options(width = 100)
source('./predict.R')
## [1] "2020-11-02"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                        Afghanistan       41633    34342     1541  0.32   3.70   40
## 2                            Albania       21523    11367      527  3.10   2.45  183
## 3                            Algeria       58574    40577     1980  1.09   3.38   45
## 4                             Angola       11228     5172      289  3.91   2.57    9
## 5                          Argentina     1173533   985316    31140  0.57   2.65  689
## 6                            Armenia       93448    56466     1391  1.29   1.49  469
## 7                          Australia       27602    25356      907  0.03   3.29   36
## 8                            Austria      114016    71691     1159  3.76   1.02  129
## 9                         Azerbaijan       57040    44479      753  1.06   1.32   74
## 10                           Bahrain       82133    79318      322  0.60   0.39  189
## 11                        Bangladesh      410988   327901     5966  0.42   1.45   36
## 12                           Belarus      100400    87400      989  0.95   0.99  105
## 13                           Belgium      441018    25819    11737  2.75   2.66 1013
## 14                           Bolivia      141833   111848     8731  0.05   6.16  748
## 15            Bosnia and Herzegovina       52269    28567     1280  1.48   2.45  390
## 16                            Brazil     5554206  4980942   160253  0.34   2.89  754
## 17                          Bulgaria       56496    21037     1349  6.91   2.39  194
## 18                          Cameroon       22103    21151      429  1.42   1.94   16
## 19                            Canada      238826   199463    10197  1.84   4.27  270
## 20                             Chile      513188   489525    14302  0.57   2.79  748
## 21                             China       92015    86712     4746  0.07   5.16    3
## 22                          Colombia     1093256   985796    31670  1.78   2.90  622
## 23                        Costa Rica      111257    68129     1404  1.17   1.26  276
## 24                     Côte d'Ivoire       20753    20410      126  0.18   0.61    5
## 25                           Croatia       52660    37332      594  2.26   1.13  145
## 26                    Czech Republic      345699   158073     3603  3.16   1.04  336
## 27  Democratic Republic of the Congo       11395    10768      308  0.79   2.70   NA
## 28                           Denmark       47811    35465      723  2.03   1.51  125
## 29                Dominican Republic      127591   105634     2250  0.45   1.76  207
## 30                           Ecuador      169562   149048    12692  0.81   7.49  719
## 31                             Egypt      107925    99652     6291  0.34   5.83   61
## 32                       El Salvador       34015    29788      983  0.00   2.89  152
## 33                          Ethiopia       96942    54405     1489  0.80   1.54   13
## 34                           Finland       16400    11300      359  0.67   2.19   65
## 35                            France     1466433   119104    37435  7.22   2.55  574
## 36                     French Guiana       10536     9995       70  0.00   0.66  234
## 37                           Georgia       42579    26800      342  4.55   0.80   86
## 38                           Germany      543924   355925    10649  1.37   1.96  127
## 39                             Ghana       48200    47260      320  0.16   0.66   10
## 40                            Greece       42080     9989      642  7.21   1.53   62
## 41                         Guatemala      108104    97756     3738  0.15   3.46  209
## 42                            Guinea       12213    10600       73  0.52   0.60    6
## 43                          Honduras       98212    40687     2675  0.83   2.72  270
## 44                           Hungary       82780    20476     1889  4.52   2.28  196
## 45                             India     8266914  7601429   123139  0.96   1.49   89
## 46                         Indonesia      415402   345566    14044  0.63   3.38   51
## 47                              Iran      628780   491247    35738  1.34   5.68  425
## 48                              Iraq      478701   405777    11017  0.72   2.30  274
## 49                           Ireland       62750    23364     1917  2.11   3.05  388
## 50                            Israel      315636   303405     2580  0.35   0.82  298
## 51                             Italy      731588   296017    39059  7.68   5.34  646
## 52                             Japan      102548    93383     1788  0.47   1.74   14
## 53                            Jordan       81743     7858      913 12.58   1.12   89
## 54                        Kazakhstan      112860   106514     1825  0.39   1.62   97
## 55                             Kenya       56601    37442     1027  2.55   1.81   19
## 56                            Kuwait      127293   118386      786  0.60   0.62  184
## 57                        Kyrgyzstan       59879    50741     1155  1.70   1.93  177
## 58                           Lebanon       83697    43885      652  3.04   0.78   96
## 59                             Libya       62907    36608      880  1.39   1.40  128
## 60                         Lithuania       16556     4891      170  5.32   1.03   62
## 61                        Luxembourg       19101    10717      160  6.51   0.84  256
## 62                        Madagascar       17111    16409      244  0.00   1.43    9
## 63                          Malaysia       33339    23120      251  2.57   0.75    8
## 64                          Maldives       11737    10916       38  0.67   0.32   70
## 65                            Mexico      929392   682044    91895  0.48   9.89  713
## 66                           Moldova       76777    56875     1818  0.97   2.37  451
## 67                        Montenegro       19210    14456      320  4.74   1.67  510
## 68                           Morocco      225070   187101     3826  2.73   1.70  104
## 69                        Mozambique       13130    10439       94  2.03   0.72    3
## 70                           Myanmar       54607    37954     1282  2.25   2.35   24
## 71                           Namibia       13012    11201      133  0.18   1.02   52
## 72                             Nepal      176500   137992      984  1.69   0.56   34
## 73                       Netherlands      368147      322     7463  2.30   2.03  436
## 74                           Nigeria       63036    59328     1147  0.29   1.82    6
## 75                            Norway       21088    11863      282  3.72   1.34   52
## 76                              Oman      116152   106195     1256  0.36   1.08  246
## 77                          Pakistan      335093   315016     6835  0.34   2.04   31
## 78             Palestinian Territory       54775    47169      493  1.32   0.90   NA
## 79                            Panama      134336   111634     2706  0.55   2.01  627
## 80                          Paraguay       63731    43403     1418  0.86   2.22  199
## 81                              Peru      906545   830612    34585  0.45   3.82 1049
## 82                       Philippines      385400   348830     7269  0.60   1.89   66
## 83                            Poland      395480   154413     5875  4.10   1.49  155
## 84                          Portugal      146847    83294     2590  3.94   1.76  254
## 85                       Puerto Rico       66661     2267      832  0.81   1.25  291
## 86                             Qatar      132917   129996      232  0.15   0.17   81
## 87      Republika Severna Makedonija       32997    21244     1025  4.51   3.11   NA
## 88                           Romania      250704   177361     7153  1.64   2.85  372
## 89                            Russia     1655038  1236033    28473  1.12   1.72  195
## 90                      Saudi Arabia      348037   334672     5437  0.11   1.56  156
## 91                           Senegal       15637    15059      325  0.04   2.08   19
## 92                            Serbia       49205    31536      833  4.79   1.69   95
## 93                         Singapore       58020    57924       28  0.00   0.05    5
## 94                          Slovakia       61829    13012      219  3.14   0.35   40
## 95                          Slovenia       36206    13297      388  1.56   1.07  187
## 96                      South Africa      727595   657500    19465  0.30   2.68  328
## 97                       South Korea       26732    24395      468  0.36   1.75    9
## 98                             Spain     1313087   196958    36257  3.84   2.76  775
## 99                         Sri Lanka       11335     5249       21  4.41   0.19    1
## 100                            Sudan       13819     6764      837  0.11   6.06   19
## 101                           Sweden      124355     4971     5938  0.00   4.78  588
## 102                      Switzerland      176177    80400     2404 14.21   1.36  278
## 103                       Tajikistan       11096    10337       82  0.38   0.74    9
## 104                          Tunisia       61906     5032     1381  1.29   2.23  117
## 105                           Turkey      379775   327007    10402  1.17   2.74  123
## 106                           Uganda       12971     7556      114  3.81   0.88    2
## 107                          Ukraine      402194   163768     7375  1.71   1.83  169
## 108             United Arab Emirates      135141   132024      497  0.92   0.37   50
## 109                   United Kingdom     1053864     1918    46853  4.17   4.45  690
## 110                    United States     9550837  6144359   236900  1.55   2.48  716
## 111                       Uzbekistan       67254    64466      571  0.23   0.85   17
## 112                        Venezuela       92325    87156      801  0.34   0.87   28
## 113                           Zambia       16543    15733      349  0.38   2.11   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  2020-11-02   China       Shanghai        1196     1096        7     9
## 2  2020-11-02   China      Guangdong        1935     1891        8     8
## 3  2020-11-02   China        Sichuan         754      713        3     8
## 4  2020-11-02   China      Hong Kong        5336     5102      105     6
## 5  2020-11-02   China       Xinjiang         964      899        3     5
## 6  2020-11-02   China         Taiwan         563      519        7     5
## 7  2020-11-02   China          Hubei       68143    63627     4512     4
## 8  2020-11-02   China Inner Mongolia         295      270        1     4
## 9  2020-11-02   China        Tianjin         273      251        3     3
## 10 2020-11-02   China        Beijing         944      929        9     2
## 11 2020-11-02   China       Zhejiang        1287     1279        1     1
## 12 2020-11-02   China       Shandong         848      836        7     1
## 13 2020-11-02   China        Jiangsu         674      666        0     1