source('./predict.R')

## [1] "2020-08-19"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                          Iraq      188802   134369     6121  4.81   3.24  152
## 2                      Paraguay       10606     6402      161  4.65   1.52   23
## 3                      Ethiopia       32722    12938      572  4.42   1.75    5
## 4                   Puerto Rico       27934     2267      356  4.39   1.27  124
## 5                       Morocco       44803    31002      714  2.86   1.59   19
## 6                   Philippines      173774   113481     2795  2.70   1.61   26
## 7                      Colombia      489122   312323    15619  2.61   3.19  307
## 8                     Venezuela       35697    24561      297  2.57   0.83   10
## 9                         Nepal       28938    17700      120  2.41   0.41    4
## 10                       Zambia       10218     9126      269  2.37   2.63   15
## 11                    Argentina      305966   228725     6114  2.29   2.00  135
## 12       Bosnia and Herzegovina       16691    10711      507  2.08   3.04  155
## 13                      Ukraine       96403    49737     2144  2.08   2.22   49
## 14                        India     2786999  2052736    53164  2.01   1.91   39
## 15                      Romania       73617    33566     3106  1.95   4.22  161
## 16                   Costa Rica       29643     9462      314  1.92   1.06   62
## 17                        Japan       58848    43835     1149  1.88   1.95    9
## 18                  South Korea       16058    14006      306  1.88   1.91    6
## 19                       Israel       96996    72498      719  1.82   0.74   83
## 20                      Bolivia      103019    38623     4172  1.77   4.05  357
## 21        Palestinian Territory       17606    10312      115  1.73   0.65   NA
## 22                   Uzbekistan       36968    32557      247  1.69   0.67    7
## 23                       Brazil     3411872  2554179   110019  1.45   3.22  518
## 24                         Peru      549321   374019    26658  1.45   4.85  809
## 25                    Guatemala       63847    52370     2419  1.43   3.79  135
## 26               Czech Republic       20483    15146      401  1.39   1.96   37
## 27                      Moldova       30789    21885      908  1.36   2.95  225
## 28                    Indonesia      144945    98657     6346  1.33   4.38   23
## 29                     Honduras       51670     7661     1593  1.32   3.08  161
## 30                       Poland       58611    40099     1913  1.27   3.26   51
## 31         United Arab Emirates       65341    58022      367  1.24   0.56   37
## 32                     Bulgaria       14669     9699      519  1.17   3.54   75
## 33                      Ecuador      102941    87183     6105  1.17   5.93  346
## 34                      Senegal       12446     7877      258  1.15   2.07   15
## 35                  El Salvador       23717    11388      633  1.09   2.67   98
## 36                      Austria       24084    20958      729  1.07   3.03   81
## 37                      Algeria       39444    27653     1391  1.07   3.53   32
## 38                       Mexico      531239   363307    57774  1.05  10.88  448
## 39                       France      221267    84065    30451  1.02  13.76  467
## 40                   Bangladesh      285091   165738     3781  0.97   1.33   23
## 41                    Australia       23993    15246      450  0.93   1.88   18
## 42                       Kuwait       78145    69771      507  0.87   0.65  119
## 43                  Netherlands       64525      322     6181  0.86   9.58  361
## 44                      Bahrain       47581    43921      175  0.84   0.37  103
## 45                      Nigeria       49895    37051      981  0.83   1.97    5
## 46 Republika Severna Makedonija       13076     9625      551  0.82   4.21   NA
## 47                   Azerbaijan       34620    32363      510  0.81   1.47   50
## 48                  Switzerland       38760    33500     1996  0.81   5.15  231
## 49                        Ghana       42993    40796      248  0.80   0.58    8
## 50                United States     5657561  3012058   175119  0.79   3.10  529
## 51                      Denmark       16246    13778      621  0.74   3.82  107
## 52                         Iran      350279   302528    20125  0.70   5.75  240
## 53                      Ireland       27499    23364     1775  0.68   6.45  359
## 54                      Germany      228454   206864     9402  0.64   4.12  112
## 55                        Spain      384270   196958    28670  0.56   7.46  613
## 56                       Serbia       30048    27702      684  0.53   2.28   78
## 57                       Russia      937321   749423    15989  0.52   1.71  110
## 58                        Qatar      115956   112658      193  0.51   0.17   67
## 59                      Armenia       42056    35226      833  0.50   1.98  281
## 60                       Turkey      251805   232913     6016  0.50   2.39   71
## 61                        Sudan       12546     6429      808  0.49   6.44   18
## 62                      Belgium       78897    18048     9959  0.46  12.62  859
## 63                   Madagascar       14074    12921      173  0.46   1.23    6
## 64           Dominican Republic       87123    55504     1489  0.45   1.71  137
## 65                 Saudi Arabia      302686   274091     3506  0.45   1.16  101
## 66                     Portugal       54448    39936     1784  0.39   3.28  175
## 67                 South Africa      592144   485468    12264  0.38   2.07  207
## 68                        Chile      388855   362440    10546  0.35   2.71  552
## 69               United Kingdom      320286     1918    41381  0.34  12.92  610
## 70                       Panama       82790    57191     1809  0.30   2.19  419
## 71                   Kazakhstan      103571    86286     1415  0.26   1.37   75
## 72                Côte d'Ivoire       17150    14183      110  0.25   0.64    4
## 73                       Canada      123154   109357     9045  0.23   7.34  240
## 74                         Oman       83606    78188      603  0.23   0.72  118
## 75                       Sweden       85411     4971     5802  0.23   6.79  574
## 76                       Norway       10111     8857      262  0.22   2.59   48
## 77                     Pakistan      290445   272128     6201  0.21   2.13   28
## 78                        Egypt       96753    61562     5184  0.17   5.36   51
## 79                    Singapore       56031    52533       27  0.17   0.05    5
## 80                        Italy      254636   204142    35405  0.16  13.90  586
## 81                     Cameroon       18599    16540      406  0.09   2.18   15
## 82                        China       90009    84020     4713  0.05   5.24    3
## 83                  Afghanistan       37599    27166     1375  0.00   3.66   35
## 84                      Belarus       69673    67339      617  0.00   0.89   65
## 85                        Kenya       30636    17368      487  0.00   1.59    9
## 86                   Kyrgyzstan       42146    34855     1498  0.00   3.55  230

## [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 2020-08-19   China Hong Kong        4586     3779       72    26
## 2 2020-08-19   China  Shanghai         850      769        7     8
## 3 2020-08-19   China Guangdong        1725     1689        8     4
## 4 2020-08-19   China  Zhejiang        1277     1268        1     2
## 5 2020-08-19   China   Shaanxi         358      335        3     2
## 6 2020-08-19   China  Shandong         823      793        7     1