EDA_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading data into a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>dialect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>398782</th>\n",
       "      <td>😂😂😂 يا جماعة الولد دا لزيز والله https://t.co/...</td>\n",
       "      <td>SD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40613</th>\n",
       "      <td>الايام هذي لما نبي نضحك ✌🏻 https://t.co/1uR4o9...</td>\n",
       "      <td>LY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320797</th>\n",
       "      <td>@Hass4n_ @AbdllahAlneaimi و هوي بتلاقيه بيخاف ...</td>\n",
       "      <td>LB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308935</th>\n",
       "      <td>بالرغم من الاختلاف مع القوات التاريخي ، ومش دف...</td>\n",
       "      <td>LB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249786</th>\n",
       "      <td>@rehamn2013 مجدى عبد الغنى اتمرقع</td>\n",
       "      <td>EG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353788</th>\n",
       "      <td>@KUWTIYA اوف.... لو طاقه طراق احسن</td>\n",
       "      <td>KW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227688</th>\n",
       "      <td>اش اخر مانجا  تابعتيها  أو الانمي ؟  \\n@Arwa_q...</td>\n",
       "      <td>YE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426750</th>\n",
       "      <td>@SamiGargash وياكم ان شاء الله بو عبدالله 💐</td>\n",
       "      <td>AE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69209</th>\n",
       "      <td>@h90aaa @ahmad_alsulaiti @khalidjassem74 الله ...</td>\n",
       "      <td>QA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123852</th>\n",
       "      <td>@Ncinema_word @Yacoub_Shaheen @FadiHaddadmedia...</td>\n",
       "      <td>PL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     text dialect\n",
       "398782  😂😂😂 يا جماعة الولد دا لزيز والله https://t.co/...      SD\n",
       "40613   الايام هذي لما نبي نضحك ✌🏻 https://t.co/1uR4o9...      LY\n",
       "320797  @Hass4n_ @AbdllahAlneaimi و هوي بتلاقيه بيخاف ...      LB\n",
       "308935  بالرغم من الاختلاف مع القوات التاريخي ، ومش دف...      LB\n",
       "249786                  @rehamn2013 مجدى عبد الغنى اتمرقع      EG\n",
       "353788                 @KUWTIYA اوف.... لو طاقه طراق احسن      KW\n",
       "227688  اش اخر مانجا  تابعتيها  أو الانمي ؟  \\n@Arwa_q...      YE\n",
       "426750        @SamiGargash وياكم ان شاء الله بو عبدالله 💐      AE\n",
       "69209   @h90aaa @ahmad_alsulaiti @khalidjassem74 الله ...      QA\n",
       "123852  @Ncinema_word @Yacoub_Shaheen @FadiHaddadmedia...      PL"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"Datasets/dialect_dataset.csv\", header=0)\n",
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### General statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"dialect\"].value_counts().plot(kind='bar',\n",
    "                                  title= \"Dialect counts in the data\",\n",
    "                                  xlabel= 'Dialect',\n",
    "                                  ylabel= 'Count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There are 18 different dialects (labels) in the dataset.\n",
    "- The total number of rows in the dataset is 458197.\n",
    "- The labels distribution is imbalanced. \n",
    "- The most represented dialect is 'EG' with around 57,000 rows. \n",
    "- The least represeneted dialects are 'YE' and 'TN' with around 10,000 rows and 9,200 respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tweets length distribution per dialect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2520x1440 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"length\"] = df[\"text\"].apply(len)\n",
    "dialects = df[\"dialect\"].unique()\n",
    "\n",
    "fig, axes = plt.subplots(3,6, figsize=(35,20))\n",
    "for dialect, ax in zip(dialects, axes.flatten()):\n",
    "    dialect_data = df[df['dialect'] == dialect]\n",
    "    minimum = dialect_data['length'].min()\n",
    "    maximum = dialect_data['length'].max()\n",
    "    mean = dialect_data['length'].mean()\n",
    "    sns.histplot(data = dialect_data[\"length\"], ax=ax)\n",
    "    ax.set_title(f\"tweets length distribution in dialect '{dialect}'\\n Min = {minimum}              Mean = {mean:.4f}               Max = {maximum}\")\n",
    "    ax.axvline(minimum, color ='black', lw=2, alpha=0.5)\n",
    "    ax.axvline(maximum, color ='black', lw=2, alpha=0.5)\n",
    "    ax.axvline(mean, color ='red', lw=2, alpha=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- All dialects have a somewhat similar tweet-length distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mentions, URLs, and Hashtags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total number of tweets = 458197\n",
      "percentage of tweets that contains URLs = 68195\n",
      "percentage of tweets that contains hashtags = 44122\n",
      "percentage of tweets that contains mentions, URLs, or hashtags = 373189\n"
     ]
    }
   ],
   "source": [
    "print(\"total number of tweets =\", len(df))\n",
    "\n",
    "print(\"percentage of tweets that contains URLs =\", len(df[df[\"text\"].str.contains(r\"https?\\://\\S+\")]))\n",
    "print(\"percentage of tweets that contains hashtags =\", len(df[df[\"text\"].str.contains(r\"#\\S+\")]))\n",
    "print(\"percentage of tweets that contains mentions, URLs, or hashtags =\", len(df[df[\"text\"].str.contains(r\"(?:\\@|https?\\://|#)\\S+\")]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dic = {\"mentions\": r\"\\@\\S+\", \n",
    "       \"URLs\": r\"https?\\://\\S+\", \n",
    "       \"hashtags\": r\"#\\S+\"}\n",
    "fig , axes = plt.subplots(1,3, figsize=(20,5))\n",
    "\n",
    "for i, ax in zip(dic.keys(), axes):\n",
    "    selected_df = df[df[\"text\"].str.contains(dic[i])]\n",
    "    selected_df[\"dialect\"].value_counts().plot(kind = 'bar',\n",
    "                                               title = f\"Number of tweets with {i} per dialect\\n total = {len(selected_df)}\",\n",
    "                                               xlabel = 'Dialect',\n",
    "                                               ylabel = 'Count',\n",
    "                                               ax = ax);"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ec26fe652b81aa16e73f5f2489daa0bd9f355124f013eb8138d239f76af89ec7"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}