source('./predict.R')

## [1] "2020-08-12"
##                         country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                     Venezuela       27938    19706      238  4.25   0.85    8
## 2                       Morocco       35195    25385      533  3.32   1.51   14
## 3                      Colombia      410453   230427    13475  3.23   3.28  265
## 4                   Philippines      143749    68997     2404  3.02   1.67   22
## 5                         India     2353137  1656020    46399  2.87   1.97   34
## 6                     Argentina      260911   181389     5004  2.77   1.92  111
## 7                    Costa Rica       24508     7971      255  2.66   1.04   50
## 8                   Puerto Rico       23403        0      287  2.55   1.23  100
## 9                      Ethiopia       24175    10696      440  2.48   1.82    4
## 10                   Uzbekistan       32465    25106      210  2.26   0.65    6
## 11                      Romania       65177    31048     2807  2.22   4.31  146
## 12                         Iraq      160436   114541     5588  2.19   3.48  139
## 13                       Israel       87173    61577      633  2.13   0.73   73
## 14        Palestinian Territory       15184     8369      104  2.08   0.68   NA
## 15                        Nepal       24432    16728       91  2.02   0.37    3
## 16                    Australia       22127    12393      352  1.91   1.59   14
## 17                      Bolivia       93328    31753     3761  1.85   4.03  322
## 18                      Senegal       11587     7523      242  1.82   2.09   14
## 19                       Brazil     3112393  2243124   103099  1.80   3.31  485
## 20               Czech Republic       18826    13222      391  1.80   2.08   37
## 21                  El Salvador       21644    10056      577  1.76   2.67   89
## 22       Bosnia and Herzegovina       14961     8827      453  1.72   3.03  138
## 23                    Guatemala       57966    46442     2233  1.72   3.85  125
## 24                      Ukraine       84548    45686     1970  1.72   2.33   45
## 25                     Bulgaria       13722     8154      471  1.55   3.43   68
## 26                    Indonesia      130718    85798     5903  1.51   4.52   22
## 27                       Panama       76464    50665     1680  1.42   2.20  389
## 28                      Algeria       36204    25263     1322  1.38   3.65   30
## 29                       Mexico      492522   332800    53929  1.38  10.95  418
## 30                      Moldova       28223    19740      857  1.37   3.04  212
## 31                         Peru      489680   335756    21501  1.36   4.39  652
## 32                       Poland       53676    37611     1830  1.35   3.41   48
## 33                   Bangladesh      266498   153089     3513  1.14   1.32   21
## 34                     Honduras       48403     6805     1515  1.11   3.13  153
## 35 Republika Severna Makedonija       12217     8487      530  1.11   4.34   NA
## 36                  Netherlands       60627      322     6161  1.09  10.16  360
## 37                United States     5309622  2757410   167789  1.06   3.16  507
## 38                      Denmark       15291    13227      621  1.03   4.06  107
## 39                        Spain      373692   196958    28581  0.98   7.65  611
## 40                       Kuwait       73785    65451      489  0.98   0.66  115
## 41                     Cameroon       18213    15320      398  0.95   2.19   15
## 42                      Bahrain       44804    41504      165  0.92   0.37   97
## 43                      Ecuador       95563    78610     5951  0.91   6.23  337
## 44                      Nigeria       47290    33609      956  0.90   2.02    5
## 45                       Serbia       28751    18965      658  0.89   2.29   75
## 46                      Austria       22439    20268      724  0.87   3.23   80
## 47                        Ghana       41572    39320      223  0.87   0.54    7
## 48                         Iran      333699   290244    18988  0.76   5.69  226
## 49                   Kyrgyzstan       40759    32997     1484  0.75   3.64  227
## 50                     Portugal       53223    38940     1764  0.75   3.31  173
## 51                  Switzerland       37169    32700     1991  0.74   5.36  230
## 52           Dominican Republic       81094    45666     1346  0.74   1.66  124
## 53                       France      204172    82836    30354  0.69  14.87  465
## 54                   Kazakhstan      100855    74677     1269  0.69   1.26   68
## 55                   Madagascar       13397    11529      156  0.60   1.16    6
## 56                        Qatar      113938   110627      190  0.60   0.17   66
## 57                       Russia      902701   710298    15260  0.57   1.69  105
## 58                 Saudi Arabia      293037   257269     3269  0.54   1.12   94
## 59                      Belgium       75008    17841     9885  0.52  13.18  853
## 60                      Armenia       40794    33492      806  0.50   1.98  272
## 61                       Turkey      243180   226155     5873  0.49   2.42   70
## 62                 South Africa      566109   426125    10751  0.45   1.90  181
## 63                        Chile      376616   349541    10178  0.42   2.70  532
## 64                       Sweden       83455     4971     5774  0.40   6.92  572
## 65         United Arab Emirates       63212    57193      358  0.39   0.57   36
## 66               United Kingdom      312789     1918    46628  0.37  14.91  687
## 67                  South Korea       14714    13786      305  0.37   2.07    6
## 68                      Germany      219724   202427     9367  0.34   4.26  112
## 69                         Oman       82299    77072      539  0.30   0.65  106
## 70                Côte d'Ivoire       16847    13321      105  0.29   0.62    4
## 71                   Azerbaijan       33824    31058      497  0.28   1.47   49
## 72                     Pakistan      285921   263193     6129  0.26   2.14   28
## 73                       Canada      120421   106746     8991  0.24   7.47  238
## 74                  Afghanistan       37345    26694     1354  0.20   3.63   35
## 75                        Egypt       95834    54888     5059  0.18   5.28   49
## 76                        Italy      251237   202461    35215  0.16  14.02  582
## 77                      Belarus       69102    65893      595  0.14   0.86   63
## 78                      Ireland       26801    23364     1773  0.12   6.62  359
## 79                        China       89507    82932     4704  0.10   5.26    3
## 80                    Singapore       55395    50128       27  0.08   0.05    5
## 81                        Japan       50448    33975     1060  0.01   2.10    8
## 82                        Kenya       27425    13867      438  0.00   1.60    8
## 83                        Sudan       12033     6282      786  0.00   6.53   18

## [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  2020-08-12   China      Hong Kong        4243     3052       63    62
## 2  2020-08-12   China       Xinjiang         875      375        3     9
## 3  2020-08-12   China      Guangdong        1705     1676        8     6
## 4  2020-08-12   China       Shanghai         798      737        7     4
## 5  2020-08-12   China         Taiwan         481      443        7     4
## 6  2020-08-12   China Inner Mongolia         259      254        1     1
## 7  2020-08-12   China       Zhejiang        1275     1268        1     1
## 8  2020-08-12   China         Fujian         368      363        1     1
## 9  2020-08-12   China       Shandong         817      788        7     1
## 10 2020-08-12   China        Sichuan         616      600        3     1
## 11 2020-08-12   China        Shaanxi         341      323        3     1