metadata
configs:
- config_name: default
data_files:
- split: season_1
path: data/season_1-*
- split: season_2
path: data/season_2-*
- split: season_3
path: data/season_3-*
- split: season_4
path: data/season_4-*
- split: season_5
path: data/season_5-*
- split: season_6
path: data/season_6-*
- split: season_7
path: data/season_7-*
dataset_info:
features:
- name: episode_title
dtype: string
- name: season
dtype: string
- name: episode_number
dtype: string
- name: script_text
dtype: string
splits:
- name: season_1
num_bytes: 14592
num_examples: 3
- name: season_2
num_bytes: 15372
num_examples: 4
- name: season_3
num_bytes: 38217
num_examples: 6
- name: season_4
num_bytes: 42340
num_examples: 6
- name: season_5
num_bytes: 21330
num_examples: 3
- name: season_6
num_bytes: 34089
num_examples: 5
- name: season_7
num_bytes: 69600
num_examples: 6
download_size: 173212
dataset_size: 235540
"Black Mirror Scripts Scrapping with Jina"
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!")