Cumulative Deaths











Daily Deaths

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


Daily New Cases

Daily new cases are plotted and the smoothed daily new cases overlayed. The smoothed daily new cases will be used below.

Large Surge in Cases

The large surge in Russia daily new cases is thought to mean there is a large increase in Covid 19, a “second wave”.


Correlation of Cases to Deaths Found





Daily new cases are scatter plotted against daily deaths.

Lagging Deaths to Cases

Death occurs after the time of initial infection and is a lagginf 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 correlation between daily deaths lagged and daily new cases. This means cases are depicting the disease in Russia.






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










Data

Russia  data is from Our World in Data.  



##           date death daismd pop dia     cas  ncas  ncassm   l18 daid
## 63  2020-03-02    NA    0.0   8 431       2     0     0.0   0.0   NA
## 64  2020-03-03    NA    0.0   8 431       3     1     0.1   0.0   NA
## 65  2020-03-04    NA    0.0   8 431       4     1     0.3   0.0   NA
## 66  2020-03-05    NA    0.0  22 431       4     0     0.3   0.0   NA
## 67  2020-03-06    NA    0.0  22 431       4     0     0.3   0.0   NA
## 68  2020-03-07    NA    0.0  22 431      10     6     1.1   0.0   NA
## 69  2020-03-08    NA    0.0  22 431      10     0     1.1   0.0   NA
## 70  2020-03-09    NA    0.0  22 431      10     0     1.1   0.3   NA
## 71  2020-03-10    NA    0.0  32 431      10     0     1.0   0.6   NA
## 72  2020-03-11    NA    0.0  32 431      10     0     0.9   0.7   NA
## 73  2020-03-12    NA    0.0  32 431      25    15     3.0   1.1   NA
## 74  2020-03-13    NA    0.0  32 431      30     5     3.7   1.4   NA
## 75  2020-03-14    NA    0.0  36 431      45    15     5.0   2.4   NA
## 76  2020-03-15    NA    0.0  36 431      59    14     7.0   3.4   NA
## 77  2020-03-16    NA    0.0  50 431      63     4     7.6   4.0   NA
## 78  2020-03-17    NA    0.0  61 431      93    30    11.9   4.3   NA
## 79  2020-03-18    NA    0.0  61 431     114    21    14.9   5.4   NA
## 80  2020-03-19    NA    0.0  68 431     147    33    17.4   5.3   NA
## 81  2020-03-20    NA    0.0  68 431     199    52    24.1   5.3   NA
## 82  2020-03-21    NA    0.0  70 431     253    54    29.7   5.9   NA
## 83  2020-03-22    NA    0.0  70 431     306    53    35.3   5.6   NA
## 84  2020-03-23    NA    0.0  70 431     367    61    43.4   6.6   NA
## 85  2020-03-24    NA    0.0  70 431     438    71    49.3   8.6   NA
## 86  2020-03-25    NA    0.0  70 431     495    57    54.4   9.0   NA
## 87  2020-03-26    NA    0.0  70 431     658   163    73.0  12.1   NA
## 88  2020-03-27     2    0.3  70 431     840   182    91.6  14.4    2
## 89  2020-03-28     4    0.6  72 431    1036   196   111.9  16.0    1
## 90  2020-03-29     5    0.7  72 431    1264   228   136.9  19.3    3
## 91  2020-03-30     8    1.1  87 431    1534   270   166.7  22.3    2
## 92  2020-03-31    10    1.4  87 431    1836   302   199.7  25.6    7
## 93  2020-04-01    17    2.4  87 431    2337   501   263.1  29.6    7
## 94  2020-04-02    24    3.4  87 431    2777   440   302.7  33.0    6
## 95  2020-04-03    30    4.0  87 431    3548   771   386.9  36.7    4
## 96  2020-04-04    34    4.3  87 431    4149   601   444.7  40.9    9
## 97  2020-04-05    43    5.4  87 431    4731   582   495.3  45.0    2
## 98  2020-04-06    45    5.3  85 431    5389   658   550.7  46.1    2
## 99  2020-04-07    47    5.3  85 431    6343   954   643.9  48.9   11
## 100 2020-04-08    58    5.9  85 431    7497  1154   737.1  52.6    5
## 101 2020-04-09    63    5.6  85 431    8672  1175   842.1  55.1   13
## 102 2020-04-10    76    6.6  85 431   10131  1459   940.4  55.7   18
## 103 2020-04-11    94    8.6  85 431   11917  1786  1109.7  58.7   12
## 104 2020-04-12   106    9.0  85 431   13584  1667  1264.7  65.6   24
## 105 2020-04-13   130   12.1  85 431   15770  2186  1483.0  74.0   18
## 106 2020-04-14   148   14.4  85 431   18328  2558  1712.1  79.1   22
## 107 2020-04-15   170   16.0  85 431   21102  2774  1943.6  77.3   28
## 108 2020-04-16   198   19.3  85 431   24490  3388  2259.7  76.1   34
## 109 2020-04-17   232   22.3  85 431   27938  3448  2543.9  80.1   41
## 110 2020-04-18   273   25.6  85 431   32008  4070  2870.1  83.4   40
## 111 2020-04-19   313   29.6  85 431   36793  4785  3315.6  80.7   48
## 112 2020-04-20   361   33.0  85 431   42853  6060  3869.0  78.9   44
## 113 2020-04-21   405   36.7  85 431   47121  4268  4113.3  79.1   51
## 114 2020-04-22   456   40.9  85 431   52763  5642  4523.0  86.4   57
## 115 2020-04-23   513   45.0  85 431   57999  5236  4787.0  90.7   42
## 116 2020-04-24   555   46.1  85 431   62773  4774  4976.4  93.3   60
## 117 2020-04-25   615   48.9  85 431   68622  5849  5230.6  95.0   66
## 118 2020-04-26   681   52.6  85 431   74588  5966  5399.3  96.4   66
## 119 2020-04-27   747   55.1  85 431   80949  6361  5442.3  97.1   48
## 120 2020-04-28   795   55.7  85 431   87147  6198  5718.0  99.3   72
## 121 2020-04-29   867   58.7  85 431   93558  6411  5827.9 101.4  105
## 122 2020-04-30   972   65.6  85 431   99399  5841  5914.3 102.3  101
## 123 2020-05-01  1073   74.0  85 431  106498  7099  6246.4 101.9   96
## 124 2020-05-02  1169   79.1  85 431  114431  7933  6544.1 103.0   53
## 125 2020-05-03  1222   77.3  85 431  124054  9623  7066.6 108.6   58
## 126 2020-05-04  1280   76.1  85 431  134687 10633  7676.9 113.4   76
## 127 2020-05-05  1356   80.1  85 431  145268 10581  8303.0 118.7   95
## 128 2020-05-06  1451   83.4  85 431  155370 10102  8830.3 121.6   86
## 129 2020-05-07  1537   80.7  85 431  165929 10559  9504.3 130.0   88
## 130 2020-05-08  1625   78.9  85 431  177160 11231 10094.6 130.1   98
## 131 2020-05-09  1723   79.1  85 431  187859 10699 10489.7 138.6  104
## 132 2020-05-10  1827   86.4  85 431  198676 10817 10660.3 142.3   88
## 133 2020-05-11  1915   90.7  85 431  209688 11012 10714.4 149.0   94
## 134 2020-05-12  2009   93.3  78 431  221344 11656 10868.0 160.7  107
## 135 2020-05-13  2116   95.0  78 431  232243 10899 10981.9 166.7   96
## 136 2020-05-14  2212   96.4  78 431  242271 10028 10906.0 164.6   93
## 137 2020-05-15  2305   97.1  78 431  252245  9974 10726.4 174.6  113
## 138 2020-05-16  2418   99.3  78 431  262843 10598 10712.0 175.7  119
## 139 2020-05-17  2537  101.4  78 431  272043  9200 10481.0 178.1   94
## 140 2020-05-18  2631  102.3  78 431  281752  9709 10294.9 177.4   91
## 141 2020-05-19  2722  101.9  78 431  290678  8926  9904.9 164.9  115
## 142 2020-05-20  2837  103.0  78 431  299941  9263  9671.1 167.1  135
## 143 2020-05-21  2972  108.6  78 431  308705  8764  9490.6 166.6  127
## 144 2020-05-22  3099  113.4  78 431  317554  8849  9329.9 159.4  150
## 145 2020-05-23  3249  118.7  78 431  326448  8894  9086.4 157.7  139
## 146 2020-05-24  3388  121.6  78 431  335882  9434  9119.9 163.3  153
## 147 2020-05-25  3541  130.0  78 431  344481  8599  8961.3 164.0   92
## 148 2020-05-26  3633  130.1  78 431  353427  8946  8964.1 169.6  174
## 149 2020-05-27  3807  138.6  78 431  362342  8915  8914.4 157.7  161
## 150 2020-05-28  3968  142.3  78 431  370680  8338  8853.6 155.6  174
## 151 2020-05-29  4142  149.0  78 431  379051  8371  8785.3 160.0  232
## 152 2020-05-30  4374  160.7  78 431  387623  8572  8739.3 163.3  181
## 153 2020-05-31  4555  166.7  78 431  396575  8952  8670.4 160.0  138
## 154 2020-06-01  4693  164.6  75 431  405843  9268  8766.0 179.7  162
## 155 2020-06-02  4855  174.6  75 431  414878  9035  8778.7 179.6  182
## 156 2020-06-03  5037  175.7  75 431  423741  8863  8771.3 167.6  178
## 157 2020-06-04  5215  178.1  75 431  432277  8536  8799.6 166.1  169
## 158 2020-06-05  5384  177.4  75 431  441108  8831  8865.3 159.3  144
## 159 2020-06-06  5528  164.9  75 431  449834  8726  8887.3 153.6  197
## 160 2020-06-07  5725  167.1  75 431  458689  8855  8873.4 147.9  134
## 161 2020-06-08  5859  166.6  75 431  467673  8984  8832.9 116.4  112
## 162 2020-06-09  5971  159.4  75 431  476658  8985  8825.7 115.6  170
## 163 2020-06-10  6141  157.7  75 431  485253  8595  8787.4 138.1  217
## 164 2020-06-11  6358  163.3  75 431  493657  8404  8768.6 137.4  174
## 165 2020-06-12  6532  164.0  75 431  502436  8779  8761.1 137.1  183
## 166 2020-06-13  6715  169.6  75 431  511423  8987  8798.4 137.3  114
## 167 2020-06-14  6829  157.7  75 431  520129  8706  8777.1 146.1  119
## 168 2020-06-15  6948  155.6  75 431  528964  8835  8755.9 154.0  143
## 169 2020-06-16  7091  160.0  75 431  537210  8246  8650.3 154.0  193
## 170 2020-06-17  7284  163.3  75 431  545458  8248  8600.7 151.1  194
## 171 2020-06-18  7478  160.0  75 431  553301  7843  8520.6 155.4  312
## 172 2020-06-19  7790  179.7  75 431  561091  7790  8379.3 161.4  182
## 173 2020-06-20  7972  179.6  75 431  569063  7972  8234.3 167.7   30
## 174 2020-06-21  8002  167.6  75 431  576952  7889  8117.6 161.6  109
## 175 2020-06-22  8111  166.1  75 431  584680  7728  7959.4 165.7   95
## 176 2020-06-23  8206  159.3  71 431  592280  7600  7867.1 165.4  153
## 177 2020-06-24  8359  153.6  71 431  599705  7425  7749.6 168.3  154
## 178 2020-06-25  8513  147.9  71 431  606881  7176  7654.3 167.7   92
## 179 2020-06-26  8605  116.4  71 431  613994  7113  7557.6 163.3  176
## 180 2020-06-27  8781  115.6  71 431  620794  6800  7390.1 160.0  188
## 181 2020-06-28  8969  138.1  71 431  627646  6852  7242.0 157.6  104
## 182 2020-06-29  9073  137.4  71 431  634437  6791  7108.1 156.3   93
## 183 2020-06-30  9166  137.1  71 431  641156  6719  6982.3 158.0  154
## 184 2020-07-01  9320  137.3  71 431  647849  6693  6877.7 148.9  216
## 185 2020-07-02  9536  146.1  71 431  654405  6556  6789.1 143.9  147
## 186 2020-07-03  9683  154.0  71 431  661165  6760  6738.7 141.1  176
## 187 2020-07-04  9859  154.0  71 431  667883  6718  6727.0 138.0  168
## 188 2020-07-05 10027  151.1  71 431  674515  6632  6695.6 139.3  134
## 189 2020-07-06 10161  155.4  71 431  681251  6736  6687.7 136.4  135
## 190 2020-07-07 10296  161.4  71 431  687862  6611  6672.3 131.9  198
## 191 2020-07-08 10494  167.7  71 431  694230  6368  6625.9 135.0  173
## 192 2020-07-09 10667  161.6  71 431  700792  6562  6626.7 132.4  176
## 193 2020-07-10 10843  165.7  71 431  707301  6509  6590.9 132.4  174
## 194 2020-07-11 11017  165.4  71 431  713936  6635  6579.0 132.0  188
## 195 2020-07-12 11205  168.3  71 431  720547  6611  6576.0 132.6  130
## 196 2020-07-13 11335  167.7  71 431  727162  6615  6558.7 130.0  104
## 197 2020-07-14 11439  163.3  71 431  733699  6537  6548.1 131.0  175
## 198 2020-07-15 11614  160.0  68 431  739947  6248  6531.0 123.7  156
## 199 2020-07-16 11770  157.6  68 431  746369  6422  6511.0 122.7  167
## 200 2020-07-17 11937  156.3  68 431  752797  6428  6499.4 121.9  186
## 201 2020-07-18 12123  158.0  68 431  759203  6406  6466.7 121.0  124
## 202 2020-07-19 12247  148.9  68 431  765437  6234  6412.9 122.7   95
## 203 2020-07-20 12342  143.9  68 431  771546  6109  6340.6 114.9   85
## 204 2020-07-21 12427  141.1  68 431  777486  5940  6255.3 108.9  153
## 205 2020-07-22 12580  138.0  68 431  783328  5842  6197.3 113.7  165
## 206 2020-07-23 12745  139.3  68 431  789190  5862  6117.3 114.7  147
## 207 2020-07-24 12892  136.4  68 431  795038  5848  6034.4 122.0  154
## 208 2020-07-25 13046  131.9  68 431  800849  5811  5949.4 111.4  146
## 209 2020-07-26 13192  135.0  68 431  806720  5871  5897.6 104.0   77
## 210 2020-07-27 13269  132.4  68 431  812485  5765  5848.4 111.1   85
## 211 2020-07-28 13354  132.4  68 431  818120  5635  5804.9 110.4  150
## 212 2020-07-29 13504  132.0  68 431  823515  5395  5741.0 109.0  169
## 213 2020-07-30 13673  132.6  68 431  828990  5475  5685.7 107.7  129
## 214 2020-07-31 13802  130.0  68 431  834499  5509  5637.3  97.0  161
## 215 2020-08-01 13963  131.0  68 431  839981  5482  5590.3 105.9   95
## 216 2020-08-02 14058  123.7  68 431  845443  5462  5531.9 104.1   70
## 217 2020-08-03 14128  122.7  68 431  850870  5427  5483.6 102.1   79
## 218 2020-08-04 14207  121.9  68 431  856264  5394  5449.1  98.7  144
## 219 2020-08-05 14351  121.0  68 431  861423  5159  5415.4  99.0  181
## 220 2020-08-06 14532  122.7  68 431  867343  5920  5479.0  99.7   74
## 221 2020-08-07 14606  114.9  68 431  871894  4551  5342.1 101.1  119
## 222 2020-08-08 14725  108.9  68 431  877135  5241  5307.7  99.4  129
## 223 2020-08-09 14854  113.7  68 431  882347  5212  5272.0  99.1   77
## 224 2020-08-10 14931  114.7  68 431  887536  5189  5238.0 100.7  130
## 225 2020-08-11 15061  122.0  68 431  892654  5118  5198.6 103.6   70
## 226 2020-08-12 15131  111.4  68 431  897599  4945  5168.0 102.1  129
## 227 2020-08-13 15260  104.0  68 431  902701  5102  5051.1 101.4  124
## 228 2020-08-14 15384  111.1  68 431  907758  5057  5123.4 104.0  114
## 229 2020-08-15 15498  110.4  68 431  912823  5065  5098.3 104.4  119
## 230 2020-08-16 15617  109.0  68 431  917884  5061  5076.7 104.4   68
## 231 2020-08-17 15685  107.7  68 431  922853  4969  5045.3 103.4   55
## 232 2020-08-18 15740   97.0  68 431  927745  4892  5013.0 105.0  132
## 233 2020-08-19 15872  105.9  68 431  932493  4748  4984.9 104.9  117
## 234 2020-08-20 15989  104.1  68 431  937321  4828  4945.7 103.9  110
## 235 2020-08-21 16099  102.1  54 431  942106  4785  4906.9  99.3   90
## 236 2020-08-22 16189   98.7  54 431  946976  4870  4879.0  99.1  121
## 237 2020-08-23 16310   99.0  54 431  951897  4921  4859.0 105.6   73
## 238 2020-08-24 16383   99.7  54 431  956749  4852  4842.3 105.0   65
## 239 2020-08-25 16448  101.1  54 431  961493  4744  4821.1 102.3  120
## 240 2020-08-26 16568   99.4  54 431  966189  4696  4813.7 103.6  115
## 241 2020-08-27 16683   99.1  54 431  970865  4676  4792.0 108.3  121
## 242 2020-08-28 16804  100.7  54 431  975576  4711  4781.4 109.1  110
## 243 2020-08-29 16914  103.6  54 431  980405  4829  4775.6 113.1  111
## 244 2020-08-30 17025  102.1  54 431  985346  4941  4778.4 109.1   68
## 245 2020-08-31 17093  101.4  54 431  990326  4980  4796.7 114.0   83
## 246 2020-09-01 17176  104.0  39 431  995319  4993  4832.3 118.6  123
## 247 2020-09-02 17299  104.4  39 431 1000048  4729  4837.0 122.1  115
## 248 2020-09-03 17414  104.4  39 431 1005000  4952  4876.4 120.0  114
## 249 2020-09-04 17528  103.4  39 431 1009995  4995  4917.0 122.0  121
## 250 2020-09-05 17649  105.0  39 431 1015105  5110  4957.1 123.4  110
## 251 2020-09-06 17759  104.9  39 431 1020310  5205  4994.9 126.0   61
## 252 2020-09-07 17820  103.9  39 431 1025505  5195  5025.6 126.7   51
## 253 2020-09-08 17871   99.3  39 431 1030690  5185  5053.0 123.0  122
## 254 2020-09-09 17993   99.1  39 431 1035789  5099  5105.9 126.6  160
## 255 2020-09-10 18153  105.6  39 431 1041007  5218  5143.9 129.4  110
## 256 2020-09-11 18263  105.0  39 431 1046370  5363  5196.4 128.0  102
## 257 2020-09-12 18365  102.3  39 431 1051874  5504  5252.7 128.0  119
## 258 2020-09-13 18484  103.6  39 431 1057362  5488  5293.1 131.9   94
## 259 2020-09-14 18578  108.3  39 431 1062811  5449  5329.4 134.7   57
## 260 2020-09-15 18635  109.1  39 431 1068320  5509  5375.7 145.9  150
## 261 2020-09-16 18785  113.1  39 431 1073849  5529  5437.1 146.6  132
## 262 2020-09-17 18917  109.1  39 431 1079519  5670  5501.7 147.7  144
## 263 2020-09-18 19061  114.0  39 431 1085281  5762  5558.7 155.7  134
## 264 2020-09-19 19195  118.6  39 431 1091186  5905  5616.0 159.7  144
## 265 2020-09-20 19339  122.1  39 431 1097251  6065  5698.4 163.3   79
## 266 2020-09-21 19418  120.0  39 431 1103399  6148  5798.3 166.4   71
## 267 2020-09-22 19489  122.0  41 431 1109595  6196  5896.4 168.6  160
## 268 2020-09-23 19649  123.4  41 431 1115810  6215  5994.4 171.9  150
## 269 2020-09-24 19799  126.0  41 431 1122241  6431  6103.1 177.0  149
## 270 2020-09-25 19948  126.7  41 431 1128836  6595  6222.1 178.1  108
## 271 2020-09-26 20056  123.0  41 431 1136048  7212  6408.9 186.1  169
## 272 2020-09-27 20225  126.6  41 431 1143571  7523  6617.1 191.4   99
## 273 2020-09-28 20324  129.4  41 431 1151438  7867  6862.7 205.0   61
## 274 2020-09-29 20385  128.0  41 431 1159573  8135  7139.7 209.4  160
## 275 2020-09-30 20545  128.0  41 431 1167805  8232  7427.9 221.1  177
## 276 2020-10-01 20722  131.9  41 431 1176286  8481  7720.7 227.1  169
## 277 2020-10-02 20891  134.7  48 431 1185231  8945  8056.4 234.9  186
## 278 2020-10-03 21077  145.9  48 431 1194643  9412  8370.7 238.4  174
## 279 2020-10-04 21251  146.6  48 431 1204502  9859  8704.4 249.6  107
## 280 2020-10-05 21358  147.7  48 431 1215001 10499  9080.4 250.1  117
## 281 2020-10-06 21475  155.7  48 431 1225889 10888  9473.7 257.4  188
## 282 2020-10-07 21663  159.7  48 431 1237504 11615  9957.0 259.9  202
## 283 2020-10-08 21865  163.3  48 431 1248619 11115 10333.3 266.1  191
## 284 2020-10-09 22056  166.4  48 431 1260112 11493 10697.3 271.9  201
## 285 2020-10-10 22257  168.6  48 431 1272238 12126 11085.0 279.1  197
## 286 2020-10-11 22454  171.9  48 431 1285084 12846 11511.7 283.3  143
## 287 2020-10-12 22597  177.0  48 431 1298718 13634 11959.6 294.1  125
## 288 2020-10-13 22722  178.1  45 431 1312310 13592 12345.9 304.4  244
## 289 2020-10-14 22966  186.1  45 431 1326178 13868 12667.7 309.9  239
## 290 2020-10-15 23205  191.4  45 431 1340409 14231 13112.9 312.1  286
## 291 2020-10-16 23491  205.0  45 431 1354163 13754 13435.9 314.9  232
## 292 2020-10-17 23723  209.4  45 431 1369313 15150 13867.9 319.9  279
## 293 2020-10-18 24002  221.1  45 431 1384235 14922 14164.4 326.0  185
## 294 2020-10-19 24187  227.1  45 431 1399334 15099 14373.7 315.4  179
## 295 2020-10-20 24366  234.9  45 431 1415316 15982 14715.1 318.7  269
## 296 2020-10-21 24635  238.4  45 431 1431635 16319 15065.3 323.0  317
## 297 2020-10-22 24952  249.6  45 431 1447335 15700 15275.1 328.9  290
## 298 2020-10-23 25242  250.1  45 431 1463306 15971 15591.9 331.4  283
## 299 2020-10-24 25525  257.4  45 431 1480646 17340 15904.7 333.3  296
## 300 2020-10-25 25821  259.9  45 431 1497167 16521 16133.1 339.4  229
## 301 2020-10-26 26050  266.1  45 431 1513877 16710 16363.3 360.4  219
## 302 2020-10-27 26269  271.9  45 431 1531224 17347 16558.3   0.0  320
## 303 2020-10-28 26589  279.1  45 431 1547774 16550 16591.3   0.0  346
## 304 2020-10-29 26935  283.3  45 431 1563976 16202 16663.0   0.0  366
## 305 2020-10-30 27301  294.1  45 431 1581693 17717 16912.4   0.0  355
## 306 2020-10-31 27656  304.4  45 431 1599976 18283 17047.1   0.0  334
## 307 2020-11-01 27990  309.9  45 431 1618116 18140 17278.4   0.0  245
## 308 2020-11-02 28235  312.1  45 431 1636781 18665 17557.7   0.0  238
## 309 2020-11-03 28473  314.9  45 431 1655038 18257 17687.7   0.0  355
## 310 2020-11-04 28828  319.9  45 431 1673686 18648 17987.4   0.0  389
## 311 2020-11-05 29217  326.0  45 431 1693454 19768 18496.9   0.0  292
## 312 2020-11-06 29509  315.4  45 431 1712858 19404 18737.9   0.0  378
## 313 2020-11-07 29887  318.7  45 431 1733440 20582 19066.3   0.0  364
## 314 2020-11-08 30251  323.0  45 431 1753836 20396 19388.6   0.0  286
## 315 2020-11-09 30537  328.9  45 431 1774334 20498 19650.4   0.0  256
## 316 2020-11-10 30793  331.4  NA 431 1796132 21798 20156.3   0.0  368
## 317 2020-11-11 31161  333.3  NA 431 1817109 20977 20489.0   0.0  432
## 318 2020-11-12 31593  339.4  NA 431 1836960 19851 20500.9   0.0  439
## 319 2020-11-13 32032  360.4  NA 431 1858568 21608 20815.7   0.0  439