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Releases: kode-git/copernicus

0.1.1

07 Jul 13:17
e3ade34

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Data Modelling and Evaluation

  • Adding LSTM forecasting model
  • Adding evaluations
  • Performs predictions for offline visualization

Web Interface

  • Adding filters
  • Adding flag to switch online and offline prediction
  • Adjust marker colors
  • Adjust navbar

Documentation

  • Adding final documentation

0.1.0

07 Jun 15:21

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Initial Exploratory Spatial Data Analysis

  • Download for samples from CDS store via API
  • Uses of NetCDF4 to explore data distribution
  • Features extractions and structure definition

Data Aggregation and Correlation

  • Data transformation for tabular views
  • Applied ADF and KPSS for stationarity
  • Applied VAR to find the best lang for Granger Causality
  • Causal analysis using Granger Causality

Data Modelling and Evaluation

  • Applied Dickey-Fuller test for additional test on discharge
  • Implemented SARIMA model on discharge using its own history
  • Dump of SARIMA model (files in this release)

Web Interface

  • Implemented Interface UI with map and sidebar baseline
  • Implemented point clustering and event trigger on the click
  • Defined baseline functions on the backend
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