Illinois Covid 19 Statistics Summary and SIRs
George Robertson
December, 03, 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 2020-11-07. 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 2020-11-07, 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 Illinois 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 Illinois 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 Illinois 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 2020-11-14 .
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 pop xcess cumx daid date adjdaid adjdeaths
## 1 4 NA 12741080 18.6 NA NA 2020-03-02 18.6 19
## 2 4 NA 12741080 18.6 NA NA 2020-03-03 18.6 37
## 3 4 NA 12741080 18.6 NA NA 2020-03-04 18.6 56
## 4 5 NA 12741080 18.6 NA NA 2020-03-05 18.6 74
## 5 6 NA 12741080 18.6 NA NA 2020-03-06 18.6 93
## 6 6 NA 12741080 18.6 19 NA 2020-03-07 18.6 111
## 7 7 NA 12741080 18.2 37 NA 2020-03-08 18.2 130
## 8 11 NA 12741080 17.5 54 NA 2020-03-09 17.5 147
## 9 19 NA 12741080 16.5 71 NA 2020-03-10 16.5 164
## 10 25 NA 12741080 15.2 86 NA 2020-03-11 15.2 179
## 11 32 NA 12741080 13.5 100 NA 2020-03-12 13.5 192
## 12 46 NA 12741080 11.5 111 NA 2020-03-13 11.5 204
## 13 66 NA 12741080 9.1 120 NA 2020-03-14 9.1 213
## 14 94 NA 12741080 7.7 128 NA 2020-03-15 7.7 221
## 15 104 NA 12741080 7.3 135 1 2020-03-16 7.3 228
## 16 159 1 12741080 7.8 143 NA 2020-03-17 7.8 236
## 17 286 1 12741080 9.3 152 3 2020-03-18 9.3 245
## 18 420 4 12741080 11.7 164 1 2020-03-19 11.7 257
## 19 583 5 12741080 15.1 179 1 2020-03-20 15.1 272
## 20 751 6 12741080 19.4 198 3 2020-03-21 19.4 291
## 21 1047 9 12741080 22.8 221 3 2020-03-22 22.8 314
## 22 1285 12 12741080 25.3 247 4 2020-03-23 25.3 339
## 23 1535 16 12741080 26.8 273 5 2020-03-24 26.8 366
## 24 1874 21 12741080 27.3 301 5 2020-03-25 27.3 393
## 25 2538 26 12741080 26.9 327 11 2020-03-26 26.9 420
## 26 3029 37 12741080 25.5 353 13 2020-03-27 25.5 446
## 27 3547 50 12741080 23.2 376 21 2020-03-28 23.2 469
## 28 4615 71 12741080 22.5 399 13 2020-03-29 22.5 491
## 29 5070 84 12741080 23.6 422 23 2020-03-30 23.6 515
## 30 5992 107 12741080 26.3 449 39 2020-03-31 26.3 541
## 31 6978 146 12741080 30.8 479 19 2020-04-01 30.8 572
## 32 7695 165 12741080 36.9 516 47 2020-04-02 36.9 609
## 33 8904 212 12741080 44.7 561 36 2020-04-03 44.7 654
## 34 10357 248 12741080 54.2 615 35 2020-04-04 54.2 708
## 35 11276 283 12741080 63.2 678 26 2020-04-05 63.2 771
## 36 12262 309 12741080 71.7 750 75 2020-04-06 71.7 843
## 37 13549 384 12741080 79.6 830 80 2020-04-07 79.6 922
## 38 15078 464 12741080 87.0 917 70 2020-04-08 87.0 1009
## 39 16422 534 12741080 94.0 1011 73 2020-04-09 94.0 1103
## 40 17887 607 12741080 100.3 1111 75 2020-04-10 100.3 1204
## 41 19180 682 12741080 106.2 1217 45 2020-04-11 106.2 1310
## 42 20852 727 12741080 111.2 1328 73 2020-04-12 111.2 1421
## 43 22025 800 12741080 115.2 1444 78 2020-04-13 115.2 1536
## 44 23247 878 12741080 118.3 1562 80 2020-04-14 118.3 1655
## 45 24593 958 12741080 120.4 1682 123 2020-04-15 120.4 1775
## 46 25734 1081 12741080 121.7 1804 61 2020-04-16 121.7 1897
## 47 27575 1142 12741080 122.0 1926 130 2020-04-17 122.0 2019
## 48 29160 1272 12741080 121.4 2047 30 2020-04-18 121.4 2140
## 49 30357 1302 12741080 121.5 2169 57 2020-04-19 121.5 2262
## 50 31508 1359 12741080 122.4 2291 120 2020-04-20 122.4 2384
## 51 33059 1479 12741080 124.1 2415 98 2020-04-21 124.1 2508
## 52 35108 1577 12741080 126.5 2542 119 2020-04-22 126.5 2635
## 53 36935 1696 12741080 129.6 2671 108 2020-04-23 129.6 2764
## 54 39658 1804 12741080 133.5 2805 80 2020-04-24 133.5 2898
## 55 41777 1884 12741080 138.2 2943 59 2020-04-25 138.2 3036
## 56 43903 1943 12741080 141.8 3085 49 2020-04-26 141.8 3178
## 57 45883 1992 12741080 144.3 3229 140 2020-04-27 144.3 3322
## 58 48102 2132 12741080 145.8 3375 89 2020-04-28 145.8 3468
## 59 50355 2221 12741080 146.3 3521 140 2020-04-29 146.3 3614
## 60 52918 2361 12741080 145.6 3667 103 2020-04-30 145.6 3760
## 61 56055 2464 12741080 144.0 3811 112 2020-05-01 144.0 3904
## 62 58505 2576 12741080 141.2 3952 56 2020-05-02 141.2 4045
## 63 61499 2632 12741080 139.1 4091 41 2020-05-03 139.1 4184
## 64 63840 2673 12741080 137.7 4229 170 2020-05-04 137.7 4322
## 65 65889 2843 12741080 136.9 4366 134 2020-05-05 136.9 4459
## 66 68164 2977 12741080 136.7 4503 162 2020-05-06 136.7 4595
## 67 70802 3139 12741080 137.2 4640 123 2020-05-07 137.2 4732
## 68 73688 3262 12741080 138.3 4778 100 2020-05-08 138.3 4871
## 69 76008 3362 12741080 140.0 4918 64 2020-05-09 140.0 5011
## 70 77662 3426 12741080 141.4 5059 54 2020-05-10 141.4 5152
## 71 79123 3480 12741080 142.3 5202 137 2020-05-11 142.3 5294
## 72 83168 3617 12741080 142.7 5344 198 2020-05-12 142.7 5437
## 73 84874 3815 12741080 142.8 5487 130 2020-05-13 142.8 5580
## 74 88081 3945 12741080 142.3 5629 130 2020-05-14 142.3 5722
## 75 90528 4075 12741080 141.5 5771 74 2020-05-15 141.5 5864
## 76 92669 4149 12741080 140.2 5911 49 2020-05-16 140.2 6004
## 77 94360 4198 12741080 138.3 6050 59 2020-05-17 138.3 6142
## 78 96778 4257 12741080 135.7 6185 142 2020-05-18 135.7 6278
## 79 98298 4399 12741080 132.4 6318 148 2020-05-19 132.4 6410
## 80 100713 4547 12741080 128.4 6446 87 2020-05-20 128.4 6539
## 81 102995 4634 12741080 123.7 6570 106 2020-05-21 123.7 6662
## 82 105710 4740 12741080 118.4 6688 77 2020-05-22 118.4 6781
## 83 108100 4817 12741080 112.3 6800 67 2020-05-23 112.3 6893
## 84 110541 4884 12741080 107.0 6907 28 2020-05-24 107.0 7000
## 85 112248 4912 12741080 102.3 7010 48 2020-05-25 102.3 7102
## 86 113486 4960 12741080 98.3 7108 158 2020-05-26 98.3 7201
## 87 114612 5118 12741080 94.9 7203 107 2020-05-27 94.9 7296
## 88 116128 5225 12741080 92.2 7295 83 2020-05-28 92.2 7388
## 89 117794 5308 12741080 90.1 7385 60 2020-05-29 90.1 7478
## 90 119290 5368 12741080 88.7 7474 58 2020-05-30 88.7 7566
## 91 120588 5426 12741080 87.7 7561 32 2020-05-31 87.7 7654
## 92 121666 5458 12741080 87.1 7648 109 2020-06-01 87.1 7741
## 93 123244 5567 12741080 86.9 7735 98 2020-06-02 86.9 7828
## 94 124279 5665 12741080 87.1 7823 107 2020-06-03 87.1 7915
## 95 125149 5772 12741080 87.7 7910 62 2020-06-04 87.7 8003
## 96 126317 5834 12741080 88.7 7999 64 2020-06-05 88.7 8092
## 97 127251 5898 12741080 90.2 8089 41 2020-06-06 90.2 8182
## 98 128070 5939 12741080 90.2 8179 203 2020-06-07 90.2 8272
## 99 129543 6142 12741080 89.0 8268 95 2020-06-08 89.0 8361
## 100 130321 6237 12741080 86.4 8355 65 2020-06-09 86.4 8448
## 101 130889 6302 12741080 82.5 8437 86 2020-06-10 82.5 8530
## 102 131731 6388 12741080 77.2 8514 81 2020-06-11 77.2 8607
## 103 132489 6469 12741080 70.6 8585 22 2020-06-12 70.6 8678
## 104 133117 6491 12741080 62.6 8648 21 2020-06-13 62.6 8740
## 105 133719 6512 12741080 56.3 8704 31 2020-06-14 56.3 8797
## 106 134247 6543 12741080 51.5 8755 65 2020-06-15 51.5 8848
## 107 134866 6608 12741080 48.4 8804 79 2020-06-16 48.4 8897
## 108 135416 6687 12741080 46.8 8851 50 2020-06-17 46.8 8943
## 109 136081 6737 12741080 46.9 8897 64 2020-06-18 46.9 8990
## 110 136917 6801 12741080 48.5 8946 45 2020-06-19 48.5 9039
## 111 137535 6846 12741080 51.7 8998 19 2020-06-20 51.7 9091
## 112 138154 6865 12741080 53.8 9052 24 2020-06-21 53.8 9144
## 113 138615 6889 12741080 54.6 9106 36 2020-06-22 54.6 9199
## 114 139282 6925 12741080 54.3 9160 61 2020-06-23 54.3 9253
## 115 140025 6986 12741080 52.7 9213 38 2020-06-24 52.7 9306
## 116 140935 7024 12741080 49.9 9263 35 2020-06-25 49.9 9356
## 117 141812 7059 12741080 46.0 9309 24 2020-06-26 46.0 9402
## 118 142536 7083 12741080 40.8 9350 15 2020-06-27 40.8 9443
## 119 143117 7098 12741080 36.8 9387 17 2020-06-28 36.8 9479
## 120 143885 7115 12741080 33.9 9420 21 2020-06-29 33.9 9513
## 121 144661 7136 12741080 32.1 9453 24 2020-06-30 32.1 9545
## 122 145541 7160 12741080 31.5 9484 37 2020-07-01 31.5 9577
## 123 146407 7197 12741080 32.1 9516 25 2020-07-02 32.1 9609
## 124 147293 7222 12741080 33.8 9550 12 2020-07-03 33.8 9643
## 125 148151 7234 12741080 36.6 9587 7 2020-07-04 36.6 9679
## 126 148730 7241 12741080 39.1 9626 9 2020-07-05 39.1 9718
## 127 149428 7250 12741080 41.2 9667 31 2020-07-06 41.2 9760
## 128 150110 7281 12741080 43.0 9710 34 2020-07-07 43.0 9803
## 129 151055 7315 12741080 44.4 9754 18 2020-07-08 44.4 9847
## 130 152188 7333 12741080 45.5 9800 16 2020-07-09 45.5 9893
## 131 153406 7349 12741080 46.2 9846 23 2020-07-10 46.2 9939
## 132 154530 7372 12741080 46.5 9893 19 2020-07-11 46.5 9985
## 133 155355 7391 12741080 46.4 9939 7 2020-07-12 46.4 10032
## 134 156288 7398 12741080 45.9 9985 27 2020-07-13 45.9 10078
## 135 157055 7425 12741080 44.9 10030 10 2020-07-14 44.9 10122
## 136 158451 7435 12741080 43.5 10073 22 2020-07-15 43.5 10166
## 137 159676 7457 12741080 41.6 10115 11 2020-07-16 41.6 10207
## 138 161042 7468 12741080 39.3 10154 18 2020-07-17 39.3 10247
## 139 162299 7486 12741080 36.5 10191 5 2020-07-18 36.5 10283
## 140 163284 7491 12741080 34.0 10225 9 2020-07-19 34.0 10317
## 141 164552 7500 12741080 31.7 10256 21 2020-07-20 31.7 10349
## 142 165534 7521 12741080 29.7 10286 23 2020-07-21 29.7 10379
## 143 167142 7544 12741080 27.9 10314 19 2020-07-22 27.9 10407
## 144 168766 7563 12741080 26.3 10340 17 2020-07-23 26.3 10433
## 145 170376 7580 12741080 24.9 10365 13 2020-07-24 24.9 10458
## 146 171669 7593 12741080 23.8 10389 2 2020-07-25 23.8 10482
## 147 173079 7595 12741080 23.0 10412 24 2020-07-26 23.0 10504
## 148 174442 7619 12741080 22.4 10434 26 2020-07-27 22.4 10527
## 149 175588 7645 12741080 22.2 10456 16 2020-07-28 22.2 10549
## 150 176967 7661 12741080 22.3 10479 16 2020-07-29 22.3 10572
## 151 178832 7677 12741080 22.8 10502 26 2020-07-30 22.8 10594
## 152 180701 7703 12741080 23.5 10525 4 2020-07-31 23.5 10618
## 153 182232 7707 12741080 24.5 10550 11 2020-08-01 24.5 10642
## 154 183714 7718 12741080 25.7 10575 10 2020-08-02 25.7 10668
## 155 185238 7728 12741080 27.1 10602 19 2020-08-03 27.1 10695
## 156 186598 7747 12741080 28.6 10631 29 2020-08-04 28.6 10724
## 157 188474 7776 12741080 30.4 10661 20 2020-08-05 30.4 10754
## 158 190465 7796 12741080 32.3 10694 37 2020-08-06 32.3 10786
## 159 192482 7833 12741080 34.4 10728 13 2020-08-07 34.4 10821
## 160 194531 7846 12741080 36.6 10765 6 2020-08-08 36.6 10857
## 161 195897 7852 12741080 38.4 10803 2 2020-08-09 38.4 10896
## 162 197326 7854 12741080 39.6 10843 25 2020-08-10 39.6 10935
## 163 198919 7879 12741080 40.2 10883 28 2020-08-11 40.2 10976
## 164 200648 7907 12741080 40.3 10923 27 2020-08-12 40.3 11016
## 165 202577 7934 12741080 39.9 10963 19 2020-08-13 39.9 11056
## 166 204827 7953 12741080 39.0 11002 6 2020-08-14 39.0 11095
## 167 206505 7959 12741080 37.5 11039 14 2020-08-15 37.5 11132
## 168 208068 7973 12741080 36.4 11076 17 2020-08-16 36.4 11169
## 169 209942 7990 12741080 35.9 11112 27 2020-08-17 35.9 11205
## 170 211806 8017 12741080 35.8 11148 20 2020-08-18 35.8 11240
## 171 213888 8037 12741080 36.2 11184 27 2020-08-19 36.2 11276
## 172 215889 8064 12741080 37.0 11221 22 2020-08-20 37.0 11313
## 173 218111 8086 12741080 38.3 11259 21 2020-08-21 38.3 11352
## 174 220459 8107 12741080 40.1 11299 7 2020-08-22 40.1 11392
## 175 222292 8114 12741080 41.2 11340 9 2020-08-23 41.2 11433
## 176 224056 8123 12741080 41.7 11382 32 2020-08-24 41.7 11475
## 177 225812 8155 12741080 41.6 11424 31 2020-08-25 41.6 11516
## 178 227872 8186 12741080 40.8 11464 20 2020-08-26 40.8 11557
## 179 229598 8206 12741080 39.3 11504 23 2020-08-27 39.3 11597
## 180 232052 8229 12741080 37.2 11541 7 2020-08-28 37.2 11634
## 181 233806 8236 12741080 34.5 11576 12 2020-08-29 34.5 11668
## 182 235779 8248 12741080 32.7 11608 10 2020-08-30 32.7 11701
## 183 237682 8258 12741080 31.7 11640 41 2020-08-31 31.7 11733
## 184 239115 8299 12741080 31.6 11672 23 2020-09-01 31.6 11764
## 185 241282 8322 12741080 32.5 11704 25 2020-09-02 32.5 11797
## 186 242715 8347 12741080 34.2 11738 39 2020-09-03 34.2 11831
## 187 248253 8386 12741080 36.8 11775 19 2020-09-04 36.8 11868
## 188 250882 8405 12741080 40.3 11815 4 2020-09-05 40.3 11908
## 189 252306 8409 12741080 42.7 11858 8 2020-09-06 42.7 11951
## 190 253649 8417 12741080 43.9 11902 14 2020-09-07 43.9 11995
## 191 255229 8431 12741080 44.0 11946 26 2020-09-08 44.0 12039
## 192 256614 8457 12741080 42.9 11989 23 2020-09-09 42.9 12082
## 193 258573 8480 12741080 40.8 12030 42 2020-09-10 40.8 12122
## 194 260949 8522 12741080 37.5 12067 24 2020-09-11 37.5 12160
## 195 262957 8546 12741080 33.0 12100 16 2020-09-12 33.0 12193
## 196 264340 8562 12741080 29.0 12129 9 2020-09-13 29.0 12222
## 197 265869 8571 12741080 25.4 12154 18 2020-09-14 25.4 12247
## 198 267380 8589 12741080 22.3 12177 33 2020-09-15 22.3 12269
## 199 269282 8622 12741080 19.6 12196 21 2020-09-16 19.6 12289
## 200 271370 8643 12741080 17.3 12214 23 2020-09-17 17.3 12306
## 201 273596 8666 12741080 15.5 12229 22 2020-09-18 15.5 12322
## 202 276057 8688 12741080 14.0 12243 12 2020-09-19 14.0 12336
## 203 277373 8700 12741080 14.1 12257 17 2020-09-20 14.1 12350
## 204 279032 8717 12741080 15.5 12273 24 2020-09-21 15.5 12365
## 205 280511 8741 12741080 18.3 12291 21 2020-09-22 18.3 12384
## 206 282331 8762 12741080 22.6 12313 31 2020-09-23 22.6 12406
## 207 284620 8793 12741080 28.2 12342 33 2020-09-24 28.2 12434
## 208 287375 8826 12741080 35.3 12377 21 2020-09-25 35.3 12470
## 209 289683 8847 12741080 43.8 12421 12 2020-09-26 43.8 12514
## 210 291271 8859 12741080 49.7 12470 18 2020-09-27 49.7 12563
## 211 293169 8877 12741080 53.0 12523 24 2020-09-28 53.0 12616
## 212 294673 8901 12741080 53.7 12577 34 2020-09-29 53.7 12670
## 213 296935 8935 12741080 51.9 12629 21 2020-09-30 51.9 12722
## 214 299111 8956 12741080 47.5 12677 51 2020-10-01 47.5 12769
## 215 301540 9007 12741080 40.4 12717 26 2020-10-02 40.4 12810
## 216 303807 9033 12741080 30.8 12748 17 2020-10-03 30.8 12841
## 217 305218 9050 12741080 23.9 12772 21 2020-10-04 23.9 12864
## 218 307428 9071 12741080 19.6 12791 29 2020-10-05 19.6 12884
## 219 308990 9100 12741080 18.0 12809 38 2020-10-06 18.0 12902
## 220 311614 9138 12741080 19.0 12828 35 2020-10-07 19.0 12921
## 221 314725 9173 12741080 22.7 12851 34 2020-10-08 22.7 12944
## 222 317501 9207 12741080 29.1 12880 28 2020-10-09 29.1 12973
## 223 320283 9235 12741080 38.1 12918 10 2020-10-10 38.1 13011
## 224 322985 9245 12741080 45.3 12963 13 2020-10-11 45.3 13056
## 225 325755 9258 12741080 50.6 13014 30 2020-10-12 50.6 13107
## 226 329160 9288 12741080 54.1 13068 47 2020-10-13 54.1 13161
## 227 332124 9335 12741080 55.8 13124 57 2020-10-14 55.8 13217
## 228 336211 9392 12741080 55.6 13179 55 2020-10-15 55.6 13272
## 229 341219 9447 12741080 53.6 13233 27 2020-10-16 53.6 13326
## 230 344787 9474 12741080 49.7 13283 17 2020-10-17 49.7 13376
## 231 348870 9491 12741080 46.4 13329 29 2020-10-18 46.4 13422
## 232 352449 9520 12741080 43.5 13373 42 2020-10-19 43.5 13465
## 233 356151 9562 12741080 41.1 13414 60 2020-10-20 41.1 13506
## 234 360160 9622 12741080 39.1 13453 41 2020-10-21 39.1 13546
## 235 365120 9663 12741080 37.6 13490 41 2020-10-22 37.6 13583
## 236 370134 9704 12741080 36.6 13527 61 2020-10-23 36.6 13620
## 237 376034 9765 12741080 36.1 13563 23 2020-10-24 36.1 13656
## 238 380065 9788 12741080 36.2 13599 23 2020-10-25 36.2 13692
## 239 385084 9811 12741080 36.8 13636 49 2020-10-26 36.8 13729
## 240 389088 9860 12741080 38.1 13674 52 2020-10-27 38.1 13767
## 241 395204 9912 12741080 40.0 13714 51 2020-10-28 40.0 13807
## 242 401622 9963 12741080 42.4 13757 49 2020-10-29 42.4 13849
## 243 410141 10012 12741080 45.5 13802 18 2020-10-30 45.5 13895
## 244 416557 10030 12741080 49.1 13851 61 2020-10-31 49.1 13944
## 245 424860 10091 12741080 53.2 13904 24 2020-11-01 53.2 13997
## 246 431281 10115 12741080 57.7 13962 62 2020-11-02 57.7 14055
## 247 437879 10177 12741080 62.5 14025 62 2020-11-03 62.5 14117
## 248 445537 10239 12741080 67.7 14092 95 2020-11-04 67.7 14185
## 249 455528 10334 12741080 73.4 14166 78 2020-11-05 73.4 14258
## 250 466884 10412 12741080 79.4 14245 86 2020-11-06 79.4 14338
## 251 479061 10498 12741080 85.8 14331 50 2020-11-07 85.8 14424
## 252 488980 10548 12741080 91.3 14422 29 2020-11-08 91.3 14515
## 253 500015 10577 12741080 95.9 14518 81 2020-11-09 95.9 14611
## 254 512688 10658 12741080 99.5 14618 147 2020-11-10 99.5 14710
## 255 525072 10805 12741080 102.3 14720 50 2020-11-11 102.3 14813
## 256 537860 10855 12741080 104.1 14824 52 2020-11-12 104.1 14917
## 257 553083 10907 12741080 105.0 14929 191 2020-11-13 105.0 15022
## 258 564086 11098 12741080 NA NA 72 2020-11-14 NA NA
## 259 574722 11170 12741080 NA NA 47 2020-11-15 NA NA
## 260 586569 11217 12741080 NA NA 110 2020-11-16 NA NA
## 261 599358 11327 12741080 NA NA 161 2020-11-17 NA NA
## 262 608056 11488 12741080 NA NA 183 2020-11-18 NA NA
## 263 622869 11671 12741080 NA NA 143 2020-11-19 NA NA
## 264 635823 11814 12741080 NA NA 153 2020-11-20 NA NA
## 265 647474 11967 12741080 NA NA 97 2020-11-21 NA NA
## 266 657402 12064 12741080 NA NA 77 2020-11-22 NA NA
## 267 665865 12141 12741080 NA NA 153 2020-11-23 NA NA
## 268 675543 12294 12741080 NA NA 171 2020-11-24 NA NA
## 269 686855 12465 12741080 NA NA 144 2020-11-25 NA NA
## 270 698364 12609 12741080 NA NA 96 2020-11-26 NA NA
## 271 706123 12705 12741080 NA NA 147 2020-11-27 NA NA
## 272 714070 12852 12741080 NA NA 43 2020-11-28 NA NA
## 273 721487 12895 12741080 NA NA 120 2020-11-29 NA NA
## 274 727825 13015 12741080 NA NA 160 2020-11-30 NA NA
## 275 740510 13175 12741080 NA NA 258 2020-12-01 NA NA
## 276 750208 13433 12741080 NA NA 258 2020-12-02 NA NA
## 277 NA NA NA NA NA NA 2020-12-03 NA NA
## 278 NA NA NA NA NA NA 2020-12-04 NA NA
## 279 NA NA NA NA NA NA 2020-12-05 NA NA
## 280 NA NA NA NA NA NA 2020-12-06 NA NA
## 281 NA NA NA NA NA NA 2020-12-07 NA NA
## 282 NA NA NA NA NA NA 2020-12-08 NA NA
## 283 NA NA NA NA NA NA 2020-12-09 NA NA
## 284 NA NA NA NA NA NA 2020-12-10 NA NA
## 285 NA NA NA NA NA NA 2020-12-11 NA NA
## 286 NA NA NA NA NA NA 2020-12-12 NA NA
## 287 NA NA NA NA NA NA 2020-12-13 NA NA
## 288 NA NA NA NA NA NA 2020-12-14 NA NA
## 289 NA NA NA NA NA NA 2020-12-15 NA NA
## 290 NA NA NA NA NA NA 2020-12-16 NA NA
## 291 NA NA NA NA NA NA 2020-12-17 NA NA
## 292 NA NA NA NA NA NA 2020-12-18 NA NA
## 293 NA NA NA NA NA NA 2020-12-19 NA NA
## 294 NA NA NA NA NA NA 2020-12-20 NA NA
## 295 NA NA NA NA NA NA 2020-12-21 NA NA
## 296 NA NA NA NA NA NA 2020-12-22 NA NA
## 297 NA NA NA NA NA NA 2020-12-23 NA NA
## 298 NA NA NA NA NA NA 2020-12-24 NA NA
## 299 NA NA NA NA NA NA 2020-12-25 NA NA
## 300 NA NA NA NA NA NA 2020-12-26 NA NA
## 301 NA NA NA NA NA NA 2020-12-27 NA NA
## 302 NA NA NA NA NA NA 2020-12-28 NA NA
## 303 NA NA NA NA NA NA 2020-12-29 NA NA
## 304 NA NA NA NA NA NA 2020-12-30 NA NA
## 305 NA NA NA NA NA NA 2020-12-31 NA NA
## smdaid smadaid smdaiinf daiinf smadaiinf adjdaiinf peri norm
## 1 0.03571 14 621 200 3451 3019 0.000049 0.000893
## 2 0.01677 14 864 600 3540 3889 0.000117 0.000420
## 3 -0.00155 14 1107 600 3675 4567 0.000204 -0.000039
## 4 -0.01584 14 1357 800 3878 5055 0.000310 -0.000396
## 5 -0.02268 14 1793 1000 4170 5353 0.000451 -0.000567
## 6 -0.01865 14 2186 1000 4560 5460 0.000622 -0.000466
## 7 -0.00032 14 2629 2200 5053 5375 0.000829 -0.000008
## 8 0.03571 14 3207 2600 5637 5101 0.001080 0.000893
## 9 0.07143 14 3686 4200 6293 4635 0.001370 0.001786
## 10 0.17857 14 4079 2600 7008 4508 0.001690 0.004466
## 11 0.32143 14 4750 4600 7765 4718 0.002063 0.008039
## 12 0.39286 15 5793 7800 8550 5267 0.002517 0.009825
## 13 0.53571 15 6793 3800 9365 6153 0.003050 0.013398
## 14 0.75000 15 7700 9400 10218 7378 0.003655 0.018758
## 15 1.00000 16 8586 7200 11106 8941 0.004329 0.025010
## 16 1.32143 16 9200 7000 12031 10841 0.005051 0.033049
## 17 1.67857 17 9800 5200 12993 12638 0.005820 0.041981
## 18 2.25000 17 10621 15000 13993 14332 0.006653 0.056273
## 19 3.10714 17 11307 16000 15030 15922 0.007541 0.077710
## 20 4.32143 18 12343 14000 16077 17408 0.008510 0.108080
## 21 5.53571 18 13186 14600 17106 18790 0.009544 0.138449
## 22 6.78571 19 13957 15000 18108 20069 0.010640 0.169712
## 23 8.96429 21 14593 9000 19073 21244 0.011785 0.224198
## 24 10.92857 23 14779 14600 19990 22234 0.012945 0.273325
## 25 13.14286 25 15321 15600 20851 23038 0.014148 0.328705
## 26 16.03571 28 15771 16000 21645 23657 0.015386 0.401055
## 27 18.42857 31 16250 24600 22385 24090 0.016661 0.460901
## 28 20.39286 35 16850 12200 23086 24338 0.017983 0.510028
## 29 23.75000 39 17136 26000 23740 24400 0.019328 0.593991
## 30 28.96429 43 17271 6000 24343 24277 0.020684 0.724401
## 31 33.96429 47 17200 11400 24889 24305 0.022034 0.849451
## 32 38.50000 51 17471 24000 25373 24484 0.023405 0.962890
## 33 42.92857 56 17979 19600 25788 24813 0.024816 1.073650
## 34 46.00000 60 18164 23800 26133 25293 0.026242 1.150466
## 35 49.00000 65 18586 21600 26407 25924 0.027701 1.225497
## 36 53.10714 70 18757 16000 26626 26705 0.029173 1.328217
## 37 56.53571 75 18814 11800 26807 27637 0.030649 1.413966
## 38 61.71429 80 18886 9800 26967 28358 0.032132 1.543483
## 39 65.92857 86 19129 28000 27122 28868 0.033633 1.648883
## 40 69.78571 91 19743 17800 27288 29166 0.035183 1.745350
## 41 72.96429 95 20307 28000 27464 29252 0.036776 1.824847
## 42 73.89286 100 20721 20600 27650 29127 0.038403 1.848071
## 43 76.60714 104 20971 22400 27832 28791 0.040049 1.915955
## 44 78.85714 108 21150 11200 27998 28243 0.041709 1.972228
## 45 81.25000 112 21221 8200 28136 27824 0.043374 2.032074
## 46 84.25000 115 21236 34000 28233 27534 0.045041 2.107104
## 47 85.67857 119 21993 26800 28277 27372 0.046767 2.142833
## 48 86.35714 122 22700 32400 28274 27338 0.048549 2.159804
## 49 86.00000 124 22821 24600 28231 27433 0.050340 2.150872
## 50 87.35714 127 22743 20000 28151 27656 0.052125 2.184814
## 51 89.89286 129 22421 12800 28040 28008 0.053885 2.248233
## 52 90.82143 131 22500 10800 27900 28274 0.055651 2.271457
## 53 92.92857 132 22429 27400 27736 28452 0.057411 2.324156
## 54 93.78571 133 22329 39600 27552 28545 0.059164 2.345594
## 55 94.07143 134 21893 26000 27333 28550 0.060882 2.352739
## 56 94.42857 135 21236 26000 27067 28469 0.062549 2.361672
## 57 95.64286 136 20950 14800 26752 28302 0.064193 2.392041
## 58 98.71429 136 20807 9800 26390 28048 0.065826 2.468858
## 59 101.53571 137 20643 11800 25981 27658 0.067446 2.539422
## 60 103.60714 138 19821 28400 25524 27133 0.069002 2.591229
## 61 104.85714 139 18900 29600 25020 26471 0.070485 2.622492
## 62 105.75000 140 18450 17400 24480 25675 0.071933 2.644822
## 63 106.10714 141 17950 21200 23916 24742 0.073342 2.653754
## 64 106.17857 141 17514 15400 23337 23674 0.074717 2.655541
## 65 109.96429 141 17479 13400 22751 22470 0.076089 2.750222
## 66 113.50000 141 17350 5600 22167 21398 0.077450 2.838651
## 67 114.10714 141 16921 9600 21595 20458 0.078778 2.853835
## 68 113.71429 141 16329 31600 21042 19650 0.080060 2.844010
## 69 112.10714 140 16114 21400 20521 18974 0.081325 2.803815
## 70 112.50000 140 15943 16600 20042 18430 0.082576 2.813641
## 71 112.14286 139 15536 12000 19599 18019 0.083795 2.804708
## 72 111.64286 138 15257 11600 19184 17739 0.084993 2.792203
## 73 109.46429 137 16321 6400 18791 17539 0.086274 2.737717
## 74 106.17857 135 17907 21800 18413 17420 0.087679 2.655541
## 75 104.75000 134 17579 19600 18043 17382 0.089059 2.619812
## 76 104.03571 132 16764 21400 17660 17424 0.090375 2.601948
## 77 103.21429 130 16600 12400 17242 17546 0.091678 2.581404
## 78 99.10714 128 16314 12800 16800 17749 0.092958 2.478683
## 79 94.50000 125 15779 8200 16344 18033 0.094196 2.363458
## 80 92.25000 122 15507 40600 15883 18049 0.095414 2.307185
## 81 89.75000 120 15186 19000 15428 17797 0.096605 2.244660
## 82 87.57143 117 14736 13000 14987 17278 0.097762 2.190174
## 83 87.39286 114 14193 17200 14575 16491 0.098876 2.185707
## 84 86.75000 111 13800 16200 14203 15437 0.099959 2.169630
## 85 84.60714 108 13679 4400 13854 14115 0.101033 2.116036
## 86 81.64286 105 13386 4200 13512 12525 0.102083 2.041899
## 87 80.57143 103 11950 6200 13160 11256 0.103021 2.015103
## 88 79.71429 100 10250 13000 12780 10305 0.103826 1.993665
## 89 77.67857 98 9800 15800 12357 9675 0.104595 1.942752
## 90 76.28571 96 9429 10000 11890 9364 0.105335 1.907916
## 91 81.60714 94 8757 12800 11383 9373 0.106022 2.041006
## 92 89.53571 92 8443 9000 10861 9701 0.106685 2.239301
## 93 87.89286 90 8414 3800 10349 10350 0.107345 2.198213
## 94 83.82143 88 8271 4800 9875 10757 0.107994 2.096386
## 95 83.00000 86 7857 7200 9464 10925 0.108611 2.075842
## 96 81.57143 84 7150 12200 9143 10852 0.109172 2.040113
## 97 78.89286 82 6664 7600 8906 10539 0.109695 1.973121
## 98 77.53571 79 6293 7000 8749 9985 0.110189 1.939179
## 99 75.92857 77 5779 4800 8652 9192 0.110643 1.898984
## 100 73.67857 75 5457 3000 8593 8158 0.111071 1.842711
## 101 70.96429 73 5264 3400 8552 7352 0.111484 1.774827
## 102 69.00000 71 5121 4200 8509 6776 0.111886 1.725700
## 103 68.39286 69 4893 4800 8443 6428 0.112270 1.710515
## 104 66.92857 68 4557 7400 8363 6309 0.112628 1.673893
## 105 59.75000 66 4279 5000 8277 6419 0.112964 1.494356
## 106 51.25000 64 4136 2400 8195 6758 0.113288 1.281770
## 107 49.00000 62 4157 1400 8123 7325 0.113614 1.225497
## 108 47.14286 59 4114 1800 8070 7821 0.113937 1.179049
## 109 43.78571 57 4086 6200 8043 8246 0.114258 1.095087
## 110 42.21429 54 4029 6800 8052 8600 0.114574 1.055785
## 111 42.07143 52 3821 3600 8078 8882 0.114874 1.052212
## 112 41.35714 49 3614 3200 8106 9093 0.115158 1.034348
## 113 39.28571 47 3557 4600 8126 9233 0.115437 0.982541
## 114 35.75000 46 3586 3800 8128 9301 0.115718 0.894112
## 115 33.32143 45 3571 1400 8103 9281 0.115999 0.833374
## 116 31.46429 44 3500 5400 8040 9173 0.116274 0.786926
## 117 28.89286 43 3350 2000 7931 8977 0.116536 0.722614
## 118 27.28571 43 3279 4400 7782 8692 0.116794 0.682420
## 119 26.32143 43 3293 2200 7598 8319 0.117052 0.658303
## 120 25.60714 43 3229 3600 7387 7857 0.117306 0.640438
## 121 24.46429 42 3036 1000 7156 7307 0.117544 0.611855
## 122 22.78571 42 3036 1800 6911 6804 0.117782 0.569874
## 123 21.39286 41 3150 4200 6661 6347 0.118029 0.535038
## 124 20.67857 41 3186 4600 6411 5936 0.118279 0.517174
## 125 20.78571 41 3186 3800 6169 5571 0.118529 0.519854
## 126 20.57143 40 3250 3400 5944 5253 0.118785 0.514494
## 127 20.42857 40 3257 2600 5743 4981 0.119040 0.510921
## 128 20.14286 40 3200 400 5570 4756 0.119291 0.503776
## 129 19.10714 40 3250 4800 5434 4592 0.119546 0.477872
## 130 18.07143 41 3243 5200 5340 4489 0.119801 0.451969
## 131 17.78571 41 3271 3200 5296 4448 0.120058 0.444823
## 132 17.92857 41 3321 3200 5299 4469 0.120318 0.448396
## 133 17.85714 41 3471 5200 5351 4551 0.120591 0.446610
## 134 17.50000 40 3614 800 5443 4695 0.120874 0.437677
## 135 16.75000 40 3643 2200 5566 4901 0.121160 0.418920
## 136 16.39286 39 3514 2000 5713 5141 0.121436 0.409988
## 137 16.46429 38 3350 3800 5875 5418 0.121699 0.411774
## 138 16.14286 37 3429 5800 6045 5729 0.121968 0.403735
## 139 15.17857 36 3593 4000 6213 6076 0.122250 0.379618
## 140 15.17857 35 3621 7400 6371 6459 0.122534 0.379618
## 141 15.75000 33 3586 2600 6521 6876 0.122816 0.393910
## 142 15.92857 32 3621 1200 6663 7329 0.123100 0.398376
## 143 15.92857 31 3693 400 6800 7675 0.123390 0.398376
## 144 16.25000 30 3800 5000 6934 7913 0.123688 0.406415
## 145 16.28571 29 3793 5600 7065 8044 0.123986 0.407308
## 146 16.00000 28 3779 5400 7198 8067 0.124282 0.400162
## 147 16.25000 27 3721 3800 7335 7982 0.124575 0.406415
## 148 16.21429 27 3671 1200 7467 7790 0.124863 0.405522
## 149 16.35714 26 3736 2800 7587 7491 0.125156 0.409094
## 150 16.60714 26 3793 3400 7684 7285 0.125454 0.415347
## 151 17.35714 27 3893 5400 7752 7174 0.125759 0.434105
## 152 18.07143 27 3964 4000 7780 7155 0.126070 0.451969
## 153 18.21429 28 3936 5400 7768 7231 0.126379 0.455542
## 154 17.57143 29 3914 4400 7715 7400 0.126686 0.439464
## 155 16.75000 29 3950 4200 7635 7663 0.126996 0.418920
## 156 17.14286 30 3943 1400 7545 8020 0.127306 0.428745
## 157 17.96429 31 3879 1800 7458 8247 0.127610 0.449289
## 158 18.10714 32 3929 6400 7390 8346 0.127919 0.452862
## 159 17.92857 33 4050 6200 7355 8315 0.128236 0.448396
## 160 18.10714 33 4057 4000 7359 8156 0.128555 0.452862
## 161 18.46429 34 4164 4600 7406 7867 0.128882 0.461794
## 162 19.00000 35 4271 1400 7478 7449 0.129217 0.475193
## 163 18.96429 35 4236 2400 7560 6902 0.129549 0.474299
## 164 18.89286 36 4207 2000 7633 6533 0.129880 0.472513
## 165 18.60714 37 4071 8200 7682 6342 0.130199 0.465367
## 166 18.35714 37 3907 4600 7689 6329 0.130506 0.459115
## 167 18.67857 38 3893 5000 7649 6495 0.130811 0.467154
## 168 18.96429 38 4050 7800 7557 6838 0.131129 0.474299
## 169 19.46429 39 4307 3800 7425 7360 0.131467 0.486804
## 170 19.82143 39 4457 800 7263 8060 0.131817 0.495737
## 171 19.67857 39 4479 1600 7084 8533 0.132169 0.492164
## 172 19.57143 39 4307 2800 6897 8778 0.132507 0.489484
## 173 19.75000 38 4214 5200 6716 8797 0.132837 0.493950
## 174 19.71429 38 4257 4600 6535 8589 0.133172 0.493057
## 175 19.39286 37 4114 8400 6349 8153 0.133495 0.485018
## 176 19.64286 37 4021 4800 6164 7491 0.133810 0.491271
## 177 20.25000 37 4100 3200 5985 6601 0.134132 0.506455
## 178 20.28571 37 4221 1800 5818 5799 0.134463 0.507349
## 179 20.82143 37 4357 3600 5668 5083 0.134805 0.520747
## 180 21.35714 37 4393 6600 5541 4455 0.135150 0.534145
## 181 21.17857 38 4414 4200 5464 3913 0.135496 0.529679
## 182 21.03571 38 4407 4600 5462 3458 0.135842 0.526106
## 183 20.35714 38 4321 4400 5523 3091 0.136182 0.509135
## 184 19.53571 38 4271 2400 5629 2810 0.136517 0.488591
## 185 19.46429 38 4307 3400 5765 2812 0.136855 0.486804
## 186 20.25000 38 4414 4800 5917 3096 0.137201 0.506455
## 187 21.53571 37 4464 4200 6069 3663 0.137552 0.538611
## 188 22.28571 36 4471 6200 6189 4513 0.137903 0.557369
## 189 22.39286 35 4671 6600 6246 5645 0.138269 0.560048
## 190 21.53571 34 4900 4200 6263 7060 0.138654 0.538611
## 191 21.07143 34 4964 2400 6263 8758 0.139043 0.526999
## 192 21.28571 33 5029 3600 6271 9938 0.139438 0.532359
## 193 20.57143 32 5093 4800 6308 10602 0.139838 0.514494
## 194 20.10714 31 5250 6800 6399 10748 0.140250 0.502882
## 195 20.50000 30 5400 4200 6557 10378 0.140674 0.512708
## 196 21.10714 29 5436 10200 6795 9490 0.141100 0.527893
## 197 21.78571 28 5493 5200 7078 8086 0.141532 0.544864
## 198 21.96429 28 5529 3400 7373 6164 0.141965 0.549330
## 199 22.07143 27 5479 4200 7646 4775 0.142395 0.552009
## 200 22.03571 27 5486 5800 7861 3918 0.142826 0.551116
## 201 21.60714 28 5621 7600 7985 3593 0.143267 0.540398
## 202 21.35714 28 5971 7000 8027 3800 0.143736 0.534145
## 203 21.53571 29 6257 6800 7992 4539 0.144227 0.538611
## 204 22.07143 30 6293 5600 7915 5811 0.144721 0.552009
## 205 22.32143 30 6300 2000 7826 7615 0.145215 0.558262
## 206 22.35714 31 6357 2600 7759 9051 0.145714 0.559155
## 207 23.35714 31 6507 6000 7745 10120 0.146225 0.584165
## 208 24.50000 31 6757 9400 7816 10821 0.146755 0.612748
## 209 24.82143 31 6957 11400 7951 11154 0.147301 0.620787
## 210 25.14286 31 7050 11000 8124 11120 0.147855 0.628826
## 211 25.46429 32 7336 5400 8316 10719 0.148430 0.636865
## 212 26.25000 32 7664 3400 8503 9950 0.149032 0.656516
## 213 27.00000 33 7829 5800 8665 9275 0.149646 0.675274
## 214 27.17857 34 8036 8400 8780 8696 0.150277 0.679740
## 215 27.46429 35 8207 12000 8826 8211 0.150921 0.686886
## 216 27.64286 37 8200 8200 8828 7820 0.151565 0.691352
## 217 27.39286 38 8114 8200 8813 7525 0.152202 0.685099
## 218 27.42857 39 8007 12200 8803 7323 0.152830 0.685992
## 219 28.10714 40 8257 4600 8823 7217 0.153478 0.702964
## 220 29.85714 40 8536 4600 8896 7231 0.154148 0.746731
## 221 31.28571 40 8643 9800 9045 7364 0.154827 0.782460
## 222 31.46429 40 8800 10400 9293 7617 0.155517 0.786926
## 223 31.50000 39 9200 10200 9641 7991 0.156239 0.787819
## 224 31.78571 39 9850 9800 10086 8484 0.157012 0.794965
## 225 32.53571 39 10293 3600 10615 9097 0.157820 0.813723
## 226 33.78571 39 10664 12200 11213 9830 0.158657 0.844985
## 227 34.78571 40 10900 4800 11865 10641 0.159513 0.869996
## 228 35.25000 41 11171 12400 12556 11531 0.160390 0.881607
## 229 36.67857 42 12079 12400 13272 12500 0.161338 0.917336
## 230 38.32143 43 12750 19000 13997 13547 0.162338 0.958424
## 231 39.14286 43 12764 15600 14723 14673 0.163340 0.978968
## 232 40.17857 44 14021 17200 15448 15877 0.164441 1.004872
## 233 41.03571 44 15336 10000 16173 17160 0.165644 1.026309
## 234 41.00000 44 15579 5800 16898 18260 0.166867 1.025416
## 235 40.57143 44 16086 16200 17623 19176 0.168129 1.014697
## 236 40.03571 44 17136 29400 18349 19909 0.169474 1.001299
## 237 41.28571 44 18471 10000 19074 20459 0.170924 1.032561
## 238 42.67857 44 19564 10400 19799 20826 0.172460 1.067397
## 239 43.21429 45 20507 38200 20524 21009 0.174069 1.080795
## 240 44.00000 46 21321 14400 21249 NA 0.175743 1.100446
## 241 46.00000 48 22000 9400 21975 NA 0.177469 1.150466
## 242 49.25000 50 22857 22000 22700 NA 0.179263 1.231749
## 243 51.46429 53 23543 32200 23425 NA 0.181111 1.287129
## 244 53.32143 56 24386 36600 24150 NA 0.183025 1.333576
## 245 54.50000 59 25371 28600 24875 NA 0.185016 1.363053
## 246 55.85714 63 25371 30600 25600 NA 0.187008 1.396995
## 247 60.39286 66 24850 19400 26326 NA 0.188958 1.510434
## 248 63.75000 70 25164 15400 27051 NA 0.190933 1.594396
## 249 63.82143 74 26043 30600 27776 NA 0.192977 1.596183
## 250 70.10714 77 27093 34200 28501 NA 0.195103 1.753389
## 251 76.67857 81 28321 28800 29226 NA 0.197326 1.917742
## 252 77.89286 84 29226 19200 29952 NA 0.199620 1.948111
## 253 80.42857 88 30131 29400 30677 NA 0.201985 2.011530
## 254 85.67857 92 31035 8600 31402 NA 0.204421 2.142833
## 255 92.35714 95 31940 24000 32127 NA 0.206928 2.309865
## 256 97.82143 99 32845 32000 32852 NA 0.209506 2.446528
## 257 102.53571 103 33749 51600 33577 NA 0.212154 2.564432
## 258 106.60714 106 34654 51600 34303 NA 0.214874 2.666259
## 259 110.00000 110 NA NA NA NA NA 2.751115
## 260 114.28571 113 NA NA NA NA NA 2.858302
## 261 117.71429 117 NA NA NA NA NA 2.944051
## 262 121.92857 121 NA NA NA NA NA 3.049450
## 263 126.85714 124 NA NA NA NA NA 3.172715
## 264 126.85714 128 NA NA NA NA NA 3.172715
## 265 124.25000 132 NA NA NA NA NA 3.107510
## 266 125.82143 135 NA NA NA NA NA 3.146811
## 267 130.21429 139 NA NA NA NA NA 3.256677
## 268 135.46429 143 NA NA NA NA NA 3.387981
## 269 141.60714 146 NA NA NA NA NA 3.541614
## 270 146.13034 150 NA NA NA NA NA 3.654740
## 271 150.65353 153 NA NA NA NA NA 3.767866
## 272 155.17672 157 NA NA NA NA NA 3.880991
## 273 159.69992 161 NA NA NA NA NA 3.994117
## 274 164.22311 164 NA NA NA NA NA 4.107243
## 275 168.74630 168 NA NA NA NA NA 4.220368
## 276 173.26950 172 NA NA NA NA NA 4.333494
## 277 NA NA NA NA NA NA NA NA
## 278 NA NA NA NA NA NA NA NA
## 279 NA NA NA NA NA NA NA NA
## 280 NA NA NA NA NA NA NA NA
## 281 NA NA NA NA NA NA NA NA
## 282 NA NA NA NA NA NA NA NA
## 283 NA NA NA NA NA NA NA NA
## 284 NA NA NA NA NA NA NA NA
## 285 NA NA NA NA NA NA NA NA
## 286 NA NA NA NA NA NA NA NA
## 287 NA NA NA NA NA NA NA NA
## 288 NA NA NA NA NA NA NA NA
## 289 NA NA NA NA NA NA NA NA
## 290 NA NA NA NA NA NA NA NA
## 291 NA NA NA NA NA NA NA NA
## 292 NA NA NA NA NA NA NA NA
## 293 NA NA NA NA NA NA NA NA
## 294 NA NA NA NA NA NA NA NA
## 295 NA NA NA NA NA NA NA NA
## 296 NA NA NA NA NA NA NA NA
## 297 NA NA NA NA NA NA NA NA
## 298 NA NA NA NA NA NA NA NA
## 299 NA NA NA NA NA NA NA NA
## 300 NA NA NA NA NA NA NA NA
## 301 NA NA NA NA NA NA NA NA
## 302 NA NA NA NA NA NA NA NA
## 303 NA NA NA NA NA NA NA NA
## 304 NA NA NA NA NA NA NA NA
## 305 NA NA NA NA NA NA NA NA
## Sr Ir Rr R_r Sa Ia Ra dcases smdcases rdcases
## 1 5732865 NA NA NA 5730035 NA NA NA 6.3 NA
## 2 5732000 NA NA NA 5726495 NA NA NA 6.1 NA
## 3 5730893 NA NA NA 5722820 NA NA 1 5.7 NA
## 4 5729536 NA NA NA 5718942 NA NA 1 5.3 NA
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## 258 NA 2367875 10421 3351404 5.0 16742 511558666 3361825 1.5 NA
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## vol7a
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## 305 NA