train/notebooks/dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## Combining the Datasets"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a9f85d7ad156973"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "from utils import Language"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:18.709320Z",
     "start_time": "2023-11-15T13:36:18.433302Z"
    }
   },
   "id": "initial_id"
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "datasets_path = Path('../output')\n",
    "dataset_names = ('rosetta-code', 'github', 'generated', 'tl', 'func')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:18.712424Z",
     "start_time": "2023-11-15T13:36:18.711173Z"
    }
   },
   "id": "70429d0e7ea0d4b7"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "frames = []\n",
    "\n",
    "for filename in dataset_names:\n",
    "    path = datasets_path / f'{filename}.csv'\n",
    "    df = pd.read_csv(path)\n",
    "    frames.append(df)\n",
    "    \n",
    "tg_df = pd.read_csv(datasets_path / 'telegram.csv')\n",
    "tg_df['label'].replace({'OTHER': 0, 'CODE': pd.NA}, inplace=True)\n",
    "tg_df.dropna(inplace=True)\n",
    "frames.append(tg_df)\n",
    "\n",
    "df = pd.concat(frames, axis=0, ignore_index=True)\n",
    "df.dropna(inplace=True)\n",
    "df.drop_duplicates(inplace=True)\n",
    "df['label'] = pd.to_numeric(df['label'], downcast='integer')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:28.997115Z",
     "start_time": "2023-11-15T13:36:18.714416Z"
    }
   },
   "id": "211f906aed773e4a"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "df.to_csv(datasets_path / 'combined.csv', index=False, columns=('text', 'label'))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:39.493451Z",
     "start_time": "2023-11-15T13:36:28.996954Z"
    }
   },
   "id": "605400e54c9e02b3"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Visualizing Code Snippets Statistics"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b5391944fe288fa4"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:39.719563Z",
     "start_time": "2023-11-15T13:36:39.494980Z"
    }
   },
   "id": "299e483e3ddd1a8e"
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['language'] = df['label'].map(lambda x: Language(x).name.removeprefix('TGLANG_LANGUAGE_'))\n",
    "df['language'].value_counts().plot(kind='bar', figsize = (20,10), fontsize=20, rot=75)\n",
    "\n",
    "plt.title('Number of code snippets per language', fontsize=20)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T13:36:39.951350Z",
     "start_time": "2023-11-15T13:36:39.729303Z"
    }
   },
   "id": "6475871a7a3bd241"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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