luketheduke commited on
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c41679a
1 Parent(s): b233bd2

Delete create_dataset.ipynb

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  1. create_dataset.ipynb +0 -123
create_dataset.ipynb DELETED
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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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- }