multi-agent-collaboration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7e8dec9f-5dfc-4a01-8b09-a1aae9803b6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 1 - Imports\n",
    "import getpass\n",
    "import os\n",
    "from typing import Annotated\n",
    "from langchain_community.tools.tavily_search import TavilySearchResults\n",
    "from langchain_core.tools import tool\n",
    "from langchain_experimental.utilities import PythonREPL\n",
    "from langchain_core.messages import HumanMessage\n",
    "from langchain_anthropic import ChatAnthropic\n",
    "\n",
    "from langgraph.prebuilt import create_react_agent\n",
    "from langgraph.graph import MessagesState\n",
    "from langgraph.graph import StateGraph, START, END\n",
    "\n",
    "from IPython.display import Image, display\n",
    "import json\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "85c5b9c7-36d3-408f-91bd-b0f31ad02e4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 2 - Initialize tools and LLM\n",
    "tavily_tool = TavilySearchResults(max_results=5)\n",
    "repl = PythonREPL()\n",
    "llm = ChatAnthropic(model=\"claude-3-5-sonnet-latest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3848d244-3a7a-460e-95b3-0993dca15696",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 3 - Define tools and helper functions\n",
    "@tool\n",
    "def python_repl_tool(\n",
    "    code: Annotated[str, \"The python code to execute to generate your chart.\"],\n",
    "):\n",
    "    \"\"\"Use this to execute python code. If you want to see the output of a value,\n",
    "    you should print it out with `print(...)`. This is visible to the user.\"\"\"\n",
    "    try:\n",
    "        result = repl.run(code)\n",
    "    except BaseException as e:\n",
    "        return f\"Failed to execute. Error: {repr(e)}\"\n",
    "    result_str = f\"Successfully executed:\\n\\`\\`\\`python\\n{code}\\n\\`\\`\\`\\nStdout: {result}\"\n",
    "    return (\n",
    "        result_str + \"\\n\\nIf you have completed all tasks, respond with FINAL ANSWER.\"\n",
    "    )\n",
    "\n",
    "def _set_if_undefined(var: str):\n",
    "    \"\"\"Set the environment variable if it is not already set.\"\"\"\n",
    "    if not os.environ.get(var):\n",
    "        os.environ[var] = getpass.getpass(f\"Please provide your {var}\")\n",
    "\n",
    "def make_system_prompt(suffix: str) -> str:\n",
    "    return (\n",
    "        \"You are a helpful AI assistant, collaborating with other assistants.\"\n",
    "        \" Use the provided tools to progress towards answering the question.\"\n",
    "        \" If you are unable to fully answer, that's OK, another assistant with different tools \"\n",
    "        \" will help where you left off. Execute what you can to make progress.\"\n",
    "        \" If you or any of the other assistants have the final answer or deliverable,\"\n",
    "        \" prefix your response with FINAL ANSWER so the team knows to stop.\"\n",
    "        f\"\\n{suffix}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "22acbd06-5b65-4f22-a8d9-df35e90a9aad",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 4 - Define node functions\n",
    "def research_node(state: MessagesState) -> MessagesState:\n",
    "    result = research_agent.invoke(state)\n",
    "    result[\"messages\"][-1] = HumanMessage(\n",
    "        content=result[\"messages\"][-1].content, name=\"researcher\"\n",
    "    )\n",
    "    return {\n",
    "        \"messages\": result[\"messages\"],\n",
    "    }\n",
    "\n",
    "def chart_node(state: MessagesState) -> MessagesState:\n",
    "    result = chart_agent.invoke(state)\n",
    "    result[\"messages\"][-1] = HumanMessage(\n",
    "        content=result[\"messages\"][-1].content, name=\"chart_generator\"\n",
    "    )\n",
    "    return {\n",
    "        \"messages\": result[\"messages\"],\n",
    "    }\n",
    "\n",
    "def router(state: MessagesState):\n",
    "    messages = state[\"messages\"]\n",
    "    last_message = messages[-1]\n",
    "    if \"FINAL ANSWER\" in last_message.content:\n",
    "        return END\n",
    "    return \"continue\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "00904034-e94c-4c50-b414-15fe5539f297",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 5 - Set up environment and agents\n",
    "_set_if_undefined(\"TAVILY_API_KEY\")\n",
    "_set_if_undefined(\"ANTHROPIC_API_KEY\")\n",
    "\n",
    "research_agent = create_react_agent(\n",
    "    llm,\n",
    "    tools=[tavily_tool],\n",
    "    state_modifier=make_system_prompt(\n",
    "        \"You can only do research. You are working with a chart generator colleague.\"\n",
    "    ),\n",
    ")\n",
    "\n",
    "chart_agent = create_react_agent(\n",
    "    llm,\n",
    "    [python_repl_tool],\n",
    "    state_modifier=make_system_prompt(\n",
    "        \"You can only generate charts. You are working with a researcher colleague.\"\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ecfa40ee-5628-4573-a9a6-3dbc3c851872",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cell 6 - Create and configure workflow\n",
    "workflow = StateGraph(MessagesState)\n",
    "workflow.add_node(\"researcher\", research_node)\n",
    "workflow.add_node(\"chart_generator\", chart_node)\n",
    "\n",
    "workflow.add_conditional_edges(\n",
    "    \"researcher\",\n",
    "    router,\n",
    "    {\"continue\": \"chart_generator\", END: END},\n",
    ")\n",
    "workflow.add_conditional_edges(\n",
    "    \"chart_generator\",\n",
    "    router,\n",
    "    {\"continue\": \"researcher\", END: END},\n",
    ")\n",
    "\n",
    "workflow.add_edge(START, \"researcher\")\n",
    "graph = workflow.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "66bb996a-9116-45cf-bb87-ada81b2d1d50",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== New State ===\n",
      "{ 'researcher': { 'messages': [ { 'content': \"First, get the UK's GDP over the \"\n",
      "                                             'past 5 years, then make a line '\n",
      "                                             'chart of it. Once you make the '\n",
      "                                             'chart, finish.',\n",
      "                                  'name': None,\n",
      "                                  'type': 'HumanMessage'},\n",
      "                                { 'content': [ { 'text': \"I'll help research \"\n",
      "                                                         \"the UK's GDP data \"\n",
      "                                                         'for the past 5 '\n",
      "                                                         'years. Let me search '\n",
      "                                                         'for this '\n",
      "                                                         'information.',\n",
      "                                                 'type': 'text'},\n",
      "                                               { 'id': 'toolu_01WL3N9FsfHjkR2PMH7Cd3jX',\n",
      "                                                 'input': { 'query': 'UK GDP '\n",
      "                                                                     'annual '\n",
      "                                                                     'data '\n",
      "                                                                     'past 5 '\n",
      "                                                                     'years '\n",
      "                                                                     '2019-2023'},\n",
      "                                                 'name': 'tavily_search_results_json',\n",
      "                                                 'type': 'tool_use'}],\n",
      "                                  'name': None,\n",
      "                                  'type': 'AIMessage'},\n",
      "                                { 'content': '[{\"url\": '\n",
      "                                             '\"https://www.macrotrends.net/global-metrics/countries/GBR/united-kingdom/gdp-growth-rate\", '\n",
      "                                             '\"content\": \"U.K. GDP Growth Rate '\n",
      "                                             '1961-2024 | MacroTrends U.K. GDP '\n",
      "                                             'Growth Rate 1961-2024 GDP Growth '\n",
      "                                             'Rate Annual percentage growth '\n",
      "                                             'rate of GDP at market prices '\n",
      "                                             'based on constant local '\n",
      "                                             'currency. U.K. gdp growth rate '\n",
      "                                             'for 2023 was 0.10%, a 4.24% '\n",
      "                                             'decline from 2022. U.K. gdp '\n",
      "                                             'growth rate for 2022 was 4.35%, '\n",
      "                                             'a 4.33% decline from 2021. U.K. '\n",
      "                                             'gdp growth rate for 2021 was '\n",
      "                                             '8.67%, a 19.03% increase from '\n",
      "                                             '2020. U.K. gdp growth rate for '\n",
      "                                             '2020 was -10.36%, a 12% decline '\n",
      "                                             'from 2019. | Country Name | GDP '\n",
      "                                             'Growth (%) | | U.K. GDP Growth '\n",
      "                                             'Rate - Historical Data | | U.K. '\n",
      "                                             'GDP Growth Rate 1961-2024 |  | | '\n",
      "                                             'U.K. GDP Growth Rate 1961-2024 '\n",
      "                                             '|  |\"}, {\"url\": '\n",
      "                                             '\"https://www.statista.com/topics/3795/gdp-of-the-uk/\", '\n",
      "                                             '\"content\": \"Monthly growth of '\n",
      "                                             'gross domestic product in the '\n",
      "                                             'United Kingdom from January 2019 '\n",
      "                                             'to November 2023\\\\nContribution '\n",
      "                                             'to GDP growth in the UK 2023, by '\n",
      "                                             'sector\\\\nContribution to gross '\n",
      "                                             'domestic product growth in the '\n",
      "                                             'United Kingdom in January 2023, '\n",
      "                                             'by sector\\\\nGDP growth rate in '\n",
      "                                             'the UK 1999-2021, by '\n",
      "                                             'country\\\\nAnnual growth rates of '\n",
      "                                             'gross domestic product in the '\n",
      "                                             'United Kingdom from 1999 to '\n",
      "                                             '2021, by country\\\\nGDP growth '\n",
      "                                             'rate in the UK 2021, by '\n",
      "                                             'region\\\\nAnnual growth rates of '\n",
      "                                             'gross domestic product in the '\n",
      "                                             'United Kingdom in 2021, by '\n",
      "                                             'region\\\\nGDP growth of Scotland '\n",
      "                                             '2021, by local area\\\\nAnnual '\n",
      "                                             'growth rates of gross domestic '\n",
      "                                             'product in Scotland in 2021, by '\n",
      "                                             'local (ITL 3) area\\\\nGDP growth '\n",
      "                                             'of Wales 2021, by local '\n",
      "                                             'area\\\\nAnnual growth rates of '\n",
      "                                             'gross domestic product in Wales '\n",
      "                                             'in 2021, by local (ITL 3) '\n",
      "                                             'area\\\\nGDP growth of Northern '\n",
      "                                             'Ireland 2021, by local '\n",
      "                                             'area\\\\nAnnual growth rates of '\n",
      "                                             'gross domestic product in '\n",
      "                                             'Northern Ireland in 2021, by '\n",
      "                                             'local (ITL 3) area\\\\nGDP per '\n",
      "                                             'capita\\\\nGDP per capita\\\\nGDP '\n",
      "                                             'per capita in the UK '\n",
      "                                             '1955-2022\\\\nGross domestic '\n",
      "                                             'product per capita in the United '\n",
      "                                             'Kingdom from 1955 to 2022 (in '\n",
      "                                             'GBP)\\\\nAnnual GDP per capita '\n",
      "                                             'growth in the UK '\n",
      "                                             '1956-2022\\\\nAnnual GDP per '\n",
      "                                             'capita growth in the United '\n",
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      "                                             'Kingdom (UK): Share of global '\n",
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      "                                             'provide you with a compact '\n",
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      "                                             'Industry Overview\\\\nDigital & '\n",
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      "                                             'countries and regions\\\\nMarket '\n",
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      "                                             '1000+ markets in 190+ countries '\n",
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      "                                             'worldwide\\\\nBusiness information '\n",
      "                                             'on 100m+ public and private '\n",
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      "                                             'Insights\\\\nDetailed information '\n",
      "                                             'for 39,000+ online stores and '\n",
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      "                                             'facts.\\\\n\"}, {\"url\": '\n",
      "                                             '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG?locations=GB&most_recent_value_desc=false\", '\n",
      "                                             '\"content\": \"GDP growth (annual '\n",
      "                                             '%) - United Kingdom | Data Data '\n",
      "                                             'GDP growth (annual %)United '\n",
      "                                             'Kingdom Data Catalog Data '\n",
      "                                             'Programs International Debt '\n",
      "                                             'Statistics Other Books and '\n",
      "                                             'Reports For Developers GDP '\n",
      "                                             'growth (annual %) - United '\n",
      "                                             'Kingdom '\n",
      "                                             '====================================== '\n",
      "                                             'Similar values Highest values '\n",
      "                                             'Lowest values GDP (constant 2015 '\n",
      "                                             'US$)  GDP (current US$)  GDP '\n",
      "                                             '(constant LCU)  GDP: linked '\n",
      "                                             'series (current LCU)  GDP, PPP '\n",
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      "                                             '(current international $)  GDP '\n",
      "                                             'per capita growth (annual %)  '\n",
      "                                             'Country Most Recent Value All '\n",
      "                                             'Countries and Economies Country '\n",
      "                                             'Most Recent Value This site uses '\n",
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      "                                             '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG?locations=GB\", '\n",
      "                                             '\"content\": \"GDP growth (annual '\n",
      "                                             '%) - United Kingdom | Data Data '\n",
      "                                             'GDP growth (annual %)United '\n",
      "                                             'Kingdom Data Catalog Data '\n",
      "                                             'Programs International Debt '\n",
      "                                             'Statistics Other Books and '\n",
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      "                                             'growth (annual %) - United '\n",
      "                                             'Kingdom '\n",
      "                                             '====================================== '\n",
      "                                             'Similar values Highest values '\n",
      "                                             'Lowest values GDP (constant 2015 '\n",
      "                                             'US$)  GDP (current US$)  GDP '\n",
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      "                                             'Country Most Recent Value All '\n",
      "                                             'Countries and Economies Country '\n",
      "                                             'Most Recent Value This site uses '\n",
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      "                                             'cookies will be placed on your '\n",
      "                                             'browser.\"}, {\"url\": '\n",
      "                                             '\"https://www.ons.gov.uk/economy/grossdomesticproductgdp/timeseries/ihyp/pn2\", '\n",
      "                                             '\"content\": \"Preliminary estimate '\n",
      "                                             'of GDP time series (PGDP), '\n",
      "                                             'released on 27 April '\n",
      "                                             '2018\\\\nPublications that use '\n",
      "                                             'this data\\\\nContact details for '\n",
      "                                             'this data\\\\nFooter '\n",
      "                                             'links\\\\nHelp\\\\nAbout '\n",
      "                                             'ONS\\\\nConnect with us\\\\nAll '\n",
      "                                             'content is available under the '\n",
      "                                             'Open Government Licence v3.0, '\n",
      "                                             'except where otherwise stated '\n",
      "                                             'Year on Year growth: CVM SA '\n",
      "                                             '%\\\\nDownload full time series '\n",
      "                                             'as:\\\\nDownload filtered time '\n",
      "                                             'series '\n",
      "                                             'as:\\\\nTable\\\\nNotes\\\\nFollowing '\n",
      "                                             'a quality review it has been '\n",
      "                                             'identified that the methodology '\n",
      "                                             'used to estimate elements of '\n",
      "                                             'purchased software within gross '\n",
      "                                             'fixed capital formation (GFCF) '\n",
      "                                             'has led to some double counting '\n",
      "                                             'from 1997 onwards. GDP quarterly '\n",
      "                                             'national accounts time series '\n",
      "                                             '(QNA), released on 22 December '\n",
      "                                             '2023\\\\nIHYP: UK Economic '\n",
      "                                             'Accounts time series (UKEA), '\n",
      "                                             'released on 22 December '\n",
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      "                                             'estimate time series\\\\n(PN2), '\n",
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      "                                             'growth: CVM SA %\\\\nSource '\n",
      "                                             'dataset: GDP first quarterly '\n",
      "                                             'estimate time series '\n",
      "                                             '(PN2)\\\\nContact: Niamh '\n",
      "                                             'McAuley\\\\nRelease date: 10 '\n",
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      "                                             'versions\\\\n %\\\\nFilters\\\\nCustom '\n",
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      "                                             'this time seriesGross Domestic '\n",
      "                                             'Product:\"}]',\n",
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      "                                             'GDP growth rates in Europe '\n",
      "                                             '2023\\\\nAnnual real gross '\n",
      "                                             'domestic product (GDP) growth '\n",
      "                                             'rate in European countries in '\n",
      "                                             '2023\\\\nGross domestic product '\n",
      "                                             \"(GDP) of Europe's largest \"\n",
      "                                             'economies 1980-2028\\\\nGross '\n",
      "                                             'domestic product (GDP) at '\n",
      "                                             \"current prices of Europe's \"\n",
      "                                             'largest economies from 1980 to '\n",
      "                                             '2028 (in billion U.S '\n",
      "                                             \"dollars)\\\\nUnited Kingdom's \"\n",
      "                                             'share of global gross domestic '\n",
      "                                             'product (GDP) 2028\\\\nUnited '\n",
      "                                             'Kingdom (UK): Share of global '\n",
      "                                             'gross domestic product (GDP) '\n",
      "                                             'adjusted for Purchasing Power '\n",
      "                                             'Parity (PPP) from 2018 to '\n",
      "                                             '2028\\\\nRelated '\n",
      "                                             'topics\\\\nRecommended\\\\nReport on '\n",
      "                                             'the topic\\\\nKey figures\\\\nThe '\n",
      "                                             'most important key figures '\n",
      "                                             'provide you with a compact '\n",
      "                                             'summary of the topic of \\\\\"UK '\n",
      "                                             'GDP\\\\\" and take you straight to '\n",
      "                                             'the corresponding statistics.\\\\n '\n",
      "                                             'Industry Overview\\\\nDigital & '\n",
      "                                             'Trend reports\\\\nOverview and '\n",
      "                                             'forecasts on trending '\n",
      "                                             'topics\\\\nIndustry & Market '\n",
      "                                             'reports\\\\nIndustry and market '\n",
      "                                             'insights and '\n",
      "                                             'forecasts\\\\nCompanies & Products '\n",
      "                                             'reports\\\\nKey figures and '\n",
      "                                             'rankings about companies and '\n",
      "                                             'products\\\\nConsumer & Brand '\n",
      "                                             'reports\\\\nConsumer and brand '\n",
      "                                             'insights and preferences in '\n",
      "                                             'various industries\\\\nPolitics & '\n",
      "                                             'Society reports\\\\nDetailed '\n",
      "                                             'information about political and '\n",
      "                                             'social topics\\\\nCountry & Region '\n",
      "                                             'reports\\\\nAll key figures about '\n",
      "                                             'countries and regions\\\\nMarket '\n",
      "                                             'forecast and expert KPIs for '\n",
      "                                             '1000+ markets in 190+ countries '\n",
      "                                             '& territories\\\\nInsights on '\n",
      "                                             'consumer attitudes and behavior '\n",
      "                                             'worldwide\\\\nBusiness information '\n",
      "                                             'on 100m+ public and private '\n",
      "                                             'companies\\\\nExplore Company '\n",
      "                                             'Insights\\\\nDetailed information '\n",
      "                                             'for 39,000+ online stores and '\n",
      "                                             'marketplaces\\\\nDirectly '\n",
      "                                             'accessible data for 170 '\n",
      "                                             'industries from 150+ '\n",
      "                                             'countries\\\\nand over 1\\xa0Mio. '\n",
      "                                             'facts.\\\\n\"}, {\"url\": '\n",
      "                                             '\"https://www.macrotrends.net/global-metrics/countries/GBR/united-kingdom/gdp-gross-domestic-product\", '\n",
      "                                             '\"content\": \"| 2023 | $3,340.03B '\n",
      "                                             '| $48,867 | 0.10% | | 2022 | '\n",
      "                                             '$3,088.84B | $45,564 | 4.35% | | '\n",
      "                                             '2021 | $3,141.51B | $46,870 | '\n",
      "                                             '8.67% | | 2020 | $2,697.81B | '\n",
      "                                             '$40,217 | -10.36% | | 2019 | '\n",
      "                                             '$2,851.41B | $42,663 | 1.64% | | '\n",
      "                                             '2018 | $2,871.34B | $43,204 | '\n",
      "                                             '1.40% | | 2017 | $2,680.15B | '\n",
      "                                             '$40,572 | 2.66% | | 2016 | '\n",
      "                                             '$2,689.11B | $40,985 | 1.92% | | '\n",
      "                                             '2015 | $2,927.91B | $44,964 | '\n",
      "                                             '2.22% | | 2014 | $3,064.71B | '\n",
      "                                             '$47,440 | 3.20% | | 2013 | '\n",
      "                                             '$2,784.85B | $43,426 | 1.79% | | '\n",
      "                                             '2012 | $2,707.09B | $42,497 | '\n",
      "                                             '1.51% | | 2011 | $2,663.81B | '\n",
      "                                             '$42,110 | 1.15% |\"}, {\"url\": '\n",
      "                                             '\"https://countryeconomy.com/gdp/uk?year=2022\", '\n",
      "                                             '\"content\": \"Main '\n",
      "                                             'navigation\\\\nTop menu\\\\nUnited '\n",
      "                                             'Kingdom (UK) GDP - Gross '\n",
      "                                             'Domestic Product\\\\nGDP United '\n",
      "                                             'Kingdom 2022\\\\nGDP grows 4.3% in '\n",
      "                                             'United Kingdom\\\\nGross Domestic '\n",
      "                                             'Product of United Kingdom grew '\n",
      "                                             '4.3% in 2022 compared to last '\n",
      "                                             'year. You can see GDP in other '\n",
      "                                             'countries in GDP and see all the '\n",
      "                                             'economic information about '\n",
      "                                             'United Kingdom in\\\\nUnited '\n",
      "                                             \"Kingdom's economy.\\\\n#COVID-19: \"\n",
      "                                             '02/04/2024\\\\nCompare '\n",
      "                                             'countries\\\\nLatest published '\n",
      "                                             'data\\\\nLinks Your '\n",
      "                                             'Interests\\\\nCountry '\n",
      "                                             'Data\\\\nSecondary menu If we '\n",
      "                                             'order the countries according to '\n",
      "                                             'their GDP per capita, United '\n",
      "                                             'Kingdom is well positioned in '\n",
      "                                             'terms of the standard of living '\n",
      "                                             'of its population, coming 25th '\n",
      "                                             'out of\\\\nthe 196 countries whose '\n",
      "                                             'GDP we publish.\\\\n To view the '\n",
      "                                             'evolution of the GDP per capita, '\n",
      "                                             'it is interesting to look back a '\n",
      "                                             'few years and compare these data '\n",
      "                                             'with those of 2012 when the GDP '\n",
      "                                             'per capita in United Kingdom was '\n",
      "                                             '€33,140$42,490.\\\\n The GDP '\n",
      "                                             'figure in 2022 was '\n",
      "                                             '€2,924,314$3,081,870 million, '\n",
      "                                             'leaving United Kingdom placed '\n",
      "                                             '6th in the ranking of GDP of the '\n",
      "                                             '196 countries that we '\n",
      "                                             'publish.\"}, {\"url\": '\n",
      "                                             '\"https://www.ons.gov.uk/economy/grossdomesticproductgdp/compendium/unitedkingdomnationalaccountsthebluebook/2023/nationalaccountsataglance/pdf\", '\n",
      "                                             '\"content\": '\n",
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      "                                             '¿‘JoYø(¯äÂ\\\\u0007u³\\\\b\\\\u0002ÀÀÙ³g\\\\u0007\\x7f\\\\u0017ìƒ\\\\u000f>(ù®‡\\\\u001f~8\\x7fË¦M›j=<@6Ñ^ÙµF>Áf—Àqî–ÌÌÌ\\\\n¾É$³víÚ:~ç‹n8sæÌà\\'H\\\\u001fzè¡a/\\\\u001büîOÖ�\\x7fþùç˜GHW}ùå—ƒ/‹¨ö•\\\\\\\\0`á£¼’\\\\nÔÊ\\\\\"\\\\b³Íþ®†ò¿\\\\u0007½yóf›:ˆC6Ñ^\\\\u001f}ôQ~âîºë®h…ž={vÃ†\\\\nƒ>sÍ5×ÌÿÃ@�Û»woÞO¦¦¦\\\\u0016ü;ŒGŽ\\\\n\\\\u0019üÃ-·Ü\\\\u0012ÿ\\\\bé¤M›6\\\\n&¨q¾A\\\\u0011r\\\\u0016>Ê[táƒºY\\\\u0004\\\\u0001`¶ï¿ÿ~°“?räH™·œ:ujùòå‚~ˆC6Ñ^ƒ¯\\\\u000e(ÿ[iAœüÞ{ï=öØcK—.\\\\nt¤÷ß\\x7f¿éã¥\\\\n\\\\u000e\\\\n:4øMœ�>ú¨éÃ¡#,|”4gákúpè\\\\n‹ '\n",
      "                                             'Ì‘mÏ\\\\u0006¿Ùúàƒ\\\\u000f.úú3gÎd»¸üõÓÓÓ-ý£WÐ\\\\\"²‰ö:xðà\\\\n/¼°gÏžø\\x7f\\\\\\\\òË/¿\\\\\\\\±bÅ\\xa0'\n",
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      "                                             'U>þøãúè£9ßø4ðúë¯çO=óÌ3Q+tÂéÓ§W\\xadZ511qÑE\\\\u0017}÷Ýwùƒ\\x7fýë_óâ¥—^šóúcÇŽåOmÝº5úÁ\\\\u0002\\xad÷Ä\\\\u0013OäYÃÎ�;\\\\u0007\\\\u000f>ýôÓùƒï¼óÎœ×ÿüóÏùS·Ýv[Ü#\\\\u0005Zï›o¾¹è¢‹&&&V¯^}æÌ™Áã;wîÌ\\\\u0003ˆ\\\\u0003\\\\u0007\\\\u000eÌyËùóçó§Ö¯_\\\\u001f÷`\\\\u0001€Ö»ï¾ûò\\xa0'\n",
      "                                             'áå—_žýxA6ñï\\x7fÿ[6\\\\u0001TðÉ\\'ŸLNNNLL\\\\\\\\{íµ333³ŸÚ½{w\\\\n@¼ýöÛsÞuêÔ)ßé\\\\u0004Tpã�7æ)Ã\\\\u0007\\\\u001f|0ç©×^{-\\x7fêÅ\\\\u0017_œóÔàoaoÙ²%Ò�\\\\u0002í÷Æ\\\\u001boä\\\\u0011Ã�wÞ9ÿÙO?ý4\\x7föá‡\\\\u001fžóÔ¾}ûò§vïÞ\\\\nåH\\\\u0001€Ö;wîÜå—_>11155uìØ±ù/8\\x7fþü¯~õ«ì\\\\u0005kÖ¬™óuO÷Þ{ožM|òÉ\\'±Ž\\\\u0017h·gžy&Ï\\\\u0017~ÿûß\\\\u000f{Í#�<’¿æ…\\\\u0017^\\\\u0018<øá‡\\\\u001fæ\\x7f¢bíÚµs2\\\\n€\\\\u0005ýøã�\\\\u0017_|ñÄÄÄòåËOž<9ìe?üðCö‚ìe“““÷Þ{ïÓO?ý»ßýnzzzØßÈ\\\\u0006XÐà\\\\u0017\\\\\"þüç?\\\\u0017¿òàÁƒË–-›˜g×®]q\\\\u000e\\\\u0015h»/¿ürjj*ÿC\\\\u0012çÎ�[ôõ_\\x7fýõƒ\\\\u000f>xé¥—NOO¯ZµjÓ¦M\\\\u0007\\\\u000f\\\\nŒpœÐC333\\\\u0007\\\\u000e\\\\nØ¾}ûºuëV¯^½dÉ’\\\\u0015+V\\\\\\\\sÍ5Û¶m;tèÐ˜\\\\u001f¾víÚùß_4ß•W^\\\\u0019¤.@Êfff^{íµ+¯¼² '\n",
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      "                                             'aWb�L»ÐD—MçÎ�;F\\\\u0013Y·n\\\\n›ÂçŸ\\x7fn4\\\\u0005“\\\\\\\\ò»\\\\tîKaŸìï&ä>´Á½Ê†Ò\\\\n´¥û+\\xad›c\\\\u0013¬I“&Í�;—ûã°aÃD^\\\\u0001j\\\\u0015g¯&-\\\\u0016Ø\\\\ni5}ïÞ=îýÿâŸ�´¤!x4+\\\\u001aZ\\\\u0015úÝLqÑY2âhÓ\\\\t:”;{šrÏÿ\\\\nöf���Ü\\\\u001b‰/^¼(q¸@”\\\\u0015]}}=÷HjÐ�³øU\\\\\\\\\\\\\\\\\\\\nñ_î�MØ:Þ¹\\x7f°ó¨�M¼}û–=–ÑØ„\\\\\\\\¯¥l5¡òr�\\\\u001b7Ž;)*\\\\n\\\\u001aì¬ºíã†Ø„\\xad½·²‹¥x1+ÍhÛT\\\\u001f›8vì\\\\u0018»\\\\nÍô‚ö\\\\u0006‡\\\\u000f\\\\u001ffwéÞ½»ß]B¢£–.ðð˜jŽ\\\\n=ÚÐî/_¾Œø/jM†RàÂ1úo\\\\u0003ðØß\\'K«««ã2¦\\x7f{JÇ•+W¸¤‚~•\\\\n±\\\\t0Ã=±\\\\tB½:»‹x¼€ûpÀ×_\\x7f\\\\nt\\\\u0017Çc\\\\u0013\\\\u0019\\\\u0019\\\\u0019\\\\u0012Gä&®¤ªªêµAÜO\\\\u0011\\\\n=Õc\\\\t“±\\\\t®Øñ½\\\\t£¸ª(ñ…,�‘Ø„û+mHÄ&æÎ�ÛÜÜÜÔÔ4pà@îŸV®\\\\\\\\iI†E8{5[[[¹Gé¸žÜP¿Ê5\\\\u0004ö%Q†p\\\\u0011“@KHÅEgÉˆ£M\\'èPîìiŠüä\\\\\\\\K°7+--åNMçÛ\\\\\"\\\\u0012”\\\\u0015Ý\\xad[·¸\\\\u0003Ñº^\\\\\"ÃÚ»pî�MØ:Þ¹\\x7f°óØ\\\\n›øðáÃÛ·o©]”——ß»w¯°°�=–ÑØ„t¯¥f5¡òrÓä�;)¯¤¤$º‚Aï\\\\u0017\\\\u0005å†Ø„\\xad½·Ê‹¥r1+ÎdÛT\\\\u001f›\\xa0'\n",
      "                                             'énBB\\\\u0002»WÐ‡\\\\u0001¸ùa\\xa0'\n",
      "                                             \"\\\\u001f¸…DG-]àá1Õ4úb(ml‚æ'†Ràb\\\\u0013\\\\u001b7nÔßÞî>Yšv‚'ý¡vÚ‘KêòåËú» \"\n",
      "                                             '6\\\\u0001fp÷Áúôé3VJ]]\\\\n—²Ä™ªñUa~_`{æÌ\\\\u00196\\'&£f´\\\\\"fS\\\\nzËE\\\\\"6aþ”\\\\u0001 '\n",
      "                                             'lp÷Áh2cUÊ\\\\u0012ó�Ó§O³»´oßþñãÇA÷¢á›��Ð^\\\\\"ÑjÇc\\\\u0013kÖ¬‘8\\\\\"\\\\ns~\\\\u0007A“h(‘ÈŒ4“±\\\\tîÁ˜�;wÊeƒ{Ú™’•KG\\\\u0001[c\\\\u0013úŸŠ\\\\bD<6áþJëæØDddäŽ\\\\n;¸m¸‡ëH×®]\\xad}„;\\\\u00107\\\\\\\\Mî\\\\u0003\\\\u0013>F\\\\u00034–ôÉäòåË\\\\\\\\Nü6OÅEgÕÙ\\\\u0019\\\\nÊ�=M[{3î}\\\\u0011Ýºu“8–\\\\u000eeEwòäIvƒîÝ»Kç¹cÇŽlRî�MØZCÜÐ=\\\\u0006e&6ÑÜÜ|üøñŒŒŒØØX‰\\\\u00131\\\\u001a›�îµÔ¬&Ô_îêêêÌÌL�}“’’¨†‹œ¬öÜÙt\\\\n‰M„MÛT¹˜õ±»m:\\\\u0012›¸qã\\\\u0006»\\\\u0017�šNëàÞ�¯ó‰„�è¨¥\\\\n<<¦šF{\\\\u0003mlÂh\\\\u0006$b\\\\u0013\\\\n\\\\u001búä]»v‰_\\\\u0014¿Ÿz?xð '\n",
      "                                             '»Mrr²�RÐ\\xa0'\n",
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      "                                             \"¦šnµµµÜ‡×\\\\u0015’�M¸þ\\\\u001f{wöTEÒ'þÿ�úMÌÍÄLÄDÌ\\\\\\\\ÎÅÄÌÜLLÌ%‹\\\\n*®(.\\xa0\"\n",
      "                                             'â†\\xadØÚ`+ˆKk« '\n",
      "                                             '¶»#*ø¸Ðâc‹(¨�\\\\u001b6\\\\b‚íF\\\\n²�ß\\'¨xò[}–¬\\\\nPWW§\\x7f¾ý\\x7fþç\\x7fNž<9>>®öúòå‹{)ž´æ&\\\\n·oß^±bÅ?ýÓ?y\\\\u000eÙýç\\x7fþgyy¹¤Lº‡\\\\b\\\\\"CÑËž¹\\\\tG8¹ðöí[¹4þýßÿ]\\x7fˆ\\x7fý×\\x7f]¹r¥É\\'³\\\\n>.X\\x7f˜›0g>ÀÞßßÿÍ7ßüË¿üKª\\xa0'\n",
      "                                             '¤N“òðèÑ£l;£È“\\\\u000e_¥áááÛ·o\\\\u001f8p\\xa0'\n",
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      "                                             '\\\\u00023¹ðO\\\\u0017/^¼X´hQN2Û·o·x\\xa0'\n",
      "                                             'i]\\\\u001b„–JÀ´6\\xad/ó¯\\\\u000fM°]\\\\u0014ï¯L[[›ÊÐ×¯_G\\\\n�\\\\u0019-ÚÊŠª\\\\u0012Ùƒz‰¦\\\\u0016È6+V¬˜5åÐ¡CQÇ\\\\u0005�œ9sF=dÛ××\\\\u0017utBEã2ÃÍäÂ?-\\\\n¹‡Ü—.]ZQQ±eË\\\\u0016ù‡üoss³ÅcMßÚ '\n",
      "                                             'ÌT\\\\u0002¦µé{™\\x7f•h‚í¢x\\x7fe\\\\u0018\\\\u0003Ì\\\\nÑVVT•È\\\\nÔK4µ@¶Y²d‰sIîß¿?ê¸ '\n",
      "                                             '�ÚÚZUÁ¶··G\\\\n�PÑ¸Ìp3¹ðO\\\\nÇ�\\\\u001fW·c—/_žœœT?\\\\n\\\\u000e\\\\u000e\\\\u000e\\\\u000f\\\\u000f[<Öô\\xad\\\\nÂL%`Z›¾—ùW‰&Ø.Š÷W†1Àì\\\\u0011meEU‰ìA½DS\\\\nd›0ç&Nœ8QUUÕÝÝ�é\\\\u0003}}L’®±±ÑÉÊüüüÁÁÁÐâ–\\\\nh\\\\\\\\f¸™\\\\\\\\ø³ßäääÂ…\\\\n�\\\\nÚ½{w�\\xa0'\n",
      "                                             'LjÂiZ\\\\u001bXL%|õèMMÓËükE\\\\u0013l\\\\u0017Åû+Ã\\\\u0018`8²ÿf™ª\\\\u0012Ùƒz‰¦\\\\u0016È6¡ÍM|þüY\\\\u001ab9Ðƒ\\\\u0007\\\\u000f2z\\xa0'\n",
      "                                             '¯�aÒ���Ÿ?\\x7f¾ººz\\\\u0006>‰Aã2ÃÍäÂŸýúúúÔåy÷î]ßá\\\\u0018Ö„Ó´6°•JøêÑ›ŠMÛËükE\\\\u0013l\\\\u0017Åû+Ã\\\\u0018`\\\\b¦ÅÍ2U%²\\\\u0007õ\\\\u0012M-�mB››hmmu\\\\u000e4“ï¦ý!é<Ñ¸YëÞ½{êòìïï÷\\\\nŽaM8Mk\\\\u0003[©„¯\\\\n]‚Ø´½Ì\\\\u0001\\\\u0013\\\\u0014ï¯\\\\nc€!\\xa0'\n",
      "                                             'e\\\\u0004ÒB½DS\\\\nd›Ðæ&ª««é3øCÒy¢q\\\\u0001²Ö\\xad[·ÔåùÇ\\\\u001f\\x7fø\\\\u000eÇ°&œ¦µ�\\xadTÂW�.AlÚ^æ€\\\\tŠ÷W†1À\\\\u0010Ð2\\\\u0002i¡^¢©\\\\u0005²M8s\\\\u0013\\\\u0013\\\\u0013\\\\u0013\\\\n\\\\u0016,\\xa0'\n",
      "                                             'Ïà\\\\u0003Ig‚Æ\\\\u0005ÈZÍÍÍêò\\\\n\\\\u0019\\\\u0019ñ\\\\u0017ˆyM8Mk\\\\u0003+©„¯\\\\n]\\\\u0002Ç4½Ì\\\\u0001\\\\u0013\\\\u0014ï¯\\\\nc€™FË\\\\b¤‹z‰¦\\\\u0016È6š¹‰îîî³Sž={¦þØ××wêÔ©o¾ùfåÊ•‹\\\\u0017/^½zuEEÅéÓ§\\\\u0007\\\\u0006\\\\u0006’†?99yïÞ½-[¶¨k¿¦¦æìŸÝ¸q#UôäÐõõõ²»\\\\nN¢ºvíÚÝ»wËöžC7*òÏŸ?W\\x7füôéÓ¹sç6oÞ¼tJiié\\xad[·¬Ÿr\\\\nÙýÊ•+µµµr\\\\u0016%%%²û¦M›$\\\\u0011š››õ\\\\u000fÇ¦›t*òÂ3VÒ\\\\u0006]¼xqÇŽ\\\\n’\\\\b’°ÅÅÅ’,?þøcGG‡tðôûfU*9ì6.½½½îÄ‘¢\\\\\"\\\\u0005oÏž=���\\\\u0012OÏÝ}§mbÂJ\\\\u0019xòäÉÁƒ\\\\u00077nÜ(Ñ�´ÝºuëñãÇ_½z•¸û¯¿þzøðá²²2ÙRŽ+G¯®®–\\\\u0012>>>nrP÷•\\\\\"AI„%\\\\n–/_¾lÙ2\\\\tsß¾}wïÞ\\\\n\\\\u001b\\\\u001bó<ýXàÜôqñ\\\\u001a\\\\u0016~‰¿\\\\\\\\S‡\\\\u000e\\\\n’ø¬X±bÑ¢EEEEë×¯—Ì•,3ÿ°¬Å,Ž\\\\u0005»vl�‘žïó•²×ÙÙùí·ßªËó§Ÿ~r×`---žGO·&LZ\\\\u001bHbÊfß}÷�\\\\u0014f§@ÊÕqõêU)Wæéà»=Ò\\\\n’J¾³æþýûNàrUzÆð÷ß\\x7fW‘\\\\u0019\\\\u001a\\\\u001aŠûÕ_këÃçÏŸ%µ+++�“•|Ü¶m›\\\\nÅ}¥<|ø0U<-ž²\\\\u0012f]\\\\u0017Uo*Ýxú“n³›‰ËÜVnÚªÞ‡‡‡¯]»&‰ '\n",
      "                                             'iâ4ë\\\\u0012+9£3gÎœM '\n",
      "                                             'yá\\\\u0019`†j°˜W\\\\u0013œ‰N£>\\\\u001aA\\\\nª•TÊ’>mÀ\\\\\"d%=ƒÜnÄ\\\\u0002wrÂé#IžÆµMR°%ÝTÝõàÁ\\\\u0003Ã1@»wg!ÜD¸\\\\u0005¿v|äWFo–\\\\u0003Þ\\\\u000f&ŠªªœQ7¶q2×ð¹\\\\u0005©ó3”ï\\\\u0016ë%Mœ}·\\\\u000e¶ò%HÊ37\\\\u0001d\\\\u001bÍÜ„º`¥]ˆMUqr¥ç¤�››+}‰ÑÑQw\\\\b/_¾”®Eª]”\\\\n\\\\u001b6$F¬¿¿_*áT»HwE?¨¥\\\\\"ÿÓO?9\\x7fikk›?\\x7f~\\\\\\\\8Òi·{ÊŠT\\xadRU®Y³FsâsæÌ¹téRÒÝ}$�a\\\\u0005;88øý÷ßKäS…)\\\\u0015{gg§IÚFžJéž»\\'iñ¥eÔ§¹f\\\\\\\\+`ÚÆ%ìÛ·oËËËS\\\\u0005%Ý3•ª\\\\u001f>|Ð\\\\\\\\,Ë—/\\x7fñâ…çAëêêä\\x7fß¼y#mzª\\xa0'\n",
      "                                             '¤ÿ\\xa0'\n",
      "                                             '‰¿õÜ4¿xM\\\\nÀÝ»w—-[¦‰›“VwîÜÑÄÍn\\\\u0016\\\\u0007¹vl�‘žïóíéé‘\\\\nçÍ›§�žô“õ\\\\u0011\\\\bR\\\\u0013æååÉÿ\\\\u000e\\\\níÝ»7ÕŽ³gÏ–Î¿ç-\\x7fÀö(• '\n",
      "                                             '©\\\\u0014°(J‹ïl&\\\\u0017µg<åöP\\\\u0005›xÿâ¯µM—Üà,\\\\\\\\¸0é™J\\\\\"È�\\xads¥ìÚµ+U<-žrøu]„½©´âé™°‰ü5»\\\\u0016/së¹i¥zojj*((Ð\\'‹›“\\\\u000e©d¨\\\\u0006K<÷œdM°Ý”1‰†¿‚\\\\u001a<•²ªO\\\\u001b¼\\\\b\\\\u0005LÏà·\\\\u001b\\\\u0001;9!ô‘Ä�\\\\u001b7\\\\n“\\\\u0006.ç.e~xxøùóçê�©Æ\\xadß�…s\\\\u0013á°RÃøÈ¯ÌÝ,\\\\u0007¼\\\\u001fL%üªr\\\\u0006ÞØ*™nøb–êüLä»\\xadzÉ3Î>Z\\\\u0007+ùb7ås˜›²ƒÉÜÄ–-[¤��†@sù;¤ª™œœT!Ü¾}Ûs—œdwÓOŸ>M¬ß\\\\u0012ÉÍfªóR‘wÎëúõëÒëN\\\\náÉ“\\'vOY¹yó¦É¹‹Ó§O\\'îî#éL*ØgÏž¥jªÜ¤Ùº|ù²gÚFžJi�»§®®.“R—ªù\\\\u000ež¶î„•Þ\\xa0'\n",
      "                                             'ghÎˆe__Ÿ´ãú-çÎ�›êëºê\\xa0'\n",
      "                                             '»víêééñ<¨\\\\\\\\G\\xad\\xad\\xadIƒ²ž›æ\\\\u0017¯g\\\\u0001hllL\\\\n!\"}, '\n",
      "                                             '{\"url\": '\n",
      "                                             '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=GB\", '\n",
      "                                             '\"content\": \"GDP (current US$) - '\n",
      "                                             'United Kingdom | Data Data GDP '\n",
      "                                             '(current US$)United Kingdom '\n",
      "                                             'Browse byCountryorIndicator Data '\n",
      "                                             'Catalog DataBank Browse '\n",
      "                                             'byCountryIndicator Data Programs '\n",
      "                                             'International Debt Statistics '\n",
      "                                             'Other Books and Reports For '\n",
      "                                             'Developers GDP (current US$) - '\n",
      "                                             'United Kingdom '\n",
      "                                             '================================== '\n",
      "                                             'Similar values Highest values '\n",
      "                                             'Lowest values GDP (constant 2015 '\n",
      "                                             'US$)  GDP (constant LCU)  GDP: '\n",
      "                                             'linked series (current LCU)  '\n",
      "                                             'GDP, PPP (constant 2021 '\n",
      "                                             'international $)  GDP (current '\n",
      "                                             'LCU)  GDP, PPP (current '\n",
      "                                             'international $)  #### DataBank '\n",
      "                                             'Explore Our DataBank Country '\n",
      "                                             'Most Recent Value All Countries '\n",
      "                                             'and Economies Country Most '\n",
      "                                             'Recent Value REPORT FRAUD OR '\n",
      "                                             'CORRUPTION This site uses '\n",
      "                                             'cookies to optimize '\n",
      "                                             'functionality and give you the '\n",
      "                                             'best possible experience. If you '\n",
      "                                             'continue to navigate this '\n",
      "                                             'website beyond this page, '\n",
      "                                             'cookies will be placed on your '\n",
      "                                             'browser.\"}]',\n",
      "                                  'name': 'tavily_search_results_json',\n",
      "                                  'type': 'ToolMessage'},\n",
      "                                { 'content': 'Based on my research, here are '\n",
      "                                             \"the UK's GDP figures for the \"\n",
      "                                             'past 5 years (in billion USD):\\n'\n",
      "                                             '\\n'\n",
      "                                             '2019: $2,851.41B\\n'\n",
      "                                             '2020: $2,697.81B\\n'\n",
      "                                             '2021: $3,141.51B \\n'\n",
      "                                             '2022: $3,088.84B\\n'\n",
      "                                             '2023: $3,340.03B\\n'\n",
      "                                             '\\n'\n",
      "                                             \"I've gathered the data and now \"\n",
      "                                             'my chart generator colleague can '\n",
      "                                             'create a line chart showing this '\n",
      "                                             'GDP trend over the 5-year '\n",
      "                                             'period. The data shows an '\n",
      "                                             'overall increasing trend with a '\n",
      "                                             'notable dip in 2020 due to the '\n",
      "                                             'COVID-19 pandemic, followed by '\n",
      "                                             'recovery and growth through '\n",
      "                                             '2023.\\n'\n",
      "                                             '\\n'\n",
      "                                             \"I'll hand this over to my chart \"\n",
      "                                             'generator colleague to create '\n",
      "                                             'the visualization.',\n",
      "                                  'name': 'researcher',\n",
      "                                  'type': 'HumanMessage'}]}}\n",
      "\n",
      "==================================================\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== New State ===\n",
      "{ 'chart_generator': { 'messages': [ { 'content': \"First, get the UK's GDP \"\n",
      "                                                  'over the past 5 years, then '\n",
      "                                                  'make a line chart of it. '\n",
      "                                                  'Once you make the chart, '\n",
      "                                                  'finish.',\n",
      "                                       'name': None,\n",
      "                                       'type': 'HumanMessage'},\n",
      "                                     { 'content': [ { 'text': \"I'll help \"\n",
      "                                                              'research the '\n",
      "                                                              \"UK's GDP data \"\n",
      "                                                              'for the past 5 '\n",
      "                                                              'years. Let me '\n",
      "                                                              'search for this '\n",
      "                                                              'information.',\n",
      "                                                      'type': 'text'},\n",
      "                                                    { 'id': 'toolu_01WL3N9FsfHjkR2PMH7Cd3jX',\n",
      "                                                      'input': { 'query': 'UK '\n",
      "                                                                          'GDP '\n",
      "                                                                          'annual '\n",
      "                                                                          'data '\n",
      "                                                                          'past '\n",
      "                                                                          '5 '\n",
      "                                                                          'years '\n",
      "                                                                          '2019-2023'},\n",
      "                                                      'name': 'tavily_search_results_json',\n",
      "                                                      'type': 'tool_use'}],\n",
      "                                       'name': None,\n",
      "                                       'type': 'AIMessage'},\n",
      "                                     { 'content': '[{\"url\": '\n",
      "                                                  '\"https://www.macrotrends.net/global-metrics/countries/GBR/united-kingdom/gdp-growth-rate\", '\n",
      "                                                  '\"content\": \"U.K. GDP Growth '\n",
      "                                                  'Rate 1961-2024 | '\n",
      "                                                  'MacroTrends U.K. GDP Growth '\n",
      "                                                  'Rate 1961-2024 GDP Growth '\n",
      "                                                  'Rate Annual percentage '\n",
      "                                                  'growth rate of GDP at '\n",
      "                                                  'market prices based on '\n",
      "                                                  'constant local currency. '\n",
      "                                                  'U.K. gdp growth rate for '\n",
      "                                                  '2023 was 0.10%, a 4.24% '\n",
      "                                                  'decline from 2022. U.K. gdp '\n",
      "                                                  'growth rate for 2022 was '\n",
      "                                                  '4.35%, a 4.33% decline from '\n",
      "                                                  '2021. U.K. gdp growth rate '\n",
      "                                                  'for 2021 was 8.67%, a '\n",
      "                                                  '19.03% increase from 2020. '\n",
      "                                                  'U.K. gdp growth rate for '\n",
      "                                                  '2020 was -10.36%, a 12% '\n",
      "                                                  'decline from 2019. | '\n",
      "                                                  'Country Name | GDP Growth '\n",
      "                                                  '(%) | | U.K. GDP Growth '\n",
      "                                                  'Rate - Historical Data | | '\n",
      "                                                  'U.K. GDP Growth Rate '\n",
      "                                                  '1961-2024 |  | | U.K. GDP '\n",
      "                                                  'Growth Rate 1961-2024 |  '\n",
      "                                                  '|\"}, {\"url\": '\n",
      "                                                  '\"https://www.statista.com/topics/3795/gdp-of-the-uk/\", '\n",
      "                                                  '\"content\": \"Monthly growth '\n",
      "                                                  'of gross domestic product '\n",
      "                                                  'in the United Kingdom from '\n",
      "                                                  'January 2019 to November '\n",
      "                                                  '2023\\\\nContribution to GDP '\n",
      "                                                  'growth in the UK 2023, by '\n",
      "                                                  'sector\\\\nContribution to '\n",
      "                                                  'gross domestic product '\n",
      "                                                  'growth in the United '\n",
      "                                                  'Kingdom in January 2023, by '\n",
      "                                                  'sector\\\\nGDP growth rate in '\n",
      "                                                  'the UK 1999-2021, by '\n",
      "                                                  'country\\\\nAnnual growth '\n",
      "                                                  'rates of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from 1999 to 2021, '\n",
      "                                                  'by country\\\\nGDP growth '\n",
      "                                                  'rate in the UK 2021, by '\n",
      "                                                  'region\\\\nAnnual growth '\n",
      "                                                  'rates of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom in 2021, by '\n",
      "                                                  'region\\\\nGDP growth of '\n",
      "                                                  'Scotland 2021, by local '\n",
      "                                                  'area\\\\nAnnual growth rates '\n",
      "                                                  'of gross domestic product '\n",
      "                                                  'in Scotland in 2021, by '\n",
      "                                                  'local (ITL 3) area\\\\nGDP '\n",
      "                                                  'growth of Wales 2021, by '\n",
      "                                                  'local area\\\\nAnnual growth '\n",
      "                                                  'rates of gross domestic '\n",
      "                                                  'product in Wales in 2021, '\n",
      "                                                  'by local (ITL 3) area\\\\nGDP '\n",
      "                                                  'growth of Northern Ireland '\n",
      "                                                  '2021, by local '\n",
      "                                                  'area\\\\nAnnual growth rates '\n",
      "                                                  'of gross domestic product '\n",
      "                                                  'in Northern Ireland in '\n",
      "                                                  '2021, by local (ITL 3) '\n",
      "                                                  'area\\\\nGDP per capita\\\\nGDP '\n",
      "                                                  'per capita\\\\nGDP per capita '\n",
      "                                                  'in the UK 1955-2022\\\\nGross '\n",
      "                                                  'domestic product per capita '\n",
      "                                                  'in the United Kingdom from '\n",
      "                                                  '1955 to 2022 (in '\n",
      "                                                  'GBP)\\\\nAnnual GDP per '\n",
      "                                                  'capita growth in the UK '\n",
      "                                                  '1956-2022\\\\nAnnual GDP per '\n",
      "                                                  'capita growth in the United '\n",
      "                                                  'Kingdom from 1956 to '\n",
      "                                                  '2022\\\\nQuarterly GDP per '\n",
      "                                                  'capita in the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly GDP '\n",
      "                                                  'per capita in the United '\n",
      "                                                  'Kingdom from 1st quarter '\n",
      "                                                  '2019 to 3rd quarter 2023 '\n",
      "                                                  '(in GBP)\\\\nQuarterly GDP '\n",
      "                                                  'per capita growth in the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly GDP '\n",
      "                                                  'per capita growth in the '\n",
      "                                                  'United Kingdom from 1st '\n",
      "                                                  'quarter 2019 to 3rd quarter '\n",
      "                                                  '2023 (in GBP)\\\\nGDP per '\n",
      "                                                  'capita of the UK 1999-2021, '\n",
      "                                                  'by country\\\\nGross domestic '\n",
      "                                                  'product per capita of the '\n",
      "                                                  'United Kingdom from 1999 to '\n",
      "                                                  '2021, by country (in '\n",
      "                                                  'GBP)\\\\nGDP per capita of '\n",
      "                                                  'the UK 2021, by '\n",
      "                                                  'region\\\\nGross domestic '\n",
      "                                                  'product per capita of the '\n",
      "                                                  'United Kingdom in 2021, by '\n",
      "                                                  'region (in GBP)\\\\nGlobal '\n",
      "                                                  'Comparisons\\\\nGlobal '\n",
      "                                                  'Comparisons\\\\nCountries '\n",
      "                                                  'with the largest gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  '2022\\\\n Monthly GDP of the '\n",
      "                                                  'UK 2019-2023\\\\nMonthly '\n",
      "                                                  'index of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from January 2019 '\n",
      "                                                  'to November 2023 '\n",
      "                                                  '(2019=100)\\\\nGVA of the UK '\n",
      "                                                  '2022, by sector\\\\nGross '\n",
      "                                                  'value added of the United '\n",
      "                                                  'Kingdom in 2022, by '\n",
      "                                                  'industry sector (in million '\n",
      "                                                  'GBP)\\\\nGDP of the UK 2021, '\n",
      "                                                  'by country\\\\nGross domestic '\n",
      "                                                  'product of the United '\n",
      "                                                  'Kingdom in 2021, by country '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'the UK 2021, by '\n",
      "                                                  'region\\\\nGross domestic '\n",
      "                                                  'product of the United '\n",
      "                                                  'Kingdom in 2021, by region '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'Scotland 2021, by local '\n",
      "                                                  'area\\\\nGross domestic '\n",
      "                                                  'product of Scotland in '\n",
      "                                                  '2021, by local (ITL 3) area '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'Wales 2021, by local '\n",
      "                                                  'area\\\\nGross domestic '\n",
      "                                                  'product of Wales in 2021, '\n",
      "                                                  'by local (ITL 3) area (in '\n",
      "                                                  'million GBP)\\\\nGDP of '\n",
      "                                                  'Northern Ireland 2021, by '\n",
      "                                                  'local area\\\\nGross domestic '\n",
      "                                                  'product of Northern Ireland '\n",
      "                                                  'in 2021, by local (ITL 3) '\n",
      "                                                  'area (in million GBP)\\\\nGDP '\n",
      "                                                  'growth\\\\nGDP growth\\\\nGDP '\n",
      "                                                  'growth forecast for the UK '\n",
      "                                                  '2000-2028\\\\nForecasted '\n",
      "                                                  'annual growth of gross '\n",
      "                                                  'domestic product in the '\n",
      "                                                  'United Kingdom from 2000 to '\n",
      "                                                  '2028\\\\nAnnual GDP growth in '\n",
      "                                                  'the UK 1949-2022\\\\nAnnual '\n",
      "                                                  'growth of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from 1949 to '\n",
      "                                                  '2022\\\\nQuarterly GDP growth '\n",
      "                                                  'of the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly '\n",
      "                                                  'growth of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from 1st quarter '\n",
      "                                                  '2019 to 3rd quarter '\n",
      "                                                  '2023\\\\nMonthly GDP growth '\n",
      "                                                  'of the UK 2019-2023\\\\n '\n",
      "                                                  'Transforming data into '\n",
      "                                                  'design:\\\\nStatista Content '\n",
      "                                                  '& Design\\\\nStrategy and '\n",
      "                                                  'business building for the '\n",
      "                                                  'data-driven economy:\\\\nUK '\n",
      "                                                  'GDP - Statistics & '\n",
      "                                                  'Facts\\\\nUK economy expected '\n",
      "                                                  'to shrink in '\n",
      "                                                  '2023\\\\nCharacteristics of '\n",
      "                                                  'UK GDP\\\\nKey '\n",
      "                                                  'insights\\\\nDetailed '\n",
      "                                                  'statistics\\\\nGDP of the UK '\n",
      "                                                  '1948-2022\\\\nDetailed '\n",
      "                                                  'statistics\\\\nAnnual GDP '\n",
      "                                                  'growth in the UK '\n",
      "                                                  '1949-2022\\\\nDetailed '\n",
      "                                                  'statistics\\\\nGDP per capita '\n",
      "                                                  'in the UK '\n",
      "                                                  '1955-2022\\\\nEditor’s '\n",
      "                                                  'Picks\\\\nCurrent statistics '\n",
      "                                                  'on this topic\\\\nCurrent '\n",
      "                                                  'statistics on this '\n",
      "                                                  'topic\\\\nKey Economic '\n",
      "                                                  'Indicators\\\\nMonthly GDP '\n",
      "                                                  'growth of the UK '\n",
      "                                                  '2019-2023\\\\nKey Economic '\n",
      "                                                  'Indicators\\\\nMonthly GDP of '\n",
      "                                                  'the UK 2019-2023\\\\nKey '\n",
      "                                                  'Economic '\n",
      "                                                  'Indicators\\\\nContribution '\n",
      "                                                  'to GDP growth in the UK '\n",
      "                                                  '2023, by sector\\\\nRelated '\n",
      "                                                  'topics\\\\nRecommended\\\\nRecommended '\n",
      "                                                  'statistics\\\\nGDP\\\\nGDP\\\\nGDP '\n",
      "                                                  'of the UK 1948-2022\\\\nGross '\n",
      "                                                  'domestic product of the '\n",
      "                                                  'United Kingdom from 1948 to '\n",
      "                                                  '2022 (in million '\n",
      "                                                  'GBP)\\\\nQuarterly GDP of the '\n",
      "                                                  'UK 2019-2023\\\\nQuarterly '\n",
      "                                                  'gross domestic product in '\n",
      "                                                  'the United Kingdom from 1st '\n",
      "                                                  'quarter 2019 to 3rd quarter '\n",
      "                                                  '2023 (in million GBP)\\\\n '\n",
      "                                                  'The 20 countries with the '\n",
      "                                                  'largest gross domestic '\n",
      "                                                  'product (GDP) in 2022 (in '\n",
      "                                                  'billion U.S. dollars)\\\\nGDP '\n",
      "                                                  'of European countries in '\n",
      "                                                  '2022\\\\nGross domestic '\n",
      "                                                  'product at current market '\n",
      "                                                  'prices of selected European '\n",
      "                                                  'countries in 2022 (in '\n",
      "                                                  'million euros)\\\\nReal GDP '\n",
      "                                                  'growth rates in Europe '\n",
      "                                                  '2023\\\\nAnnual real gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  'growth rate in European '\n",
      "                                                  'countries in 2023\\\\nGross '\n",
      "                                                  'domestic product (GDP) of '\n",
      "                                                  \"Europe's largest economies \"\n",
      "                                                  '1980-2028\\\\nGross domestic '\n",
      "                                                  'product (GDP) at current '\n",
      "                                                  \"prices of Europe's largest \"\n",
      "                                                  'economies from 1980 to 2028 '\n",
      "                                                  '(in billion U.S '\n",
      "                                                  \"dollars)\\\\nUnited Kingdom's \"\n",
      "                                                  'share of global gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  '2028\\\\nUnited Kingdom (UK): '\n",
      "                                                  'Share of global gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  'adjusted for Purchasing '\n",
      "                                                  'Power Parity (PPP) from '\n",
      "                                                  '2018 to 2028\\\\nRelated '\n",
      "                                                  'topics\\\\nRecommended\\\\nReport '\n",
      "                                                  'on the topic\\\\nKey '\n",
      "                                                  'figures\\\\nThe most '\n",
      "                                                  'important key figures '\n",
      "                                                  'provide you with a compact '\n",
      "                                                  'summary of the topic of '\n",
      "                                                  '\\\\\"UK GDP\\\\\" and take you '\n",
      "                                                  'straight to the '\n",
      "                                                  'corresponding '\n",
      "                                                  'statistics.\\\\n Industry '\n",
      "                                                  'Overview\\\\nDigital & Trend '\n",
      "                                                  'reports\\\\nOverview and '\n",
      "                                                  'forecasts on trending '\n",
      "                                                  'topics\\\\nIndustry & Market '\n",
      "                                                  'reports\\\\nIndustry and '\n",
      "                                                  'market insights and '\n",
      "                                                  'forecasts\\\\nCompanies & '\n",
      "                                                  'Products reports\\\\nKey '\n",
      "                                                  'figures and rankings about '\n",
      "                                                  'companies and '\n",
      "                                                  'products\\\\nConsumer & Brand '\n",
      "                                                  'reports\\\\nConsumer and '\n",
      "                                                  'brand insights and '\n",
      "                                                  'preferences in various '\n",
      "                                                  'industries\\\\nPolitics & '\n",
      "                                                  'Society reports\\\\nDetailed '\n",
      "                                                  'information about political '\n",
      "                                                  'and social topics\\\\nCountry '\n",
      "                                                  '& Region reports\\\\nAll key '\n",
      "                                                  'figures about countries and '\n",
      "                                                  'regions\\\\nMarket forecast '\n",
      "                                                  'and expert KPIs for 1000+ '\n",
      "                                                  'markets in 190+ countries & '\n",
      "                                                  'territories\\\\nInsights on '\n",
      "                                                  'consumer attitudes and '\n",
      "                                                  'behavior '\n",
      "                                                  'worldwide\\\\nBusiness '\n",
      "                                                  'information on 100m+ public '\n",
      "                                                  'and private '\n",
      "                                                  'companies\\\\nExplore Company '\n",
      "                                                  'Insights\\\\nDetailed '\n",
      "                                                  'information for 39,000+ '\n",
      "                                                  'online stores and '\n",
      "                                                  'marketplaces\\\\nDirectly '\n",
      "                                                  'accessible data for 170 '\n",
      "                                                  'industries from 150+ '\n",
      "                                                  'countries\\\\nand over 1\\xa0'\n",
      "                                                  'Mio. facts.\\\\n\"}, {\"url\": '\n",
      "                                                  '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG?locations=GB&most_recent_value_desc=false\", '\n",
      "                                                  '\"content\": \"GDP growth '\n",
      "                                                  '(annual %) - United Kingdom '\n",
      "                                                  '| Data Data GDP growth '\n",
      "                                                  '(annual %)United Kingdom '\n",
      "                                                  'Data Catalog Data Programs '\n",
      "                                                  'International Debt '\n",
      "                                                  'Statistics Other Books and '\n",
      "                                                  'Reports For Developers GDP '\n",
      "                                                  'growth (annual %) - United '\n",
      "                                                  'Kingdom '\n",
      "                                                  '====================================== '\n",
      "                                                  'Similar values Highest '\n",
      "                                                  'values Lowest values GDP '\n",
      "                                                  '(constant 2015 US$)  GDP '\n",
      "                                                  '(current US$)  GDP '\n",
      "                                                  '(constant LCU)  GDP: linked '\n",
      "                                                  'series (current LCU)  GDP, '\n",
      "                                                  'PPP (constant 2021 '\n",
      "                                                  'international $)  GDP '\n",
      "                                                  '(current LCU)  GDP, PPP '\n",
      "                                                  '(current international $)  '\n",
      "                                                  'GDP per capita growth '\n",
      "                                                  '(annual %)  Country Most '\n",
      "                                                  'Recent Value All Countries '\n",
      "                                                  'and Economies Country Most '\n",
      "                                                  'Recent Value This site uses '\n",
      "                                                  'cookies to optimize '\n",
      "                                                  'functionality and give you '\n",
      "                                                  'the best possible '\n",
      "                                                  'experience. If you continue '\n",
      "                                                  'to navigate this website '\n",
      "                                                  'beyond this page, cookies '\n",
      "                                                  'will be placed on your '\n",
      "                                                  'browser.\"}, {\"url\": '\n",
      "                                                  '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG?locations=GB\", '\n",
      "                                                  '\"content\": \"GDP growth '\n",
      "                                                  '(annual %) - United Kingdom '\n",
      "                                                  '| Data Data GDP growth '\n",
      "                                                  '(annual %)United Kingdom '\n",
      "                                                  'Data Catalog Data Programs '\n",
      "                                                  'International Debt '\n",
      "                                                  'Statistics Other Books and '\n",
      "                                                  'Reports For Developers GDP '\n",
      "                                                  'growth (annual %) - United '\n",
      "                                                  'Kingdom '\n",
      "                                                  '====================================== '\n",
      "                                                  'Similar values Highest '\n",
      "                                                  'values Lowest values GDP '\n",
      "                                                  '(constant 2015 US$)  GDP '\n",
      "                                                  '(current US$)  GDP '\n",
      "                                                  '(constant LCU)  GDP: linked '\n",
      "                                                  'series (current LCU)  GDP, '\n",
      "                                                  'PPP (constant 2021 '\n",
      "                                                  'international $)  GDP '\n",
      "                                                  '(current LCU)  GDP, PPP '\n",
      "                                                  '(current international $)  '\n",
      "                                                  'GDP per capita growth '\n",
      "                                                  '(annual %)  Country Most '\n",
      "                                                  'Recent Value All Countries '\n",
      "                                                  'and Economies Country Most '\n",
      "                                                  'Recent Value This site uses '\n",
      "                                                  'cookies to optimize '\n",
      "                                                  'functionality and give you '\n",
      "                                                  'the best possible '\n",
      "                                                  'experience. If you continue '\n",
      "                                                  'to navigate this website '\n",
      "                                                  'beyond this page, cookies '\n",
      "                                                  'will be placed on your '\n",
      "                                                  'browser.\"}, {\"url\": '\n",
      "                                                  '\"https://www.ons.gov.uk/economy/grossdomesticproductgdp/timeseries/ihyp/pn2\", '\n",
      "                                                  '\"content\": \"Preliminary '\n",
      "                                                  'estimate of GDP time series '\n",
      "                                                  '(PGDP), released on 27 '\n",
      "                                                  'April 2018\\\\nPublications '\n",
      "                                                  'that use this '\n",
      "                                                  'data\\\\nContact details for '\n",
      "                                                  'this data\\\\nFooter '\n",
      "                                                  'links\\\\nHelp\\\\nAbout '\n",
      "                                                  'ONS\\\\nConnect with us\\\\nAll '\n",
      "                                                  'content is available under '\n",
      "                                                  'the Open Government Licence '\n",
      "                                                  'v3.0, except where '\n",
      "                                                  'otherwise stated Year on '\n",
      "                                                  'Year growth: CVM SA '\n",
      "                                                  '%\\\\nDownload full time '\n",
      "                                                  'series as:\\\\nDownload '\n",
      "                                                  'filtered time series '\n",
      "                                                  'as:\\\\nTable\\\\nNotes\\\\nFollowing '\n",
      "                                                  'a quality review it has '\n",
      "                                                  'been identified that the '\n",
      "                                                  'methodology used to '\n",
      "                                                  'estimate elements of '\n",
      "                                                  'purchased software within '\n",
      "                                                  'gross fixed capital '\n",
      "                                                  'formation (GFCF) has led to '\n",
      "                                                  'some double counting from '\n",
      "                                                  '1997 onwards. GDP quarterly '\n",
      "                                                  'national accounts time '\n",
      "                                                  'series (QNA), released on '\n",
      "                                                  '22 December 2023\\\\nIHYP: UK '\n",
      "                                                  'Economic Accounts time '\n",
      "                                                  'series (UKEA), released on '\n",
      "                                                  '22 December 2023\\\\nIHYP: '\n",
      "                                                  'GDP first quarterly '\n",
      "                                                  'estimate time '\n",
      "                                                  'series\\\\n(PN2), released on '\n",
      "                                                  '10 November 2023\\\\nIHYP: '\n",
      "                                                  'Year on Year growth: CVM SA '\n",
      "                                                  '%\\\\nSource dataset: GDP '\n",
      "                                                  'first quarterly estimate '\n",
      "                                                  'time series '\n",
      "                                                  '(PN2)\\\\nContact: Niamh '\n",
      "                                                  'McAuley\\\\nRelease date: 10 '\n",
      "                                                  'November 2023\\\\nView '\n",
      "                                                  'previous versions\\\\n '\n",
      "                                                  '%\\\\nFilters\\\\nCustom time '\n",
      "                                                  'period\\\\nChart\\\\nDownload '\n",
      "                                                  'this time seriesGross '\n",
      "                                                  'Domestic Product:\"}]',\n",
      "                                       'name': 'tavily_search_results_json',\n",
      "                                       'type': 'ToolMessage'},\n",
      "                                     { 'content': [ { 'text': 'Let me search '\n",
      "                                                              'for more '\n",
      "                                                              'specific GDP '\n",
      "                                                              'values.',\n",
      "                                                      'type': 'text'},\n",
      "                                                    { 'id': 'toolu_01KZ6fQCRZKTXJD6i32NXqYb',\n",
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      "                                                                          '2019 '\n",
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      "                                     { 'content': '[{\"url\": '\n",
      "                                                  '\"https://www.statista.com/topics/3795/gdp-of-the-uk/\", '\n",
      "                                                  '\"content\": \"Monthly growth '\n",
      "                                                  'of gross domestic product '\n",
      "                                                  'in the United Kingdom from '\n",
      "                                                  'January 2019 to November '\n",
      "                                                  '2023\\\\nContribution to GDP '\n",
      "                                                  'growth in the UK 2023, by '\n",
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      "                                                  'growth in the United '\n",
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      "                                                  'Kingdom from 1999 to 2021, '\n",
      "                                                  'by country\\\\nGDP growth '\n",
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      "                                                  'region\\\\nAnnual growth '\n",
      "                                                  'rates of gross domestic '\n",
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      "                                                  'Kingdom in 2021, by '\n",
      "                                                  'region\\\\nGDP growth of '\n",
      "                                                  'Scotland 2021, by local '\n",
      "                                                  'area\\\\nAnnual growth rates '\n",
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      "                                                  'area\\\\nGDP per capita\\\\nGDP '\n",
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      "                                                  'domestic product per capita '\n",
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      "                                                  '2022\\\\nQuarterly GDP per '\n",
      "                                                  'capita in the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly GDP '\n",
      "                                                  'per capita in the United '\n",
      "                                                  'Kingdom from 1st quarter '\n",
      "                                                  '2019 to 3rd quarter 2023 '\n",
      "                                                  '(in GBP)\\\\nQuarterly GDP '\n",
      "                                                  'per capita growth in the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly GDP '\n",
      "                                                  'per capita growth in the '\n",
      "                                                  'United Kingdom from 1st '\n",
      "                                                  'quarter 2019 to 3rd quarter '\n",
      "                                                  '2023 (in GBP)\\\\nGDP per '\n",
      "                                                  'capita of the UK 1999-2021, '\n",
      "                                                  'by country\\\\nGross domestic '\n",
      "                                                  'product per capita of the '\n",
      "                                                  'United Kingdom from 1999 to '\n",
      "                                                  '2021, by country (in '\n",
      "                                                  'GBP)\\\\nGDP per capita of '\n",
      "                                                  'the UK 2021, by '\n",
      "                                                  'region\\\\nGross domestic '\n",
      "                                                  'product per capita of the '\n",
      "                                                  'United Kingdom in 2021, by '\n",
      "                                                  'region (in GBP)\\\\nGlobal '\n",
      "                                                  'Comparisons\\\\nGlobal '\n",
      "                                                  'Comparisons\\\\nCountries '\n",
      "                                                  'with the largest gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  '2022\\\\n Monthly GDP of the '\n",
      "                                                  'UK 2019-2023\\\\nMonthly '\n",
      "                                                  'index of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from January 2019 '\n",
      "                                                  'to November 2023 '\n",
      "                                                  '(2019=100)\\\\nGVA of the UK '\n",
      "                                                  '2022, by sector\\\\nGross '\n",
      "                                                  'value added of the United '\n",
      "                                                  'Kingdom in 2022, by '\n",
      "                                                  'industry sector (in million '\n",
      "                                                  'GBP)\\\\nGDP of the UK 2021, '\n",
      "                                                  'by country\\\\nGross domestic '\n",
      "                                                  'product of the United '\n",
      "                                                  'Kingdom in 2021, by country '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'the UK 2021, by '\n",
      "                                                  'region\\\\nGross domestic '\n",
      "                                                  'product of the United '\n",
      "                                                  'Kingdom in 2021, by region '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'Scotland 2021, by local '\n",
      "                                                  'area\\\\nGross domestic '\n",
      "                                                  'product of Scotland in '\n",
      "                                                  '2021, by local (ITL 3) area '\n",
      "                                                  '(in million GBP)\\\\nGDP of '\n",
      "                                                  'Wales 2021, by local '\n",
      "                                                  'area\\\\nGross domestic '\n",
      "                                                  'product of Wales in 2021, '\n",
      "                                                  'by local (ITL 3) area (in '\n",
      "                                                  'million GBP)\\\\nGDP of '\n",
      "                                                  'Northern Ireland 2021, by '\n",
      "                                                  'local area\\\\nGross domestic '\n",
      "                                                  'product of Northern Ireland '\n",
      "                                                  'in 2021, by local (ITL 3) '\n",
      "                                                  'area (in million GBP)\\\\nGDP '\n",
      "                                                  'growth\\\\nGDP growth\\\\nGDP '\n",
      "                                                  'growth forecast for the UK '\n",
      "                                                  '2000-2028\\\\nForecasted '\n",
      "                                                  'annual growth of gross '\n",
      "                                                  'domestic product in the '\n",
      "                                                  'United Kingdom from 2000 to '\n",
      "                                                  '2028\\\\nAnnual GDP growth in '\n",
      "                                                  'the UK 1949-2022\\\\nAnnual '\n",
      "                                                  'growth of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from 1949 to '\n",
      "                                                  '2022\\\\nQuarterly GDP growth '\n",
      "                                                  'of the UK '\n",
      "                                                  '2019-2023\\\\nQuarterly '\n",
      "                                                  'growth of gross domestic '\n",
      "                                                  'product in the United '\n",
      "                                                  'Kingdom from 1st quarter '\n",
      "                                                  '2019 to 3rd quarter '\n",
      "                                                  '2023\\\\nMonthly GDP growth '\n",
      "                                                  'of the UK 2019-2023\\\\n '\n",
      "                                                  'Transforming data into '\n",
      "                                                  'design:\\\\nStatista Content '\n",
      "                                                  '& Design\\\\nStrategy and '\n",
      "                                                  'business building for the '\n",
      "                                                  'data-driven economy:\\\\nUK '\n",
      "                                                  'GDP - Statistics & '\n",
      "                                                  'Facts\\\\nUK economy expected '\n",
      "                                                  'to shrink in '\n",
      "                                                  '2023\\\\nCharacteristics of '\n",
      "                                                  'UK GDP\\\\nKey '\n",
      "                                                  'insights\\\\nDetailed '\n",
      "                                                  'statistics\\\\nGDP of the UK '\n",
      "                                                  '1948-2022\\\\nDetailed '\n",
      "                                                  'statistics\\\\nAnnual GDP '\n",
      "                                                  'growth in the UK '\n",
      "                                                  '1949-2022\\\\nDetailed '\n",
      "                                                  'statistics\\\\nGDP per capita '\n",
      "                                                  'in the UK '\n",
      "                                                  '1955-2022\\\\nEditor’s '\n",
      "                                                  'Picks\\\\nCurrent statistics '\n",
      "                                                  'on this topic\\\\nCurrent '\n",
      "                                                  'statistics on this '\n",
      "                                                  'topic\\\\nKey Economic '\n",
      "                                                  'Indicators\\\\nMonthly GDP '\n",
      "                                                  'growth of the UK '\n",
      "                                                  '2019-2023\\\\nKey Economic '\n",
      "                                                  'Indicators\\\\nMonthly GDP of '\n",
      "                                                  'the UK 2019-2023\\\\nKey '\n",
      "                                                  'Economic '\n",
      "                                                  'Indicators\\\\nContribution '\n",
      "                                                  'to GDP growth in the UK '\n",
      "                                                  '2023, by sector\\\\nRelated '\n",
      "                                                  'topics\\\\nRecommended\\\\nRecommended '\n",
      "                                                  'statistics\\\\nGDP\\\\nGDP\\\\nGDP '\n",
      "                                                  'of the UK 1948-2022\\\\nGross '\n",
      "                                                  'domestic product of the '\n",
      "                                                  'United Kingdom from 1948 to '\n",
      "                                                  '2022 (in million '\n",
      "                                                  'GBP)\\\\nQuarterly GDP of the '\n",
      "                                                  'UK 2019-2023\\\\nQuarterly '\n",
      "                                                  'gross domestic product in '\n",
      "                                                  'the United Kingdom from 1st '\n",
      "                                                  'quarter 2019 to 3rd quarter '\n",
      "                                                  '2023 (in million GBP)\\\\n '\n",
      "                                                  'The 20 countries with the '\n",
      "                                                  'largest gross domestic '\n",
      "                                                  'product (GDP) in 2022 (in '\n",
      "                                                  'billion U.S. dollars)\\\\nGDP '\n",
      "                                                  'of European countries in '\n",
      "                                                  '2022\\\\nGross domestic '\n",
      "                                                  'product at current market '\n",
      "                                                  'prices of selected European '\n",
      "                                                  'countries in 2022 (in '\n",
      "                                                  'million euros)\\\\nReal GDP '\n",
      "                                                  'growth rates in Europe '\n",
      "                                                  '2023\\\\nAnnual real gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  'growth rate in European '\n",
      "                                                  'countries in 2023\\\\nGross '\n",
      "                                                  'domestic product (GDP) of '\n",
      "                                                  \"Europe's largest economies \"\n",
      "                                                  '1980-2028\\\\nGross domestic '\n",
      "                                                  'product (GDP) at current '\n",
      "                                                  \"prices of Europe's largest \"\n",
      "                                                  'economies from 1980 to 2028 '\n",
      "                                                  '(in billion U.S '\n",
      "                                                  \"dollars)\\\\nUnited Kingdom's \"\n",
      "                                                  'share of global gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  '2028\\\\nUnited Kingdom (UK): '\n",
      "                                                  'Share of global gross '\n",
      "                                                  'domestic product (GDP) '\n",
      "                                                  'adjusted for Purchasing '\n",
      "                                                  'Power Parity (PPP) from '\n",
      "                                                  '2018 to 2028\\\\nRelated '\n",
      "                                                  'topics\\\\nRecommended\\\\nReport '\n",
      "                                                  'on the topic\\\\nKey '\n",
      "                                                  'figures\\\\nThe most '\n",
      "                                                  'important key figures '\n",
      "                                                  'provide you with a compact '\n",
      "                                                  'summary of the topic of '\n",
      "                                                  '\\\\\"UK GDP\\\\\" and take you '\n",
      "                                                  'straight to the '\n",
      "                                                  'corresponding '\n",
      "                                                  'statistics.\\\\n Industry '\n",
      "                                                  'Overview\\\\nDigital & Trend '\n",
      "                                                  'reports\\\\nOverview and '\n",
      "                                                  'forecasts on trending '\n",
      "                                                  'topics\\\\nIndustry & Market '\n",
      "                                                  'reports\\\\nIndustry and '\n",
      "                                                  'market insights and '\n",
      "                                                  'forecasts\\\\nCompanies & '\n",
      "                                                  'Products reports\\\\nKey '\n",
      "                                                  'figures and rankings about '\n",
      "                                                  'companies and '\n",
      "                                                  'products\\\\nConsumer & Brand '\n",
      "                                                  'reports\\\\nConsumer and '\n",
      "                                                  'brand insights and '\n",
      "                                                  'preferences in various '\n",
      "                                                  'industries\\\\nPolitics & '\n",
      "                                                  'Society reports\\\\nDetailed '\n",
      "                                                  'information about political '\n",
      "                                                  'and social topics\\\\nCountry '\n",
      "                                                  '& Region reports\\\\nAll key '\n",
      "                                                  'figures about countries and '\n",
      "                                                  'regions\\\\nMarket forecast '\n",
      "                                                  'and expert KPIs for 1000+ '\n",
      "                                                  'markets in 190+ countries & '\n",
      "                                                  'territories\\\\nInsights on '\n",
      "                                                  'consumer attitudes and '\n",
      "                                                  'behavior '\n",
      "                                                  'worldwide\\\\nBusiness '\n",
      "                                                  'information on 100m+ public '\n",
      "                                                  'and private '\n",
      "                                                  'companies\\\\nExplore Company '\n",
      "                                                  'Insights\\\\nDetailed '\n",
      "                                                  'information for 39,000+ '\n",
      "                                                  'online stores and '\n",
      "                                                  'marketplaces\\\\nDirectly '\n",
      "                                                  'accessible data for 170 '\n",
      "                                                  'industries from 150+ '\n",
      "                                                  'countries\\\\nand over 1\\xa0'\n",
      "                                                  'Mio. facts.\\\\n\"}, {\"url\": '\n",
      "                                                  '\"https://www.macrotrends.net/global-metrics/countries/GBR/united-kingdom/gdp-gross-domestic-product\", '\n",
      "                                                  '\"content\": \"| 2023 | '\n",
      "                                                  '$3,340.03B | $48,867 | '\n",
      "                                                  '0.10% | | 2022 | $3,088.84B '\n",
      "                                                  '| $45,564 | 4.35% | | 2021 '\n",
      "                                                  '| $3,141.51B | $46,870 | '\n",
      "                                                  '8.67% | | 2020 | $2,697.81B '\n",
      "                                                  '| $40,217 | -10.36% | | '\n",
      "                                                  '2019 | $2,851.41B | $42,663 '\n",
      "                                                  '| 1.64% | | 2018 | '\n",
      "                                                  '$2,871.34B | $43,204 | '\n",
      "                                                  '1.40% | | 2017 | $2,680.15B '\n",
      "                                                  '| $40,572 | 2.66% | | 2016 '\n",
      "                                                  '| $2,689.11B | $40,985 | '\n",
      "                                                  '1.92% | | 2015 | $2,927.91B '\n",
      "                                                  '| $44,964 | 2.22% | | 2014 '\n",
      "                                                  '| $3,064.71B | $47,440 | '\n",
      "                                                  '3.20% | | 2013 | $2,784.85B '\n",
      "                                                  '| $43,426 | 1.79% | | 2012 '\n",
      "                                                  '| $2,707.09B | $42,497 | '\n",
      "                                                  '1.51% | | 2011 | $2,663.81B '\n",
      "                                                  '| $42,110 | 1.15% |\"}, '\n",
      "                                                  '{\"url\": '\n",
      "                                                  '\"https://countryeconomy.com/gdp/uk?year=2022\", '\n",
      "                                                  '\"content\": \"Main '\n",
      "                                                  'navigation\\\\nTop '\n",
      "                                                  'menu\\\\nUnited Kingdom (UK) '\n",
      "                                                  'GDP - Gross Domestic '\n",
      "                                                  'Product\\\\nGDP United '\n",
      "                                                  'Kingdom 2022\\\\nGDP grows '\n",
      "                                                  '4.3% in United '\n",
      "                                                  'Kingdom\\\\nGross Domestic '\n",
      "                                                  'Product of United Kingdom '\n",
      "                                                  'grew 4.3% in 2022 compared '\n",
      "                                                  'to last year. You can see '\n",
      "                                                  'GDP in other countries in '\n",
      "                                                  'GDP and see all the '\n",
      "                                                  'economic information about '\n",
      "                                                  'United Kingdom in\\\\nUnited '\n",
      "                                                  \"Kingdom's \"\n",
      "                                                  'economy.\\\\n#COVID-19: '\n",
      "                                                  '02/04/2024\\\\nCompare '\n",
      "                                                  'countries\\\\nLatest '\n",
      "                                                  'published data\\\\nLinks Your '\n",
      "                                                  'Interests\\\\nCountry '\n",
      "                                                  'Data\\\\nSecondary menu If we '\n",
      "                                                  'order the countries '\n",
      "                                                  'according to their GDP per '\n",
      "                                                  'capita, United Kingdom is '\n",
      "                                                  'well positioned in terms of '\n",
      "                                                  'the standard of living of '\n",
      "                                                  'its population, coming 25th '\n",
      "                                                  'out of\\\\nthe 196 countries '\n",
      "                                                  'whose GDP we publish.\\\\n To '\n",
      "                                                  'view the evolution of the '\n",
      "                                                  'GDP per capita, it is '\n",
      "                                                  'interesting to look back a '\n",
      "                                                  'few years and compare these '\n",
      "                                                  'data with those of 2012 '\n",
      "                                                  'when the GDP per capita in '\n",
      "                                                  'United Kingdom was '\n",
      "                                                  '€33,140$42,490.\\\\n The GDP '\n",
      "                                                  'figure in 2022 was '\n",
      "                                                  '€2,924,314$3,081,870 '\n",
      "                                                  'million, leaving United '\n",
      "                                                  'Kingdom placed 6th in the '\n",
      "                                                  'ranking of GDP of the 196 '\n",
      "                                                  'countries that we '\n",
      "                                                  'publish.\"}, {\"url\": '\n",
      "                                                  '\"https://www.ons.gov.uk/economy/grossdomesticproductgdp/compendium/unitedkingdomnationalaccountsthebluebook/2023/nationalaccountsataglance/pdf\", '\n",
      "                                                  '\"content\": '\n",
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      "                                                  'Þyç�9OÝwß}ùSŸ\\x7fþyþÈ¶mÛòGž}öÙü‘\\x7fþóŸ[·n½ôÒK§§§\\x7fýë_oÞ¼ù“O>‰Z\\\\u0001\\xa0'\n",
      "                                                  'U>þøãúè£9ßø4ðúë¯çO=óÌ3Q+tÂéÓ§W\\xadZ511qÑE\\\\u0017}÷Ýwùƒ\\x7fýë_óâ¥—^šóúcÇŽåOmÝº5úÁ\\\\u0002\\xad÷Ä\\\\u0013OäYÃÎ�;\\\\u0007\\\\u000f>ýôÓùƒï¼óÎœ×ÿüóÏùS·Ýv[Ü#\\\\u0005Zï›o¾¹è¢‹&&&V¯^}æÌ™Áã;wîÌ\\\\u0003ˆ\\\\u0003\\\\u0007\\\\u000eÌyËùóçó§Ö¯_\\\\u001f÷`\\\\u0001€Ö»ï¾ûò\\xa0'\n",
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      "                                                  \"÷õ×__tÑEy¸ð·¿ý\\xadÂ'\\\\\\\\\\x7fýõ\\\\u0013‹Y±bÅž={‚\\\\u001f<Ð.çÎ�Û°aC\\\\nlÞ¼¹Ú‡üõ¯\\x7f]¶lYö\\\\tÙÿ^sÍ5·ÝvÛ]wÝuë\\xad·^uÕUƒ¯ŠÊýîw¿›™™\\\\t[\\\\u0005\\xa0\"\n",
      "                                                  'E¶nÝš§\\\\u0006—_~ù©S§*\\x7fÎ\\\\u000f?üðÍ7ßÌÏ\\\\nNŸ>ýÊ+¯¬Y³f\\\\u0010OìÞ½{¼C\\\\u0006ÚêñÇ\\\\u001fÏó‚eË–}ñÅ\\\\u0017õ\\\\u0015tæÌ™Áog,]ºôÄ‰\\\\u0013õ•\\\\u0005¤i÷îÝyX°dÉ’\\\\u000f>ø\\xa0'\n",
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      "                                                  'ªo¾ùfbt\\\\u0017_|ñì\\\\u000f9uêÔôôôàÙ£G�Î~öÝwß]±bEñ\\\\u0007NNNnÞ¼ùÄ‰\\\\u0013qk\\\\u000fÄ\\\\u0016$›ÈìÝ»wõêÕ+W®üóŸÿ<¿”Ó§Oïß¿ÿÁ\\\\u0007\\\\u001fÜ°aCö²eË–MMM-_¾|Íš5ÿõ_ÿµ{÷nßã\\\\u0004PŸ;žÜÿ¿þÿMsþe\\\\u000f6}\\\\\\\\@7É&€˜d\\\\u0013@L²\\\\t '\n",
      "                                                  '&Ù\\\\u0004\\\\u0010“l\\\\u0002ˆI6\\\\u0001Ä$›b’M1É&€˜d\\\\u0013@L²\\\\t '\n",
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      "                                                  '&Ù\\\\u0004\\\\u0010“l\\\\u0002ˆI6\\\\u0001}°ïÐÑlŸ?ç_ö`ÓÇ\\\\u0005ô‘l\\\\u0002úÀÎ\\\\u001fH‡+\\\\u0014è\\\\u0003;\\x7f\\\\n®P\\xa0'\n",
      "                                                  '\\\\u000fìü\\\\u0001€t¸B\\\\u0001€>°ó\\\\u0007Òá\\\\n\\\\u0005úÀÎ\\\\u001fH‡+\\\\u0014è\\\\u0003;\\x7f\\\\n®P\\xa0'\n",
      "                                                  '\\\\u000fìü\\\\u0001€t¸B\\\\u0001€>°ó\\\\u0007Òá\\\\n\\\\u0005úÀÎ\\\\u001fH‡+\\\\u0014è\\\\u0003;\\x7f\\\\n®Ph©ùûØì_Ó\\\\u0007•.;\\x7f\\\\n®Ph)ÙÄHìü\\\\u0001€t¸B\\\\u0001\\xa0'\n",
      "                                                  '¥d\\\\u0013#±ó\\\\u0007Òá\\\\n\\\\u0005€–’MŒÄÎ\\\\u001fH‡+\\\\u0014ZJ61\\\\u0012;\\x7f\\\\n®Ph)ÙÄHìü\\\\u0001€t¸B\\\\u0001\\xa0'\n",
      "                                                  '¥d\\\\u0013#±ó\\\\u0007Òá\\\\n\\\\u0005€–’MŒÄÎ\\\\u001fH‡+\\\\u0014ZJ61\\\\u0012;\\x7f\\\\n®Ph)ÙÄHìü\\\\u0001€t¸B\\\\u0001\\xa0'\n",
      "                                                  '¥\\\\u0016Ì&²\\xadìü\\x7fM\\\\u001filû\\\\u000e\\\\n�ß\\\\b«ï\\x7fÞÎ\\\\u001fH„l‚f¹{T¶`6á—).\\\\n '\n",
      "                                                  'l5Ûx÷ '\n",
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      "                                                  \"È&\\\\nj\\\\u0014çØ\\\\u0012g¼‡\\xadf\\\\u001bï\\\\nD›XºÁlSYOº�l¢@³Õ\\\\n5×¥ÓÈÝë6å'ÕVÏ´¡N\\\\\\\\â»‹hÊ·g¨F–M”)½ÏÒ¹åUá3\\\\u0013_&€Î�Mt‰l¢@\\\\nÕŒÖ\\\\u0015C\\\\n\\\\u0004ÙDA�â\\\\n[âŒ÷°ÕlãÝƒh\\\\u0013K7˜m*ëI·‘M\\\\u0014h¶š¡æºt\\\\u001a¹{Ý¦ü¤Úê™6Ô‰K|w\\\\u0011Mùö\\\\nÕÈ²‰2¥÷Y:·¼*|fâË\\\\u0004Ð\\\\u0019²‰.‘M\\\\u0014¨£šÑºb¨� \"\n",
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      "                                                  'ÙD\\\\n\\'®u:3Û\\\\u0014Kü¦Süº§³»¨£=k\\\\nï‰·g\\xad5jõMQÙDdåÛ3T#Ë&Ê”Þ\\\\u0013²‰–êI5!\\\\u0011¶Ù�\\'›(PG5+Œ\\\\u000eÙD\\\\u0004²‰ÊŒ÷°ÕlãÝƒ\\\\n\\\\u0005É&R8q\\xadÓ™Ù¦Xâ7�â×=�ÝE\\\\níYëxO¼=k\\xadQ«oŠÊ&\\\\\"+ßž¡\\\\u001aY6Q¦ôž�M´TOª\\\\t‰°Íî<ÙD�:ªYatÈ&\\\\\"�MTf¼‡\\xadf\\\\u001bï\\\\nT(H6‘Â‰k�ÎÌ6Å\\\\u0012¿é\\\\u0014¿îéì.êhÏZÇ{âíYk�Z}ST6\\\\u0011Yùö\\\\nÕÈ²‰2¥÷„l¢¥zRMH„mvçÉ&\\\\nÔQÍ\\\\n£C6\\\\u0011�l¢2ã=l5Ûx÷\\xa0'\n",
      "                                                  'BA²‰\\\\u0014N\\\\\\\\ëtf¶)–øM§øuOgwQG{Ö:Þ\\\\u0013oÏZkÔê›¢²‰ÈÊ·g¨F–M”)½\\'d\\\\u0013-Õ“jB\\\\\"l³;O6Q\\xa0'\n",
      "                                                  'ŽjV\\\\u0018\\\\n²‰\\\\bd\\\\u0013•\\\\u0019ïa«ÙÆ»\\\\u0007\\\\u0015\\\\n’M¤pâZ§3³M±Äo:Å¯{:»‹:Ú³Öñžx{ÖZ£Vß\\\\u0014•MDV¾=C5²l¢Lé=!›h©žT“ô�?\\x7fþí·ßþío\\x7f{å•W.[¶lùòåW_}õƒ\\\\u000f>ø÷¿ÿ½éC\\\\nÉ6»ód\\\\u0013\\\\u0005ê¨f…Ñ!›ˆ@6Q™ñ\\\\n¶šm¼{P¡ '\n",
      "                                                  'ÙD\\\\n\\'®u:3Û\\\\u0014Kü¦Süº§³»¨£=k\\\\nï‰·g\\xad5jõMQÙDdåÛ3T#Ë&Ê”Þ\\\\u0013²‰–êI5IÜW_}µ~ýú‰!6oÞ|êÔ©¦�1\\\\nÛìÎ“M\\\\u0014¨£š\\\\u0015F‡l\\\\\"\\\\u0002ÙDeÆ{Øj¶ñîA…‚d\\\\u0013)œ¸ÖéÌlS,ñ›NñëžÎî¢Žö¬u¼\\'ÞžµÖ¨Õ7Ee\\\\u0013‘•oÏP�,›(SzOÈ&Zª\\'Õ$eÇ�\\\\u001f_µjÕ '\n",
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      "                                                  '\\\\u0005\\\\u001b\\'T_êÉnM6Q¹\\x7f¦s-\\\\u0013Mùö\\\\nÕÈéÌ6µ\\\\u0016Ô½Eª\\\\u000e²‰QK¯ð9uH|Z£Ûž\\x7fþùôÐCù+·oß\\\\nçØj\\\\\"›è¼t.\\\\u0003\\\\u0013TG5+\\\\n\\\\u0004ÙD\\\\u0004²‰Êd\\\\u0013a;\\xadlbÔö,_P\\\\n¥W '\n",
      "                                                  '›(�È0,O6\\\\u0011V:›Òf\\\\nZ°qBõ¥žìÖd\\\\u0013•ûg:×2Ñ”oÏP�œÎlSkAÝ[¤ê '\n",
      "                                                  '›\\\\u0018µô\\\\nŸS‡Ä§5ºíÆ\\\\u001boÌ\\\\u0013‡={ö\\\\u0014¿ò/\\x7fùKþÊÛo¿=Î±ÕD6Ñyé\\\\\\\\\\\\u0006&¨ŽjV\\\\u0018\\\\b²‰\\\\bd\\\\u0013•É&ÂvZÙÄ¨íY¾\\xa0'\n",
      "                                                  ':J¯@6Q '\n",
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      "                                                  ':ªYa '\n",
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      "                                                  \"\\\\u0005\\\\u001b'T_êÉn-Ú•i\\\\nš\\\\n\\\\bé\\\\\\\\ËDS¾=C5r:³M\\xad\\\\u0005uo‘ªC³g3Ú-…jç¨¸\\xa0\"\n",
      "                                                  'f-XÍÿÃÞ½pIQžûÃþŽï‡˜\\\\u0019N\\\\u00022¢ '\n",
      "                                                  'D¢� \\xa0'\n",
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      "                                                  '˜Rï\\\\nÁJ±ó¹\\\\u0007\\\\u001bÏ÷`ã™ÇŽÐù\\\\u001a\\\\u0005›{Š‘I7t½\\\\n–ÞVr—º\\\\nÏ–Ov9žô\\\\\\\\õÎÖê|¯2�\\\\u0014±Vœkmª$XÙTc\\x7f/Î\\\\\"u™!-ŸÌukB\\\\u000fÍ˜1cª¿…=}úô0Ë–ZAö8½‰LfTº£a³`ãY@)vÃ‚oÍ¬Tïj7˜2ž˜Õ9\\\\u0004‚)õÞ\\\\u0011¬\\\\u0014;Ÿ{°ñÌcGè|�‚Í=ÅÈ¤\\\\u001bºÞ\\\\u0006Ko+¹K]ŽgË\\'»\\\\n '\n",
      "                                                  'obj\\\\n<>\\\\nendobj\\\\nxref\\\\n0 '\n",
      "                                                  '100\\\\n0000000000 65535 '\n",
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      "                                                  'iâ4ë\\\\u0012+9£3gÎœM '\n",
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      "                                                  '¤ÿ\\xa0'\n",
      "                                                  '‰¿õÜ4¿xM\\\\nÀÝ»w—-[¦‰›“VwîÜÑÄÍn\\\\u0016\\\\u0007¹vl�‘žïóíéé‘\\\\nçÍ›§�žô“õ\\\\u0011\\\\bR\\\\u0013æååÉÿ\\\\u000e\\\\níÝ»7ÕŽ³gÏ–Î¿ç-\\x7fÀö(• '\n",
      "                                                  '©\\\\u0014°(J‹ïl&\\\\u0017µg<åöP\\\\u0005›xÿâ¯µM—Üà,\\\\\\\\¸0é™J\\\\\"È�\\xads¥ìÚµ+U<-žrøu]„½©´âé™°‰ü5»\\\\u0016/së¹i¥zojj*((Ð\\'‹›“\\\\u000e©d¨\\\\u0006K<÷œdM°Ý”1‰†¿‚\\\\u001a<•²ªO\\\\u001b¼\\\\b\\\\u0005LÏà·\\\\u001b\\\\u0001;9!ô‘Ä�\\\\u001b7\\\\n“\\\\u0006.ç.e~xxøùóçê�©Æ\\xadß�…s\\\\u0013á°RÃøÈ¯ÌÝ,\\\\u0007¼\\\\u001fL%üªr\\\\u0006ÞØ*™nøb–êüLä»\\xadzÉ3Î>Z\\\\u0007+ùb7ås˜›²ƒÉÜÄ–-[¤��†@sù;¤ª™œœT!Ü¾}Ûs—œdwÓOŸ>M¬ß\\\\u0012ÉÍfªóR‘wÎëúõëÒëN\\\\náÉ“\\'vOY¹yó¦É¹‹Ó§O\\'îî#éL*ØgÏž¥jªÜ¤Ùº|ù²gÚFžJi�»§®®.“R—ªù\\\\u000ež¶î„•Þ\\xa0'\n",
      "                                                  'ghÎˆe__Ÿ´ãú-çÎ�›êëºê\\xa0'\n",
      "                                                  '»víêééñ<¨\\\\\\\\G\\xad\\xad\\xadIƒ²ž›æ\\\\u0017¯g\\\\u0001hllL\\\\n!\"}, '\n",
      "                                                  '{\"url\": '\n",
      "                                                  '\"https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=GB\", '\n",
      "                                                  '\"content\": \"GDP (current '\n",
      "                                                  'US$) - United Kingdom | '\n",
      "                                                  'Data Data GDP (current '\n",
      "                                                  'US$)United Kingdom Browse '\n",
      "                                                  'byCountryorIndicator Data '\n",
      "                                                  'Catalog DataBank Browse '\n",
      "                                                  'byCountryIndicator Data '\n",
      "                                                  'Programs International Debt '\n",
      "                                                  'Statistics Other Books and '\n",
      "                                                  'Reports For Developers GDP '\n",
      "                                                  '(current US$) - United '\n",
      "                                                  'Kingdom '\n",
      "                                                  '================================== '\n",
      "                                                  'Similar values Highest '\n",
      "                                                  'values Lowest values GDP '\n",
      "                                                  '(constant 2015 US$)  GDP '\n",
      "                                                  '(constant LCU)  GDP: linked '\n",
      "                                                  'series (current LCU)  GDP, '\n",
      "                                                  'PPP (constant 2021 '\n",
      "                                                  'international $)  GDP '\n",
      "                                                  '(current LCU)  GDP, PPP '\n",
      "                                                  '(current international $)  '\n",
      "                                                  '#### DataBank Explore Our '\n",
      "                                                  'DataBank Country Most '\n",
      "                                                  'Recent Value All Countries '\n",
      "                                                  'and Economies Country Most '\n",
      "                                                  'Recent Value REPORT FRAUD '\n",
      "                                                  'OR CORRUPTION This site '\n",
      "                                                  'uses cookies to optimize '\n",
      "                                                  'functionality and give you '\n",
      "                                                  'the best possible '\n",
      "                                                  'experience. If you continue '\n",
      "                                                  'to navigate this website '\n",
      "                                                  'beyond this page, cookies '\n",
      "                                                  'will be placed on your '\n",
      "                                                  'browser.\"}]',\n",
      "                                       'name': 'tavily_search_results_json',\n",
      "                                       'type': 'ToolMessage'},\n",
      "                                     { 'content': 'Based on my research, here '\n",
      "                                                  \"are the UK's GDP figures \"\n",
      "                                                  'for the past 5 years (in '\n",
      "                                                  'billion USD):\\n'\n",
      "                                                  '\\n'\n",
      "                                                  '2019: $2,851.41B\\n'\n",
      "                                                  '2020: $2,697.81B\\n'\n",
      "                                                  '2021: $3,141.51B \\n'\n",
      "                                                  '2022: $3,088.84B\\n'\n",
      "                                                  '2023: $3,340.03B\\n'\n",
      "                                                  '\\n'\n",
      "                                                  \"I've gathered the data and \"\n",
      "                                                  'now my chart generator '\n",
      "                                                  'colleague can create a line '\n",
      "                                                  'chart showing this GDP '\n",
      "                                                  'trend over the 5-year '\n",
      "                                                  'period. The data shows an '\n",
      "                                                  'overall increasing trend '\n",
      "                                                  'with a notable dip in 2020 '\n",
      "                                                  'due to the COVID-19 '\n",
      "                                                  'pandemic, followed by '\n",
      "                                                  'recovery and growth through '\n",
      "                                                  '2023.\\n'\n",
      "                                                  '\\n'\n",
      "                                                  \"I'll hand this over to my \"\n",
      "                                                  'chart generator colleague '\n",
      "                                                  'to create the '\n",
      "                                                  'visualization.',\n",
      "                                       'name': 'researcher',\n",
      "                                       'type': 'HumanMessage'},\n",
      "                                     { 'content': [ { 'text': \"I'll help \"\n",
      "                                                              'create a line '\n",
      "                                                              'chart to '\n",
      "                                                              'visualize the '\n",
      "                                                              \"UK's GDP trend \"\n",
      "                                                              'over the past 5 '\n",
      "                                                              'years using '\n",
      "                                                              'Python and '\n",
      "                                                              'matplotlib.',\n",
      "                                                      'type': 'text'},\n",
      "                                                    { 'id': 'toolu_01QnzabwBttJ21QXc1Dygz7X',\n",
      "                                                      'input': { 'code': 'import '\n",
      "                                                                         'matplotlib.pyplot '\n",
      "                                                                         'as '\n",
      "                                                                         'plt\\n'\n",
      "                                                                         '\\n'\n",
      "                                                                         '# '\n",
      "                                                                         'Data\\n'\n",
      "                                                                         'years '\n",
      "                                                                         '= '\n",
      "                                                                         '[2019, '\n",
      "                                                                         '2020, '\n",
      "                                                                         '2021, '\n",
      "                                                                         '2022, '\n",
      "                                                                         '2023]\\n'\n",
      "                                                                         'gdp '\n",
      "                                                                         '= '\n",
      "                                                                         '[2851.41, '\n",
      "                                                                         '2697.81, '\n",
      "                                                                         '3141.51, '\n",
      "                                                                         '3088.84, '\n",
      "                                                                         '3340.03]\\n'\n",
      "                                                                         '\\n'\n",
      "                                                                         '# '\n",
      "                                                                         'Create '\n",
      "                                                                         'the '\n",
      "                                                                         'line '\n",
      "                                                                         'chart\\n'\n",
      "                                                                         'plt.figure(figsize=(10, '\n",
      "                                                                         '6))\\n'\n",
      "                                                                         'plt.plot(years, '\n",
      "                                                                         'gdp, '\n",
      "                                                                         \"marker='o', \"\n",
      "                                                                         'linewidth=2, '\n",
      "                                                                         'markersize=8)\\n'\n",
      "                                                                         '\\n'\n",
      "                                                                         '# '\n",
      "                                                                         'Customize '\n",
      "                                                                         'the '\n",
      "                                                                         'chart\\n'\n",
      "                                                                         'plt.title(\"UK '\n",
      "                                                                         'GDP '\n",
      "                                                                         '2019-2023\", '\n",
      "                                                                         'fontsize=14, '\n",
      "                                                                         'pad=20)\\n'\n",
      "                                                                         'plt.xlabel(\"Year\", '\n",
      "                                                                         'fontsize=12)\\n'\n",
      "                                                                         'plt.ylabel(\"GDP '\n",
      "                                                                         '(Billion '\n",
      "                                                                         'USD)\", '\n",
      "                                                                         'fontsize=12)\\n'\n",
      "                                                                         'plt.grid(True, '\n",
      "                                                                         \"linestyle='--', \"\n",
      "                                                                         'alpha=0.7)\\n'\n",
      "                                                                         '\\n'\n",
      "                                                                         '# '\n",
      "                                                                         'Add '\n",
      "                                                                         'data '\n",
      "                                                                         'labels\\n'\n",
      "                                                                         'for '\n",
      "                                                                         'x, y '\n",
      "                                                                         'in '\n",
      "                                                                         'zip(years, '\n",
      "                                                                         'gdp):\\n'\n",
      "                                                                         '    '\n",
      "                                                                         'plt.text(x, '\n",
      "                                                                         'y + '\n",
      "                                                                         '30, '\n",
      "                                                                         \"f'${y}B', \"\n",
      "                                                                         \"ha='center', \"\n",
      "                                                                         \"va='bottom')\\n\"\n",
      "                                                                         '\\n'\n",
      "                                                                         '# '\n",
      "                                                                         'Format '\n",
      "                                                                         'y-axis '\n",
      "                                                                         'to '\n",
      "                                                                         'show '\n",
      "                                                                         'billions\\n'\n",
      "                                                                         'plt.yticks([2600, '\n",
      "                                                                         '2800, '\n",
      "                                                                         '3000, '\n",
      "                                                                         '3200, '\n",
      "                                                                         '3400])\\n'\n",
      "                                                                         '\\n'\n",
      "                                                                         'plt.tight_layout()\\n'\n",
      "                                                                         'plt.show()'},\n",
      "                                                      'name': 'python_repl_tool',\n",
      "                                                      'type': 'tool_use'}],\n",
      "                                       'name': None,\n",
      "                                       'type': 'AIMessage'},\n",
      "                                     { 'content': 'Successfully executed:\\n'\n",
      "                                                  '\\\\`\\\\`\\\\`python\\n'\n",
      "                                                  'import matplotlib.pyplot as '\n",
      "                                                  'plt\\n'\n",
      "                                                  '\\n'\n",
      "                                                  '# Data\\n'\n",
      "                                                  'years = [2019, 2020, 2021, '\n",
      "                                                  '2022, 2023]\\n'\n",
      "                                                  'gdp = [2851.41, 2697.81, '\n",
      "                                                  '3141.51, 3088.84, 3340.03]\\n'\n",
      "                                                  '\\n'\n",
      "                                                  '# Create the line chart\\n'\n",
      "                                                  'plt.figure(figsize=(10, '\n",
      "                                                  '6))\\n'\n",
      "                                                  'plt.plot(years, gdp, '\n",
      "                                                  \"marker='o', linewidth=2, \"\n",
      "                                                  'markersize=8)\\n'\n",
      "                                                  '\\n'\n",
      "                                                  '# Customize the chart\\n'\n",
      "                                                  'plt.title(\"UK GDP '\n",
      "                                                  '2019-2023\", fontsize=14, '\n",
      "                                                  'pad=20)\\n'\n",
      "                                                  'plt.xlabel(\"Year\", '\n",
      "                                                  'fontsize=12)\\n'\n",
      "                                                  'plt.ylabel(\"GDP (Billion '\n",
      "                                                  'USD)\", fontsize=12)\\n'\n",
      "                                                  'plt.grid(True, '\n",
      "                                                  \"linestyle='--', alpha=0.7)\\n\"\n",
      "                                                  '\\n'\n",
      "                                                  '# Add data labels\\n'\n",
      "                                                  'for x, y in zip(years, '\n",
      "                                                  'gdp):\\n'\n",
      "                                                  '    plt.text(x, y + 30, '\n",
      "                                                  \"f'${y}B', ha='center', \"\n",
      "                                                  \"va='bottom')\\n\"\n",
      "                                                  '\\n'\n",
      "                                                  '# Format y-axis to show '\n",
      "                                                  'billions\\n'\n",
      "                                                  'plt.yticks([2600, 2800, '\n",
      "                                                  '3000, 3200, 3400])\\n'\n",
      "                                                  '\\n'\n",
      "                                                  'plt.tight_layout()\\n'\n",
      "                                                  'plt.show()\\n'\n",
      "                                                  '\\\\`\\\\`\\\\`\\n'\n",
      "                                                  'Stdout: \\n'\n",
      "                                                  '\\n'\n",
      "                                                  'If you have completed all '\n",
      "                                                  'tasks, respond with FINAL '\n",
      "                                                  'ANSWER.',\n",
      "                                       'name': 'python_repl_tool',\n",
      "                                       'type': 'ToolMessage'},\n",
      "                                     { 'content': \"FINAL ANSWER: I've created \"\n",
      "                                                  'a line chart showing the '\n",
      "                                                  \"UK's GDP trend from 2019 to \"\n",
      "                                                  '2023. The visualization '\n",
      "                                                  'includes:\\n'\n",
      "                                                  '\\n'\n",
      "                                                  '1. A clear line graph with '\n",
      "                                                  'data points marked by '\n",
      "                                                  'circles\\n'\n",
      "                                                  '2. Labeled axes (Years on '\n",
      "                                                  'X-axis, GDP in Billion USD '\n",
      "                                                  'on Y-axis)\\n'\n",
      "                                                  '3. Grid lines for better '\n",
      "                                                  'readability\\n'\n",
      "                                                  '4. Data labels showing the '\n",
      "                                                  'exact GDP values above each '\n",
      "                                                  'point\\n'\n",
      "                                                  '5. A clear title \"UK GDP '\n",
      "                                                  '2019-2023\"\\n'\n",
      "                                                  '\\n'\n",
      "                                                  'The chart clearly shows:\\n'\n",
      "                                                  '- The initial drop in GDP '\n",
      "                                                  'from 2019 ($2,851.41B) to '\n",
      "                                                  '2020 ($2,697.81B) during '\n",
      "                                                  'the COVID-19 pandemic\\n'\n",
      "                                                  '- A strong recovery in 2021 '\n",
      "                                                  '($3,141.51B)\\n'\n",
      "                                                  '- A slight decrease in 2022 '\n",
      "                                                  '($3,088.84B)\\n'\n",
      "                                                  '- Growth to the highest '\n",
      "                                                  'point in 2023 ($3,340.03B)\\n'\n",
      "                                                  '\\n'\n",
      "                                                  'The visualization is now '\n",
      "                                                  'complete and effectively '\n",
      "                                                  \"communicates the UK's GDP \"\n",
      "                                                  'trends over the past five '\n",
      "                                                  'years.',\n",
      "                                       'name': 'chart_generator',\n",
      "                                       'type': 'HumanMessage'}]}}\n",
      "\n",
      "==================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Cell 7 - Display graph and run workflow\n",
    "try:\n",
    "    display(Image(graph.get_graph().draw_mermaid_png()))\n",
    "except Exception:\n",
    "    pass\n",
    "\n",
    "events = graph.stream(\n",
    "    {\n",
    "        \"messages\": [\n",
    "            (\n",
    "                \"user\",\n",
    "                \"First, get the UK's GDP over the past 5 years, then make a line chart of it. \"\n",
    "                \"Once you make the chart, finish.\",\n",
    "            )\n",
    "        ],\n",
    "    },\n",
    "    {\"recursion_limit\": 150},\n",
    ")\n",
    "\n",
    "\n",
    "for s in events:\n",
    "    # Convert the state to a more readable format\n",
    "    readable_state = {\n",
    "        node: {\n",
    "            \"messages\": [\n",
    "                {\n",
    "                    \"type\": type(msg).__name__,\n",
    "                    \"content\": msg.content,\n",
    "                    \"name\": getattr(msg, \"name\", None)\n",
    "                }\n",
    "                for msg in state[\"messages\"]\n",
    "            ]\n",
    "        }\n",
    "        for node, state in s.items()\n",
    "    }\n",
    "    \n",
    "    print(\"\\n=== New State ===\")\n",
    "    pprint(readable_state, indent=2, width=80)\n",
    "    print(\"\\n\" + \"=\"*50 + \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6949bb78-4329-4a20-ac4b-f560f91d1f13",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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