brazil-data-cube / code-gallery

A gallery of interesting Jupyter Notebooks based on Brazil Data Cube data and technologies

Brazil Data Cube Code Gallery

This repository contains a gallery of interesting Jupyter Notebooks, R Markdown and scripts based on Brazil Data Cube data and technologies.

Jupyter Notebooks

Data Access through SpatioTemporal Asset Catalog API (STAC)

• Introduction to the SpatioTemporal Asset Catalog. (Python, R)

• Image processing on images obtained through STAC.

Web Time Series Service (WTSS)

• Introduction to the Web Time Series Service (WTSS). (Python, R).

• Web Time Series Service (WTSS) examples. (Python, R).

Web Land Trajectory Service (WLTS)

• Introduction to the Web Land Trajectory Service (WLTS). (Python, R)

• Web Land Trajectory Service (WLTS) examples. (Python).

Land Cover Classification System Service (LCCS)

• Introduction to the Land Cover Classification System Service (LCCS). (Python)

Sample Database (SAMPLE-DB)

• Introduction to the Sample Database (SAMPLE-DB). (Python)

Tile Map Service (BDC-Tiler)

• Introduction to the Tile Map Service (BDC-Tiler). (Python)

Mapping LULC using BDC Data Cubes

• Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products. (R)

R Markdown

Mapping LULC using BDC Data Cubes

• Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products. (R)

Scripts

R

• Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products. (R)

code-gallery's Issues

Update Jupyter notebook BDC-Tiler with AWS OpenData

Since the AWS opendata pr merged, we must update the notebook to work with AWS OpenData BDC Data cubes.

Add support to Binder

Discussion question - collaboration

Hi all,

Who would we talk to about collaboration, data access, etc.?

e.g. https://www.ozminerals.com/operations/pedra-branca/

Migrate stac.py to pystac-client

Update Python STAC notebooks to pystac-client

Update BDC Article code to sits v0.11.0

Update BDC Article code to sits v0.15.X

WTSS R example using access_token

Would be useful if the WTSS (R) jupyters pointed to BDC WTSS URL:
wtss_inpe <- "https://brazildatacube.dpi.inpe.br/wtss"

Since for using BDC collections the access_token is required (not showed on example).

Rwtss::describe_coverage(wtss_inpe, name = "MOD13Q1-6")

ts <- Rwtss::time_series(wtss_inpe,
                         attributes = c("red_reflectance", "NIR_reflectance"), 
                         latitude   = -12.0, 
                         longitude  = -54.0, 
                         name       = "MOD13Q1-6",
                         start_date = "2016-01-01",
                         end_date   = "2016-12-31",
                         token      = "my_personal_access_token")

Binder Code does not run successfully

I have tried running the code and it generates the error below (I tried other collections as well)...