options(width = 100)
source('./predict.R')
## [1] "2020-11-16"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                        Afghanistan       43403    35137     1626  0.38   3.75   42
## 2                            Albania       28432    13453      631  2.16   2.22  219
## 3                            Algeria       68589    45148     2168  1.34   3.16   49
## 4                             Angola       13615     6523      324  1.22   2.38   10
## 5                          Argentina     1318384  1140196    35727  0.60   2.71  790
## 6                            Armenia      117886    75865     1788  0.47   1.52  603
## 7                          Australia       27750    25498      907  0.08   3.27   36
## 8                            Austria      208613   129671     1887  2.28   0.90  210
## 9                         Azerbaijan       77083    55755      985  1.84   1.28   97
## 10                           Bahrain       84882    82680      337  0.21   0.40  198
## 11                        Bangladesh      434472   351146     6215  0.49   1.43   38
## 12                           Belarus      115448    96462     1053  1.11   0.91  111
## 13                           Belgium      535939    32909    14421  0.88   2.69 1244
## 14                           Bolivia      143246   117137     8849  0.05   6.18  758
## 15            Bosnia and Herzegovina       72689    36473     1973  1.02   2.71  601
## 16                            Brazil     5876464  5291511   166014  0.23   2.83  781
## 17                          Bulgaria      101770    30317     2282  3.58   2.24  328
## 18                          Cameroon       22692    21510      433  0.00   1.91   16
## 19                            Canada      298782   237543    10988  1.25   3.68  291
## 20                             Chile      532604   508067    14863  0.25   2.79  778
## 21                             China       92476    87154     4749  0.03   5.14    3
## 22                          Colombia     1205217  1111867    34223  0.54   2.84  673
## 23                        Costa Rica      123223    75341     1546  0.00   1.25  303
## 24                     Côte d'Ivoire       20988    20663      128  0.06   0.61    5
## 25                           Croatia       85519    68738     1082  1.56   1.27  264
## 26                    Czech Republic      462121   328019     6370  0.62   1.38  595
## 27  Democratic Republic of the Congo       11839    11124      321  0.67   2.71   NA
## 28                           Denmark       62652    48259      760  1.72   1.21  131
## 29                Dominican Republic      134203   110381     2286  0.36   1.70  211
## 30                           Ecuador      180676   160639    13016  0.21   7.20  738
## 31                             Egypt      111009   101179     6465  0.22   5.82   63
## 32                       El Salvador       36669    33064     1047  0.86   2.86  161
## 33                          Ethiopia      103056    64130     1581  0.33   1.53   14
## 34                           Finland       19419    14000      371  0.54   1.91   67
## 35                            France     1991233   140880    45054  0.47   2.26  690
## 36                     French Guiana       10876     9995       70  0.30   0.64  234
## 37                  French Polynesia       11706     4842       53  0.00   0.45  189
## 38                           Georgia       82835    65291      733  3.96   0.88  184
## 39                           Germany      805521   515131    12748  1.16   1.58  152
## 40                             Ghana       50123    48328      322  0.00   0.64   10
## 41                            Greece       76403     9989     1165  2.96   1.52  112
## 42                         Guatemala      115032   104786     3938  0.13   3.42  220
## 43                            Guinea       12624    11270       75  0.10   0.59    6
## 44                          Honduras      103102    44778     2823  0.53   2.74  285
## 45                           Hungary      147456    34010     3190  4.61   2.16  330
## 46                             India     8873994  8287930   130552  0.34   1.47   95
## 47                         Indonesia      470648   395443    15296  0.76   3.25   56
## 48                              Iran      775121   564699    41979  1.71   5.42  500
## 49                              Iraq      521542   449565    11712  0.46   2.25  291
## 50                           Ireland       68356    23364     1984  0.67   2.90  402
## 51                            Israel      324755   314093     2735  0.31   0.84  316
## 52                             Italy     1205881   442364    45733  2.32   3.79  756
## 53                             Japan      119652   103674     1903  0.80   1.59   15
## 54                            Jordan      149539    10311     1843  4.08   1.23  181
## 55                        Kazakhstan      121051   109944     1899  0.49   1.57  101
## 56                             Kenya       70804    46244     1287  0.80   1.82   24
## 57                            Kuwait      137329   128414      842  0.36   0.61  197
## 58                        Kyrgyzstan       66983    57760     1203  0.72   1.80  184
## 59                            Latvia       10636     1515      126  0.84   1.18   67
## 60                           Lebanon      106446    61263      827  0.96   0.78  121
## 61                             Libya       74324    44733     1025  0.98   1.38  149
## 62                         Lithuania       35911     7882      285  3.32   0.79  105
## 63                        Luxembourg       27256    17734      236  0.61   0.87  377
## 64                        Madagascar       17310    16592      250  0.00   1.44    9
## 65                          Malaysia       48520    35606      313  2.33   0.65   10
## 66                          Maldives       12314    11316       44  0.90   0.36   81
## 67                            Mexico     1006522   750190    98542  0.33   9.79  764
## 68                           Moldova       89843    71874     2035  0.63   2.27  504
## 69                        Montenegro       27773    17862      396  2.19   1.43  631
## 70                           Morocco      296189   243359     4850  1.03   1.64  131
## 71                        Mozambique       14514    12599      116  0.46   0.80    4
## 72                           Myanmar       70161    53299     1599  1.69   2.28   29
## 73                           Namibia       13555    12843      138  0.35   1.02   54
## 74                             Nepal      210973   176364     1230  0.57   0.58   42
## 75                       Netherlands      452701      322     8530  1.08   1.88  498
## 76                           Nigeria       65305    61162     1163  0.24   1.78    6
## 77                            Norway       29236    19025      294  0.93   1.01   54
## 78                              Oman      120718   111446     1350  0.27   1.12  264
## 79                          Pakistan      359032   323824     7160  0.60   1.99   32
## 80             Palestinian Territory       63867    54953      572  1.33   0.90   NA
## 81                            Panama      146653   125370     2873  0.00   1.96  666
## 82                          Paraguay       71574    51375     1587  0.72   2.22  223
## 83                              Peru      938268   865348    35271  0.13   3.76 1070
## 84                       Philippines      409574   374366     7839  0.43   1.91   72
## 85                            Poland      733788   306022    10491  2.92   1.43  277
## 86                          Portugal      217301   125066     3381  0.00   1.56  332
## 87                       Puerto Rico       78705    35472      935  1.55   1.19  327
## 88                             Qatar      136028   133010      235  0.18   0.17   82
## 89      Republika Severna Makedonija       47636    27803     1345  1.25   2.82   NA
## 90                           Romania      365212   246633     9075  1.37   2.48  472
## 91                            Russia     1948603  1453849    33489  1.18   1.72  229
## 92                      Saudi Arabia      353556   340668     5676  0.09   1.61  163
## 93                           Senegal       15801    15421      329  0.05   2.08   20
## 94                            Serbia       87381    31536     1030  3.33   1.18  118
## 95                         Singapore       58124    58033       28  0.01   0.05    5
## 96                          Slovakia       87276    31053      526  0.59   0.60   96
## 97                          Slovenia       55543    35387      831  0.91   1.50  400
## 98                      South Africa      752269   695496    20314  0.17   2.70  343
## 99                       South Korea       28769    25759      494  0.78   1.72   10
## 100                            Spain     1521899   196958    41253  1.96   2.71  882
## 101                        Sri Lanka       17674    11806       58  2.24   0.33    3
## 102                            Sudan       14626     9571     1116  0.00   7.63   25
## 103                           Sweden      177355     4971     6164  0.00   3.48  610
## 104                      Switzerland      269974   141000     3529  4.99   1.31  408
## 105                       Tajikistan       11649    11019       85  0.34   0.73    9
## 106                          Tunisia       81003    55551     2396  0.74   2.96  203
## 107                           Turkey      417594   356375    11601  0.80   2.78  138
## 108                           Uganda       16257     8170      150  1.48   0.92    3
## 109                          Ukraine      545689   244197     9697  1.83   1.78  222
## 110             United Arab Emirates      151554   143932      534  0.80   0.35   54
## 111                   United Kingdom     1390681     1918    52147  1.56   3.75  768
## 112                    United States    11513080  6984622   252521  1.39   2.19  763
## 113                       Uzbekistan       70299    67526      598  0.17   0.85   18
## 114                        Venezuela       97352    92373      851  0.43   0.87   30
## 115                           Zambia       17187    16400      353  0.37   2.05   19

## [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 2020-11-16   China   Sichuan         792      741        3     9
## 2 2020-11-16   China Hong Kong        5466     5198      108     8
## 3 2020-11-16   China  Shanghai        1281     1198        7     4
## 4 2020-11-16   China Guangdong        1971     1925        8     3
## 5 2020-11-16   China  Shandong         849      841        7     1
## 6 2020-11-16   China    Taiwan         603      536        7     1
## 7 2020-11-16   China   Shaanxi         487      439        3     1
## 8 2020-11-16   China   Tianjin         290      269        3     1