source('./predict.R')

## [1] "2020-08-17"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                 United States     5569520  2922936   173143  0.66   3.11  523
## 2                        Brazil     3340197  2432456   107879  0.67   3.23  508
## 3                         India     2661396  1932839    51176  1.62   1.92   37
## 4                        Russia      927745   736101    15740  0.53   1.70  108
## 5                  South Africa      587345   472377    11839  0.63   2.02  200
## 6                          Peru      535946   365367    26281  1.93   4.90  797
## 7                         Chile      385946   358828    10452  0.53   2.71  547
## 8                        Mexico      522162   355101    56757  0.86  10.87  440
## 9                          Iran      345450   299157    19804  0.65   5.73  236
## 10                     Colombia      468332   287436    15097  2.55   3.22  297
## 11                     Pakistan      289215   269087     6175  0.17   2.14   28
## 12                 Saudi Arabia      299914   268385     3436  0.46   1.15   99
## 13                       Turkey      249309   230969     5974  0.48   2.40   71
## 14                    Argentina      294569   211702     5703  1.89   1.94  126
## 15                      Germany      225397   205345     9391  0.17   4.17  112
## 16                        Italy      253915   203786    35396  0.19  13.94  585
## 17                        Spain      358843   196958    28617  0.00   7.97  612
## 18                   Bangladesh      279144   160591     3694  0.94   1.32   22
## 19                         Iraq      176931   125374     5860  0.00   3.31  146
## 20                  Philippines      164474   112759     2681  4.15   1.63   24
## 21                        Qatar      115080   111794      193  0.00   0.17   67
## 22                       Canada      122087   108484     9026  0.16   7.39  239
## 23                    Indonesia      141370    94458     6207  1.30   4.39   23
## 24                      Ecuador      101542    87022     6070  0.85   5.98  344
## 25                       France      218536    83848    30410  1.40  13.92  466
## 26                        China       89906    83726     4710  0.08   5.24    3
## 27                   Kazakhstan      103033    82777     1269  0.33   1.23   68
## 28                         Oman       83226    77812      588  0.23   0.71  115
## 29                       Israel       93691    69062      690  1.39   0.74   80
## 30                       Kuwait       76827    68633      502  0.82   0.65  118
## 31                      Belarus       69516    67072      610  0.13   0.88   65
## 32                        Egypt       96475    59743     5160  0.14   5.35   50
## 33         United Arab Emirates       64541    57794      364  0.36   0.56   37
## 34                       Panama       81940    55001     1767  1.58   2.16  410
## 35           Dominican Republic       86309    52905     1453  0.89   1.68  134
## 36                    Singapore       55838    51953       27  0.16   0.05    5
## 37                    Guatemala       62562    50692     2379  0.40   3.80  133
## 38                      Ukraine       92820    48164     2089  1.60   2.25   48
## 39                      Bahrain       46835    43128      172  0.87   0.37  101
## 40                        Ghana       42653    40567      239  1.05   0.56    8
## 41                        Japan       56214    40080     1103  0.36   1.96    9
## 42                     Portugal       54234    39800     1779  0.24   3.28  174
## 43                       Poland       57279    39359     1885  1.05   3.29   50
## 44                      Nigeria       49068    36497      975  0.61   1.99    5
## 45                      Bolivia      100344    36491     4058  1.21   4.04  348
## 46                      Armenia       41701    34655      824  0.09   1.98  278
## 47                   Kyrgyzstan       41991    34537     1496  0.32   3.56  229
## 48                  Switzerland       38252    33300     1991  0.34   5.20  230
## 49                      Romania       71194    32759     3029  1.04   4.25  157
## 50                   Azerbaijan       34219    31875      506  0.00   1.48   50
## 51                   Uzbekistan       35513    30973      234  1.15   0.66    7
## 52                      Morocco       42489    29344      658  3.59   1.55   18
## 53                  Afghanistan       37599    27166     1375  0.01   3.66   35
## 54                       Serbia       29682    27061      674  0.00   2.27   77
## 55                      Algeria       38583    27017     1370  1.18   3.55   31
## 56                      Ireland       27257    23364     1774  0.24   6.51  359
## 57                    Venezuela       33755    22700      281  3.52   0.83   10
## 58                      Moldova       30183    21220      896  0.93   2.97  222
## 59                      Austria       23534    20765      729  0.70   3.10   81
## 60                      Belgium       78323    17994     9939  0.58  12.69  858
## 61                        Nepal       27241    17495      107  2.18   0.39    4
## 62                        Kenya       30365    17160      482  1.73   1.59    9
## 63                     Cameroon       18469    16540      401  0.00   2.17   15
## 64                    Australia       23559    14539      421  1.17   1.79   17
## 65                Côte d'Ivoire       17026    13947      110  0.19   0.65    4
## 66                  South Korea       15515    13917      305  1.29   1.97    6
## 67               Czech Republic       20012    13799      397  0.61   1.98   37
## 68                      Denmark       16003    13579      621  0.86   3.88  107
## 69                   Madagascar       13886    12603      171  0.43   1.23    6
## 70                     Ethiopia       29876    12359      528  3.40   1.77    5
## 71                  El Salvador       22912    10814      618  0.00   2.70   95
## 72       Bosnia and Herzegovina       16111     9856      486  1.96   3.02  148
## 73        Palestinian Territory       16534     9838      110  0.00   0.67   NA
## 74                     Bulgaria       14365     9186      498  0.22   3.47   72
## 75 Republika Severna Makedonija       12739     9174      544  0.00   4.27   NA
## 76                   Costa Rica       28465     9062      294  2.62   1.03   58
## 77                       Norway       10005     8857      261  0.16   2.61   48
## 78                      Senegal       12237     7728      256  1.70   2.09   15
## 79                     Honduras       50502     7339     1575  1.05   3.12  159
## 80                        Sudan       12410     6385      803  0.78   6.47   18
## 81                       Sweden       85045     4971     5787  0.89   6.80  573
## 82                  Puerto Rico       26006     2267      335  1.21   1.29  117
## 83               United Kingdom      318484     1918    41366  0.35  12.99  609
## 84                  Netherlands       63484      322     6172  0.77   9.72  360

## [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  2020-08-17   China Hong Kong        4524     3599       69    44
## 2  2020-08-17   China Guangdong        1720     1684        8     8
## 3  2020-08-17   China    Yunnan         195      188        2     4
## 4  2020-08-17   China  Shanghai         828      752        7     3
## 5  2020-08-17   China   Shaanxi         354      324        3     3
## 6  2020-08-17   China   Tianjin         209      202        3     2
## 7  2020-08-17   China   Sichuan         626      606        3     2
## 8  2020-08-17   China    Fujian         370      365        1     1
## 9  2020-08-17   China  Shandong         822      790        7     1
## 10 2020-08-17   China    Taiwan         485      450        7     1