=========================
- Reader for netCDF H129 HSAF and ERA5-Land product
- Compute climatology at different time scales
- Compute anomalies using 10 different methods
- Plotting functions for time series, climatology and anomalies
- Mapping functions for time series, climatology and anomalies
2024-04-04 03:23:39,805 - workflow-logger - INFO -
Workflow started....
2024-04-04 03:23:39,805 - workflow-logger - INFO - Loading grid points for Germany....
2024-04-04 03:23:43,163 - workflow-logger - INFO - Grid points loaded successfully for Germany
2024-04-04 03:23:43,174 - workflow-logger - INFO -
point cell grid lat lon
0 4838920 1395 Fibonacci (6.25 km) 47.344479 10.382991
1 4841504 1395 Fibonacci (6.25 km) 47.377457 10.320685
2 4843101 1395 Fibonacci (6.25 km) 47.397850 10.421497
3 4844088 1395 Fibonacci (6.25 km) 47.410458 10.258380
4 4845685 1395 Fibonacci (6.25 km) 47.430862 10.359192
2024-04-04 03:23:43,174 - workflow-logger - INFO - Running the anomaly detection workflow for Germany....
2024-04-04 03:23:43,174 - workflow-logger - INFO - Workflow parameters:
2024-04-04 03:23:43,174 - workflow-logger - INFO - Anomaly detection methods: zscore, smad
2024-04-04 03:23:43,174 - workflow-logger - INFO - Variable: sm
2024-04-04 03:23:43,174 - workflow-logger - INFO - Time step for Climatology: month
2024-04-04 03:23:43,174 - workflow-logger - INFO - Date parameters:
2024-04-04 03:23:43,175 - workflow-logger - INFO - Year: [2021, 2021]
2024-04-04 03:23:43,175 - workflow-logger - INFO - Month: [6, 7]
2024-04-04 03:23:46,001 - workflow-logger - INFO - Function run took 6.196100234985352 seconds
2024-04-04 03:23:46,010 - workflow-logger - INFO -
point cell ... smad(2021-6) smad(2021-7)
0 4838920 1395 ... -0.944715 1.252402
1 4841504 1395 ... -0.477110 1.159104
2 4843101 1395 ... -0.625209 1.041969
3 4844088 1395 ... -0.186536 0.941893
4 4845685 1395 ... -0.186146 1.005243
5 4846672 1395 ... -0.045061 0.982845
6 4847282 1395 ... -0.563833 0.718159
7 4848269 1395 ... 0.092623 1.019919
8 4849256 1395 ... -0.083890 0.867412
9 4849866 1395 ... -0.291478 0.923703
[10 rows x 9 columns]
2024-04-04 03:29:48,527 - workflow-logger - INFO -
Workflow started....
2024-04-04 03:29:48,527 - workflow-logger - INFO - Loading grid points for Germany....
2024-04-04 03:29:51,864 - workflow-logger - INFO - Grid points loaded successfully for Germany
2024-04-04 03:29:51,872 - workflow-logger - INFO -
point cell grid lat lon
0 4838920 1395 Fibonacci (6.25 km) 47.344479 10.382991
1 4841504 1395 Fibonacci (6.25 km) 47.377457 10.320685
2 4843101 1395 Fibonacci (6.25 km) 47.397850 10.421497
3 4844088 1395 Fibonacci (6.25 km) 47.410458 10.258380
4 4845685 1395 Fibonacci (6.25 km) 47.430862 10.359192
2024-04-04 03:29:51,872 - workflow-logger - INFO - Running the anomaly detection workflow for Germany....
2024-04-04 03:29:51,872 - workflow-logger - INFO - Workflow parameters:
2024-04-04 03:29:51,872 - workflow-logger - INFO - Anomaly detection methods: zscore, smad
2024-04-04 03:29:51,872 - workflow-logger - INFO - Variable: sm
2024-04-04 03:29:51,872 - workflow-logger - INFO - Time step for Climatology: month
2024-04-04 03:29:51,872 - workflow-logger - INFO - Date parameters:
2024-04-04 03:29:51,872 - workflow-logger - INFO - Year: [2021, 2021]
2024-04-04 03:29:51,872 - workflow-logger - INFO - Month: [6, 7]
2024-04-04 03:29:52,696 - workflow-logger - INFO - Function run took 4.169738292694092 seconds
2024-04-04 03:29:52,705 - workflow-logger - INFO -
point cell ... smad(2021-6) smad(2021-7)
0 4838920 1395 ... -0.944715 1.252402
1 4841504 1395 ... -0.477110 1.159104
2 4843101 1395 ... -0.625209 1.041969
3 4844088 1395 ... -0.186536 0.941893
4 4845685 1395 ... -0.186146 1.005243
5 4846672 1395 ... -0.045061 0.982845
6 4847282 1395 ... -0.563833 0.718159
7 4848269 1395 ... 0.092623 1.019919
8 4849256 1395 ... -0.083890 0.867412
9 4849866 1395 ... -0.291478 0.923703
[10 rows x 9 columns]
2024-04-04 03:30:02,469 - workflow-logger - INFO -
Workflow started....
2024-04-04 03:30:02,469 - workflow-logger - INFO - Loading grid points for Germany....
2024-04-04 03:30:05,767 - workflow-logger - INFO - Grid points loaded successfully for Germany
2024-04-04 03:30:05,773 - workflow-logger - INFO -
point cell grid lat lon
0 4838920 1395 Fibonacci (6.25 km) 47.344479 10.382991
1 4841504 1395 Fibonacci (6.25 km) 47.377457 10.320685
2 4843101 1395 Fibonacci (6.25 km) 47.397850 10.421497
3 4844088 1395 Fibonacci (6.25 km) 47.410458 10.258380
4 4845685 1395 Fibonacci (6.25 km) 47.430862 10.359192
2024-04-04 03:30:05,773 - workflow-logger - INFO - Running the anomaly detection workflow for Germany....
2024-04-04 03:30:05,773 - workflow-logger - INFO - Workflow parameters:
2024-04-04 03:30:05,773 - workflow-logger - INFO - Anomaly detection methods: zscore, smad
2024-04-04 03:30:05,773 - workflow-logger - INFO - Variable: sm
2024-04-04 03:30:05,773 - workflow-logger - INFO - Time step for Climatology: month
2024-04-04 03:30:05,773 - workflow-logger - INFO - Date parameters:
2024-04-04 03:30:05,773 - workflow-logger - INFO - Year: [2021, 2021]
2024-04-04 03:30:05,773 - workflow-logger - INFO - Month: [6, 7]
2024-04-04 03:30:06,575 - workflow-logger - INFO - Function run took 4.105276107788086 seconds
2024-04-04 03:30:06,583 - workflow-logger - INFO -
point cell ... smad(2021-6) smad(2021-7)
0 4838920 1395 ... -0.944715 1.252402
1 4841504 1395 ... -0.477110 1.159104
2 4843101 1395 ... -0.625209 1.041969
3 4844088 1395 ... -0.186536 0.941893
4 4845685 1395 ... -0.186146 1.005243
5 4846672 1395 ... -0.045061 0.982845
6 4847282 1395 ... -0.563833 0.718159
7 4848269 1395 ... 0.092623 1.019919
8 4849256 1395 ... -0.083890 0.867412
9 4849866 1395 ... -0.291478 0.923703
[10 rows x 9 columns]
2024-04-04 03:37:09,774 - workflow-logger - INFO -
Workflow started....
2024-04-04 03:37:09,774 - workflow-logger - INFO - Loading grid points for Germany....
2024-04-04 03:37:12,932 - workflow-logger - INFO - Grid points loaded successfully for Germany
2024-04-04 03:37:12,942 - workflow-logger - INFO -
point cell grid lat lon
0 4838920 1395 Fibonacci (6.25 km) 47.344479 10.382991
1 4841504 1395 Fibonacci (6.25 km) 47.377457 10.320685
2 4843101 1395 Fibonacci (6.25 km) 47.397850 10.421497
3 4844088 1395 Fibonacci (6.25 km) 47.410458 10.258380
4 4845685 1395 Fibonacci (6.25 km) 47.430862 10.359192
2024-04-04 03:37:12,942 - workflow-logger - INFO - Running the anomaly detection workflow for Germany....
2024-04-04 03:37:12,943 - workflow-logger - INFO - Workflow parameters:
2024-04-04 03:37:12,943 - workflow-logger - INFO - Anomaly detection methods: zscore, smad
2024-04-04 03:37:12,943 - workflow-logger - INFO - Variable: sm
2024-04-04 03:37:12,943 - workflow-logger - INFO - Time step for Climatology: month
2024-04-04 03:37:12,943 - workflow-logger - INFO - Date parameters:
2024-04-04 03:37:12,943 - workflow-logger - INFO - Year: [2021, 2021]
2024-04-04 03:37:12,943 - workflow-logger - INFO - Month: [6, 7]
2024-04-04 03:37:13,655 - workflow-logger - INFO - Function run took 3.8809845447540283 seconds
2024-04-04 03:37:13,661 - workflow-logger - INFO -
point cell grid lat lon zscore(2021-6) zscore(2021-7) smad(2021-6) smad(2021-7)
0 4838920 1395 Fibonacci (6.25 km) 47.344479 10.382991 -0.876612 1.352159 -0.944715 1.252402
1 4841504 1395 Fibonacci (6.25 km) 47.377457 10.320685 -0.549212 1.611515 -0.477110 1.159104
2 4843101 1395 Fibonacci (6.25 km) 47.397850 10.421497 -0.721812 1.469408 -0.625209 1.041969
3 4844088 1395 Fibonacci (6.25 km) 47.410458 10.258380 -0.428590 1.438613 -0.186536 0.941893
4 4845685 1395 Fibonacci (6.25 km) 47.430862 10.359192 -0.527157 1.375189 -0.186146 1.005243
5 4846672 1395 Fibonacci (6.25 km) 47.443474 10.196074 -0.279785 1.487250 -0.045061 0.982845
6 4847282 1395 Fibonacci (6.25 km) 47.451275 10.460005 -0.965756 1.164680 -0.563833 0.718159
7 4848269 1395 Fibonacci (6.25 km) 47.463894 10.296887 -0.057875 1.505374 0.092623 1.019919
8 4849256 1395 Fibonacci (6.25 km) 47.476517 10.133770 -0.292432 1.218809 -0.083890 0.867412
9 4849866 1395 Fibonacci (6.25 km) 47.484318 10.397699 -0.467977 1.308058 -0.291478 0.923703