source('./predict.R')

## [1] "2020-08-15"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                   Afghanistan       37550    27166     1369  0.32   3.65   35
## 2                       Algeria       37664    26308     1351  1.28   3.59   31
## 3                     Argentina      282437   199005     5527  2.31   1.96  122
## 4                       Armenia       41495    34484      817  0.47   1.97  276
## 5                     Australia       23035    13634      379  1.28   1.65   15
## 6                       Austria       23179    20627      728  1.32   3.14   81
## 7                    Azerbaijan       34018    31490      504  0.30   1.48   50
## 8                       Bahrain       46052    42469      169  0.71   0.37   99
## 9                    Bangladesh      274525   157635     3625  0.97   1.32   22
## 10                      Belarus       69308    66452      603  0.00   0.87   64
## 11                      Belgium       77113    17941     9924  1.21  12.87  856
## 12                      Bolivia       97950    34723     3939  1.55   4.02  337
## 13       Bosnia and Herzegovina       15535     9344      469  0.00   3.02  143
## 14                       Brazil     3278895  2384302   106571  1.53   3.25  501
## 15                     Bulgaria       14243     9114      492  1.24   3.45   71
## 16                     Cameroon       18469    15320      401  0.88   2.17   15
## 17                       Canada      121652   107942     9020  0.34   7.41  239
## 18                        Chile      382111   355037    10340  0.55   2.71  541
## 19                        China       89744    83546     4708  0.08   5.25    3
## 20                     Colombia      445111   261296    14492  2.61   3.26  285
## 21                   Costa Rica       26931     8785      281  3.07   1.04   55
## 22                Côte d'Ivoire       16935    13721      108  0.27   0.64    4
## 23               Czech Republic       19693    13731      394  1.51   2.00   37
## 24                      Denmark       15755    13455      621  1.06   3.94  107
## 25           Dominican Republic       84488    49539     1409  1.63   1.67  130
## 26                      Ecuador       99409    79176     6030  1.08   6.07  342
## 27                        Egypt       96220    57858     5124  0.12   5.33   50
## 28                  El Salvador       22619    10618      603  1.37   2.67   93
## 29                     Ethiopia       27242    11660      492  3.96   1.81    4
## 30                       France      212211    83848    30406  1.36  14.33  466
## 31                      Germany      224096   204535     9386  0.60   4.19  112
## 32                        Ghana       42210    40147      231  0.87   0.55    7
## 33                    Guatemala       61428    49355     2341  1.90   3.81  131
## 34                     Honduras       49467     7128     1548  0.87   3.13  156
## 35                        India     2530943  1810079    49171  2.65   1.94   36
## 36                    Indonesia      137468    91321     6071  1.74   4.42   22
## 37                         Iran      341070   295630    19492  0.66   5.71  232
## 38                         Iraq      168290   120129     5709  2.44   3.39  142
## 39                      Ireland       26995    23364     1774  0.25   6.57  359
## 40                       Israel       91080    66965      665  0.67   0.73   77
## 41                        Italy      252809   203326    35234  0.23  13.94  583
## 42                        Japan       55193    38945     1093  2.28   1.98    9
## 43                   Kazakhstan      102287    80716     1269  0.43   1.24   68
## 44                        Kenya       29334    15298      465  2.02   1.59    9
## 45                       Kuwait       75185    66740      494  0.94   0.66  116
## 46                   Kyrgyzstan       41645    33951     1493  0.66   3.59  229
## 47                   Madagascar       13724    12232      166  0.59   1.21    6
## 48                       Mexico      511369   345653    55908  1.11  10.93  434
## 49                      Moldova       29483    20556      884  1.36   3.00  219
## 50                      Morocco       39241    27644      611  3.44   1.56   17
## 51                        Nepal       26019    17201      102  1.83   0.39    4
## 52                  Netherlands       61840      322     6167  0.00   9.97  360
## 53                      Nigeria       48445    35998      973  0.68   2.01    5
## 54                         Oman       82924    77550      562  0.22   0.68  110
## 55                     Pakistan      288047   265624     6162  0.26   2.14   28
## 56        Palestinian Territory       16153     9388      108  2.01   0.67   NA
## 57                       Panama       79402    52886     1734  1.22   2.18  402
## 58                         Peru      516296   354232    25856  1.63   5.01  784
## 59                  Philippines      157918    72209     2600  2.77   1.65   24
## 60                       Poland       56090    38853     1869  1.39   3.33   49
## 61                     Portugal       53783    39374     1772  0.44   3.29  174
## 62                  Puerto Rico       25695     2267      329  2.26   1.28  115
## 63                        Qatar      114809   111505      192  0.24   0.17   67
## 64 Republika Severna Makedonija       12515     9030      535  1.28   4.27   NA
## 65                      Romania       69374    32334     2954  1.95   4.26  154
## 66                       Russia      917884   729411    15617  0.55   1.70  107
## 67                 Saudi Arabia      295902   262959     3338  0.00   1.13   96
## 68                      Senegal       12032     7637      251  1.35   2.09   15
## 69                       Serbia       29233    26440      665  0.81   2.27   76
## 70                    Singapore       55661    51049       27  0.15   0.05    5
## 71                 South Africa      579140   461734    11556  1.10   2.00  195
## 72                  South Korea       15039    13901      305  1.82   2.03    6
## 73                        Spain      358843   196958    28617  0.84   7.97  612
## 74                        Sudan       12211     6340      796  0.40   6.52   18
## 75                       Sweden       84294     4971     5783  0.53   6.86  573
## 76                  Switzerland       37924    32900     1991  0.67   5.25  230
## 77                       Turkey      246861   228980     5934  0.50   2.40   70
## 78                      Ukraine       89719    47430     2044  2.10   2.28   47
## 79         United Arab Emirates       64102    57571      361  0.44   0.56   37
## 80               United Kingdom      316367     1918    41358  0.82  13.07  609
## 81                United States     5478009  2876080   171568  1.11   3.13  518
## 82                   Uzbekistan       34017    28661      221  0.58   0.65    7
## 83                    Venezuela       31381    21580      266  3.33   0.85    9

## [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  2020-08-15   China      Hong Kong        4406     3487       67    46
## 2  2020-08-15   China       Xinjiang         898      497        3     7
## 3  2020-08-15   China       Shanghai         820      745        7     4
## 4  2020-08-15   China        Sichuan         623      606        3     4
## 5  2020-08-15   China        Tianjin         207      202        3     2
## 6  2020-08-15   China        Jiangsu         661      655        0     2
## 7  2020-08-15   China        Shaanxi         348      324        3     2
## 8  2020-08-15   China Inner Mongolia         260      256        1     1
## 9  2020-08-15   China      Guangdong        1709     1683        8     1
## 10 2020-08-15   China         Taiwan         482      450        7     1