tests/testthat/_snaps/class-forecast.md
In epiforecasts/scoringutils: Utilities for Scoring and Assessing Predictions
print() works on forecast_* objects
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
epiforecasts/scoringutils documentation built on Dec. 11, 2024, 11:12 a.m.
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print() works on forecast_* objects
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: binary
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Deaths 2021-05-03
5: DE Germany 2021-05-08 Deaths 2021-05-03
---
883: IT Italy 2021-07-24 Deaths 2021-07-12
884: IT Italy 2021-07-24 Deaths 2021-07-05
885: IT Italy 2021-07-24 Deaths 2021-07-12
886: IT Italy 2021-07-24 Deaths 2021-07-05
887: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted observed
<char> <num> <num> <fctr>
1: EuroCOVIDhub-ensemble 1 0.375 0
2: EuroCOVIDhub-baseline 1 0.475 0
3: epiforecasts-EpiNow2 1 0.425 0
4: EuroCOVIDhub-ensemble 1 0.425 0
5: EuroCOVIDhub-baseline 1 0.500 1
---
883: EuroCOVIDhub-baseline 2 0.250 0
884: UMass-MechBayes 3 0.475 0
885: UMass-MechBayes 2 0.450 0
886: epiforecasts-EpiNow2 3 0.375 0
887: epiforecasts-EpiNow2 2 0.300 0
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: quantile
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name
<char> <Date> <char> <num> <char>
1: DE 2021-05-08 Cases 106987 Germany
2: DE 2021-05-08 Cases 106987 Germany
3: DE 2021-05-08 Cases 106987 Germany
4: DE 2021-05-08 Cases 106987 Germany
5: DE 2021-05-08 Cases 106987 Germany
---
20397: IT 2021-07-24 Deaths 78 Italy
20398: IT 2021-07-24 Deaths 78 Italy
20399: IT 2021-07-24 Deaths 78 Italy
20400: IT 2021-07-24 Deaths 78 Italy
20401: IT 2021-07-24 Deaths 78 Italy
forecast_date quantile_level predicted model horizon
<Date> <num> <int> <char> <num>
1: 2021-05-03 0.010 82466 EuroCOVIDhub-ensemble 1
2: 2021-05-03 0.025 86669 EuroCOVIDhub-ensemble 1
3: 2021-05-03 0.050 90285 EuroCOVIDhub-ensemble 1
4: 2021-05-03 0.100 95341 EuroCOVIDhub-ensemble 1
5: 2021-05-03 0.150 99171 EuroCOVIDhub-ensemble 1
---
20397: 2021-07-12 0.850 352 epiforecasts-EpiNow2 2
20398: 2021-07-12 0.900 397 epiforecasts-EpiNow2 2
20399: 2021-07-12 0.950 499 epiforecasts-EpiNow2 2
20400: 2021-07-12 0.975 611 epiforecasts-EpiNow2 2
20401: 2021-07-12 0.990 719 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: point
Forecast unit:
location, target_end_date, target_type, location_name, forecast_date, model,
and horizon
Output
Key: <location, target_end_date, target_type>
location target_end_date target_type observed location_name forecast_date
<char> <Date> <char> <num> <char> <Date>
1: DE 2021-05-08 Cases 106987 Germany 2021-05-03
2: DE 2021-05-08 Cases 106987 Germany 2021-05-03
3: DE 2021-05-08 Cases 106987 Germany 2021-05-03
4: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
5: DE 2021-05-08 Deaths 1582 Germany 2021-05-03
---
883: IT 2021-07-24 Deaths 78 Italy 2021-07-12
884: IT 2021-07-24 Deaths 78 Italy 2021-07-05
885: IT 2021-07-24 Deaths 78 Italy 2021-07-12
886: IT 2021-07-24 Deaths 78 Italy 2021-07-05
887: IT 2021-07-24 Deaths 78 Italy 2021-07-12
predicted model horizon
<int> <char> <num>
1: 119258 EuroCOVIDhub-ensemble 1
2: 132607 EuroCOVIDhub-baseline 1
3: 151179 epiforecasts-EpiNow2 1
4: 1568 EuroCOVIDhub-ensemble 1
5: 1597 EuroCOVIDhub-baseline 1
---
883: 131 EuroCOVIDhub-baseline 2
884: 79 UMass-MechBayes 3
885: 124 UMass-MechBayes 2
886: 104 epiforecasts-EpiNow2 3
887: 186 epiforecasts-EpiNow2 2
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672.00034 1 106987
2: EuroCOVIDhub-ensemble 1 164763.08492 2 106987
3: EuroCOVIDhub-ensemble 1 153042.63536 3 106987
4: EuroCOVIDhub-ensemble 1 119544.25389 4 106987
5: EuroCOVIDhub-ensemble 1 81230.71875 5 106987
---
35476: epiforecasts-EpiNow2 2 159.84534 36 78
35477: epiforecasts-EpiNow2 2 128.21214 37 78
35478: epiforecasts-EpiNow2 2 190.52560 38 78
35479: epiforecasts-EpiNow2 2 141.06659 39 78
35480: epiforecasts-EpiNow2 2 24.43419 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
Code
print(dat)
Message
Forecast type: sample
Forecast unit:
location, location_name, target_end_date, target_type, forecast_date, model,
and horizon
Output
location location_name target_end_date target_type forecast_date
<char> <char> <Date> <char> <Date>
1: DE Germany 2021-05-08 Cases 2021-05-03
2: DE Germany 2021-05-08 Cases 2021-05-03
3: DE Germany 2021-05-08 Cases 2021-05-03
4: DE Germany 2021-05-08 Cases 2021-05-03
5: DE Germany 2021-05-08 Cases 2021-05-03
---
35476: IT Italy 2021-07-24 Deaths 2021-07-12
35477: IT Italy 2021-07-24 Deaths 2021-07-12
35478: IT Italy 2021-07-24 Deaths 2021-07-12
35479: IT Italy 2021-07-24 Deaths 2021-07-12
35480: IT Italy 2021-07-24 Deaths 2021-07-12
model horizon predicted sample_id observed
<char> <num> <num> <int> <num>
1: EuroCOVIDhub-ensemble 1 102672 1 106987
2: EuroCOVIDhub-ensemble 1 164763 2 106987
3: EuroCOVIDhub-ensemble 1 153043 3 106987
4: EuroCOVIDhub-ensemble 1 119544 4 106987
5: EuroCOVIDhub-ensemble 1 81231 5 106987
---
35476: epiforecasts-EpiNow2 2 160 36 78
35477: epiforecasts-EpiNow2 2 128 37 78
35478: epiforecasts-EpiNow2 2 191 38 78
35479: epiforecasts-EpiNow2 2 141 39 78
35480: epiforecasts-EpiNow2 2 24 40 78
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