Cumulative Deaths

Sweden cumulative deaths were steady until 5 weeks ago then surged upwards. The surge stopped early last week and daily deaths returned to reflect effective herd immunity.

The “second wave” was likley imported from Germany and other EU neighbors who had started to use Sweden as a weekend holiday destination of respite.









Daily Deaths

Daily deaths are plotted and then the smoothed daily deaths overlayed (data used is provided at the end of this report).



##           date daid cases      pop daidsm dcases dcasessm deaths l18
## 261 2090-11-28    3  5464 10230000     14   5464     6756   6665  NA

Daily New Cases

Daily new cases are plotted and the smoothed daily new cases overlayed.


Large Surge in Cases

The large surge in Sweden daily new cases most thought meant for certain a large increase in Covid 19, a “second wave”.


Correlation of Cases to Deaths Found





Daily new cases are scatter plotted against daily deaths. No correlation.

Lagging Deaths to Cases

Death occurs after initial infection and is a lagging indicator. An increase in cases should lead in daily deaths. Daily deaths are lagged 18 days (the severity reports mean for the time required to die after becoming infected).

With daily deaths lagged 18 days, there is no correlation between daily deaths lagged and daily new cases. Cases are not representing the status of infection in Sweden.






There is small correlation between lagged daily new deaths and daily new cases.






Sweden deaths are divided by the assumed Infection Fatality Rate (IFR) of 0.5%. This provides the cumulative infections as of 18 days prior to last. This cumulative infections is then divided by the population to give the percentage of Sweden have had Covid 19.






Sweden data is from WHO.


##           date daid cases      pop daidsm dcases dcasessm deaths l18  cuminf
## 1   2090-03-13    2   196 10230000      1    196      130      2  40     400
## 2   2090-03-14    0   151 10230000      1    151      129      2  44     400
## 3   2090-03-15    1   152 10230000      1    152      129      3  51     600
## 4   2090-03-16    1    71 10230000      1     71      128      4  59     800
## 5   2090-03-17    2    69 10230000      1     69      128      6  64    1200
## 6   2090-03-18    2    83 10230000      2     83      128      8  72    1600
## 7   2090-03-19    1   119 10230000      4    119      130      9  79    1800
## 8   2090-03-20    6   145 10230000      5    145      132     15  82    3000
## 9   2090-03-21    8   143 10230000      6    143      142     23  89    4600
## 10  2090-03-22    9   180 10230000      8    180      158     32  92    6400
## 11  2090-03-23    8   136 10230000      9    136      179     40  93    8000
## 12  2090-03-24   11   118 10230000     12    118      201     51  95   10200
## 13  2090-03-25   11   182 10230000     15    182      217     62  98   12400
## 14  2090-03-26   21   230 10230000     19    230      235     83  92   16600
## 15  2090-03-27   22   314 10230000     23    314      260    105  93   21000
## 16  2090-03-28   31   286 10230000     28    286      286    136  98   27200
## 17  2090-03-29   32   365 10230000     32    365      316    168 100   33600
## 18  2090-03-30   35   300 10230000     36    300      354    203  97   40600
## 19  2090-03-31   38   280 10230000     40    280      381    241  97   48200
## 20  2090-04-01   45   416 10230000     44    416      393    286  96   57200
## 21  2090-04-02   48   475 10230000     51    475      401    334  90   66800
## 22  2090-04-03   53   486 10230000     59    486      423    387  81   77400
## 23  2090-04-04   70   554 10230000     64    554      454    457  79   91400
## 24  2090-04-05   80   601 10230000     72    601      480    537  79  107400
## 25  2090-04-06   70   357 10230000     79    357      502    607  80  121400
## 26  2090-04-07   85   340 10230000     82    340      508    692  77  138400
## 27  2090-04-08   90   389 10230000     89    389      507    782  80  156400
## 28  2090-04-09   84   738 10230000     92    738      504    866  79  173200
## 29  2090-04-10  115   654 10230000     93    654      499    981  79  196200
## 30  2090-04-11   86   645 10230000     95    645      496   1067  77  213400
## 31  2090-04-12   90   454 10230000     98    454      507   1157  78  231400
## 32  2090-04-13  102   395 10230000     92    395      533   1259  79  251800
## 33  2090-04-14   97   464 10230000     93    464      553   1356  79  271200
## 34  2090-04-15   84   437 10230000     98    437      545   1440  77  288000
## 35  2090-04-16   92   479 10230000    100    479      522   1532  78  306400
## 36  2090-04-17  115   604 10230000     97    604      517   1647  76  329400
## 37  2090-04-18  111   623 10230000     97    623      530   1758  75  351600
## 38  2090-04-19   83   688 10230000     96    688      557   1841  77  368200
## 39  2090-04-20   86   532 10230000     90    532      585   1927  74  385400
## 40  2090-04-21   87   388 10230000     81    388      600   2014  71  402800
## 41  2090-04-22   85   461 10230000     79    461      594   2099  71  419800
## 42  2090-04-23   62   707 10230000     79    707      585   2161  69  432200
## 43  2090-04-24   77   722 10230000     80    722      588   2238  65  447600
## 44  2090-04-25   86   758 10230000     77    758      597   2324  63  464800
## 45  2090-04-26   89   780 10230000     80    780      606   2413  59  482600
## 46  2090-04-27   73   473 10230000     79    473      617   2486  56  497200
## 47  2090-04-28   74   300 10230000     79    300      616   2560  53  512000
## 48  2090-04-29   74   563 10230000     77    563      591   2634  51  526800
## 49  2090-04-30   83   742 10230000     78    742      562   2717  53  543400
## 50  2090-05-01   83   799 10230000     79    799      547   2800  52  560000
## 51  2090-05-02   78   636 10230000     79    636      542   2878  51  575600
## 52  2090-05-03   78   532 10230000     77    532      553   2956  52  591200
## 53  2090-05-04   73   299 10230000     78    299      583   3029  52  605800
## 54  2090-05-05   75   261 10230000     76    261      597   3104  51  620800
## 55  2090-05-06   84   477 10230000     75    477      576   3188  52  637600
## 56  2090-05-07   72   657 10230000     77    657      542   3260  50  652000
## 57  2090-05-08   73   745 10230000     74    745      533   3333  45  666600
## 58  2090-05-09   80   784 10230000     71    784      545   3413  41  682600
## 59  2090-05-10   60   700 10230000     71    700      566   3473  38  694600
## 60  2090-05-11   68   509 10230000     69    509      599   3541  38  708200
## 61  2090-05-12   73   279 10230000     65    279      612   3614  37  722800
## 62  2090-05-13   65   455 10230000     63    455      590   3679  41  735800
## 63  2090-05-14   61   754 10230000     59    754      561   3740  41  748000
## 64  2090-05-15   50   698 10230000     56    698      543   3790  40  758000
## 65  2090-05-16   46   657 10230000     53    657      542   3836  38  767200
## 66  2090-05-17   58   688 10230000     51    688      551   3894  38  778800
## 67  2090-05-18   48   358 10230000     53    358      566   3942  37  788400
## 68  2090-05-19   53   259 10230000     52    259      574   3995  35  799000
## 69  2090-05-20   59   430 10230000     51    430      549   4054  34  810800
## 70  2090-05-21   41   666 10230000     52    666      518   4095  36  819000
## 71  2090-05-22   52   808 10230000     52    808      513   4147  34  829400
## 72  2090-05-23   53   610 10230000     51    610      521   4200  35  840000
## 73  2090-05-24   56   532 10230000     52    532      543   4256  36  851200
## 74  2090-05-25   55   403 10230000     50    403      582   4311  35  862200
## 75  2090-05-26   44   210 10230000     45    210      604   4355  34  871000
## 76  2090-05-27   42   491 10230000     41    491      587   4397  33  879400
## 77  2090-05-28   28   746 10230000     38    746      564   4425  31  885000
## 78  2090-05-29   38   800 10230000     38    800      569   4463  29  892600
## 79  2090-05-30   40   774 10230000     37    774      603   4503  30  900600
## 80  2090-05-31   41   773 10230000     41    773      650   4544  29  908800
## 81  2090-06-01   39   432 10230000     41    432      716   4583  30  916600
## 82  2090-06-02   46   265 10230000     40    265      767   4629  30  925800
## 83  2090-06-03   39   648 10230000     38    648      767   4668  28  933600
## 84  2090-06-04   36   900 10230000     38    900      750   4704  26  940800
## 85  2090-06-05   28  1046 10230000     37   1046      752   4732  25  946400
## 86  2090-06-06   43  1039 10230000     35   1039      786   4775  24  955000
## 87  2090-06-07   37  1146 10230000     34   1146      850   4812  22  962400
## 88  2090-06-08   29   780 10230000     36    780      930   4841  20  968200
## 89  2090-06-09   33   462 10230000     34    462      990   4874  19  974800
## 90  2090-06-10   38   677 10230000     35    677      986   4912  19  982400
## 91  2090-06-11   33   937 10230000     36    937      951   4945  17  989000
## 92  2090-06-12   40  1437 10230000     35   1437      943   4985  17  997000
## 93  2090-06-13   35  1293 10230000     34   1293      963   5020  18 1004000
## 94  2090-06-14   29  1329 10230000     33   1329     1006   5049  18 1009800
## 95  2090-06-15   33  1032 10230000     31   1032     1067   5082  15 1016400
## 96  2090-06-16   27   418 10230000     29    418     1099   5109  15 1021800
## 97  2090-06-17   30   685 10230000     30    685     1074   5139  12 1027800
## 98  2090-06-18   28  1209 10230000     29   1209     1022   5167  12 1033400
## 99  2090-06-19   32  1457 10230000     30   1457      996   5199  12 1039800
## 100 2090-06-20   29  1494 10230000     30   1494     1012   5228  12 1045600
## 101 2090-06-21   30  1209 10230000     28   1209     1038   5258  12 1051600
## 102 2090-06-22   29   698 10230000     26    698     1081   5287  13 1057400
## 103 2090-06-23   22   321 10230000     25    321     1116   5309  12 1061800
## 104 2090-06-24   20   800 10230000     24    800     1086   5329  12 1065800
## 105 2090-06-25   25  1309 10230000     22   1309     1023   5354  12 1070800
## 106 2090-06-26   22  1698 10230000     20   1698      964   5376  10 1075200
## 107 2090-06-27   23  1279 10230000     19   1279      913   5399   9 1079800
## 108 2090-06-28   11  1204 10230000     19   1204      891   5410   8 1082000
## 109 2090-06-29   14   755 10230000     17    755      906   5424   8 1084800
## 110 2090-06-30   23   415 10230000     17    415      903   5447   8 1089400
## 111 2090-07-01   16   727 10230000     18    727      844   5463   7 1092600
## 112 2090-07-02   20   804 10230000     18    804      742   5483   7 1096600
## 113 2090-07-03   15   684 10230000     15    684      640   5498   8 1099600
## 114 2090-07-04   15   687 10230000     15    687      570   5513   7 1102600
## 115 2090-07-05    8   694 10230000     12    694      525   5521   6 1104200
## 116 2090-07-06   15   364 10230000     12    364      505   5536   5 1107200
## 117 2090-07-07    9   315 10230000     12    315      486   5545   4 1109000
## 118 2090-07-08   15   251 10230000     12    251      439   5560   3 1112000
## 119 2090-07-09   12   278 10230000     12    278      389   5572   3 1114400
## 120 2090-07-10   11   533 10230000     13    533      352   5583   3 1116600
## 121 2090-07-11   15   334 10230000     12    334      319   5598   3 1119600
## 122 2090-07-12   14   369 10230000     12    369      298   5612   3 1122400
## 123 2090-07-13   10   308 10230000     12    308      293   5622   3 1124400
## 124 2090-07-14    8   106 10230000     10    106      289   5630   2 1126000
## 125 2090-07-15   12   170 10230000      9    170      280   5642   2 1128400
## 126 2090-07-16    8   312 10230000      8    312      256   5650   2 1130000
## 127 2090-07-17    6   287 10230000      8    287      235   5656   3 1131200
## 128 2090-07-18    6   268 10230000      8    268      227   5662   2 1132400
## 129 2090-07-19    7   284 10230000      7    284      220   5669   3 1133800
## 130 2090-07-20   11   191 10230000      7    191      223   5680   3 1136000
## 131 2090-07-21    7   110 10230000      8    110      228   5687   2 1137400
## 132 2090-07-22    6   131 10230000      7    131      216   5693   2 1138600
## 133 2090-07-23    7   226 10230000      6    226      196   5700   3 1140000
## 134 2090-07-24    6   297 10230000      5    297      187   5706   3 1141200
## 135 2090-07-25    5   220 10230000      4    220      189   5711   3 1142200
## 136 2090-07-26    3   262 10230000      3    262      194   5714   4 1142800
## 137 2090-07-27    1   138 10230000      3    138      205   5715   3 1143000
## 138 2090-07-28    2    42 10230000      3     42      218   5717   3 1143400
## 139 2090-07-29    6    71 10230000      3     71      217   5723   2 1144600
## 140 2090-07-30    4   283 10230000      3    283      204   5727   2 1145400
## 141 2090-07-31    1   301 10230000      3    301      203   5728   2 1145600
## 142 2090-08-01    0   302 10230000      2    302      215   5728   2 1145600
## 143 2090-08-02    2   258 10230000      2    258      232   5730   2 1146000
## 144 2090-08-03    2   303 10230000      2    303      256   5732   3 1146400
## 145 2090-08-04    3    38 10230000      3     38      278   5735   3 1147000
## 146 2090-08-05    4   165 10230000      2    165      277   5739   2 1147800
## 147 2090-08-06    2   333 10230000      3    333      264   5741   2 1148200
## 148 2090-08-07    1   425 10230000      3    425      264   5742   2 1148400
## 149 2090-08-08    4   378 10230000      2    378      277   5746   2 1149200
## 150 2090-08-09    2   380 10230000      2    380      287   5748   2 1149600
## 151 2090-08-10    1   260 10230000      3    260      302   5749   1 1149800
## 152 2090-08-11    4    73 10230000      3     73      317   5753   1 1150600
## 153 2090-08-12    2   196 10230000      3    196      309   5755   2 1151000
## 154 2090-08-13    4   417 10230000      4    417      287   5759   2 1151800
## 155 2090-08-14    3   443 10230000      3    443      274   5762   2 1152400
## 156 2090-08-15    5   363 10230000      3    363      270   5767   2 1153400
## 157 2090-08-16    1   344 10230000      2    344      272   5768   2 1153600
## 158 2090-08-17    1   226 10230000      2    226      284   5769   2 1153800
## 159 2090-08-18    0    63 10230000      2     63      292   5769   1 1153800
## 160 2090-08-19    3   174 10230000      2    174      276   5772   1 1154400
## 161 2090-08-20    4   314 10230000      2    314      249   5776   1 1155200
## 162 2090-08-21    1   351 10230000      3    351      232   5777   1 1155400
## 163 2090-08-22    2   333 10230000      3    333      222   5779   1 1155800
## 164 2090-08-23    5   298 10230000      2    298      217   5784   2 1156800
## 165 2090-08-24    1   160 10230000      2    160      221   5785   2 1157000
## 166 2090-08-25    3    57 10230000      2     57      224   5788   2 1157600
## 167 2090-08-26    1   174 10230000      2    174      211   5789   2 1157800
## 168 2090-08-27    1   222 10230000      2    222      192   5790   2 1158000
## 169 2090-08-28    2   244 10230000      1    244      177   5792   2 1158400
## 170 2090-08-29    1   202 10230000      1    202      167   5793   2 1158600
## 171 2090-08-30    1   179 10230000      2    179      169   5794   2 1158800
## 172 2090-08-31    1   131 10230000      2    131      183   5795   1 1159000
## 173 2090-09-01    3    48 10230000      2     48      191   5798   1 1159600
## 174 2090-09-02    2   162 10230000      2    162      184   5800   2 1160000
## 175 2090-09-03    3   171 10230000      2    171      176   5803   2 1160600
## 176 2090-09-04    2   213 10230000      2    213      174   5805   2 1161000
## 177 2090-09-05    2   286 10230000      1    286      182   5807   2 1161400
## 178 2090-09-06    0   262 10230000      1    262      192   5807   2 1161400
## 179 2090-09-07    0   171 10230000      1    171      208   5807   2 1161400
## 180 2090-09-08    3    67 10230000      1     67      220   5810   2 1162000
## 181 2090-09-09    1   185 10230000      1    185      219   5811   2 1162200
## 182 2090-09-10    1   236 10230000      2    236      216   5812   2 1162400
## 183 2090-09-11    2   314 10230000      2    314      217   5814   2 1162800
## 184 2090-09-12    2   254 10230000      2    254      220   5816   2 1163200
## 185 2090-09-13    4   291 10230000      2    291      232   5820   2 1164000
## 186 2090-09-14    1   206 10230000      2    206      256   5821   2 1164200
## 187 2090-09-15    2   106 10230000      2    106      276   5823   3 1164600
## 188 2090-09-16    2   220 10230000      2    220      275   5825   3 1165000
## 189 2090-09-17    1   292 10230000      2    292      269   5826   2 1165200
## 190 2090-09-18    2   330 10230000      1    330      275   5828   3 1165600
## 191 2090-09-19    1   389 10230000      1    389      293   5829   3 1165800
## 192 2090-09-20    1   437 10230000      2    437      318   5830   3 1166000
## 193 2090-09-21    1   279 10230000      2    279      354   5831   3 1166200
## 194 2090-09-22    4   133 10230000      2    133      380   5835   4 1167000
## 195 2090-09-23    2   266 10230000      2    266      379   5837   3 1167400
## 196 2090-09-24    1   438 10230000      2    438      376   5838   3 1167600
## 197 2090-09-25    0   553 10230000      2    553      387   5838   3 1167600
## 198 2090-09-26    1   540 10230000      2    540      407   5839   3 1167800
## 199 2090-09-27    4   630 10230000      2    630      432   5843   2 1168600
## 200 2090-09-28    2   325 10230000      2    325      471   5845   2 1169000
## 201 2090-09-29    1   167 10230000      2    167      503   5846   2 1169200
## 202 2090-09-30    1   378 10230000      2    378      500   5847   2 1169400
## 203 2090-10-01    2   613 10230000      2    613      481   5849   3 1169800
## 204 2090-10-02    4   688 10230000      2    688      483   5853   3 1170600
## 205 2090-10-03    1   633 10230000      3    633      502   5854   3 1170800
## 206 2090-10-04    3   712 10230000      3    712      532   5857   4 1171400
## 207 2090-10-05    3   461 10230000      2    461      578   5860   5 1172000
## 208 2090-10-06    3   156 10230000      3    156      610   5863   6 1172600
## 209 2090-10-07    2   374 10230000      3    374      596   5865   7 1173000
## 210 2090-10-08    4   786 10230000      3    786      575   5869   9 1173800
## 211 2090-10-09    3   831 10230000      3    831      585   5872   9 1174400
## 212 2090-10-10    1   834 10230000      4    834      607   5873   9 1174600
## 213 2090-10-11    5   783 10230000      3    783      636   5878   9 1175600
## 214 2090-10-12    5   509 10230000      3    509      697   5883   9 1176600
## 215 2090-10-13    2   161 10230000      3    161      753   5885  10 1177000
## 216 2090-10-14    3   636 10230000      3    636      747   5888  12 1177600
## 217 2090-10-15    1   916 10230000      2    916      726   5889  14 1177800
## 218 2090-10-16    2   968 10230000      2    968      742   5891  16 1178200
## 219 2090-10-17    3   902 10230000      2    902      794   5894  19 1178800
## 220 2090-10-18    2  1179 10230000      2   1179      875   5896  21 1179200
## 221 2090-10-19    4   697 10230000      3    697      994   5900  21 1180000
## 222 2090-10-20    1   321 10230000      3    321     1100   5901  23 1180200
## 223 2090-10-21    4   771 10230000      3    771     1119   5905  23 1181000
## 224 2090-10-22    4  1290 10230000      4   1290     1106   5909  25 1181800
## 225 2090-10-23    3  1570 10230000      5   1570     1173   5912  28 1182400
## 226 2090-10-24    9  1666 10230000      6   1666     1328   5921  28 1184200
## 227 2090-10-25    7  1868 10230000      7   1868     1528   5928  28 1185600
## 228 2090-10-26    8  1477 10230000      9   1477     1790   5936  29 1187200
## 229 2090-10-27    8   514 10230000      9    514     2038   5944  29 1188800
## 230 2090-10-28   11  1068 10230000      9   1068     2131   5955  28 1191000
## 231 2090-10-29    9  2415 10230000      9   2415     2131   5964  29 1192800
## 232 2090-10-30    9  3390 10230000      9   3390     2212   5973  31 1194600
## 233 2090-10-31    9  3263 10230000     10   3263     2402   5982  33 1196400
## 234 2090-11-01    9  4055 10230000     12   4055     2647   5991  32 1198200
## 235 2090-11-02   12  2987 10230000     14   2987     2947   6003  31 1200600
## 236 2090-11-03   22  1298 10230000     16   1298     3253   6025  30 1205000
## 237 2090-11-04   20  1570 10230000     19   1570     3380   6045  30 1209000
## 238 2090-11-05   19  3609 10230000     21   3609     3381   6064  28 1212800
## 239 2090-11-06   21  4484 10230000     21   4484     3447   6085  27 1217000
## 240 2090-11-07   22  4745 10230000     23   4745     3567   6107  24 1221400
## 241 2090-11-08   25  4454 10230000     23   4454     3743   6132  20 1226400
## 242 2090-11-09   26  4453 10230000     25   4453     4077   6158  17 1231600
## 243 2090-11-10   20  2097 10230000     28   2097     4385   6178  14 1235600
## 244 2090-11-11   34  3726 10230000     28   3726     4382   6212  NA 1242400
## 245 2090-11-12   35  4499 10230000     28   4499     4216   6247  NA 1249400
## 246 2090-11-13   25  5709 10230000     29   5709     4124   6272  NA 1254400
## 247 2090-11-14   24  5568 10230000     29   5568     4133   6296  NA 1259200
## 248 2090-11-15   29  6733 10230000     28   6733     4286   6325  NA 1265000
## 249 2090-11-16   31  3516 10230000     29   3516     4559   6356  NA 1271200
## 250 2090-11-17   30  1582 10230000     31   1582     4731   6386  NA 1277200
## 251 2090-11-18   32  2544 10230000     33   2544     4677   6418  NA 1283600
## 252 2090-11-19   32  4460 10230000     32   4460     4514   6450  NA 1290000
## 253 2090-11-20   39  4962 10230000     31   4962     4442   6489  NA 1297800
## 254 2090-11-21   26  7628 10230000     30   7628     4419   6515  NA 1303000
## 255 2090-11-22   27  5462 10230000     30   5462     4472   6542  NA 1308400
## 256 2090-11-23   24  4496 10230000     28   4496     4525   6566  NA 1313200
## 257 2090-11-24   32  2423 10230000     27   2423     4579   6598  NA 1319600
## 258 2090-11-25   33  3878 10230000     24   3878     4632   6631  NA 1326200
## 259 2090-11-26   21  5674 10230000     20   5674     4686   6652  NA 1330400
## 260 2090-11-27   10  6066 10230000     17   6066     4739   6662  NA 1332400
## 261 2090-11-28    3  5464 10230000     14   5464     4792   6665  NA 1333000
##        peri    N         f
## 1   0.00004 0.04  0.000002
## 2   0.00004 0.04  0.000003
## 3   0.00006 0.04  0.000006
## 4   0.00008 0.04  0.000009
## 5   0.00012 0.05  0.000015
## 6   0.00016 0.08  0.000028
## 7   0.00018 0.13  0.000052
## 8   0.00029 0.18  0.000105
## 9   0.00045 0.23  0.000207
## 10  0.00063 0.30  0.000392
## 11  0.00078 0.33  0.000652
## 12  0.00100 0.42  0.001074
## 13  0.00121 0.52  0.001698
## 14  0.00162 0.68  0.002797
## 15  0.00205 0.83  0.004491
## 16  0.00266 0.99  0.007136
## 17  0.00328 1.11  0.010797
## 18  0.00397 1.28  0.015865
## 19  0.00471 1.40  0.022447
## 20  0.00559 1.55  0.031085
## 21  0.00653 1.79  0.042786
## 22  0.00757 2.09  0.058586
## 23  0.00893 2.26  0.078819
## 24  0.01050 2.53  0.105335
## 25  0.01187 2.79  0.138405
## 26  0.01353 2.89  0.177441
## 27  0.01529 3.13  0.225330
## 28  0.01693 3.25  0.280274
## 29  0.01918 3.28  0.343191
## 30  0.02086 3.37  0.413389
## 31  0.02262 3.46  0.491583
## 32  0.02461 3.24  0.571288
## 33  0.02651 3.28  0.658255
## 34  0.02815 3.46  0.755575
## 35  0.02995 3.52  0.861015
## 36  0.03220 3.42  0.971189
## 37  0.03437 3.44  1.089273
## 38  0.03599 3.40  1.211663
## 39  0.03767 3.19  1.331796
## 40  0.03937 2.84  1.443742
## 41  0.04104 2.80  1.558676
## 42  0.04225 2.80  1.677004
## 43  0.04375 2.81  1.800166
## 44  0.04543 2.73  1.924215
## 45  0.04717 2.81  2.057007
## 46  0.04860 2.79  2.192789
## 47  0.05005 2.77  2.331553
## 48  0.05150 2.73  2.472148
## 49  0.05312 2.77  2.619047
## 50  0.05474 2.79  2.771979
## 51  0.05627 2.79  2.928774
## 52  0.05779 2.73  3.086557
## 53  0.05922 2.74  3.248654
## 54  0.06068 2.69  3.412196
## 55  0.06233 2.66  3.577965
## 56  0.06373 2.71  3.750625
## 57  0.06516 2.60  3.920257
## 58  0.06673 2.49  4.086427
## 59  0.06790 2.50  4.255999
## 60  0.06923 2.44  4.424983
## 61  0.07065 2.31  4.587980
## 62  0.07193 2.24  4.748834
## 63  0.07312 2.08  4.901008
## 64  0.07410 1.98  5.047374
## 65  0.07500 1.86  5.186522
## 66  0.07613 1.80  5.323478
## 67  0.07707 1.86  5.467015
## 68  0.07810 1.83  5.609727
## 69  0.07926 1.78  5.751192
## 70  0.08006 1.82  5.896912
## 71  0.08108 1.84  6.046198
## 72  0.08211 1.81  6.195074
## 73  0.08321 1.83  6.347697
## 74  0.08428 1.76  6.496346
## 75  0.08514 1.59  6.631495
## 76  0.08596 1.46  6.757032
## 77  0.08651 1.35  6.874214
## 78  0.08725 1.33  6.990555
## 79  0.08804 1.31  7.106075
## 80  0.08884 1.44  7.233929
## 81  0.08960 1.45  7.363511
## 82  0.09050 1.42  7.491841
## 83  0.09126 1.33  7.612882
## 84  0.09196 1.35  7.737452
## 85  0.09251 1.29  7.856889
## 86  0.09335 1.22  7.970826
## 87  0.09408 1.20  8.083654
## 88  0.09464 1.27  8.203840
## 89  0.09529 1.20  8.318122
## 90  0.09603 1.22  8.435328
## 91  0.09668 1.26  8.557413
## 92  0.09746 1.23  8.677736
## 93  0.09814 1.20  8.795441
## 94  0.09871 1.16  8.909648
## 95  0.09935 1.09  9.017592
## 96  0.09988 1.04  9.121178
## 97  0.10047 1.06  9.227497
## 98  0.10102 1.03  9.331546
## 99  0.10164 1.05  9.438390
## 100 0.10221 1.04  9.545109
## 101 0.10280 1.00  9.648089
## 102 0.10336 0.92  9.742886
## 103 0.10379 0.89  9.835149
## 104 0.10418 0.83  9.921880
## 105 0.10467 0.79 10.004586
## 106 0.10510 0.71 10.079476
## 107 0.10555 0.67 10.150219
## 108 0.10577 0.66 10.219613
## 109 0.10604 0.61 10.284699
## 110 0.10649 0.59 10.347806
## 111 0.10680 0.62 10.414113
## 112 0.10719 0.63 10.481419
## 113 0.10749 0.52 10.537534
## 114 0.10778 0.52 10.593042
## 115 0.10794 0.44 10.640254
## 116 0.10823 0.44 10.687594
## 117 0.10841 0.42 10.732717
## 118 0.10870 0.44 10.780263
## 119 0.10893 0.44 10.827911
## 120 0.10915 0.47 10.879504
## 121 0.10944 0.44 10.927374
## 122 0.10972 0.41 10.972268
## 123 0.10991 0.42 11.018018
## 124 0.11007 0.37 11.058397
## 125 0.11030 0.31 11.092637
## 126 0.11046 0.28 11.123808
## 127 0.11058 0.28 11.154232
## 128 0.11069 0.27 11.183907
## 129 0.11083 0.26 11.212838
## 130 0.11105 0.26 11.241824
## 131 0.11118 0.27 11.271630
## 132 0.11130 0.26 11.300683
## 133 0.11144 0.22 11.325055
## 134 0.11155 0.19 11.346304
## 135 0.11165 0.16 11.363633
## 136 0.11171 0.12 11.377031
## 137 0.11173 0.12 11.390431
## 138 0.11177 0.11 11.403047
## 139 0.11189 0.10 11.414098
## 140 0.11196 0.09 11.424367
## 141 0.11198 0.09 11.434637
## 142 0.11198 0.06 11.441747
## 143 0.11202 0.06 11.448070
## 144 0.11206 0.08 11.456766
## 145 0.11212 0.09 11.467049
## 146 0.11220 0.08 11.476548
## 147 0.11224 0.10 11.487634
## 148 0.11226 0.09 11.497929
## 149 0.11234 0.07 11.505854
## 150 0.11238 0.08 11.515368
## 151 0.11239 0.09 11.525676
## 152 0.11247 0.09 11.535991
## 153 0.11251 0.10 11.547104
## 154 0.11259 0.13 11.561402
## 155 0.11265 0.11 11.573323
## 156 0.11275 0.10 11.584458
## 157 0.11277 0.07 11.592414
## 158 0.11279 0.07 11.600371
## 159 0.11279 0.06 11.607532
## 160 0.11284 0.06 11.614697
## 161 0.11292 0.07 11.622664
## 162 0.11294 0.11 11.634615
## 163 0.11298 0.09 11.644977
## 164 0.11308 0.08 11.654551
## 165 0.11310 0.08 11.664125
## 166 0.11316 0.08 11.672907
## 167 0.11318 0.06 11.679294
## 168 0.11320 0.06 11.685683
## 169 0.11324 0.04 11.690476
## 170 0.11326 0.04 11.695270
## 171 0.11327 0.06 11.701663
## 172 0.11329 0.06 11.708058
## 173 0.11335 0.07 11.716054
## 174 0.11339 0.08 11.724854
## 175 0.11345 0.08 11.734459
## 176 0.11349 0.06 11.741665
## 177 0.11353 0.05 11.747271
## 178 0.11353 0.05 11.752878
## 179 0.11353 0.04 11.757683
## 180 0.11359 0.04 11.761690
## 181 0.11361 0.05 11.767300
## 182 0.11363 0.06 11.774515
## 183 0.11367 0.07 11.782534
## 184 0.11370 0.07 11.790556
## 185 0.11378 0.08 11.799386
## 186 0.11380 0.08 11.808217
## 187 0.11384 0.07 11.816249
## 188 0.11388 0.06 11.822676
## 189 0.11390 0.06 11.829104
## 190 0.11394 0.05 11.834731
## 191 0.11396 0.04 11.839555
## 192 0.11398 0.06 11.846792
## 193 0.11400 0.06 11.854030
## 194 0.11408 0.06 11.861273
## 195 0.11412 0.06 11.867714
## 196 0.11413 0.06 11.874155
## 197 0.11413 0.06 11.880597
## 198 0.11415 0.06 11.887040
## 199 0.11423 0.06 11.893487
## 200 0.11427 0.06 11.900743
## 201 0.11429 0.07 11.908806
## 202 0.11431 0.07 11.916870
## 203 0.11435 0.06 11.924131
## 204 0.11443 0.08 11.933011
## 205 0.11445 0.09 11.943507
## 206 0.11451 0.10 11.954817
## 207 0.11457 0.08 11.964516
## 208 0.11462 0.11 11.976646
## 209 0.11466 0.11 11.988779
## 210 0.11474 0.09 11.999303
## 211 0.11480 0.11 12.011451
## 212 0.11482 0.13 12.026032
## 213 0.11492 0.11 12.039003
## 214 0.11501 0.11 12.051986
## 215 0.11505 0.11 12.064973
## 216 0.11511 0.09 12.075531
## 217 0.11513 0.08 12.084465
## 218 0.11517 0.08 12.093403
## 219 0.11523 0.08 12.103158
## 220 0.11527 0.08 12.112917
## 221 0.11535 0.10 12.124309
## 222 0.11537 0.11 12.136518
## 223 0.11544 0.11 12.149549
## 224 0.11552 0.15 12.166664
## 225 0.11558 0.19 12.188680
## 226 0.11576 0.22 12.213996
## 227 0.11589 0.25 12.242613
## 228 0.11605 0.30 12.277818
## 229 0.11621 0.30 12.313071
## 230 0.11642 0.32 12.350031
## 231 0.11660 0.32 12.387870
## 232 0.11677 0.33 12.426590
## 233 0.11695 0.34 12.466194
## 234 0.11713 0.43 12.516599
## 235 0.11736 0.51 12.576212
## 236 0.11779 0.58 12.644354
## 237 0.11818 0.66 12.722728
## 238 0.11855 0.73 12.809711
## 239 0.11896 0.75 12.899514
## 240 0.11939 0.80 12.994695
## 241 0.11988 0.80 13.091111
## 242 0.12039 0.90 13.198978
## 243 0.12078 0.99 13.318272
## 244 0.12145 0.99 13.438223
## 245 0.12213 0.97 13.557127
## 246 0.12262 1.04 13.684291
## 247 0.12309 1.02 13.809338
## 248 0.12366 0.98 13.930598
## 249 0.12426 1.03 14.058590
## 250 0.12485 1.09 14.194232
## 251 0.12547 1.16 14.339405
## 252 0.12610 1.12 14.480855
## 253 0.12686 1.10 14.620474
## 254 0.12737 1.04 14.753465
## 255 0.12790 1.04 14.887006
## 256 0.12837 1.00 15.015604
## 257 0.12899 0.97 15.140278
## 258 0.12964 0.85 15.250028
## 259 0.13005 0.70 15.340859
## 260 0.13024 0.60 15.419211
## 261 0.13030 0.50 15.484980