unchanging/average R of .
Note the large differneces between the three.
Data Sources NY Times, CDC, and Wolf Ventures.
## cases deaths xcess cumx daid date adjdaid adjdeaths smdaid
## 1 11 NA 2.0 NA NA 2020-02-02 2.0 2 NA
## 2 11 NA 2.0 NA NA 2020-02-03 2.0 4 NA
## 3 11 NA 2.0 NA NA 2020-02-04 2.0 6 NA
## 4 12 NA 2.0 NA NA 2020-02-05 2.0 8 NA
## 5 12 NA 2.0 NA NA 2020-02-06 2.0 10 NA
## 6 12 NA 2.0 NA NA 2020-02-07 2.0 12 NA
## 7 12 NA 2.0 2.0 NA 2020-02-08 2.0 14 NA
## 8 12 NA 2.0 2.0 NA 2020-02-09 2.0 16 NA
## 9 13 NA 2.0 2.0 NA 2020-02-10 2.0 18 NA
## 10 13 NA 2.0 2.0 NA 2020-02-11 2.0 20 NA
## 11 14 NA 2.0 2.0 NA 2020-02-12 2.0 22 NA
## 12 15 NA 2.0 2.0 NA 2020-02-13 2.0 24 NA
## 13 15 NA 2.0 2.0 NA 2020-02-14 2.0 26 NA
## 14 15 NA 2.0 2.0 NA 2020-02-15 2.0 28 NA
## 15 15 NA 3.3 6.3 NA 2020-02-16 3.3 31 NA
## 16 25 NA 2.0 9.1 NA 2020-02-17 2.0 33 NA
## 17 25 NA 2.0 10.6 NA 2020-02-18 2.0 35 NA
## 18 25 NA 2.0 10.1 NA 2020-02-19 2.0 37 NA
## 19 27 NA 2.0 6.8 NA 2020-02-20 2.0 39 NA
## 20 30 NA 2.0 2.0 NA 2020-02-21 2.0 41 0.036
## 21 30 NA 2.0 2.0 NA 2020-02-22 2.0 43 0.143
## 22 30 NA 2.0 2.0 NA 2020-02-23 2.0 45 0.321
## 23 43 NA 2.0 2.0 NA 2020-02-24 2.0 47 0.571
## 24 45 NA 2.0 2.0 NA 2020-02-25 2.0 49 0.786
## 25 60 NA 2.0 2.0 NA 2020-02-26 2.0 51 0.857
## 26 60 NA 12.5 2.0 NA 2020-02-27 12.5 64 0.964
## 27 65 NA 26.2 2.0 1 2020-02-28 26.2 90 1.214
## 28 70 1 43.0 43.0 2 2020-02-29 43.0 133 1.464
## 29 88 3 60.1 103.1 3 2020-03-01 60.1 193 1.714
## 30 104 6 77.7 180.8 4 2020-03-02 77.7 271 2.036
## 31 125 10 95.6 276.5 2 2020-03-03 95.6 366 2.429
## 32 161 12 114.0 390.5 NA 2020-03-04 114.0 480 2.857
## 33 228 12 132.7 523.2 3 2020-03-05 132.7 613 3.321
## 34 311 15 151.8 675.0 4 2020-03-06 151.8 765 3.893
## 35 428 19 171.3 846.3 3 2020-03-07 171.3 936 4.429
## 36 547 22 184.2 1030.5 4 2020-03-08 184.2 1120 5.357
## 37 748 26 190.4 1220.9 5 2020-03-09 190.4 1311 6.857
## 38 1018 31 189.9 1410.8 6 2020-03-10 189.9 1501 9.179
## 39 1263 37 182.8 1593.5 6 2020-03-11 182.8 1683 12.500
## 40 1668 43 169.0 1762.5 7 2020-03-12 169.0 1852 16.500
## 41 2224 50 148.5 1911.0 10 2020-03-13 148.5 2001 21.536
## 42 2898 60 121.4 2032.4 8 2020-03-14 121.4 2122 27.750
## 43 3600 68 100.6 2133.0 23 2020-03-15 100.6 2223 35.321
## 44 4507 91 86.1 2219.1 26 2020-03-16 86.1 2309 46.679
## 45 5906 117 77.9 2297.0 45 2020-03-17 77.9 2387 63.250
## 46 8350 162 76.1 2373.1 50 2020-03-18 76.1 2463 83.107
## 47 12393 212 80.5 2453.7 65 2020-03-19 80.5 2544 108.214
## 48 18012 277 91.3 2545.0 83 2020-03-20 91.3 2635 141.429
## 49 24528 360 108.4 2653.4 98 2020-03-21 108.4 2743 174.643
## 50 33073 458 132.8 2786.2 121 2020-03-22 132.8 2876 211.679
## 51 43505 579 164.5 2950.7 206 2020-03-23 164.5 3041 266.571
## 52 53938 785 203.5 3154.3 269 2020-03-24 203.5 3244 333.929
## 53 68572 1054 249.8 3404.1 299 2020-03-25 249.8 3494 410.429
## 54 85570 1353 303.5 3707.6 417 2020-03-26 303.5 3798 499.429
## 55 102900 1770 364.4 4072.0 530 2020-03-27 364.4 4162 599.393
## 56 123966 2300 432.7 4504.7 418 2020-03-28 432.7 4595 697.357
## 57 142486 2718 525.2 5029.8 650 2020-03-29 525.2 5120 792.893
## 58 163955 3368 641.9 5671.7 936 2020-03-30 641.9 5762 915.500
## 59 188461 4304 782.9 6454.7 1021 2020-03-31 782.9 6545 1052.786
## 60 215391 5325 948.2 7402.8 1216 2020-04-01 948.2 7493 1182.679
## 61 245108 6541 1137.7 8540.5 1391 2020-04-02 1137.7 8630 1313.643
## 62 277426 7932 1351.5 9892.0 1556 2020-04-03 1351.5 9982 1435.071
## 63 312525 9488 1589.5 11481.5 1368 2020-04-04 1589.5 11571 1535.679
## 64 338141 10856 1820.2 13301.7 1526 2020-04-05 1820.2 13392 1620.571
## 65 369057 12382 2043.7 15345.5 2234 2020-04-06 2043.7 15435 1723.536
## 66 399394 14616 2260.0 17605.4 2085 2020-04-07 2260.0 17695 1848.536
## 67 431214 16701 2468.9 20074.4 2120 2020-04-08 2468.9 20164 1950.821
## 68 465913 18821 2670.6 22745.0 2263 2020-04-09 2670.6 22835 2023.357
## 69 499386 21084 2865.0 25610.0 2084 2020-04-10 2865.0 25700 2069.536
## 70 531106 23168 3052.2 28662.2 1681 2020-04-11 3052.2 28752 2089.071
## 71 558249 24849 3199.3 31861.5 1764 2020-04-12 3199.3 31951 2105.607
## 72 584018 26613 3306.3 35167.7 2705 2020-04-13 3306.3 35258 2132.357
## 73 610709 29318 3373.2 38540.9 2752 2020-04-14 3373.2 38631 2158.214
## 74 640742 32070 3400.0 41940.9 2349 2020-04-15 3400.0 42031 2170.179
## 75 672355 34419 3386.7 45327.6 2289 2020-04-16 3386.7 45418 2167.250
## 76 703864 36708 3333.4 48661.0 1951 2020-04-17 3333.4 48751 2158.393
## 77 732262 38659 3240.0 51901.0 1520 2020-04-18 3240.0 51991 2138.929
## 78 757596 40179 3157.2 55058.1 1837 2020-04-19 3157.2 55148 2112.143
## 79 784991 42016 3085.1 58143.2 2672 2020-04-20 3085.1 58233 2089.536
## 80 810505 44688 3023.7 61166.9 2371 2020-04-21 3023.7 61257 2069.929
## 81 839336 47059 2972.9 64139.8 2169 2020-04-22 2972.9 64230 2056.464
## 82 873112 49228 2932.8 67072.6 2132 2020-04-23 2932.8 67163 2032.679
## 83 909853 51360 2903.4 69976.0 1967 2020-04-24 2903.4 70066 2000.714
## 84 944261 53327 2884.6 72860.6 1253 2020-04-25 2884.6 72951 1980.821
## 85 970996 54580 2852.7 75713.3 1442 2020-04-26 2852.7 75803 1947.357
## 86 994193 56022 2807.7 78521.0 2394 2020-04-27 2807.7 78611 1905.000
## 87 1018844 58416 2749.4 81270.4 2514 2020-04-28 2749.4 81360 1901.393
## 88 1045399 60930 2678.1 83948.5 2210 2020-04-29 2678.1 84038 1905.893
## 89 1075756 63140 2593.6 86542.1 1762 2020-04-30 2593.6 86632 1878.464
## 90 1109726 64902 2495.9 89038.0 1583 2020-05-01 2495.9 89128 1840.250
## 91 1139200 66485 2385.1 91423.1 1331 2020-05-02 2385.1 91513 1810.464
## 92 1165340 67816 2286.6 93709.7 1089 2020-05-03 2286.6 93800 1782.571
## 93 1187302 68905 2200.4 95910.1 2234 2020-05-04 2200.4 96000 1739.643
## 94 1211011 71139 2126.4 98036.5 2708 2020-05-05 2126.4 98126 1686.500
## 95 1235517 73847 2064.8 100101.2 1958 2020-05-06 2064.8 100191 1643.000
## 96 1263995 75805 2015.4 102116.7 1575 2020-05-07 2015.4 102207 1620.107
## 97 1291643 77380 1978.3 104095.0 1454 2020-05-08 1978.3 104185 1601.286
## 98 1316511 78834 1953.6 106048.6 932 2020-05-09 1953.6 106139 1571.107
## 99 1336828 79766 1926.6 107975.1 982 2020-05-10 1926.6 108065 1545.036
## 100 1354449 80748 1897.3 109872.5 1652 2020-05-11 1897.3 109962 1510.857
## 101 1376749 82400 1865.9 111738.3 1768 2020-05-12 1865.9 111828 1441.393
## 102 1397894 84168 1832.2 113570.5 1738 2020-05-13 1832.2 113660 1374.321
## 103 1424856 85906 1796.3 115366.8 1593 2020-05-14 1796.3 115457 1340.964
## 104 1451093 87499 1758.2 117125.0 1225 2020-05-15 1758.2 117215 1316.286
## 105 1474752 88724 1717.8 118842.8 844 2020-05-16 1717.8 118933 1290.714
## 106 1493766 89568 1675.0 120517.8 846 2020-05-17 1675.0 120608 1262.714
## 107 1515593 90414 1629.9 122147.7 1520 2020-05-18 1629.9 122238 1213.536
## 108 1536570 91934 1582.3 123730.0 1477 2020-05-19 1582.3 123820 1171.107
## 109 1559640 93411 1532.2 125262.2 1311 2020-05-20 1532.2 125352 1141.786
## 110 1585373 94722 1479.8 126742.0 1288 2020-05-21 1479.8 126832 1108.179
## 111 1609172 96010 1425.0 128167.0 1050 2020-05-22 1425.0 128257 1084.429
## 112 1631440 97060 1367.7 129534.7 620 2020-05-23 1367.7 129625 1066.500
## 113 1651471 97680 1312.9 130847.6 510 2020-05-24 1312.9 130938 1053.929
## 114 1670571 98190 1260.5 132108.2 747 2020-05-25 1260.5 132198 1034.286
## 115 1689467 98937 1210.6 133318.7 1485 2020-05-26 1210.6 133409 1001.214
## 116 1708211 100422 1163.0 134481.8 1200 2020-05-27 1163.0 134572 972.964
## 117 1730723 101622 1117.9 135599.7 1190 2020-05-28 1117.9 135690 955.857
## 118 1755271 102812 1075.3 136675.0 963 2020-05-29 1075.3 136765 938.071
## 119 1778668 103775 1035.1 137710.1 604 2020-05-30 1035.1 137800 918.357
## 120 1799302 104379 1001.4 138711.4 734 2020-05-31 1001.4 138801 917.714
## 121 1821199 105113 974.2 139685.6 1082 2020-06-01 974.2 139776 935.393
## 122 1841990 106195 953.5 140639.1 989 2020-06-02 953.5 140729 925.643
## 123 1861977 107184 939.4 141578.5 1008 2020-06-03 939.4 141668 894.250
## 124 1883593 108192 931.8 142510.3 1112 2020-06-04 931.8 142600 868.036
## 125 1912302 109304 930.7 143441.0 728 2020-06-05 930.7 143531 843.679
## 126 1934818 110032 936.2 144377.2 390 2020-06-06 936.2 144467 823.750
## 127 1953434 110422 937.7 145314.9 722 2020-06-07 937.7 145405 803.286
## 128 1971641 111144 935.3 146250.2 1030 2020-06-08 935.3 146340 781.893
## 129 1990446 112174 929.1 147179.3 929 2020-06-09 929.1 147269 762.571
## 130 2013298 113103 918.9 148098.2 877 2020-06-10 918.9 148188 744.393
## 131 2036500 113980 904.9 149003.1 779 2020-06-11 904.9 149093 719.571
## 132 2061993 114759 886.9 149890.0 692 2020-06-12 886.9 149980 698.286
## 133 2087327 115451 865.0 150755.0 317 2020-06-13 865.0 150845 687.036
## 134 2106457 115768 846.5 151601.5 448 2020-06-14 846.5 151691 669.357
## 135 2126574 116216 831.2 152432.7 769 2020-06-15 831.2 152523 649.393
## 136 2151459 116985 819.3 153252.0 761 2020-06-16 819.3 153342 636.571
## 137 2177114 117746 810.6 154062.6 727 2020-06-17 810.6 154153 687.536
## 138 2205173 118473 805.2 154867.8 698 2020-06-18 805.2 154958 739.071
## 139 2236009 119171 803.2 155671.0 546 2020-06-19 803.2 155761 727.393
## 140 2268034 119717 804.4 156475.4 257 2020-06-20 804.4 156565 719.286
## 141 2294413 119974 807.3 157282.7 360 2020-06-21 807.3 157373 714.036
## 142 2324879 120334 811.9 158094.7 833 2020-06-22 811.9 158185 729.393
## 143 2359939 121167 818.2 158912.9 767 2020-06-23 818.2 159003 744.107
## 144 2396928 121934 826.2 159739.0 2466 2020-06-24 826.2 159829 739.714
## 145 2438101 124400 835.8 160574.9 633 2020-06-25 835.8 160665 735.750
## 146 2483629 125033 847.1 161422.0 511 2020-06-26 847.1 161512 721.750
## 147 2525928 125544 860.2 162282.2 271 2020-06-27 860.2 162372 711.750
## 148 2565436 125815 875.5 163157.6 347 2020-06-28 875.5 163248 713.036
## 149 2604932 126162 893.1 164050.7 1300 2020-06-29 893.1 164141 718.607
## 150 2653321 127462 913.0 164963.7 642 2020-06-30 913.0 165054 729.536
## 151 2703296 128104 935.2 165898.8 723 2020-07-01 935.2 165989 677.964
## 152 2758855 128827 959.7 166858.5 591 2020-07-02 959.7 166948 626.893
## 153 2816009 129418 986.5 167845.0 261 2020-07-03 986.5 167935 639.714
## 154 2866015 129679 1015.6 168860.6 262 2020-07-04 1015.6 168951 650.000
## 155 2910782 129941 1048.6 169909.2 391 2020-07-05 1048.6 169999 657.214
## 156 2958098 130332 1085.6 170994.8 958 2020-07-06 1085.6 171085 647.643
## 157 3012182 131290 1126.4 172121.2 948 2020-07-07 1126.4 172211 647.036
## 158 3071637 132238 1171.2 173292.4 841 2020-07-08 1171.2 173382 667.179
## 159 3131526 133079 1220.0 174512.4 828 2020-07-09 1220.0 174602 686.643
## 160 3199753 133907 1272.6 175785.0 675 2020-07-10 1272.6 175875 716.071
## 161 3260474 134582 1329.2 177114.2 395 2020-07-11 1329.2 177204 739.786
## 162 3318279 134977 1380.5 178494.7 425 2020-07-12 1380.5 178585 750.143
## 163 3379846 135402 1426.7 179921.3 954 2020-07-13 1426.7 180011 761.179
## 164 3445448 136356 1467.6 181388.9 971 2020-07-14 1467.6 181479 773.929
## 165 3513790 137327 1503.3 182892.2 958 2020-07-15 1503.3 182982 790.464
## 166 3589477 138285 1533.8 184426.0 901 2020-07-16 1533.8 184516 811.643
## 167 3660400 139186 1559.0 185985.0 775 2020-07-17 1559.0 186075 830.464
## 168 3722851 139961 1579.1 187564.1 412 2020-07-18 1579.1 187654 839.536
## 169 3785126 140373 1600.9 189165.0 531 2020-07-19 1600.9 189255 886.536
## 170 3845014 140904 1624.6 190789.6 1127 2020-07-20 1624.6 190880 945.250
## 171 3910291 142031 1650.0 192439.6 1136 2020-07-21 1650.0 192530 973.750
## 172 3980030 143167 1677.2 194116.8 1116 2020-07-22 1677.2 194207 999.750
## 173 4050036 144283 1706.2 195823.0 1146 2020-07-23 1706.2 195913 1029.429
## 174 4123561 145429 1737.0 197560.0 884 2020-07-24 1737.0 197650 1058.286
## 175 4190337 146313 1769.6 199329.6 440 2020-07-25 1769.6 199420 1068.571
## 176 4244554 146753 1797.5 201127.1 1696 2020-07-26 1797.5 201217 1071.607
## 177 4303735 148449 1820.8 202947.9 1327 2020-07-27 1820.8 203038 1082.536
## 178 4366851 149776 1839.3 204787.2 1396 2020-07-28 1839.3 204877 1094.893
## 179 4433467 151172 1853.2 206640.4 1261 2020-07-29 1853.2 206730 1097.464
## 180 4502581 152433 1862.5 208502.9 1429 2020-07-30 1862.5 208593 1103.357
## 181 4571669 153862 1867.1 210370.0 1055 2020-07-31 1867.1 210460 1113.786
## 182 4628497 154917 1867.0 212237.0 420 2020-08-01 1867.0 212327 1120.250
## 183 4679291 155337 1864.6 214101.6 608 2020-08-02 1864.6 214192 1082.393
## 184 4726775 155945 1859.9 215961.5 1356 2020-08-03 1859.9 216051 1045.429
## 185 4780324 157301 1853.0 217814.5 1253 2020-08-04 1853.0 217904 1052.786
## 186 4834047 158554 1843.8 219658.3 1071 2020-08-05 1843.8 219748 1054.000
## 187 4891561 159625 1832.3 221490.5 1356 2020-08-06 1832.3 221580 1043.250
## 188 4952718 160981 1818.5 223309.0 966 2020-08-07 1818.5 223399 1034.357
## 189 5007958 161947 1802.4 225111.4 539 2020-08-08 1802.4 225201 1037.857
## 190 5056438 162486 1789.8 226901.2 537 2020-08-09 1789.8 226991 1038.607
## 191 5103611 163023 1780.6 228681.7 1451 2020-08-10 1780.6 228772 1035.750
## 192 5156968 164474 1774.8 230456.6 1478 2020-08-11 1774.8 230547 1037.000
## 193 5211246 165952 1772.5 232229.1 1213 2020-08-12 1772.5 232319 1037.500
## 194 5265307 167165 1773.7 234002.8 1176 2020-08-13 1773.7 234093 1029.536
## 195 5324784 168341 1778.2 235781.0 1059 2020-08-14 1778.2 235871 1022.000
## 196 5375527 169400 1786.3 237567.3 514 2020-08-15 1786.3 237657 1018.107
## 197 5417664 169914 1788.7 239356.0 535 2020-08-16 1788.7 239446 1013.607
## 198 5455187 170449 1785.6 241141.6 1349 2020-08-17 1785.6 241232 1003.929
## 199 5498420 171798 1777.0 242918.6 1295 2020-08-18 1777.0 243009 985.250
## 200 5541433 173093 1762.8 244681.4 1043 2020-08-19 1762.8 244771 971.964
## 201 5587462 174136 1743.0 246424.3 1161 2020-08-20 1743.0 246514 962.929
## 202 5636491 175297 1717.7 248142.0 950 2020-08-21 1717.7 248232 950.286
## 203 5681517 176247 1686.8 249828.8 446 2020-08-22 1686.8 249919 938.571
## 204 5713850 176693 1655.0 251483.7 504 2020-08-23 1655.0 251574 931.893
## 205 5754254 177197 1622.3 253106.0 1213 2020-08-24 1622.3 253196 921.000
## 206 5793437 178410 1588.7 254694.7 1193 2020-08-25 1588.7 254785 903.964
## 207 5838756 179603 1554.2 256248.8 1126 2020-08-26 1554.2 256339 897.393
## 208 5884366 180729 1518.7 257767.6 1010 2020-08-27 1518.7 257858 892.179
## 209 5930930 181739 1482.4 259250.0 871 2020-08-28 1482.4 259340 877.214
## 210 5975540 182610 1445.2 260695.2 374 2020-08-29 1445.2 260785 867.464
## 211 6008970 182984 1408.2 262103.4 488 2020-08-30 1408.2 262193 857.607
## 212 6045455 183472 1371.3 263474.7 1091 2020-08-31 1371.3 263565 822.036
## 213 6089504 184563 1334.6 264809.3 1076 2020-09-01 1334.6 264899 794.429
## 214 6121948 185639 1298.1 266107.4 1078 2020-09-02 1298.1 266197 786.250
## 215 6168342 186717 1261.8 267369.3 980 2020-09-03 1261.8 267459 786.464
## 216 6220446 187697 1225.7 268595.0 712 2020-09-04 1225.7 268685 788.143
## 217 6262700 188409 1189.8 269784.8 411 2020-09-05 1189.8 269875 782.964
## 218 6292699 188820 1155.0 270939.8 263 2020-09-06 1155.0 271030 782.500
## 219 6317865 189083 1121.4 272061.2 458 2020-09-07 1121.4 272151 787.929
## 220 6346806 189541 1089.0 273150.1 1175 2020-09-08 1089.0 273240 791.893
## 221 6380138 190716 1057.7 274207.8 915 2020-09-09 1057.7 274298 780.893
## 222 6418198 191631 1027.6 275235.4 1227 2020-09-10 1027.6 275325 771.607
## 223 6465766 192858 998.6 276234.0 701 2020-09-11 998.6 276324 769.000
## 224 6504870 193559 970.9 277204.9 399 2020-09-12 970.9 277295 760.429
## 225 6538213 193958 944.0 278148.8 450 2020-09-13 944.0 278239 759.321
## 226 6575100 194408 917.9 279066.8 1281 2020-09-14 917.9 279157 782.536
## 227 6614317 195689 892.8 279959.6 997 2020-09-15 892.8 280050 796.750
## 228 6653585 196686 868.6 280828.1 849 2020-09-16 868.6 280918 792.643
## 229 6698895 197535 845.2 281673.3 949 2020-09-17 845.2 281763 778.214
## 230 6747782 198484 822.7 282496.0 670 2020-09-18 822.7 282586 767.286
## 231 6789593 199154 801.1 283297.1 213 2020-09-19 801.1 283387 765.000
## 232 6825949 199367 788.8 284085.9 430 2020-09-20 788.8 284176 756.714
## 233 6880899 199797 786.0 284871.9 941 2020-09-21 786.0 284962 740.464
## 234 6918290 200738 792.6 285664.6 1090 2020-09-22 792.6 285754 726.964
## 235 6959841 201828 808.6 286473.2 885 2020-09-23 808.6 286563 726.071
## 236 7005043 202713 834.0 287307.2 853 2020-09-24 834.0 287397 723.000
## 237 7059624 203566 868.8 288176.0 769 2020-09-25 868.8 288266 721.393
## 238 7102321 204335 913.0 289089.0 267 2020-09-26 913.0 289179 727.071
## 239 7139619 204602 940.9 290029.9 350 2020-09-27 940.9 290120 731.321
## 240 7176979 204952 952.5 290982.5 926 2020-09-28 952.5 291072 723.429
## 241 7220676 205878 947.9 291930.4 974 2020-09-29 947.9 292020 712.214
## 242 7262734 206852 926.9 292857.3 847 2020-09-30 926.9 292947 710.393
## 243 7309152 207699 889.6 293746.9 865 2020-10-01 889.6 293837 714.143
## 244 7362732 208564 836.1 294583.0 709 2020-10-02 836.1 294673 710.036
## 245 7410511 209273 766.2 295349.2 333 2020-10-03 766.2 295439 709.143
## 246 7445574 209606 718.5 296067.8 429 2020-10-04 718.5 296158 714.607
## 247 7507986 210035 692.9 296760.7 721 2020-10-05 692.9 296851 711.071
## 248 7550848 210756 689.5 297450.2 996 2020-10-06 689.5 297540 708.750
## 249 7603865 211752 708.1 298158.3 928 2020-10-07 708.1 298248 708.071
## 250 7660248 212680 748.9 298907.2 915 2020-10-08 748.9 298997 707.071
## 251 7719210 213595 811.8 299719.0 592 2020-10-09 811.8 299809 706.893
## 252 7770858 214187 896.9 300615.9 419 2020-10-10 896.9 300706 707.714
## 253 7815641 214606 957.2 301573.0 351 2020-10-11 957.2 301663 712.786
## 254 7863657 214957 992.8 302565.8 826 2020-10-12 992.8 302656 723.357
## 255 7918051 215783 1003.7 303569.5 1009 2020-10-13 1003.7 303659 738.357
## 256 7977904 216792 989.9 304559.4 793 2020-10-14 989.9 304649 742.357
## 257 8043257 217585 951.4 305510.8 891 2020-10-15 951.4 305601 739.179
## 258 8113720 218476 888.2 306399.0 678 2020-10-16 888.2 306489 749.571
## 259 8166481 219154 800.2 307199.2 387 2020-10-17 800.2 307289 756.714
## 260 8214363 219541 732.2 307931.5 517 2020-10-18 732.2 308021 760.536
## 261 8279803 220058 684.2 308615.6 929 2020-10-19 684.2 308706 772.821
## 262 8340397 220987 656.0 309271.6 1208 2020-10-20 656.0 309362 778.679
## 263 8404634 222195 647.8 309919.4 828 2020-10-21 647.8 310009 786.464
## 264 8479762 223023 659.5 310578.9 926 2020-10-22 659.5 310669 796.857
## 265 8564893 223949 691.1 311270.0 872 2020-10-23 691.1 311360 805.429
## 266 8643591 224821 742.6 312012.6 339 2020-10-24 742.6 312103 812.571
## 267 8703303 225160 784.9 312797.5 538 2020-10-25 784.9 312887 814.821
## 268 8777800 225698 817.7 313615.2 983 2020-10-26 817.7 313705 822.821
## 269 8852197 226681 841.3 314456.5 1016 2020-10-27 841.3 314546 844.571
## 270 8934121 227697 855.4 315311.9 1004 2020-10-28 855.4 315402 869.143
## 271 9024915 228701 860.3 316172.2 971 2020-10-29 860.3 316262 890.571
## 272 9124729 229672 855.8 317028.0 838 2020-10-30 855.8 317118 906.821
## 273 9208964 230510 842.0 317870.0 427 2020-10-31 842.0 317960 916.107
## 274 9283188 230937 830.1 318700.1 540 2020-11-01 830.1 318790 927.964
## 275 9376927 231477 820.2 319520.3 1130 2020-11-02 820.2 319610 952.571
## 276 9469557 232607 812.3 320332.7 1616 2020-11-03 812.3 320423 984.607
## 277 9577440 234223 806.4 321139.1 1108 2020-11-04 806.4 321229 1005.429
## 278 9698981 235331 802.5 321941.5 1246 2020-11-05 802.5 322031 1026.357
## 279 9831853 236577 800.5 322742.0 1007 2020-11-06 800.5 322832 1054.571
## 280 9957785 237584 NA NA 464 2020-11-07 NA NA 1074.857
## 281 10061201 238048 NA NA 745 2020-11-08 NA NA 1091.000
## 282 10191642 238793 NA NA 1465 2020-11-09 NA NA 1117.179
## 283 10331382 240258 NA NA 1431 2020-11-10 NA NA 1145.250
## 284 10474242 241689 NA NA 1172 2020-11-11 NA NA 1186.786
## 285 10637733 242861 NA NA 1389 2020-11-12 NA NA 1242.500
## 286 10819326 244250 NA NA 1210 2020-11-13 NA NA 1282.786
## 287 10978447 245460 NA NA 623 2020-11-14 NA NA 1311.393
## 288 11113634 246083 NA NA 796 2020-11-15 NA NA 1335.393
## 289 11280088 246879 NA NA 1607 2020-11-16 NA NA 1372.429
## 290 11441833 248486 NA NA 1925 2020-11-17 NA NA 1430.500
## 291 11614116 250411 NA NA 1962 2020-11-18 NA NA 1462.250
## 292 11801586 252373 NA NA 1952 2020-11-19 NA NA 1463.321
## 293 12000258 254325 NA NA 1429 2020-11-20 NA NA 1463.500
## 294 12172261 255754 NA NA 843 2020-11-21 NA NA 1469.821
## 295 12313295 256597 NA NA 1038 2020-11-22 NA NA 1493.536
## 296 12492394 257635 NA NA 2209 2020-11-23 NA NA 1546.000
## 297 12670684 259844 NA NA 2313 2020-11-24 NA NA 1606.071
## 298 12851220 262157 NA NA 1179 2020-11-25 NA NA 1666.143
## 299 12954324 263336 NA NA 1412 2020-11-26 NA NA 1726.214
## 300 13159784 264748 NA NA 1192 2020-11-27 NA NA 1786.286
## 301 13311031 265940 NA NA 818 2020-11-28 NA NA 1846.357
## 302 13447344 266758 NA NA 1265 2020-11-29 NA NA 1906.429
## 303 13615103 268023 NA NA 2607 2020-11-30 NA NA 1966.500
## 304 13799277 270630 NA NA 2607 2020-12-01 NA NA 2026.571
## 305 NA NA NA NA NA 2020-12-02 NA NA NA
## 306 NA NA NA NA NA 2020-12-03 NA NA NA
## 307 NA NA NA NA NA 2020-12-04 NA NA NA
## 308 NA NA NA NA NA 2020-12-05 NA NA NA
## 309 NA NA NA NA NA 2020-12-06 NA NA NA
## 310 NA NA NA NA NA 2020-12-07 NA NA NA
## 311 NA NA NA NA NA 2020-12-08 NA NA NA
## 312 NA NA NA NA NA 2020-12-09 NA NA NA
## 313 NA NA NA NA NA 2020-12-10 NA NA NA
## 314 NA NA NA NA NA 2020-12-11 NA NA NA
## 315 NA NA NA NA NA 2020-12-12 NA NA NA
## 316 NA NA NA NA NA 2020-12-13 NA NA NA
## 317 NA NA NA NA NA 2020-12-14 NA NA NA
## 318 NA NA NA NA NA 2020-12-15 NA NA NA
## 319 NA NA NA NA NA 2020-12-16 NA NA NA
## 320 NA NA NA NA NA 2020-12-17 NA NA NA
## 321 NA NA NA NA NA 2020-12-18 NA NA NA
## 322 NA NA NA NA NA 2020-12-19 NA NA NA
## 323 NA NA NA NA NA 2020-12-20 NA NA NA
## 324 NA NA NA NA NA 2020-12-21 NA NA NA
## 325 NA NA NA NA NA 2020-12-22 NA NA NA
## 326 NA NA NA NA NA 2020-12-23 NA NA NA
## 327 NA NA NA NA NA 2020-12-24 NA NA NA
## 328 NA NA NA NA NA 2020-12-25 NA NA NA
## 329 NA NA NA NA NA 2020-12-26 NA NA NA
## 330 NA NA NA NA NA 2020-12-27 NA NA NA
## 331 NA NA NA NA NA 2020-12-28 NA NA NA
## 332 NA NA NA NA NA 2020-12-29 NA NA NA
## 333 NA NA NA NA NA 2020-12-30 NA NA NA
## 334 NA NA NA NA NA 2020-12-31 NA NA NA
## smadaid pop smdaiinf daiinf smadaiinf adjdaiinf peri norm
## 1 2.0 328000000 NA NA 425 400 NA NA
## 2 2.0 328000000 7.1 NA 413 400 0.000000022 NA
## 3 2.0 328000000 28.6 NA 505 400 0.000000109 NA
## 4 2.0 328000000 64.3 NA 851 400 0.000000305 NA
## 5 2.0 328000000 114.3 NA 1503 400 0.000000653 NA
## 6 2.0 328000000 157.1 NA 2494 400 0.000001132 NA
## 7 2.0 328000000 171.4 NA 3833 400 0.000001655 NA
## 8 2.0 328000000 192.9 NA 5527 2491 0.000002243 NA
## 9 2.0 328000000 242.9 200 7583 5242 0.000002983 NA
## 10 2.1 328000000 292.9 400 10010 8597 0.000003876 NA
## 11 2.1 328000000 342.9 600 12815 12030 0.000004922 NA
## 12 2.1 328000000 407.1 800 16007 15541 0.000006163 NA
## 13 2.1 328000000 485.7 400 19417 19129 0.000007644 NA
## 14 2.1 328000000 571.4 NA 22776 22797 0.000009386 NA
## 15 2.1 328000000 664.3 600 25887 26542 0.000011411 NA
## 16 2.1 328000000 778.6 800 28582 30365 0.000013785 NA
## 17 2.1 328000000 885.7 600 30720 34266 0.000016485 NA
## 18 2.1 328000000 1071.4 800 32162 36836 0.000019752 NA
## 19 2.1 328000000 1371.4 1000 32764 38073 0.000023933 NA
## 20 2.1 328000000 1835.7 1200 32517 37978 0.000029530 0.000064
## 21 2.5 328000000 2500.0 1200 31539 36552 0.000037152 0.000254
## 22 4.3 328000000 3300.0 1400 29948 33793 0.000047213 0.000572
## 23 7.5 328000000 4307.1 2000 27933 29702 0.000060344 0.001018
## 24 12.5 328000000 5550.0 1600 25754 24279 0.000077265 0.001399
## 25 19.2 328000000 7064.3 4600 23670 20119 0.000098802 0.001526
## 26 27.6 328000000 9335.7 5200 21941 17222 0.000127265 0.001717
## 27 37.9 328000000 12650.0 9000 20836 15588 0.000165832 0.002162
## 28 50.0 328000000 16621.4 10000 20635 15217 0.000216507 0.002608
## 29 64.1 328000000 21642.9 13000 21616 16109 0.000282491 0.003053
## 30 80.0 328000000 28285.7 16600 23930 18264 0.000368728 0.003625
## 31 97.1 328000000 34928.6 19600 27596 21682 0.000475218 0.004325
## 32 113.9 328000000 42335.7 24200 32634 26562 0.000604290 0.005088
## 33 129.4 328000000 53314.3 41200 39065 32903 0.000766834 0.005915
## 34 142.9 328000000 66785.7 53800 47077 40705 0.000970449 0.006932
## 35 153.6 328000000 82085.7 59800 57029 49970 0.001220710 0.007886
## 36 160.8 328000000 99885.7 83400 69280 60696 0.001525240 0.009540
## 37 163.8 328000000 119878.6 106000 84179 72883 0.001890723 0.012211
## 38 162.6 328000000 139471.4 83600 102064 86532 0.002315941 0.016345
## 39 157.7 328000000 158578.6 130000 123275 105032 0.002799412 0.022260
## 40 149.7 328000000 183100.0 187200 148151 128383 0.003357644 0.029383
## 41 139.7 328000000 210557.1 204200 176715 156584 0.003999586 0.038350
## 42 128.8 328000000 236535.7 243200 208676 189636 0.004720732 0.049416
## 43 118.4 328000000 262728.6 278200 243742 227539 0.005521733 0.062899
## 44 109.7 328000000 287014.3 311200 281453 270293 0.006396777 0.083124
## 45 104.2 328000000 307135.7 273600 321178 317898 0.007333166 0.112634
## 46 103.2 328000000 324114.3 305200 362286 364049 0.008321320 0.147995
## 47 108.1 328000000 344707.1 446800 404147 408747 0.009372256 0.192705
## 48 119.6 328000000 369707.1 417000 445803 451992 0.010499412 0.251852
## 49 138.0 328000000 390164.3 424000 485967 493784 0.011688937 0.310999
## 50 163.2 328000000 404671.4 452600 523351 534122 0.012922692 0.376952
## 51 195.3 328000000 413907.1 416800 556986 573007 0.014184604 0.474704
## 52 235.4 328000000 417814.3 336200 586213 610439 0.015458428 0.594651
## 53 285.1 328000000 421121.4 352800 610377 639854 0.016742334 0.730881
## 54 346.4 328000000 426471.4 541000 628822 661252 0.018042552 0.889370
## 55 420.9 328000000 431642.9 550400 641398 674634 0.019358537 1.067383
## 56 510.3 328000000 434035.7 469800 648464 679998 0.020681816 1.241836
## 57 616.4 328000000 433450.0 457800 650379 677346 0.022003310 1.411963
## 58 740.8 328000000 431678.6 390200 647830 666677 0.023319403 1.630299
## 59 883.6 328000000 427785.7 304000 641832 647991 0.024623628 1.874774
## 60 1043.4 328000000 422428.6 367400 633400 631438 0.025911520 2.106084
## 61 1218.7 328000000 417907.1 534400 623548 617019 0.027185627 2.339301
## 62 1407.3 328000000 413985.7 474200 613055 604733 0.028447779 2.555538
## 63 1605.9 328000000 411292.9 433800 602457 594581 0.029701720 2.734697
## 64 1811.4 328000000 406535.7 426400 592295 586562 0.030941159 2.885872
## 65 2020.7 328000000 400142.9 393400 582598 580676 0.032161106 3.069228
## 66 2229.0 328000000 396164.3 250600 572892 576924 0.033368924 3.291825
## 67 2429.8 328000000 389471.4 288400 562699 570542 0.034556337 3.473973
## 68 2616.8 328000000 381000.0 478800 551544 561530 0.035717922 3.603142
## 69 2784.9 328000000 380278.6 502800 539204 549888 0.036877308 3.685376
## 70 2931.1 328000000 381178.6 442000 525711 535617 0.038039438 3.720165
## 71 3051.9 328000000 375692.9 352400 511099 518715 0.039184843 3.749611
## 72 3144.1 328000000 368050.0 316600 495638 499183 0.040306947 3.797247
## 73 3207.0 328000000 362092.9 266200 479836 477021 0.041410889 3.843292
## 74 3242.3 328000000 356514.3 217800 464202 457317 0.042497822 3.864598
## 75 3251.9 328000000 347928.6 446800 449246 440072 0.043558580 3.859383
## 76 3239.2 328000000 337300.0 541600 435331 425284 0.044586934 3.843610
## 77 3209.2 328000000 328600.0 391600 422675 412954 0.045588763 3.808949
## 78 3167.0 328000000 324021.4 315000 411497 403083 0.046576633 3.761250
## 79 3117.7 328000000 320257.1 290800 401761 395669 0.047553027 3.720991
## 80 3065.3 328000000 314221.4 186400 393176 390713 0.048511019 3.686075
## 81 3012.3 328000000 309007.1 196400 385453 385313 0.049453114 3.662099
## 82 2961.5 328000000 302171.4 330400 378301 379467 0.050374368 3.619742
## 83 2913.0 328000000 288278.6 353600 371428 373176 0.051253267 3.562820
## 84 2864.5 328000000 274864.3 347600 364539 366440 0.052091267 3.527396
## 85 2813.5 328000000 268192.9 318600 357341 359259 0.052908929 3.467803
## 86 2757.7 328000000 263257.1 245000 349685 351633 0.053711542 3.392375
## 87 2696.0 328000000 258142.9 168800 341566 343561 0.054498563 3.385951
## 88 2628.6 328000000 252542.9 169200 332982 335007 0.055268510 3.393965
## 89 2555.5 328000000 242707.1 304000 323928 325971 0.056008471 3.345121
## 90 2478.2 328000000 234221.4 295400 314450 316451 0.056722561 3.277070
## 91 2399.2 328000000 228357.1 262200 304640 306449 0.057418772 3.224028
## 92 2321.0 328000000 221635.7 257600 294591 295964 0.058094490 3.174357
## 93 2246.2 328000000 216885.7 210000 284398 284996 0.058755727 3.097911
## 94 2176.7 328000000 213300.0 124000 274159 273546 0.059406032 3.003276
## 95 2113.4 328000000 210785.7 102000 263971 262582 0.060048672 2.925812
## 96 2057.5 328000000 206857.1 149400 253929 252104 0.060679334 2.885045
## 97 2008.8 328000000 200242.9 297000 244173 242113 0.061289830 2.851528
## 98 1965.9 328000000 194592.9 240000 234880 232608 0.061883101 2.797787
## 99 1927.3 328000000 191171.4 238000 226230 223590 0.062465941 2.751360
## 100 1891.5 328000000 187614.3 192600 218352 215057 0.063037936 2.690495
## 101 1857.1 328000000 183671.4 120800 211330 207012 0.063597909 2.566795
## 102 1822.7 328000000 183542.9 146800 205244 200271 0.064157491 2.447356
## 103 1786.7 328000000 187078.6 216400 200177 194835 0.064727853 2.387955
## 104 1748.4 328000000 185128.6 197800 196105 190704 0.065292269 2.344008
## 105 1707.8 328000000 178850.0 201600 192904 187879 0.065837544 2.298471
## 106 1664.9 328000000 173607.1 222400 190444 186358 0.066366834 2.248609
## 107 1619.6 328000000 168735.7 145600 188560 186142 0.066881272 2.161033
## 108 1572.2 328000000 164750.0 78000 187043 187231 0.067383558 2.085477
## 109 1523.2 328000000 160657.1 144400 185684 187540 0.067873367 2.033263
## 110 1473.0 328000000 156378.6 206000 184274 187069 0.068350131 1.973416
## 111 1422.0 328000000 152514.3 185800 182678 185818 0.068815113 1.931122
## 112 1370.8 328000000 148878.6 175400 180830 183786 0.069269011 1.899196
## 113 1319.9 328000000 143914.3 155800 178666 180974 0.069707774 1.876809
## 114 1269.6 328000000 139657.1 138400 176226 177382 0.070133558 1.841829
## 115 1220.9 328000000 137407.1 63400 173654 173009 0.070552483 1.782937
## 116 1174.4 328000000 133871.4 89600 171093 169296 0.070960627 1.732630
## 117 1131.1 328000000 129878.6 153800 168689 166244 0.071356598 1.702166
## 118 1091.8 328000000 127314.3 152200 166568 163851 0.071744752 1.670493
## 119 1056.6 328000000 137507.1 145400 164843 162119 0.072163981 1.635387
## 120 1026.2 328000000 147814.3 139600 163625 161046 0.072614634 1.634242
## 121 1000.9 328000000 145478.6 109200 162953 160634 0.073058166 1.665723
## 122 980.5 328000000 143857.1 51400 162796 160881 0.073496755 1.648361
## 123 964.5 328000000 142807.1 72000 163121 161465 0.073932143 1.592457
## 124 952.2 328000000 145878.6 166600 163895 162385 0.074376895 1.545776
## 125 942.8 328000000 148821.4 153400 165093 163642 0.074830618 1.502401
## 126 935.2 328000000 147942.9 493200 166695 165234 0.075281664 1.466913
## 127 928.4 328000000 147150.0 126600 168679 167163 0.075730292 1.430470
## 128 921.4 328000000 144350.0 102200 171043 169429 0.076170383 1.392375
## 129 913.4 328000000 142350.0 54200 173800 172031 0.076604377 1.357968
## 130 904.1 328000000 142607.1 69400 176960 175092 0.077039155 1.325596
## 131 893.3 328000000 143721.4 260000 180537 178613 0.077477330 1.281394
## 132 881.1 328000000 145907.1 128400 184559 182595 0.077922169 1.243489
## 133 868.3 328000000 135592.9 144600 189071 187036 0.078335562 1.223455
## 134 855.5 328000000 125378.6 118200 194118 191937 0.078717814 1.191974
## 135 843.4 328000000 127942.9 52200 199739 197297 0.079107883 1.156422
## 136 832.8 328000000 130000.0 52400 205965 203118 0.079504225 1.133590
## 137 824.2 328000000 131442.9 78200 212831 209723 0.079904965 1.224346
## 138 818.1 328000000 129528.6 191600 220367 217113 0.080299869 1.316119
## 139 814.8 328000000 129407.1 189600 228515 225288 0.080694403 1.295322
## 140 814.0 328000000 133435.7 168200 237125 234247 0.081101220 1.280885
## 141 815.6 328000000 137328.6 165600 246047 243991 0.081519904 1.271536
## 142 819.5 328000000 143214.3 135000 255113 254520 0.081956533 1.298884
## 143 825.5 328000000 147957.1 79000 264142 265834 0.082407622 1.325087
## 144 833.5 328000000 150028.6 85000 272950 276104 0.082865026 1.317264
## 145 843.4 328000000 152235.7 190800 281354 285331 0.083329159 1.310205
## 146 855.2 328000000 154785.7 194200 289243 293515 0.083801067 1.285274
## 147 869.0 328000000 158092.9 191600 296572 300656 0.084283057 1.267466
## 148 884.8 328000000 162328.6 180200 303300 306753 0.084777962 1.269756
## 149 902.7 328000000 166092.9 155000 309475 311807 0.085284342 1.279677
## 150 922.8 328000000 167907.1 82400 315237 315818 0.085796254 1.299138
## 151 945.4 328000000 177307.1 106200 320727 320186 0.086336825 1.207301
## 152 970.6 328000000 189050.0 225400 326085 324913 0.086913197 1.116355
## 153 998.7 328000000 194750.0 227200 331385 329998 0.087506947 1.139187
## 154 1029.8 328000000 199950.0 223200 336640 335441 0.088116551 1.157503
## 155 1064.2 328000000 205885.7 229200 341860 341242 0.088744251 1.170350
## 156 1101.8 328000000 211657.1 176800 346985 347401 0.089389547 1.153306
## 157 1142.6 328000000 213714.3 88000 351888 353918 0.090041115 1.152225
## 158 1185.6 328000000 214321.4 339200 356438 359502 0.090694534 1.188094
## 159 1230.2 328000000 216507.1 265400 360506 364151 0.091354617 1.222756
## 160 1275.6 328000000 218978.6 279200 363988 367867 0.092022234 1.275162
## 161 1320.7 328000000 219492.9 252200 366801 370650 0.092691420 1.317391
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## 7 0.33 NA 1.00 NA NA NA NA NA NA
## 8 0.33 NA 1.00 NA NA NA NA NA NA
## 9 0.71 NA 1.00 NA NA NA NA NA NA
## 10 1.08 NA 1.00 NA NA NA NA NA NA
## 11 1.08 NA 1.00 NA NA NA NA NA NA
## 12 1.17 6.7 1.00 NA NA NA NA NA NA
## 13 1.37 7.7 1.00 NA NA NA NA NA NA
## 14 1.46 8.9 1.00 NA NA NA NA NA NA
## 15 1.42 10.0 1.00 NA NA NA NA NA NA
## 16 1.92 11.5 1.00 NA NA NA NA NA NA
## 17 2.46 13.7 1.00 NA NA NA NA NA NA
## 18 3.12 16.5 1.00 NA NA NA NA NA NA
## 19 3.75 19.9 1.00 NA NA NA NA NA NA
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## 25 9.54 49.4 0.96 NA NA NA NA NA NA
## 26 13.71 61.6 0.80 NA NA NA NA NA NA
## 27 19.96 80.2 0.72 NA NA NA NA NA NA
## 28 27.75 106.0 0.70 NA NA NA NA NA NA
## 29 36.96 140.5 0.74 NA NA NA NA NA NA
## 30 49.58 187.0 0.84 NA NA NA NA NA NA
## 31 68.58 251.8 1.00 NA NA NA NA NA NA
## 32 89.83 337.7 1.24 NA NA NA NA NA NA
## 33 116.50 450.2 1.57 NA NA NA NA NA NA
## 34 155.58 601.3 2.04 NA NA NA NA NA NA
## 35 205.42 800.8 2.69 NA NA NA NA NA NA
## 36 261.21 1054.6 3.56 NA NA NA NA NA NA
## 37 325.87 1371.0 4.65 NA NA NA NA NA NA
## 38 417.67 1774.9 5.92 NA NA NA NA NA NA
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## 47 6209.17 25866.3 6.43 NA NA NA NA NA NA
## 48 7582.17 33187.3 5.77 NA NA NA NA NA NA
## 49 9114.96 41976.4 5.13 NA NA NA NA NA NA
## 50 10668.29 52227.0 4.52 NA NA NA NA NA NA
## 51 12174.38 63829.8 3.96 NA NA NA NA NA NA
## 52 13819.71 76816.0 3.45 NA NA NA NA NA NA
## 53 15560.29 91150.1 3.01 NA NA NA NA NA NA
## 54 17414.96 106846.5 2.63 NA NA NA NA NA NA
## 55 19372.21 123892.2 2.30 NA NA NA NA NA NA
## 56 21390.54 142187.1 2.02 NA NA NA NA NA NA
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## 58 24362.00 180719.6 1.59 NA NA NA NA NA NA
## 59 25596.21 200106.7 1.42 NA NA NA NA NA NA
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## 75 28414.83 358932.5 0.73 95270055 4881990 9910537 2340 33683 14792527
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## 78 30022.08 355449.3 0.71 94274983 4729058 11118998 2440 40924 15848056
## 79 29739.08 354816.9 0.71 93926446 4670719 11513060 2473 43397 16183779
## 80 29164.17 353850.0 0.71 93569420 4610503 11902260 2457 45854 16512763
## 81 28667.67 352286.2 0.72 93203885 4549291 12286441 2449 48303 16835732
## 82 28542.88 350457.1 0.73 92829829 4487824 12665520 2430 50733 17153344
## 83 28984.33 349382.8 0.74 92447257 4426717 13039476 2403 53136 17466193
## 84 29430.79 349147.8 0.74 92056185 4366467 13408338 2366 55502 17774805
## 85 29543.50 349592.6 0.75 91656645 4307469 13772179 2322 57824 18079647
## 86 29283.38 350353.4 0.76 91248682 4250029 14131102 2272 60096 18381131
## 87 28577.71 350516.3 0.76 90832358 4194384 14485237 2217 62313 18679620
## 88 27648.46 349264.3 0.77 90407747 4140707 14834734 2158 64471 18975440
## 89 26891.58 346495.6 0.76 89974943 4089128 15179756 2099 66570 19268884
## 90 26682.54 343156.1 0.76 89534053 4039740 15520479 2039 68609 19560219
## 91 26790.21 340207.2 0.75 89085202 3992609 15857085 1980 70589 19849695
## 92 26679.25 337722.3 0.74 88628531 3947782 16189763 1924 72512 20137545
## 93 26126.42 335181.0 0.72 88164197 3905290 16518703 1870 74383 20423992
## 94 25418.46 332056.6 0.71 87692374 3865153 16844101 1821 76204 20709253
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