public_open_source_datascience /

Filename Size Date modified Message
accident_prediction
astroinformatics
breast_cancer_prediction
cancer_mortality_prediction
heart_disease_risk_prediction
opensource_mapping_project
patterns_in_crime
predicting_news_popularity
scientific_collaboration
spam_classification
university_sexcrimes
2.2 KB
# README #

Open source code and data for open source data science.

* 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 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
Download 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.


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

* Quick summary
	* Open source code and data for open source data science.
	
* 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
     
     * 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)