options(width = 100)
source('./predict.R')
## [1] "2020-11-17"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                      United States    11540461  7021101   252684  0.24   2.19  763
## 2                              India     8874918  8290370   130577  0.01   1.47   95
## 3                             Brazil     5876740  5322406   166067  0.00   2.83  781
## 4                             France     1991233   140880    45054  0.00   2.26  690
## 5                             Russia     1971013  1475904    33931  1.15   1.72  233
## 6                              Spain     1521899   196958    41253  0.00   2.71  882
## 7                     United Kingdom     1390681     1918    52147  0.00   3.75  768
## 8                          Argentina     1318384  1140196    35727  0.00   2.71  790
## 9                              Italy     1205881   442364    45733  0.00   3.79  756
## 10                          Colombia     1205217  1111867    34223  0.00   2.84  673
## 11                            Mexico     1009396   754200    98861  0.29   9.79  767
## 12                              Peru      938268   865348    35271  0.00   3.76 1070
## 13                           Germany      819912   530046    12938  1.79   1.58  154
## 14                              Iran      788473   570774    42461  1.72   5.39  506
## 15                            Poland      752940   324282    10848  2.61   1.44  287
## 16                      South Africa      752269   695496    20314  0.00   2.70  343
## 17                           Ukraine      557657   250983     9856  2.19   1.77  225
## 18                           Belgium      537871    33032    14616  0.36   2.72 1261
## 19                             Chile      532604   508067    14863  0.00   2.79  778
## 20                              Iraq      521542   449565    11712  0.00   2.25  291
## 21                         Indonesia      474455   398636    15393  0.81   3.24   56
## 22                    Czech Republic      465523   341249     6416  0.74   1.38  599
## 23                       Netherlands      452701      322     8530  0.00   1.88  498
## 24                        Bangladesh      436684   352895     6254  0.51   1.43   38
## 25                            Turkey      417594   356375    11601  0.00   2.78  138
## 26                       Philippines      410718   374543     7862  0.28   1.91   72
## 27                           Romania      373474   253244     9261  2.26   2.48  481
## 28                          Pakistan      361082   324834     7193  0.57   1.99   33
## 29                      Saudi Arabia      353556   340668     5676  0.00   1.61  163
## 30                            Israel      325143   314270     2736  0.12   0.84  316
## 31                            Canada      302192   240287    11027  1.14   3.65  292
## 32                           Morocco      296189   243359     4850  0.00   1.64  131
## 33                       Switzerland      274534   169100     3597  1.69   1.31  416
## 34                          Portugal      225672   142155     3472  3.85   1.54  341
## 35                           Austria      214597   136487     1945  2.87   0.91  216
## 36                             Nepal      211475   179242     1247  0.24   0.59   43
## 37                           Ecuador      180676   160639    13016  0.00   7.20  738
## 38                            Sweden      177355     4971     6164  0.00   3.48  610
## 39                           Hungary      152659    34185     3281  3.53   2.15  340
## 40              United Arab Emirates      151554   143932      534  0.00   0.35   54
## 41                            Jordan      149539    10311     1843  0.00   1.23  181
## 42                            Panama      147667   126746     2881  0.69   1.95  668
## 43                           Bolivia      143371   117454     8859  0.09   6.18  759
## 44                            Kuwait      137885   129041      848  0.40   0.62  199
## 45                             Qatar      136222   133217      235  0.14   0.17   82
## 46                Dominican Republic      134203   110381     2286  0.00   1.70  211
## 47                        Costa Rica      124592    77164     1566  1.11   1.26  307
## 48                        Kazakhstan      121653   110382     1899  0.50   1.56  101
## 49                             Japan      121335   104637     1920  1.41   1.58   15
## 50                              Oman      120718   111446     1350  0.00   1.12  264
## 51                           Armenia      118870    78343     1811  0.83   1.52  611
## 52                           Belarus      115448    96462     1053  0.00   0.91  111
## 53                         Guatemala      115032   104786     3938  0.00   3.42  220
## 54                             Egypt      111009   101179     6465  0.00   5.82   63
## 55                           Lebanon      106446    61263      827  0.00   0.78  121
## 56                          Honduras      103239    44915     2839  0.13   2.75  287
## 57                          Ethiopia      103056    64130     1581  0.00   1.53   14
## 58                          Bulgaria      101770    30317     2282  0.00   2.24  328
## 59                         Venezuela       97739    92767      855  0.40   0.87   30
## 60                             China       92490    87208     4749  0.02   5.13    3
## 61                           Moldova       89843    71874     2035  0.00   2.27  504
## 62                          Slovakia       88602    33906      557  1.52   0.63  102
## 63                           Croatia       87464    70980     1113  2.27   1.27  271
## 64                            Serbia       87381    31536     1030  0.00   1.18  118
## 65                           Georgia       85952    68929      778  3.76   0.91  195
## 66                           Bahrain       84882    82680      337  0.00   0.40  198
## 67                           Tunisia       81003    55551     2396  0.00   2.96  203
## 68                       Puerto Rico       79634    35472      942  1.18   1.18  329
## 69                        Azerbaijan       77083    55755      985  0.00   1.28   97
## 70                            Greece       76403     9989     1165  0.00   1.52  112
## 71                             Libya       74936    45371     1041  0.82   1.39  151
## 72            Bosnia and Herzegovina       72689    36473     1973  0.00   2.71  601
## 73                          Paraguay       72099    51776     1602  0.73   2.22  225
## 74                             Kenya       70804    46244     1287  0.00   1.82   24
## 75                        Uzbekistan       70444    67734      598  0.21   0.85   18
## 76                           Myanmar       70161    53299     1599  0.00   2.28   29
## 77                           Algeria       68589    45148     2168  0.00   3.16   49
## 78                           Ireland       68356    23364     1984  0.00   2.90  402
## 79                        Kyrgyzstan       67469    58315     1207  0.73   1.79  185
## 80                           Nigeria       65305    61162     1163  0.00   1.78    6
## 81             Palestinian Territory       63867    54953      572  0.00   0.90   NA
## 82                           Denmark       63847    49208      764  1.91   1.20  132
## 83                         Singapore       58130    58033       28  0.01   0.05    5
## 84                          Slovenia       56932    36519      876  2.50   1.54  421
## 85                             Ghana       50376    48626      323  0.50   0.64   10
## 86                          Malaysia       49730    36624      318  2.49   0.64   10
## 87      Republika Severna Makedonija       47636    27803     1345  0.00   2.82   NA
## 88                       Afghanistan       43628    35160     1638  0.52   3.75   42
## 89                         Lithuania       36876     8566      299  2.69   0.81  110
## 90                       El Salvador       36669    33064     1052  0.00   2.87  162
## 91                            Norway       29514    19025      294  0.95   1.00   54
## 92                       South Korea       28998    25860      494  0.80   1.70   10
## 93                           Albania       28432    13453      631  0.00   2.22  219
## 94                        Montenegro       27773    17862      396  0.00   1.43  631
## 95                         Australia       27760    25504      907  0.04   3.27   36
## 96                        Luxembourg       27256    17734      236  0.00   0.87  377
## 97                          Cameroon       22692    21510      433  0.00   1.91   16
## 98                     Côte d'Ivoire       20988    20663      128  0.00   0.61    5
## 99                           Finland       19647    14000      371  1.17   1.89   67
## 100                        Sri Lanka       17674    12210       61  0.00   0.35    3
## 101                       Madagascar       17310    16592      250  0.00   1.44    9
## 102                           Zambia       17187    16400      353  0.00   2.05   19
## 103                           Uganda       16257     8170      150  0.00   0.92    3
## 104                          Senegal       15806    15425      329  0.03   2.08   20
## 105                            Sudan       14728     9581     1119  0.70   7.60   26
## 106                       Mozambique       14514    12599      116  0.00   0.80    4
## 107                           Angola       13615     6523      324  0.00   2.38   10
## 108                          Namibia       13555    12843      138  0.00   1.02   54
## 109                           Guinea       12654    11386       75  0.24   0.59    6
## 110                         Maldives       12314    11316       44  0.00   0.36   81
## 111                 French Polynesia       12121     4842       56  3.55   0.46  199
## 112 Democratic Republic of the Congo       11839    11124      321  0.00   2.71   NA
## 113                       Tajikistan       11649    11019       85  0.00   0.73    9
## 114                           Latvia       10914     1557      132  2.61   1.21   70
## 115                    French Guiana       10876     9995       70  0.00   0.64  234

## [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 2020-11-17   China Hong Kong        5470     5212      108     4
## 2 2020-11-17   China  Shanghai        1285     1207        7     4
## 3 2020-11-17   China    Taiwan         605      539        7     2
## 4 2020-11-17   China   Tianjin         291      274        3     1
## 5 2020-11-17   China  Liaoning         289      280        2     1
## 6 2020-11-17   China    Shanxi         220      213        0     1