Scraping_Game_of_Thrones_episodes.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://en.wikipedia.org/wiki/List_of_Game_of_Thrones_episodes'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "page = requests.get(url)\n",
    "# print(page.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup  = BeautifulSoup(page.text , 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "episode_table = soup.find_all('table' , class_ = 'wikitable plainrowheaders wikiepisodetable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# for table in episode_table :\n",
    "#     rows = table.find_all('tr')[1:]\n",
    "#     for items in rows:\n",
    "#         season_number = items.find_all('td')[0].get_text()\n",
    "#         director =  items.find_all('td')[2].get_text()\n",
    "#         print(season_number , director)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "episodes = []\n",
    "for table in episode_table:\n",
    "    heders = []\n",
    "    for heder in table.find('tr').find_all('th'):\n",
    "        heders.append(heder.text)\n",
    "    for row in table.find_all('tr')[1:]:\n",
    "        values = []\n",
    "        for col in row.find_all(['th','td']):\n",
    "            values.append(col.text)\n",
    "        episode_dict = { heders[i] : values[i] for i in range(len(values)) }\n",
    "        episodes.append(episode_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(episodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['No.', 'Original air date', 'No. inseason'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[:73]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename(columns={\"No.overall\": \"Episode\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.to_csv(\"Game_of_Thrones_episode.csv\")"
   ]
  }
 ]
}