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11 changes: 5 additions & 6 deletions benchmarks/cloudmask/README.md
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Expand Up @@ -113,21 +113,20 @@ cd science/benchmarks/cloudmask

## Data

The dataset is about 180GB and made up of two parts: reflectance and
The dataset is made up of two parts: reflectance and
brightness temperature. The reflectance is captured across six
channels with the resolution of 2400 x 3000 pixels, and the brightness
temperature is captured across three channels with the resolution of
1200 x 1500 pixels. The training files are in the "one-day" folder
(163GB) and the files used for inferencing are in "ssts" folder
(17GB), see `cloudMaskConfig.yaml`.The datasets can be downloaded from
1200 x 1500 pixels. The total size of training files is
163GB and the size of inferencing is 17GB, see `cloudMaskConfig.yaml`.The datasets can be downloaded from
the STFC server by using these commands:

```bash
mkdir -p data/ssts
mkdir -p data/one-day
pip install awscli
aws s3 --no-sign-request --endpoint-url https://s3.echo.stfc.ac.uk sync s3://sciml-datasets/es/cloud_slstr_ds1/one-day ./data/one-day
aws s3 --no-sign-request --endpoint-url https://s3.echo.stfc.ac.uk sync s3://sciml-datasets/es/cloud_slstr_ds1/ssts ./data/ssts
aws s3 --no-sign-request --endpoint-url https://s3.echo.stfc.ac.uk sync s3://sciml-datasets/es/cloud_slstr_ds1/inference ./data/inference
aws s3 --no-sign-request --endpoint-url https://s3.echo.stfc.ac.uk sync s3://sciml-datasets/es/cloud_slstr_ds1/training ./data/training
```


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