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ardieorden avatar ardieorden commented on June 7, 2024

@issa-tingzon The nighttime lights data are uploaded to BQ which might help in closing up this issue.

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Nitin-Mane avatar Nitin-Mane commented on June 7, 2024

Can you please share the CSV File through the drive as the link you have given doesn't have any dataset in that file.

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ardieorden avatar ardieorden commented on June 7, 2024

Hi @mnitin59 , here's the link to the CSV file for the nighttime lights data:

https://drive.google.com/file/d/1aQdTEF8G1WsBYbA6iDkPvvZj8gWHIduh/view?usp=sharing

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Nitin-Mane avatar Nitin-Mane commented on June 7, 2024

Thank you for the file.

Actually, I'm looking for the Survey Model process and interested to know which data is used for implementing the model. As I can see the data merged in between for correlation process.
Can you give help on guiding and giving access to the Google Cloud Storage Section code for dhs_features.csv, dhs_indicators.csv, osm_roads.csv, osm_buildings.csv files for Clustering Data Analysis?
I would be happy to work on this project and explore new things if possible.

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ardieorden avatar ardieorden commented on June 7, 2024

@ibtingzon @issa-tingzon You can just make a PR to include the notebook which demonstrates the DHS preprocessing and clustering methodology

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Nitin-Mane avatar Nitin-Mane commented on June 7, 2024

@ardieorden Thank you for the information. Actually, I have created an account and requested for DHS Datasets many times but DHS Website has not approved my project proposal.
Can you guide on any alternative options?

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Nitin-Mane avatar Nitin-Mane commented on June 7, 2024

@ardieorden I have checked with the survey model and would like to process all models.
I would be trying to plot the geopanda mapping on the model which can show the prediction scale with the color format. Can you provide data resources for the following files?
nightlights.csv, nightlights_unstacked.csv, nightlights_bins.csv, nightlights_train.csv, nightlights_train_bal.csv, nightlights_val.csv, report.csv, nightlights_summary_stats.csv, model.pt, Test images for sanity checking purposes, osm_pois.csv.
dhs_provinces.csv, dhs_regions.csv (Links)

I would be thankful for your guidance and resources help.

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issa-tingzon avatar issa-tingzon commented on June 7, 2024

@mnitin59
Nightlights dataset can be found here.
You can generate nightlights_unstacked.csv, nightlights_bins.csv, nightlights_train.csv, nightlights_train_bal.csv, and nightlights_val.csv by running 02_lights_eda.ipynb.
model.pt can be generated by running transfer_learning_script.py.
Test images are in this folder.

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Nitin-Mane avatar Nitin-Mane commented on June 7, 2024

@ibtingzon Thank you very much! :)

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