source('./predict.R')

## [1] "2020-08-03"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                 United States     4816804  2380584   158384  1.06   3.29  478
## 2                        Brazil     2733677  1884051    94130  0.92   3.44  443
## 3                         India     1830949  1200303    38485  3.67   2.10   28
## 4                        Russia      856264   653593    14207  0.63   1.66   97
## 5                  South Africa      511485   347227     8366  1.63   1.64  141
## 6                        Mexico      439046   289394    47746  1.12  10.87  370
## 7                          Peru      428850   294187    19614  1.58   4.57  595
## 8                         Chile      359731   332411     9608  0.58   2.67  503
## 9                         Spain      335602   196958    28445  0.00   8.48  608
## 10                     Colombia      317651   167239    10650  3.75   3.35  209
## 11                         Iran      312035   270228    17405  0.84   5.58  207
## 12               United Kingdom      304695     1918    46201  0.24  15.16  681
## 13                 Saudi Arabia      280093   242055     2949  0.45   1.05   85
## 14                     Pakistan      280029   248873     5984  0.12   2.14   27
## 15                        Italy      248070   200460    35154  0.10  14.17  581
## 16                   Bangladesh      242102   137905     3184  0.56   1.32   19
## 17                       Turkey      232856   216494     5728  0.43   2.46   68
## 18                      Germany      212018   197573     9330  0.39   4.40  111
## 19                    Argentina      201919    91302     3667  2.74   1.82   81
## 20                       France      187919    81500    30265  0.00  16.11  464
## 21                         Iraq      131886    94111     4934  2.12   3.74  123
## 22                       Canada      116884   101574     8945  0.24   7.65  237
## 23                    Indonesia      113134    70237     5302  1.51   4.69   19
## 24                        Qatar      111322   108002      177  0.19   0.16   61
## 25                  Philippines      106330    65821     2104  3.05   1.98   19
## 26                        Egypt       94483    42455     4865  0.18   5.15   48
## 27                   Kazakhstan       92662    62511      793  1.17   0.86   42
## 28                        China       88540    81551     4678  0.14   5.28    3
## 29                      Ecuador       86524    59344     5750  0.34   6.65  326
## 30                       Sweden       81012     4971     5744  0.73   7.09  569
## 31                      Bolivia       80153    24156     3153  1.73   3.93  270
## 32                         Oman       79159    61421      421  0.00   0.53   82
## 33                       Israel       73231    47523      541  1.27   0.74   63
## 34                      Ukraine       73158    39876     1738  1.37   2.38   40
## 35           Dominican Republic       72243    38244     1178  1.16   1.63  109
## 36                      Belgium       69849    17590     9845  0.64  14.09  849
## 37                       Kuwait       68299    59739      461  0.57   0.67  108
## 38                      Belarus       68166    62943      571  0.15   0.84   60
## 39                       Panama       67453    41038     1471  1.61   2.18  341
## 40         United Arab Emirates       60999    54615      351  0.00   0.58   35
## 41                  Netherlands       55470      322     6149  0.68  11.09  359
## 42                      Romania       54009    27750     2432  1.55   4.50  126
## 43                    Singapore       53051    46926       27  0.43   0.05    5
## 44                     Portugal       51569    37111     1738  0.21   3.37  170
## 45                    Guatemala       51306    38416     1995  0.64   3.89  111
## 46                       Poland       47469    34881     1732  1.23   3.65   46
## 47                      Nigeria       43841    20308      888  0.70   2.03    4
## 48                     Honduras       43197     5794     1377  1.20   3.19  139
## 49                      Bahrain       41536    38666      148  0.84   0.36   87
## 50                        Japan       40215    25906     1018  6.04   2.53    8
## 51                      Armenia       39102    29861      762  0.13   1.95  257
## 52                        Ghana       37812    34313      191  2.16   0.51    6
## 53                   Kyrgyzstan       37129    27927     1420  1.12   3.82  218
## 54                  Afghanistan       36710    25510     1284  0.00   3.50   33
## 55                  Switzerland       35616    31500     1981  0.19   5.56  229
## 56                   Azerbaijan       32684    27760      468  1.64   1.43   46
## 57                      Algeria       31465    21419     1231  1.66   3.91   28
## 58                       Serbia       26451    14047      598  0.98   2.26   68
## 59                      Ireland       26162    23364     1763  0.20   6.74  357
## 60                   Uzbekistan       26066    16838      157  2.88   0.60    5
## 61                      Morocco       25537    18435      382  2.09   1.50   10
## 62                      Moldova       25482    17942      800  1.47   3.14  198
## 63                        Kenya       22597     8740      382  5.78   1.69    7
## 64                      Austria       21385    19063      718  0.38   3.36   80
## 65                        Nepal       20750    14961       57  2.06   0.27    2
## 66                    Venezuela       20206    11404      174  3.92   0.86    6
## 67                   Costa Rica       18975     4585      162  4.33   0.85   32
## 68                  Puerto Rico       18791        0      230  5.14   1.22   80
## 69                     Ethiopia       18706     7601      310  3.93   1.66    3
## 70                    Australia       18318    10622      221  2.20   1.21    9
## 71                  El Salvador       17843     8809      477  2.26   2.67   74
## 72                     Cameroon       17255    15320      391  0.00   2.27   15
## 73               Czech Republic       16800    11605      384  0.60   2.29   36
## 74                Côte d'Ivoire       16182    11801      102  0.45   0.63    4
## 75                  South Korea       14389    13280      301  0.16   2.09    6
## 76                      Denmark       14235    12783      616  1.48   4.33  106
## 77        Palestinian Territory       12541     5390       84  1.98   0.67   NA
## 78       Bosnia and Herzegovina       12462     6359      362  1.35   2.90  110
## 79                     Bulgaria       11955     6420      388  1.01   3.25   56
## 80                        Sudan       11738     6137      752  0.00   6.41   17
## 81                   Madagascar       11660     8825      118  1.15   1.01    4
## 82 Republika Severna Makedonija       11128     6972      500  0.67   4.49   NA
## 83                      Senegal       10386     6901      211  0.41   2.03   13

## [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 2020-08-03   China Hong Kong        3591     2037       37    80
## 2 2020-08-03   China  Xinjiang         696      115        3    28
## 3 2020-08-03   China  Liaoning         253      160        2     9
## 4 2020-08-03   China   Jiangsu         658      654        0     3
## 5 2020-08-03   China  Shandong         804      786        7     2
## 6 2020-08-03   China Guangdong        1683     1657        8     1