forked from Archives/langchain
Add Twitter Tweet Loader (#3050)
Reformatted version of #3022 --------- Co-authored-by: LiaoKong <568250549@qq.com>
This commit is contained in:
Zander Chase
GitHub
parent
2984ad3964
commit
93c0514105
114
docs/modules/indexes/document_loaders/examples/twitter.ipynb
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114
docs/modules/indexes/document_loaders/examples/twitter.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "66a7777e",
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"metadata": {},
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"source": [
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"# Twitter\n",
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"\n",
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"This loader fetches the text from the Tweets of a list of Twitter users, using the `tweepy` Python package.\n",
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"You must initialize the loader with your Twitter API token, and you need to pass in the Twitter username you want to extract."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "9ec8a3b3",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.document_loaders import TwitterTweetLoader"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "43128d8d",
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"metadata": {},
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"outputs": [],
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"source": [
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"#!pip install tweepy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "35d6809a",
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"loader = TwitterTweetLoader.from_bearer_token(\n",
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" oauth2_bearer_token=\"YOUR BEARER TOKEN\",\n",
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" twitter_users=['elonmusk'],\n",
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" number_tweets=50, # Default value is 100\n",
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")\n",
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"\n",
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"# Or load from access token and consumer keys\n",
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"# loader = TwitterTweetLoader.from_secrets(\n",
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"# access_token='YOUR ACCESS TOKEN',\n",
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"# access_token_secret='YOUR ACCESS TOKEN SECRET',\n",
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"# consumer_key='YOUR CONSUMER KEY',\n",
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"# consumer_secret='YOUR CONSUMER SECRET',\n",
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"# twitter_users=['elonmusk'],\n",
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"# number_tweets=50,\n",
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"# )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[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', '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': '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': []}}),\n",
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" 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': [], '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://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': []}}),\n",
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" 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 🏳️\\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': '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': []}}),\n",
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" 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 🏳️\\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': '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': []}}),\n",
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" 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': [{'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, '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': []}})]"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"documents = loader.load()\n",
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"documents[:5]"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.2"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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@ -62,6 +62,7 @@ from langchain.document_loaders.slack_directory import SlackDirectoryLoader
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from langchain.document_loaders.srt import SRTLoader
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from langchain.document_loaders.srt import SRTLoader
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from langchain.document_loaders.telegram import TelegramChatLoader
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from langchain.document_loaders.telegram import TelegramChatLoader
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from langchain.document_loaders.text import TextLoader
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from langchain.document_loaders.text import TextLoader
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from langchain.document_loaders.twitter import TwitterTweetLoader
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from langchain.document_loaders.unstructured import (
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from langchain.document_loaders.unstructured import (
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UnstructuredFileIOLoader,
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UnstructuredFileIOLoader,
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UnstructuredFileLoader,
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UnstructuredFileLoader,
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@ -147,5 +148,6 @@ __all__ = [
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"BiliBiliLoader",
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"BiliBiliLoader",
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"SlackDirectoryLoader",
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"SlackDirectoryLoader",
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"GitLoader",
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"GitLoader",
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"TwitterTweetLoader",
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"ImageCaptionLoader",
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"ImageCaptionLoader",
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]
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]
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109
langchain/document_loaders/twitter.py
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109
langchain/document_loaders/twitter.py
Normal file
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"""Twitter document loader."""
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from __future__ import annotations
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from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Sequence, Union
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from langchain.docstore.document import Document
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from langchain.document_loaders.base import BaseLoader
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if TYPE_CHECKING:
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import tweepy
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from tweepy import OAuth2BearerHandler, OAuthHandler
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def _dependable_tweepy_import() -> tweepy:
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try:
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import tweepy
|
||||||
|
except ImportError:
|
||||||
|
raise ValueError(
|
||||||
|
"tweepy package not found, please install it with `pip install tweepy`"
|
||||||
|
)
|
||||||
|
return tweepy
|
||||||
|
|
||||||
|
|
||||||
|
class TwitterTweetLoader(BaseLoader):
|
||||||
|
"""Twitter tweets loader.
|
||||||
|
Read tweets of user twitter handle.
|
||||||
|
|
||||||
|
First you need to go to
|
||||||
|
`https://developer.twitter.com/en/docs/twitter-api
|
||||||
|
/getting-started/getting-access-to-the-twitter-api`
|
||||||
|
to get your token. And create a v2 version of the app.
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(
|
||||||
|
self,
|
||||||
|
auth_handler: Union[OAuthHandler, OAuth2BearerHandler],
|
||||||
|
twitter_users: Sequence[str],
|
||||||
|
number_tweets: Optional[int] = 100,
|
||||||
|
):
|
||||||
|
self.auth = auth_handler
|
||||||
|
self.twitter_users = twitter_users
|
||||||
|
self.number_tweets = number_tweets
|
||||||
|
|
||||||
|
def load(self) -> List[Document]:
|
||||||
|
"""Load tweets."""
|
||||||
|
tweepy = _dependable_tweepy_import()
|
||||||
|
api = tweepy.API(self.auth, parser=tweepy.parsers.JSONParser())
|
||||||
|
|
||||||
|
results: List[Document] = []
|
||||||
|
for username in self.twitter_users:
|
||||||
|
tweets = api.user_timeline(screen_name=username, count=self.number_tweets)
|
||||||
|
user = api.get_user(screen_name=username)
|
||||||
|
docs = self._format_tweets(tweets, user)
|
||||||
|
results.extend(docs)
|
||||||
|
return results
|
||||||
|
|
||||||
|
def _format_tweets(
|
||||||
|
self, tweets: List[Dict[str, Any]], user_info: dict
|
||||||
|
) -> Iterable[Document]:
|
||||||
|
"""Format tweets into a string."""
|
||||||
|
for tweet in tweets:
|
||||||
|
metadata = {
|
||||||
|
"created_at": tweet["created_at"],
|
||||||
|
"user_info": user_info,
|
||||||
|
}
|
||||||
|
yield Document(
|
||||||
|
page_content=tweet["text"],
|
||||||
|
metadata=metadata,
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def from_bearer_token(
|
||||||
|
cls,
|
||||||
|
oauth2_bearer_token: str,
|
||||||
|
twitter_users: Sequence[str],
|
||||||
|
number_tweets: Optional[int] = 100,
|
||||||
|
) -> TwitterTweetLoader:
|
||||||
|
"""Create a TwitterTweetLoader from OAuth2 bearer token."""
|
||||||
|
tweepy = _dependable_tweepy_import()
|
||||||
|
auth = tweepy.OAuth2BearerHandler(oauth2_bearer_token)
|
||||||
|
return cls(
|
||||||
|
auth_handler=auth,
|
||||||
|
twitter_users=twitter_users,
|
||||||
|
number_tweets=number_tweets,
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def from_secrets(
|
||||||
|
cls,
|
||||||
|
access_token: str,
|
||||||
|
access_token_secret: str,
|
||||||
|
consumer_key: str,
|
||||||
|
consumer_secret: str,
|
||||||
|
twitter_users: Sequence[str],
|
||||||
|
number_tweets: Optional[int] = 100,
|
||||||
|
) -> TwitterTweetLoader:
|
||||||
|
"""Create a TwitterTweetLoader from access tokens and secrets."""
|
||||||
|
tweepy = _dependable_tweepy_import()
|
||||||
|
auth = tweepy.OAuthHandler(
|
||||||
|
access_token=access_token,
|
||||||
|
access_token_secret=access_token_secret,
|
||||||
|
consumer_key=consumer_key,
|
||||||
|
consumer_secret=consumer_secret,
|
||||||
|
)
|
||||||
|
return cls(
|
||||||
|
auth_handler=auth,
|
||||||
|
twitter_users=twitter_users,
|
||||||
|
number_tweets=number_tweets,
|
||||||
|
)
|
||||||
Loading…
Reference in New Issue
Block a user