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--- |
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configs: |
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- config_name: default |
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data_files: |
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- split: season_1 |
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path: data/season_1-* |
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- split: season_2 |
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path: data/season_2-* |
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- split: season_3 |
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path: data/season_3-* |
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- split: season_4 |
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path: data/season_4-* |
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- split: season_5 |
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path: data/season_5-* |
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- split: season_6 |
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path: data/season_6-* |
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- split: season_7 |
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path: data/season_7-* |
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dataset_info: |
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features: |
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- name: episode_title |
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dtype: string |
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- name: season |
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dtype: string |
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- name: episode_number |
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dtype: string |
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- name: script_text |
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dtype: string |
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splits: |
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- name: season_1 |
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num_bytes: 14592 |
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num_examples: 3 |
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- name: season_2 |
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num_bytes: 15372 |
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num_examples: 4 |
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- name: season_3 |
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num_bytes: 38217 |
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num_examples: 6 |
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- name: season_4 |
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num_bytes: 42340 |
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num_examples: 6 |
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- name: season_5 |
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num_bytes: 21330 |
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num_examples: 3 |
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- name: season_6 |
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num_bytes: 34089 |
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num_examples: 5 |
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- name: season_7 |
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num_bytes: 69600 |
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num_examples: 6 |
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download_size: 173212 |
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dataset_size: 235540 |
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--- |
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# "Black Mirror Scripts Scrapping with Jina" |
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```py |
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import requests |
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import os |
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import time |
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import re |
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import logging |
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from datasets import Dataset, DatasetDict |
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from urllib.parse import urljoin |
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# Set up logging |
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logging.basicConfig( |
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level=logging.INFO, |
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format='%(asctime)s - %(levelname)s - %(message)s', |
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handlers=[ |
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logging.FileHandler('scrape_black_mirror.log'), |
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logging.StreamHandler() |
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] |
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) |
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logger = logging.getLogger(__name__) |
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# Define the episode structure for all seasons |
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episodes = { |
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"season_1": [ |
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{"title": "The National Anthem", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s01e01", "episode_number": "s01e01"}, |
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{"title": "15 Million Merits", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s01e02", "episode_number": "s01e02"}, |
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{"title": "The Entire History of You", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s01e03", "episode_number": "s01e03"}, |
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], |
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"season_2": [ |
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{"title": "Be Right Back", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e01", "episode_number": "s02e01"}, |
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{"title": "White Bear", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e02", "episode_number": "s02e02"}, |
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{"title": "The Waldo Moment", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e03", "episode_number": "s02e03"}, |
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{"title": "Christmas Special", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e90", "episode_number": "s02e90"}, |
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], |
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"season_3": [ |
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{"title": "Nosedive", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e01", "episode_number": "s03e01"}, |
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{"title": "Playtest", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e02", "episode_number": "s03e02"}, |
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{"title": "Shut Up and Dance", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e03", "episode_number": "s03e03"}, |
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{"title": "San Junipero", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e04", "episode_number": "s03e04"}, |
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{"title": "Men Against Fire", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e05", "episode_number": "s03e05"}, |
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{"title": "Hated in the Nation", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e06", "episode_number": "s03e06"}, |
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], |
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"season_4": [ |
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{"title": "USS Callister", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e01", "episode_number": "s04e01"}, |
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{"title": "ArkAngel", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e02", "episode_number": "s04e02"}, |
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{"title": "Crocodile", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e03", "episode_number": "s04e03"}, |
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{"title": "Hang the DJ", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e04", "episode_number": "s04e04"}, |
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{"title": "Metalhead", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e05", "episode_number": "s04e05"}, |
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{"title": "Black Museum", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e06", "episode_number": "s04e06"}, |
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], |
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"season_5": [ |
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{"title": "Striking Vipers", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s05e01", "episode_number": "s05e01"}, |
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{"title": "Smithereens", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s05e02", "episode_number": "s05e02"}, |
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{"title": "Rachel, Jack and Ashley Too", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s05e03", "episode_number": "s05e03"}, |
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], |
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"season_6": [ |
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{"title": "Joan Is Awful", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e01", "episode_number": "s06e01"}, |
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{"title": "Loch Henry", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e02", "episode_number": "s06e02"}, |
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{"title": "Beyond the Sea", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e03", "episode_number": "s06e03"}, |
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{"title": "Mazey Day", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e04", "episode_number": "s06e04"}, |
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{"title": "Demon 79", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e05", "episode_number": "s06e05"}, |
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], |
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"season_7": [ |
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{"title": "Common People", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e01", "episode_number": "s07e01"}, |
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{"title": "Bête Noire", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e02", "episode_number": "s07e02"}, |
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{"title": "Hotel Reverie", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e03", "episode_number": "s07e03"}, |
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{"title": "Plaything", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e04", "episode_number": "s07e04"}, |
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{"title": "Eulogy", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e05", "episode_number": "s07e05"}, |
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{"title": "USS Callister: Into Infinity", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e06", "episode_number": "s07e06"}, |
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], |
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} |
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# Jina AI Reader API prefix |
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JINA_READER_PREFIX = "https://r.jina.ai/" |
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# Function to clean script text |
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def clean_script_text(text): |
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logger.info("Cleaning script text") |
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# Remove excessive newlines and whitespace |
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text = re.sub(r'\n\s*\n+', '\n\n', text.strip()) |
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# Remove Jina AI metadata or unwanted headers |
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text = re.sub(r'^#.*?\n', '', text, flags=re.MULTILINE) |
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# Remove any navigation or footer content (basic filter) |
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text = re.sub(r'(\[Previous\].*?\[Next\])|(Springfield! Springfield!.*?$)', '', text, flags=re.DOTALL) |
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return text |
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# Function to scrape a single episode |
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def scrape_episode(season, episode): |
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title = episode["title"] |
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url = episode["url"] |
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episode_number = episode["episode_number"] |
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jina_url = JINA_READER_PREFIX + url |
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logger.info(f"Scraping {season}/{title} ({episode_number}) from {jina_url}") |
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try: |
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# Send request to Jina AI Reader |
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response = requests.get(jina_url, timeout=10) |
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response.raise_for_status() |
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# Get and clean script text |
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script_text = clean_script_text(response.text) |
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logger.info(f"Successfully scraped {title} ({episode_number})") |
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return { |
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"episode_title": title, |
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"season": season, |
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"episode_number": episode_number, |
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"script_text": script_text |
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} |
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except requests.exceptions.RequestException as e: |
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logger.error(f"Failed to scrape {title} ({episode_number}): {e}") |
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return None |
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finally: |
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# Rate limiting |
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time.sleep(2) |
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# Collect data for Hugging Face dataset |
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dataset_dict = {} |
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logger.info("Starting scraping process") |
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for season, episode_list in episodes.items(): |
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logger.info(f"Processing {season}") |
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season_data = [] |
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for episode in episode_list: |
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result = scrape_episode(season, episode) |
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if result: |
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season_data.append(result) |
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if season_data: |
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# Create a Dataset for the season |
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dataset_dict[season] = Dataset.from_list(season_data) |
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logger.info(f"Created dataset split for {season} with {len(season_data)} episodes") |
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else: |
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logger.warning(f"No data collected for {season}") |
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# Create Hugging Face DatasetDict |
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if dataset_dict: |
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hf_dataset = DatasetDict(dataset_dict) |
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logger.info("Created Hugging Face DatasetDict") |
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# Save dataset to disk |
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output_dir = "/content/black_mirror_scripts_dataset" |
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hf_dataset.save_to_disk(output_dir) |
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logger.info(f"Saved dataset to {output_dir}") |
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# Optional: Push to Hugging Face Hub (uncomment if desired) |
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from huggingface_hub import login |
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login(token="") |
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hf_dataset.push_to_hub("Svngoku/black_mirror_scripts", private=True) |
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logger.info("Pushed dataset to Hugging Face Hub") |
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else: |
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logger.error("No data collected for any season") |
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logger.info("Scraping and dataset creation complete!") |
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``` |
