source('./predict.R')

## [1] "2020-08-21"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                       Belgium       80178    18131     9976  0.88  12.44  861
## 2                          Peru      567059   380730    27034  1.55   4.77  820
## 3                         Spain      404229   196958    28813  4.19   7.13  616
## 4                United Kingdom      322280     1918    41403  0.37  12.85  610
## 5                         Italy      256118   204686    35418  0.33  13.83  586
## 6                        Sweden       86068     4971     5810  0.30   6.75  575
## 7                         Chile      391849   366063    10671  0.46   2.72  558
## 8                 United States     5747544  3096317   177456  0.78   3.09  536
## 9                        Brazil     3505097  2653407   112423  1.29   3.21  529
## 10                       France      229814    84065    30480  2.12  13.26  467
## 11                       Mexico      543806   371638    59106  1.26  10.87  458
## 12                       Panama       83855    59174     1844  0.12   2.20  427
## 13                      Bolivia      106065    41111     4305  0.97   4.06  369
## 14                  Netherlands       65589      322     6195  0.82   9.45  362
## 15                      Ireland       27676    23364     1776  0.47   6.42  360
## 16                      Ecuador      105508    87660     6200  0.99   5.88  351
## 17                     Colombia      513719   339124    16183  2.30   3.15  318
## 18                      Armenia       42477    35693      842  0.37   1.98  284
## 19                         Iran      354764   305866    20376  0.63   5.74  243
## 20                       Canada      123873   110288     9054  0.31   7.31  240
## 21                  Switzerland       39332    33900     1998  0.78   5.08  231
## 22                   Kyrgyzstan       42703    35831     1498  0.46   3.51  230
## 23                      Moldova       31937    21885      921  1.66   2.88  228
## 24                 South Africa      599940   497169    12618  0.65   2.10  213
## 25                     Portugal       54992    40264     1788  0.00   3.25  175
## 26                      Romania       76355    34523     3196  1.86   4.19  166
## 27                     Honduras       52819     8082     1619  1.00   3.07  163
## 28       Bosnia and Herzegovina       17396    11157      526  2.16   3.02  160
## 29                         Iraq      192797   137200     6208  0.00   3.22  154
## 30                    Argentina      320884   233651     6517  2.63   2.03  144
## 31                    Guatemala       65983    54351     2506  1.70   3.80  140
## 32           Dominican Republic       89010    57734     1505  1.00   1.69  139
## 33                  Puerto Rico       28143     2267      367  0.00   1.30  128
## 34                       Kuwait       79269    71264      511  0.64   0.64  120
## 35                         Oman       83769    78386      609  0.00   0.73  119
## 36                      Germany      231500   208013     9416  0.61   4.07  112
## 37                       Russia      946976   761330    16189  0.52   1.71  111
## 38                      Denmark       16453    14057      621  0.72   3.77  107
## 39                      Bahrain       48303    44628      179  0.74   0.37  105
## 40                 Saudi Arabia      305186   277067     3580  0.40   1.17  103
## 41                  El Salvador       24200    11781      646  0.98   2.67  100
## 42                       Israel       99599    74579      795  1.06   0.80   92
## 43                      Austria       24762    21260      730  1.35   2.95   81
## 44                       Serbia       30209    27908      689  0.00   2.28   79
## 45                     Bulgaria       14962    10087      532  0.96   3.56   77
## 46                   Kazakhstan      104071    87920     1415  0.25   1.36   75
## 47                       Turkey      254520   234797     6058  0.56   2.38   72
## 48                      Belarus       70111    68256      632  0.44   0.90   67
## 49                        Qatar      116481   113216      193  0.22   0.17   67
## 50                   Costa Rica       31075     9939      333  2.19   1.07   65
## 51                        Egypt       97025    63462     5212  0.11   5.37   51
## 52                       Poland       60281    41029     1938  1.52   3.21   51
## 53                   Azerbaijan       34759    32511      510  0.00   1.47   50
## 54                      Ukraine      100643    51078     2207  2.14   2.19   50
## 55                       Norway       10197     9150      264  0.34   2.59   49
## 56                        India     2915015  2165682    55066  1.98   1.89   40
## 57               Czech Republic       21045    15886      406  1.19   1.93   38
## 58         United Arab Emirates       65802    58153      369  0.00   0.56   37
## 59                  Afghanistan       37894    28016     1385  0.10   3.65   36
## 60                      Algeria       40258    28281     1411  1.03   3.50   32
## 61                     Pakistan      291588   273579     6219  0.22   2.13   28
## 62                  Philippines      182365   114519     2940  2.44   1.61   27
## 63                    Indonesia      149408   102991     6500  1.49   4.35   24
## 64                     Paraguay       11817     6783      170  6.14   1.44   24
## 65                   Bangladesh      290360   172615     3861  0.83   1.33   23
## 66                      Morocco       47638    32806      775  2.86   1.63   21
## 67                    Australia       24407    18460      472  0.71   1.93   19
## 68                        Sudan       12623     6476      812  0.33   6.43   19
## 69                      Lebanon       10952     3040      113  5.85   1.03   17
## 70                      Senegal       12689     8165      262  1.04   2.06   16
## 71                     Cameroon       18762    16540      408  0.74   2.17   15
## 72                       Zambia       10372     9126      274  1.51   2.64   15
## 73                    Venezuela       37567    26330      311  1.90   0.83   11
## 74                        Kenya       31441    17869      516  1.37   1.64   10
## 75                        Japan       61065    46467     1175 -3.53   1.92    9
## 76                        Ghana       43260    41276      261  0.00   0.60    8
## 77                   Uzbekistan       37825    33442      256  0.74   0.68    8
## 78                  South Korea       16670    14120      309  1.98   1.85    6
## 79                   Madagascar       14218    13206      178  0.45   1.25    6
## 80                     Ethiopia       35836    13536      620  5.22   1.73    5
## 81                      Nigeria       50964    37569      992  0.94   1.95    5
## 82                        Nepal       30483    18214      137  2.83   0.45    5
## 83                    Singapore       56216    53119       27  0.21   0.05    5
## 84                Côte d'Ivoire       17249    14611      112  0.10   0.65    4
## 85                        China       90080    84246     4716  0.05   5.24    3
## 86 Republika Severna Makedonija       13194     9752      554  0.00   4.20   NA
## 87        Palestinian Territory       17989    10682      120  0.00   0.67   NA

## [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 2020-08-21   China Hong Kong        4631     3900       75    27
## 2 2020-08-21   China  Shanghai         862      783        7    11
## 3 2020-08-21   China  Shandong         827      794        7     3
## 4 2020-08-21   China   Jiangsu         665      656        0     1
## 5 2020-08-21   China   Sichuan         628      610        3     1