upload
Browse files- README.md +3 -0
- original.csv +3 -0
- prepare.py +36 -0
- test.jsonl +3 -0
- train.jsonl +3 -0
README.md
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This is a version of the [Quora Insincere Questions Classification](https://www.kaggle.com/c/quora-insincere-questions-classification).
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An insincere question is defined as a question intended to make a statement rather than look for helpful answers. About 6% of questions are labeled as insincere.
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original.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:2b8549942872d29c9eeb9778762a51d122e12a4e61d1e657cd9cd275a403b415
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size 124206772
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prepare.py
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import pandas as pd
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from collections import Counter
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import json
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import random
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df = pd.read_csv("original.csv")
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print(df)
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rows = [{'qid': row['qid'],
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'text': row['question_text'].strip(),
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'label': row['target'],
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'label_text': "insincere question" if row['target'] else "valid question",
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} for idx, row in df.iterrows()]
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random.seed(42)
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random.shuffle(rows)
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num_test = 50000
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splits = {'test': rows[0:num_test], 'train': rows[num_test:]}
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print("Train:", len(splits['train']))
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print("Test:", len(splits['test']))
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num_labels = Counter()
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for row in splits['test']:
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num_labels[row['label']] += 1
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print(num_labels)
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for split in ['train', 'test']:
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with open(f'{split}.jsonl', 'w') as fOut:
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for row in splits[split]:
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fOut.write(json.dumps(row)+"\n")
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test.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:1c3e8e3e5ae0055f10d9bb64c2dadbeba1b16144a4b02afeefbb1a802425c747
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size 7957420
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train.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:1e0955e0af5e194f28119b9dd170bb7a599385be7f07e29934c13fdf3b665043
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size 199930964
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