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A package for managing and analyzing HyGraph data

Project description

My HyGraph Package

Description

This package provides tools for managing and analyzing HyGraph data.

Installation

To install the package, use the following command: pip install hygraph-core

Usage

from hygraph_core import HyGraph, HyGraphQuery
      # Initialize HyGraph
    hygraph = HyGraph()

    # Sample data for nodes and edges
    # Creating nodes
    node1 = hygraph.add_pgnode(oid=1, label="Node1", start_time=pd.to_datetime("2023-01-01"))
    node2 = hygraph.add_pgnode(oid=2, label="Node2", start_time=pd.to_datetime("2023-01-01"))

    # Adding static properties to nodes
    node1.add_static_property("description", "This is node 1", hygraph)
    node2.add_static_property("description", "This is node 2", hygraph)

    # Create an edge with static and dynamic properties
    edge = hygraph.add_pgedge(
        oid=10,
        source=node1.getId(),
        target=node2.getId(),
        label="Edge1",
        start_time=pd.to_datetime("2023-01-01"),
        properties={"weight": 5}
    )
    # Define timestamps and values
    timestamps = pd.to_datetime(["2023-01-01", "2023-01-02", "2023-01-03"])
    values = [[1], [3], [5]]

    # Create the time series
    metadata = TimeSeriesMetadata(owner_id=edge.getId(), element_type='edge')  # or whatever the correct metadata is
    time_series = TimeSeries(tsid='traffic_series', timestamps=timestamps, variables=['traffic'], data=values,
                             metadata=metadata)
    # Add a dynamic property to the edge (if supported in your implementation)
    edge.add_temporal_property("traffic", time_series, hygraph)

    # Query example: retrieve all edges between `Node1` and `Node2`
    query = HyGraphQuery(hygraph) \
        .match_node(alias='node1', node_id=node1.getId()) \
        .match_edge(alias='edge') \
        .match_node(alias='node2', node_id=node2.getId()) \
        .connect('node1', 'edge', 'node2') \
        .return_(edge=lambda result: result['edge'])

    # Execute query and print results
    edges = query.execute()
    print("Edges between Node1 and Node2:", edges)

    # Display nodes, edges, and properties
    print("Nodes and their properties:")
    for node_id, data in hygraph.graph.nodes(data=True):
        print(f"Node ID: {node_id}, Data: {data}")

    print("\nEdges and their properties:")
    for u, v, data in hygraph.graph.edges(data=True):
        print(f"Edge from {u} to {v}, Data: {data}")

# Example usage here

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