diff --git a/docs/extras/integrations/chat_loaders/example_data/dataset_twitter-scraper_2023-08-23_22-13-19-740.json b/docs/extras/integrations/chat_loaders/example_data/dataset_twitter-scraper_2023-08-23_22-13-19-740.json
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+++ b/docs/extras/integrations/chat_loaders/example_data/dataset_twitter-scraper_2023-08-23_22-13-19-740.json
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+  "id": "1520021098934554624",
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+  "full_text": "But I’m no fan of the far right either. \n\nLet’s have less hate and more love.",
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+  "full_text": "Some nights … https://t.co/BLAUsJr4wb",
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+  "full_text": "And be my love in the rain",
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+{
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+  "user_id": "44196397",
+  "id": "1497701484003213317",
+  "conversation_id": "1497543633293266944",
+  "full_text": "@FedorovMykhailo Starlink service is now active in Ukraine. More terminals en route.",
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+      "profile": "https://twitter.com/FedorovMykhailo"
+    }
+  ],
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+  "url": "https://twitter.com/elonmusk/status/1497701484003213317",
+  "created_at": "2022-02-26T22:33:54.000Z",
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+  "user_id": "44196397",
+  "id": "1505100708256825347",
+  "conversation_id": "1505100708256825347",
+  "full_text": "https://t.co/qZSX2up9W0",
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+  ],
+  "url": "https://twitter.com/elonmusk/status/1505100708256825347",
+  "created_at": "2022-03-19T08:35:46.000Z",
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+},
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+  "user_id": "44196397",
+  "id": "1658960642445910017",
+  "conversation_id": "1658960642445910017",
+  "full_text": "https://t.co/FxOptt5Rgb",
+  "reply_count": 30576,
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+  "favorite_count": 792357,
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+      "type": "photo"
+    }
+  ],
+  "url": "https://twitter.com/elonmusk/status/1658960642445910017",
+  "created_at": "2023-05-17T22:20:13.000Z",
+  "view_count": 66684167,
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+  "user_id": "44196397",
+  "id": "1358319935978496001",
+  "conversation_id": "1358319935978496001",
+  "full_text": "So … it’s finally come to this … https://t.co/Gf0Rg2QOaF",
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+  ],
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+  "created_at": "2021-02-07T07:41:23.000Z",
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+},
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+  "user_id": "44196397",
+  "id": "1129274835173908481",
+  "conversation_id": "1129274835173908481",
+  "full_text": "And I am forever grateful https://t.co/kU1pT8t0yv",
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+    }
+  ],
+  "url": "https://twitter.com/elonmusk/status/1129274835173908481",
+  "created_at": "2019-05-17T06:37:56.000Z",
+  "quote_count": 3819,
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+},
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+  "user_id": "44196397",
+  "id": "1647629006089461761",
+  "conversation_id": "1647629006089461761",
+  "full_text": "Launch attempt tomorrow https://t.co/czFsQ53Xsa",
+  "reply_count": 26620,
+  "retweet_count": 51862,
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+  "hashtags": [],
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+      "type": "photo"
+    }
+  ],
+  "url": "https://twitter.com/elonmusk/status/1647629006089461761",
+  "created_at": "2023-04-16T15:52:21.000Z",
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+  "user_id": "44196397",
+  "id": "1375033483148451842",
+  "conversation_id": "1375033483148451842",
+  "full_text": "If there’s ever a scandal about me, *please* call it Elongate",
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+  "id": "1677470862436450308",
+  "conversation_id": "1677470862436450308",
+  "full_text": "Just drove Cybertruck around Austin! https://t.co/QN19Agqa7R",
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+}]
\ No newline at end of file
diff --git a/docs/extras/integrations/chat_loaders/twitter.ipynb b/docs/extras/integrations/chat_loaders/twitter.ipynb
new file mode 100644
index 00000000000..61dc650b853
--- /dev/null
+++ b/docs/extras/integrations/chat_loaders/twitter.ipynb
@@ -0,0 +1,77 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d86853d2",
+   "metadata": {},
+   "source": [
+    "# Twitter (via Apify)\n",
+    "\n",
+    "This notebook shows how to load chat messages from Twitter to finetune on. We do this by utilizing Apify. \n",
+    "\n",
+    "First, use Apify to export tweets. An example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e5034b4e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "from langchain.schema import AIMessage\n",
+    "from langchain.adapters.openai import convert_message_to_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8bf0fb93",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('example_data/dataset_twitter-scraper_2023-08-23_22-13-19-740.json') as f:\n",
+    "    data = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "468124fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter out tweets that reference other tweets, because it's a bit weird\n",
+    "tweets = [d[\"full_text\"] for d in data if \"t.co\" not in d['full_text']]\n",
+    "# Create them as AI messages\n",
+    "messages = [AIMessage(content=t) for t in tweets]\n",
+    "# Add in a system message at the start\n",
+    "# TODO: we could try to extract the subject from the tweets, and put that in the system message.\n",
+    "system_message = {\"role\": \"system\", \"content\": \"write a tweet\"}\n",
+    "data = [[system_message, convert_message_to_dict(m)] for m in messages]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}