source('./predict.R')

## [1] "2020-08-22"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                   Afghanistan       37953    28016     1385  0.16   3.65   36
## 2                       Algeria       40667    28587     1418  1.02   3.49   32
## 3                     Argentina      329043   239806     6730  2.54   2.05  149
## 4                       Armenia       42616    35907      850  0.33   1.99  287
## 5                     Australia       24602    18759      485  0.80   1.97   19
## 6                       Austria       25062    21406      732  1.21   2.92   81
## 7                    Azerbaijan       34921    32682      512  0.47   1.47   50
## 8                       Bahrain       48661    45166      183  0.74   0.38  108
## 9                    Bangladesh      292625   175567     3907  0.78   1.34   24
## 10                      Belarus       70285    68577      637  0.25   0.91   67
## 11                      Belgium       80894    18165     9985  0.89  12.34  862
## 12                      Bolivia      107435    42141     4366  1.29   4.06  374
## 13       Bosnia and Herzegovina       17396    11157      526  0.00   3.02  160
## 14                       Brazil     3536488  2670755   113454  0.90   3.21  534
## 15                     Bulgaria       15131    10282      539  1.13   3.56   78
## 16                     Cameroon       18762    16540      408  0.00   2.17   15
## 17                       Canada      124372   110648     9064  0.40   7.29  240
## 18                        Chile      393769   367897    10723  0.49   2.72  561
## 19                        China       90129    84360     4717  0.05   5.23    3
## 20                     Colombia      522138   348940    16568  1.64   3.17  326
## 21                   Costa Rica       32134    10159      340  3.41   1.06   67
## 22                Côte d'Ivoire       17310    14820      112  0.35   0.65    4
## 23               Czech Republic       21551    16040      411  2.40   1.91   38
## 24                      Denmark       16525    14258      621  0.44   3.76  107
## 25           Dominican Republic       89867    59132     1533  0.96   1.71  141
## 26                      Ecuador      106481    87730     6248  0.92   5.87  354
## 27                        Egypt       97148    64318     5231  0.13   5.38   51
## 28                  El Salvador       24420    12021      654  0.91   2.68  101
## 29                     Ethiopia       37665    13913      637  5.10   1.69    6
## 30                       France      234400    84829    30503  2.00  13.01  467
## 31                      Germany      233369   208582     9423  0.81   4.04  112
## 32                        Ghana       43325    41408      261  0.15   0.60    8
## 33                    Guatemala       66941    55314     2532  1.45   3.78  141
## 34                     Honduras       53381     8271     1632  1.06   3.06  165
## 35                        India     3001379  2243427    56194  2.96   1.87   41
## 36                    Indonesia      151498   105198     6594  1.40   4.35   24
## 37                         Iran      356792   307702    20502  0.57   5.75  244
## 38                         Iraq      201050   143393     6353  4.28   3.16  158
## 39                      Ireland       27755    23364     1776  0.29   6.40  360
## 40                       Israel      100716    77785      809  1.12   0.80   93
## 41                        Italy      257065   204960    35427  0.37  13.78  586
## 42                        Japan       62758    47622     1181  2.77   1.88    9
## 43                   Kazakhstan      104313    89712     1415  0.23   1.36   75
## 44                        Kenya       31763    18157      532  1.02   1.67   10
## 45                       Kuwait       79957    71770      513  0.87   0.64  120
## 46                   Kyrgyzstan       42889    36056     1055  0.44   2.46  162
## 47                      Lebanon       11580     3204      116  5.73   1.00   17
## 48                        Libya       10121     1053      180  4.26   1.78   26
## 49                   Madagascar       14218    13206      178  0.00   1.25    6
## 50                       Mexico      549734   376409    59610  1.09  10.84  462
## 51                      Moldova       32484    22683      929  1.71   2.86  230
## 52                      Morocco       49247    34199      817  3.38   1.66   22
## 53                        Nepal       31117    18350      146  2.08   0.47    5
## 54                  Netherlands       66097      322     6200  0.77   9.38  362
## 55                      Nigeria       51304    37885      996  0.67   1.94    5
## 56                       Norway       10275     9150      264  0.76   2.57   49
## 57                         Oman       83769    78386      609  0.00   0.73  119
## 58                     Pakistan      292174   275317     6231  0.20   2.13   28
## 59        Palestinian Territory       18476    11102      122  2.71   0.66   NA
## 60                       Panama       84392    59722     1859  0.64   2.20  431
## 61                     Paraguay       12536     7007      182  6.08   1.45   26
## 62                         Peru      576067   384908    27245  1.59   4.73  826
## 63                  Philippines      187249   114921     2966  2.68   1.58   27
## 64                       Poland       61181    41661     1951  1.49   3.19   52
## 65                     Portugal       55452    40652     1794  0.84   3.24  176
## 66                  Puerto Rico       29577     2267      381  5.10   1.29  133
## 67                        Qatar      116765   113531      193  0.24   0.17   67
## 68 Republika Severna Makedonija       13308     9977      557  0.86   4.19   NA
## 69                      Romania       77544    35079     3233  1.56   4.17  168
## 70                       Russia      951897   767477    16310  0.52   1.71  112
## 71                 Saudi Arabia      306370   278441     3619  0.39   1.18  104
## 72                      Senegal       12850     8165      266  1.27   2.07   16
## 73                       Serbia       30548    28275      695  1.12   2.28   80
## 74                    Singapore       56266    53651       27  0.09   0.05    5
## 75                 South Africa      603338   500102    12843  0.57   2.13  217
## 76                  South Korea       17002    14169      309  1.99   1.82    6
## 77                        Spain      407879   196958    28838  0.90   7.07  617
## 78                        Sudan       12623     6476      812  0.00   6.43   19
## 79                       Sweden       86068     4971     5810  0.00   6.75  575
## 80                  Switzerland       39332    33900     2000  0.00   5.08  231
## 81                       Turkey      255723   235569     6080  0.47   2.38   72
## 82                      Ukraine      102971    51735     2244  2.31   2.18   51
## 83         United Arab Emirates       66617    58408      372  1.24   0.56   38
## 84               United Kingdom      323313     1918    41405  0.32  12.81  610
## 85                United States     5800457  3127466   179250  0.92   3.09  542
## 86                   Uzbekistan       38412    34351      265  1.55   0.69    8
## 87                    Venezuela       38219    27306      317  1.74   0.83   11
## 88                       Zambia       10627     9126      277  2.46   2.61   15

## [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 2020-08-22   China Hong Kong        4657     3974       76    26
## 2 2020-08-22   China  Shanghai         875      786        7    13
## 3 2020-08-22   China     Hebei         354      343        6     3
## 4 2020-08-22   China  Shandong         830      795        7     3
## 5 2020-08-22   China   Shaanxi         360      341        3     2
## 6 2020-08-22   China    Fujian         371      365        1     1
## 7 2020-08-22   China    Taiwan         487      457        7     1