diff --git a/.renku/datasets/a31a4922-5cbd-4d8e-bee3-435b1fd85282/metadata.yml b/.renku/datasets/a31a4922-5cbd-4d8e-bee3-435b1fd85282/metadata.yml
index 41e2e4f2ec9ec621bab4e68a194d6f57262b68ed..ddded2356135fc22bcad70d9b01fa28c2643f447 100644
--- a/.renku/datasets/a31a4922-5cbd-4d8e-bee3-435b1fd85282/metadata.yml
+++ b/.renku/datasets/a31a4922-5cbd-4d8e-bee3-435b1fd85282/metadata.yml
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-- '@id': https://renkulab.io/blob/3dd6cc238b28752067a6bccb20a745c886d143c1/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/t2m/1.0.1.0.0
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-- '@id': https://renkulab.io/blob/3dd6cc238b28752067a6bccb20a745c886d143c1/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/t2m/2.0.0.0.0
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-- '@id': https://renkulab.io/blob/3dd6cc238b28752067a6bccb20a745c886d143c1/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0
+- '@id': https://renkulab.io/blob/287a344999c046a67b53ffb8fdf9b75ccae053a4/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0
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@@ -736,20 +266,20 @@
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-- '@id': https://renkulab.io/blob/3dd6cc238b28752067a6bccb20a745c886d143c1/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.1.0.0
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+  - '@value': '2021-06-19T16:33:19.990475+00:00'
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   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -3920,7 +3429,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:36.225140+00:00'
+  - '@value': '2021-06-19T16:33:18.952434+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -3941,7 +3450,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:36.017112+00:00'
+  - '@value': '2021-06-19T16:33:18.801653+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -3962,7 +3471,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:38.260932+00:00'
+  - '@value': '2021-06-19T16:33:20.413145+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -3983,7 +3492,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:38.052741+00:00'
+  - '@value': '2021-06-19T16:33:20.263473+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4004,7 +3513,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:35.012863+00:00'
+  - '@value': '2021-06-19T16:33:18.165848+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4025,7 +3534,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:34.802171+00:00'
+  - '@value': '2021-06-19T16:33:18.016127+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4046,7 +3555,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:35.563322+00:00'
+  - '@value': '2021-06-19T16:33:18.529876+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4067,7 +3576,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:35.348613+00:00'
+  - '@value': '2021-06-19T16:33:18.402606+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4088,7 +3597,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:37.141818+00:00'
+  - '@value': '2021-06-19T16:33:19.607994+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4109,7 +3618,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:36.810846+00:00'
+  - '@value': '2021-06-19T16:33:19.371184+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4130,7 +3639,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:25.527256+00:00'
+  - '@value': '2021-06-19T16:32:05.706065+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4151,7 +3660,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:23.838561+00:00'
+  - '@value': '2021-06-19T16:32:04.901350+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4172,7 +3681,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:26.191602+00:00'
+  - '@value': '2021-06-19T16:32:06.122328+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4193,7 +3702,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:25.987541+00:00'
+  - '@value': '2021-06-19T16:32:05.976012+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4214,7 +3723,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:22.661405+00:00'
+  - '@value': '2021-06-19T16:32:04.209267+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4235,7 +3744,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:22.450943+00:00'
+  - '@value': '2021-06-19T16:32:04.064784+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4256,7 +3765,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:23.245139+00:00'
+  - '@value': '2021-06-19T16:32:04.597262+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4277,7 +3786,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:23.010858+00:00'
+  - '@value': '2021-06-19T16:32:04.434072+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4298,7 +3807,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:50:24.836417+00:00'
+  - '@value': '2021-06-19T16:32:05.365509+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4319,7 +3828,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:45.448590+00:00'
+  - '@value': '2021-06-19T16:36:50.823288+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4340,7 +3849,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:45.263981+00:00'
+  - '@value': '2021-06-19T16:36:50.655269+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4361,7 +3870,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:44.098002+00:00'
+  - '@value': '2021-06-19T16:36:49.783626+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4382,7 +3891,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:43.881840+00:00'
+  - '@value': '2021-06-19T16:36:49.615718+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4403,7 +3912,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:42.962638+00:00'
+  - '@value': '2021-06-19T16:36:48.962132+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4424,7 +3933,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:45.818532+00:00'
+  - '@value': '2021-06-19T16:36:51.259416+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4445,7 +3954,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:45.697941+00:00'
+  - '@value': '2021-06-19T16:36:51.093550+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4466,7 +3975,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:42.070726+00:00'
+  - '@value': '2021-06-19T16:36:48.169175+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4487,7 +3996,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:41.803767+00:00'
+  - '@value': '2021-06-19T16:36:47.998956+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4508,7 +4017,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:42.612611+00:00'
+  - '@value': '2021-06-19T16:36:48.612708+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4529,7 +4038,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:42.396322+00:00'
+  - '@value': '2021-06-19T16:36:48.441773+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4550,7 +4059,7 @@
   - http://schema.org/DigitalDocument
   - http://www.w3.org/ns/prov#Entity
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:51:44.528606+00:00'
+  - '@value': '2021-06-19T16:36:50.106176+00:00'
   http://schema.org/isPartOf:
   - '@id': https://renkulab.io/projects/aaron.spring/s2s-ai-challenge-template
   http://schema.org/name:
@@ -4565,7 +4074,7 @@
   - '@value': false
   https://swissdatasciencecenter.github.io/renku-ontology#source:
   - '@value': data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/valid_time/.zarray
-- '@id': https://renkulab.io/datasets/d8737aec-5389-4f1b-9b46-92d164c000bd
+- '@id': https://renkulab.io/datasets/e5c7d143-70c7-41a5-86e4-6f86ea2d17f3
   '@type':
   - http://purl.org/wf4ever/wfprov#Artifact
   - http://schema.org/Dataset
@@ -4575,7 +4084,7 @@
   http://schema.org/creator:
   - '@id': mailto:aaron.spring@mpimet.mpg.de
   http://schema.org/dateCreated:
-  - '@value': '2021-06-19T10:52:12.231748+00:00'
+  - '@value': '2021-06-19T16:43:56.119290+00:00'
   http://schema.org/description:
   - '@value': "This renku dataset s2s-ai-challenge contains preprocessed files used
       for training and verification of the [s2s-ai-challenge](https://s2s-ai-challenge.github.io/).\n\nContents:
@@ -4591,224 +4100,200 @@
       \_ \_ \_- `ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc`\n\nNotebook
       to create this renku dataset: https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/blob/master/notebooks/renku_datasets_biweekly.ipynb"
   http://schema.org/hasPart:
-  - '@id': https://renkulab.io/blob/aedf4ec54bd055462ccd752c6a2c7231400e9589/data/ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc
-  - '@id': https://renkulab.io/blob/88ea873a387d2b37c357998bc10e8e222e411b1d/data/hindcast-like-observations_2000-2019_biweekly_tercile-edges.nc
-  - '@id': https://renkulab.io/blob/31a62cf975549cbaa601d1c8b120ccc2b8c7eb94/data/forecast-like-observations_2020_biweekly_terciled.nc
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/lead_time/.zattrs
+  - '@id': https://renkulab.io/blob/76645b2dcb81316bc8bccab23902b94c4e934164/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/lead_time/.zattrs
   - '@id': https://renkulab.io/blob/f657c79f1144f25a69bb086ea5f1ea15dc080363/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/lead_time/0
   - '@id': https://renkulab.io/blob/f657c79f1144f25a69bb086ea5f1ea15dc080363/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/lead_time/.zarray
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/longitude/.zattrs
+  - '@id': https://renkulab.io/blob/76645b2dcb81316bc8bccab23902b94c4e934164/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/longitude/.zattrs
   - '@id': https://renkulab.io/blob/f657c79f1144f25a69bb086ea5f1ea15dc080363/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/longitude/0
   - '@id': https://renkulab.io/blob/f657c79f1144f25a69bb086ea5f1ea15dc080363/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/longitude/.zarray
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/.zmetadata
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/forecast_time/.zattrs
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/forecast_time/0
+  - '@id': https://renkulab.io/blob/e633dda68755c2efb0e6d7a97c4065d9fa5e6c6b/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/.zmetadata
+  - '@id': https://renkulab.io/blob/76645b2dcb81316bc8bccab23902b94c4e934164/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/forecast_time/.zattrs
+  - '@id': https://renkulab.io/blob/e633dda68755c2efb0e6d7a97c4065d9fa5e6c6b/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/forecast_time/0
   - '@id': https://renkulab.io/blob/f657c79f1144f25a69bb086ea5f1ea15dc080363/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/forecast_time/.zarray
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/0.0.0.0
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/0.1.0.0
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/.zattrs
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/.zarray
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/valid_time/0.0
-  - '@id': https://renkulab.io/blob/2049706d781b36f04e2b309728f2bc02f2e4fe0a/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/valid_time/.zattrs
+  - '@id': https://renkulab.io/blob/e633dda68755c2efb0e6d7a97c4065d9fa5e6c6b/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/0.0.0.0
+  - '@id': https://renkulab.io/blob/e633dda68755c2efb0e6d7a97c4065d9fa5e6c6b/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/0.1.0.0
+  - '@id': https://renkulab.io/blob/76645b2dcb81316bc8bccab23902b94c4e934164/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/.zattrs
+  - '@id': https://renkulab.io/blob/e633dda68755c2efb0e6d7a97c4065d9fa5e6c6b/data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/tp/.zarray
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index fc72b0de3cccc0509217e6f4d370227ea6b37870..26c7a3dfbecb4daeda7c729bef7c5931357e8ec8 100644
--- a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/.zarray
+++ b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/.zarray
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0
index 8d19e9ed64264d206903232e2195d0795ee8dea9..b5b4a63c291499322b0a796ec3c97f1375d731d1 100644
--- a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0
+++ b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.0.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.1.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.1.0.0
index 7e61ecefe25ed16ff67247b976a7544e1bd58f58..09e9a910adb9a14563d8100c0481a9019e892865 100644
--- a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.1.0.0
+++ b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/0.0.1.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/1.0.0.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/1.0.0.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/1.0.1.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/1.0.1.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/2.0.0.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/2.0.0.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/2.0.1.0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/2.0.1.0.0
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+++ b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/tp/2.0.1.0.0
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diff --git a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/valid_time/0.0 b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/valid_time/0.0
index 42f87d9c5ca03bcbb0caf0130bd977ec485bc18b..461cf915b89d9f348de119016bf88d5040e5273c 100644
--- a/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/valid_time/0.0
+++ b/data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/valid_time/0.0
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diff --git a/notebooks/data_access/IRIDL.ipynb b/notebooks/data_access/IRIDL.ipynb
index 08a19b1587110d6ee5b487fdd7362a7cdea84d92..f4c6f708a8db285b5a311fa4ab72ab6cd4cb7e98 100644
--- a/notebooks/data_access/IRIDL.ipynb
+++ b/notebooks/data_access/IRIDL.ipynb
@@ -119,7 +119,7 @@
    ],
    "source": [
     "%%writefile /work/s2s-ai-challenge-template/.cookie_iridl\n",
-    "Set-Cookie: __dlauth_id=6d3f0d342e1bdd448b287481f6d7989673305eeba2fa65fabb2709e2d76101b21ae816ffe0560b1a25ed3c8d0bf8884eab7d4bc2; domain=.iridl.ldeo.columbia.edu"
+    "Set-Cookie: __dlauth_id=get_from_browser; domain=.iridl.ldeo.columbia.edu"
    ]
   },
   {
diff --git a/notebooks/renku_datasets_biweekly.ipynb b/notebooks/renku_datasets_biweekly.ipynb
index 737f252d02f2617255f0637e25e1d13b3e5432ff..e9c0573b4dc193de9a9c89444f35259f4c557d94 100644
--- a/notebooks/renku_datasets_biweekly.ipynb
+++ b/notebooks/renku_datasets_biweekly.ipynb
@@ -17,6 +17,7 @@
     "- These renku datasets are then used in notebooks:\n",
     "    - `ML_train_and_predict.ipynb` to train the ML model and do ML-based predictions\n",
     "    - `RPSS_verification.ipynb` to calculate RPSS of the ML model\n",
+    "    - `mean_bias_reduction.ipynb` to remove the mean bias and \n",
     "\n",
     "Requirements:\n",
     "- [`climetlab`](https://github.com/ecmwf/climetlab)\n",
@@ -45,37 +46,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Climetlab version : 0.8.0\n",
-      "Climetlab-s2s-ai-challenge plugin version : 0.6.7\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING: ecmwflibs universal: cannot find a library called MagPlus\n",
-      "/work/mh0727/m300524/conda-envs/s2s-ai/lib/python3.7/site-packages/climetlab/plotting/drivers/magics/actions.py:36: UserWarning: Magics library could not be found\n",
-      "  warnings.warn(str(e))\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<xarray.core.options.set_options at 0x2b4cbd09de10>"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import xarray as xr\n",
@@ -93,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -115,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -133,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -217,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -251,6 +224,8 @@
     "                ds_biweekly[parameter] = ds.map(aggregate_biweekly)[parameter]\n",
     "\n",
     "            ds_biweekly = ds_biweekly.map(ensure_attributes, biweekly=True)\n",
+    "            \n",
+    "            ds_biweekly = ds_biweekly.sortby('forecast_time')\n",
     "\n",
     "        if 'test' in dsl:\n",
     "            ds_biweekly = ds_biweekly.chunk('auto')\n",
@@ -275,7 +250,7 @@
     "\n",
     "        # pattern: {model_if_not_observations}{observations/forecast/hindcast}_{time}_biweekly_deterministic.zarr\n",
     "        zp = f'{cache_path}/{name}_{time}_biweekly_deterministic.zarr'\n",
-    "        ds_biweekly.attrs.update({'postprocessed':'by https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/blob/master/notebooks/renku_datasets_biweekly.ipynb'})\n",
+    "        ds_biweekly.attrs.update({'postprocessed_by':'https://renkulab.io/gitlab/aaron.spring/s2s-ai-challenge-template/-/blob/master/notebooks/renku_datasets_biweekly.ipynb'})\n",
     "        print(f'save to: {zp}')\n",
     "        ds_biweekly.astype('float32').to_zarr(zp, consolidated=True, mode='w')"
    ]
@@ -1179,9 +1154,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python [conda env:s2s-ai]",
    "language": "python",
-   "name": "python3"
+   "name": "conda-env-s2s-ai-py"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1193,7 +1168,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.7.10"
   },
   "toc-autonumbering": true
  },
diff --git a/update_renku_dataset.sh b/update_renku_dataset.sh
index 2c31bf3de248493fec5859797c50541cfd799484..618d04f9fa0a1b9f2b540448df671b3e78f51982 100644
--- a/update_renku_dataset.sh
+++ b/update_renku_dataset.sh
@@ -1,23 +1,38 @@
 
+echo remove previous zarrs from renku dataset
+
+renku dataset unlink s2s-ai-challenge --include "data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr/**/**" -y
+
+renku dataset unlink s2s-ai-challenge --include "data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr/**/**" -y
+
+renku dataset unlink s2s-ai-challenge --include "data/ecmwf_hindcast-input_2000-2019_biweekly_deterministic.zarr/**/**" -y
+
+renku dataset unlink s2s-ai-challenge --include "data/forecast-like-observations_2020_biweekly_deterministic.zarr/**/**" -y
+
+renku dataset unlink s2s-ai-challenge --include "data/ecmwf_forecast-input_2020_biweekly_deterministic.zarr/**/**" -y
+
+renku dataset unlink s2s-ai-challenge --include "data/**/**" -y
+
+
 # observations and derived
-renku dataset add -o s2s-ai-challenge data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr
+renku dataset add s2s-ai-challenge data/hindcast-like-observations_2000-2019_biweekly_deterministic.zarr
 
-renku dataset add -o s2s-ai-challenge data/forecast-like-observations_2020_biweekly_deterministic.zarr
+renku dataset add s2s-ai-challenge data/forecast-like-observations_2020_biweekly_deterministic.zarr
 
-renku dataset add -o s2s-ai-challenge data/hindcast-like-observations_2000-2019_biweekly_tercile-edges.nc
+renku dataset add s2s-ai-challenge -o data/hindcast-like-observations_2000-2019_biweekly_tercile-edges.nc
 
-renku dataset add -o s2s-ai-challenge data/forecast-like-observations_2020_biweekly_terciled.nc
+renku dataset add s2s-ai-challenge -o data/forecast-like-observations_2020_biweekly_terciled.nc
 
-renku dataset add -o s2s-ai-challenge data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr
+renku dataset add s2s-ai-challenge data/hindcast-like-observations_2000-2019_biweekly_terciled.zarr
 
 # benchmark
-renku dataset add -o s2s-ai-challenge data/ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc
+renku dataset add s2s-ai-challenge -o data/ecmwf_recalibrated_benchmark_2020_biweekly_terciled.nc
 
 # forecast / hindcast
 for center in ecmwf; do
-    renku dataset add -o s2s-ai-challenge data/${center}_hindcast-input_2000-2019_biweekly_deterministic.zarr
+    renku dataset add s2s-ai-challenge data/${center}_hindcast-input_2000-2019_biweekly_deterministic.zarr
 
-    renku dataset add -o s2s-ai-challenge data/${center}_forecast-input_2020_biweekly_deterministic.zarr
+    renku dataset add s2s-ai-challenge data/${center}_forecast-input_2020_biweekly_deterministic.zarr
 
 done
 
@@ -25,4 +40,4 @@ renku dataset ls-files s2s-ai-challenge
 
 renku dataset ls-tags s2s-ai-challenge
 
-echo consider new tag: renku dataset tag -d description s2s-ai-challenge 0.x
\ No newline at end of file
+echo consider new tag: renku dataset tag -d description s2s-ai-challenge 0.x