Update README.md

README.md

@@ -51,6 +51,166 @@ dataset_info:
   download_size: 173212
   dataset_size: 235540
 ---
-# Dataset Card for "black_mirror_scripts"
+# "Black Mirror Scripts Scrapping with Jina"
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+```py
+
+import requests
+import os
+import time
+import re
+import logging
+from datasets import Dataset, DatasetDict
+from urllib.parse import urljoin
+
+# Set up logging
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(levelname)s - %(message)s',
+    handlers=[
+        logging.FileHandler('scrape_black_mirror.log'),
+        logging.StreamHandler()
+    ]
+)
+logger = logging.getLogger(__name__)
+
+# Define the episode structure for all seasons
+episodes = {
+    "season_1": [
+        {"title": "The National Anthem", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s01e01", "episode_number": "s01e01"},
+        {"title": "15 Million Merits", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s01e02", "episode_number": "s01e02"},
+        {"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"},
+    ],
+    "season_2": [
+        {"title": "Be Right Back", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e01", "episode_number": "s02e01"},
+        {"title": "White Bear", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e02", "episode_number": "s02e02"},
+        {"title": "The Waldo Moment", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e03", "episode_number": "s02e03"},
+        {"title": "Christmas Special", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s02e90", "episode_number": "s02e90"},
+    ],
+    "season_3": [
+        {"title": "Nosedive", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e01", "episode_number": "s03e01"},
+        {"title": "Playtest", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e02", "episode_number": "s03e02"},
+        {"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"},
+        {"title": "San Junipero", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e04", "episode_number": "s03e04"},
+        {"title": "Men Against Fire", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s03e05", "episode_number": "s03e05"},
+        {"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"},
+    ],
+    "season_4": [
+        {"title": "USS Callister", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e01", "episode_number": "s04e01"},
+        {"title": "ArkAngel", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e02", "episode_number": "s04e02"},
+        {"title": "Crocodile", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e03", "episode_number": "s04e03"},
+        {"title": "Hang the DJ", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e04", "episode_number": "s04e04"},
+        {"title": "Metalhead", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e05", "episode_number": "s04e05"},
+        {"title": "Black Museum", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s04e06", "episode_number": "s04e06"},
+    ],
+    "season_5": [
+        {"title": "Striking Vipers", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s05e01", "episode_number": "s05e01"},
+        {"title": "Smithereens", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s05e02", "episode_number": "s05e02"},
+        {"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"},
+    ],
+    "season_6": [
+        {"title": "Joan Is Awful", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e01", "episode_number": "s06e01"},
+        {"title": "Loch Henry", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e02", "episode_number": "s06e02"},
+        {"title": "Beyond the Sea", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e03", "episode_number": "s06e03"},
+        {"title": "Mazey Day", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e04", "episode_number": "s06e04"},
+        {"title": "Demon 79", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s06e05", "episode_number": "s06e05"},
+    ],
+    "season_7": [
+        {"title": "Common People", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e01", "episode_number": "s07e01"},
+        {"title": "Bête Noire", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e02", "episode_number": "s07e02"},
+        {"title": "Hotel Reverie", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e03", "episode_number": "s07e03"},
+        {"title": "Plaything", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e04", "episode_number": "s07e04"},
+        {"title": "Eulogy", "url": "https://www.springfieldspringfield.co.uk/view_episode_scripts.php?tv-show=black-mirror-2011&episode=s07e05", "episode_number": "s07e05"},
+        {"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"},
+    ],
+}
+
+# Jina AI Reader API prefix
+JINA_READER_PREFIX = "https://r.jina.ai/"
+
+# Function to clean script text
+def clean_script_text(text):
+    logger.info("Cleaning script text")
+    # Remove excessive newlines and whitespace
+    text = re.sub(r'\n\s*\n+', '\n\n', text.strip())
+    # Remove Jina AI metadata or unwanted headers
+    text = re.sub(r'^#.*?\n', '', text, flags=re.MULTILINE)
+    # Remove any navigation or footer content (basic filter)
+    text = re.sub(r'(\[Previous\].*?\[Next\])|(Springfield! Springfield!.*?$)', '', text, flags=re.DOTALL)
+    return text
+
+# Function to scrape a single episode
+def scrape_episode(season, episode):
+    title = episode["title"]
+    url = episode["url"]
+    episode_number = episode["episode_number"]
+    jina_url = JINA_READER_PREFIX + url
+
+    logger.info(f"Scraping {season}/{title} ({episode_number}) from {jina_url}")
+
+    try:
+        # Send request to Jina AI Reader
+        response = requests.get(jina_url, timeout=10)
+        response.raise_for_status()
+
+        # Get and clean script text
+        script_text = clean_script_text(response.text)
+
+        logger.info(f"Successfully scraped {title} ({episode_number})")
+
+        return {
+            "episode_title": title,
+            "season": season,
+            "episode_number": episode_number,
+            "script_text": script_text
+        }
+
+    except requests.exceptions.RequestException as e:
+        logger.error(f"Failed to scrape {title} ({episode_number}): {e}")
+        return None
+
+    finally:
+        # Rate limiting
+        time.sleep(2)
+
+# Collect data for Hugging Face dataset
+dataset_dict = {}
+logger.info("Starting scraping process")
+
+for season, episode_list in episodes.items():
+    logger.info(f"Processing {season}")
+    season_data = []
+
+    for episode in episode_list:
+        result = scrape_episode(season, episode)
+        if result:
+            season_data.append(result)
+
+    if season_data:
+        # Create a Dataset for the season
+        dataset_dict[season] = Dataset.from_list(season_data)
+        logger.info(f"Created dataset split for {season} with {len(season_data)} episodes")
+    else:
+        logger.warning(f"No data collected for {season}")
+
+# Create Hugging Face DatasetDict
+if dataset_dict:
+    hf_dataset = DatasetDict(dataset_dict)
+    logger.info("Created Hugging Face DatasetDict")
+
+    # Save dataset to disk
+    output_dir = "/content/black_mirror_scripts_dataset"
+    hf_dataset.save_to_disk(output_dir)
+    logger.info(f"Saved dataset to {output_dir}")
+
+    # Optional: Push to Hugging Face Hub (uncomment if desired)
+    from huggingface_hub import login
+    login(token="")
+    hf_dataset.push_to_hub("Svngoku/black_mirror_scripts", private=True)
+    logger.info("Pushed dataset to Hugging Face Hub")
+else:
+    logger.error("No data collected for any season")
+
+logger.info("Scraping and dataset creation complete!")
+
+```