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c898ea8 af2260b c898ea8 af2260b c898ea8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 | import duckdb
import torch
from node2vec_model import load_graph
from paths import DB_PATH
data = load_graph()
print(data)
print("validate():", data.validate())
print("x rows == num_nodes:", data.x.size(0) == data.num_nodes)
con = duckdb.connect(DB_PATH, read_only=True)
for i in (0, 9247, 18493):
active = [data.feature_names[j] for j in data.x[i].nonzero().flatten().tolist()]
row = con.execute("""SELECT Study, Analytics, species, factor1_org, factor2_org,
color_group, color_group_upper1,
split_part(trim(factor1,'()'),'|',2),
split_part(trim(factor2,'()'),'|',2)
FROM nodes_ML WHERE id = ?""", [data.node_id[i]]).fetchone()
print(f"\nnode {i} = {data.node_id[i]}")
print(f" one-hot : {active}")
print(f" table : {list(row)}")
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