options(width = 100)
source('./predict.R')
## [1] "2020-11-26"
##                              country cum_confirm cum_heal cum_dead inc_r d_rate d_pm
## 1                      United States    13144987  7808616   268364  0.07   2.04  811
## 2                             Brazil     6166898  5512847   170799  0.00   2.77  804
## 3                              India     9269861  8680739   135296  0.03   1.46   98
## 4                             Mexico     1070487   798037   103597  0.97   9.68  803
## 5                     United Kingdom     1557007     1918    56533  0.00   3.63  833
## 6                              Italy     1480874   637149    52028  0.00   3.51  861
## 7                             France     2170097   156552    50618  0.00   2.33  775
## 8                               Iran      908346   633275    46689  1.56   5.14  556
## 9                              Spain     1622632   196958    44037  0.00   2.71  942
## 10                            Russia     2187990  1685492    38062  1.18   1.74  261
## 11                         Argentina     1390388  1217284    37714  0.00   2.71  834
## 12                          Colombia     1270991  1174959    35860  0.00   2.82  705
## 13                              Peru      954459   884747    35727  0.00   3.74 1084
## 14                      South Africa      775502   716444    21201  0.00   2.73  357
## 15                         Indonesia      516753   433649    16352  0.96   3.16   60
## 16                           Belgium      564967    36569    16077  0.56   2.85 1387
## 17                            Poland      941112   494869    15568  1.81   1.65  411
## 18                           Germany      987930   675847    15432  0.48   1.56  184
## 19                             Chile      544092   520180    15138  0.00   2.78  792
## 20                           Ecuador      187230   164009    13288  0.00   7.10  753
## 21                            Turkey      467730   385480    12840  0.00   2.75  152
## 22                              Iraq      544670   474376    12125  0.46   2.23  301
## 23                           Ukraine      677189   317395    11717  2.32   1.73  268
## 24                            Canada      347466   277232    11710  0.00   3.37  310
## 25                           Romania      449349   323514    10712  2.04   2.38  557
## 26                       Netherlands      503123      322     9184  0.90   1.83  536
## 27                           Bolivia      144276   120209     8933  0.09   6.19  765
## 28                       Philippines      424297   387266     8242  0.33   1.94   75
## 29                          Pakistan      386198   334392     7843  0.86   2.03   36
## 30                    Czech Republic      507549   417657     7633  0.46   1.50  713
## 31                            Sweden      236355     4971     6622  2.53   2.80  656
## 32                             Egypt      114107   102201     6585  0.00   5.77   64
## 33                        Bangladesh      456438   371453     6524  0.50   1.43   40
## 34                      Saudi Arabia      356389   345215     5840  0.09   1.64  168
## 35                           Morocco      336506   284496     5539  0.00   1.65  150
## 36                             China       93113    87459     4749  0.09   5.10    3
## 37                       Switzerland      313978   218900     4451  1.46   1.42  514
## 38                           Hungary      192047    49616     4229  3.43   2.20  438
## 39                          Portugal      274011   189356     4127  0.00   1.51  405
## 40                         Guatemala      119989   108854     4107  0.00   3.42  229
## 41                          Bulgaria      133060    42620     3367  0.00   2.53  485
## 42                            Panama      158532   139356     3002  1.02   1.89  696
## 43                           Tunisia       91307    66459     2983  0.00   3.27  252
## 44                          Honduras      106116    47006     2888  0.52   2.72  292
## 45                            Israel      332420   320078     2827  0.15   0.85  327
## 46                           Austria      260512   189059     2667  0.00   1.02  296
## 47            Bosnia and Herzegovina       84252    48780     2480  1.11   2.94  756
## 48                            Jordan      198021   131181     2442  0.00   1.23  239
## 49                           Algeria       78025    50712     2329  0.00   2.98   53
## 50                Dominican Republic      139396   113263     2315  0.00   1.66  213
## 51                           Moldova      101203    83789     2209  0.00   2.18  548
## 52                           Armenia      130870   103055     2068  1.38   1.58  698
## 53                             Japan      140288   116378     2065  1.82   1.47   16
## 54                           Ireland       71187    23364     2033  0.00   2.86  412
## 55                        Kazakhstan      128400   114821     1990  0.64   1.55  106
## 56                            Greece       97288     9989     1902  0.00   1.96  182
## 57                           Myanmar       85205    64645     1846  1.96   2.17   34
## 58                       Afghanistan       45716    36232     1737  0.50   3.80   45
## 59                          Paraguay       78878    56025     1691  0.00   2.14  237
## 60                        Costa Rica      134520    82611     1674  0.00   1.24  329
## 61                          Ethiopia      107109    66574     1664  0.00   1.55   14
## 62      Republika Severna Makedonija       57451    34970     1600  0.00   2.78   NA
## 63                           Croatia      115626    92349     1552  3.59   1.34  378
## 64                             Kenya       80102    53526     1427  0.98   1.78   27
## 65                             Nepal      227640   209435     1412  0.71   0.62   48
## 66                              Oman      122579   113856     1391  0.00   1.13  272
## 67                            Serbia      140608    31536     1315  0.00   0.94  151
## 68                        Azerbaijan      106101    68572     1256  3.62   1.18  124
## 69                        Kyrgyzstan       71171    62544     1251  0.60   1.76  192
## 70                          Slovenia       71073    49654     1245  2.55   1.75  599
## 71                             Sudan       16649     9908     1210  0.00   7.27   28
## 72                           Nigeria       66805    62493     1169  0.00   1.75    6
## 73                             Libya       80407    51585     1140  0.76   1.42  166
## 74                           Belarus      130012   108769     1128  1.22   0.87  119
## 75                           Georgia      118690    98781     1124  3.31   0.95  282
## 76                       El Salvador       37884    34595     1098  0.00   2.90  169
## 77                       Puerto Rico       87991    39895     1052  0.00   1.20  368
## 78                           Lebanon      120341    71236      950  0.00   0.79  139
## 79                         Australia       27867    25565      907  0.05   3.25   36
## 80                         Venezuela      100817    95669      880  0.32   0.87   31
## 81                            Kuwait      141547   134750      872  0.23   0.62  204
## 82                           Denmark       74722    58664      802  0.00   1.07  138
## 83                          Slovakia      101257    56378      749  1.97   0.74  137
## 84                           Albania       34944    17031      743  0.00   2.13  258
## 85             Palestinian Territory       78493    61241      680  2.30   0.87   NA
## 86                        Uzbekistan       72289    69477      606  0.15   0.84   18
## 87              United Arab Emirates      162662   151044      563  0.00   0.35   57
## 88                       South Korea       31735    26825      513  0.00   1.62   10
## 89                        Montenegro       32808    21229      459  0.00   1.40  731
## 90                         Lithuania       53757    12655      449  4.07   0.84  165
## 91                          Cameroon       23915    22177      437  0.00   1.83   16
## 92                           Finland       23148    16800      388  2.19   1.68   70
## 93                            Zambia       17535    16755      357  0.00   2.04   19
## 94                          Malaysia       60752    49056      348  1.56   0.57   11
## 95                           Bahrain       86185    84335      341  0.00   0.40  200
## 96                            Angola       14821     7517      340  0.00   2.29   10
## 97  Democratic Republic of the Congo       12365    11433      331  0.00   2.68   NA
## 98                           Senegal       15960    15558      331  0.21   2.07   20
## 99                             Ghana       51225    50127      323  0.00   0.63   10
## 100                           Norway       34268    20956      316  0.00   0.92   58
## 101                       Luxembourg       32100    22630      288  0.00   0.90  460
## 102                       Madagascar       17341    16657      251  0.00   1.45    9
## 103                          Jamaica       10488     5623      247  0.00   2.36   83
## 104                            Qatar      138066   135198      237  0.16   0.17   82
## 105                           Uganda       18890     8832      191  0.00   1.01    4
## 106                           Latvia       15171     1719      188  6.29   1.24  100
## 107                          Namibia       14006    13339      145  0.00   1.04   57
## 108                    Côte d'Ivoire       21168    20843      131  0.00   0.62    5
## 109                       Mozambique       15302    13459      128  0.00   0.84    4
## 110                       Cape Verde       10526     9900      104  0.00   0.99   NA
## 111                          Estonia       10955     6497       99  3.93   0.90   75
## 112                        Sri Lanka       21811    15816       96  1.59   0.44    4
## 113                       Tajikistan       12044    11437       86  0.30   0.71    9
## 114                           Guinea       12949    11922       76  0.15   0.59    6
## 115                    French Guiana       11116     9995       70  0.00   0.63  234
## 116                 French Polynesia       13783     4842       70  0.00   0.51  249
## 117                         Maldives       12854    11681       46  0.00   0.36   85
## 118                        Singapore       58195    58091       28  0.01   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 2020-11-26   China      Hong Kong        5947     5300      108    81
## 2 2020-11-26   China Inner Mongolia         320      296        1     9
## 3 2020-11-26   China       Shanghai        1322     1253        7     3
## 4 2020-11-26   China         Taiwan         625      555        7     2
## 5 2020-11-26   China         Fujian         481      438        1     2
## 6 2020-11-26   China        Sichuan         801      759        3     1