{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "1CRSm4OHVCmY"
},
"source": [
"## Install Dependencies"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "vf4NyoemGKCx",
"outputId": "88226326-a112-4411-9611-d5a7ef956249"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting datasets\n",
" Downloading datasets-2.18.0-py3-none-any.whl (510 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m6.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.13.3)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.25.2)\n",
"Requirement already satisfied: pyarrow>=12.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (14.0.2)\n",
"Requirement already satisfied: pyarrow-hotfix in /usr/local/lib/python3.10/dist-packages (from datasets) (0.6)\n",
"Collecting dill<0.3.9,>=0.3.0 (from datasets)\n",
" Downloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.0.3)\n",
"Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.31.0)\n",
"Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.2)\n",
"Collecting xxhash (from datasets)\n",
" Downloading xxhash-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting multiprocess (from datasets)\n",
" Downloading multiprocess-0.70.16-py310-none-any.whl (134 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: fsspec[http]<=2024.2.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n",
"Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.9.3)\n",
"Requirement already satisfied: huggingface-hub>=0.19.4 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.20.3)\n",
"Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.0)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.1)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
"Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.2.0)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.0.5)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.9.4)\n",
"Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.4->datasets) (4.10.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.6)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2024.2.2)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.4)\n",
"Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n",
"Installing collected packages: xxhash, dill, multiprocess, datasets\n",
"Successfully installed datasets-2.18.0 dill-0.3.8 multiprocess-0.70.16 xxhash-3.4.1\n"
]
}
],
"source": [
"! pip install -U datasets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "hlQscfNrf-KA"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from datasets import load_dataset, DatasetDict\n",
"from huggingface_hub import notebook_login"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "30SGKgXKZ15V"
},
"source": [
"## Preprocess data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "0tyVQSMTGNy4",
"outputId": "736ffd40-08a7-467e-d107-fc072841cc7a"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" text sentiment\n",
"0 If you decide to eat here, just be aware it is... Neutral\n",
"1 I am a long term frequent customer of this est... Negative\n",
"2 Loved this tour! I grabbed a groupon and the p... Positive\n",
"3 Love going here for happy hour or dinner! Gre... Positive\n",
"4 Great staff always helps and always nice. Alwa... Positive"
],
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"type": "dataframe",
"variable_name": "df"
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"metadata": {},
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],
"source": [
"df = pd.read_csv(\"cleaned_data.csv\", usecols=['text', 'sentiment'])\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jwVLtiqP3vrS",
"outputId": "b082cc99-9b84-434d-8681-8fff11d96f69"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"sentiment\n",
"Positive 101121\n",
"Negative 36346\n",
"Neutral 16846\n",
"Name: count, dtype: int64"
]
},
"metadata": {},
"execution_count": 5
}
],
"source": [
"df['sentiment'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "Lhdmy3BO3vrS"
},
"outputs": [],
"source": [
"def sentiment_to_int(sentiment: str) -> int:\n",
" if(sentiment.lower() == \"negative\"):\n",
" return 0\n",
" if(sentiment.lower() == \"neutral\"):\n",
" return 1\n",
" if(sentiment.lower() == \"positive\"):\n",
" return 2\n",
" raise Exception(f\"{sentiment} is not a valid value\")\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "BTY1KtYl3vrS",
"outputId": "ef2e47e4-7a6b-419a-b0a3-e4b981110aab"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" text sentiment\n",
"0 If you decide to eat here, just be aware it is... 1\n",
"1 I am a long term frequent customer of this est... 0\n",
"2 Loved this tour! I grabbed a groupon and the p... 2\n",
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"source": [
"df['sentiment'] = df['sentiment'].apply(sentiment_to_int)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "HN88PXSD3vrS",
"outputId": "824297d1-19ce-46e9-aeef-2b5c6e602f54"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" text label\n",
"0 If you decide to eat here, just be aware it is... 1\n",
"1 I am a long term frequent customer of this est... 0\n",
"2 Loved this tour! I grabbed a groupon and the p... 2\n",
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"type": "dataframe",
"variable_name": "df"
}
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"metadata": {},
"execution_count": 8
}
],
"source": [
"df.rename(columns={\"sentiment\": \"label\"}, inplace=True)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "d3ljxbrc3vrS",
"outputId": "9bcd9ee5-1338-4f8e-fe49-3f80d996fabb"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((115734, 2), (38579, 2))"
]
},
"metadata": {},
"execution_count": 9
}
],
"source": [
"split_index = int(0.75 * len(df))\n",
"train_df, test_df = df[:split_index], df[split_index:]\n",
"train_df.shape, test_df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sl_JJkJfmPVL"
},
"source": [
"## Save the data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "gUknwI7-gPoQ"
},
"outputs": [],
"source": [
"train_df.to_csv('train.csv', index=False)\n",
"test_df.to_csv('test.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gCBX4XPSGct2"
},
"source": [
"## Uploading to Hub"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 145,
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"outputId": "f2bbb975-e037-4b14-8103-884b03f3db26"
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"outputs": [
{
"output_type": "display_data",
"data": {
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"application/vnd.google.colaboratory.intrinsic+json": {
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],
"source": [
"yelp_train_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
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