https://github.com/jshinm/nnsa-geospatial-analysis

Geospatial visualization and analysis of Fukushima datasets created by NNSA
https://github.com/jshinm/nnsa-geospatial-analysis

data-science geospatial-analysis geospatial-visualization machine-learning predictive-modeling

Last synced: about 1 year ago
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Geospatial visualization and analysis of Fukushima datasets created by NNSA

• Host: GitHub
• URL: https://github.com/jshinm/nnsa-geospatial-analysis
• Owner: jshinm
• License: mit
• Created: 2022-06-18T20:32:21.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2022-06-21T08:02:07.000Z (almost 4 years ago)
• Last Synced: 2025-02-10T01:15:49.246Z (over 1 year ago)
• Topics: data-science, geospatial-analysis, geospatial-visualization, machine-learning, predictive-modeling
• Language: Jupyter Notebook
• Homepage:
• Size: 9.87 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# NNSA-geospatial-analysis

 

# Overview

Geospatial visualization and analysis of Fukushima datasets created by NNSA.

# Introduction

National Nuclear Security Administration (NNSA) published 3 datasets that involves Fukushima nuclear disaster occurred in 2011 at Fukushima, Japan. These datasets measure aerial radioactive traces of different radio-isotopes (e.g., iodine-131) surveying the local area over time. The first dataset measures thallium activated sodium iodine (NAI(T)) crytals off the east coast of Japan on three separate flights dated 4/5, 4/18, 5/9 of 2011. The second dataset represents the ground deposition of Iodine-131 indicating surface contamination measured from 2-3 April 2011. The last dataset is the radiation data in DOE/NNSA response to the Fukushima incident measuring NaI(T) crystals emitting radiation between 17-19 March 2011.

# Main Notebooks

Some sections of the notebooks use plotly for interactive visualization which renders properly in nbviewer.

- NNSA Geospatial Visual Analysis ([nbviewer](https://nbviewer.org/github/jshinm/NNSA-geospatial-analysis/blob/main/NNSA-geospatial-visual-analysis.ipynb))

    

    

- NNSA Geospatial Predictive Analytic + EDA ([notebook](https://github.com/jshinm/NNSA-geospatial-analysis/blob/main/NNSA-geospatial-predictive-analytic.ipynb))

    

    

# Data Catalogs

- https://catalog.data.gov/dataset/us-doe-nnsa-response-to-2011-fukushima-incident-at-sea-aerial-data

- https://catalog.data.gov/dataset/us-doe-nnsa-response-to-2011-fukushima-incident-iodine-131-aerial-data-analysis

- https://catalog.data.gov/dataset/us-doe-nnsa-response-to-2011-fukushima-incident-march-2011-aerial-data

# Documentations

- https://www.energy.gov/sites/prod/files/2013/10/f3/AMS%20C12%20Sea%20Data%20Dictionary.pdf

- https://www.energy.gov/sites/prod/files/2014/05/f16/Iodine%20Deposition%20from%20Early%20Aerial%20Surveys.pdf

- https://www.energy.gov/sites/prod/files/NNSADataRepositoryGuide_0.pdf

# Future Updates

- analysis notebook (unsupervised methods)

- aws integration

- build and delpoy with docker