0.1.1

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

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