update create script
Browse files- create_dataset.py +13 -2
- test.jsonl +2 -2
- train.jsonl +2 -2
create_dataset.py
CHANGED
@@ -1,8 +1,19 @@
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from datasets import DatasetDict, load_dataset
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-
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def main():
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label2id = {"positive": 2, "neutral": 1, "negative": 0}
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train_dset = load_dataset("csv", data_files="raw_data/train_csv", split="train")
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train_dset = train_dset.remove_columns(["selected_text"])
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test_dset = load_dataset("csv", data_files="raw_data/train_csv", split="train")
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@@ -14,7 +25,7 @@ def main():
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dset = dset.rename_column("sentiment", "label_text")
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dset = dset.map(lambda x: {"label": label2id[x["label_text"]]}, num_proc=8)
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dset.to_json(f"{split}.jsonl")
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-
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if __name__ == "__main__":
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main()
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from datasets import DatasetDict, load_dataset
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import csv
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import json
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def main():
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label2id = {"positive": 2, "neutral": 1, "negative": 0}
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for split in ["train", "test"]:
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input_file = csv.DictReader(open(f"raw_data/{split}_csv"))
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with open(f'{split}.jsonl', 'w') as fOut:
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for row in input_file:
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fOut.write(json.dumps({'textID': row['textID'], 'text': row['text'], 'label': label2id[row['sentiment']], 'label_text': row['sentiment']})+"\n")
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"""
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train_dset = load_dataset("csv", data_files="raw_data/train_csv", split="train")
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train_dset = train_dset.remove_columns(["selected_text"])
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test_dset = load_dataset("csv", data_files="raw_data/train_csv", split="train")
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dset = dset.rename_column("sentiment", "label_text")
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dset = dset.map(lambda x: {"label": label2id[x["label_text"]]}, num_proc=8)
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dset.to_json(f"{split}.jsonl")
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"""
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if __name__ == "__main__":
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main()
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test.jsonl
CHANGED
@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:da4fd3fdf9f0cd04198588f748bb854af2bf2a2a59e7126e281ebdba6f81b175
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size 503351
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train.jsonl
CHANGED
@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:d43dee14f2ed23d635338ac401d2b5e00371eaa18e26eb246375cfc886800e11
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size 3931114
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