options(width = 100)
source('./predict.R')
## [1] "2020-10-12"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                      United States     7994573  5128497   219715  0.61   2.75  664
## 2                              India     7133368  6163039   109348  1.13   1.53   79
## 3                             Brazil     5094979  4470165   150506  0.06   2.95  708
## 4                             Russia     1312310  1024235    22722  1.05   1.73  156
## 5                           Colombia      911316   789787    27834  0.95   3.05  547
## 6                          Argentina      894206   721380    23868  1.17   2.67  528
## 7                              Spain      890367   196958    32929  0.00   3.70  704
## 8                               Peru      849371   743969    33305  0.39   3.92 1010
## 9                             Mexico      817503   594180    83781  0.39  10.25  650
## 10                            France      734974   100828    32683  2.24   4.45  501
## 11                      South Africa      692471   623765    17780  0.23   2.57  300
## 12                    United Kingdom      603716     1918    42825  2.18   7.09  631
## 13                              Iran      504281   409121    28816  0.84   5.71  343
## 14                             Chile      481371   453352    13318  0.37   2.77  697
## 15                              Iraq      405437   340050     9912  1.33   2.44  246
## 16                        Bangladesh      379738   294391     5555  0.39   1.46   34
## 17                             Italy      354950   239709    36166  1.56  10.19  598
## 18                       Philippines      342816   293152     6332  1.02   1.85   58
## 19                      Saudi Arabia      339615   325839     5068  0.20   1.49  146
## 20                         Indonesia      336716   258519    11935  0.98   3.54   44
## 21                            Turkey      335533   294357     8837  0.45   2.63  105
## 22                           Germany      326000   274787     9778  1.32   3.00  117
## 23                          Pakistan      319317   304185     6580  0.12   2.06   30
## 24                            Israel      291828   238145     1983  0.60   0.68  229
## 25                           Ukraine      265454   114410     5015  1.69   1.89  115
## 26                            Canada      181864   153219     9613  0.94   5.29  255
## 27                       Netherlands      181498      322     6596  7.85   3.63  385
## 28                           Belgium      162258    20272    10191  3.39   6.28  879
## 29                           Romania      157352   118912     5467  1.33   3.47  284
## 30                           Morocco      152404   127407     2605  1.71   1.71   71
## 31                           Ecuador      147033   128134    12191  0.14   8.29  691
## 32                           Bolivia      138574   101103     8308  0.08   6.00  712
## 33                            Poland      130210    81201     3039  3.49   2.33   80
## 34                             Qatar      128191   125176      220  0.32   0.17   76
## 35                            Panama      120313    96164     2491  0.54   2.07  577
## 36                Dominican Republic      118477    94084     2173  0.39   1.83  200
## 37                    Czech Republic      117110    56203      987  2.72   0.84   92
## 38                            Kuwait      111893   103802      664  1.20   0.59  155
## 39                             Nepal      111802    77277      645  3.76   0.58   22
## 40                        Kazakhstan      108831   104041     1746  0.07   1.60   93
## 41              United Arab Emirates      107293    98555      446  1.00   0.42   45
## 42                              Oman      106575    93222     1046  0.65   0.98  205
## 43                             Egypt      104516    97688     6052  0.12   5.79   59
## 44                            Sweden       98451     4971     5894  0.00   5.99  584
## 45                         Guatemala       97715    86582     3384  0.18   3.46  189
## 46                             China       91352    86168     4746  0.04   5.20    3
## 47                             Japan       89491    81824     1630  0.00   1.82   13
## 48                          Portugal       87913    53498     2094  2.73   2.38  205
## 49                        Costa Rica       87439    52669     1076  0.00   1.23  211
## 50                          Ethiopia       84295    38316     1287  1.04   1.53   11
## 51                          Honduras       84081    32012     2512  1.12   2.99  254
## 52                           Belarus       83998    77423      901  1.17   1.07   95
## 53                         Venezuela       83137    74664      697  0.83   0.84   25
## 54                           Bahrain       75614    71249      278  0.43   0.37  163
## 55                       Switzerland       64436    48400     2093  6.74   3.25  242
## 56                           Moldova       62151    44357     1461  0.63   2.35  362
## 57                        Uzbekistan       61319    58306      509  0.70   0.83   15
## 58                           Nigeria       60266    51735     1115  0.27   1.85    5
## 59                         Singapore       57880    57705       27  0.01   0.05    5
## 60                           Armenia       56821    45891     1026  0.66   1.81  346
## 61                           Austria       56298    44065      855  1.77   1.52   95
## 62                       Puerto Rico       53671     2267      730  0.58   1.36  255
## 63                           Lebanon       53568    23501      459  1.92   0.86   67
## 64                           Algeria       53072    37170     1801  0.25   3.39   41
## 65                          Paraguay       49675    32090     1077  1.42   2.17  151
## 66                        Kyrgyzstan       49528    44522     1090  0.61   2.20  167
## 67                             Ghana       47005    46398      306  0.00   0.65   10
## 68             Palestinian Territory       44684    38228      387  0.87   0.87   NA
## 69                             Libya       43821    24466      644  2.60   1.47   94
## 70                           Ireland       42528    23364     1826  1.95   4.29  370
## 71                        Azerbaijan       41982    39357      609  0.55   1.45   60
## 72                             Kenya       41619    32000      777  1.12   1.87   14
## 73                       Afghanistan       39870    33118     1479  0.18   3.71   38
## 74                           Hungary       38837    11037      968  3.11   2.49  100
## 75                            Serbia       34854    31536      765  0.49   2.19   88
## 76                           Denmark       32915    26855      669  1.04   2.03  116
## 77                           Tunisia       32556     5032      478  4.15   1.47   40
## 78            Bosnia and Herzegovina       30837    23587      936  0.62   3.04  285
## 79                       El Salvador       30196    25438      894  0.00   2.96  138
## 80                           Myanmar       29314    10260      664 12.47   2.27   12
## 81                         Australia       27285    24998      898  0.07   3.29   35
## 82                            Jordan       24926     6101      191  3.87   0.77   19
## 83                       South Korea       24703    22729      433  0.39   1.75    8
## 84                          Bulgaria       24402    15847      892  0.34   3.66  128
## 85                            Greece       22358     9989      449  1.27   2.01   43
## 86                          Cameroon       21203    20117      423  0.00   2.00   16
## 87      Republika Severna Makedonija       20937    16194      792  1.86   3.78   NA
## 88                           Croatia       20621    17582      327  0.89   1.59   80
## 89                          Slovakia       20355     6031       61  2.54   0.30   11
## 90                     Côte d'Ivoire       20154    19798      120  0.13   0.60    5
## 91                        Madagascar       16726    16081      237  0.05   1.42    9
## 92                          Malaysia       16220    11022      159  3.60   0.98    5
## 93                            Norway       15585    11863      276  0.77   1.77   51
## 94                            Zambia       15549    14682      345  0.87   2.22   19
## 95                           Albania       15399     9500      420  1.10   2.73  146
## 96                           Senegal       15292    13390      315  0.16   2.06   19
## 97                        Montenegro       13869     9620      202  1.67   1.46  322
## 98                             Sudan       13685     6764      836  0.11   6.11   19
## 99                           Georgia       12272     6538       93  4.05   0.76   23
## 100                          Finland       12212     8500      346  1.78   2.83   62
## 101                          Namibia       11936     9817      128  0.38   1.07   50
## 102                           Guinea       11022    10324       69  0.24   0.63    5
## 103                         Maldives       10894     9742       35  0.32   0.32   65
## 104 Democratic Republic of the Congo       10851    10242      276  0.00   2.54   NA
## 105                       Tajikistan       10260     9103       79  0.79   0.77    8
## 106                    French Guiana       10144     9834       69  0.00   0.68  231
## 107                       Mozambique       10001     7338       71  1.59   0.71    2

## [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  2020-10-12   China      Hong Kong        5193     4921      105    11
## 2  2020-10-12   China       Shandong         838      824        7     6
## 3  2020-10-12   China       Shanghai        1053      985        7     5
## 4  2020-10-12   China       Liaoning         280      269        2     4
## 5  2020-10-12   China      Guangdong        1861     1823        8     3
## 6  2020-10-12   China          Hebei         367      358        6     2
## 7  2020-10-12   China         Shanxi         208      203        0     2
## 8  2020-10-12   China         Taiwan         529      489        7     2
## 9  2020-10-12   China        Beijing         937      927        9     1
## 10 2020-10-12   China        Tianjin         245      238        3     1
## 11 2020-10-12   China Inner Mongolia         269      262        1     1
## 12 2020-10-12   China         Fujian         416      402        1     1
## 13 2020-10-12   China        Sichuan         722      676        3     1