id
stringlengths
14
16
text
stringlengths
45
2.73k
source
stringlengths
49
114
457342ee84bb-1
[Document(page_content='LangChain is a framework for developing applications powered by language models. We believe that the most powerful and differentiated applications will not only call out to a language model via an API, but will also:\nBe data-aware: connect a language model to other sources of data\nBe agentic: allow a language model to interact with its environment\nThe LangChain framework is designed with the above principles in mind.\nThis is the Python specific portion of the documentation. For a purely conceptual guide to LangChain, see here. For the JavaScript documentation, see here.\nGetting Started\nCheckout the below guide for a walkthrough of how to get started using LangChain to create an Language Model application.\nGetting Started Documentation\nModules\nThere are several main modules that LangChain provides support for. For each module we provide some examples to get started, how-to guides, reference docs, and conceptual guides. These modules are, in increasing order of complexity:\nModels: The various model types and model integrations LangChain supports.\nPrompts: This includes prompt management, prompt optimization,
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
457342ee84bb-2
This includes prompt management, prompt optimization, and prompt serialization.\nMemory: Memory is the concept of persisting state between calls of a chain/agent. LangChain provides a standard interface for memory, a collection of memory implementations, and examples of chains/agents that use memory.\nIndexes: Language models are often more powerful when combined with your own text data - this module covers best practices for doing exactly that.\nChains: Chains go beyond just a single LLM call, and are sequences of calls (whether to an LLM or a different utility). LangChain provides a standard interface for chains, lots of integrations with other tools, and end-to-end chains for common applications.\nAgents: Agents involve an LLM making decisions about which Actions to take, taking that Action, seeing an Observation, and repeating that until done. LangChain provides a standard interface for agents, a selection of agents to choose from, and examples of end to end agents.\nUse Cases\nThe above modules can be used in a variety of ways. LangChain also provides guidance and assistance in
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
457342ee84bb-3
ways. LangChain also provides guidance and assistance in this. Below are some of the common use cases LangChain supports.\nPersonal Assistants: The main LangChain use case. Personal assistants need to take actions, remember interactions, and have knowledge about your data.\nQuestion Answering: The second big LangChain use case. Answering questions over specific documents, only utilizing the information in those documents to construct an answer.\nChatbots: Since language models are good at producing text, that makes them ideal for creating chatbots.\nQuerying Tabular Data: If you want to understand how to use LLMs to query data that is stored in a tabular format (csvs, SQL, dataframes, etc) you should read this page.\nInteracting with APIs: Enabling LLMs to interact with APIs is extremely powerful in order to give them more up-to-date information and allow them to take actions.\nExtraction: Extract structured information from text.\nSummarization: Summarizing longer documents into shorter, more condensed chunks of information. A type of Data Augmented Generation.\nEvaluation: Generative models
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
457342ee84bb-4
type of Data Augmented Generation.\nEvaluation: Generative models are notoriously hard to evaluate with traditional metrics. One new way of evaluating them is using language models themselves to do the evaluation. LangChain provides some prompts/chains for assisting in this.\nReference Docs\nAll of LangChain’s reference documentation, in one place. Full documentation on all methods, classes, installation methods, and integration setups for LangChain.\nReference Documentation\nLangChain Ecosystem\nGuides for how other companies/products can be used with LangChain\nLangChain Ecosystem\nAdditional Resources\nAdditional collection of resources we think may be useful as you develop your application!\nLangChainHub: The LangChainHub is a place to share and explore other prompts, chains, and agents.\nGlossary: A glossary of all related terms, papers, methods, etc. Whether implemented in LangChain or not!\nGallery: A collection of our favorite projects that use LangChain. Useful for finding inspiration or seeing how things were done in other applications.\nDeployments: A collection of instructions, code snippets, and template repositories for deploying LangChain apps.\nTracing: A
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
457342ee84bb-5
template repositories for deploying LangChain apps.\nTracing: A guide on using tracing in LangChain to visualize the execution of chains and agents.\nModel Laboratory: Experimenting with different prompts, models, and chains is a big part of developing the best possible application. The ModelLaboratory makes it easy to do so.\nDiscord: Join us on our Discord to discuss all things LangChain!\nProduction Support: As you move your LangChains into production, we’d love to offer more comprehensive support. Please fill out this form and we’ll set up a dedicated support Slack channel.', metadata={'source': 'https://python.langchain.com/en/latest/index.html'})]
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
457342ee84bb-6
previous DataFrame Loader next Directory Loader By Harrison Chase © Copyright 2023, Harrison Chase. Last updated on Apr 21, 2023.
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/diffbot.html
cb20790d3470-0
.ipynb .pdf Twitter Twitter# This loader fetches the text from the Tweets of a list of Twitter users, using the tweepy Python package. You must initialize the loader with your Twitter API token, and you need to pass in the Twitter username you want to extract. from langchain.document_loaders import TwitterTweetLoader #!pip install tweepy loader = TwitterTweetLoader.from_bearer_token( oauth2_bearer_token="YOUR BEARER TOKEN", twitter_users=['elonmusk'], number_tweets=50, # Default value is 100 ) # Or load from access token and consumer keys # loader = TwitterTweetLoader.from_secrets( # access_token='YOUR ACCESS TOKEN', # access_token_secret='YOUR ACCESS TOKEN SECRET', # consumer_key='YOUR CONSUMER KEY', # consumer_secret='YOUR CONSUMER SECRET', # twitter_users=['elonmusk'], # number_tweets=50, # ) documents = loader.load() documents[:5]
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-1
[Document(page_content='@MrAndyNgo @REI One store after another shutting down', metadata={'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'user_info': {'id': 44196397, 'id_str': '44196397', 'name': 'Elon Musk', 'screen_name': 'elonmusk', 'location': 'A Shortfall of Gravitas', 'profile_location': None, 'description': 'nothing', 'url': None, 'entities': {'description': {'urls': []}}, 'protected': False, 'followers_count': 135528327, 'friends_count': 220, 'listed_count': 120478, 'created_at': 'Tue Jun 02 20:12:29 +0000 2009', 'favourites_count': 21285, 'utc_offset': None, 'time_zone': None, 'geo_enabled': False, 'verified': False, 'statuses_count': 24795, 'lang': None, 'status': {'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'id': 1648170947541704705, 'id_str': '1648170947541704705', 'text': '@MrAndyNgo @REI One store after another shutting down', 'truncated': False, 'entities': {'hashtags': [], 'symbols': [], 'user_mentions': [{'screen_name': 'MrAndyNgo',
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-2
[], 'user_mentions': [{'screen_name': 'MrAndyNgo', 'name': 'Andy Ngô 🏳️\u200d🌈', 'id': 2835451658, 'id_str': '2835451658', 'indices': [0, 10]}, {'screen_name': 'REI', 'name': 'REI', 'id': 16583846, 'id_str': '16583846', 'indices': [11, 15]}], 'urls': []}, 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>', 'in_reply_to_status_id': 1648134341678051328, 'in_reply_to_status_id_str': '1648134341678051328', 'in_reply_to_user_id': 2835451658, 'in_reply_to_user_id_str': '2835451658', 'in_reply_to_screen_name': 'MrAndyNgo', 'geo': None, 'coordinates': None, 'place': None, 'contributors': None, 'is_quote_status': False, 'retweet_count': 118, 'favorite_count': 1286, 'favorited': False, 'retweeted': False, 'lang': 'en'}, 'contributors_enabled': False, 'is_translator': False, 'is_translation_enabled': False, 'profile_background_color': 'C0DEED', 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_tile': False,
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-3
'profile_background_tile': False, 'profile_image_url': 'http://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/44196397/1576183471', 'profile_link_color': '0084B4', 'profile_sidebar_border_color': 'C0DEED', 'profile_sidebar_fill_color': 'DDEEF6', 'profile_text_color': '333333', 'profile_use_background_image': True, 'has_extended_profile': True, 'default_profile': False, 'default_profile_image': False, 'following': None, 'follow_request_sent': None, 'notifications': None, 'translator_type': 'none', 'withheld_in_countries': []}}),
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-4
Document(page_content='@KanekoaTheGreat @joshrogin @glennbeck Large ships are fundamentally vulnerable to ballistic (hypersonic) missiles', metadata={'created_at': 'Tue Apr 18 03:43:25 +0000 2023', 'user_info': {'id': 44196397, 'id_str': '44196397', 'name': 'Elon Musk', 'screen_name': 'elonmusk', 'location': 'A Shortfall of Gravitas', 'profile_location': None, 'description': 'nothing', 'url': None, 'entities': {'description': {'urls': []}}, 'protected': False, 'followers_count': 135528327, 'friends_count': 220, 'listed_count': 120478, 'created_at': 'Tue Jun 02 20:12:29 +0000 2009', 'favourites_count': 21285, 'utc_offset': None, 'time_zone': None, 'geo_enabled': False, 'verified': False, 'statuses_count': 24795, 'lang': None, 'status': {'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'id': 1648170947541704705, 'id_str': '1648170947541704705', 'text': '@MrAndyNgo @REI One store after another shutting down', 'truncated': False, 'entities': {'hashtags': [],
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-5
down', 'truncated': False, 'entities': {'hashtags': [], 'symbols': [], 'user_mentions': [{'screen_name': 'MrAndyNgo', 'name': 'Andy Ngô 🏳️\u200d🌈', 'id': 2835451658, 'id_str': '2835451658', 'indices': [0, 10]}, {'screen_name': 'REI', 'name': 'REI', 'id': 16583846, 'id_str': '16583846', 'indices': [11, 15]}], 'urls': []}, 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>', 'in_reply_to_status_id': 1648134341678051328, 'in_reply_to_status_id_str': '1648134341678051328', 'in_reply_to_user_id': 2835451658, 'in_reply_to_user_id_str': '2835451658', 'in_reply_to_screen_name': 'MrAndyNgo', 'geo': None, 'coordinates': None, 'place': None, 'contributors': None, 'is_quote_status': False, 'retweet_count': 118, 'favorite_count': 1286, 'favorited': False, 'retweeted': False, 'lang': 'en'}, 'contributors_enabled': False, 'is_translator': False, 'is_translation_enabled': False, 'profile_background_color': 'C0DEED', 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https':
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-6
'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_tile': False, 'profile_image_url': 'http://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/44196397/1576183471', 'profile_link_color': '0084B4', 'profile_sidebar_border_color': 'C0DEED', 'profile_sidebar_fill_color': 'DDEEF6', 'profile_text_color': '333333', 'profile_use_background_image': True, 'has_extended_profile': True, 'default_profile': False, 'default_profile_image': False, 'following': None, 'follow_request_sent': None, 'notifications': None, 'translator_type': 'none', 'withheld_in_countries': []}}),
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-7
Document(page_content='@KanekoaTheGreat The Golden Rule', metadata={'created_at': 'Tue Apr 18 03:37:17 +0000 2023', 'user_info': {'id': 44196397, 'id_str': '44196397', 'name': 'Elon Musk', 'screen_name': 'elonmusk', 'location': 'A Shortfall of Gravitas', 'profile_location': None, 'description': 'nothing', 'url': None, 'entities': {'description': {'urls': []}}, 'protected': False, 'followers_count': 135528327, 'friends_count': 220, 'listed_count': 120478, 'created_at': 'Tue Jun 02 20:12:29 +0000 2009', 'favourites_count': 21285, 'utc_offset': None, 'time_zone': None, 'geo_enabled': False, 'verified': False, 'statuses_count': 24795, 'lang': None, 'status': {'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'id': 1648170947541704705, 'id_str': '1648170947541704705', 'text': '@MrAndyNgo @REI One store after another shutting down', 'truncated': False, 'entities': {'hashtags': [], 'symbols': [], 'user_mentions': [{'screen_name': 'MrAndyNgo', 'name': 'Andy Ngô
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-8
'MrAndyNgo', 'name': 'Andy Ngô 🏳️\u200d🌈', 'id': 2835451658, 'id_str': '2835451658', 'indices': [0, 10]}, {'screen_name': 'REI', 'name': 'REI', 'id': 16583846, 'id_str': '16583846', 'indices': [11, 15]}], 'urls': []}, 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>', 'in_reply_to_status_id': 1648134341678051328, 'in_reply_to_status_id_str': '1648134341678051328', 'in_reply_to_user_id': 2835451658, 'in_reply_to_user_id_str': '2835451658', 'in_reply_to_screen_name': 'MrAndyNgo', 'geo': None, 'coordinates': None, 'place': None, 'contributors': None, 'is_quote_status': False, 'retweet_count': 118, 'favorite_count': 1286, 'favorited': False, 'retweeted': False, 'lang': 'en'}, 'contributors_enabled': False, 'is_translator': False, 'is_translation_enabled': False, 'profile_background_color': 'C0DEED', 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_tile': False, 'profile_image_url':
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-9
'profile_background_tile': False, 'profile_image_url': 'http://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/44196397/1576183471', 'profile_link_color': '0084B4', 'profile_sidebar_border_color': 'C0DEED', 'profile_sidebar_fill_color': 'DDEEF6', 'profile_text_color': '333333', 'profile_use_background_image': True, 'has_extended_profile': True, 'default_profile': False, 'default_profile_image': False, 'following': None, 'follow_request_sent': None, 'notifications': None, 'translator_type': 'none', 'withheld_in_countries': []}}),
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-10
Document(page_content='@KanekoaTheGreat 🧐', metadata={'created_at': 'Tue Apr 18 03:35:48 +0000 2023', 'user_info': {'id': 44196397, 'id_str': '44196397', 'name': 'Elon Musk', 'screen_name': 'elonmusk', 'location': 'A Shortfall of Gravitas', 'profile_location': None, 'description': 'nothing', 'url': None, 'entities': {'description': {'urls': []}}, 'protected': False, 'followers_count': 135528327, 'friends_count': 220, 'listed_count': 120478, 'created_at': 'Tue Jun 02 20:12:29 +0000 2009', 'favourites_count': 21285, 'utc_offset': None, 'time_zone': None, 'geo_enabled': False, 'verified': False, 'statuses_count': 24795, 'lang': None, 'status': {'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'id': 1648170947541704705, 'id_str': '1648170947541704705', 'text': '@MrAndyNgo @REI One store after another shutting down', 'truncated': False, 'entities': {'hashtags': [], 'symbols': [], 'user_mentions': [{'screen_name': 'MrAndyNgo', 'name': 'Andy Ngô
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-11
'MrAndyNgo', 'name': 'Andy Ngô 🏳️\u200d🌈', 'id': 2835451658, 'id_str': '2835451658', 'indices': [0, 10]}, {'screen_name': 'REI', 'name': 'REI', 'id': 16583846, 'id_str': '16583846', 'indices': [11, 15]}], 'urls': []}, 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>', 'in_reply_to_status_id': 1648134341678051328, 'in_reply_to_status_id_str': '1648134341678051328', 'in_reply_to_user_id': 2835451658, 'in_reply_to_user_id_str': '2835451658', 'in_reply_to_screen_name': 'MrAndyNgo', 'geo': None, 'coordinates': None, 'place': None, 'contributors': None, 'is_quote_status': False, 'retweet_count': 118, 'favorite_count': 1286, 'favorited': False, 'retweeted': False, 'lang': 'en'}, 'contributors_enabled': False, 'is_translator': False, 'is_translation_enabled': False, 'profile_background_color': 'C0DEED', 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_tile': False, 'profile_image_url':
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-12
'profile_background_tile': False, 'profile_image_url': 'http://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/44196397/1576183471', 'profile_link_color': '0084B4', 'profile_sidebar_border_color': 'C0DEED', 'profile_sidebar_fill_color': 'DDEEF6', 'profile_text_color': '333333', 'profile_use_background_image': True, 'has_extended_profile': True, 'default_profile': False, 'default_profile_image': False, 'following': None, 'follow_request_sent': None, 'notifications': None, 'translator_type': 'none', 'withheld_in_countries': []}}),
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-13
Document(page_content='@TRHLofficial What’s he talking about and why is it sponsored by Erik’s son?', metadata={'created_at': 'Tue Apr 18 03:32:17 +0000 2023', 'user_info': {'id': 44196397, 'id_str': '44196397', 'name': 'Elon Musk', 'screen_name': 'elonmusk', 'location': 'A Shortfall of Gravitas', 'profile_location': None, 'description': 'nothing', 'url': None, 'entities': {'description': {'urls': []}}, 'protected': False, 'followers_count': 135528327, 'friends_count': 220, 'listed_count': 120478, 'created_at': 'Tue Jun 02 20:12:29 +0000 2009', 'favourites_count': 21285, 'utc_offset': None, 'time_zone': None, 'geo_enabled': False, 'verified': False, 'statuses_count': 24795, 'lang': None, 'status': {'created_at': 'Tue Apr 18 03:45:50 +0000 2023', 'id': 1648170947541704705, 'id_str': '1648170947541704705', 'text': '@MrAndyNgo @REI One store after another shutting down', 'truncated': False, 'entities': {'hashtags': [], 'symbols': [], 'user_mentions':
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-14
'entities': {'hashtags': [], 'symbols': [], 'user_mentions': [{'screen_name': 'MrAndyNgo', 'name': 'Andy Ngô 🏳️\u200d🌈', 'id': 2835451658, 'id_str': '2835451658', 'indices': [0, 10]}, {'screen_name': 'REI', 'name': 'REI', 'id': 16583846, 'id_str': '16583846', 'indices': [11, 15]}], 'urls': []}, 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>', 'in_reply_to_status_id': 1648134341678051328, 'in_reply_to_status_id_str': '1648134341678051328', 'in_reply_to_user_id': 2835451658, 'in_reply_to_user_id_str': '2835451658', 'in_reply_to_screen_name': 'MrAndyNgo', 'geo': None, 'coordinates': None, 'place': None, 'contributors': None, 'is_quote_status': False, 'retweet_count': 118, 'favorite_count': 1286, 'favorited': False, 'retweeted': False, 'lang': 'en'}, 'contributors_enabled': False, 'is_translator': False, 'is_translation_enabled': False, 'profile_background_color': 'C0DEED', 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https':
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-15
'http://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png', 'profile_background_tile': False, 'profile_image_url': 'http://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg', 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/44196397/1576183471', 'profile_link_color': '0084B4', 'profile_sidebar_border_color': 'C0DEED', 'profile_sidebar_fill_color': 'DDEEF6', 'profile_text_color': '333333', 'profile_use_background_image': True, 'has_extended_profile': True, 'default_profile': False, 'default_profile_image': False, 'following': None, 'follow_request_sent': None, 'notifications': None, 'translator_type': 'none', 'withheld_in_countries': []}})]
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
cb20790d3470-16
previous Telegram next Unstructured File Loader By Harrison Chase © Copyright 2023, Harrison Chase. Last updated on Apr 21, 2023.
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/twitter.html
15e70240f00f-0
.ipynb .pdf IMSDb IMSDb# This covers how to load IMSDb webpages into a document format that we can use downstream. from langchain.document_loaders import IMSDbLoader loader = IMSDbLoader("https://imsdb.com/scripts/BlacKkKlansman.html") data = loader.load() data
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-1
[Document(page_content='\n\r\n\r\n\r\n\r\n BLACKKKLANSMAN\r\n \r\n \r\n \r\n \r\n Written by\r\n\r\n Charlie Wachtel & David Rabinowitz\r\n\r\n and\r\n\r\n Kevin Willmott & Spike Lee\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n FADE IN:\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-2
FADE IN:\r\n \r\n SCENE FROM "GONE WITH THE WIND"\r\n \r\n Scarlett O\'Hara, played by Vivian Leigh, walks through the\r\n Thousands of injured Confederate Soldiers pulling back to\r\n reveal the Famous Shot of the tattered Confederate Flag in\r\n "Gone with the Wind" as The Max Stein Music Score swells from\r\n Dixie to Taps.\r\n \r\n BEAUREGARD- KLAN NARRATOR (O.S.)\r\n They say they may have lost the\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-3
Battle but they didn\'t lose The War.\r\n Yes, Friends, We are under attack.\r\n \r\n CUT TO:\r\n \r\n A 1960\'S EDUCATIONAL STYLE FILM\r\n \r\n Shot on Grainy COLOR 16MM EKTACHROME Film, The NARRATOR\r\n BEAUREGARD, a Middle Aged but handsome, White Male, sits at a\r\n desk, a Confederate Flag on a stand beside him. Very\r\n Official. He
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-4
him. Very\r\n Official. He is not a Southerner and speaks with articulation\r\n and intelligence.\r\n \r\n BEAUREGARD- KLAN NARRATOR\r\n You\'ve read about it in your Local\r\n Newspapers or seen it on The Evening\r\n News. That\'s right. We\'re living in\r\n an Era marked by the spread of\r\n Integration and Miscegenation.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-5
CUT TO:\r\n \r\n FOOTAGE OF THE LITTLE ROCK NINE\r\n \r\n being escorted into CENTRAL HIGH SCHOOL, Little Rock,\r\n Arkansas by The National Guard.\r\n \r\n BEAUREGARD- KLAN NARRATOR\r\n (V.O.)(CONT\'D)\r\n The Brown Decision forced upon us by\r\n The Jewish controlled Puppets on the\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-6
Jewish controlled Puppets on the\r\n U.S. Supreme Court compelling White\r\n children to go to School with an\r\n Inferior Race is The Final Nail in a\r\n Black Coffin towards America becoming\r\n a Mongrel Nation.\r\n \r\n A QUICK SERIES OF IMAGES\r\n \r\n Segregation Signs. Antebellum Photos. Happy Slaves in Old\r\n Movies. Masters inspecting their Cotton and Tobacco with\r\n their Slaves in The Fields. Blacks shining Shoes and working\r\n as
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-7
Shoes and working\r\n as Butlers, Porters and Maids.\r\n BEAUREGARD- KLAN NARRATOR (V.O.)\r\n (CONT\'D)\r\n We had a great way of Life before The\r\n Martin Luther Coon\'s of The World...\r\n \r\n CUT TO:\r\n \r\n The Billboard of Dr. Martin Luther King Jr. sitting in
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-8
of Dr. Martin Luther King Jr. sitting in the\r\n front row of a Classroom it reads: Martin Luther King in a\r\n Communist Training School.\r\n \r\n BEAUREGARD- KLAN NARRATOR (CONT\'D)\r\n ...and their Army of Commies started\r\n their Civil Rights Assault on our\r\n Holy White Protestant Values.\r\n \r\n CLOSE - BOUREGARD - KLAN NARRATOR\r\n \r\n BEAUREGARD- KLAN
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-9
BEAUREGARD- KLAN NARRATOR (CONT\'D)\r\n Do you really want your precious\r\n White Child going to School with\r\n Negroes?\r\n \r\n Footage of Black and White Children playing together,\r\n innocent.\r\n \r\n Beauregard now stands by a Large Screen and points at The\r\n Screen.\r\n \r\n BEAUREGARD-KLAN NARRATOR (CONT\'D)\r\n They are Lying, Dirty
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-10
They are Lying, Dirty Monkeys...\r\n \r\n FOOTAGE and STILLS of Stereotype Blacks Coons, Bucks and\r\n shining Black Mammies. Black Soldiers in D. W. Griffith\'s\r\n "Birth of a Nation" pushing Whites around on the Street.\r\n \r\n CLOSE - BEAUREGARD\r\n \r\n BEAUREGARD- KLAN NARRATOR (CONT\'D)\r\n ...Stopping at nothing to gain\r\n Equality with The White Man.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-11
\r\n Images and Scientific charts of Blacks compared to Apes and\r\n Monkeys.\r\n \r\n CLOSE - BEAUREGARD - KLAN NARRATOR\r\n \r\n BEAUREGARD- KLAN NARRATOR (CONT\'D)\r\n ...Rapists, Murderers...Craving The\r\n Virgin, Pure Flesh of White Women.\r\n They are Super Predators...\r\n CUT TO:\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-12
CUT TO:\r\n \r\n LYNCH, The MULATTO, lusting after our LILLIAN GISH in "Birth\r\n of a Nation." Other Lusting Images of Craving Black\r\n Beasts!!! SEXUAL PREDATORS!!!\r\n \r\n CUT TO:\r\n \r\n KING KONG on Empire State Building with Fay Wray in his hand.\r\n GUS in "Birth of a Nation" chasing a White Woman he wants to\r\n Rape.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-13
\r\n CUT TO:\r\n \r\n CLOSE - BEAUREGARD - KLAN NARRATOR\r\n \r\n A Stereotype illustration of Jews controlling Negroes.\r\n \r\n BEAUREGARD- KLAN NARRATOR (CONT\'D)\r\n ...and the Negro\'s insidious tactics\r\n under the tutelage of High Ranking\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-14
of High Ranking\r\n Blood Sucking Jews! Using an Army of\r\n outside...\r\n \r\n Beauregard continues.\r\n \r\n CUT TO:\r\n \r\n BEAUREGARD-KLAN NARRATOR(CONT\'D)\r\n ...Northern Black Beast Agitators...\r\n \r\n Footage of The March on
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-15
Footage of The March on Washington.\r\n \r\n CUT TO:\r\n \r\n CLOSE - BOUREGARD - KLAN NARRATOR.\r\n \r\n BOUREGARD- KLAN NARRATOR (CONT\'D)\r\n ...determined to overthrow The God\r\n Commanded and Biblically inspired\r\n Rule of The White Race.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-16
\r\n CUT TO:\r\n \r\n An image of an All-American White Nuclear Family.\r\n \r\n CUT TO:\r\n \r\n Bouregard gives his Final Words.\r\n \r\n BOUREGARD-KLAN
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-17
BOUREGARD-KLAN NARRATOR (CONT\'D)\r\n It\'s an International... Jewish...\r\n Conspiracy.\r\n WE HEAR and end with the Corny Stinger of Music that goes\r\n with these Education and Propaganda Films!\r\n \r\n CUT TO:\r\n \r\n EXT. COLORADO SPRINGS AREA - DAY\r\n \r\n DRONE SHOT\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-18
SHOT\r\n \r\n Superimposed: Early 70s\r\n \r\n An amazing contrast. The beautiful landscape of Colorado\r\n Springs, the City sits nestled within the rugged Mountain\r\n terrain. The majestic Pikes Peak, the jagged beauty of The\r\n Garden of the Gods, The plush Broadmoor Resort, The Will\r\n Rodgers Shrine of The Sun.\r\n \r\n \r\n EXT. COLORADO SPRINGS STREET - DAY\r\n \r\n RON STALLWORTH, Black, 21, Handsome, Intelligent, sporting a\r\n good
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-19
sporting a\r\n good sized Afro, rebellious but straight laced by most 1970\'s\r\n standards.\r\n \r\n Ron stares at an Ad attached to a bulletin board.\r\n \r\n CLOSE - THE AD READS:\r\n \r\n JOIN THE COLORADO SPRINGS POLICE FORCE, MINORITIES ENCOURAGED\r\n TO APPLY! Ron rips the Ad from the board.\r\n \r\n EXT. COLORADO SPRINGS POLICE DEPT BUILDING. - DAY\r\n \r\n INT. OFFICE OF CHIEF BRIDGES - COLORADO SPRINGS POLICE DEPT -\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-20
- COLORADO SPRINGS POLICE DEPT -\r\n DAY\r\n \r\n A drab, white-walled office. Ron sits across the table from\r\n The Assistant City Personnel Manager, MR. TURRENTINE, Black,\r\n 40\'s, business like but progressive and CHIEF BRIDGES, White,\r\n smart, 50\'s, in a Police Uniform, a Man ready for change.\r\n \r\n MR. TURRENTINE\r\n Why weren\'t you drafted into the\r\n Vietnam War?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-21
\r\n RON STALLWORTH\r\n I went to College.\r\n \r\n MR. TURRENTINE\r\n How do you feel about Vietnam?\r\n \r\n RON STALLWORTH\r\n I have mixed feelings.\r\n CHIEF BRIDGES\r\n Would you call yourself a Womanizer?\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-22
Would you call yourself a Womanizer?\r\n RON STALLWORTH\r\n No Sir, I would not.\r\n \r\n MR. TURRENTINE\r\n Do you frequent Night Clubs?\r\n \r\n RON STALLWORTH\r\n No Sir.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-23
CHIEF BRIDGES\r\n Do you drink?\r\n \r\n RON STALLWORTH\r\n On Special occasions, Sir.\r\n \r\n MR. TURRENTINE\r\n Have you ever done any Drugs?\r\n \r\n RON STALLWORTH\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-24
Only those prescribed by My Doctor,\r\n Sir.\r\n \r\n Turrentine looks at Chief Bridges.\r\n \r\n MR. TURRENTINE\r\n That\'s kind of rare these days for a\r\n young Hip Soul Brother like you.\r\n \r\n RON STALLWORTH\r\n I know but my Father was in The\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-25
but my Father was in The\r\n Military and I was raised up the\r\n Right way, Sir.\r\n \r\n CHIEF BRIDGES\r\n How are you with people, generally?\r\n \r\n RON STALLWORTH\r\n Sir, they treat me right, I treat\r\n them right, like I already said I was\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-26
raised...\r\n \r\n CHIEF BRIDGES\r\n ...Have you ever had any negative...\r\n \r\n Mr. Turrentine jumps in, impatient.\r\n \r\n MR. TURRENTINE\r\n ...What would you do if another Cop\r\n called you a Nigger?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-27
RON STALLWORTH\r\n Would that happen...\r\n \r\n MR. TURRENTINE\r\n ...Sheeeeeeettt!!!\r\n Bridges looks at him. Turrentine waits, Ron doesn\'t know how\r\n to respond, finally. Turrentine leans forward.\r\n \r\n MR. TURRENTINE (CONT\'D)\r\n There\'s never been a Black Cop in\r\n this City. If we
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-28
this City. If we make you an Officer,\r\n you would, in effect, be the Jackie\r\n Robinson of the Colorado Springs\r\n Police force.\r\n \r\n Mr. Turrentine lets this sink in.\r\n \r\n MR. TURRENTINE (CONT\'D)\r\n And if you know anything about Jackie\r\n Robinson you know he had to take a\r\n lot of... guff... from his fellow\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-29
his fellow\r\n Teammates, from Fans, other Teams,\r\n and The Press.\r\n \r\n RON STALLWORTH\r\n I know Jackie\'s Story, Sir.\r\n \r\n MR. TURRENTINE\r\n Good. So, knowing that, when someone\r\n calls you Nigger will you be able to\r\n turn the other Cheek?\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-30
\r\n Ron evaluates the hard reality of the question. Decides.\r\n \r\n RON STALLWORTH\r\n If I need to, yes, Sir.\r\n \r\n MR. TURRENTINE\r\n Son, The Mayor and I think you might\r\n be The Man to open things up here.\r\n \r\n Ron looks at Chief Bridges.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-31
Bridges.\r\n \r\n CHIEF BRIDGES\r\n I\'ll have your back but I can only do\r\n so much. The Weight of this is on\r\n You...and You alone.\r\n \r\n Ron weighs The Journey ahead.\r\n \r\n OMITTED\r\n \r\n OMITTED\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-32
\r\n INT. RECORDS ROOM - CSPD - DAY\r\n \r\n Ron sorts a file cabinet of records as OFFICER CLAY MULANEY,\r\n 60\'s, White, sits on a stool, reading a Magazine clearly\r\n looking at a Photo of something good.\r\n Ron looks at the Photo of the Actress Cybill Shepherd.\r\n \r\n RON STALLWORTH\r\n Cybill Shepherd. She was great in The\r\n Last Picture Show.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-33
\r\n OFFICER MULANEY\r\n Never saw it but what you think?\r\n \r\n RON STALLWORTH\r\n She\'s a very good Actress.\r\n \r\n OFFICER MULANEY\r\n Y\'know you want some of that.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-34
\r\n Ron ignores it.\r\n \r\n OFFICER MULANEY (CONT\'D)\r\n Truth be told when I see one of your\r\n kind with a White Woman it turns my\r\n Stomach.\r\n \r\n RON STALLWORTH\r\n Yeah. Why\'s that?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-35
OFFICER MULANEY\r\n He could only want one thing.\r\n \r\n RON STALLWORTH\r\n What would that be?\r\n \r\n OFFICER MULANEY\r\n You like acting dumb, Y\'know.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-36
RON STALLWORTH\r\n No, I just like my questions to be\r\n answered.\r\n \r\n A VOICE of UNIFORMED COP WHEATON calls from the other side of\r\n the Counter.\r\n \r\n WHEATON (O.S.)\r\n Hey! Anybody in there? Looking for a\r\n Toad here.\r\n \r\n Ron walks to the Counter to see The White and
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-37
Ron walks to the Counter to see The White and sleep-deprived\r\n Cop impatiently leaning on his elbows.\r\n \r\n WHEATON (CONT\'D)\r\n Get me the record for this Toad named\r\n Tippy Birdsong.\r\n \r\n Ron pulls up the File for Tippy Birdsong. The Photo shows a\r\n Black Man in his twenties.\r\n WHEATON (CONT\'D)\r\n While you\'re at it, why
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-38
While you\'re at it, why don\'t you\r\n grab another Toad... Steven Wilson.\r\n \r\n Ron pulls the File... another young Black Male, ANOTHER\r\n SEXUAL PREDATOR!\r\n \r\n INT. CSPD HALLWAY - DAY\r\n \r\n Chief Bridges strides down the hall with SGT. TRAPP a soft-\r\n spoken White Man in his 40\'s, they are discussing a File. Ron\r\n suddenly appears walking with them.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-39
RON STALLWORTH\r\n While I\'ve got you both here. Sirs,\r\n I\'d like to be an Undercover\r\n Detective.\r\n \r\n Chief Bridges and Sgt. Trapp both stop.\r\n \r\n CHIEF BRIDGES\r\n What Narcotics?\r\n \r\n RON
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-40
RON STALLWORTH\r\n Whatever Department works, Sir.\r\n \r\n SGT. TRAPP\r\n You just joined The Force, Rookie.\r\n \r\n RON STALLWORTH\r\n I know, Sir but I think I could do\r\n some good there.\r\n \r\n SGT. TRAPP\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-41
SGT. TRAPP\r\n Is that right?\r\n \r\n RON STALLWORTH\r\n Well, I\'m young. I think there\'s a\r\n niche for me. Get In where I can Fit\r\n In.\r\n \r\n SGT. TRAPP\r\n What do you think, Chief?\r\n \r\n Sgt. Trapp sees
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-42
Sgt. Trapp sees the logic, looks to Chief Bridges, who stops,\r\n considering.\r\n \r\n CHIEF BRIDGES\r\n Think a lot of yourself, don\'t cha?\r\n \r\n RON STALLWORTH\r\n Just trying to be of help, Chief.\r\n Plus, I hate working in The Records\r\n room.\r\n Sgt. Trapp reacts knowing Ron
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-43
Sgt. Trapp reacts knowing Ron shouldn\'t have said that about\r\n the Records Room. CHIEF BRIDGES looks at Ron, matter of fact.\r\n \r\n CHIEF BRIDGES\r\n Well, I think Records is a good place\r\n for you to start, Rookie.\r\n \r\n RON STALLWORTH\r\n Chief, want me clean shaven?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-44
\r\n CHIEF BRIDGES\r\n Keep it. I like the look.\r\n \r\n Chief Bridges walks off without another word. SGT. TRAPP\r\n gives a knowing look to Ron, who watches them walk away.\r\n \r\n INT. RECORDS ROOM - CSPD - DAY\r\n \r\n Ron behind the Counter. MASTER PATROLMAN ANDY LANDERS, White,\r\n Mid-30\'s, a regular guy but there is something dangerous\r\n there, steps up.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-45
\r\n LANDERS\r\n Need a File on a Toad.\r\n \r\n Ron doesn\'t respond.\r\n \r\n LANDERS (CONT\'D)\r\n You Deaf? I said I need info on a\r\n Toad.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-46
RON STALLWORTH\r\n No Toads here.\r\n \r\n LANDERS\r\n Excuse me?\r\n \r\n RON STALLWORTH\r\n I said, I don\'t have any Toads. I do\r\n have Human Beings and if you give me\r\n their names I can pull the Files.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-47
\r\n Landers scowls. Ron stares back at him, Eye to Eye.\r\n \r\n LANDERS\r\n Heard you think you Hot Shit but you\r\n ain\'t nuthin\' but a Cold Fart. Name\'s\r\n Maurice, Maurice Smalls...That\r\n respectful enough for you, Officer\r\n Toad.\r\n \r\n Ron pulls The File, throws it down on the Counter as
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-48
The File, throws it down on the Counter as Landers\r\n snatches The File and storms off.\r\n INT. RON\'S APARTMENT - BEDROOM - MORNING\r\n \r\n As Ron sleeps, a phone rings. Ron snaps awake and grabs at\r\n the phone on the night table.\r\n \r\n RON STALLWORTH\r\n Hello.\r\n CHIEF BRIDGES (O.S.)\r\n It\'s Bridges. You sleeping?\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-49
\r\n RON STALLWORTH\r\n Yes, Chief, I was. Just worked a\r\n Night Shift.\r\n \r\n CHIEF BRIDGES (O.S.)\r\n I changed my mind, you\'re gonna come\r\n in a little earlier today. We\'ve got\r\n an assignment for you. 12 Noon.\r\n Sharp. Narcotics Division. Wear\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-50
Sharp. Narcotics Division. Wear\r\n Street clothes.\r\n \r\n RON STALLWORTH\r\n Yes Sir, see you then. Thank You.\r\n Thank You.\r\n \r\n Ron sits up in Bed, excited, thinking about the challenge\r\n ahead.\r\n \r\n INT. CSPD - NARCOTICS DIVISION - DAY\r\n \r\n Ron, dressed in Bell-Bottoms and a Hip Italian Knit
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-51
dressed in Bell-Bottoms and a Hip Italian Knit Shirt,\r\n Marshmallow Shoes steps inside the Narcotics office, which is\r\n literally The Basement of The Station. He looks around at The\r\n Area Buzzing with Activity and sees\r\n \r\n ANGLE - UNDERCOVER COPS\r\n \r\n at their desks. Looking less like Cops and more like unkempt\r\n Hippies or Rock N\' Rollers.\r\n \r\n CLOSE - RON\r\n \r\n just stands there looking at all the activity.\r\n \r\n CLOSE -
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-52
\r\n CLOSE - CHIEF BRIDGES\r\n \r\n waves Ron back to the rear of The Room for privacy.\r\n \r\n CLOSE - FLIP ZIMMERMAN\r\n \r\n FLIP\r\n Rookie, you\'re late.\r\n \r\n RON STALLWORTH\r\n Sorry, it won\'t happen again.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-53
again.\r\n \r\n Flip, late 30\'s, long hair, looks like anything but a Cop, he\r\n however is somewhat of a closed-off guy, all business, Ron\r\n sits across from him. Chief Bridges steps before them.\r\n CHIEF BRIDGES (CONT\'D)\r\n We\'ve got limited time so I\'ll be\r\n quick. That Black Radical Stokely\r\n Carmichael is giving a Speech Tonight\r\n at Bell\'s Nightingale.\r\n \r\n Ron is surprised at this.\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-54
Ron is surprised at this.\r\n \r\n RON STALLWORTH\r\n The Nightclub?\r\n \r\n CHIEF BRIDGES\r\n No, Emmanuel Missionary Baptist\r\n Church!!!\r\n \r\n Flip just listens.\r\n \r\n CHIEF BRIDGES
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-55
CHIEF BRIDGES (CONT\'D)\r\n Carmichael is a former High Muckity-\r\n Muck with The Black Panthers and as\r\n far as I\'m concerned, FBI Director J.\r\n Edgar Hoover was dead right when he\r\n said The Black Panthers are The\r\n Greatest Internal Threat to The\r\n Security of these United States. This\r\n Carmichael Joker, former Panther or\r\n not, they say he\'s a Damn Good\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-56
Good\r\n Speaker and we don\'t want this\r\n Carmichael getting into The Minds of\r\n the Black People here in Colorado\r\n Springs and stirring them up.\r\n \r\n Ron\'s face cringes at Chief Bridges\'s words. He steps to Ron.\r\n \r\n CHIEF BRIDGES (CONT\'D)\r\n Ron, your assignment is to go to this\r\n Speech tonight and infiltrate these\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-57
Bunch of Subversives and monitor The\r\n Audience reaction to Carmichael. You\r\n ready?\r\n \r\n Flip and Chief Bridges stare at Ron.\r\n \r\n RON STALLWORTH\r\n Born Ready.\r\n \r\n INT. NARCOTICS DIVISION - CSPD - NIGHT\r\n \r\n Ron stands, his shirt off, as Flip wires a Wireless\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-58
off, as Flip wires a Wireless\r\n Transmitter and Microphone to his body. Another Narcotics\r\n Cop, JIMMY CREEK, 30\'s, observes the installation.\r\n \r\n RON STALLWORTH\r\n Any chance this thing Fucks Up?\r\n FLIP\r\n Fuck yeah.\r\n \r\n RON STALLWORTH\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-59
Then what?\r\n \r\n JIMMY\r\n Just stick to The Game Plan.\r\n \r\n RON STALLWORTH\r\n Which is?\r\n \r\n FLIP\r\n Improvise. Like Jazz. This isn\'t some\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-60
some\r\n Big Bust. We just want some Intel,\r\n that\'s it.\r\n \r\n JIMMY\r\n What happens if someone offers you a\r\n Marijuana Cigarette?\r\n \r\n RON STALLWORTH\r\n You mean a Joint?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-61
JIMMY\r\n Yeah.\r\n \r\n RON STALLWORTH\r\n "Soul Brother, I\'m already High on\r\n Life. Can you Dig It?"\r\n \r\n FLIP\r\n And if someone pulls a Gun on you?\r\n \r\n Ron
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-62
\r\n Ron is caught off guard.\r\n \r\n RON STALLWORTH\r\n You expecting that?\r\n \r\n Flip pulls his Gun.\r\n \r\n FLIP\r\n Barrel of a 45\'s in your face, Finger\r\n on the Trigger, now what?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-63
\r\n RON STALLWORTH\r\n Blood, get that Gun out my face.\r\n Peace Love and Soul.\r\n \r\n FLIP\r\n Gun is still in your face.\r\n \r\n Ron gives Jimmy a wary look speaking to Flip.\r\n RON STALLWORTH\r\n I de-escalate.
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-64
I de-escalate. Talk calmly, firmly.\r\n Find a way out of there, A-Sap.\r\n \r\n Jimmy nods, satisfied. Flip is finished with The Wiring. Ron\r\n takes a deep breath.\r\n \r\n FLIP\r\n Relax, we\'ll be outside, listening\r\n in.\r\n \r\n RON STALLWORTH\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-65
RON STALLWORTH\r\n Can I order a Drink at The Bar?\r\n \r\n Flip steps away, no comment.\r\n \r\n JIMMY\r\n That\'s fine, just don\'t get Shit\r\n Faced.\r\n \r\n FLIP\r\n Got it?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-66
\r\n RON STALLWORTH\r\n I got it. I\'m gone.\r\n \r\n Jimmy laughs, Slaps Ron on the back.\r\n \r\n EXT. CITY STREET - OUTSKIRTS OF DOWNTOWN - NIGHT\r\n \r\n Ron pulls an unmarked Sedan to the curb. He gets out and\r\n looks around.\r\n \r\n A Crowded sidewalk overflows into The Street, filling a line\r\n that Bottlenecks into The Club with
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-67
that Bottlenecks into The Club with the Sign: \r\n \r\n CLOSE SIGN - BELL\'S NIGHTINGALE\r\n \r\n ANGLE - TONIGHT: KWAME TURE SPEAKS\r\n \r\n Ron walks to the back of the line. He becomes an Every\r\n Brother slowly moving forward as People enter. As he moves\r\n forward he notices a striking Woman at the Front Door.\r\n \r\n ANGLE - PATRICE DUMAS\r\n \r\n Mid 20\'s, an Angela Davis Afro, she wears a Hip array of\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-68
a Hip array of\r\n Militant wear, Black Leather Jacket, Love Beads but on her it\r\n looks fantastic. Ron is taken by her Beauty, he watches as\r\n she monitors the door, clearly in charge.\r\n \r\n RON STALLWORTH\r\n How are you doing, my Soul Sista?\r\n \r\n Patrice gives Ron a good look summing him up.\r\n PATRICE\r\n I\'m doing fine, my Brother. This is\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-69
I\'m doing fine, my Brother. This is\r\n going to be an Amazing Night.\r\n \r\n RON STALLWORTH\r\n Indeed it is.\r\n \r\n PATRICE\r\n Have you heard Brother Kwame speak\r\n before?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-70
RON STALLWORTH\r\n Who?\r\n \r\n PATRICE\r\n Kwame Ture.\r\n \r\n RON STALLWORTH\r\n Actually, I haven\'t, I didn\'t know he\r\n changed his name.\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-71
PATRICE\r\n Yes, after he moved to Africa. He\r\n took the names of Kwame Nkrumah of\r\n Ghana and his Mentor Sekou Toure of\r\n Guinea to honor The Great Leaders.\r\n \r\n RON STALLWORTH\r\n That\'s Heavy. Do you know how he got\r\n to Colorado Springs?\r\n \r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-72
\r\n PATRICE\r\n The Colorado College Black Student\r\n Union invited Brother Ture.\r\n \r\n RON STALLWORTH\r\n I can dig it. I can dig it. You with\r\n The Black Student Union?\r\n \r\n PATRICE\r\n I\'m
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-73
I\'m The President.\r\n \r\n RON STALLWORTH\r\n Right On. Right On.\r\n \r\n INT. BELL\'S NIGHTINGALE - NIGHT\r\n \r\n The Club is PACKED, a Sea of Black Faces punctuated by an\r\n occasional White Face. Ron moves through The Crowd. He avoids\r\n direct Eye Contact, trying like Hell to act casual.\r\n \r\n Ron steps to The Bar and signals The BARTENDER JABBO,
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-74
to The Bar and signals The BARTENDER JABBO, 60\'s,\r\n Black.\r\n RON STALLWORTH\r\n Rum and Coke with Lime.\r\n \r\n As Jabbo makes his Drink, something catches Ron\'s Eye.\r\n Patrice exits through a door with several Black Bodyguards.\r\n \r\n Ron observes as a Tall figure comes out from Backstage with\r\n Patrice, ODETTA and HAKEEM. The Tall figure hangs back\r\n covered by The Bodyguards.\r\n \r\n Ron on his feet,
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-75
Ron on his feet, Black Fist in the air with The Crowd.\r\n Patrice on Stage with Kwame Ture with her Fist raised too.\r\n The Shouting and Chanting finally cease, as Patrice speaks.\r\n \r\n PATRICE\r\n The Black Student Union of Colorado\r\n College is honored to bring The\r\n Vanguard of Revolutionaries fighting\r\n for The Rights of Black People all\r\n over The World. Let\'s show some Black\r\n
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html
15e70240f00f-76
some Black\r\n Love to The One and Only, The Former\r\n Prime Minister of The Black Panther\r\n Party, The Brother Man with The Plan\r\n who\'s stickin\'it to the Man, put your\r\n Hands together my People... for Our\r\n Kwame Ture.\r\n \r\n PANDEMONIUM! As Kwame Ture walks onto a small raised stage\r\n with Patrice. The entire place rises to their Feet, Fists\r\n Raised, Clapping, Shouting "Ungawa Black Power!" Ron watches\r\n as Patrice and Kwame
https://python.langchain.com/en/latest/modules/indexes/document_loaders/examples/imsdb.html