options(width = 100)
source('./predict.R')
## [1] "2020-11-12"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                      United States    10708728  6648705   247398  1.32   2.31  747
## 2                             Brazil     5749007  5064344   163406  0.84   2.84  769
## 3                              India     8685084  8064698   128179  0.57   1.48   93
## 4                             Mexico      986177   731468    96430  0.78   9.78  748
## 5                     United Kingdom     1256725     1918    50365  1.86   4.01  742
## 6                              Italy     1028424   372113    42953  3.31   4.18  710
## 7                             France     1865538   133696    42535  1.96   2.28  652
## 8                               Iran      726585   541566    40121  1.61   5.52  478
## 9                              Spain     1463093   196958    40105  1.32   2.74  858
## 10                              Peru      928006   853208    35031  0.28   3.77 1062
## 11                         Argentina     1273356  1081897    34531  0.86   2.71  764
## 12                          Colombia     1165326  1070423    33312  0.75   2.86  655
## 13                            Russia     1858568  1388168    32032  1.18   1.72  219
## 14                      South Africa      742394   686458    20011  0.29   2.70  337
## 15                         Indonesia      452291   382084    14933  0.93   3.30   55
## 16                             Chile      524804   501426    14633  0.17   2.79  765
## 17                           Belgium      515391    31130    13758  1.56   2.67 1187
## 18                           Ecuador      176630   154956    12920  0.52   7.31  732
## 19                           Germany      725340   454724    12104  2.88   1.67  144
## 20                              Iraq      511806   439228    11532  1.29   2.25  287
## 21                            Turkey      402053   344613    11145  0.67   2.77  132
## 22                            Canada      277061   223199    10685  1.47   3.86  283
## 23                           Ukraine      500865   227694     9145  2.26   1.83  209
## 24                            Poland      641496   254349     9080  3.67   1.42  240
## 25                           Bolivia      142776   115718     8818  0.08   6.18  755
## 26                           Romania      334236   224916     8510  3.13   2.55  442
## 27                       Netherlands      430453      322     8304  2.63   1.93  485
## 28                       Philippines      402820   362417     7721  0.35   1.92   70
## 29                          Pakistan      349992   320849     7055  0.52   2.02   32
## 30                             Egypt      109881   100662     6405  0.21   5.83   63
## 31                        Bangladesh      427198   344868     6140  0.43   1.44   37
## 32                            Sweden      171365     4971     6122  5.62   3.57  606
## 33                      Saudi Arabia      352160   339114     5605  0.20   1.59  161
## 34                    Czech Republic      438805   285241     5570  2.08   1.27  520
## 35                             China       92372    87027     4749  0.04   5.14    3
## 36                           Morocco      270626   221743     4506  2.06   1.67  122
## 37                         Guatemala      112811   102643     3845  0.61   3.41  215
## 38                       Switzerland      250396   130000     3168  2.84   1.27  366
## 39                          Portugal      192172   110353     3103  2.64   1.61  304
## 40                            Panama      142465   120823     2823  0.82   1.98  654
## 41                          Honduras      101169    43857     2797  0.36   2.76  282
## 42                           Hungary      126790    29302     2784  3.20   2.20  288
## 43                            Israel      321326   310605     2700  0.13   0.84  312
## 44                Dominican Republic      131265   109057     2272  0.10   1.73  209
## 45                           Tunisia       74522    51750     2100  2.09   2.82  178
## 46                           Algeria       64257    42980     2093  1.28   3.26   48
## 47                           Ireland       66247    23364     1965  0.54   2.97  398
## 48                           Moldova       84707    66115     1950  1.33   2.30  483
## 49                        Kazakhstan      118491   108632     1899  0.50   1.60  101
## 50                          Bulgaria       87311    26714     1898  4.73   2.17  273
## 51                             Japan      113808   100005     1871  1.48   1.64   15
## 52            Bosnia and Herzegovina       68293    33690     1750  5.03   2.56  533
## 53                           Armenia      112680    70130     1668  1.93   1.48  563
## 54                           Austria      181642   107875     1608 10.18   0.89  179
## 55                       Afghanistan       42795    35024     1591  0.44   3.72   41
## 56                          Ethiopia      100727    62497     1545  0.40   1.53   13
## 57                          Paraguay       69106    49545     1532  0.89   2.22  215
## 58                        Costa Rica      119768    73509     1513  1.01   1.26  297
## 59                           Myanmar       65598    49563     1508  3.73   2.30   28
## 60                            Jordan      126401     9416     1467  4.48   1.16  144
## 61                              Oman      119442   110050     1326  0.21   1.11  260
## 62      Republika Severna Makedonija       42540    25353     1212  3.20   2.85   NA
## 63                        Kyrgyzstan       64887    55824     1193  0.82   1.84  183
## 64                             Nepal      204242   164592     1189  0.95   0.58   41
## 65                             Kenya       65804    43626     1180  1.88   1.79   22
## 66                           Nigeria       64516    60737     1162  0.28   1.80    6
## 67                             Sudan       14346     9525     1116  1.35   7.78   25
## 68                       El Salvador       36030    32246     1028  2.52   2.85  158
## 69                           Belarus      110455    92843     1027  1.00   0.93  109
## 70                             Libya       71804    42703      985  1.30   1.37  143
## 71                            Serbia       70424    31536      936  5.29   1.33  107
## 72                           Croatia       75922    58649      925  4.23   1.22  225
## 73                            Greece       63321     9989      909  4.54   1.44   87
## 74                         Australia       27699    25464      907  0.05   3.27   36
## 75                        Azerbaijan       70216    51986      905  4.19   1.29   89
## 76                       Puerto Rico       73544     2267      901  0.41   1.23  315
## 77                         Venezuela       95750    90743      838  0.32   0.88   29
## 78                            Kuwait      134932   125593      830  0.58   0.62  194
## 79                           Lebanon       98829    54869      763  1.98   0.77  112
## 80                           Denmark       58466    43994      753  1.73   1.29  130
## 81                          Slovenia       50864    30027      686  3.94   1.35  330
## 82                           Georgia       69681    52169      599  4.69   0.86  150
## 83                        Uzbekistan       69475    66672      593  0.44   0.85   18
## 84                           Albania       25801    12493      590  2.00   2.29  205
## 85             Palestinian Territory       60784    52861      542  2.29   0.89   NA
## 86              United Arab Emirates      146735   141215      523  0.78   0.36   53
## 87                       South Korea       27942    25404      487  0.51   1.74    9
## 88                          Slovakia       81772    24314      464  3.27   0.57   85
## 89                          Cameroon       22490    21510      433  0.31   1.93   16
## 90                           Finland       18542    14000      365  1.07   1.97   66
## 91                        Montenegro       24865    16542      356  2.94   1.43  567
## 92                            Zambia       17056    16102      350  0.35   2.05   19
## 93                           Bahrain       84042    81658      332  0.28   0.40  195
## 94                           Senegal       15744    15386      326  0.06   2.07   19
## 95                             Ghana       49808    48019      320  1.03   0.64   10
## 96  Democratic Republic of the Congo       11656    10963      316  0.12   2.71   NA
## 97                            Angola       12953     6125      312  1.07   2.41    9
## 98                          Malaysia       43791    32069      303  2.14   0.69    9
## 99                            Norway       26511    11863      291  2.41   1.10   54
## 100                       Madagascar       17223    16516      249  0.00   1.45    9
## 101                        Lithuania       29812     7096      244  5.48   0.82   90
## 102                            Qatar      135132   132153      234  0.18   0.17   81
## 103                       Luxembourg       24505    14094      206  3.35   0.84  329
## 104                           Uganda       14993     7939      139  1.97   0.93    3
## 105                          Namibia       13292    11739      134  0.29   1.01   53
## 106                    Côte d'Ivoire       20855    20572      127  0.04   0.61    5
## 107                       Mozambique       13991    11959      104  0.71   0.74    3
## 108                       Tajikistan       11456    10811       84  0.34   0.73    9
## 109                           Guinea       12516    10879       74  0.26   0.59    6
## 110                    French Guiana       10762     9995       70  0.31   0.65  234
## 111                 French Polynesia       11316     4842       52  3.14   0.46  185
## 112                        Sri Lanka       15627    10653       48  6.20   0.31    2
## 113                         Maldives       12059    11199       41  0.24   0.34   76
## 114                        Singapore       58102    57990       28  0.02   0.05    5

## [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 2020-11-12   China      Hong Kong        5430     5170      108    23
## 2 2020-11-12   China        Sichuan         783      733        3     5
## 3 2020-11-12   China         Taiwan         589      532        7     5
## 4 2020-11-12   China       Shanghai        1271     1164        7     3
## 5 2020-11-12   China        Shaanxi         482      434        3     2
## 6 2020-11-12   China          Henan        1287     1259       22     1
## 7 2020-11-12   China         Fujian         460      420        1     1
## 8 2020-11-12   China Inner Mongolia         307      281        1     1
## 9 2020-11-12   China          Gansu         181      177        2     1