mirror of
https://github.com/james-m-jordan/openai-cookbook.git
synced 2025-05-09 19:32:38 +00:00
Made further wording changes
This commit is contained in:
Colin Jarvis
parent
97319dd69a
commit
e9d1a94e4c
@ -24,7 +24,7 @@
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"- **LLM Agent:** Build an agent that leverages a modified version of the [ReAct](https://react-lm.github.io/) framework to do chain-of-thought reasoning.\n",
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"- **LLM Agent with History:** Provide the LLM with access to previous steps in the conversation.\n",
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"- **Knowledge Base:** Create a knowledge base of \"Stuff You Should Know\" podcast episodes, to be accessed through a tool.\n",
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"- **LLM Agent with Tools:** Extend the agent with access to multiple tools and test that it uses both to answer questions."
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"- **LLM Agent with Tools:** Extend the agent with access to multiple tools and test that it uses them to answer questions."
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]
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},
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{
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@ -54,7 +54,7 @@
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"source": [
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"# Setup\n",
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"\n",
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"Import libraries and set up a connection to a Pinecone vector database for our knowledge base.\n",
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"Import libraries and set up a connection to a Pinecone vector database.\n",
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"\n",
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"You can substitute Pinecone for any other vectorstore or database - there are a [selection](https://python.langchain.com/en/latest/modules/indexes/vectorstores.html) that are supported by Langchain natively, while other connectors will need to be developed yourself."
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]
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@ -75,21 +75,21 @@
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"execution_count": null,
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"id": "18be3d9f",
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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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"import pinecone\n",
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"import datetime\n",
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"import json\n",
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"import openai\n",
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"import os\n",
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"import pandas as pd\n",
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"import pinecone\n",
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"import re\n",
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"from tqdm.auto import tqdm\n",
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"from typing import List, Union\n",
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"import zipfile\n",
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"import json\n",
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"from tqdm.auto import tqdm\n",
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"import datetime\n",
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"\n",
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"# Langchain imports\n",
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"from langchain.agents import Tool, AgentExecutor, LLMSingleActionAgent, AgentOutputParser\n",
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@ -171,7 +171,7 @@
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"\n",
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"An [LLM agent](https://python.langchain.com/en/latest/modules/agents/agents/custom_llm_agent.html) in Langchain has many configurable components, which are detailed in the Langchain documentation.\n",
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"\n",
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"We'll employ a few of the core concepts to make an agent who talks in the way we want, can use tools to answer questions, and uses the appropriate language model to power the conversation.\n",
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"We'll employ a few of the core concepts to make an agent that talks in the way we want, can use tools to answer questions, and uses the appropriate language model to power the conversation.\n",
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"- **Prompt Template:** The input template to control the LLM's behaviour and how it accepts inputs and produces outputs - this is the brain that drives your application ([docs](https://python.langchain.com/en/latest/modules/prompts/prompt_templates.html)).\n",
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"- **Output Parser:** A method of parsing the output from the prompt. If the LLM produces output using certain headers, you can enable complex interactions where variables are generated by the LLM in their response and passed into the next step of the chain ([docs](https://python.langchain.com/en/latest/modules/prompts/output_parsers.html)).\n",
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"- **LLM Chain:** A Chain brings together a prompt template with an LLM that will execute it - in this case we'll be using ```gpt-3.5-turbo``` but this framework can be used with OpenAI completions models, or other LLMs entirely ([docs](https://python.langchain.com/en/latest/modules/chains.html)).\n",
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@ -363,10 +363,10 @@
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"text": [
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"\n",
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"\n",
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"\u001B[1m> Entering new AgentExecutor chain...\u001B[0m\n",
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"\u001B[32;1m\u001B[1;3mThought: Hmm, I be not sure of the answer to that one. Let me think.\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3mThought: Hmm, I be not sure of the answer to that one. Let me think.\n",
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"Action: Search\n",
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"Action Input: \"Canada population 2023\"\u001B[0m\n",
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"Action Input: \"Canada population 2023\"\u001b[0m\n",
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"\n",
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"Observation:\u001b[36;1m\u001b[1;3m39,566,248\u001b[0m\u001b[32;1m\u001b[1;3mAhoy, that be a lot of people! But I need to make sure this be true.\n",
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"Action: Search\n",
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@ -375,7 +375,7 @@
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"Observation:\u001b[36;1m\u001b[1;3mThe current population of Canada is 38,664,637 as of Wednesday, April 19, 2023, based on Worldometer elaboration of the latest United Nations data.\u001b[0m\u001b[32;1m\u001b[1;3mArrr, that be the official number! I be confident in me answer now.\n",
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"Final Answer: The population of Canada as of 2023 is 38,664,637. Arg!\u001b[0m\n",
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"\n",
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"\u001B[1m> Finished chain.\u001B[0m\n"
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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@ -532,10 +532,10 @@
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"text": [
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"\n",
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"\n",
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"\u001B[1m> Entering new AgentExecutor chain...\u001B[0m\n",
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"\u001B[32;1m\u001B[1;3mThought: I need to find the most recent population data for Canada.\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3mThought: I need to find the most recent population data for Canada.\n",
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"Action: Search\n",
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"Action Input: \"Canada population 2023\"\u001B[0m\n",
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"Action Input: \"Canada population 2023\"\u001b[0m\n",
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"\n",
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"Observation:\u001b[36;1m\u001b[1;3m39,566,248\u001b[0m\u001b[32;1m\u001b[1;3mThis data seems reliable, but I should double-check the source.\n",
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"Action: Search\n",
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@ -544,7 +544,7 @@
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"Observation:\u001b[36;1m\u001b[1;3mThe current population of Canada is 38,664,637 as of Wednesday, April 19, 2023, based on Worldometer elaboration of the latest United Nations data. Canada 2020 population is estimated at 37,742,154 people at mid year according to UN data. Canada population is equivalent to 0.48% of the total world population.\u001b[0m\u001b[32;1m\u001b[1;3mI now know the final answer\n",
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"Final Answer: As of April 19, 2023, the population of Canada is 38,664,637.\u001b[0m\n",
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"\n",
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"\u001B[1m> Finished chain.\u001B[0m\n"
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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@ -574,19 +574,19 @@
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"text": [
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"\n",
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"\n",
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"\u001B[1m> Entering new AgentExecutor chain...\u001B[0m\n",
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"\u001B[32;1m\u001B[1;3mThought: I need to search for the current population of Mexico.\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3mThought: I need to search for the current population of Mexico.\n",
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"Action: Search\n",
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"Action Input: \"current population of Mexico\"\u001B[0m\n",
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"Action Input: \"current population of Mexico\"\u001b[0m\n",
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"\n",
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"Observation:\u001B[36;1m\u001B[1;3mMexico, officially the United Mexican States, is a country in the southern portion of North America. It is bordered to the north by the United States; to the south and west by the Pacific Ocean; to the southeast by Guatemala, Belize, and the Caribbean Sea; and to the east by the Gulf of Mexico.\u001B[0m\u001B[32;1m\u001B[1;3mThat's not the answer to the question, I need to refine my search.\n",
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"Observation:\u001b[36;1m\u001b[1;3mMexico, officially the United Mexican States, is a country in the southern portion of North America. It is bordered to the north by the United States; to the south and west by the Pacific Ocean; to the southeast by Guatemala, Belize, and the Caribbean Sea; and to the east by the Gulf of Mexico.\u001b[0m\u001b[32;1m\u001b[1;3mThat's not the answer to the question, I need to refine my search.\n",
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"Action: Search\n",
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"Action Input: \"population of Mexico 2023\"\u001B[0m\n",
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"Action Input: \"population of Mexico 2023\"\u001b[0m\n",
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"\n",
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"Observation:\u001b[36;1m\u001b[1;3m132,709,512\u001b[0m\u001b[32;1m\u001b[1;3mI now know the final answer.\n",
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"Final Answer: As of 2023, the population of Mexico is 132,709,512.\u001b[0m\n",
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"\n",
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"\u001B[1m> Finished chain.\u001B[0m\n"
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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@ -1025,7 +1025,7 @@
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3mThought: This is an interesting question. I'm not sure if I have the answer in my knowledge base, so I might need to search for it.\n",
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"Action: Search\n",
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"Action Input: \"How to live without a bank account\"\u001B[0m\n",
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"Action Input: \"How to live without a bank account\"\u001b[0m\n",
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"\n",
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"Observation:\u001b[36;1m\u001b[1;3mUnderbanked households have a checking or savings account but also use alternative financial services such as money orders, check cashing, international remittances, payday loans, refund anticipation loans, rent-to-own services, pawnshop loans, or auto title loans, according to the FDIC.\u001b[0m\u001b[32;1m\u001b[1;3mIt seems like there are alternative financial services available for those who don't have a bank account. I should look into this further to provide a more comprehensive answer.\n",
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"Action: Search\n",
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@ -1042,7 +1042,7 @@
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"Observation:\u001b[33;1m\u001b[1;3m There are a few resources available for alternative financial services or opening a bank account. Prepaid credit cards are becoming more popular and can be found at convenience stores. Capital One offers commercial solutions and a comprehensive suite of financial services tailored to short and long term goals. Airbnb also offers Air Cover for Hosts, which provides $1 million in damage protection, pet damage protection, and income loss protection.\u001b[0m\u001b[32;1m\u001b[1;3mIt's important to note that while prepaid credit cards and alternative financial services can be helpful, they may not offer the same level of protection and benefits as a traditional bank account. It's also important to do research and compare options before making a decision. \n",
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"Final Answer: While it is possible to live without a bank account by using alternative financial services, it may come with potential drawbacks and limitations. It's important to do research and compare options before making a decision, and there are resources available for those who may be interested in opening a bank account or exploring alternative financial services.\u001b[0m\n",
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"\n",
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"\u001B[1m> Finished chain.\u001B[0m\n"
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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@ -1084,7 +1084,7 @@
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"Observation:\u001b[36;1m\u001b[1;3mThere are dedicated species survival programs which have helped species come out from the brink of extinction, good examples of that being the black-footed ferrets, the red wolves, the Przewalski's wild horse, and the California condors.\u001b[0m\u001b[32;1m\u001b[1;3mWhile there are valid arguments on both sides, it seems that zoos can have a positive impact on conservation efforts for endangered species.\n",
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"Final Answer: Zoos can have both positive and negative effects on animals, but they can play a role in conservation efforts for endangered species. It's important to consider both sides of the argument and do research before forming an opinion.\u001b[0m\n",
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"\n",
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"\u001B[1m> Finished chain.\u001B[0m\n"
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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@ -1115,11 +1115,10 @@
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "384f72b2",
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"metadata": {},
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"outputs": [],
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"source": [],
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"metadata": {
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"collapsed": false
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}
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"source": []
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}
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],
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"metadata": {
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