Commit
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c41679a
1
Parent(s):
b233bd2
Delete create_dataset.ipynb
Browse files- create_dataset.ipynb +0 -123
create_dataset.ipynb
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import glob"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"path = 'CR/custrev.*'\n",
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"text, label_text, label = [], [], []\n",
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"for file in glob.glob(path):\n",
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" with open(file, 'r') as f:\n",
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" cr, sentiment = file.split('.')\n",
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" \n",
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" if sentiment == 'pos':\n",
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" lab_text = 'positive'\n",
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" lab = 1\n",
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"\n",
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" else:\n",
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" lab_text = 'negative'\n",
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" lab = 0\n",
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"\n",
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" \n",
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" for line in f:\n",
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" if line.strip():\n",
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" text.append(line.rstrip())\n",
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" label_text.append(lab_text)\n",
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" label.append(lab)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.DataFrame({'text':text, 'label':label, 'label_text':label_text}).drop_duplicates()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"test = df.sample(frac=0.2, random_state=42)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"train = df.drop(test.index)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"with open('test.jsonl', 'w') as f:\n",
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" f.write(test.to_json(orient='records', lines=True))\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [],
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"source": [
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"with open('train.jsonl', 'w') as f:\n",
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" f.write(train.to_json(orient='records', lines=True))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3.9.7 ('base')",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.7"
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},
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"orig_nbformat": 4,
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"vscode": {
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"interpreter": {
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"hash": "f4f7bf0ead705f9496960dd44ed8785939deb14cc456821001bcb47e882c9346"
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}
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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