Explore @dssg Open Source projects

Data Science for Social Good (@dssg)

dssg

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Location 🇺🇸 United States
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hitchhikers-guide

The Hitchhiker's Guide to Data Science for Social Good

Jupyter Notebook

aequitas

Bias Auditing & Fair ML Toolkit

triage

General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems

Jupyter Notebook

bikeshare

Statistical models and webapp for predicting when bikeshare stations will be empty or full.

mlforpublicpolicylab

Repo for ML for Public Policy Lab course at CMU

Jupyter Notebook

MLforPublicPolicy

Class resources for CAPP 30254 (Machine Learning for Public Policy)

Jupyter Notebook

data-science-101

Methods, tools, tips, and tricks for anyone interested in getting started doing data science for the social good.

Jupyter Notebook

energywise

An energy analytics tool to make commercial building more energy efficient

fairness_tutorial

Hands-on tutorial on ML Fairness

Jupyter Notebook

student-early-warning

Using machine learning to predict high school dropouts

MLinPractice

Repository for ML in Practice Course at CMU (10-718)

Jupyter Notebook

tweedr

A machine learning API to analyze tweets during disasters.

police-eis

DSaPP police early intervention system: using machine learning to predict adverse incidents

wikienergy

Git repo for Wiki Energy project

Jupyter Notebook

411-on-311

Exploratory analysis and predictive models of how Chicago's neighborhoods interact with the City's 311 service requests.

pgdedupe

A simple command line interface to the datamade/dedupe library.

Jupyter Notebook

policy_diffusion

Tracing policy ideas from think tanks and lobbyists through state legislative bills

givinggraph

An API tool to help understand the relationships between non-profits, for-profits, and the causes they support.

ushine-learning

An API that uses machine learning to help the Ushahidi nonprofit do smarter crisis crowdsourcing.

repo-scraper

Search for potential passwords/data leaks in a folder or git repo

cta-sim

Big data simulation of Chicago's public transportation to improve transit planning and reduce bus crowding

census-communities-usa

Mapping and analyzing local business data from the Census Bureau.

usal_echo_public

Automate process for view classification of the Apical 4 chamber, Apical 2 chamber and Parasternal long axis. Segmentation of the Apical 4 chamber and Apical 2 chamber. Calculate measurements of the Ejection Fraction of the heart to classify it as normal, abnoral or grayzone.

syracuse_public

jakarta_smart_city_traffic_safety_public

Identifying traffic-safety issues in CCTV footage

Jupyter Notebook

data-challenges

A repository of real-world data challenges faced by organizations used for project-based learning

match.edu

Predictive models to identify high-achieving high school students who are likely to undermatch - attend 2-year rather than 4-year colleges, or not go to college at all.

dsapp-reading-group

Proceedings of the Center for Data Scientists arguing (about) Public Papers

cta-otp

OpenTripPlanner tool and transit mobility maps for Chicago

diogenes

Searching for an honest classifier

ohio

Python I/O extras

dirtyduck

A Guided Tour of Triage

eights

Data Science template with focus on prewritten workflows

Random_Forest_Imputer

Automatic missing value imputation using random forests

growth-curves

Statistical models of children's growth curves that predict which kids are at risk of obesity.

argcmdr

Thin argparse wrapper for quick, clear and easy declaration of hierarchical console command interfaces

learning

What fellows are learning about data problems and tools

data-portal-treemap

Chicago Data Portal (data.cityofchicago.org) tree map

DSaPP_RA_Project

This repository includes an exercise for aspiring DSaPP volunteers and research assistants to complete

dssg-training-workshop-2015

Main site for DSSG Training 2015

acs2pgsql

Download American Community Survey data and put it into a Postgres database

air_pollution_estimation

Jupyter Notebook

UPSG

A set of tools and conventions to help data scientists share code

streetlights-crime

Statistical models to find whether Chicago street light outages are associated with increased crime

predicting_student_enrollment_public

Statistical models and analysis of student enrollment in Chicago Public Schools

dssg-manual

This repository contains the Eric & Wendy Schmidt Data Science for Social Good Fellowship Manual

cincinnati

DSaPP project with the City of Cincinnati. Building upon the DSSG15 project

memphis-public

Public repository for the DSSG Memphis project

peeps-chili

Ethics with a side of chili. And peeps.

Jupyter Notebook

land-bank

Analytics tool to help the Cook County Land Bank acquire vacant and abandoned properties strategically.

johnson-county-ddj-public

matching-tool

Integrating HMIS and criminal-justice data

dssg2017-text_analysis

Text Analysis Tutorial for DSSG 2017 Conference

Jupyter Notebook

randomize_your_data

Randomize the order of each column to help check for leakage

Jupyter Notebook

timechop

generate time splits for temporal validation

weather2pgsql

Download NOAA weather for a user-specified US state

tyra

Prediction model evaluation

barefoot-winnie-public

Recommending responses to law related queries - Built during DSSG in collaboration with Barefoot Law

hylas

Webapp for visualizing ML'd data

innovation-ecosystems

Understanding city innovation hotspots using the Census CitySDK

healthleads-public

The public repo for the 2014 DSSG Health Leads project

project_template

A template for a sample DSSG project.

solveforgood-wri

Jupyter Notebook

babies-public

This is the publicly available version of the babies repo, containing code used during our project with the Illinois Department of Human Services to predict and reduce adverse births in Illinois.

stupid-csv-tricks

Code for doing slightly atypical things with CSVs

catwalk

Training, testing, and evaluating machine learning classifier models

lorax

Speaks for the trees by providing individual feature importances from random forests.

hiv-retention-public

Jupyter Notebook

homelessness-public

marketplace

Code for the Solve for Good platform run by the DSSG Foundation

rws_accident_prediction_public

rws_accident_prediction

Jupyter Notebook

cincinnati2015-public

Predicting blight in Cincinnati

mexico-public

Public facing Mexico repository

audition

Choosing the best classifier models

dssg-public-hmda

install-cli

Bash library for guided installation & bootstrapping

sklearn_tutorial

Short tutorial on some pipeline issues

Jupyter Notebook

machine_learning_legislation

Automatically identify earmarks in congressional spending bills

acdhs_housing_public

nfp

Impact evaluation of the Nurse-Family Partnership nonprofit

MS2Postgres

A tool to move data from SQL Server to PostgreSQL in an environment with limited harddrive space.

EDF

Analysis of energy efficiency loan data for the Environmental Defense Fund.

check-for-secrets

Discovering Secrets analysts Possibly Pushed

el-salvador-mined-public

Reducing Early School Dropout Rates in El Salvador

Jupyter Notebook

after-hours

education-highschool-public

DSSG 2015 project focused on using data science methods to help partner public school districts improve their respective high school graduation rates and outcomes.

passenv

Shell command like env to run a program in an environment modified by values read from standard input

chile-dt-public

Improving Workplace Safety through Proactive Inspections in Chile

cincinnati_ems_public

Jupyter Notebook

tuscany-tourism-public

Data-Driven Planning for Sustainable Tourism in Tuscany

architect

Plan, design and build train and test matrices

panopticon

The command center at the DSSG office. http://en.wikipedia.org/wiki/Panopticon

pakistan_ihhn_public

Public Repository for the DSSG 2022 Pakistan IHHN Project

data-sci-fellows

The sexy landing page that will make everyone want to apply for the fellowship.

donors-choose

Jupyter Notebook

obscuritext

Transform text to be unreadable but still somewhat useful

Jupyter Notebook

dojo_mh_public

Public Repository for DSSG 2022 Douglas and Johnson Counties, KS Mental Health Project

Jupyter Notebook

baltimore_roofs_public

Public Repository for DSSG 2022 Baltimore Roofs Project

sanergy-public

signalled-timeout

Timeout library for generic interruption of main thread by an exception after a configurable duration.