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Working space for BlueCloud demontrator 3 - Lops Task
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Comparing normalisations for Ocean Regimes #58

Closed AndreaGarciaJuan closed 3 years ago

AndreaGarciaJuan commented 3 years ago

Different normalisations have been applied to different kinds of data in order to choose the most pertinent.

AndreaGarciaJuan commented 3 years ago

For chlorophyll data in Mediterranean we have tryed the StandardScaler, MinMaxScaler and Normalizer: StandardScaler Capture d'écran de 2021-01-27 10-43-36 Capture d'écran de 2021-01-27 10-43-22

MinMaxScaler Capture d'écran de 2021-02-03 18-15-12 Capture d'écran de 2021-02-03 18-15-45

Normalizer Capture d'écran de 2021-02-03 18-02-20 Capture d'écran de 2021-02-03 18-02-35

AndreaGarciaJuan commented 3 years ago

We contacted Fabrizio d'Ortenzio and Nicolas Mayot asking for advise (using this power point as support: https://drive.google.com/file/d/1pzj_vixyjDkmiBGGXrB-muTDEBlGVlBj/view?usp=sharing).

AndreaGarciaJuan commented 3 years ago

We also check the different normalisations using temperature data in North Atlantique:

StandardScaler Capture d'écran de 2021-02-16 18-21-21 Capture d'écran de 2021-02-16 18-21-44

Normalizer Capture d'écran de 2021-02-16 18-24-20 Capture d'écran de 2021-02-16 18-24-32

AndreaGarciaJuan commented 3 years ago

We decided that the StandardScaler is the best way to take into account different variables