Overview

On this section there are notebooks that cluster municipalities time series of dengue cases with different strategies.

Cases and climate variables multivariate clustering

This notebook aims to cluster the Brazilian municipalities considering climate indicators with multivariate clustering techniques.
February 5, 2024 | 15:39:06 +01:00
Raphael Saldanha

Time series features

with scaled cases
This notebook aims to explore time series features of dengue cases that may guide the clustering procedures. Time series features descriptions are quoted from Hyndman et al. (202…
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Scaled cases

This notebook aims to cluster the Brazilian municipalities considering scaled (standardized) dengue cases time-series similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Scaled cases, cumulative

This notebook aims to cluster the Brazilian municipalities considering scaled (standardized) dengue cases time-series similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

SDTW, cumulative and scaled long time series

December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Raw cases, cumulative

This notebook aims to cluster the Brazilian municipalities considering dengue raw cases time-series similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Cumulative time series

This notebook aims to cluster the Brazilian municipalities cumulative yearly dengue cases time-series yearly by its similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Climate variables multivariate clustering

This notebook aims to cluster the Brazilian municipalities considering only climate indicators with multivariate clustering techniques.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Raw cases

This notebook aims to cluster the Brazilian municipalities considering dengue raw cases time-series similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Yearly time series

This notebook aims to cluster the Brazilian municipalities considering yearly dengue cases time-series similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Epi year time series

This notebook aims to cluster the Brazilian municipalities by epidemiological yearly dengue cases time-series yearly (starting on September) by its similarities.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha

Hierarchical clustering

with scaled cases
This notebooks aims to explore hierarchical clustering of municipalities considering scaled dengue cases time series.
December 1, 2023 | 09:07:18 +01:00
Raphael Saldanha
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