Eliot: the logging system that tells you *why* it happened

An index of algorithms for learning causality with data

💊 Comparing causality methods in a fair and just way.

Tigramite is a time series analysis python module for linear and information-theoretic causal inference. Version 3.0 described in http://arxiv.org/abs/1702.07007 is available at https://github.com/jakobrunge/tigramite!

A resource list for causality in statistics, data science and physics

A project for exploring differentially active signaling paths related to proteomics datasets

金融文本中的原因事件

Mendelian Randomization with Biomarker Associations for Causality with Outcomes

Causal Relation Extraction and Identification using Conditional Random Fields

This project contains the implementation of the Dimensional Causality method proposed in Benko, Zlatniczki, Fabo, Solyom, Eross, Telcs & Somogyvari (2018) - Exact Inference of Causal Relation in Dynamical Systems.

Source code for the paper "Causal Modeling of Twitter Activity During COVID-19" (2020)

Causal Inference Using Quasi-Experimental Methods

Causing: CAUsal INterpretation using Graphs

In this project, the causal effect of working overtime on attrition for a sample of IBM employees has been analyzed

This is for Econometrics and other Economics related materials

Causal Analysis Experiment of Academic Paper's Title length on Number of Citation

Survey design, causality study and statistical analysis

Causal Modelling of Extreme Values and Application to River Floods

Is cigarette smoked per day a factor in determining whether a patient suffers from Coronary Heart Disease? In this analytical study, we can conclude the consistent evidence supporting a causal role of smoking in causing coronary heart disease. Thus establishing a causal relationship between the two.

Less than 4% of women believe they are beautiful, according to a 2011 Dove study. Beauty standards are set by unrealistic portrayals of women in the media. We are designing an experiment to determine if changing the models shown in an advertisement will cause a change in how beauty is perceived.

Predicting whether Insurance claims will accepted or rejected for online Travel Agencies

Outlier Causal Relationship Detecotor

Conducted an experiment to assess the impact of music on cognitive function through the performance of activities that require logical reasoning

IT Security Algorithm Bias Analysis