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Add notebook for kay.ai press release data (#11575)
- **Description:** Adding a notebook for Press Release data from Kay.ai, as discussed offline - **Tag maintainer:** @baskaryan @hwchase17 - **Twitter handle:** https://twitter.com/kaydotai https://twitter.com/vishalrohra_ --------- Co-authored-by: Bagatur <baskaryan@gmail.com>
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@ -40,6 +40,7 @@ Notebook | Description
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[openai_functions_retrieval_qa....](https://github.com/langchain-ai/langchain/tree/master/cookbook/openai_functions_retrieval_qa.ipynb) | Structure response output in a question answering system by incorporating openai functions into a retrieval pipeline.
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[openai_functions_retrieval_qa....](https://github.com/langchain-ai/langchain/tree/master/cookbook/openai_functions_retrieval_qa.ipynb) | Structure response output in a question answering system by incorporating openai functions into a retrieval pipeline.
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[petting_zoo.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/petting_zoo.ipynb) | Create multi-agent simulations with simulated environments using the petting zoo library.
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[petting_zoo.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/petting_zoo.ipynb) | Create multi-agent simulations with simulated environments using the petting zoo library.
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[plan_and_execute_agent.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/plan_and_execute_agent.ipynb) | Create plan-and-execute agents that accomplish objectives by planning tasks with a language model (llm) and executing them with a separate agent.
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[plan_and_execute_agent.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/plan_and_execute_agent.ipynb) | Create plan-and-execute agents that accomplish objectives by planning tasks with a language model (llm) and executing them with a separate agent.
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[press_releases.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/press_releases.ipynb) | Retrieve and query company press release data powered by [Kay.ai](https://kay.ai).
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[program_aided_language_model.i...](https://github.com/langchain-ai/langchain/tree/master/cookbook/program_aided_language_model.ipynb) | Implement program-aided language models as described in the provided research paper.
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[program_aided_language_model.i...](https://github.com/langchain-ai/langchain/tree/master/cookbook/program_aided_language_model.ipynb) | Implement program-aided language models as described in the provided research paper.
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[sales_agent_with_context.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/sales_agent_with_context.ipynb) | Implement a context-aware ai sales agent, salesgpt, that can have natural sales conversations, interact with other systems, and use a product knowledge base to discuss a company's offerings.
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[sales_agent_with_context.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/sales_agent_with_context.ipynb) | Implement a context-aware ai sales agent, salesgpt, that can have natural sales conversations, interact with other systems, and use a product knowledge base to discuss a company's offerings.
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[self_query_hotel_search.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/self_query_hotel_search.ipynb) | Build a hotel room search feature with self-querying retrieval, using a specific hotel recommendation dataset.
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[self_query_hotel_search.ipynb](https://github.com/langchain-ai/langchain/tree/master/cookbook/self_query_hotel_search.ipynb) | Build a hotel room search feature with self-querying retrieval, using a specific hotel recommendation dataset.
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cookbook/press_releases.ipynb
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cookbook/press_releases.ipynb
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"cells": [
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{
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"cell_type": "markdown",
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"id": "62ee82e4-2ad8-498b-8438-fac388afe1a2",
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"metadata": {},
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"source": [
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"Press Releases Data\n",
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"=\n",
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"\n",
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"Press Releases data powered by [Kay.ai](https://kay.ai).\n",
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"\n",
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">Press releases are used by companies to announce something noteworthy, including product launches, financial performance reports, partnerships, and other significant news. They are widely used by analysts to track corporate strategy, operational updates and financial performance.\n",
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"Kay.ai obtains press releases of all US public companies from a variety of sources, which include the company's official press room and partnerships with various data API providers. \n",
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"This data is updated till Sept 30th for free access, if you want to access the real-time feed, reach out to us at hello@kay.ai or [tweet at us](https://twitter.com/vishalrohra_)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8183d85d-365f-4672-a963-52b533547de0",
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"metadata": {},
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"source": [
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"Setup\n",
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"=\n",
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"\n",
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"First you will need to install the `kay` package. You will also need an API key: you can get one for free at [https://kay.ai](https://kay.ai/). Once you have an API key, you must set it as an environment variable `KAY_API_KEY`.\n",
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"\n",
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"In this example we're going to use the `KayAiRetriever`. Take a look at the [kay notebook](/docs/integrations/retrievers/kay) for more detailed information for the parmeters that it accepts."
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]
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},
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{
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"cell_type": "markdown",
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"id": "02ec21c7-49fe-4844-b58a-bf064ad40b2a",
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"metadata": {},
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"source": [
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"Examples\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": 1,
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"id": "bf0395f7-6ebe-4136-8b0d-00b9dea3becd",
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"metadata": {},
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"outputs": [
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{
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"name": "stdin",
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"output_type": "stream",
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"text": [
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" ········\n",
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" ········\n"
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]
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}
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],
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"source": [
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"# Setup API keys for Kay and OpenAI\n",
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"from getpass import getpass\n",
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"KAY_API_KEY = getpass()\n",
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"OPENAI_API_KEY = getpass()"
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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": "f7fcaf70-29a4-444b-8f07-9784f808c300",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"os.environ[\"KAY_API_KEY\"] = KAY_API_KEY\n",
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"os.environ[\"OPENAI_API_KEY\"] = OPENAI_API_KEY"
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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": "ac00bf93-3635-4ffe-b9a6-a8b4f35c0c85",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.chains import ConversationalRetrievalChain\n",
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"from langchain.chat_models import ChatOpenAI\n",
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"from langchain.retrievers import KayAiRetriever\n",
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"\n",
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"model = ChatOpenAI(model_name=\"gpt-3.5-turbo\")\n",
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"retriever = KayAiRetriever.create(dataset_id=\"company\", data_types=[\"PressRelease\"], num_contexts=6)\n",
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"qa = ConversationalRetrievalChain.from_llm(model, retriever=retriever)"
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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": 5,
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"id": "8d9d927c-35b2-4a7b-8ea7-4d0350797941",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"-> **Question**: How is the healthcare industry adopting generative AI tools? \n",
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"\n",
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"**Answer**: The healthcare industry is adopting generative AI tools to improve various aspects of patient care and administrative tasks. Companies like HCA Healthcare Inc, Amazon Com Inc, and Mayo Clinic have collaborated with technology providers like Google Cloud, AWS, and Microsoft to implement generative AI solutions.\n",
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"\n",
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"HCA Healthcare is testing a nurse handoff tool that generates draft reports quickly and accurately, which nurses have shown interest in using. They are also exploring the use of Google's medically-tuned Med-PaLM 2 LLM to support caregivers in asking complex medical questions.\n",
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"\n",
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"Amazon Web Services (AWS) has introduced AWS HealthScribe, a generative AI-powered service that automatically creates clinical documentation. However, integrating multiple AI systems into a cohesive solution requires significant engineering resources, including access to AI experts, healthcare data, and compute capacity.\n",
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"\n",
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"Mayo Clinic is among the first healthcare organizations to deploy Microsoft 365 Copilot, a generative AI service that combines large language models with organizational data from Microsoft 365. This tool has the potential to automate tasks like form-filling, relieving administrative burdens on healthcare providers and allowing them to focus more on patient care.\n",
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"\n",
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"Overall, the healthcare industry is recognizing the potential benefits of generative AI tools in improving efficiency, automating tasks, and enhancing patient care. \n",
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"\n"
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]
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}
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],
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"source": [
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"# More sample questions in the Playground on https://kay.ai\n",
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"questions = [\n",
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" \"How is the healthcare industry adopting generative AI tools?\",\n",
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" #\"What are some recent challenges faced by the renewable energy sector?\",\n",
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"]\n",
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"chat_history = []\n",
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"\n",
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"for question in questions:\n",
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" result = qa({\"question\": question, \"chat_history\": chat_history})\n",
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" chat_history.append((question, result[\"answer\"]))\n",
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" print(f\"-> **Question**: {question} \\n\")\n",
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" print(f\"**Answer**: {result['answer']} \\n\")"
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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": "3.9.18"
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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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@ -64,13 +64,13 @@
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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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"cell_type": "code",
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"execution_count": 20,
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"execution_count": 3,
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"id": "b4d4d386-2a6b-4942-863e-9202f5a9f1d6",
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"id": "b4d4d386-2a6b-4942-863e-9202f5a9f1d6",
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"from langchain.retrievers import KayAiRetriever\n",
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"import os\n",
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"import os\n",
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"from langchain.retrievers import KayAiRetriever\n",
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"from kay.rag.retrievers import KayRetriever\n",
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"from kay.rag.retrievers import KayRetriever\n",
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"os.environ[\"KAY_API_KEY\"] = KAY_API_KEY\n",
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"os.environ[\"KAY_API_KEY\"] = KAY_API_KEY\n",
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"retriever = KayAiRetriever.create(dataset_id=\"company\", data_types=[\"10-K\", \"10-Q\", \"PressRelease\"], num_contexts=3)\n",
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"retriever = KayAiRetriever.create(dataset_id=\"company\", data_types=[\"10-K\", \"10-Q\", \"PressRelease\"], num_contexts=3)\n",
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@ -79,19 +79,19 @@
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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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"cell_type": "code",
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"execution_count": 21,
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"execution_count": 4,
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"id": "04ee2d6b-c2ab-4e15-8a8b-afaf6ef8c0f6",
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"id": "04ee2d6b-c2ab-4e15-8a8b-afaf6ef8c0f6",
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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"data": {
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"data": {
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"text/plain": [
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"text/plain": [
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"[Document(page_content='Company Name: ROKU INC\\nCompany Industry: CABLE & OTHER PAY TELEVISION SERVICES\\nArticle Title: Roku and FreeWheel Announce Strategic Partnership to Bring Roku’s Leading Ad Tech to FreeWheel Customers\\nText: Additionally, eMarketer Link: https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.insiderintelligence.com%2Finsights%2Favod-more-than-50-percent-of-us-digital-video-viewers%2F&esheet=53451144&newsitemid=20230712907788&lan=en-US&anchor=eMarketer&index=4&md5=b64dea72bcf6b6379474462602781d83 projects 57% of U.S. digital video users will stream an advertising-based video on demand (AVOD) service this year.\\nHaving solutions aimed at driving greater interoperability and automation will help accelerate this growth.\\nKey highlights of this collaboration include:\\nStreamlined Integration: Roku has now integrated its demand application programming interface (dAPI) with FreeWheel s TV platform. Roku s demand API gives publishers direct, automatic and real-time access to more advertiser demand. This enhanced integration allows for streamlined ad operation workflows and better inventory quality control, both of which will improve publisher yield and revenue.\\nSeamless Data Targeting: Publishers can now use Roku platform signals to enable advertisers to target audiences and measure campaign performance without relying on cookies. Additionally, FreeWheel and Roku will rely on data clean room technology to enable the activation of additional data sets providing better measurement and monetization to publishers and agencies.', metadata={'_additional': {'id': '962b79e0-f9d1-43ae-9f7a-8a9b42bc7a9a'}, 'chunk_type': 'text', 'chunk_years_mentioned': [], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': 'PressRelease', 'data_source_link': 'https://www.nasdaq.com/press-release/roku-and-freewheel-announce-strategic-partnership-to-bring-rokus-leading-ad-tech-to', 'data_source_publish_date': '2023-07-12T00:00:00Z', 'data_source_uid': 'a46f309c-705d-3946-96db-87aa4e73261f', 'title': 'ROKU INC | Roku and FreeWheel Announce Strategic Partnership to Bring Roku’s Leading Ad Tech to FreeWheel Customers'}),\n",
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"[Document(page_content='Company Name: ROKU INC\\nCompany Industry: CABLE & OTHER PAY TELEVISION SERVICES\\nArticle Title: Roku Is One of Fast Company\\'s Most Innovative Companies for 2023\\nText: The company launched several new devices, including the Roku Voice Remote Pro; upgraded its most premium player, the Roku Ultra; and expanded its products with a new line of smart home devices such as video doorbells, lights, and plugs integrated into the Roku ecosystem. Recently, the company announced it will launch Roku-branded TVs this spring to offer more choice and innovation to both consumers and Roku TV partners. Throughout 2022, Roku also updated its operating system (OS), the only OS purpose-built for TV, with more personalization features and enhancements across search, audio, and content discovery, launching The Buzz, Sports, and What to Watch, which provides tailored movie and TV recommendations on the Home Screen Menu. The company also released a new feature for streamers, Photo Streams, that allows customers to display and share photo albums through Roku streaming devices. Additionally, Roku unveiled Shoppable Ads, a new ad innovation that makes shopping on TV streaming as easy as it is on social media. Viewers simply press \"OK\" with their Roku remote on a shoppable ad and proceed to check out with their shipping and payment details pre-populated from Roku Pay, its proprietary payments platform. Walmart was the exclusive retailer for the launch, a first-of-its-kind partnership.', metadata={'chunk_type': 'text', 'chunk_years_mentioned': [2022, 2023], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': 'PressRelease', 'data_source_link': 'https://newsroom.roku.com/press-releases', 'data_source_publish_date': '2023-03-02T09:30:00-04:00', 'data_source_uid': '963d4a81-f58e-3093-af68-987fb1758c15', 'title': \"ROKU INC | Roku Is One of Fast Company's Most Innovative Companies for 2023\"}),\n",
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" Document(page_content='Company Name: ROKU INC \\n Company Industry: CABLE & OTHER PAY TELEVISION SERVICES \\n Form Title: 10-K 2022-FY \\n Form Section: Risk Factors \\n Text: nd the Note Regarding Forward Looking Statements.This section of this Annual Report generally discusses fiscal years 2022 and 2021 and year to year comparisons between those years.Discussions of fiscal year 2020 and year to year comparisons between fiscal years 2021 and 2020 that are not included in this Annual Report can be found in Management\\'s Discussion and Analysis of Financial Condition and Results of Operations in Part II, Item 7 of our Annual Report for the fiscal year ended December 31, 2021 filed with the SEC on February 18, 2022.Overview Effective as of the fourth quarter of fiscal 2022, we reorganized our reportable segments to better align with management\\'s reporting of information reviewed by the Chief Operating Decision Maker (\"CODM\") for each segment.We renamed our \"player\" segment to \"devices\" which now includes our licensing arrangements with service operators and licensed Roku TV partners in addition to sales of our streaming players, audio products, smart home products and Roku branded TVs that will be designed, made, and sold by us in 2023.Our historical segment information is recast to conform to our new presentation in our financial statements and accompanying notes included in Item 8 of this Annual Report.Our two reportable segments are the platform segment and the devices segment.', metadata={'_additional': {'id': 'a76c5fed-5d63-45a7-b63a-2c30e05140fc'}, 'chunk_type': 'text', 'chunk_years_mentioned': [2020, 2021, 2022, 2023], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': '10-K', 'data_source_link': 'https://www.sec.gov/Archives/edgar/data/1428439/000142843923000007', 'data_source_publish_date': '2022-01-01T00:00:00Z', 'data_source_uid': '0001428439-23-000007', 'title': 'ROKU INC | 10-K 2022-FY '}),\n",
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" Document(page_content='Company Name: ROKU INC\\nCompany Industry: CABLE & OTHER PAY TELEVISION SERVICES\\nArticle Title: Roku Is One of Fast Company\\'s Most Innovative Companies for 2023\\nText: Finally, Roku grew its content offering with thousands of apps and watching options for users, including content on The Roku Channel, a top five app by reach and engagement on the Roku platform in the U.S. in 2022. In November, Roku released its first feature film, \"WEIRD: The Weird Al\\' Yankovic Story,\" a biopic starring Daniel Radcliffe. Throughout the year, The Roku Channel added FAST channels from NBCUniversal and the National Hockey League, as well as an exclusive AMC channel featuring its signature drama \"Mad Men.\" This year, the company announced a deal with Warner Bros. Discovery, launching new channels that will include \"Westworld\" and \"The Bachelor,\" in addition to 2,000 hours of on-demand content. Read more about Roku\\'s journey here . Fast Company\\'s Most Innovative Companies issue (March/April 2023) is available online here , as well as in-app via iTunes and on newsstands beginning March 14. About Roku, Inc.\\nRoku pioneered streaming to the TV. We connect users to the streaming content they love, enable content publishers to build and monetize large audiences, and provide advertisers with unique capabilities to engage consumers. Roku streaming players and TV-related audio devices are available in the U.S. and in select countries through direct retail sales and licensing arrangements with service operators. Roku TV models are available in the U.S. and select countries through licensing arrangements with TV OEM brands.', metadata={'chunk_type': 'text', 'chunk_years_mentioned': [2022, 2023], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': 'PressRelease', 'data_source_link': 'https://newsroom.roku.com/press-releases', 'data_source_publish_date': '2023-03-02T09:30:00-04:00', 'data_source_uid': '963d4a81-f58e-3093-af68-987fb1758c15', 'title': \"ROKU INC | Roku Is One of Fast Company's Most Innovative Companies for 2023\"}),\n",
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" Document(page_content='Company Name: ROKU INC \\n Company Industry: CABLE & OTHER PAY TELEVISION SERVICES \\n Form Title: 10-Q 2023-Q1 \\n Form Section: Risk Factors \\n Text: Our current and potential partners include TV brands, cable and satellite companies, and telecommunication providers.Under these license arrangements, we generally have limited or no control over the amount and timing of resources these entities dedicate to the relationship.In the past, our licensed Roku TV partners have failed to meet their forecasts and anticipated market launch dates for distributing Roku TV models, and they may fail to meet their forecasts or such launches in the future.If our licensed Roku TV partners or service operator partners fail to meet their forecasts or such launches for distributing licensed streaming devices or choose to deploy competing streaming solutions within their product lines, our business may be harmed.We depend on a small number of content publishers for a majority of our streaming hours, and if we fail to maintain these relationships, our business could be harmed.*Historically, a small number of content publishers have accounted for a significant portion of the hours streamed on our platform.In the three months ended March 31, 2023, the top three streaming services represented over 50% of all hours streamed in the period.If, for any reason, we cease distributing channels that have historically streamed a large percentage of the aggregate streaming hours on our platform, our streaming hours, our active accounts, or Roku streaming device sales may be adversely affected, and our business may be harmed.', metadata={'_additional': {'id': '2a92b2bb-02a0-4e15-8b64-d7e04078a205'}, 'chunk_type': 'text', 'chunk_years_mentioned': [2023], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': '10-Q', 'data_source_link': 'https://www.sec.gov/Archives/edgar/data/1428439/000142843923000017', 'data_source_publish_date': '2023-01-01T00:00:00Z', 'data_source_uid': '0001428439-23-000017', 'title': 'ROKU INC | 10-Q 2023-Q1 '})]"
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" Document(page_content='Company Name: ROKU INC\\nCompany Industry: CABLE & OTHER PAY TELEVISION SERVICES\\nArticle Title: Roku\\'s New NFL Zone Gives Fans Easy Access to NFL Games Right On Time for 2023 Season\\nText: In partnership with the NFL, the new NFL Zone offers viewers an easy way to find where to watch NFL live games Today, Roku (NASDAQ: ROKU ) and the National Football League (NFL) announced the recently launched NFL Zone within the Roku Sports experience to kick off the 2023 NFL season. This strategic partnership between Roku and the NFL marks the first official league-branded zone within Roku\\'s Sports experience. Available now, the NFL Zone offers football fans a centralized location to find live and upcoming games, so they can spend less time figuring out where to watch the game and more time rooting for their favorite teams. Users can also tune in for weekly game previews, League highlights, and additional NFL content, all within the zone. This press release features multimedia. View the full release here: In partnership with the NFL, Roku\\'s new NFL Zone offers viewers an easy way to find where to watch NFL live games (Photo: Business Wire) \"Last year we introduced the Sports experience for our highly engaged sports audience, making it simpler for Roku users to watch sports programming,\" said Gidon Katz, President, Consumer Experience, at Roku. \"As we start the biggest sports season of the year, providing easy access to NFL games and content to our millions of users is a top priority for us. We look forward to fans immersing themselves within the NFL Zone and making it their destination to find NFL games.', metadata={'chunk_type': 'text', 'chunk_years_mentioned': [2023], 'company_name': 'ROKU INC', 'company_sic_code_description': 'CABLE & OTHER PAY TELEVISION SERVICES', 'data_source': 'PressRelease', 'data_source_link': 'https://newsroom.roku.com/press-releases', 'data_source_publish_date': '2023-09-12T09:00:00-04:00', 'data_source_uid': '963d4a81-f58e-3093-af68-987fb1758c15', 'title': \"ROKU INC | Roku's New NFL Zone Gives Fans Easy Access to NFL Games Right On Time for 2023 Season\"})]"
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"output_type": "execute_result"
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Loading…
Reference in New Issue
Block a user