3 projects
pandas-cat
Profile pandas DataFrames and generate self-contained HTML reports with categorical and continuous column analysis.
cleverminer
Beyond apriori. CleverMiner is the package for enhanced association rule mining (eARM). Comparing to standard association rules, it is very enhanced, because the package implements the GUHA procedures that generalizes apriori and association rules in many ways. Rules are based on categorical data that can be easily visualized and interpreted. Their if-then with probability allows easy deployment by human realized processes. Interpretable & explainable knowledge mining.
araxai
ARAxai is an expainable AI tool based on association rule analysis (therefore ARA).It can be used as XAI method to describe maininfluencers in data as well as to explain model by simplification using association rule analysis. Key influencers of the target variable are extracted.