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Datasets:
CSE472-blanket-challenge
/
phase1-graphs

Tasks:
Graph Machine Learning
Modalities:
Tabular
Text
Formats:
json
Size:
< 1K
Libraries:
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pandas
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xet
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Auto-converted to Parquet Duplicate
graph_id
stringlengths
14
14
adjacency_matrix
listlengths
10
20
num_nodes
int64
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num_edges
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2025-11-07 01:21:03
2025-11-07 01:21:03
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Phase 1 Graphs

Graphs used in Phase 1

Data Card

Field Type Description
graph_id string Unique identifier for the graph
adjacency_matrix List[List[int]] NxN binary adjacency matrix where A[i,j]=1 means i→j
num_nodes int Number of nodes in the DAG
num_edges int Number of edges in the DAG
density float Graph density (edges / max_possible_edges)
method string Graph generation method (e.g., "PA", "ER")

Graph Generation Settings

  • Generation Methods:
    • Preferential Attachment (PA)
  • Variable Densities: Graphs with different sparsity levels
  • DAG Structure: All graphs are valid Directed Acyclic Graphs

Quick Start

Load Graphs 

import datasets

dataset = load_dataset("CSE472-blanket-challenge/phase1-graphs", split="train")

Convert to NetworkX 

import networkx as nx
import numpy as np

# Create directed graph from adjacency matrix
adj_matrix = np.asarray(graph["adjacency_matrix"])
dag = nx.from_numpy_array(adj_matrix, create_using=nx.DiGraph)

print(f"Is DAG: {nx.is_directed_acyclic_graph(dag)}")
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