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data.ipynb

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+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f133d1af",
+   "metadata": {},
+   "source": [
+    "# Working with Data"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "231cb7ec",
+   "metadata": {},
+   "source": [
+    "In this notebook, we are going to work on the datasets that are going to be used in order to fine tune our NLP models.  \n",
+    "The different steps that we are going to follow are:\n",
+    "\n",
+    "- Scraping ads data from Moroccan youtube products channels"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8313dd19",
+   "metadata": {},
+   "source": [
+    "# Scraping Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "978c782a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.edge.options import Options\n",
+    "from selenium.webdriver.common.by import By\n",
+    "from selenium.webdriver.support.ui import WebDriverWait\n",
+    "from selenium.webdriver.support import expected_conditions as EC\n",
+    "from bs4 import BeautifulSoup\n",
+    "import time\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "5c643463",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def scrape_ads(url, channel_name, max_scroll=3, wait_time=2):\n",
+    "    options = Options()\n",
+    "    options.headless = True\n",
+    "    options.add_argument(\"--disable-gpu\")\n",
+    "    options.add_argument(\"--no-sandbox\")\n",
+    "    \n",
+    "    # Mute the audio\n",
+    "    options.add_argument(\"--mute-audio\")\n",
+    "\n",
+    "    driver = webdriver.Edge(options=options)\n",
+    "\n",
+    "    driver.get(url)\n",
+    "\n",
+    "    # Scroll down to load more videos\n",
+    "    height = driver.execute_script(\"return document.documentElement.scrollHeight\")\n",
+    "    while True:\n",
+    "        driver.execute_script(\"window.scrollTo(0, document.documentElement.scrollHeight);\")\n",
+    "        time.sleep(3)  # Allow time for the page to load\n",
+    "        new_height = driver.execute_script(\"return document.documentElement.scrollHeight\")\n",
+    "        if new_height == height:\n",
+    "            time.sleep(5)  # Wait a bit longer to check if more content loads\n",
+    "            new_height = driver.execute_script(\"return document.documentElement.scrollHeight\")\n",
+    "            if new_height == height:  # If the height is still the same, we are at the bottom\n",
+    "                break\n",
+    "        height = new_height\n",
+    "\n",
+    "    src = driver.page_source\n",
+    "    soup = BeautifulSoup(src, 'lxml')\n",
+    "    video_links = soup.find_all('a', {'class': 'yt-simple-endpoint focus-on-expand style-scope ytd-rich-grid-media'})\n",
+    "    links = [\"https://www.youtube.com\" + link.get('href') for link in video_links if link.get('href')]\n",
+    "\n",
+    "    ads = []\n",
+    "    titles = []\n",
+    "    for link in links:\n",
+    "        driver.get(link)\n",
+    "        time.sleep(5)\n",
+    "\n",
+    "        src = driver.page_source\n",
+    "        soup = BeautifulSoup(src, 'lxml')\n",
+    "\n",
+    "        ad_text_span = soup.find('span', class_='yt-core-attributed-string--link-inherit-color')\n",
+    "        ad_text = ad_text_span.text.strip() if ad_text_span else \"No ad found\"\n",
+    "        ads.append(ad_text)\n",
+    "\n",
+    "        title_tag = soup.find('h1', {'class': 'title style-scope ytd-video-primary-info-renderer'})\n",
+    "        video_title = title_tag.text.strip() if title_tag else 'Title not found'\n",
+    "        titles.append(video_title)\n",
+    "\n",
+    "    driver.quit()\n",
+    "    return ads, titles, links"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "939fa26b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\ADS\\AppData\\Local\\Temp\\ipykernel_14604\\116512856.py:3: DeprecationWarning: headless property is deprecated, instead use add_argument('--headless') or add_argument('--headless=new')\n",
+      "  options.headless = True\n"
+     ]
+    }
+   ],
+   "source": [
+    "channel = '@inwi'\n",
+    "url = f\"https://www.youtube.com/{channel}/videos\"\n",
+    "ads, titles, links = scrape_ads(url, channel)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "188b9ba2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1380, 1380, 1380)"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(ads), len(titles), len(links)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "d6dedc02",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# put ads, titles and links in a dataframe\n",
+    "df3 = pd.DataFrame({'ad': ads, 'title': titles, 'link': links})\n",
+    "\n",
+    "# add channel column\n",
+    "df3['channel'] = channel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "c7a6bb24",
+   "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>ad</th>\n",
+       "      <th>title</th>\n",
+       "      <th>link</th>\n",
+       "      <th>channel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1375</th>\n",
+       "      <td>initiative e-Madrassa proposée par inwi (Souti...</td>\n",
+       "      <td>النشاط العلمي - حت التربة - الجزء الأول Janvie...</td>\n",
+       "      <td>https://www.youtube.com/watch?v=9z2eSPv7dLo</td>\n",
+       "      <td>@inwi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1376</th>\n",
+       "      <td>initiative e-Madrassa proposée par inwi (Souti...</td>\n",
+       "      <td>اللغة العربية -أنشطة تطبيقية - الجزء الثاني - ...</td>\n",
+       "      <td>https://www.youtube.com/watch?v=IgsAKIPPjig</td>\n",
+       "      <td>@inwi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1377</th>\n",
+       "      <td>Le présent de l'indicatif des verbes pronominaux</td>\n",
+       "      <td>Le présent de l'indicatif des verbes pronominaux</td>\n",
+       "      <td>https://www.youtube.com/watch?v=NvYs05Ix3OY</td>\n",
+       "      <td>@inwi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1378</th>\n",
+       "      <td>Soutien scolaire - Français - Novembre 2012</td>\n",
+       "      <td>Soutien scolaire - Français - Novembre 2012</td>\n",
+       "      <td>https://www.youtube.com/watch?v=ThXZp-jRrUY</td>\n",
+       "      <td>@inwi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1379</th>\n",
+       "      <td>Les contes marocains par la voix de Rachi El O...</td>\n",
+       "      <td>Emadrassa - L'espace de lecture présenté par R...</td>\n",
+       "      <td>https://www.youtube.com/watch?v=OPaECpKBl6I</td>\n",
+       "      <td>@inwi</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                     ad   \n",
+       "1375  initiative e-Madrassa proposée par inwi (Souti...  \\\n",
+       "1376  initiative e-Madrassa proposée par inwi (Souti...   \n",
+       "1377   Le présent de l'indicatif des verbes pronominaux   \n",
+       "1378       Soutien scolaire - Français - Novembre 2012   \n",
+       "1379  Les contes marocains par la voix de Rachi El O...   \n",
+       "\n",
+       "                                                  title   \n",
+       "1375  النشاط العلمي - حت التربة - الجزء الأول Janvie...  \\\n",
+       "1376  اللغة العربية -أنشطة تطبيقية - الجزء الثاني - ...   \n",
+       "1377   Le présent de l'indicatif des verbes pronominaux   \n",
+       "1378       Soutien scolaire - Français - Novembre 2012   \n",
+       "1379  Emadrassa - L'espace de lecture présenté par R...   \n",
+       "\n",
+       "                                             link channel  \n",
+       "1375  https://www.youtube.com/watch?v=9z2eSPv7dLo   @inwi  \n",
+       "1376  https://www.youtube.com/watch?v=IgsAKIPPjig   @inwi  \n",
+       "1377  https://www.youtube.com/watch?v=NvYs05Ix3OY   @inwi  \n",
+       "1378  https://www.youtube.com/watch?v=ThXZp-jRrUY   @inwi  \n",
+       "1379  https://www.youtube.com/watch?v=OPaECpKBl6I   @inwi  "
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df3.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "e9f0c14f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# concat df and df1 , df1, df3\n",
+    "df_ads = pd.concat([df, df1, df2, df3], ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "94398c8a",
+   "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>ad</th>\n",
+       "      <th>title</th>\n",
+       "      <th>link</th>\n",
+       "      <th>channel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>بشراكة مع بنك التغدية، مؤسسة أورنج تلتزم بالمس...</td>\n",
+       "      <td>Orange Maroc : خطوة خير</td>\n",
+       "      <td>https://www.youtube.com/watch?v=3RoNBU-snrc</td>\n",
+       "      <td>@orangemaroc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>خدمة Transfert internet كاينة مع أورنج 🧡\\n\\nعن...</td>\n",
+       "      <td>Orange Maroc: Transfert de solde</td>\n",
+       "      <td>https://www.youtube.com/watch?v=oQKRx9i2NdY</td>\n",
+       "      <td>@orangemaroc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>أورنج ديما كاينة معاك !🧡\\n\\nمع خدمة solde dépa...</td>\n",
+       "      <td>Orange Maroc: Solde dépannage</td>\n",
+       "      <td>https://www.youtube.com/watch?v=ElW8plKHRrI</td>\n",
+       "      <td>@orangemaroc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>لفراجة كاينة مع La Fibre d'Orange  !\\nنتا غير ...</td>\n",
+       "      <td>Orange Maroc : La Fibre d'Orange  لفراجة كاينة مع</td>\n",
+       "      <td>https://www.youtube.com/watch?v=sDt4tK29Vy8</td>\n",
+       "      <td>@orangemaroc</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>سخاوة النجمة 3 المضوبلة كاينة ! 😍\\nاستافدو من ...</td>\n",
+       "      <td>Orange Maroc : النجمة 3 المضوبلة كاينة</td>\n",
+       "      <td>https://www.youtube.com/watch?v=U2VOn8mhN8U</td>\n",
+       "      <td>@orangemaroc</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  ad   \n",
+       "0  بشراكة مع بنك التغدية، مؤسسة أورنج تلتزم بالمس...  \\\n",
+       "1  خدمة Transfert internet كاينة مع أورنج 🧡\\n\\nعن...   \n",
+       "2  أورنج ديما كاينة معاك !🧡\\n\\nمع خدمة solde dépa...   \n",
+       "3  لفراجة كاينة مع La Fibre d'Orange  !\\nنتا غير ...   \n",
+       "4  سخاوة النجمة 3 المضوبلة كاينة ! 😍\\nاستافدو من ...   \n",
+       "\n",
+       "                                               title   \n",
+       "0                            Orange Maroc : خطوة خير  \\\n",
+       "1                   Orange Maroc: Transfert de solde   \n",
+       "2                      Orange Maroc: Solde dépannage   \n",
+       "3  Orange Maroc : La Fibre d'Orange  لفراجة كاينة مع   \n",
+       "4             Orange Maroc : النجمة 3 المضوبلة كاينة   \n",
+       "\n",
+       "                                          link       channel  \n",
+       "0  https://www.youtube.com/watch?v=3RoNBU-snrc  @orangemaroc  \n",
+       "1  https://www.youtube.com/watch?v=oQKRx9i2NdY  @orangemaroc  \n",
+       "2  https://www.youtube.com/watch?v=ElW8plKHRrI  @orangemaroc  \n",
+       "3  https://www.youtube.com/watch?v=sDt4tK29Vy8  @orangemaroc  \n",
+       "4  https://www.youtube.com/watch?v=U2VOn8mhN8U  @orangemaroc  "
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_ads.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "bb4effba",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 3992 entries, 0 to 3991\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   ad       3992 non-null   object\n",
+      " 1   title    3992 non-null   object\n",
+      " 2   link     3992 non-null   object\n",
+      " 3   channel  3992 non-null   object\n",
+      "dtypes: object(4)\n",
+      "memory usage: 124.9+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_ads.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "76633f3d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# push to huggingface dataset\n",
+    "from datasets import Dataset\n",
+    "\n",
+    "dataset = Dataset.from_pandas(df_ads)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "7e41b632",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "40e4f65f82e44cfb8a28f6da043299bd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from huggingface_hub import notebook_login\n",
+    "notebook_login()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "6b3bd971",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c35e547ccf024c4580e2433504954f89",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Pushing dataset shards to the dataset hub:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "48d39e651d034177bcd28097a735febd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Creating parquet from Arrow format:   0%|          | 0/4 [00:00<?, ?ba/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b8dde35a9d784fcf81aeeb610837e73d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Deleting unused files from dataset repository:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "335d994ba0bf4e069f562eb0e68e1fca",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading metadata:   0%|          | 0.00/538 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Push the dataset to your Hugging Face account\n",
+    "dataset.push_to_hub('MLINSEA/Moroccan_ads')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "undefined.undefined.undefined"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}