from kernel.datasets import get_dataset


def print_dataset(dataset):
    num_nodes = num_edges = 0
    for data in dataset:
        num_nodes += data.num_nodes
        num_edges += data.num_edges

    print('Name', dataset)
    print('Graphs', len(dataset))
    print('Nodes', num_nodes / len(dataset))
    print('Edges', (num_edges // 2) / len(dataset))
    print('Features', dataset.num_features)
    print('Classes', dataset.num_classes)
    print()


for name in ['MUTAG', 'PROTEINS', 'COLLAB', 'IMDB-BINARY', 'REDDIT-BINARY']:
    print_dataset(get_dataset(name))