Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

https://github.com/neelsoumya/public_open_source_data_science

A repository of open source data science projects for social good
https://github.com/neelsoumya/public_open_source_data_science

citizen-data-science citizen-science data-analysis data-science datascience datascience-social-good datascience-socialgood deep-learning machine-learning paper python social

Last synced: about 2 months ago
JSON representation

A repository of open source data science projects for social good

Awesome Lists containing this project

README 

        
# Introduction



Source code and data for open source data science for social good. This is a data science portfolio.



# List of projects



1) university_sexcrimes



    Analysis of data on sex crimes in US university campuses.



2) heart_disease_risk_prediction



    Predicting heart disease risk from open data.



3) cancer_mortality_prediction



    Predicting cancer survival using logistic regression from open data.



4) predicting_news_popularity



    Predicting popularity of news articles from open data.



5) opensource_mapping_project



    Open source mapping project. 



6) astroinformatics

    

    Analysis of astronomy data using machine learning techniques.



7) scientific_collaboration



    Project to analyze planetary scale scientific collaboration data.



8) accident_prediction



    Road accident forecasting and data exploration project.

    

    Interactive website using shiny at:

    

    https://neelsoumya.shinyapps.io/accident_prediction/



9) patterns_in_crime



    Predicting patterns of crime using data science. Larger cities have disproportionately more crime per capita compared to smaller cities (super-linear scaling of crime). We used techniques from dynamical systems and complex systems to explain the super-linear scaling of crime in cities and other socio-technological systems



10) spam_classification



    Building an SVM based spam classifier trained on data from the UCI repository

 

11) breast_cancer_prediction



    Downloads data from the UCI machine learning repository to make predictions

    for breast cancer. A few features turn out to be really important for prediction like epithelial cell size. This uses a random forest.



12) funding_trends_science



    Project to analyze data on funding trends in biomedical science.



13) infectious_disease_prediction



    Project to analyze data on emerging infectious diseases.



14) forecasting_imports



    Project to forecast imports and model supply chains.  



15) deep_learning_basic



    Basic deep learning model using keras for prediction.

   

16) ai_healthcare



    Machine learning and AI applied to healthcare.

    

17) ai_social_good



    Machine learning, data science and AI for social good. 

    

18) ai_bigdata_biology



    Machine learning and bioinformatics for big data in biology. 



19) browser_based_data_science



    Browser based data science for democratic access to data science tools.	

    

20) clinical_informatics



    Open source privacy-preserving clinical informatics.

    

21) policy_paper_general_public



    Policy paper for general public on Ethical Artificial Intelligence (EAI) for social good.

    

22) nlp



    Resources, code and data for natural language processing.

    

23) self_organising_map_wine_dataset



    A self organising map (SOM) on the UCI wine dataset using the Orange data science tool. 

    

24) outreach



    Outreach for machine learning and AI for general public

    

25) teaching_resources



    Teaching resources for machine learning, data science and AI for a general audience



### What is this repository for? ###



* Quick summary



	* Open source code and data for open source data science.



### Citation ###



* If you use this code, please cite the paper and code

     

     * Citizen Data Science for Social Good: Case Studies and Vignettes from Recent Projects https://doi.org/10.13140/RG.2.1.1846.6002



     * Citizen Data Science for Social Good in Complex Systems, Interdisciplinary Description of Complex Systems, 16(1):88-91, 2018  http://indecs.eu/index.php?s=x&y=2018&p=88-91	

     

     * Banerjee, Soumya. (2017, September 3). Citizen Data Science for Social Good: Case Studies and Vignettes from Recent Projects (Supplementary Resources). Zenodo. http://doi.org/10.5281/zenodo.883783



      ![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.883783.svg)](https://doi.org/10.5281/zenodo.883783)



* These projects are an example of my approach to data science for good. I work very closely with domain experts and stakeholders and use computational tools for good. I outline my design and work philosophy below.



     * ![data science philosophy](research_philosophy.png)



### Installation ###



Install R, R Studio, MATLAB and Python



Install R 



   https://www.r-project.org/



and R Studio 



   https://www.rstudio.com/products/rstudio/download/preview/



```r

source("https://raw.githubusercontent.com/neelsoumya/rlib/master/INSTALL_MANY_MODULES.R")

```



Install Python dependencies as follows:



```r

    pip3 install -r requirements.txt   

```



### Contact ###



     Soumya Banerjee

     

     https://sites.google.com/site/neelsoumya/

     

     [email protected]