Usage Guide

Install

pip install ts2net

Quick start

import numpy as np
from ts2net import HVG, graph_summary

x = np.sin(np.linspace(0, 12*np.pi, 800)) + 0.15 * np.random.randn(800)

hvg = HVG()
hvg.build(x)

print(f"Nodes: {hvg.n_nodes}, Edges: {hvg.n_edges}")
G = hvg.as_networkx()
print(graph_summary(G))

CLI

ts2net to-parquet --name my_graph --output out_dir edges.csv
ts2net from-parquet --graphml out.graphml out_dir/graph_meta.json
ts2net spatial-weights radius coords.txt --radius 1.0 --output weights.txt
ts2net spatial-weights knn coords.txt --k 5 --output weights_knn.txt