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rcrc-data-science

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Collection of data science projects in the Red Cross Red Crescent Movement. Advanced analytics, algorithms, ML, AI.

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# RCRC Data Science
Collection of [data science](#datascience) projects and resources in the IFRC network, roughly divided by area of application. Its main purpose is to raise awareness of what other National Societies are doing to motivate bilateral exchanges. If there is any error in the information provided please [open an issue](https://github.com/IFRCGo/rcrc-data-science/issues). If you want to add a new project, <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;&#44;&#112;&#97;&#111;&#108;&#97;&#46;&#121;&#101;&#108;&#97;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">send us an email</a> or [open a pull request](https://github.com/IFRCGo/rcrc-data-science/pulls).

## 1. Disasters, Climate and Crises
| Project | Description | RCRC Member | Team |
| --------------- | :-----: | :-----: | :----- |
| COVID-19 Vulnerability Index | Identify areas vulnerable to the effects of COVID-19. Code available [here](https://github.com/britishredcrosssociety/covid-19-vulnerability).| British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here</a>.|
| Resilience Index | Resilience Index combining vulnerability and capacity to cope for UK geographies. Code available [here](https://github.com/britishredcrosssociety/resilience-index).| British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| Impact Based forecasting (IBF) System |  Trigger, manage and execute RCRC Early Action Protocols (EAP) for natural disasters. Currently supporting several forecasting models ([flood](https://github.com/rodekruis/IBF_FLOOD_PIPELINE), [heavy rainfall](https://github.com/rodekruis/IBF-rainfall-pipeline), [tropical cyclone](https://github.com/rodekruis/Typhoon-Impact-based-forecasting-model), [dengue](https://github.com/rodekruis/IBF-dengue-model)). Code available [here](https://github.com/rodekruis/IBF-system).| Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Classification of DREF Lessons Learnt|  Classify lessons learnt according to [PER](https://www.ifrc.org/disaster-preparedness) categories. Code available [here](https://github.com/IFRCGo/DREF-NLP). | IFRC | Information Management. Contact <a href="mailto:&#112;&#97;&#111;&#108;&#97;&#46;&#121;&#101;&#108;&#97;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |
| Social Media Analysis  | Collect and analyze social media messages. Code available [here](https://github.com/rodekruis/social-media-listening). | Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Building Detection Model | Automated Building Detection Model from Satellite Images. Code available [here](https://github.com/rodekruis/automated-building-detection).| Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Damage Assessment Model |  Automated Damage Assessment from Satellite Images. Code available [here](https://github.com/rodekruis/caladrius).| Netherlands Red Cross  | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Damage Assessment Model |  Automated Damage Assessment from Street level Images. | American Red Cross | Data and Tech. Contact [here](mailto:daniel.joseph@redcross.org). |
| Building Material Classification  | Building material classification from street-level imagery (Mapillary). Code available [here](https://github.com/rodekruis/building-material-classification). | Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Migration flow prediction | Prediction of migration flow through Europe [exercise](https://medium.com/@Simon_B_Johnson/predicting-migration-flow-through-europe-3b93b0482fcd). Code available [here](https://github.com/SimonbJohnson/greece-15-migration-routes) | British Red Cross | SIMS support. Contact [here](https://twitter.com/Simon_B_Johnson). |
| Summarization of response documents  | Summarization of documents and news articles related with the response-stage of a disaster. Code available [here](https://github.com/IFRCGo/summarization-humanitarian-documents) | IFRC | Information Management. Contact <a href="mailto:&#112;&#97;&#111;&#108;&#97;&#46;&#121;&#101;&#108;&#97;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |
| Ukraine Analyses | Analyses relating to how the Ukraine conflict has and could impact the UK. This includes a simulation-based approach to predicting arrivals and a housing insecurity Index. Code available [here](https://github.com/britishredcrosssociety/ukraine-analyses). | British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| Poland property analysis | Pulled data on prices of rental properties from Polish property listing sites, to provide data on price and availability for the shelter cluster in Poland, in response to the Ukraine crisis. Github [here](https://github.com/IFRCGo/Poland-Property-Web-Scraper). | IFRC Geneva | Rapid response information management. Contact <a href="mailto:&#97;&#108;&#101;&#120;&#97;&#110;&#100;&#114;&#97;&#46;&#104;&#111;&#119;&#101;&#115;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |

## 2. Health and Care
| Project | Description | RCRC Member | Team |
| --------------- | :-----: | :-----: | :----- |
| Community-Based Surveillance (CBS) | A platform that allows real-time detection, reporting, aggregation, and analysis of information on community health risks. Code available [here](https://github.com/nyss-platform-norcross/nyss)| Norwegian Red Cross | CBS, Health,-. Contact <a href="mailto:&#116;&#111;&#114;&#100;&#97;&#114;&#46;&#116;&#111;&#109;&#109;&#101;&#114;&#118;&#105;&#107;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#111;">here</a>. |
| Health Inequalities Explorer | An open access [web app](https://britishredcross.shinyapps.io/health-inequalities-explorer/) to explore location based health inequalities across different UK geographies. Code available [here](https://github.com/britishredcrosssociety/health-inequalities-explorer).| British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| NHS Capacity Analysis | National Health System performance for specific areas in UK. Code available [here](https://github.com/britishredcrosssociety/nhs-capacity).| British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| Left Behind Areas | A Shiny web app to visualise left-behind areas, which are places high in deprivation, and low in social infrastructure. Code available [here](https://github.com/britishredcrosssociety/left-behind-areas). | British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| Trust Discharge Criteria | Shiny app to explore patients not meeting criteria to reside in English NHS Trusts. Code available [here](https://github.com/britishredcrosssociety/trust-discharge-criteria). | British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here.</a>|
| Hb prediction | Blood donor hemoglobin predictor wrapped in a Docker container. Code available [here](https://github.com/FRCBS/Hb_predictor_container)| Finnish Red Cross | Blood Service R&D. Contact <a href="mailto:&#109;&#105;&#107;&#107;&#111;&#46;&#97;&#114;&#118;&#97;&#115;&#64;&#118;&#101;&#114;&#105;&#112;&#97;&#108;&#118;&#101;&#108;&#117;&#46;&#102;&#105;">here</a>. |
| Blood demand forecast | Blood demand forecast based on timeseries analysis. Code available [here](https://github.com/FRCBS/production_forecasts)| Finnish Red Cross | Blood Service R&D. Contact <a href="mailto:&#109;&#105;&#107;&#107;&#111;&#46;&#97;&#114;&#118;&#97;&#115;&#64;&#118;&#101;&#114;&#105;&#112;&#97;&#108;&#118;&#101;&#108;&#117;&#46;&#102;&#105;">here</a>. |
| Blood donor comparison | Simple comparison of blood donors populations across countries. Code available [here](https://github.com/FRCBS/IronManagementPolicyComparison)| Finnish Red Cross | Blood Service R&D. Contact <a href="mailto:&#109;&#105;&#107;&#107;&#111;&#46;&#97;&#114;&#118;&#97;&#115;&#64;&#118;&#101;&#114;&#105;&#112;&#97;&#108;&#118;&#101;&#108;&#117;&#46;&#102;&#105;">here</a>. |

## 3. National Society Development
| Project | Description | RCRC Member | Team |
| --------------- | :-----: | :-----: | :----- |
| Marketing Optimization Systems | Recommendation of projects to donors to maximise possible donations.| Australian Red Cross | Data Science and Analytics. Contact <a href="mailto:&#109;&#115;&#97;&#109;&#97;&#114;&#97;&#119;&#105;&#99;&#107;&#114;&#97;&#109;&#97;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#97;&#117;">here</a>. |
| Churn prediction modeling | It's a predictive model that estimates the propensity the donors have to stop making donations. | Australian Red Cross | Data Science and Analytics. Contact <a href="mailto:&#109;&#115;&#97;&#109;&#97;&#114;&#97;&#119;&#105;&#99;&#107;&#114;&#97;&#109;&#97;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#97;&#117;">here</a>. |
| National Society Data - Python library | Pulls together data on National Societies/ countries, and processes the data into a consistent format for analysis or visualisation. Get access on Github [here](https://github.com/IFRC-NSD/IFRC-National-Society-Data). | IFRC Geneva | National Society Development. Contact <a href="mailto:&#97;&#108;&#101;&#120;&#97;&#110;&#100;&#114;&#97;&#46;&#104;&#111;&#119;&#101;&#115;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |
| Document Keyword Searcher | GUI application to search for keywords or key phrases in IFRC or other documents. Get access on Github [here](https://github.com/IFRC-NSD/Keyword-Searcher). | IFRC Geneva | National Society Development. Contact <a href="mailto:&#97;&#108;&#101;&#120;&#97;&#110;&#100;&#114;&#97;&#46;&#104;&#111;&#119;&#101;&#115;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |

## 4. Inclusion, Protection and Engagement
| Project | Description | RCRC Member | Team |
| --------------- | :-----: | :-----: | :----- |
| Anonymization App | Remove Personally Identifiable Information (PII) from text. Code available [here](https://github.com/rodekruis/anonymization-app). | Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Retrieval of Disability-related content | [Scrapping](https://ifrcorg.sharepoint.com/sites/IFRCSharing/Shared%20Documents/Forms/AllItems.aspx?FolderCTID=0x0120009C92201A3C85924CA2ACFE3554042F40&id=%2Fsites%2FIFRCSharing%2FShared%20Documents%2FFDRS%20documents%20as%20of%2023%2E11%2E21%2F%5EIFRC%20Data%20Scraping%20Project%2FIFRC%20Data%20Scraping%20Project%20Summary%2Epdf&parent=%2Fsites%2FIFRCSharing%2FShared%20Documents%2FFDRS%20documents%20as%20of%2023%2E11%2E21%2F%5EIFRC%20Data%20Scraping%20Project) of National Society Annual and Operational Reports for any mentions of disability. This project sought to assess the National Society’s inclusion of disability needs in their programs. Code available [here](https://ifrcorg.sharepoint.com/sites/IFRCSharing/Shared%20Documents/Forms/AllItems.aspx?ct=1646134843768&or=OWA%2DNT&cid=6bdc51ac%2Db0e7%2De271%2D55f0%2Dfb9fe2090bf3&id=%2Fsites%2FIFRCSharing%2FShared%20Documents%2FFDRS%20documents%20as%20of%2023%2E11%2E21%2F%5EIFRC%20Data%20Scraping%20Project%2FIFRC%20Data%20Scraping%20Project%2Eipynb&parent=%2Fsites%2FIFRCSharing%2FShared%20Documents%2FFDRS%20documents%20as%20of%2023%2E11%2E21%2F%5EIFRC%20Data%20Scraping%20Project) | IFRC | Social Inclusion and Protection. Contact <a href="mailto:&#97;&#108;&#101;&#120;&#97;&#110;&#100;&#114;&#97;&#46;&#104;&#111;&#119;&#101;&#115;&#64;&#105;&#102;&#114;&#99;&#46;&#111;&#114;&#103;">here</a>. |
| Helpful Information App | A web-app that people affected can use to lookup useful information and organizations. Code available [here](https://github.com/rodekruis/helpful-information). | Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |
| Semantic Search for HIA  | Use AI to perform semantic search on the Helpful Information App. Code available [here](https://github.com/rodekruis/hia-search). | Netherlands Red Cross | 510. Contact <a href="mailto:&#106;&#109;&#97;&#114;&#103;&#117;&#116;&#116;&#105;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#110;&#108;">here</a>. |

## 5. Other
| Project | Description | RCRC Member | Team |
| --------------- | :-----: | :-----: | :----- |
|Tweets search and parse| Periodically queries Twitter for specified key words, as well as the tweets from specified users, storing the relevant results in a google sheet for later manual review. Code available [here](https://github.com/AmericanRedCross/tweet-parse) | American Red Cross | Data and Tech. Contact <a href="mailto:&#100;&#97;&#110;&#105;&#101;&#108;&#46;&#106;&#111;&#115;&#101;&#112;&#104;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;">here</a> |
| Free text assessment | Text classification/Topic modeling of open answers from primary data collection.| American Red Cross | Data and Tech. Contact <a href="mailto:&#100;&#97;&#110;&#105;&#101;&#108;&#46;&#106;&#111;&#115;&#101;&#112;&#104;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;">here</a> |
| geographr |R package for mapping UK geographies. Code available [here](https://github.com/britishredcrosssociety/geographr).| British Red Cross | Strategic Insight and Foresight. Contact <a href="mailto:&#109;&#97;&#116;&#116;&#116;&#104;&#111;&#109;&#97;&#115;&#64;&#114;&#101;&#100;&#99;&#114;&#111;&#115;&#115;&#46;&#111;&#114;&#103;&#46;&#117;&#107;">here</a>|
| cci_nepal | Predict optimum Non-Food-Items (NFI) given households demographics. Code available [here](https://github.com/nestauk/cci_nepal).| Nepal Red Cross Society | Nesta Collective Crisis Intelligence |
| cci_cameroon | Classify and cluster messages based on topic. Code available [here](https://github.com/nestauk/cci_cameroon).| Cameroon Red Cross Society | Nesta Collective Crisis Intelligence |

## Notes
<a name="datascience">Data science</a>: largely regarded as a blend of various tools, mathematical models, algorithms, Machine Learning (ML) and Artificial Intelligence (AI) techniques that aim to discover patterns, correlations and relationships from data. The different “categories” of data science are not definitive, nor universally agreed on, which is why we use the expression “data science” to try and avoid excluding anything. Similar initiatives to this project are the [UN OCHA Catalogue Of Predictive Models In The Humanitarian Sector](https://centre.humdata.org/catalogue-for-predictive-models-in-the-humanitarian-sector/), the [UN Global Pulse’s microsites repository](https://www.unglobalpulse.org/our-work/), the [NetHope Solutions Center Webinar Series](https://solutionscenter.nethope.org/webinars-and-events), the products from the [ITU Focus Group on AI for Natural Disaster Management](https://www.itu.int/en/ITU-T/focusgroups/ai4ndm/Pages/default.aspx). A relevant associated academic venue is the [Artificial Intelligence for Humanitarian Assistance and Disaster Response Workshop](https://www.hadr.ai/).

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