options(width = 100)
source('./predict.R')

## [1] "2020-08-31"
##                             country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                     United States     6175600  3425907   187232  0.58   3.03  566
## 2                            Brazil     3862311  3031559   120896  0.40   3.13  569
## 3                             India     3641048  2791264    64807  2.66   1.78   47
## 4                            Russia      995319   809387    17176  0.50   1.73  118
## 5                      South Africa      625056   538604    14028  0.40   2.24  237
## 6                              Peru      647166   455457    28788  1.21   4.45  873
## 7                          Colombia      607938   450621    19364  1.34   3.19  381
## 8                            Mexico      595841   412580    64158  0.70  10.77  498
## 9                             Chile      409974   382584    11244  0.48   2.74  588
## 10                             Iran      375212   323233    21571  0.44   5.75  257
## 11                        Argentina      408426   294007     8457  1.79   2.07  187
## 12                     Saudi Arabia      315772   290796     3897  0.30   1.23  112
## 13                         Pakistan      295849   280682     6294  0.07   2.13   28
## 14                           Turkey      268546   243839     6326  0.55   2.36   75
## 15                          Germany      243605   217282     9464  0.27   3.88  113
## 16                            Italy      268218   208536    35477  0.51  13.23  587
## 17                       Bangladesh      312996   204887     4281  0.70   1.37   26
## 18                            Spain      455621   196958    29011  0.00   6.37  620
## 19                             Iraq      231177   172880     6959  1.64   3.01  173
## 20                      Philippines      220819   157562     3558  1.57   1.61   32
## 21                        Indonesia      174796   125959     7417  1.59   4.24   27
## 22                            Qatar      118778   115667      197  0.17   0.17   68
## 23                           Canada      127940   113664     9117  0.21   7.13  242
## 24                          Ecuador      113648   101620     6555  0.66   5.77  372
## 25                       Kazakhstan      105795    96297     1523  0.11   1.44   81
## 26                           Israel      115057    93801      922  1.24   0.80  107
## 27                           France      277943    86177    30606  1.99  11.01  469
## 28                            China       90395    85030     4730  0.03   5.23    3
## 29                             Oman       85722    80810      685  0.21   0.80  134
## 30                           Kuwait       85109    77224      531  0.56   0.62  124
## 31                            Egypt       98727    72120     5399  0.23   5.47   53
## 32                          Belarus       71843    70468      681  0.45   0.95   72
## 33               Dominican Republic       94241    66776     1681  0.54   1.78  155
## 34                           Panama       92065    65747     1995  0.80   2.17  462
## 35                        Guatemala       73912    61681     2740  0.32   3.71  153
## 36             United Arab Emirates       69690    60600      382  0.00   0.55   39
## 37                          Bolivia      115968    58497     4966  0.53   4.28  425
## 38                          Ukraine      121215    57114     2557  1.80   2.11   58
## 39                            Japan       68516    56164     1298 -0.53   1.89   10
## 40                        Singapore       56812    55586       27  0.07   0.05    5
## 41                          Bahrain       51574    48654      190  0.36   0.37  112
## 42                           Poland       67372    46638     2039  0.75   3.03   54
## 43                          Morocco       61399    46355     1111  2.24   1.81   30
## 44                            Ghana       44205    42777      276  0.00   0.62    9
## 45                         Portugal       57768    41885     1819  0.56   3.15  178
## 46                          Nigeria       53865    41513     1013  0.26   1.88    5
## 47                       Uzbekistan       41787    39068      319  0.88   0.76   10
## 48                       Kyrgyzstan       43898    38459     1058  0.18   2.41  162
## 49                          Romania       87540    37869     3621  0.87   4.14  188
## 50                          Armenia       43781    37722      879  0.07   2.01  297
## 51                        Venezuela       45868    37091      381  2.05   0.83   13
## 52                      Switzerland       42177    35800     2005  0.39   4.75  232
## 53                       Azerbaijan       36435    33847      534  0.72   1.47   53
## 54                          Algeria       44146    30978     1501  0.83   3.40   34
## 55                           Serbia       31365    29931      711  0.27   2.27   81
## 56                      Afghanistan       38165    29089     1402  0.01   3.67   36
## 57                          Moldova       36700    25139      992  0.81   2.70  246
## 58                          Ireland       28760    23364     1777  0.14   6.18  360
## 59                          Austria       27438    23226      733  1.00   2.67   81
## 60                            Nepal       39460    21410      228  2.33   0.58    8
## 61                        Australia       25746    21350      652  0.30   2.53   26
## 62                            Kenya       34057    19688      574  0.78   1.69   11
## 63                          Belgium       85042    18415     9894  0.52  11.63  854
## 64                         Ethiopia       51122    18382      793  2.96   1.55    7
## 65                         Cameroon       19142    17651      411  0.00   2.15   15
## 66                   Czech Republic       24367    17547      423  1.13   1.74   39
## 67                    Côte d'Ivoire       17948    16553      115  0.31   0.64    4
## 68                       Costa Rica       39699    15737      418  0.00   1.05   82
## 69                          Denmark       17410    15492      624  0.54   3.58  108
## 70            Palestinian Territory       22729    15056      152  2.36   0.67   NA
## 71                      South Korea       19947    14973      324  1.26   1.62    6
## 72                      El Salvador       25729    14292      717  0.37   2.79  111
## 73                       Madagascar       14863    13832      192  0.13   1.29    7
## 74           Bosnia and Herzegovina       19964    13095      609  0.86   3.05  186
## 75                           Zambia       12097    11469      288  0.60   2.38   16
## 76                         Bulgaria       16190    11313      613  0.16   3.79   88
## 77     Republika Severna Makedonija       14341    11157      603  0.08   4.20   NA
## 78                         Honduras       60174    10242     1858  0.89   3.09  188
## 79                          Senegal       13611     9439      284  0.41   2.09   17
## 80                           Norway       10643     9348      264  0.30   2.48   49
## 81                         Paraguay       17105     9146      308  3.83   1.80   43
## 82 Democratic Republic of the Congo       10045     9103      258  0.00   2.57   NA
## 83                          Croatia       10269     7434      186  1.44   1.81   45
## 84                            Sudan       13189     6612      823  0.00   6.24   19
## 85                           Sweden       84379     4971     5808  0.50   6.88  575
## 86                          Lebanon       16870     4693      160  3.66   0.95   23
## 87                           Greece       10134     3804      262  1.57   2.59   25
## 88                      Puerto Rico       33199     2267      434  1.07   1.31  152
## 89                   United Kingdom      334467     1918    41499  0.52  12.41  611
## 90                            Libya       13966     1459      237  4.05   1.70   34
## 91                      Netherlands       70667      322     6224  0.75   8.81  363

## [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 2020-08-31   China Hong Kong        4810     4342       89     9
## 2 2020-08-31   China  Shanghai         903      840        7     6
## 3 2020-08-31   China   Tianjin         229      213        3     4
## 4 2020-08-31   China    Fujian         382      366        1     2
## 5 2020-08-31   China    Shanxi         203      201        0     1
## 6 2020-08-31   China  Zhejiang        1278     1268        1     1
## 7 2020-08-31   China Guangdong        1739     1719        8     1
## 8 2020-08-31   China   Shaanxi         365      355        3     1