PM4Py Tutorials and Examples
This page summarizes various examples and scripts to ease the start with PM4Py.
Event Data
Object-Centric Event Data
- Motivation
- Supported Formats
- Importing/Export OCELs
- Basic Statistics on OCELs
- Internal Data Structure
- Filtering Object-Centric Event Logs
- Flattening to a Traditional Log
- Timestamp-Based Interleavings
- Creating an OCEL out of the Interleavings
- Merging Related Logs (Case Relations)
- Network Analysis
- Link Analysis
- OC-DFG Discovery
- OC-PN Discovery
- Object Graphs on OCELs
- Feature Extraction on OCEL - Object-based
- Feature Extraction on OCEL - Event-based
- OCEL Validation
Process Modeling & Discovery
Process Analysis
Miscellaneous
Feature Selection
- Automatic Feature Selection
- Manual Feature Selection
- Calculating Useful Features
- PCA - Reducing the Number of Features
- Anomaly Detection
- Evolution of the Features
- Event-based Feature Extraction
- Decision Tree About the Ending Activity of a Process
- Decision Tree About the Duration of a Case
- Decision Mining
- Feature Extraction on Dataframes
- Discovery of a Data Petri Net
Streaming Process Mining
- Streaming Package General Structure
- Streaming Process Discovery (Directly-Follows Graph)
- Streaming Conformance Checking (TBR)
- Streaming Conformance Checking (Footprints)
- Streaming Conformance Checking (Temporal Profile)
- Streaming Importer (XES trace-by-trace)
- Streaming Importer (XES event-by-event)
- Streaming Importer (CSV event-by-event)
- OCEL Streaming
