options(width = 100)
source('./predict.R')
## [1] "2020-10-27"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                      United States     8964331  5835211   231129  0.85   2.58  698
## 2                              India     7946429  7201070   119535  0.46   1.50   87
## 3                             Brazil     5411550  4865930   157451  0.32   2.91  741
## 4                             Russia     1547774  1158940    26589  2.24   1.72  182
## 5                             France     1165278   111347    35018  2.35   3.01  536
## 6                              Spain     1156498   196958    35031  4.15   3.03  749
## 7                          Argentina     1102301   909586    29301  1.07   2.66  648
## 8                           Colombia     1025052   924044    30348  0.90   2.96  596
## 9                             Mexico      895326   655118    89171  0.47   9.96  692
## 10                    United Kingdom      894690     1918    44998  2.39   5.03  663
## 11                              Peru      890574   810995    34197  0.21   3.84 1037
## 12                      South Africa      716759   646721    19008  0.12   2.65  320
## 13                              Iran      581824   463611    33299  2.27   5.72  396
## 14                             Italy      542789   268626    37479  3.23   6.90  620
## 15                             Chile      503598   479877    14003  0.31   2.78  733
## 16                              Iraq      455398   384593    10671  0.82   2.34  265
## 17                           Germany      443569   321536    10161  1.36   2.29  121
## 18                        Bangladesh      401586   318123     5838  0.69   1.45   35
## 19                         Indonesia      396454   322248    13512  1.73   3.41   49
## 20                       Philippines      373144   328602     7053  0.84   1.89   64
## 21                            Turkey      363999   316008     9874  0.61   2.71  117
## 22                           Ukraine      355601   145336     6590  3.52   1.85  151
## 23                      Saudi Arabia      345631   332117     5329  0.22   1.54  153
## 24                           Belgium      333718    23256    10899  3.95   3.27  940
## 25                          Pakistan      329375   311440     6745  0.24   2.05   31
## 26                            Israel      311313   295968     2452  0.44   0.79  283
## 27                       Netherlands      301597      322     7072  3.55   2.34  413
## 28                            Poland      280229   119237     4615 10.46   1.65  122
## 29                    Czech Republic      268370   103220     2365  3.98   0.88  221
## 30                            Canada      220213   184306     9973  1.90   4.53  264
## 31                           Romania      217216   155630     6574  3.61   3.03  342
## 32                           Morocco      199745   165922     3373  1.15   1.69   91
## 33                           Ecuador      162178   141759    12573  0.34   7.75  713
## 34                             Nepal      160400   118843      876  1.46   0.55   30
## 35                           Bolivia      140952   109228     8658  0.07   6.14  742
## 36                             Qatar      131689   128617      230  0.40   0.17   80
## 37                            Panama      129751   105710     2638  0.43   2.03  611
## 38              United Arab Emirates      127624   122458      482  2.00   0.38   49
## 39                       Switzerland      127042    61700     2147 22.56   1.69  248
## 40                Dominican Republic      124843   103081     2225  0.25   1.78  205
## 41                            Kuwait      123092   114116      756  1.20   0.61  177
## 42                          Portugal      121133    69956     2343  2.06   1.93  230
## 43                              Oman      113820    99997     1203  0.79   1.06  236
## 44                        Kazakhstan      110684   105766     1796  0.13   1.62   96
## 45                            Sweden      110594     4971     5933  0.00   5.36  587
## 46                             Egypt      106707    98981     6211  0.16   5.82   61
## 47                         Guatemala      104894    94530     3651  0.10   3.48  204
## 48                        Costa Rica      104460    63709     1312  1.33   1.26  258
## 49                             Japan       98250    90148     1725  1.06   1.76   14
## 50                           Belarus       94609    84237      965  1.92   1.02  102
## 51                          Honduras       93966    38536     2633  0.81   2.80  266
## 52                          Ethiopia       93707    48150     1437  0.39   1.53   12
## 53                             China       91736    86527     4746  0.03   5.17    3
## 54                         Venezuela       90047    84444      777  0.54   0.86   27
## 55                           Austria       86102    60308     1005  6.55   1.17  112
## 56                           Bahrain       80533    77132      316  0.35   0.39  186
## 57                           Armenia       80410    51814     1222  3.31   1.52  412
## 58                           Lebanon       72186    35545      579  1.12   0.80   85
## 59                           Moldova       71811    52730     1700  0.43   2.37  421
## 60                        Uzbekistan       65765    62876      554  0.58   0.84   17
## 61                           Hungary       63642    16646     1535  7.42   2.41  159
## 62                       Puerto Rico       63135     2267      804  1.01   1.27  281
## 63                           Nigeria       62111    57571     1132  0.19   1.82    5
## 64                          Paraguay       60109    40247     1333  0.86   2.22  187
## 65                           Ireland       58067    23364     1885  1.64   3.25  382
## 66                         Singapore       57980    57879       28  0.02   0.05    5
## 67                             Libya       57975    32253      812  3.50   1.40  118
## 68                        Kyrgyzstan       56738    48223     1136  1.77   2.00  174
## 69                           Algeria       56419    39273     1922  0.49   3.41   44
## 70                            Jordan       55055     7508      624  3.71   1.13   61
## 71                           Tunisia       52399     5032      983  7.38   1.88   83
## 72                        Azerbaijan       51149    41693      688  2.38   1.35   68
## 73             Palestinian Territory       50952    44055      454  1.01   0.89   NA
## 74                             Kenya       49997    34429      920  0.56   1.84   17
## 75                             Ghana       47775    46971      316  0.18   0.66   10
## 76                           Myanmar       46200    26007     1122  3.18   2.43   21
## 77                          Slovakia       46056    11008      176  5.05   0.38   32
## 78            Bosnia and Herzegovina       43151    26903     1125  5.52   2.61  343
## 79                           Denmark       41919    32731      708  2.58   1.69  122
## 80                       Afghanistan       41032    34217     1523  0.49   3.71   39
## 81                          Bulgaria       40132    18650     1136  5.92   2.83  163
## 82                            Serbia       39827    31536      793  0.86   1.99   91
## 83                           Croatia       38621    26840      470  6.16   1.22  114
## 84                       El Salvador       32925    28582      953  1.04   2.89  147
## 85                           Georgia       32127    12632      238 13.00   0.74   60
## 86                            Greece       31496     9989      581  2.32   1.84   56
## 87                          Malaysia       28640    18499      238  7.81   0.83    7
## 88                         Australia       27541    25213      905  0.05   3.29   35
## 89      Republika Severna Makedonija       27199    18948      934  0.91   3.43   NA
## 90                       South Korea       26043    23981      460  0.34   1.77    9
## 91                          Slovenia       25603     8582      251 11.56   0.98  121
## 92                          Cameroon       21793    20117      426  1.03   1.95   16
## 93                     Côte d'Ivoire       20486    20212      122  0.08   0.60    5
## 94                           Albania       19445    10705      480  1.50   2.47  167
## 95                            Norway       18342    11863      279  2.42   1.52   51
## 96                        Madagascar       16968    16301      244  0.00   1.44    9
## 97                        Montenegro       16909    13016      270  0.67   1.60  430
## 98                            Zambia       16200    15445      348  0.51   2.15   19
## 99                           Senegal       15571    14437      322  0.13   2.07   19
## 100                          Finland       14970     9800      354  0.82   2.36   64
## 101                       Luxembourg       14399     9570      147  1.37   1.02  235
## 102                            Sudan       13747     6764      837  0.04   6.09   19
## 103                          Namibia       12675    10813      133  0.12   1.05   52
## 104                       Mozambique       12161     9254       88  1.46   0.72    3
## 105                           Guinea       11635    10474       71  0.00   0.61    5
## 106                           Uganda       11621     7400      103  1.56   0.89    2
## 107                         Maldives       11532    10563       37  0.23   0.32   68
## 108                        Lithuania       11362     4329      141 11.57   1.24   52
## 109 Democratic Republic of the Congo       11174    10468      305  0.28   2.73   NA
## 110                       Tajikistan       10860    10009       81  0.78   0.75    8
## 111                    French Guiana       10385     9995       69  0.09   0.66  231

## [1] "Pakistan leading 1 cum_confirm == 0 trimed"

## [1] "Provinces added more than 0 cases in last 1-day:"
##          time country       province cum_confirm cum_heal cum_dead added
## 1  2020-10-27   China       Xinjiang         907      899        3     5
## 2  2020-10-27   China      Hong Kong        5308     5053      105     5
## 3  2020-10-27   China       Shanghai        1142     1046        7     3
## 4  2020-10-27   China        Shaanxi         447      421        3     3
## 5  2020-10-27   China          Hebei         371      359        6     2
## 6  2020-10-27   China        Sichuan         736      705        3     2
## 7  2020-10-27   China        Tianjin         261      246        3     1
## 8  2020-10-27   China Inner Mongolia         278      268        1     1
## 9  2020-10-27   China   Heilongjiang         949      935       13     1
## 10 2020-10-27   China         Fujian         431      410        1     1
## 11 2020-10-27   China       Shandong         846      829        7     1
## 12 2020-10-27   China      Guangdong        1909     1869        8     1