Basic Plotting | Layout Algorithms | Sugiyama (Hierarchical Layout) | Fruchterman-Reingold (Spring-Electrical) | Kamada-Kawai (Stress Minimization) | Bipartite Layout | Tiered Layouts | Circle Layout | Comparing Layouts | Customizing Plots | Node Styling | Edge Styling | Automatic Edge Routing | Partial Edges | Label Styling | Styling Tiered Layouts | Working with Different Graph Types | Partially Directed Acyclic Graphs (PDAGs) | Acyclic Directed Mixed Graphs (ADMGs) | Undirected Graphs (UGs) | Plot Composition | Basic Composition | Nested Compositions | Configuring Spacing | Global Plot Options | Setting Default Styles | Per-Plot Overrides | Available Options | Advanced Usage | Manual Layouts | Integration with Grid Graphics | References

Design Choices | Compressed Sparse Row (CSR) Representation | Mutation and Lazy Building | Comparison | Relational Queries | Ancestors and Descendants | Markov Blanket | D-Separation | Subgraph Extraction | Summary | Reproducing These Benchmarks | Session Info

Overview | Scope | Graph Types Supported | Graph Queries and Structural Operations | Causal-Inference Algorithms | I/O and Interoperability | Implementation and Ergonomics | Contributing

The caugi object | Properties | session | simple | graph_class | Querying the caugi | Modifying the caugi | Graph metrics | There you go! | Appendix | Advanced properties | name_index_map

Representation of causal graphs | Safety | Performance

The setup | We know the nodes! | Adding edges based on correlation | Trying it out | Class of the output | That's it!

Overview | Quick Start | Writing Graphs | Reading Graphs | The Caugi Format | Structure | Key Features | Edge Types | Working with the Format | String Serialization | Metadata | Different Graph Types | File Extension Convention | Schema Validation | Performance