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split_dataset.py
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split_dataset.py
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import json
from pathlib import Path
with open("id_topics.json", "r") as file:
data = json.load(file)
unit = len(data) // 5
train_ids = list(data.keys())[: unit * 3]
valid_ids = list(data.keys())[unit * 3: unit * 4]
test_ids = list(data.keys())[unit * 4:]
with open("domain.json", "r") as file:
domain = json.load(file)
path = Path("XClaimCheck_dataset")
path.mkdir()
for i in range(5):
path = Path(f"XClaimCheck_dataset/Domain_{i+1}")
path.mkdir()
for in_domain_topic in domain[i]:
path = Path(f"XClaimCheck_dataset/Domain_{i+1}/{in_domain_topic}")
path.mkdir()
output = []
for id in train_ids:
for topic in data[id]["topics"]:
if topic in domain[i]:
output.append(id)
with open(f"XClaimCheck_dataset/Domain_{i+1}/{in_domain_topic}/training.json", "w") as file:
json.dump(output, file)
output = []
for id in valid_ids:
for topic in data[id]["topics"]:
if topic in domain[i]:
output.append(id)
with open(f"XClaimCheck_dataset/Domain_{i+1}/{in_domain_topic}/validation.json", "w") as file:
json.dump(output, file)
output = []
for id in test_ids:
for topic in data[id]["topics"]:
if topic in domain[i]:
output.append(id)
with open(f"XClaimCheck_dataset/Domain_{i+1}/{in_domain_topic}/test.json", "w") as file:
json.dump(output, file)