Iwmi volume

[mickwelli]

Proposed changes

PR for the volume calculation notebook prepared by IWMI.

Checklist (replace [ ] with [x] to check off)

• Remove any unused Python packages from Load packages
• Remove any unused/empty code cells
• Remove any guidance cells (e.g. General advice)
• Ensure that all code cells follow the PEP8 standard for code. The jupyterlab_code_formatter tool can be used to format code cells to a consistent style: select each code cell, then click Edit and then one of the Apply X Formatter options (YAPF or Black are recommended)
• Include relevant tags in the first notebook cell and re-use tags if possible
• Ensure appropriate colour schemes have been used to maximise accessibility for vision impairment. Test your images or learn more with Coblis or TPGI
• Clear all outputs, run notebook from start to finish, and save the notebook in the state where all cells have been sequentially evaluated

Closes issues (optional)

• Closes Issue #000

[nanaboamah89]

Great work by the IWMI team! I have made some update to the notebook. If the notebook is divided into five separate notebooks it will improve its structure:

1. Ends at the data processing stage.
2. Starts from data processing and ends at model preparation and training.
3. Starts from model preparation and training and ends at data preparation and feature selection.
4. Starts from data preparation and ends at feature selection, prediction of dam levels, and conversion to volumes using the rating curve.
5. Covers the prediction of dam levels and conversion to volumes using the rating curve.

The Embed into project background section can be added to the Background at the beginning of the notebook. The References should come before the Additional Information.

[nanaboamah89]

Great work, made some minor changes to it, aside that everything is fine.

[lisarebelo]

Great to have this collection of notebooks developed. They are well laid out and presented. A few minor edits:

01:
Under Analysis parameters - it is mentioned that the geohash can be found from Maps - add a link to waterbodies in Maps

All notebooks:

• under Analysis Parameters (01) add of to "geohash a waterbody"
• DEA is Digital Earth Australia. Please change all references from DEA to DE Africa in all notebooks
• It is not clear what the last heading means "Embed into project background:" - it seems to be an acknowledgement? The title needs editing.

[KayathriIWMI]

Hi @lisarebelo, thank you for your time and support in reviewing.
Regarding the comment "Embed into project background:", would it be alright if I rephrase it as "Project Background" for clarity?

[lisarebelo]

Hi @lisarebelo, thank you for your time and support in reviewing. Regarding the comment "Embed into project background:", would it be alright if I rephrase it as "Project Background" for clarity?

Yes that would work, thanks @KayathriIWMI