financial_analysis___automation.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hhkbhamza/StockView/blob/main/financial_analysis___automation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Img](https://app.theheadstarter.com/static/hs-logo-opengraph.png)\n",
        "\n",
        "# Headstarter Financial Analysis & Automation with LLMs Project"
      ],
      "metadata": {
        "id": "Czqnn2cMFWxa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Install Libraries"
      ],
      "metadata": {
        "id": "p0ERkCmSSG-I"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install yfinance langchain_pinecone openai python-dotenv langchain-community sentence_transformers"
      ],
      "metadata": {
        "id": "jRh9rJEK2Eb8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "gskZos1j1eeV"
      },
      "outputs": [],
      "source": [
        "from langchain_pinecone import PineconeVectorStore\n",
        "from openai import OpenAI\n",
        "import dotenv\n",
        "import json\n",
        "import yfinance as yf\n",
        "import concurrent.futures\n",
        "from langchain_community.embeddings import HuggingFaceEmbeddings\n",
        "from google.colab import userdata\n",
        "from langchain.schema import Document\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "from sentence_transformers import SentenceTransformer\n",
        "from pinecone import Pinecone\n",
        "import numpy as np\n",
        "import requests\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def get_stock_info(symbol: str) -> dict:\n",
        "    \"\"\"\n",
        "    Retrieves and formats detailed information about a stock from Yahoo Finance.\n",
        "\n",
        "    Args:\n",
        "        symbol (str): The stock ticker symbol to look up.\n",
        "\n",
        "    Returns:\n",
        "        dict: A dictionary containing detailed stock information, including ticker, name,\n",
        "              business summary, city, state, country, industry, and sector.\n",
        "    \"\"\"\n",
        "    data = yf.Ticker(symbol)\n",
        "    stock_info = data.info\n",
        "\n",
        "    properties = {\n",
        "        \"Ticker\": stock_info.get('symbol', 'Information not available'),\n",
        "        'Name': stock_info.get('longName', 'Information not available'),\n",
        "        'Business Summary': stock_info.get('longBusinessSummary'),\n",
        "        'City': stock_info.get('city', 'Information not available'),\n",
        "        'State': stock_info.get('state', 'Information not available'),\n",
        "        'Country': stock_info.get('country', 'Information not available'),\n",
        "        'Industry': stock_info.get('industry', 'Information not available'),\n",
        "        'Sector': stock_info.get('sector', 'Information not available')\n",
        "    }\n",
        "\n",
        "    return properties"
      ],
      "metadata": {
        "id": "X1Gg34Y-2A8_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = yf.Ticker(\"NVDA\")\n",
        "stock_info = data.info\n",
        "print(stock_info)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pOuhq4-YTWvM",
        "outputId": "feace3a5-df72-4efe-8da2-a2644a34169e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'address1': '2788 San Tomas Expressway', 'city': 'Santa Clara', 'state': 'CA', 'zip': '95051', 'country': 'United States', 'phone': '408 486 2000', 'website': 'https://www.nvidia.com', 'industry': 'Semiconductors', 'industryKey': 'semiconductors', 'industryDisp': 'Semiconductors', 'sector': 'Technology', 'sectorKey': 'technology', 'sectorDisp': 'Technology', 'longBusinessSummary': \"NVIDIA Corporation provides graphics and compute and networking solutions in the United States, Taiwan, China, Hong Kong, and internationally. The Graphics segment offers GeForce GPUs for gaming and PCs, the GeForce NOW game streaming service and related infrastructure, and solutions for gaming platforms; Quadro/NVIDIA RTX GPUs for enterprise workstation graphics; virtual GPU or vGPU software for cloud-based visual and virtual computing; automotive platforms for infotainment systems; and Omniverse software for building and operating metaverse and 3D internet applications. The Compute & Networking segment comprises Data Center computing platforms and end-to-end networking platforms, including Quantum for InfiniBand and Spectrum for Ethernet; NVIDIA DRIVE automated-driving platform and automotive development agreements; Jetson robotics and other embedded platforms; NVIDIA AI Enterprise and other software; and DGX Cloud software and services. The company's products are used in gaming, professional visualization, data center, and automotive markets. It sells its products to original equipment manufacturers, original device manufacturers, system integrators and distributors, independent software vendors, cloud service providers, consumer internet companies, add-in board manufacturers, distributors, automotive manufacturers and tier-1 automotive suppliers, and other ecosystem participants. NVIDIA Corporation was incorporated in 1993 and is headquartered in Santa Clara, California.\", 'fullTimeEmployees': 29600, 'companyOfficers': [{'maxAge': 1, 'name': 'Mr. Jen-Hsun  Huang', 'age': 60, 'title': 'Co-Founder, CEO, President & Director', 'yearBorn': 1963, 'fiscalYear': 2024, 'totalPay': 7491487, 'exercisedValue': 217327152, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Ms. Colette M. Kress', 'age': 56, 'title': 'Executive VP & CFO', 'yearBorn': 1967, 'fiscalYear': 2024, 'totalPay': 1510765, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Ms. Debora  Shoquist', 'age': 68, 'title': 'Executive Vice President of Operations', 'yearBorn': 1955, 'fiscalYear': 2024, 'totalPay': 1371266, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Mr. Timothy S. Teter J.D.', 'age': 56, 'title': 'Executive VP, General Counsel & Secretary', 'yearBorn': 1967, 'fiscalYear': 2024, 'totalPay': 1360939, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Mr. Ajay K. Puri', 'age': 68, 'title': 'Executive Vice President of Worldwide Field Operations', 'yearBorn': 1955, 'fiscalYear': 2024, 'totalPay': 2295097, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Mr. Chris A. Malachowsky', 'title': 'Co-Founder', 'fiscalYear': 2024, 'totalPay': 320000, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Mr. Donald F. Robertson Jr.', 'age': 54, 'title': 'VP & Chief Accounting Officer', 'yearBorn': 1969, 'fiscalYear': 2024, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Prof. William J. Dally Ph.D.', 'age': 62, 'title': 'Chief Scientist & Senior VP of Research', 'yearBorn': 1961, 'fiscalYear': 2024, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Ms. Mylene  Mangalindan', 'title': 'VP of Corporate Communications', 'fiscalYear': 2024, 'exercisedValue': 0, 'unexercisedValue': 0}, {'maxAge': 1, 'name': 'Mr. Tommy  Lee', 'title': 'Senior Vice President of Systems Engineering & Application', 'fiscalYear': 2024, 'exercisedValue': 0, 'unexercisedValue': 0}], 'auditRisk': 7, 'boardRisk': 10, 'compensationRisk': 5, 'shareHolderRightsRisk': 6, 'overallRisk': 8, 'governanceEpochDate': 1730419200, 'compensationAsOfEpochDate': 1735603200, 'irWebsite': 'http://phx.corporate-ir.net/phoenix.zhtml?c=116466&p=irol-IRHome', 'maxAge': 86400, 'priceHint': 2, 'previousClose': 138.25, 'open': 138.84, 'dayLow': 137.825, 'dayHigh': 140.45, 'regularMarketPreviousClose': 138.25, 'regularMarketOpen': 138.84, 'regularMarketDayLow': 137.825, 'regularMarketDayHigh': 140.45, 'dividendRate': 0.04, 'dividendYield': 0.00029999999, 'exDividendDate': 1726099200, 'payoutRatio': 0.0111, 'fiveYearAvgDividendYield': 0.09, 'beta': 1.657, 'trailingPE': 54.794468, 'forwardPE': 31.358013, 'volume': 169725491, 'regularMarketVolume': 169725491, 'averageVolume': 256791103, 'averageVolume10days': 255052200, 'averageDailyVolume10Day': 255052200, 'bid': 137.01, 'ask': 145.75, 'bidSize': 100, 'askSize': 100, 'marketCap': 3395048964096, 'fiftyTwoWeekLow': 45.271, 'fiftyTwoWeekHigh': 152.89, 'priceToSalesTrailing12Months': 35.252357, 'fiftyDayAverage': 135.665, 'twoHundredDayAverage': 112.06041, 'currency': 'USD', 'enterpriseValue': 3553896693760, 'profitMargins': 0.55041003, 'floatShares': 23541441000, 'sharesOutstanding': 24490000384, 'sharesShort': 246400791, 'sharesShortPriorMonth': 251090067, 'sharesShortPreviousMonthDate': 1727654400, 'dateShortInterest': 1730332800, 'sharesPercentSharesOut': 0.01, 'heldPercentInsiders': 0.0429, 'heldPercentInstitutions': 0.6617, 'shortRatio': 1.01, 'shortPercentOfFloat': 0.0105, 'impliedSharesOutstanding': 24529999872, 'bookValue': 1.744, 'priceToBook': 79.489685, 'lastFiscalYearEnd': 1706400000, 'nextFiscalYearEnd': 1738022400, 'mostRecentQuarter': 1722124800, 'earningsQuarterlyGrowth': 1.682, 'netIncomeToCommon': 53007998976, 'trailingEps': 2.53, 'forwardEps': 4.12, 'lastSplitFactor': '10:1', 'lastSplitDate': 1717977600, 'enterpriseToRevenue': 36.902, 'enterpriseToEbitda': 58.085, '52WeekChange': 1.9689043, 'SandP52WeekChange': 0.32081068, 'lastDividendValue': 0.01, 'lastDividendDate': 1726099200, 'exchange': 'NMS', 'quoteType': 'EQUITY', 'symbol': 'NVDA', 'underlyingSymbol': 'NVDA', 'shortName': 'NVIDIA Corporation', 'longName': 'NVIDIA Corporation', 'firstTradeDateEpochUtc': 917015400, 'timeZoneFullName': 'America/New_York', 'timeZoneShortName': 'EST', 'uuid': '7f5f6a07-b148-30f4-98a2-2caa3df2aed0', 'messageBoardId': 'finmb_32307', 'gmtOffSetMilliseconds': -18000000, 'currentPrice': 138.63, 'targetHighPrice': 220.0, 'targetLowPrice': 125.0, 'targetMeanPrice': 171.11925, 'targetMedianPrice': 175.0, 'recommendationMean': 1.31746, 'recommendationKey': 'strong_buy', 'numberOfAnalystOpinions': 53, 'totalCash': 34800001024, 'totalCashPerShare': 1.419, 'ebitda': 61184000000, 'totalDebt': 10014999552, 'quickRatio': 3.503, 'currentRatio': 4.269, 'totalRevenue': 96307003392, 'debtToEquity': 17.221, 'revenuePerShare': 3.91, 'returnOnAssets': 0.55258, 'returnOnEquity': 1.23767, 'freeCashflow': 33725874176, 'operatingCashflow': 48663998464, 'earningsGrowth': 1.68, 'revenueGrowth': 1.224, 'grossMargins': 0.75975996, 'ebitdaMargins': 0.6353, 'operatingMargins': 0.62057, 'financialCurrency': 'USD', 'trailingPegRatio': 0.8608}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ffYYVcEUTW0l"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_huggingface_embeddings(text, model_name=\"sentence-transformers/all-mpnet-base-v2\"):\n",
        "    \"\"\"\n",
        "    Generates embeddings for the given text using a specified Hugging Face model.\n",
        "\n",
        "    Args:\n",
        "        text (str): The input text to generate embeddings for.\n",
        "        model_name (str): The name of the Hugging Face model to use.\n",
        "                          Defaults to \"sentence-transformers/all-mpnet-base-v2\".\n",
        "\n",
        "    Returns:\n",
        "        np.ndarray: The generated embeddings as a NumPy array.\n",
        "    \"\"\"\n",
        "    model = SentenceTransformer(model_name)\n",
        "    return model.encode(text)\n",
        "\n",
        "\n",
        "def cosine_similarity_between_sentences(sentence1, sentence2):\n",
        "    \"\"\"\n",
        "    Calculates the cosine similarity between two sentences.\n",
        "\n",
        "    Args:\n",
        "        sentence1 (str): The first sentence for similarity comparison.\n",
        "        sentence2 (str): The second sentence for similarity comparison.\n",
        "\n",
        "    Returns:\n",
        "        float: The cosine similarity score between the two sentences,\n",
        "               ranging from -1 (completely opposite) to 1 (identical).\n",
        "\n",
        "    Notes:\n",
        "        Prints the similarity score to the console in a formatted string.\n",
        "    \"\"\"\n",
        "    # Get embeddings for both sentences\n",
        "    embedding1 = np.array(get_huggingface_embeddings(sentence1))\n",
        "    embedding2 = np.array(get_huggingface_embeddings(sentence2))\n",
        "\n",
        "    # Reshape embeddings for cosine_similarity function\n",
        "    embedding1 = embedding1.reshape(1, -1)\n",
        "    embedding2 = embedding2.reshape(1, -1)\n",
        "\n",
        "    # Calculate cosine similarity\n",
        "    similarity = cosine_similarity(embedding1, embedding2)\n",
        "    similarity_score = similarity[0][0]\n",
        "    print(f\"Cosine similarity between the two sentences: {similarity_score:.4f}\")\n",
        "    return similarity_score\n",
        "\n",
        "\n",
        "# Example usage\n",
        "sentence1 = \"I like walking to the park\"\n",
        "sentence2 = \"I like running to the office\"\n",
        "\n",
        "similarity = cosine_similarity_between_sentences(sentence1, sentence2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zk1P2UGDLqsz",
        "outputId": "82d107e2-be29-4c9c-89a5-8d4ab11a8e9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cosine similarity between the two sentences: 0.6133\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "aapl_info = get_stock_info('AAPL')\n",
        "print(aapl_info)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gxBgkHRH21Q5",
        "outputId": "909aad33-0488-465b-aec6-75f82303503f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'Ticker': 'AAPL', 'Name': 'Apple Inc.', 'Business Summary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts, as well as advertising services include third-party licensing arrangements and its own advertising platforms. In addition, the company offers various subscription-based services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV+, which offers exclusive original content; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers, wholesalers, retailers, and resellers. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.', 'City': 'Cupertino', 'State': 'CA', 'Country': 'United States', 'Industry': 'Consumer Electronics', 'Sector': 'Technology'}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "aapl_description = aapl_info['Business Summary']\n",
        "\n",
        "company_description = \"I want to find companies that make smartphones and are headquarted in California\"\n",
        "\n",
        "similarity = cosine_similarity_between_sentences(aapl_description, company_description)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EGptiJJM23Yn",
        "outputId": "6f2baa5f-b7e2-461b-ced2-1be8ec19bee5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cosine similarity between the two sentences: 0.3635\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "K-9TMurZM-gi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "3t0pBp0tRubS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Get all the Stocks in the Stock Market"
      ],
      "metadata": {
        "id": "3OoPZQWyRufp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "First, we need to get the symbols (also known as tickers) of all the stocks in the stock market\n"
      ],
      "metadata": {
        "id": "HxbaF1X9R5od"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_company_tickers():\n",
        "    \"\"\"\n",
        "    Downloads and parses the Stock ticker symbols from the GitHub-hosted SEC company tickers JSON file.\n",
        "\n",
        "    Returns:\n",
        "        dict: A dictionary containing company tickers and related information.\n",
        "\n",
        "    Notes:\n",
        "        The data is sourced from the official SEC website via a GitHub repository:\n",
        "        https://raw.githubusercontent.com/team-headstart/Financial-Analysis-and-Automation-with-LLMs/main/company_tickers.json\n",
        "    \"\"\"\n",
        "    # URL to fetch the raw JSON file from GitHub\n",
        "    url = \"https://raw.githubusercontent.com/team-headstart/Financial-Analysis-and-Automation-with-LLMs/main/company_tickers.json\"\n",
        "\n",
        "    # Making a GET request to the URL\n",
        "    response = requests.get(url)\n",
        "\n",
        "    # Checking if the request was successful\n",
        "    if response.status_code == 200:\n",
        "        # Parse the JSON content directly\n",
        "        company_tickers = json.loads(response.content.decode('utf-8'))\n",
        "\n",
        "        # Optionally save the content to a local file for future use\n",
        "        with open(\"company_tickers.json\", \"w\", encoding=\"utf-8\") as file:\n",
        "            json.dump(company_tickers, file, indent=4)\n",
        "\n",
        "        print(\"File downloaded successfully and saved as 'company_tickers.json'\")\n",
        "        return company_tickers\n",
        "    else:\n",
        "        print(f\"Failed to download file. Status code: {response.status_code}\")\n",
        "        return None\n",
        "\n",
        "company_tickers = get_company_tickers()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kfm8BFeuRs4Z",
        "outputId": "f7b6531a-4fbf-4c76-cc87-303679327931"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "File downloaded successfully and saved as 'company_tickers.json'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "company_tickers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BjAw0zuQSQxM",
        "outputId": "ce134674-a7d9-45f1-b5c2-77ca10cd5204"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'0': {'cik_str': 1045810, 'ticker': 'NVDA', 'title': 'NVIDIA CORP'},\n",
              " '1': {'cik_str': 320193, 'ticker': 'AAPL', 'title': 'Apple Inc.'},\n",
              " '2': {'cik_str': 789019, 'ticker': 'MSFT', 'title': 'MICROSOFT CORP'},\n",
              " '3': {'cik_str': 1018724, 'ticker': 'AMZN', 'title': 'AMAZON COM INC'},\n",
              " '4': {'cik_str': 1652044, 'ticker': 'GOOGL', 'title': 'Alphabet Inc.'},\n",
              " '5': {'cik_str': 1326801, 'ticker': 'META', 'title': 'Meta Platforms, Inc.'},\n",
              " '6': {'cik_str': 1318605, 'ticker': 'TSLA', 'title': 'Tesla, Inc.'},\n",
              " '7': {'cik_str': 1067983,\n",
              "  'ticker': 'BRK-B',\n",
              "  'title': 'BERKSHIRE HATHAWAY INC'},\n",
              " '8': {'cik_str': 1046179,\n",
              "  'ticker': 'TSM',\n",
              "  'title': 'TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD'},\n",
              " '9': {'cik_str': 1730168, 'ticker': 'AVGO', 'title': 'Broadcom Inc.'},\n",
              " '10': {'cik_str': 59478, 'ticker': 'LLY', 'title': 'ELI LILLY & Co'},\n",
              " '11': {'cik_str': 19617, 'ticker': 'JPM', 'title': 'JPMORGAN CHASE & CO'},\n",
              " '12': {'cik_str': 104169, 'ticker': 'WMT', 'title': 'Walmart Inc.'},\n",
              " '13': {'cik_str': 1403161, 'ticker': 'V', 'title': 'VISA INC.'},\n",
              " '14': {'cik_str': 731766, 'ticker': 'UNH', 'title': 'UNITEDHEALTH GROUP INC'},\n",
              " '15': {'cik_str': 884394, 'ticker': 'SPY', 'title': 'SPDR S&P 500 ETF TRUST'},\n",
              " '16': {'cik_str': 34088, 'ticker': 'XOM', 'title': 'EXXON MOBIL CORP'},\n",
              " '17': {'cik_str': 1341439, 'ticker': 'ORCL', 'title': 'ORACLE CORP'},\n",
              " '18': {'cik_str': 1141391, 'ticker': 'MA', 'title': 'Mastercard Inc'},\n",
              " '19': {'cik_str': 353278, 'ticker': 'NVO', 'title': 'NOVO NORDISK A S'},\n",
              " '20': {'cik_str': 354950, 'ticker': 'HD', 'title': 'HOME DEPOT, INC.'},\n",
              " '21': {'cik_str': 909832,\n",
              "  'ticker': 'COST',\n",
              "  'title': 'COSTCO WHOLESALE CORP /NEW'},\n",
              " '22': {'cik_str': 80424, 'ticker': 'PG', 'title': 'PROCTER & GAMBLE Co'},\n",
              " '23': {'cik_str': 200406, 'ticker': 'JNJ', 'title': 'JOHNSON & JOHNSON'},\n",
              " '24': {'cik_str': 70858,\n",
              "  'ticker': 'BAC',\n",
              "  'title': 'BANK OF AMERICA CORP /DE/'},\n",
              " '25': {'cik_str': 1065280, 'ticker': 'NFLX', 'title': 'NETFLIX INC'},\n",
              " '26': {'cik_str': 1108524, 'ticker': 'CRM', 'title': 'Salesforce, Inc.'},\n",
              " '27': {'cik_str': 1551152, 'ticker': 'ABBV', 'title': 'AbbVie Inc.'},\n",
              " '28': {'cik_str': 2008670, 'ticker': 'RCIT', 'title': 'REELCAUSE INC'},\n",
              " '29': {'cik_str': 93410, 'ticker': 'CVX', 'title': 'CHEVRON CORP'},\n",
              " '30': {'cik_str': 1283699, 'ticker': 'TMUS', 'title': 'T-Mobile US, Inc.'},\n",
              " '31': {'cik_str': 1000184, 'ticker': 'SAP', 'title': 'SAP SE'},\n",
              " '32': {'cik_str': 21344, 'ticker': 'KO', 'title': 'COCA COLA CO'},\n",
              " '33': {'cik_str': 937966, 'ticker': 'ASML', 'title': 'ASML HOLDING NV'},\n",
              " '34': {'cik_str': 72971,\n",
              "  'ticker': 'WFC',\n",
              "  'title': 'WELLS FARGO & COMPANY/MN'},\n",
              " '35': {'cik_str': 310158, 'ticker': 'MRK', 'title': 'Merck & Co., Inc.'},\n",
              " '36': {'cik_str': 858877, 'ticker': 'CSCO', 'title': 'CISCO SYSTEMS, INC.'},\n",
              " '37': {'cik_str': 1094517, 'ticker': 'TM', 'title': 'TOYOTA MOTOR CORP/'},\n",
              " '38': {'cik_str': 796343, 'ticker': 'ADBE', 'title': 'ADOBE INC.'},\n",
              " '39': {'cik_str': 1467373, 'ticker': 'ACN', 'title': 'Accenture plc'},\n",
              " '40': {'cik_str': 1393818, 'ticker': 'BX', 'title': 'Blackstone Inc.'},\n",
              " '41': {'cik_str': 77476, 'ticker': 'PEP', 'title': 'PEPSICO INC'},\n",
              " '42': {'cik_str': 2488,\n",
              "  'ticker': 'AMD',\n",
              "  'title': 'ADVANCED MICRO DEVICES INC'},\n",
              " '43': {'cik_str': 895421, 'ticker': 'MS', 'title': 'MORGAN STANLEY'},\n",
              " '44': {'cik_str': 1707925, 'ticker': 'LIN', 'title': 'LINDE PLC'},\n",
              " '45': {'cik_str': 1577552,\n",
              "  'ticker': 'BABA',\n",
              "  'title': 'Alibaba Group Holding Ltd'},\n",
              " '46': {'cik_str': 63908, 'ticker': 'MCD', 'title': 'MCDONALDS CORP'},\n",
              " '47': {'cik_str': 1114448, 'ticker': 'NVS', 'title': 'NOVARTIS AG'},\n",
              " '48': {'cik_str': 1373715, 'ticker': 'NOW', 'title': 'ServiceNow, Inc.'},\n",
              " '49': {'cik_str': 1744489, 'ticker': 'DIS', 'title': 'Walt Disney Co'},\n",
              " '50': {'cik_str': 4962, 'ticker': 'AXP', 'title': 'AMERICAN EXPRESS CO'},\n",
              " '51': {'cik_str': 1413329,\n",
              "  'ticker': 'PM',\n",
              "  'title': 'Philip Morris International Inc.'},\n",
              " '52': {'cik_str': 1800, 'ticker': 'ABT', 'title': 'ABBOTT LABORATORIES'},\n",
              " '53': {'cik_str': 1306965, 'ticker': 'SHEL', 'title': 'Shell plc'},\n",
              " '54': {'cik_str': 901832, 'ticker': 'AZN', 'title': 'ASTRAZENECA PLC'},\n",
              " '55': {'cik_str': 97745,\n",
              "  'ticker': 'TMO',\n",
              "  'title': 'THERMO FISHER SCIENTIFIC INC.'},\n",
              " '56': {'cik_str': 1067839,\n",
              "  'ticker': 'QQQ',\n",
              "  'title': 'INVESCO QQQ TRUST, SERIES 1'},\n",
              " '57': {'cik_str': 896878, 'ticker': 'INTU', 'title': 'INTUIT INC.'},\n",
              " '58': {'cik_str': 40545, 'ticker': 'GE', 'title': 'GENERAL ELECTRIC CO'},\n",
              " '59': {'cik_str': 51143,\n",
              "  'ticker': 'IBM',\n",
              "  'title': 'INTERNATIONAL BUSINESS MACHINES CORP'},\n",
              " '60': {'cik_str': 1035267,\n",
              "  'ticker': 'ISRG',\n",
              "  'title': 'INTUITIVE SURGICAL INC'},\n",
              " '61': {'cik_str': 886982, 'ticker': 'GS', 'title': 'GOLDMAN SACHS GROUP INC'},\n",
              " '62': {'cik_str': 18230, 'ticker': 'CAT', 'title': 'CATERPILLAR INC'},\n",
              " '63': {'cik_str': 97476, 'ticker': 'TXN', 'title': 'TEXAS INSTRUMENTS INC'},\n",
              " '64': {'cik_str': 804328, 'ticker': 'QCOM', 'title': 'QUALCOMM INC/DE'},\n",
              " '65': {'cik_str': 732712,\n",
              "  'ticker': 'VZ',\n",
              "  'title': 'VERIZON COMMUNICATIONS INC'},\n",
              " '66': {'cik_str': 1000275, 'ticker': 'RY', 'title': 'ROYAL BANK OF CANADA'},\n",
              " '67': {'cik_str': 313616, 'ticker': 'DHR', 'title': 'DANAHER CORP /DE/'},\n",
              " '68': {'cik_str': 1089113, 'ticker': 'HSBC', 'title': 'HSBC HOLDINGS PLC'},\n",
              " '69': {'cik_str': 1075531,\n",
              "  'ticker': 'BKNG',\n",
              "  'title': 'Booking Holdings Inc.'},\n",
              " '70': {'cik_str': 1061736,\n",
              "  'ticker': 'FMX',\n",
              "  'title': 'MEXICAN ECONOMIC DEVELOPMENT INC'},\n",
              " '71': {'cik_str': 1166691, 'ticker': 'CMCSA', 'title': 'COMCAST CORP'},\n",
              " '72': {'cik_str': 732717, 'ticker': 'T', 'title': 'AT&T INC.'},\n",
              " '73': {'cik_str': 1737806, 'ticker': 'PDD', 'title': 'PDD Holdings Inc.'},\n",
              " '74': {'cik_str': 1144967, 'ticker': 'HDB', 'title': 'HDFC BANK LTD'},\n",
              " '75': {'cik_str': 753308, 'ticker': 'NEE', 'title': 'NEXTERA ENERGY INC'},\n",
              " '76': {'cik_str': 101829, 'ticker': 'RTX', 'title': 'RTX Corp'},\n",
              " '77': {'cik_str': 64040, 'ticker': 'SPGI', 'title': 'S&P Global Inc.'},\n",
              " '78': {'cik_str': 2012383, 'ticker': 'BLK', 'title': 'BlackRock, Inc.'},\n",
              " '79': {'cik_str': 1543151,\n",
              "  'ticker': 'UBER',\n",
              "  'title': 'Uber Technologies, Inc'},\n",
              " '80': {'cik_str': 60667, 'ticker': 'LOW', 'title': 'LOWES COMPANIES INC'},\n",
              " '81': {'cik_str': 318154, 'ticker': 'AMGN', 'title': 'AMGEN INC'},\n",
              " '82': {'cik_str': 80661, 'ticker': 'PGR', 'title': 'PROGRESSIVE CORP/OH/'},\n",
              " '83': {'cik_str': 773840,\n",
              "  'ticker': 'HON',\n",
              "  'title': 'HONEYWELL INTERNATIONAL INC'},\n",
              " '84': {'cik_str': 310764, 'ticker': 'SYK', 'title': 'STRYKER CORP'},\n",
              " '85': {'cik_str': 316709, 'ticker': 'SCHW', 'title': 'SCHWAB CHARLES CORP'},\n",
              " '86': {'cik_str': 1321655,\n",
              "  'ticker': 'PLTR',\n",
              "  'title': 'Palantir Technologies Inc.'},\n",
              " '87': {'cik_str': 100885, 'ticker': 'UNP', 'title': 'UNION PACIFIC CORP'},\n",
              " '88': {'cik_str': 217410, 'ticker': 'UL', 'title': 'UNILEVER PLC'},\n",
              " '89': {'cik_str': 1551182, 'ticker': 'ETN', 'title': 'Eaton Corp plc'},\n",
              " '90': {'cik_str': 78003, 'ticker': 'PFE', 'title': 'PFIZER INC'},\n",
              " '91': {'cik_str': 6951,\n",
              "  'ticker': 'AMAT',\n",
              "  'title': 'APPLIED MATERIALS INC /DE'},\n",
              " '92': {'cik_str': 1594805, 'ticker': 'SHOP', 'title': 'SHOPIFY INC.'},\n",
              " '93': {'cik_str': 879764, 'ticker': 'TTE', 'title': 'TotalEnergies SE'},\n",
              " '94': {'cik_str': 1404912, 'ticker': 'KKR', 'title': 'KKR & Co. Inc.'},\n",
              " '95': {'cik_str': 67088,\n",
              "  'ticker': 'MUFG',\n",
              "  'title': 'MITSUBISHI UFJ FINANCIAL GROUP INC'},\n",
              " '96': {'cik_str': 109198, 'ticker': 'TJX', 'title': 'TJX COMPANIES INC /DE/'},\n",
              " '97': {'cik_str': 1973239, 'ticker': 'ARM', 'title': 'ARM HOLDINGS PLC /UK'},\n",
              " '98': {'cik_str': 811809, 'ticker': 'BHP', 'title': 'BHP Group Ltd'},\n",
              " '99': {'cik_str': 831001, 'ticker': 'C', 'title': 'CITIGROUP INC'},\n",
              " '100': {'cik_str': 1163165, 'ticker': 'COP', 'title': 'CONOCOPHILLIPS'},\n",
              " '101': {'cik_str': 885725,\n",
              "  'ticker': 'BSX',\n",
              "  'title': 'BOSTON SCIENTIFIC CORP'},\n",
              " '102': {'cik_str': 1327567,\n",
              "  'ticker': 'PANW',\n",
              "  'title': 'Palo Alto Networks Inc'},\n",
              " '103': {'cik_str': 936468, 'ticker': 'LMT', 'title': 'LOCKHEED MARTIN CORP'},\n",
              " '104': {'cik_str': 1121404, 'ticker': 'SNY', 'title': 'Sanofi'},\n",
              " '105': {'cik_str': 8670,\n",
              "  'ticker': 'ADP',\n",
              "  'title': 'AUTOMATIC DATA PROCESSING INC'},\n",
              " '106': {'cik_str': 887028, 'ticker': 'RTNTF', 'title': 'RIO TINTO LTD'},\n",
              " '107': {'cik_str': 798354, 'ticker': 'FI', 'title': 'FISERV INC'},\n",
              " '108': {'cik_str': 875320,\n",
              "  'ticker': 'VRTX',\n",
              "  'title': 'VERTEX PHARMACEUTICALS INC / MA'},\n",
              " '109': {'cik_str': 1596532,\n",
              "  'ticker': 'ANET',\n",
              "  'title': 'Arista Networks, Inc.'},\n",
              " '110': {'cik_str': 896159, 'ticker': 'CB', 'title': 'Chubb Ltd'},\n",
              " '111': {'cik_str': 1378580, 'ticker': 'EADSY', 'title': 'Airbus SE/ADR'},\n",
              " '112': {'cik_str': 320187, 'ticker': 'NKE', 'title': 'NIKE, Inc.'},\n",
              " '113': {'cik_str': 14272,\n",
              "  'ticker': 'BMY',\n",
              "  'title': 'BRISTOL MYERS SQUIBB CO'},\n",
              " '114': {'cik_str': 1090727,\n",
              "  'ticker': 'UPS',\n",
              "  'title': 'UNITED PARCEL SERVICE INC'},\n",
              " '115': {'cik_str': 829224, 'ticker': 'SBUX', 'title': 'STARBUCKS CORP'},\n",
              " '116': {'cik_str': 313838, 'ticker': 'SONY', 'title': 'Sony Group Corp'},\n",
              " '117': {'cik_str': 1613103, 'ticker': 'MDT', 'title': 'Medtronic plc'},\n",
              " '118': {'cik_str': 882095,\n",
              "  'ticker': 'GILD',\n",
              "  'title': 'GILEAD SCIENCES, INC.'},\n",
              " '119': {'cik_str': 1668717,\n",
              "  'ticker': 'BUD',\n",
              "  'title': 'Anheuser-Busch InBev SA/NV'},\n",
              " '120': {'cik_str': 315189, 'ticker': 'DE', 'title': 'DEERE & CO'},\n",
              " '121': {'cik_str': 62709,\n",
              "  'ticker': 'MMC',\n",
              "  'title': 'MARSH & MCLENNAN COMPANIES, INC.'},\n",
              " '122': {'cik_str': 723125, 'ticker': 'MU', 'title': 'MICRON TECHNOLOGY INC'},\n",
              " '123': {'cik_str': 50863, 'ticker': 'INTC', 'title': 'INTEL CORP'},\n",
              " '124': {'cik_str': 1045609, 'ticker': 'PLD', 'title': 'Prologis, Inc.'},\n",
              " '125': {'cik_str': 12927, 'ticker': 'BA', 'title': 'BOEING CO'},\n",
              " '126': {'cik_str': 1103838, 'ticker': 'IBN', 'title': 'ICICI BANK LTD'},\n",
              " '127': {'cik_str': 6281, 'ticker': 'ADI', 'title': 'ANALOG DEVICES INC'},\n",
              " '128': {'cik_str': 1610520, 'ticker': 'UBS', 'title': 'UBS Group AG'},\n",
              " '129': {'cik_str': 863064, 'ticker': 'RIO', 'title': 'RIO TINTO PLC'},\n",
              " '130': {'cik_str': 947263, 'ticker': 'TD', 'title': 'TORONTO DOMINION BANK'},\n",
              " '131': {'cik_str': 1161167,\n",
              "  'ticker': 'AIQUY',\n",
              "  'title': 'L AIR LIQUIDE SA /FI'},\n",
              " '132': {'cik_str': 92122, 'ticker': 'SO', 'title': 'SOUTHERN CO'},\n",
              " '133': {'cik_str': 89800, 'ticker': 'SHW', 'title': 'SHERWIN WILLIAMS CO'},\n",
              " '134': {'cik_str': 1751008, 'ticker': 'APP', 'title': 'AppLovin Corp'},\n",
              " '135': {'cik_str': 764180, 'ticker': 'MO', 'title': 'ALTRIA GROUP, INC.'},\n",
              " '136': {'cik_str': 1099590, 'ticker': 'MELI', 'title': 'MERCADOLIBRE INC'},\n",
              " '137': {'cik_str': 1156039,\n",
              "  'ticker': 'ELV',\n",
              "  'title': 'Elevance Health, Inc.'},\n",
              " '138': {'cik_str': 1639920,\n",
              "  'ticker': 'SPOT',\n",
              "  'title': 'Spotify Technology S.A.'},\n",
              " '139': {'cik_str': 895728, 'ticker': 'ENB', 'title': 'ENBRIDGE INC'},\n",
              " '140': {'cik_str': 1571996,\n",
              "  'ticker': 'DELL',\n",
              "  'title': 'Dell Technologies Inc.'},\n",
              " '141': {'cik_str': 1996810, 'ticker': 'GEV', 'title': 'GE Vernova Inc.'},\n",
              " '142': {'cik_str': 1858681,\n",
              "  'ticker': 'APO',\n",
              "  'title': 'Apollo Global Management, Inc.'},\n",
              " '143': {'cik_str': 1466258,\n",
              "  'ticker': 'TT',\n",
              "  'title': 'Trane Technologies plc'},\n",
              " '144': {'cik_str': 1053507,\n",
              "  'ticker': 'AMT',\n",
              "  'title': 'AMERICAN TOWER CORP /MA/'},\n",
              " '145': {'cik_str': 1022837,\n",
              "  'ticker': 'SMFG',\n",
              "  'title': 'SUMITOMO MITSUI FINANCIAL GROUP, INC.'},\n",
              " '146': {'cik_str': 707549, 'ticker': 'LRCX', 'title': 'LAM RESEARCH CORP'},\n",
              " '147': {'cik_str': 1067491, 'ticker': 'INFY', 'title': 'Infosys Ltd'},\n",
              " '148': {'cik_str': 76334, 'ticker': 'PH', 'title': 'PARKER HANNIFIN CORP'},\n",
              " '149': {'cik_str': 1571949,\n",
              "  'ticker': 'ICE',\n",
              "  'title': 'Intercontinental Exchange, Inc.'},\n",
              " '150': {'cik_str': 1739940, 'ticker': 'CI', 'title': 'Cigna Group'},\n",
              " '151': {'cik_str': 823768, 'ticker': 'WM', 'title': 'WASTE MANAGEMENT INC'},\n",
              " '152': {'cik_str': 1119639,\n",
              "  'ticker': 'PBR',\n",
              "  'title': 'PETROBRAS - PETROLEO BRASILEIRO SA'},\n",
              " '153': {'cik_str': 1101239, 'ticker': 'EQIX', 'title': 'EQUINIX INC'},\n",
              " '154': {'cik_str': 723254, 'ticker': 'CTAS', 'title': 'CINTAS CORP'},\n",
              " '155': {'cik_str': 860730, 'ticker': 'HCA', 'title': 'HCA Healthcare, Inc.'},\n",
              " '156': {'cik_str': 1326160, 'ticker': 'DUK', 'title': 'Duke Energy CORP'},\n",
              " '157': {'cik_str': 1103982,\n",
              "  'ticker': 'MDLZ',\n",
              "  'title': 'Mondelez International, Inc.'},\n",
              " '158': {'cik_str': 1001085, 'ticker': 'BN', 'title': 'BROOKFIELD Corp /ON/'},\n",
              " '159': {'cik_str': 1633917,\n",
              "  'ticker': 'PYPL',\n",
              "  'title': 'PayPal Holdings, Inc.'},\n",
              " '160': {'cik_str': 1059556, 'ticker': 'MCO', 'title': 'MOODYS CORP /DE/'},\n",
              " '161': {'cik_str': 820313, 'ticker': 'APH', 'title': 'AMPHENOL CORP /DE/'},\n",
              " '162': {'cik_str': 766704, 'ticker': 'WELL', 'title': 'WELLTOWER INC.'},\n",
              " '163': {'cik_str': 872589,\n",
              "  'ticker': 'REGN',\n",
              "  'title': 'REGENERON PHARMACEUTICALS, INC.'},\n",
              " '164': {'cik_str': 1559720, 'ticker': 'ABNB', 'title': 'Airbnb, Inc.'},\n",
              " '165': {'cik_str': 319201, 'ticker': 'KLAC', 'title': 'KLA CORP'},\n",
              " '166': {'cik_str': 929869, 'ticker': 'RELX', 'title': 'RELX PLC'},\n",
              " '167': {'cik_str': 713676,\n",
              "  'ticker': 'PNC',\n",
              "  'title': 'PNC FINANCIAL SERVICES GROUP, INC.'},\n",
              " '168': {'cik_str': 1535527,\n",
              "  'ticker': 'CRWD',\n",
              "  'title': 'CrowdStrike Holdings, Inc.'},\n",
              " '169': {'cik_str': 68505,\n",
              "  'ticker': 'MSI',\n",
              "  'title': 'Motorola Solutions, Inc.'},\n",
              " '170': {'cik_str': 315293, 'ticker': 'AON', 'title': 'Aon plc'},\n",
              " '171': {'cik_str': 1156375, 'ticker': 'CME', 'title': 'CME GROUP INC.'},\n",
              " '172': {'cik_str': 883241, 'ticker': 'SNPS', 'title': 'SYNOPSYS INC'},\n",
              " '173': {'cik_str': 1058090,\n",
              "  'ticker': 'CMG',\n",
              "  'title': 'CHIPOTLE MEXICAN GRILL INC'},\n",
              " '174': {'cik_str': 948401,\n",
              "  'ticker': 'CFRUY',\n",
              "  'title': 'COMPAGNIE FINANCIERE RICHEMONT AG /FI'},\n",
              " '175': {'cik_str': 49826,\n",
              "  'ticker': 'ITW',\n",
              "  'title': 'ILLINOIS TOOL WORKS INC'},\n",
              " '176': {'cik_str': 1303523,\n",
              "  'ticker': 'BTI',\n",
              "  'title': 'British American Tobacco p.l.c.'},\n",
              " '177': {'cik_str': 813672,\n",
              "  'ticker': 'CDNS',\n",
              "  'title': 'CADENCE DESIGN SYSTEMS INC'},\n",
              " '178': {'cik_str': 40533, 'ticker': 'GD', 'title': 'GENERAL DYNAMICS CORP'},\n",
              " '179': {'cik_str': 1555280, 'ticker': 'ZTS', 'title': 'Zoetis Inc.'},\n",
              " '180': {'cik_str': 1001838,\n",
              "  'ticker': 'SCCO',\n",
              "  'title': 'SOUTHERN COPPER CORP/'},\n",
              " '181': {'cik_str': 36104, 'ticker': 'USB', 'title': 'US BANCORP \\\\DE\\\\'},\n",
              " '182': {'cik_str': 1648416, 'ticker': 'RACE', 'title': 'Ferrari N.V.'},\n",
              " '183': {'cik_str': 1048286,\n",
              "  'ticker': 'MAR',\n",
              "  'title': 'MARRIOTT INTERNATIONAL INC /MD/'},\n",
              " '184': {'cik_str': 927653, 'ticker': 'MCK', 'title': 'MCKESSON CORP'},\n",
              " '185': {'cik_str': 21665, 'ticker': 'CL', 'title': 'COLGATE PALMOLIVE CO'},\n",
              " '186': {'cik_str': 1835632,\n",
              "  'ticker': 'MRVL',\n",
              "  'title': 'Marvell Technology, Inc.'},\n",
              " '187': {'cik_str': 313807, 'ticker': 'BP', 'title': 'BP PLC'},\n",
              " '188': {'cik_str': 1381197,\n",
              "  'ticker': 'IBKR',\n",
              "  'title': 'Interactive Brokers Group, Inc.'},\n",
              " '189': {'cik_str': 821189, 'ticker': 'EOG', 'title': 'EOG RESOURCES INC'},\n",
              " '190': {'cik_str': 1679788,\n",
              "  'ticker': 'COIN',\n",
              "  'title': 'Coinbase Global, Inc.'},\n",
              " '191': {'cik_str': 891478, 'ticker': 'SAN', 'title': 'Banco Santander, S.A.'},\n",
              " '192': {'cik_str': 1075124,\n",
              "  'ticker': 'TRI',\n",
              "  'title': 'THOMSON REUTERS CORP /CAN/'},\n",
              " '193': {'cik_str': 32604, 'ticker': 'EMR', 'title': 'EMERSON ELECTRIC CO'},\n",
              " '194': {'cik_str': 1262039, 'ticker': 'FTNT', 'title': 'Fortinet, Inc.'},\n",
              " '195': {'cik_str': 1133421,\n",
              "  'ticker': 'NOC',\n",
              "  'title': 'NORTHROP GRUMMAN CORP /DE/'},\n",
              " '196': {'cik_str': 1048911, 'ticker': 'FDX', 'title': 'FEDEX CORP'},\n",
              " '197': {'cik_str': 1442651,\n",
              "  'ticker': 'SHECY',\n",
              "  'title': 'Shin-Etsu Chemical Co., Ltd.'},\n",
              " '198': {'cik_str': 66740, 'ticker': 'MMM', 'title': '3M CO'},\n",
              " '199': {'cik_str': 1050446, 'ticker': 'MSTR', 'title': 'MICROSTRATEGY Inc'},\n",
              " '200': {'cik_str': 1792789, 'ticker': 'DASH', 'title': 'DoorDash, Inc.'},\n",
              " '201': {'cik_str': 1017413,\n",
              "  'ticker': 'CNQ',\n",
              "  'title': 'CANADIAN NATURAL RESOURCES LTD'},\n",
              " '202': {'cik_str': 27419, 'ticker': 'TGT', 'title': 'TARGET CORP'},\n",
              " '203': {'cik_str': 2969,\n",
              "  'ticker': 'APD',\n",
              "  'title': 'Air Products & Chemicals, Inc.'},\n",
              " '204': {'cik_str': 927628,\n",
              "  'ticker': 'COF',\n",
              "  'title': 'CAPITAL ONE FINANCIAL CORP'},\n",
              " '205': {'cik_str': 1260221, 'ticker': 'TDG', 'title': 'TransDigm Group INC'},\n",
              " '206': {'cik_str': 898173,\n",
              "  'ticker': 'ORLY',\n",
              "  'title': 'O REILLY AUTOMOTIVE INC'},\n",
              " '207': {'cik_str': 1868275,\n",
              "  'ticker': 'CEG',\n",
              "  'title': 'Constellation Energy Corp'},\n",
              " '208': {'cik_str': 16875,\n",
              "  'ticker': 'CP',\n",
              "  'title': 'CANADIAN PACIFIC KANSAS CITY LTD/CN'},\n",
              " '209': {'cik_str': 31462, 'ticker': 'ECL', 'title': 'ECOLAB INC.'},\n",
              " '210': {'cik_str': 16868,\n",
              "  'ticker': 'CNI',\n",
              "  'title': 'CANADIAN NATIONAL RAILWAY CO'},\n",
              " '211': {'cik_str': 1131399, 'ticker': 'GSK', 'title': 'GSK plc'},\n",
              " '212': {'cik_str': 1327811, 'ticker': 'WDAY', 'title': 'Workday, Inc.'},\n",
              " '213': {'cik_str': 927971,\n",
              "  'ticker': 'BMO',\n",
              "  'title': 'BANK OF MONTREAL /CAN/'},\n",
              " '214': {'cik_str': 107263,\n",
              "  'ticker': 'WMB',\n",
              "  'title': 'WILLIAMS COMPANIES, INC.'},\n",
              " '215': {'cik_str': 277948, 'ticker': 'CSX', 'title': 'CSX CORP'},\n",
              " '216': {'cik_str': 1063761,\n",
              "  'ticker': 'SPG',\n",
              "  'title': 'SIMON PROPERTY GROUP INC /DE/'},\n",
              " '217': {'cik_str': 1061219,\n",
              "  'ticker': 'EPD',\n",
              "  'title': 'ENTERPRISE PRODUCTS PARTNERS L.P.'},\n",
              " '218': {'cik_str': 1691493, 'ticker': 'NU', 'title': 'Nu Holdings Ltd.'},\n",
              " '219': {'cik_str': 9631, 'ticker': 'BNS', 'title': 'BANK OF NOVA SCOTIA'},\n",
              " '220': {'cik_str': 849395, 'ticker': 'CRH', 'title': 'CRH PUBLIC LTD CO'},\n",
              " '221': {'cik_str': 64803, 'ticker': 'CVS', 'title': 'CVS HEALTH Corp'},\n",
              " '222': {'cik_str': 1783180, 'ticker': 'CARR', 'title': 'CARRIER GLOBAL Corp'},\n",
              " '223': {'cik_str': 835403, 'ticker': 'DEO', 'title': 'DIAGEO PLC'},\n",
              " '224': {'cik_str': 1140625, 'ticker': 'EQNR', 'title': 'EQUINOR ASA'},\n",
              " '225': {'cik_str': 10795, 'ticker': 'BDX', 'title': 'BECTON DICKINSON & CO'},\n",
              " '226': {'cik_str': 1060391,\n",
              "  'ticker': 'RSG',\n",
              "  'title': 'REPUBLIC SERVICES, INC.'},\n",
              " '227': {'cik_str': 354190,\n",
              "  'ticker': 'AJG',\n",
              "  'title': 'Arthur J. Gallagher & Co.'},\n",
              " '228': {'cik_str': 769397, 'ticker': 'ADSK', 'title': 'Autodesk, Inc.'},\n",
              " '229': {'cik_str': 1039684, 'ticker': 'OKE', 'title': 'ONEOK INC /NEW/'},\n",
              " '230': {'cik_str': 1443276, 'ticker': 'TOELY', 'title': 'Tokyo Electron LTD'},\n",
              " '231': {'cik_str': 1947559,\n",
              "  'ticker': 'ANZGY',\n",
              "  'title': 'ANZ GROUP HOLDINGS LIMITED/ADR'},\n",
              " '232': {'cik_str': 1467858, 'ticker': 'GM', 'title': 'General Motors Co'},\n",
              " '233': {'cik_str': 1650372, 'ticker': 'TEAM', 'title': 'Atlassian Corp'},\n",
              " '234': {'cik_str': 884887,\n",
              "  'ticker': 'RCL',\n",
              "  'title': 'ROYAL CARIBBEAN CRUISES LTD'},\n",
              " '235': {'cik_str': 4977, 'ticker': 'AFL', 'title': 'AFLAC INC'},\n",
              " '236': {'cik_str': 1222333, 'ticker': 'GLD', 'title': 'SPDR GOLD TRUST'},\n",
              " '237': {'cik_str': 92230, 'ticker': 'TFC', 'title': 'TRUIST FINANCIAL CORP'},\n",
              " '238': {'cik_str': 1335730,\n",
              "  'ticker': 'MFG',\n",
              "  'title': 'MIZUHO FINANCIAL GROUP INC'},\n",
              " '239': {'cik_str': 831259, 'ticker': 'FCX', 'title': 'FREEPORT-MCMORAN INC'},\n",
              " '240': {'cik_str': 1004315, 'ticker': 'NGG', 'title': 'NATIONAL GRID PLC'},\n",
              " '241': {'cik_str': 87347,\n",
              "  'ticker': 'SLB',\n",
              "  'title': 'SCHLUMBERGER LIMITED/NV'},\n",
              " '242': {'cik_str': 1297996,\n",
              "  'ticker': 'DLR',\n",
              "  'title': 'DIGITAL REALTY TRUST, INC.'},\n",
              " '243': {'cik_str': 1585689,\n",
              "  'ticker': 'HLT',\n",
              "  'title': 'Hilton Worldwide Holdings Inc.'},\n",
              " '244': {'cik_str': 1506307, 'ticker': 'KMI', 'title': 'KINDER MORGAN, INC.'},\n",
              " '245': {'cik_str': 1045520,\n",
              "  'ticker': 'CM',\n",
              "  'title': 'CANADIAN IMPERIAL BANK OF COMMERCE /CAN/'},\n",
              " '246': {'cik_str': 1067318, 'ticker': 'MBGYY', 'title': 'DAIMLER AG'},\n",
              " '247': {'cik_str': 702165, 'ticker': 'NSC', 'title': 'NORFOLK SOUTHERN CORP'},\n",
              " '248': {'cik_str': 1276187, 'ticker': 'ET', 'title': 'Energy Transfer LP'},\n",
              " '249': {'cik_str': 86312,\n",
              "  'ticker': 'TRV',\n",
              "  'title': 'TRAVELERS COMPANIES, INC.'},\n",
              " '250': {'cik_str': 882835,\n",
              "  'ticker': 'ROP',\n",
              "  'title': 'ROPER TECHNOLOGIES INC'},\n",
              " '251': {'cik_str': 75362, 'ticker': 'PCAR', 'title': 'PACCAR INC'},\n",
              " '252': {'cik_str': 1393311, 'ticker': 'PSA', 'title': 'Public Storage'},\n",
              " '253': {'cik_str': 1671933, 'ticker': 'TTD', 'title': 'Trade Desk, Inc.'},\n",
              " '254': {'cik_str': 1524684, 'ticker': 'GLNCY', 'title': 'Glencore plc/ADR'},\n",
              " '255': {'cik_str': 1549802, 'ticker': 'JD', 'title': 'JD.com, Inc.'},\n",
              " '256': {'cik_str': 1703399, 'ticker': 'SE', 'title': 'Sea Ltd'},\n",
              " '257': {'cik_str': 1032208, 'ticker': 'SRE', 'title': 'SEMPRA'},\n",
              " '258': {'cik_str': 1099219, 'ticker': 'MET', 'title': 'METLIFE INC'},\n",
              " '259': {'cik_str': 1086888,\n",
              "  'ticker': 'MFC',\n",
              "  'title': 'MANULIFE FINANCIAL CORP'},\n",
              " '260': {'cik_str': 277135, 'ticker': 'GWW', 'title': 'W.W. GRAINGER, INC.'},\n",
              " '261': {'cik_str': 1390777,\n",
              "  'ticker': 'BK',\n",
              "  'title': 'Bank of New York Mellon Corp'},\n",
              " '262': {'cik_str': 842180,\n",
              "  'ticker': 'BBVA',\n",
              "  'title': 'BANCO BILBAO VIZCAYA ARGENTARIA, S.A.'},\n",
              " '263': {'cik_str': 833444,\n",
              "  'ticker': 'JCI',\n",
              "  'title': 'Johnson Controls International plc'},\n",
              " '264': {'cik_str': 1413447,\n",
              "  'ticker': 'NXPI',\n",
              "  'title': 'NXP Semiconductors N.V.'},\n",
              " '265': {'cik_str': 1132597,\n",
              "  'ticker': 'ITUB',\n",
              "  'title': 'Itau Unibanco Holding S.A.'},\n",
              " '266': {'cik_str': 1091667,\n",
              "  'ticker': 'CHTR',\n",
              "  'title': 'CHARTER COMMUNICATIONS, INC. /MO/'},\n",
              " '267': {'cik_str': 814547, 'ticker': 'FICO', 'title': 'FAIR ISAAC CORP'},\n",
              " '268': {'cik_str': 1067701, 'ticker': 'URI', 'title': 'UNITED RENTALS, INC.'},\n",
              " '269': {'cik_str': 1110646, 'ticker': 'NTES', 'title': 'NetEase, Inc.'},\n",
              " '270': {'cik_str': 820027,\n",
              "  'ticker': 'AMP',\n",
              "  'title': 'AMERIPRISE FINANCIAL INC'},\n",
              " '271': {'cik_str': 1004980, 'ticker': 'PCG', 'title': 'PG&E Corp'},\n",
              " '272': {'cik_str': 900075, 'ticker': 'CPRT', 'title': 'COPART INC'},\n",
              " '273': {'cik_str': 1547873,\n",
              "  'ticker': 'PTCAY',\n",
              "  'title': 'PT Chandra Asri Petrochemical Tbk/ADR'},\n",
              " '274': {'cik_str': 1534701, 'ticker': 'PSX', 'title': 'Phillips 66'},\n",
              " '275': {'cik_str': 866787, 'ticker': 'AZO', 'title': 'AUTOZONE INC'},\n",
              " '276': {'cik_str': 882184, 'ticker': 'DHI', 'title': 'HORTON D R INC /DE/'},\n",
              " '277': {'cik_str': 1176948,\n",
              "  'ticker': 'ARES',\n",
              "  'title': 'Ares Management Corp'},\n",
              " '278': {'cik_str': 899051, 'ticker': 'ALL', 'title': 'ALLSTATE CORP'},\n",
              " '279': {'cik_str': 1539838,\n",
              "  'ticker': 'FANG',\n",
              "  'title': 'Diamondback Energy, Inc.'},\n",
              " '280': {'cik_str': 723531, 'ticker': 'PAYX', 'title': 'PAYCHEX INC'},\n",
              " '281': {'cik_str': 865752,\n",
              "  'ticker': 'MNST',\n",
              "  'title': 'Monster Beverage Corp'},\n",
              " '282': {'cik_str': 30554, 'ticker': 'CTA-PA', 'title': 'EIDP, Inc.'},\n",
              " '283': {'cik_str': 1512673, 'ticker': 'SQ', 'title': 'Block, Inc.'},\n",
              " '284': {'cik_str': 4904,\n",
              "  'ticker': 'AEP',\n",
              "  'title': 'AMERICAN ELECTRIC POWER CO INC'},\n",
              " '285': {'cik_str': 311337, 'ticker': 'SU', 'title': 'SUNCOR ENERGY INC'},\n",
              " '286': {'cik_str': 1232384, 'ticker': 'TRP', 'title': 'TC ENERGY CORP'},\n",
              " '287': {'cik_str': 1510295,\n",
              "  'ticker': 'MPC',\n",
              "  'title': 'Marathon Petroleum Corp'},\n",
              " '288': {'cik_str': 895564,\n",
              "  'ticker': 'BAESY',\n",
              "  'title': 'BAE SYSTEMS PLC /FI/'},\n",
              " '289': {'cik_str': 26172, 'ticker': 'CMI', 'title': 'CUMMINS INC'},\n",
              " '290': {'cik_str': 1039765, 'ticker': 'ING', 'title': 'ING GROEP NV'},\n",
              " '291': {'cik_str': 1588489,\n",
              "  'ticker': 'GBTC',\n",
              "  'title': 'Grayscale Bitcoin Trust ETF'},\n",
              " '292': {'cik_str': 726728, 'ticker': 'O', 'title': 'REALTY INCOME CORP'},\n",
              " '293': {'cik_str': 312069, 'ticker': 'BCS', 'title': 'BARCLAYS PLC'},\n",
              " '294': {'cik_str': 715957, 'ticker': 'D', 'title': 'DOMINION ENERGY, INC'},\n",
              " '295': {'cik_str': 1552000, 'ticker': 'MPLX', 'title': 'MPLX LP'},\n",
              " '296': {'cik_str': 1692819, 'ticker': 'VST', 'title': 'Vistra Corp.'},\n",
              " '297': {'cik_str': 1050915,\n",
              "  'ticker': 'PWR',\n",
              "  'title': 'QUANTA SERVICES, INC.'},\n",
              " '298': {'cik_str': 1012037,\n",
              "  'ticker': 'CODYY',\n",
              "  'title': 'COMPAGNIE DE SAINT GOBAIN'},\n",
              " '299': {'cik_str': 1318220,\n",
              "  'ticker': 'WCN',\n",
              "  'title': 'Waste Connections, Inc.'},\n",
              " '300': {'cik_str': 1136893,\n",
              "  'ticker': 'FIS',\n",
              "  'title': 'Fidelity National Information Services, Inc.'},\n",
              " '301': {'cik_str': 5272,\n",
              "  'ticker': 'AIG',\n",
              "  'title': 'AMERICAN INTERNATIONAL GROUP, INC.'},\n",
              " '302': {'cik_str': 3570, 'ticker': 'LNG', 'title': 'Cheniere Energy, Inc.'},\n",
              " '303': {'cik_str': 1635327,\n",
              "  'ticker': 'FLUT',\n",
              "  'title': 'Flutter Entertainment plc'},\n",
              " '304': {'cik_str': 1278680, 'ticker': 'IAU', 'title': 'ISHARES GOLD TRUST'},\n",
              " '305': {'cik_str': 1140859, 'ticker': 'COR', 'title': 'Cencora, Inc.'},\n",
              " '306': {'cik_str': 815556, 'ticker': 'FAST', 'title': 'FASTENAL CO'},\n",
              " '307': {'cik_str': 797468,\n",
              "  'ticker': 'OXY',\n",
              "  'title': 'OCCIDENTAL PETROLEUM CORP /DE/'},\n",
              " '308': {'cik_str': 1129137,\n",
              "  'ticker': 'AMX',\n",
              "  'title': 'AMERICA MOVIL SAB DE CV/'},\n",
              " '309': {'cik_str': 1408198, 'ticker': 'MSCI', 'title': 'MSCI Inc.'},\n",
              " '310': {'cik_str': 202058,\n",
              "  'ticker': 'LHX',\n",
              "  'title': 'L3HARRIS TECHNOLOGIES, INC. /DE/'},\n",
              " '311': {'cik_str': 745732, 'ticker': 'ROST', 'title': 'ROSS STORES, INC.'},\n",
              " '312': {'cik_str': 1002242, 'ticker': 'E', 'title': 'ENI SPA'},\n",
              " '313': {'cik_str': 1164727, 'ticker': 'NEM', 'title': 'NEWMONT Corp /DE/'},\n",
              " '314': {'cik_str': 878927,\n",
              "  'ticker': 'ODFL',\n",
              "  'title': 'OLD DOMINION FREIGHT LINE, INC.'},\n",
              " '315': {'cik_str': 1944048, 'ticker': 'KVUE', 'title': 'Kenvue Inc.'},\n",
              " '316': {'cik_str': 1069183,\n",
              "  'ticker': 'AXON',\n",
              "  'title': 'AXON ENTERPRISE, INC.'},\n",
              " '317': {'cik_str': 4281, 'ticker': 'HWM', 'title': 'Howmet Aerospace Inc.'},\n",
              " '318': {'cik_str': 920760, 'ticker': 'LEN', 'title': 'LENNAR CORP /NEW/'},\n",
              " '319': {'cik_str': 1137774,\n",
              "  'ticker': 'PRU',\n",
              "  'title': 'PRUDENTIAL FINANCIAL INC'},\n",
              " '320': {'cik_str': 1120193, 'ticker': 'NDAQ', 'title': 'NASDAQ, INC.'},\n",
              " '321': {'cik_str': 55785, 'ticker': 'KMB', 'title': 'KIMBERLY CLARK CORP'},\n",
              " '322': {'cik_str': 1051470, 'ticker': 'CCI', 'title': 'CROWN CASTLE INC.'},\n",
              " '323': {'cik_str': 1674101, 'ticker': 'VRT', 'title': 'Vertiv Holdings Co'},\n",
              " '324': {'cik_str': 4447, 'ticker': 'HES', 'title': 'HESS CORP'},\n",
              " '325': {'cik_str': 1037868, 'ticker': 'AME', 'title': 'AMETEK INC/'},\n",
              " '326': {'cik_str': 1385157, 'ticker': 'TEL', 'title': 'TE Connectivity plc'},\n",
              " '327': {'cik_str': 37996, 'ticker': 'F', 'title': 'FORD MOTOR CO'},\n",
              " '328': {'cik_str': 1035002,\n",
              "  'ticker': 'VLO',\n",
              "  'title': 'VALERO ENERGY CORP/TX'},\n",
              " '329': {'cik_str': 1393612,\n",
              "  'ticker': 'DFS',\n",
              "  'title': 'Discover Financial Services'},\n",
              " '330': {'cik_str': 788784,\n",
              "  'ticker': 'PEG',\n",
              "  'title': 'PUBLIC SERVICE ENTERPRISE GROUP INC'},\n",
              " '331': {'cik_str': 1834584, 'ticker': 'CPNG', 'title': 'Coupang, Inc.'},\n",
              " '332': {'cik_str': 1446250,\n",
              "  'ticker': 'BMWKY',\n",
              "  'title': 'Bayerische Motoren Werke AG/ADR'},\n",
              " '333': {'cik_str': 16918,\n",
              "  'ticker': 'STZ',\n",
              "  'title': 'CONSTELLATION BRANDS, INC.'},\n",
              " '334': {'cik_str': 1395064,\n",
              "  'ticker': 'TAK',\n",
              "  'title': 'TAKEDA PHARMACEUTICAL CO LTD'},\n",
              " '335': {'cik_str': 1160106,\n",
              "  'ticker': 'LYG',\n",
              "  'title': 'Lloyds Banking Group plc'},\n",
              " '336': {'cik_str': 1418135,\n",
              "  'ticker': 'KDP',\n",
              "  'title': 'Keurig Dr Pepper Inc.'},\n",
              " '337': {'cik_str': 1279967,\n",
              "  'ticker': 'CRARY',\n",
              "  'title': 'CREDIT AGRICOLE S A'},\n",
              " '338': {'cik_str': 1561550, 'ticker': 'DDOG', 'title': 'Datadog, Inc.'},\n",
              " '339': {'cik_str': 1446598, 'ticker': 'DNZOY', 'title': 'Denso Corp'},\n",
              " '340': {'cik_str': 1167379, 'ticker': 'ALC', 'title': 'ALCON INC'},\n",
              " '341': {'cik_str': 1535628, 'ticker': 'CAIXY', 'title': 'CaixaBank/ADR'},\n",
              " '342': {'cik_str': 712515, 'ticker': 'EA', 'title': 'ELECTRONIC ARTS INC.'},\n",
              " '343': {'cik_str': 1900304, 'ticker': 'HLN', 'title': 'Haleon plc'},\n",
              " '344': {'cik_str': 1389170,\n",
              "  'ticker': 'TRGP',\n",
              "  'title': 'Targa Resources Corp.'},\n",
              " '345': {'cik_str': 917851, 'ticker': 'VALE', 'title': 'Vale S.A.'},\n",
              " '346': {'cik_str': 1158838, 'ticker': 'ATEYY', 'title': 'ADVANTEST CORP'},\n",
              " '347': {'cik_str': 1701605, 'ticker': 'BKR', 'title': 'Baker Hughes Co'},\n",
              " '348': {'cik_str': 56873, 'ticker': 'KR', 'title': 'KROGER CO'},\n",
              " '349': {'cik_str': 1640147, 'ticker': 'SNOW', 'title': 'Snowflake Inc.'},\n",
              " '350': {'cik_str': 844150, 'ticker': 'NWG', 'title': 'NatWest Group plc'},\n",
              " '351': {'cik_str': 27904, 'ticker': 'DAL', 'title': 'DELTA AIR LINES, INC.'},\n",
              " '352': {'cik_str': 1699150, 'ticker': 'IR', 'title': 'Ingersoll Rand Inc.'},\n",
              " '353': {'cik_str': 1359519,\n",
              "  'ticker': 'SVNDY',\n",
              "  'title': 'SEVEN & I HOLDINGS CO LTD'},\n",
              " '354': {'cik_str': 749251, 'ticker': 'IT', 'title': 'GARTNER INC'},\n",
              " '355': {'cik_str': 1121788, 'ticker': 'GRMN', 'title': 'GARMIN LTD'},\n",
              " '356': {'cik_str': 715153, 'ticker': 'HMC', 'title': 'HONDA MOTOR CO LTD'},\n",
              " '357': {'cik_str': 2011641,\n",
              "  'ticker': 'FERG',\n",
              "  'title': 'Ferguson Enterprises Inc. /DE/'},\n",
              " '358': {'cik_str': 1138118, 'ticker': 'CBRE', 'title': 'CBRE GROUP, INC.'},\n",
              " '359': {'cik_str': 24741, 'ticker': 'GLW', 'title': 'CORNING INC /NY'},\n",
              " '360': {'cik_str': 72903, 'ticker': 'XEL', 'title': 'XCEL ENERGY INC'},\n",
              " '361': {'cik_str': 1442145,\n",
              "  'ticker': 'VRSK',\n",
              "  'title': 'Verisk Analytics, Inc.'},\n",
              " '362': {'cik_str': 1099800,\n",
              "  'ticker': 'EW',\n",
              "  'title': 'Edwards Lifesciences Corp'},\n",
              " '363': {'cik_str': 1397187,\n",
              "  'ticker': 'LULU',\n",
              "  'title': 'lululemon athletica inc.'},\n",
              " '364': {'cik_str': 1781335, 'ticker': 'OTIS', 'title': 'Otis Worldwide Corp'},\n",
              " '365': {'cik_str': 1269238, 'ticker': 'TCOM', 'title': 'Trip.com Group Ltd'},\n",
              " '366': {'cik_str': 1109357, 'ticker': 'EXC', 'title': 'EXELON CORP'},\n",
              " '367': {'cik_str': 49938, 'ticker': 'IMO', 'title': 'IMPERIAL OIL LTD'},\n",
              " '368': {'cik_str': 1545460,\n",
              "  'ticker': 'OLCLY',\n",
              "  'title': 'Oriental Land Co., Ltd./ADR'},\n",
              " '369': {'cik_str': 2809, 'ticker': 'AEM', 'title': 'AGNICO EAGLE MINES LTD'},\n",
              " '370': {'cik_str': 1058290,\n",
              "  'ticker': 'CTSH',\n",
              "  'title': 'COGNIZANT TECHNOLOGY SOLUTIONS CORP'},\n",
              " '371': {'cik_str': 1605484, 'ticker': 'STLA', 'title': 'Stellantis N.V.'},\n",
              " '372': {'cik_str': 1755672, 'ticker': 'CTVA', 'title': 'Corteva, Inc.'},\n",
              " '373': {'cik_str': 947484,\n",
              "  'ticker': 'ACGL',\n",
              "  'title': 'ARCH CAPITAL GROUP LTD.'},\n",
              " '374': {'cik_str': 1637459, 'ticker': 'KHC', 'title': 'Kraft Heinz Co'},\n",
              " '375': {'cik_str': 861967,\n",
              "  'ticker': 'WTKWY',\n",
              "  'title': 'WOLTERS KLUWER N V /FI'},\n",
              " '376': {'cik_str': 1041061, 'ticker': 'YUM', 'title': 'YUM BRANDS INC'},\n",
              " '377': {'cik_str': 1461748,\n",
              "  'ticker': 'PPERY',\n",
              "  'title': 'PT Bank Mandiri (Persero) Tbk / ADR'},\n",
              " '378': {'cik_str': 1932393,\n",
              "  'ticker': 'GEHC',\n",
              "  'title': 'GE HealthCare Technologies Inc.'},\n",
              " '379': {'cik_str': 96021, 'ticker': 'SYY', 'title': 'SYSCO CORP'},\n",
              " '380': {'cik_str': 1396009, 'ticker': 'VMC', 'title': 'Vulcan Materials CO'},\n",
              " '381': {'cik_str': 1090872,\n",
              "  'ticker': 'A',\n",
              "  'title': 'AGILENT TECHNOLOGIES, INC.'},\n",
              " '382': {'cik_str': 1289490,\n",
              "  'ticker': 'EXR',\n",
              "  'title': 'Extra Space Storage Inc.'},\n",
              " '383': {'cik_str': 36270, 'ticker': 'MTB', 'title': 'M&T BANK CORP'},\n",
              " '384': {'cik_str': 916076,\n",
              "  'ticker': 'MLM',\n",
              "  'title': 'MARTIN MARIETTA MATERIALS INC'},\n",
              " '385': {'cik_str': 47217, 'ticker': 'HPQ', 'title': 'HP INC'},\n",
              " '386': {'cik_str': 1041130,\n",
              "  'ticker': 'DIA',\n",
              "  'title': 'SPDR DOW JONES INDUSTRIAL AVERAGE ETF TRUST'},\n",
              " '387': {'cik_str': 1123799, 'ticker': 'WIT', 'title': 'WIPRO LTD'},\n",
              " '388': {'cik_str': 1650107,\n",
              "  'ticker': 'CCEP',\n",
              "  'title': 'COCA-COLA EUROPACIFIC PARTNERS plc'},\n",
              " '389': {'cik_str': 1478242, 'ticker': 'IQV', 'title': 'IQVIA HOLDINGS INC.'},\n",
              " '390': {'cik_str': 40704, 'ticker': 'GIS', 'title': 'GENERAL MILLS INC'},\n",
              " '391': {'cik_str': 47111, 'ticker': 'HSY', 'title': 'HERSHEY CO'},\n",
              " '392': {'cik_str': 1300514, 'ticker': 'LVS', 'title': 'LAS VEGAS SANDS CORP'},\n",
              " '393': {'cik_str': 1446519,\n",
              "  'ticker': 'DKILY',\n",
              "  'title': 'Daikin Industries Ltd'},\n",
              " '394': {'cik_str': 1404655, 'ticker': 'HUBS', 'title': 'HUBSPOT INC'},\n",
              " '395': {'cik_str': 1393052, 'ticker': 'VEEV', 'title': 'VEEVA SYSTEMS INC'},\n",
              " '396': {'cik_str': 1565025, 'ticker': 'ABEV', 'title': 'AMBEV S.A.'},\n",
              " '397': {'cik_str': 1097362,\n",
              "  'ticker': 'SLF',\n",
              "  'title': 'SUN LIFE FINANCIAL INC'},\n",
              " '398': {'cik_str': 73309, 'ticker': 'NUE', 'title': 'NUCOR CORP'},\n",
              " '399': {'cik_str': 874716,\n",
              "  'ticker': 'IDXX',\n",
              "  'title': 'IDEXX LABORATORIES INC /DE'},\n",
              " '400': {'cik_str': 943819, 'ticker': 'RMD', 'title': 'RESMED INC'},\n",
              " '401': {'cik_str': 1697862, 'ticker': 'ARGX', 'title': 'ARGENX SE'},\n",
              " '402': {'cik_str': 1666700,\n",
              "  'ticker': 'DD',\n",
              "  'title': 'DuPont de Nemours, Inc.'},\n",
              " '403': {'cik_str': 874766,\n",
              "  'ticker': 'HIG',\n",
              "  'title': 'HARTFORD FINANCIAL SERVICES GROUP, INC.'},\n",
              " '404': {'cik_str': 827054,\n",
              "  'ticker': 'MCHP',\n",
              "  'title': 'MICROCHIP TECHNOLOGY INC'},\n",
              " '405': {'cik_str': 1315098, 'ticker': 'RBLX', 'title': 'Roblox Corp'},\n",
              " '406': {'cik_str': 1020569, 'ticker': 'IRM', 'title': 'IRON MOUNTAIN INC'},\n",
              " '407': {'cik_str': 943452,\n",
              "  'ticker': 'WAB',\n",
              "  'title': 'WESTINGHOUSE AIR BRAKE TECHNOLOGIES CORP'},\n",
              " '408': {'cik_str': 1823945,\n",
              "  'ticker': 'OWL',\n",
              "  'title': 'BLUE OWL CAPITAL INC.'},\n",
              " '409': {'cik_str': 1471055,\n",
              "  'ticker': 'BSBR',\n",
              "  'title': 'Banco Santander (Brasil) S.A.'},\n",
              " '410': {'cik_str': 1047862,\n",
              "  'ticker': 'ED',\n",
              "  'title': 'CONSOLIDATED EDISON INC'},\n",
              " '411': {'cik_str': 1705696,\n",
              "  'ticker': 'VICI',\n",
              "  'title': 'VICI PROPERTIES INC.'},\n",
              " '412': {'cik_str': 49071, 'ticker': 'HUM', 'title': 'HUMANA INC'},\n",
              " '413': {'cik_str': 1159508,\n",
              "  'ticker': 'DB',\n",
              "  'title': 'DEUTSCHE BANK AKTIENGESELLSCHAFT'},\n",
              " '414': {'cik_str': 720005,\n",
              "  'ticker': 'RJF',\n",
              "  'title': 'RAYMOND JAMES FINANCIAL INC'},\n",
              " '415': {'cik_str': 915912,\n",
              "  'ticker': 'AVB',\n",
              "  'title': 'AVALONBAY COMMUNITIES INC'},\n",
              " '416': {'cik_str': 1024478,\n",
              "  'ticker': 'ROK',\n",
              "  'title': 'ROCKWELL AUTOMATION, INC'},\n",
              " '417': {'cik_str': 815097, 'ticker': 'CCL', 'title': 'CARNIVAL CORP'},\n",
              " '418': {'cik_str': 936958,\n",
              "  'ticker': 'MDY',\n",
              "  'title': 'SPDR S&P MIDCAP 400 ETF TRUST'},\n",
              " '419': {'cik_str': 46619, 'ticker': 'HEI', 'title': 'HEICO CORP'},\n",
              " '420': {'cik_str': 827052, 'ticker': 'EIX', 'title': 'EDISON INTERNATIONAL'},\n",
              " '421': {'cik_str': 850918,\n",
              "  'ticker': 'GWLIF',\n",
              "  'title': 'GREAT-WEST LIFECO INC.'},\n",
              " '422': {'cik_str': 65984, 'ticker': 'ETR', 'title': 'ENTERGY CORP /DE/'},\n",
              " '423': {'cik_str': 1700171, 'ticker': 'ANYYY', 'title': 'Aena S.A./ADR'},\n",
              " '424': {'cik_str': 35527, 'ticker': 'FITB', 'title': 'FIFTH THIRD BANCORP'},\n",
              " '425': {'cik_str': 1140536,\n",
              "  'ticker': 'WTW',\n",
              "  'title': 'WILLIS TOWERS WATSON PLC'},\n",
              " '426': {'cik_str': 79282, 'ticker': 'BRO', 'title': 'BROWN & BROWN, INC.'},\n",
              " '427': {'cik_str': 915191,\n",
              "  'ticker': 'FRFHF',\n",
              "  'title': 'FAIRFAX FINANCIAL HOLDINGS LTD/ CAN'},\n",
              " '428': {'cik_str': 1450468,\n",
              "  'ticker': 'MRAAY',\n",
              "  'title': 'Murata Manufacturing Co., Ltd./ADR'},\n",
              " '429': {'cik_str': 946581,\n",
              "  'ticker': 'TTWO',\n",
              "  'title': 'TAKE TWO INTERACTIVE SOFTWARE INC'},\n",
              " '430': {'cik_str': 1811074,\n",
              "  'ticker': 'TPL',\n",
              "  'title': 'Texas Pacific Land Corp'},\n",
              " '431': {'cik_str': 1178670,\n",
              "  'ticker': 'ALNY',\n",
              "  'title': 'ALNYLAM PHARMACEUTICALS, INC.'},\n",
              " '432': {'cik_str': 1751788, 'ticker': 'DOW', 'title': 'DOW INC.'},\n",
              " '433': {'cik_str': 33185, 'ticker': 'EFX', 'title': 'EQUIFAX INC'},\n",
              " '434': {'cik_str': 783325,\n",
              "  'ticker': 'WEC',\n",
              "  'title': 'WEC ENERGY GROUP, INC.'},\n",
              " '435': {'cik_str': 1618756,\n",
              "  'ticker': 'QSR',\n",
              "  'title': 'Restaurant Brands International Inc.'},\n",
              " '436': {'cik_str': 1713683, 'ticker': 'ZS', 'title': 'Zscaler, Inc.'},\n",
              " '437': {'cik_str': 1477333, 'ticker': 'NET', 'title': 'Cloudflare, Inc.'},\n",
              " '438': {'cik_str': 798941,\n",
              "  'ticker': 'FCNCA',\n",
              "  'title': 'FIRST CITIZENS BANCSHARES INC /DE/'},\n",
              " '439': {'cik_str': 1093557, 'ticker': 'DXCM', 'title': 'DEXCOM INC'},\n",
              " '440': {'cik_str': 100517,\n",
              "  'ticker': 'UAL',\n",
              "  'title': 'United Airlines Holdings, Inc.'},\n",
              " '441': {'cik_str': 1335258,\n",
              "  'ticker': 'LYV',\n",
              "  'title': 'Live Nation Entertainment, Inc.'},\n",
              " '442': {'cik_str': 1524472, 'ticker': 'XYL', 'title': 'Xylem Inc.'},\n",
              " '443': {'cik_str': 916365,\n",
              "  'ticker': 'TSCO',\n",
              "  'title': 'TRACTOR SUPPLY CO /DE/'},\n",
              " '444': {'cik_str': 1123360, 'ticker': 'GPN', 'title': 'GLOBAL PAYMENTS INC'},\n",
              " '445': {'cik_str': 1132924,\n",
              "  'ticker': 'CHT',\n",
              "  'title': 'CHUNGHWA TELECOM CO LTD'},\n",
              " '446': {'cik_str': 1057352, 'ticker': 'CSGP', 'title': 'COSTAR GROUP, INC.'},\n",
              " '447': {'cik_str': 1329099, 'ticker': 'BIDU', 'title': 'Baidu, Inc.'},\n",
              " '448': {'cik_str': 1065088, 'ticker': 'EBAY', 'title': 'EBAY INC'},\n",
              " '449': {'cik_str': 756894, 'ticker': 'GOLD', 'title': 'BARRICK GOLD CORP'},\n",
              " '450': {'cik_str': 844551,\n",
              "  'ticker': 'WDS',\n",
              "  'title': 'WOODSIDE ENERGY GROUP LTD'},\n",
              " '451': {'cik_str': 1013462, 'ticker': 'ANSS', 'title': 'ANSYS INC'},\n",
              " '452': {'cik_str': 1671750,\n",
              "  'ticker': 'DSCSY',\n",
              "  'title': 'Disco Corporation/ADR'},\n",
              " '453': {'cik_str': 1071739, 'ticker': 'CNC', 'title': 'CENTENE CORP'},\n",
              " '454': {'cik_str': 721371, 'ticker': 'CAH', 'title': 'CARDINAL HEALTH INC'},\n",
              " '455': {'cik_str': 906107, 'ticker': 'EQR', 'title': 'EQUITY RESIDENTIAL'},\n",
              " '456': {'cik_str': 1445465, 'ticker': 'PPRUY', 'title': 'Kering'},\n",
              " '457': {'cik_str': 1475260, 'ticker': 'CVE', 'title': 'CENOVUS ENERGY INC.'},\n",
              " '458': {'cik_str': 79879, 'ticker': 'PPG', 'title': 'PPG INDUSTRIES INC'},\n",
              " '459': {'cik_str': 1758730, 'ticker': 'TW', 'title': 'Tradeweb Markets Inc.'},\n",
              " '460': {'cik_str': 1783879,\n",
              "  'ticker': 'HOOD',\n",
              "  'title': 'Robinhood Markets, Inc.'},\n",
              " '461': {'cik_str': 1690820, 'ticker': 'CVNA', 'title': 'CARVANA CO.'},\n",
              " '462': {'cik_str': 1125259, 'ticker': 'CUK', 'title': 'CARNIVAL PLC'},\n",
              " '463': {'cik_str': 55067, 'ticker': 'K', 'title': 'KELLANOVA'},\n",
              " '464': {'cik_str': 93751, 'ticker': 'STT', 'title': 'STATE STREET CORP'},\n",
              " '465': {'cik_str': 1468522, 'ticker': 'FER', 'title': 'Ferrovial SE'},\n",
              " '466': {'cik_str': 906163, 'ticker': 'NVR', 'title': 'NVR INC'},\n",
              " '467': {'cik_str': 29905, 'ticker': 'DOV', 'title': 'DOVER Corp'},\n",
              " '468': {'cik_str': 1642896, 'ticker': 'IOT', 'title': 'Samsara Inc.'},\n",
              " '469': {'cik_str': 1097864, 'ticker': 'ON', 'title': 'ON SEMICONDUCTOR CORP'},\n",
              " '470': {'cik_str': 1021020,\n",
              "  'ticker': 'OEZVY',\n",
              "  'title': 'OSTERREICHISCHE ELEKTRIZITATSWIRTSCHAFTS /FI'},\n",
              " '471': {'cik_str': 1280452,\n",
              "  'ticker': 'MPWR',\n",
              "  'title': 'MONOLITHIC POWER SYSTEMS INC'},\n",
              " '472': {'cik_str': 1645590,\n",
              "  'ticker': 'HPE',\n",
              "  'title': 'Hewlett Packard Enterprise Co'},\n",
              " '473': {'cik_str': 1805284,\n",
              "  'ticker': 'RKT',\n",
              "  'title': 'Rocket Companies, Inc.'},\n",
              " '474': {'cik_str': 1489393,\n",
              "  'ticker': 'LYB',\n",
              "  'title': 'LyondellBasell Industries N.V.'},\n",
              " '475': {'cik_str': 717826,\n",
              "  'ticker': 'ERIC',\n",
              "  'title': 'ERICSSON LM TELEPHONE CO'},\n",
              " '476': {'cik_str': 1131345, 'ticker': 'NVZMY', 'title': 'NOVOZYMES AS/FI'},\n",
              " '477': {'cik_str': 1323404,\n",
              "  'ticker': 'WPM',\n",
              "  'title': 'Wheaton Precious Metals Corp.'},\n",
              " '478': {'cik_str': 740260, 'ticker': 'VTR', 'title': 'Ventas, Inc.'},\n",
              " '479': {'cik_str': 313927,\n",
              "  'ticker': 'CHD',\n",
              "  'title': 'CHURCH & DWIGHT CO INC /DE/'},\n",
              " '480': {'cik_str': 910521, 'ticker': 'DECK', 'title': 'DECKERS OUTDOOR CORP'},\n",
              " '481': {'cik_str': 2005951, 'ticker': 'SW', 'title': 'Smurfit Westrock plc'},\n",
              " '482': {'cik_str': 1383312,\n",
              "  'ticker': 'BR',\n",
              "  'title': 'BROADRIDGE FINANCIAL SOLUTIONS, INC.'},\n",
              " '483': {'cik_str': 822416, 'ticker': 'PHM', 'title': 'PULTEGROUP INC/MI/'},\n",
              " '484': {'cik_str': 1113169,\n",
              "  'ticker': 'TROW',\n",
              "  'title': 'PRICE T ROWE GROUP INC'},\n",
              " '485': {'cik_str': 45012, 'ticker': 'HAL', 'title': 'HALLIBURTON CO'},\n",
              " '486': {'cik_str': 1410636,\n",
              "  'ticker': 'AWK',\n",
              "  'title': 'American Water Works Company, Inc.'},\n",
              " '487': {'cik_str': 1601046,\n",
              "  'ticker': 'KEYS',\n",
              "  'title': 'Keysight Technologies, Inc.'},\n",
              " '488': {'cik_str': 1659166, 'ticker': 'FTV', 'title': 'Fortive Corp'},\n",
              " '489': {'cik_str': 1050952, 'ticker': 'PUBGY', 'title': 'PUBLICIS GROUPE SA'},\n",
              " '490': {'cik_str': 800365,\n",
              "  'ticker': 'FUJIY',\n",
              "  'title': 'FUJI PHOTO FILM CO LTD /FI'},\n",
              " '491': {'cik_str': 7084,\n",
              "  'ticker': 'ADM',\n",
              "  'title': 'Archer-Daniels-Midland Co'},\n",
              " '492': {'cik_str': 1609711, 'ticker': 'GDDY', 'title': 'GoDaddy Inc.'},\n",
              " '493': {'cik_str': 1383650,\n",
              "  'ticker': 'CQP',\n",
              "  'title': 'Cheniere Energy Partners, L.P.'},\n",
              " '494': {'cik_str': 860731,\n",
              "  'ticker': 'TYL',\n",
              "  'title': 'TYLER TECHNOLOGIES INC'},\n",
              " '495': {'cik_str': 33213, 'ticker': 'EQT', 'title': 'EQT Corp'},\n",
              " '496': {'cik_str': 49196,\n",
              "  'ticker': 'HBAN',\n",
              "  'title': 'HUNTINGTON BANCSHARES INC /MD/'},\n",
              " '497': {'cik_str': 1175454, 'ticker': 'CPAY', 'title': 'CORPAY, INC.'},\n",
              " '498': {'cik_str': 1967680, 'ticker': 'VLTO', 'title': 'Veralto Corp'},\n",
              " '499': {'cik_str': 1601712, 'ticker': 'SYF', 'title': 'Synchrony Financial'},\n",
              " '500': {'cik_str': 814052, 'ticker': 'TEF', 'title': 'TELEFONICA S A'},\n",
              " '501': {'cik_str': 1446705, 'ticker': 'NTDTY', 'title': 'NTT Data Corp'},\n",
              " '502': {'cik_str': 1090012, 'ticker': 'DVN', 'title': 'DEVON ENERGY CORP/DE'},\n",
              " '503': {'cik_str': 1037646,\n",
              "  'ticker': 'MTD',\n",
              "  'title': 'METTLER TOLEDO INTERNATIONAL INC/'},\n",
              " '504': {'cik_str': 1585521,\n",
              "  'ticker': 'ZM',\n",
              "  'title': 'Zoom Video Communications, Inc.'},\n",
              " '505': {'cik_str': 922224, 'ticker': 'PPL', 'title': 'PPL Corp'},\n",
              " '506': {'cik_str': 936340, 'ticker': 'DTE', 'title': 'DTE ENERGY CO'},\n",
              " '507': {'cik_str': 718940, 'ticker': 'BCE', 'title': 'BCE INC'},\n",
              " '508': {'cik_str': 1070304, 'ticker': 'IX', 'title': 'ORIX CORP'},\n",
              " '509': {'cik_str': 1446596, 'ticker': 'FANUY', 'title': 'Fanuc Ltd'},\n",
              " '510': {'cik_str': 313216,\n",
              "  'ticker': 'PHG',\n",
              "  'title': 'KONINKLIJKE PHILIPS NV'},\n",
              " '511': {'cik_str': 1038683,\n",
              "  'ticker': 'RYAAY',\n",
              "  'title': 'RYANAIR HOLDINGS PLC'},\n",
              " '512': {'cik_str': 1445930,\n",
              "  'ticker': 'KB',\n",
              "  'title': 'KB Financial Group Inc.'},\n",
              " '513': {'cik_str': 1002910, 'ticker': 'AEE', 'title': 'AMEREN CORP'},\n",
              " '514': {'cik_str': 1061574, 'ticker': 'GIB', 'title': 'CGI INC'},\n",
              " '515': {'cik_str': 924613, 'ticker': 'NOK', 'title': 'NOKIA CORP'},\n",
              " '516': {'cik_str': 84839, 'ticker': 'ROL', 'title': 'ROLLINS INC'},\n",
              " '517': {'cik_str': 1809587, 'ticker': 'BEKE', 'title': 'KE Holdings Inc.'},\n",
              " '518': {'cik_str': 1546066,\n",
              "  'ticker': 'PBA',\n",
              "  'title': 'PEMBINA PIPELINE CORP'},\n",
              " '519': {'cik_str': 1002047, 'ticker': 'NTAP', 'title': 'NetApp, Inc.'},\n",
              " '520': {'cik_str': 1160330, 'ticker': 'BBD', 'title': 'BANK BRADESCO'},\n",
              " '521': {'cik_str': 1281761,\n",
              "  'ticker': 'RF',\n",
              "  'title': 'REGIONS FINANCIAL CORP'},\n",
              " '522': {'cik_str': 1031296, 'ticker': 'FE', 'title': 'FIRSTENERGY CORP'},\n",
              " '523': {'cik_str': 1791706, 'ticker': 'LI', 'title': 'Li Auto Inc.'},\n",
              " '524': {'cik_str': 20286,\n",
              "  'ticker': 'CINF',\n",
              "  'title': 'CINCINNATI FINANCIAL CORP'},\n",
              " '525': {'cik_str': 48898, 'ticker': 'HUBB', 'title': 'HUBBELL INC'},\n",
              " '526': {'cik_str': 1034054,\n",
              "  'ticker': 'SBAC',\n",
              "  'title': 'SBA COMMUNICATIONS CORP'},\n",
              " '527': {'cik_str': 1776985, 'ticker': 'BNTX', 'title': 'BioNTech SE'},\n",
              " '528': {'cik_str': 1402057, 'ticker': 'CDW', 'title': 'CDW Corp'},\n",
              " '529': {'cik_str': 1937926,\n",
              "  'ticker': 'BAM',\n",
              "  'title': 'Brookfield Asset Management Ltd.'},\n",
              " '530': {'cik_str': 875045, 'ticker': 'BIIB', 'title': 'BIOGEN INC.'},\n",
              " '531': {'cik_str': 1397911,\n",
              "  'ticker': 'LPLA',\n",
              "  'title': 'LPL Financial Holdings Inc.'},\n",
              " '532': {'cik_str': 1880661, 'ticker': 'TPG', 'title': 'TPG Inc.'},\n",
              " '533': {'cik_str': 1009001, 'ticker': 'CCJ', 'title': 'CAMECO CORP'},\n",
              " '534': {'cik_str': 1764757, 'ticker': 'DIDIY', 'title': 'DiDi Global Inc.'},\n",
              " '535': {'cik_str': 1650164, 'ticker': 'TOST', 'title': 'Toast, Inc.'},\n",
              " '536': {'cik_str': 100493, 'ticker': 'TSN', 'title': 'TYSON FOODS, INC.'},\n",
              " '537': {'cik_str': 1324424, 'ticker': 'EXPE', 'title': 'Expedia Group, Inc.'},\n",
              " '538': {'cik_str': 105634, 'ticker': 'EME', 'title': 'EMCOR Group, Inc.'},\n",
              " '539': {'cik_str': 886986, 'ticker': 'TECK', 'title': 'TECK RESOURCES LTD'},\n",
              " '540': {'cik_str': 839923,\n",
              "  'ticker': 'VOD',\n",
              "  'title': 'VODAFONE GROUP PUBLIC LTD CO'},\n",
              " '541': {'cik_str': 105770,\n",
              "  'ticker': 'WST',\n",
              "  'title': 'WEST PHARMACEUTICAL SERVICES INC'},\n",
              " '542': {'cik_str': 11544, 'ticker': 'WRB', 'title': 'BERKLEY W R CORP'},\n",
              " '543': {'cik_str': 1001250,\n",
              "  'ticker': 'EL',\n",
              "  'title': 'ESTEE LAUDER COMPANIES INC'},\n",
              " '544': {'cik_str': 1725964, 'ticker': 'NTR', 'title': 'Nutrien Ltd.'},\n",
              " '545': {'cik_str': 1709048, 'ticker': 'GFS', 'title': 'GLOBALFOUNDRIES Inc.'},\n",
              " '546': {'cik_str': 1400691,\n",
              "  'ticker': 'HDELY',\n",
              "  'title': 'HeidelbergCement AG'},\n",
              " '547': {'cik_str': 857005, 'ticker': 'PTC', 'title': 'PTC INC.'},\n",
              " '548': {'cik_str': 868675, 'ticker': 'TU', 'title': 'TELUS CORP'},\n",
              " '549': {'cik_str': 932787,\n",
              "  'ticker': 'STM',\n",
              "  'title': 'STMicroelectronics N.V.'},\n",
              " '550': {'cik_str': 72741, 'ticker': 'ES', 'title': 'EVERSOURCE ENERGY'},\n",
              " '551': {'cik_str': 1437107,\n",
              "  'ticker': 'WBD',\n",
              "  'title': 'Warner Bros. Discovery, Inc.'},\n",
              " '552': {'cik_str': 731802, 'ticker': 'ATO', 'title': 'ATMOS ENERGY CORP'},\n",
              " '553': {'cik_str': 106535, 'ticker': 'WY', 'title': 'WEYERHAEUSER CO'},\n",
              " '554': {'cik_str': 1136869,\n",
              "  'ticker': 'ZBH',\n",
              "  'title': 'ZIMMER BIOMET HOLDINGS, INC.'},\n",
              " '555': {'cik_str': 51253,\n",
              "  'ticker': 'IFF',\n",
              "  'title': 'INTERNATIONAL FLAVORS & FRAGRANCES INC'},\n",
              " '556': {'cik_str': 1456346, 'ticker': 'FNV', 'title': 'FRANCO NEVADA Corp'},\n",
              " '557': {'cik_str': 1666175, 'ticker': 'FTS', 'title': 'Fortis Inc.'},\n",
              " '558': {'cik_str': 895126, 'ticker': 'EXE', 'title': 'EXPAND ENERGY Corp'},\n",
              " '559': {'cik_str': 1094285,\n",
              "  'ticker': 'TDY',\n",
              "  'title': 'TELEDYNE TECHNOLOGIES INC'},\n",
              " '560': {'cik_str': 1096343, 'ticker': 'MKL', 'title': 'MARKEL GROUP INC.'},\n",
              " '561': {'cik_str': 1713445, 'ticker': 'RDDT', 'title': 'Reddit, Inc.'},\n",
              " '562': {'cik_str': 1757898, 'ticker': 'STE', 'title': 'STERIS plc'},\n",
              " '563': {'cik_str': 1069202,\n",
              "  'ticker': 'LII',\n",
              "  'title': 'LENNOX INTERNATIONAL INC'},\n",
              " '564': {'cik_str': 1985487,\n",
              "  'ticker': 'KSPI',\n",
              "  'title': 'Joint Stock Co Kaspi.kz'},\n",
              " '565': {'cik_str': 1336920,\n",
              "  'ticker': 'LDOS',\n",
              "  'title': 'Leidos Holdings, Inc.'},\n",
              " '566': {'cik_str': 106040, 'ticker': 'WDC', 'title': 'WESTERN DIGITAL CORP'},\n",
              " '567': {'cik_str': 1110803, 'ticker': 'ILMN', 'title': 'ILLUMINA, INC.'},\n",
              " '568': {'cik_str': 1116578, 'ticker': 'PUK', 'title': 'PRUDENTIAL PLC'},\n",
              " '569': {'cik_str': 1000697, 'ticker': 'WAT', 'title': 'WATERS CORP /DE/'},\n",
              " '570': {'cik_str': 1669414,\n",
              "  'ticker': 'SMPNY',\n",
              "  'title': 'Sompo Japan Nipponkoa Holdings, Inc./ADR'},\n",
              " '571': {'cik_str': 73124, 'ticker': 'NTRS', 'title': 'NORTHERN TRUST CORP'},\n",
              " '572': {'cik_str': 1093028,\n",
              "  'ticker': 'EJPRY',\n",
              "  'title': 'EAST JAPAN RAILWAY CO /FI'},\n",
              " '573': {'cik_str': 1022671, 'ticker': 'STLD', 'title': 'STEEL DYNAMICS INC'},\n",
              " '574': {'cik_str': 75677,\n",
              "  'ticker': 'PKG',\n",
              "  'title': 'PACKAGING CORP OF AMERICA'},\n",
              " '575': {'cik_str': 922621, 'ticker': 'ERIE', 'title': 'ERIE INDEMNITY CO'},\n",
              " '576': {'cik_str': 1374310,\n",
              "  'ticker': 'CBOE',\n",
              "  'title': 'Cboe Global Markets, Inc.'},\n",
              " '577': {'cik_str': 1651308, 'ticker': 'BGNE', 'title': 'BeiGene, Ltd.'},\n",
              " '578': {'cik_str': 105016, 'ticker': 'WSO', 'title': 'WATSCO INC'},\n",
              " '579': {'cik_str': 21076, 'ticker': 'CLX', 'title': 'CLOROX CO /DE/'},\n",
              " '580': {'cik_str': 1122411,\n",
              "  'ticker': 'ASX',\n",
              "  'title': 'ASE Technology Holding Co., Ltd.'},\n",
              " '581': {'cik_str': 1158967, 'ticker': 'NJDCY', 'title': 'NIDEC CORP'},\n",
              " '582': {'cik_str': 1417663,\n",
              "  'ticker': 'SNWV',\n",
              "  'title': 'SANUWAVE Health, Inc.'},\n",
              " '583': {'cik_str': 1687229,\n",
              "  'ticker': 'INVH',\n",
              "  'title': 'Invitation Homes Inc.'},\n",
              " '584': {'cik_str': 1274494, 'ticker': 'FSLR', 'title': 'FIRST SOLAR, INC.'},\n",
              " '585': {'cik_str': 1190723, 'ticker': 'TS', 'title': 'TENARIS SA'},\n",
              " '586': {'cik_str': 1511737, 'ticker': 'UI', 'title': 'Ubiquiti Inc.'},\n",
              " '587': {'cik_str': 759944,\n",
              "  'ticker': 'CFG',\n",
              "  'title': 'CITIZENS FINANCIAL GROUP INC/RI'},\n",
              " '588': {'cik_str': 1137789,\n",
              "  'ticker': 'STX',\n",
              "  'title': 'Seagate Technology Holdings plc'},\n",
              " '589': {'cik_str': 811156, 'ticker': 'CMS', 'title': 'CMS ENERGY CORP'},\n",
              " '590': {'cik_str': 1441816, 'ticker': 'MDB', 'title': 'MongoDB, Inc.'},\n",
              " '591': {'cik_str': 1316835,\n",
              "  'ticker': 'BLDR',\n",
              "  'title': 'Builders FirstSource, Inc.'},\n",
              " '592': {'cik_str': 790051,\n",
              "  'ticker': 'CSL',\n",
              "  'title': 'CARLISLE COMPANIES INC'},\n",
              " '593': {'cik_str': 1754301, 'ticker': 'FOXA', 'title': 'Fox Corp'},\n",
              " '594': {'cik_str': 1334687,\n",
              "  'ticker': 'CJPRY',\n",
              "  'title': 'CENTRAL JAPAN RAILWAY CO'},\n",
              " '595': {'cik_str': 920522,\n",
              "  'ticker': 'ESS',\n",
              "  'title': 'ESSEX PROPERTY TRUST, INC.'},\n",
              " '596': {'cik_str': 63754, 'ticker': 'MKC', 'title': 'MCCORMICK & CO INC'},\n",
              " '597': {'cik_str': 764478, 'ticker': 'BBY', 'title': 'BEST BUY CO INC'},\n",
              " '598': {'cik_str': 877212,\n",
              "  'ticker': 'ZBRA',\n",
              "  'title': 'ZEBRA TECHNOLOGIES CORP'},\n",
              " '599': {'cik_str': 711404,\n",
              "  'ticker': 'COO',\n",
              "  'title': 'COOPER COMPANIES, INC.'},\n",
              " '600': {'cik_str': 1130310,\n",
              "  'ticker': 'CNP',\n",
              "  'title': 'CENTERPOINT ENERGY INC'},\n",
              " '601': {'cik_str': 1126328,\n",
              "  'ticker': 'PFG',\n",
              "  'title': 'PRINCIPAL FINANCIAL GROUP INC'},\n",
              " '602': {'cik_str': 51434,\n",
              "  'ticker': 'IP',\n",
              "  'title': 'INTERNATIONAL PAPER CO /NEW/'},\n",
              " '603': {'cik_str': 940944,\n",
              "  'ticker': 'DRI',\n",
              "  'title': 'DARDEN RESTAURANTS INC'},\n",
              " '604': {'cik_str': 1243429, 'ticker': 'MT', 'title': 'ArcelorMittal'},\n",
              " '605': {'cik_str': 920148, 'ticker': 'LH', 'title': 'LABCORP HOLDINGS INC.'},\n",
              " '606': {'cik_str': 92380, 'ticker': 'LUV', 'title': 'SOUTHWEST AIRLINES CO'},\n",
              " '607': {'cik_str': 1745201, 'ticker': 'VIK', 'title': 'Viking Holdings Ltd'},\n",
              " '608': {'cik_str': 733099,\n",
              "  'ticker': 'RCI',\n",
              "  'title': 'ROGERS COMMUNICATIONS INC'},\n",
              " '609': {'cik_str': 1263043,\n",
              "  'ticker': 'SHG',\n",
              "  'title': 'SHINHAN FINANCIAL GROUP CO LTD'},\n",
              " '610': {'cik_str': 1604821, 'ticker': 'NTRA', 'title': 'Natera, Inc.'},\n",
              " '611': {'cik_str': 1015922,\n",
              "  'ticker': 'CHKP',\n",
              "  'title': 'CHECK POINT SOFTWARE TECHNOLOGIES LTD'},\n",
              " '612': {'cik_str': 1443646,\n",
              "  'ticker': 'BAH',\n",
              "  'title': 'Booz Allen Hamilton Holding Corp'},\n",
              " '613': {'cik_str': 1446437, 'ticker': 'YAHOY', 'title': 'Yahoo! Japan Corp'},\n",
              " '614': {'cik_str': 14693, 'ticker': 'BF-A', 'title': 'BROWN FORMAN CORP'},\n",
              " '615': {'cik_str': 1883685, 'ticker': 'DKNG', 'title': 'DraftKings Inc.'},\n",
              " '616': {'cik_str': 858446,\n",
              "  'ticker': 'IHG',\n",
              "  'title': 'INTERCONTINENTAL HOTELS GROUP PLC /NEW/'},\n",
              " '617': {'cik_str': 1506293, 'ticker': 'PINS', 'title': 'PINTEREST, INC.'},\n",
              " '618': {'cik_str': 912595,\n",
              "  'ticker': 'MAA',\n",
              "  'title': 'MID AMERICA APARTMENT COMMUNITIES INC.'},\n",
              " '619': {'cik_str': 1855612, 'ticker': 'GRAB', 'title': 'Grab Holdings Ltd'},\n",
              " '620': {'cik_str': 91576, 'ticker': 'KEY', 'title': 'KEYCORP /NEW/'},\n",
              " '621': {'cik_str': 29989, 'ticker': 'OMC', 'title': 'OMNICOM GROUP INC.'},\n",
              " '622': {'cik_str': 91440, 'ticker': 'SNA', 'title': 'Snap-on Inc'},\n",
              " '623': {'cik_str': 858470, 'ticker': 'CTRA', 'title': 'Coterra Energy Inc.'},\n",
              " '624': {'cik_str': 818686,\n",
              "  'ticker': 'TEVA',\n",
              "  'title': 'TEVA PHARMACEUTICAL INDUSTRIES LTD'},\n",
              " '625': {'cik_str': 1552033, 'ticker': 'TRU', 'title': 'TransUnion'},\n",
              " '626': {'cik_str': 1013871, 'ticker': 'NRG', 'title': 'NRG ENERGY, INC.'},\n",
              " '627': {'cik_str': 1618732, 'ticker': 'NTNX', 'title': 'Nutanix, Inc.'},\n",
              " '628': {'cik_str': 1069347,\n",
              "  'ticker': 'SGSOY',\n",
              "  'title': 'SGS SOCIETE GENERALE DE SURVEILLANCE HOLDING SA /FI'},\n",
              " '629': {'cik_str': 1849253,\n",
              "  'ticker': 'RYAN',\n",
              "  'title': 'RYAN SPECIALTY HOLDINGS, INC.'},\n",
              " '630': {'cik_str': 728535,\n",
              "  'ticker': 'JBHT',\n",
              "  'title': 'HUNT J B TRANSPORT SERVICES INC'},\n",
              " '631': {'cik_str': 1035443,\n",
              "  'ticker': 'ARE',\n",
              "  'title': 'ALEXANDRIA REAL ESTATE EQUITIES, INC.'},\n",
              " '632': {'cik_str': 1145197, 'ticker': 'PODD', 'title': 'INSULET CORP'},\n",
              " '633': {'cik_str': 1013237,\n",
              "  'ticker': 'FDS',\n",
              "  'title': 'FACTSET RESEARCH SYSTEMS INC'},\n",
              " '634': {'cik_str': 859737, 'ticker': 'HOLX', 'title': 'HOLOGIC INC'},\n",
              " '635': {'cik_str': 9389, 'ticker': 'BALL', 'title': 'BALL Corp'},\n",
              " '636': {'cik_str': 849399, 'ticker': 'GEN', 'title': 'Gen Digital Inc.'},\n",
              " '637': {'cik_str': 1402436,\n",
              "  'ticker': 'SSNC',\n",
              "  'title': 'SS&C Technologies Holdings Inc'},\n",
              " '638': {'cik_str': 1744676,\n",
              "  'ticker': 'TME',\n",
              "  'title': 'Tencent Music Entertainment Group'},\n",
              " '639': {'cik_str': 60086, 'ticker': 'L', 'title': 'LOEWS CORP'},\n",
              " '640': {'cik_str': 1378789, 'ticker': 'AER', 'title': 'AerCap Holdings N.V.'},\n",
              " '641': {'cik_str': 1527166, 'ticker': 'CG', 'title': 'Carlyle Group Inc.'},\n",
              " '642': {'cik_str': 1673358,\n",
              "  'ticker': 'YUMC',\n",
              "  'title': 'Yum China Holdings, Inc.'},\n",
              " '643': {'cik_str': 1022079,\n",
              "  'ticker': 'DGX',\n",
              "  'title': 'QUEST DIAGNOSTICS INC'},\n",
              " '644': {'cik_str': 1564408, 'ticker': 'SNAP', 'title': 'Snap Inc'},\n",
              " '645': {'cik_str': 77360, 'ticker': 'PNR', 'title': 'PENTAIR plc'},\n",
              " '646': {'cik_str': 1014473, 'ticker': 'VRSN', 'title': 'VERISIGN INC/CA'},\n",
              " '647': {'cik_str': 832101, 'ticker': 'IEX', 'title': 'IDEX CORP /DE/'},\n",
              " '648': {'cik_str': 110621,\n",
              "  'ticker': 'RPM',\n",
              "  'title': 'RPM INTERNATIONAL INC/DE/'},\n",
              " '649': {'cik_str': 1820953,\n",
              "  'ticker': 'AFRM',\n",
              "  'title': 'Affirm Holdings, Inc.'},\n",
              " '650': {'cik_str': 1163653, 'ticker': 'NMR', 'title': 'NOMURA HOLDINGS INC'},\n",
              " '651': {'cik_str': 52988, 'ticker': 'J', 'title': 'JACOBS SOLUTIONS INC.'},\n",
              " '652': {'cik_str': 1837240, 'ticker': 'SYM', 'title': 'Symbotic Inc.'},\n",
              " '653': {'cik_str': 1403568, 'ticker': 'ULTA', 'title': 'Ulta Beauty, Inc.'},\n",
              " '654': {'cik_str': 1889539,\n",
              "  'ticker': 'CRBG',\n",
              "  'title': 'Corebridge Financial, Inc.'},\n",
              " '655': {'cik_str': 1780232,\n",
              "  'ticker': 'GFL',\n",
              "  'title': 'GFL Environmental Inc.'},\n",
              " '656': {'cik_str': 1046102, 'ticker': 'RBA', 'title': 'RB GLOBAL INC.'},\n",
              " '657': {'cik_str': 1033767,\n",
              "  'ticker': 'UMC',\n",
              "  'title': 'UNITED MICROELECTRONICS CORP'},\n",
              " '658': {'cik_str': 40987, 'ticker': 'GPC', 'title': 'GENUINE PARTS CO'},\n",
              " '659': {'cik_str': 864749, 'ticker': 'TRMB', 'title': 'TRIMBLE INC.'},\n",
              " '660': {'cik_str': 1579298,\n",
              "  'ticker': 'BURL',\n",
              "  'title': 'Burlington Stores, Inc.'},\n",
              " '661': {'cik_str': 1319161,\n",
              "  'ticker': 'WMG',\n",
              "  'title': 'Warner Music Group Corp.'},\n",
              " '662': {'cik_str': 910631,\n",
              "  'ticker': 'KOF',\n",
              "  'title': 'COCA COLA FEMSA SAB DE CV'},\n",
              " '663': {'cik_str': 1111711, 'ticker': 'NI', 'title': 'NISOURCE INC.'},\n",
              " '664': {'cik_str': 746515,\n",
              "  'ticker': 'EXPD',\n",
              "  'title': 'EXPEDITORS INTERNATIONAL OF WASHINGTON INC'},\n",
              " '665': {'cik_str': 1677250,\n",
              "  'ticker': 'ZTO',\n",
              "  'title': 'ZTO Express (Cayman) Inc.'},\n",
              " '666': {'cik_str': 1166003, 'ticker': 'XPO', 'title': 'XPO, Inc.'},\n",
              " '667': {'cik_str': 1097149,\n",
              "  'ticker': 'ALGN',\n",
              "  'title': 'ALIGN TECHNOLOGY INC'},\n",
              " '668': {'cik_str': 1564708, 'ticker': 'NWSA', 'title': 'NEWS CORP'},\n",
              " '669': {'cik_str': 62996, 'ticker': 'MAS', 'title': 'MASCO CORP /DE/'},\n",
              " '670': {'cik_str': 1179929,\n",
              "  'ticker': 'MOH',\n",
              "  'title': 'MOLINA HEALTHCARE, INC.'},\n",
              " '671': {'cik_str': 1858985, 'ticker': 'ONON', 'title': 'On Holding AG'},\n",
              " '672': {'cik_str': 1617640, 'ticker': 'ZG', 'title': 'ZILLOW GROUP, INC.'},\n",
              " '673': {'cik_str': 879101, 'ticker': 'KIM', 'title': 'KIMCO REALTY CORP'},\n",
              " '674': {'cik_str': 861884, 'ticker': 'RS', 'title': 'RELIANCE, INC.'},\n",
              " '675': {'cik_str': 97210, 'ticker': 'TER', 'title': 'TERADYNE, INC'},\n",
              " '676': {'cik_str': 1056696,\n",
              "  'ticker': 'MANH',\n",
              "  'title': 'MANHATTAN ASSOCIATES INC'},\n",
              " '677': {'cik_str': 1533232,\n",
              "  'ticker': 'BEP',\n",
              "  'title': 'Brookfield Renewable Partners L.P.'},\n",
              " '678': {'cik_str': 29534, 'ticker': 'DG', 'title': 'DOLLAR GENERAL CORP'},\n",
              " '679': {'cik_str': 912593, 'ticker': 'SUI', 'title': 'SUN COMMUNITIES INC'},\n",
              " '680': {'cik_str': 1370946, 'ticker': 'OC', 'title': 'Owens Corning'},\n",
              " '681': {'cik_str': 1331875,\n",
              "  'ticker': 'FNF',\n",
              "  'title': 'Fidelity National Financial, Inc.'},\n",
              " '682': {'cik_str': 74208, 'ticker': 'UDR', 'title': 'UDR, Inc.'},\n",
              " '683': {'cik_str': 719955, 'ticker': 'WSM', 'title': 'WILLIAMS SONOMA INC'},\n",
              " '684': {'cik_str': 10456,\n",
              "  'ticker': 'BAX',\n",
              "  'title': 'BAXTER INTERNATIONAL INC'},\n",
              " '685': {'cik_str': 1262823, 'ticker': 'WLK', 'title': 'WESTLAKE CORP'},\n",
              " '686': {'cik_str': 1444406, 'ticker': 'EC', 'title': 'ECOPETROL S.A.'},\n",
              " '687': {'cik_str': 48465, 'ticker': 'HRL', 'title': 'HORMEL FOODS CORP /DE/'},\n",
              " '688': {'cik_str': 1089063,\n",
              "  'ticker': 'DKS',\n",
              "  'title': \"DICK'S SPORTING GOODS, INC.\"},\n",
              " '689': {'cik_str': 1082554,\n",
              "  'ticker': 'UTHR',\n",
              "  'title': 'UNITED THERAPEUTICS Corp'},\n",
              " '690': {'cik_str': 1639438, 'ticker': 'CAVA', 'title': 'CAVA GROUP, INC.'},\n",
              " '691': {'cik_str': 1590364, 'ticker': 'FTAI', 'title': 'FTAI Aviation Ltd.'},\n",
              " '692': {'cik_str': 1528396,\n",
              "  'ticker': 'GWRE',\n",
              "  'title': 'Guidewire Software, Inc.'},\n",
              " '693': {'cik_str': 101778, 'ticker': 'MRO', 'title': 'MARATHON OIL CORP'},\n",
              " '694': {'cik_str': 1868159, 'ticker': 'LINE', 'title': 'Lineage, Inc.'},\n",
              " '695': {'cik_str': 1261333, 'ticker': 'DOCU', 'title': 'DOCUSIGN, INC.'},\n",
              " '696': {'cik_str': 8818, 'ticker': 'AVY', 'title': 'Avery Dennison Corp'},\n",
              " '697': {'cik_str': 1001807,\n",
              "  'ticker': 'TLK',\n",
              "  'title': 'PERUSAHAAN PERSEROAN PERSERO PT TELEKOMUNIKASI INDONESIA TBK'},\n",
              " '698': {'cik_str': 1095073, 'ticker': 'EG', 'title': 'EVEREST GROUP, LTD.'},\n",
              " '699': {'cik_str': 1562401,\n",
              "  'ticker': 'AMH',\n",
              "  'title': 'American Homes 4 Rent'},\n",
              " '700': {'cik_str': 217346, 'ticker': 'TXT', 'title': 'TEXTRON INC'},\n",
              " '701': {'cik_str': 1035983,\n",
              "  'ticker': 'FIX',\n",
              "  'title': 'COMFORT SYSTEMS USA INC'},\n",
              " '702': {'cik_str': 889132, 'ticker': 'PKX', 'title': 'POSCO HOLDINGS INC.'},\n",
              " '703': {'cik_str': 1159152,\n",
              "  'ticker': 'JHX',\n",
              "  'title': 'James Hardie Industries plc'},\n",
              " '704': {'cik_str': 1406234,\n",
              "  'ticker': 'BIP',\n",
              "  'title': 'Brookfield Infrastructure Partners L.P.'},\n",
              " '705': {'cik_str': 1474432, 'ticker': 'PSTG', 'title': 'Pure Storage, Inc.'},\n",
              " '706': {'cik_str': 1897982,\n",
              "  'ticker': 'AZPN',\n",
              "  'title': 'Aspen Technology, Inc.'},\n",
              " '707': {'cik_str': 1060955, 'ticker': 'ICLR', 'title': 'ICON PLC'},\n",
              " '708': {'cik_str': 352541, 'ticker': 'LNT', 'title': 'ALLIANT ENERGY CORP'},\n",
              " '709': {'cik_str': 1773383, 'ticker': 'DT', 'title': 'Dynatrace, Inc.'},\n",
              " '710': {'cik_str': 794170, 'ticker': 'TOL', 'title': 'Toll Brothers, Inc.'},\n",
              " '711': {'cik_str': 1039610,\n",
              "  'ticker': 'EDPFY',\n",
              "  'title': 'EDP ENERGIAS DE PORTUGAL SA'},\n",
              " '712': {'cik_str': 898174,\n",
              "  'ticker': 'RGA',\n",
              "  'title': 'REINSURANCE GROUP OF AMERICA INC'},\n",
              " '713': {'cik_str': 96223,\n",
              "  'ticker': 'JEF',\n",
              "  'title': 'Jefferies Financial Group Inc.'},\n",
              " '714': {'cik_str': 1802768, 'ticker': 'RPRX', 'title': 'Royalty Pharma plc'},\n",
              " '715': {'cik_str': 1792044, 'ticker': 'VTRS', 'title': 'Viatris Inc'},\n",
              " '716': {'cik_str': 42888, 'ticker': 'GGG', 'title': 'GRACO INC'},\n",
              " '717': {'cik_str': 1324404,\n",
              "  'ticker': 'CF',\n",
              "  'title': 'CF Industries Holdings, Inc.'},\n",
              " '718': {'cik_str': 1665918,\n",
              "  'ticker': 'USFD',\n",
              "  'title': 'US Foods Holding Corp.'},\n",
              " '719': {'cik_str': 1001290, 'ticker': 'BAP', 'title': 'CREDICORP LTD'},\n",
              " '720': {'cik_str': 1066119,\n",
              "  'ticker': 'VIV',\n",
              "  'title': 'TELEFONICA BRASIL S.A.'},\n",
              " '721': {'cik_str': 1286681, 'ticker': 'DPZ', 'title': 'DOMINOS PIZZA INC'},\n",
              " '722': {'cik_str': 1101302, 'ticker': 'ENTG', 'title': 'ENTEGRIS INC'},\n",
              " '723': {'cik_str': 1748790, 'ticker': 'AMCR', 'title': 'Amcor plc'},\n",
              " '724': {'cik_str': 1333986,\n",
              "  'ticker': 'EQH',\n",
              "  'title': 'Equitable Holdings, Inc.'},\n",
              " '725': {'cik_str': 1447669, 'ticker': 'TWLO', 'title': 'TWILIO INC'},\n",
              " '726': {'cik_str': 1468174, 'ticker': 'H', 'title': 'Hyatt Hotels Corp'},\n",
              " '727': {'cik_str': 1001474,\n",
              "  'ticker': 'KKPNY',\n",
              "  'title': 'KONINKLIJKE KPN N V'},\n",
              " '728': {'cik_str': 1818874,\n",
              "  'ticker': 'SOFI',\n",
              "  'title': 'SoFi Technologies, Inc.'},\n",
              " '729': {'cik_str': 726958,\n",
              "  'ticker': 'CASY',\n",
              "  'title': 'CASEYS GENERAL STORES INC'},\n",
              " '730': {'cik_str': 765880,\n",
              "  'ticker': 'DOC',\n",
              "  'title': 'HEALTHPEAK PROPERTIES, INC.'},\n",
              " '731': {'cik_str': 1711269, 'ticker': 'EVRG', 'title': 'Evergy, Inc.'},\n",
              " '732': {'cik_str': 879169, 'ticker': 'INCY', 'title': 'INCYTE CORP'},\n",
              " '733': {'cik_str': 72331, 'ticker': 'NDSN', 'title': 'NORDSON CORP'},\n",
              " '734': {'cik_str': 70318, 'ticker': 'THC', 'title': 'TENET HEALTHCARE CORP'},\n",
              " '735': {'cik_str': 1072397, 'ticker': 'BZLFY', 'title': 'BUNZL PLC'},\n",
              " '736': {'cik_str': 1289419, 'ticker': 'MORN', 'title': 'Morningstar, Inc.'},\n",
              " '737': {'cik_str': 1423902,\n",
              "  'ticker': 'WES',\n",
              "  'title': 'Western Midstream Partners, LP'},\n",
              " '738': {'cik_str': 866374, 'ticker': 'FLEX', 'title': 'FLEX LTD.'},\n",
              " '739': {'cik_str': 898293, 'ticker': 'JBL', 'title': 'JABIL INC'},\n",
              " '740': {'cik_str': 868857, 'ticker': 'ACM', 'title': 'AECOM'},\n",
              " '741': {'cik_str': 1069157,\n",
              "  'ticker': 'EWBC',\n",
              "  'title': 'EAST WEST BANCORP INC'},\n",
              " '742': {'cik_str': 895417,\n",
              "  'ticker': 'ELS',\n",
              "  'title': 'EQUITY LIFESTYLE PROPERTIES INC'},\n",
              " '743': {'cik_str': 820318, 'ticker': 'COHR', 'title': 'COHERENT CORP.'},\n",
              " '744': {'cik_str': 1450123, 'ticker': 'JBSAY', 'title': 'JBS S.A.'},\n",
              " '745': {'cik_str': 1682852, 'ticker': 'MRNA', 'title': 'Moderna, Inc.'},\n",
              " '746': {'cik_str': 1449566,\n",
              "  'ticker': 'WLMIY',\n",
              "  'title': 'Wilmar International Ltd'},\n",
              " '747': {'cik_str': 1575515,\n",
              "  'ticker': 'SFM',\n",
              "  'title': 'Sprouts Farmers Market, Inc.'},\n",
              " '748': {'cik_str': 1439124,\n",
              "  'ticker': 'EBR',\n",
              "  'title': 'BRAZILIAN ELECTRIC POWER CO'},\n",
              " '749': {'cik_str': 1031308, 'ticker': 'BSY', 'title': 'BENTLEY SYSTEMS INC'},\n",
              " '750': {'cik_str': 1957132, 'ticker': 'SN', 'title': 'SharkNinja, Inc.'},\n",
              " '751': {'cik_str': 935703, 'ticker': 'DLTR', 'title': 'DOLLAR TREE, INC.'},\n",
              " '752': {'cik_str': 1722482, 'ticker': 'AVTR', 'title': 'Avantor, Inc.'},\n",
              " '753': {'cik_str': 904851, 'ticker': 'YPF', 'title': 'YPF SOCIEDAD ANONIMA'},\n",
              " '754': {'cik_str': 1048695, 'ticker': 'FFIV', 'title': 'F5, INC.'},\n",
              " '755': {'cik_str': 1634997, 'ticker': 'AGR', 'title': 'Avangrid, Inc.'},\n",
              " '756': {'cik_str': 1287750, 'ticker': 'ARCC', 'title': 'ARES CAPITAL CORP'},\n",
              " '757': {'cik_str': 1177702, 'ticker': 'SAIA', 'title': 'SAIA INC'},\n",
              " '758': {'cik_str': 1599298,\n",
              "  'ticker': 'SMMT',\n",
              "  'title': 'Summit Therapeutics Inc.'},\n",
              " '759': {'cik_str': 1037540, 'ticker': 'BXP', 'title': 'BXP, Inc.'},\n",
              " '760': {'cik_str': 945841, 'ticker': 'POOL', 'title': 'POOL CORP'},\n",
              " '761': {'cik_str': 1434265, 'ticker': 'GMAB', 'title': 'GENMAB A/S'},\n",
              " '762': {'cik_str': 1567094, 'ticker': 'CNH', 'title': 'CNH Industrial N.V.'},\n",
              " '763': {'cik_str': 1562088, 'ticker': 'DUOL', 'title': 'Duolingo, Inc.'},\n",
              " '764': {'cik_str': 1736297, 'ticker': 'ALAB', 'title': 'Astera Labs, Inc.'},\n",
              " '765': {'cik_str': 26324, 'ticker': 'CW', 'title': 'CURTISS WRIGHT CORP'},\n",
              " '766': {'cik_str': 1352010, 'ticker': 'EPAM', 'title': 'EPAM Systems, Inc.'},\n",
              " '767': {'cik_str': 4127,\n",
              "  'ticker': 'SWKS',\n",
              "  'title': 'SKYWORKS SOLUTIONS, INC.'},\n",
              " '768': {'cik_str': 910606, 'ticker': 'REG', 'title': 'REGENCY CENTERS CORP'},\n",
              " '769': {'cik_str': 1575965,\n",
              "  'ticker': 'GLPI',\n",
              "  'title': 'Gaming & Leisure Properties, Inc.'},\n",
              " '770': {'cik_str': 913144,\n",
              "  'ticker': 'RNR',\n",
              "  'title': 'RENAISSANCERE HOLDINGS LTD'},\n",
              " '771': {'cik_str': 31791, 'ticker': 'RVTY', 'title': 'REVVITY, INC.'},\n",
              " '772': {'cik_str': 882602,\n",
              "  'ticker': 'OMVKY',\n",
              "  'title': 'OMV AKTIENGESELLSCHAFT /FI'},\n",
              " '773': {'cik_str': 822818, 'ticker': 'CLH', 'title': 'CLEAN HARBORS INC'},\n",
              " '774': {'cik_str': 5513, 'ticker': 'UNM', 'title': 'Unum Group'},\n",
              " '775': {'cik_str': 1116132, 'ticker': 'TPR', 'title': 'TAPESTRY, INC.'},\n",
              " '776': {'cik_str': 352915,\n",
              "  'ticker': 'UHS',\n",
              "  'title': 'UNIVERSAL HEALTH SERVICES INC'},\n",
              " '777': {'cik_str': 93556,\n",
              "  'ticker': 'SWK',\n",
              "  'title': 'STANLEY BLACK & DECKER, INC.'},\n",
              " '778': {'cik_str': 909327, 'ticker': 'SUZ', 'title': 'Suzano S.A.'},\n",
              " '779': {'cik_str': 21175, 'ticker': 'CNA', 'title': 'CNA FINANCIAL CORP'},\n",
              " '780': {'cik_str': 1289460,\n",
              "  'ticker': 'TXRH',\n",
              "  'title': 'Texas Roadhouse, Inc.'},\n",
              " '781': {'cik_str': 1086222,\n",
              "  'ticker': 'AKAM',\n",
              "  'title': 'AKAMAI TECHNOLOGIES INC'},\n",
              " '782': {'cik_str': 1598110,\n",
              "  'ticker': 'CYBR',\n",
              "  'title': 'CyberArk Software Ltd.'},\n",
              " '783': {'cik_str': 1043277,\n",
              "  'ticker': 'CHRW',\n",
              "  'title': 'C. H. ROBINSON WORLDWIDE, INC.'},\n",
              " '784': {'cik_str': 927066, 'ticker': 'DVA', 'title': 'DAVITA INC.'},\n",
              " '785': {'cik_str': 1618673,\n",
              "  'ticker': 'PFGC',\n",
              "  'title': 'Performance Food Group Co'},\n",
              " '786': {'cik_str': 1333141,\n",
              "  'ticker': 'FMS',\n",
              "  'title': 'Fresenius Medical Care AG'},\n",
              " '787': {'cik_str': 1845338, 'ticker': 'MNDY', 'title': 'monday.com Ltd.'},\n",
              " '788': {'cik_str': 1037038, 'ticker': 'RL', 'title': 'RALPH LAUREN CORP'},\n",
              " '789': {'cik_str': 1090425,\n",
              "  'ticker': 'LAMR',\n",
              "  'title': 'LAMAR ADVERTISING CO/NEW'},\n",
              " '790': {'cik_str': 24545,\n",
              "  'ticker': 'TAP',\n",
              "  'title': 'MOLSON COORS BEVERAGE CO'},\n",
              " '791': {'cik_str': 1766502, 'ticker': 'CHWY', 'title': 'Chewy, Inc.'},\n",
              " '792': {'cik_str': 1996862, 'ticker': 'BG', 'title': 'Bunge Global SA'},\n",
              " '793': {'cik_str': 16732, 'ticker': 'CPB', 'title': 'CAMPBELL SOUP CO'},\n",
              " '794': {'cik_str': 906345, 'ticker': 'CPT', 'title': 'CAMDEN PROPERTY TRUST'},\n",
              " '795': {'cik_str': 930157,\n",
              "  'ticker': 'RTO',\n",
              "  'title': 'RENTOKIL INITIAL PLC /FI'},\n",
              " '796': {'cik_str': 1302215, 'ticker': 'HLI', 'title': 'HOULIHAN LOKEY, INC.'},\n",
              " '797': {'cik_str': 1690981, 'ticker': 'NNGRY', 'title': 'NN Group NV/ADR'},\n",
              " '798': {'cik_str': 1590955,\n",
              "  'ticker': 'PAYC',\n",
              "  'title': 'Paycom Software, Inc.'},\n",
              " '799': {'cik_str': 23217, 'ticker': 'CAG', 'title': 'CONAGRA BRANDS INC.'},\n",
              " '800': {'cik_str': 1475011,\n",
              "  'ticker': 'JBAXY',\n",
              "  'title': 'Julius Baer Group Ltd.'},\n",
              " '801': {'cik_str': 749098,\n",
              "  'ticker': 'MGA',\n",
              "  'title': 'MAGNA INTERNATIONAL INC'},\n",
              " '802': {'cik_str': 779152,\n",
              "  'ticker': 'JKHY',\n",
              "  'title': 'JACK HENRY & ASSOCIATES INC'},\n",
              " '803': {'cik_str': 1611983,\n",
              "  'ticker': 'LBRDA',\n",
              "  'title': 'Liberty Broadband Corp'},\n",
              " '804': {'cik_str': 1521332, 'ticker': 'APTV', 'title': 'Aptiv PLC'},\n",
              " '805': {'cik_str': 1660134, 'ticker': 'OKTA', 'title': 'Okta, Inc.'},\n",
              " '806': {'cik_str': 1294591,\n",
              "  'ticker': 'RKUNY',\n",
              "  'title': 'Rakuten Group, Inc.'},\n",
              " '807': {'cik_str': 1037976,\n",
              "  'ticker': 'JLL',\n",
              "  'title': 'JONES LANG LASALLE INC'},\n",
              " '808': {'cik_str': 1810997, 'ticker': 'XPEV', 'title': 'XPENG INC.'},\n",
              " '809': {'cik_str': 216228, 'ticker': 'ITT', 'title': 'ITT INC.'},\n",
              " '810': {'cik_str': 1910139,\n",
              "  'ticker': 'MBLY',\n",
              "  'title': 'Mobileye Global Inc.'},\n",
              " '811': {'cik_str': 1070750,\n",
              "  'ticker': 'HST',\n",
              "  'title': 'HOST HOTELS & RESORTS, INC.'},\n",
              " '812': {'cik_str': 802481, 'ticker': 'PPC', 'title': 'PILGRIMS PRIDE CORP'},\n",
              " '813': {'cik_str': 1172724, 'ticker': 'GFI', 'title': 'GOLD FIELDS LTD'},\n",
              " '814': {'cik_str': 1043604,\n",
              "  'ticker': 'JNPR',\n",
              "  'title': 'JUNIPER NETWORKS INC'},\n",
              " '815': {'cik_str': 1517231,\n",
              "  'ticker': 'SSMXY',\n",
              "  'title': 'Sysmex Corporation/ADR'},\n",
              " '816': {'cik_str': 1025378, 'ticker': 'WPC', 'title': 'W. P. Carey Inc.'},\n",
              " '817': {'cik_str': 1754581, 'ticker': 'FUTU', 'title': 'Futu Holdings Ltd'},\n",
              " '818': {'cik_str': 1588823,\n",
              "  'ticker': 'TFII',\n",
              "  'title': 'TFI International Inc.'},\n",
              " '819': {'cik_str': 1579241, 'ticker': 'ALLE', 'title': 'Allegion plc'},\n",
              " '820': {'cik_str': 1070423,\n",
              "  'ticker': 'PAA',\n",
              "  'title': 'PLAINS ALL AMERICAN PIPELINE LP'},\n",
              " '821': {'cik_str': 1504122,\n",
              "  'ticker': 'PTBRY',\n",
              "  'title': 'PT Bank Negara Indonesia (Persero) Tbk/ADR'},\n",
              " '822': {'cik_str': 1048477,\n",
              "  'ticker': 'BMRN',\n",
              "  'title': 'BIOMARIN PHARMACEUTICAL INC'},\n",
              " '823': {'cik_str': 1326380, 'ticker': 'GME', 'title': 'GameStop Corp.'},\n",
              " '824': {'cik_str': 89089,\n",
              "  'ticker': 'SCI',\n",
              "  'title': 'SERVICE CORP INTERNATIONAL'},\n",
              " '825': {'cik_str': 1170010, 'ticker': 'KMX', 'title': 'CARMAX INC'},\n",
              " '826': {'cik_str': 915913, 'ticker': 'ALB', 'title': 'ALBEMARLE CORP'},\n",
              " '827': {'cik_str': 1135951,\n",
              "  'ticker': 'RDY',\n",
              "  'title': 'DR REDDYS LABORATORIES LTD'},\n",
              " '828': {'cik_str': 1600520,\n",
              "  'ticker': 'JPXGY',\n",
              "  'title': 'Japan Exchange Group, Inc./ADR'},\n",
              " '829': {'cik_str': 1720635, 'ticker': 'NVT', 'title': 'nVent Electric plc'},\n",
              " '830': {'cik_str': 914475,\n",
              "  'ticker': 'NBIX',\n",
              "  'title': 'NEUROCRINE BIOSCIENCES INC'},\n",
              " '831': {'cik_str': 1681459, 'ticker': 'FTI', 'title': 'TechnipFMC plc'},\n",
              " '832': {'cik_str': 1658566,\n",
              "  'ticker': 'PR',\n",
              "  'title': 'Permian Resources Corp'},\n",
              " '833': {'cik_str': 1032975,\n",
              "  'ticker': 'LOGI',\n",
              "  'title': 'LOGITECH INTERNATIONAL S.A.'},\n",
              " '834': {'cik_str': 1104506, 'ticker': 'INSM', 'title': 'INSMED Inc'},\n",
              " '835': {'cik_str': 1725057, 'ticker': 'DAY', 'title': 'Dayforce, Inc.'},\n",
              " '836': {'cik_str': 915389, 'ticker': 'EMN', 'title': 'EASTMAN CHEMICAL CO'},\n",
              " '837': {'cik_str': 1281721, 'ticker': 'SGIOY', 'title': 'SHIONOGI & CO LTD'},\n",
              " '838': {'cik_str': 720672, 'ticker': 'SF', 'title': 'STIFEL FINANCIAL CORP'},\n",
              " '839': {'cik_str': 1531152,\n",
              "  'ticker': 'BJ',\n",
              "  'title': \"BJ's Wholesale Club Holdings, Inc.\"},\n",
              " '840': {'cik_str': 1964738, 'ticker': 'SOLV', 'title': 'Solventum Corp'},\n",
              " '841': {'cik_str': 59527,\n",
              "  'ticker': 'LECO',\n",
              "  'title': 'LINCOLN ELECTRIC HOLDINGS INC'},\n",
              " '842': {'cik_str': 4457, 'ticker': 'UHAL', 'title': 'U-Haul Holding Co /NV/'},\n",
              " '843': {'cik_str': 1161125, 'ticker': 'BCH', 'title': 'BANK OF CHILE'},\n",
              " '844': {'cik_str': 1513761,\n",
              "  'ticker': 'NCLH',\n",
              "  'title': 'Norwegian Cruise Line Holdings Ltd.'},\n",
              " '845': {'cik_str': 1042046,\n",
              "  'ticker': 'AFG',\n",
              "  'title': 'AMERICAN FINANCIAL GROUP INC'},\n",
              " '846': {'cik_str': 1170858,\n",
              "  'ticker': 'SBS',\n",
              "  'title': 'COMPANHIA DE SANEAMENTO BASICO DO ESTADO DE SAO PAULO-SABESP'},\n",
              " '847': {'cik_str': 1486957,\n",
              "  'ticker': 'BWXT',\n",
              "  'title': 'BWX Technologies, Inc.'},\n",
              " '848': {'cik_str': 1446444,\n",
              "  'ticker': 'TKHVY',\n",
              "  'title': 'Turk Hava Yollari A.O.'},\n",
              " '849': {'cik_str': 1675149, 'ticker': 'AA', 'title': 'Alcoa Corp'},\n",
              " '850': {'cik_str': 1450346,\n",
              "  'ticker': 'POAHY',\n",
              "  'title': 'Porsche Automobil Holding SE / ADR'},\n",
              " '851': {'cik_str': 353991,\n",
              "  'ticker': 'NDEKY',\n",
              "  'title': 'NITTO DENKO CORP / ADR/'},\n",
              " '852': {'cik_str': 91419, 'ticker': 'SJM', 'title': 'J M SMUCKER Co'},\n",
              " '853': {'cik_str': 701818, 'ticker': 'KGC', 'title': 'KINROSS GOLD CORP'},\n",
              " '854': {'cik_str': 1360901, 'ticker': 'EVR', 'title': 'Evercore Inc.'},\n",
              " '855': {'cik_str': 1792580, 'ticker': 'OVV', 'title': 'Ovintiv Inc.'},\n",
              " '856': {'cik_str': 38777, 'ticker': 'BEN', 'title': 'FRANKLIN RESOURCES INC'},\n",
              " '857': {'cik_str': 896622, 'ticker': 'ATR', 'title': 'APTARGROUP, INC.'},\n",
              " '858': {'cik_str': 82811, 'ticker': 'RRX', 'title': 'REGAL REXNORD CORP'},\n",
              " '859': {'cik_str': 1483994, 'ticker': 'HTHT', 'title': 'H World Group Ltd'},\n",
              " '860': {'cik_str': 1267238, 'ticker': 'AIZ', 'title': 'ASSURANT, INC.'},\n",
              " '861': {'cik_str': 888491,\n",
              "  'ticker': 'OHI',\n",
              "  'title': 'OMEGA HEALTHCARE INVESTORS INC'},\n",
              " '862': {'cik_str': 789570,\n",
              "  'ticker': 'MGM',\n",
              "  'title': 'MGM Resorts International'},\n",
              " '863': {'cik_str': 1591698,\n",
              "  'ticker': 'PCTY',\n",
              "  'title': 'Paylocity Holding Corp'},\n",
              " '864': {'cik_str': 806968, 'ticker': 'WPP', 'title': 'WPP plc'},\n",
              " '865': {'cik_str': 40729, 'ticker': 'ALLY', 'title': 'Ally Financial Inc.'},\n",
              " '866': {'cik_str': 1237831, 'ticker': 'GMED', 'title': 'GLOBUS MEDICAL INC'},\n",
              " '867': {'cik_str': 1043219,\n",
              "  'ticker': 'NLY',\n",
              "  'title': 'ANNALY CAPITAL MANAGEMENT INC'},\n",
              " '868': {'cik_str': 1646972,\n",
              "  'ticker': 'ACI',\n",
              "  'title': 'Albertsons Companies, Inc.'},\n",
              " '869': {'cik_str': 1298675, 'ticker': 'CUBE', 'title': 'CubeSmart'},\n",
              " '870': {'cik_str': 1507079,\n",
              "  'ticker': 'FND',\n",
              "  'title': 'Floor & Decor Holdings, Inc.'},\n",
              " '871': {'cik_str': 831641, 'ticker': 'TTEK', 'title': 'TETRA TECH INC'},\n",
              " '872': {'cik_str': 1679273,\n",
              "  'ticker': 'LW',\n",
              "  'title': 'Lamb Weston Holdings, Inc.'},\n",
              " '873': {'cik_str': 1468608,\n",
              "  'ticker': 'VDMCY',\n",
              "  'title': 'Vodacom Group Ltd / ADR'},\n",
              " '874': {'cik_str': 1495153, 'ticker': 'MMYT', 'title': 'MakeMyTrip Ltd'},\n",
              " '875': {'cik_str': 1062066, 'ticker': 'ALSMY', 'title': 'ALSTOM'},\n",
              " '876': {'cik_str': 1446656, 'ticker': 'KIKOY', 'title': 'Kikkoman Corp'},\n",
              " '877': {'cik_str': 1003935, 'ticker': 'NICE', 'title': 'NICE Ltd.'},\n",
              " '878': {'cik_str': 1669162,\n",
              "  'ticker': 'KNSL',\n",
              "  'title': 'Kinsale Capital Group, Inc.'},\n",
              " '879': {'cik_str': 845982, 'ticker': 'SNN', 'title': 'SMITH & NEPHEW PLC'},\n",
              " '880': {'cik_str': 842023, 'ticker': 'TECH', 'title': 'BIO-TECHNE Corp'},\n",
              " '881': {'cik_str': 1596783, 'ticker': 'CTLT', 'title': 'Catalent, Inc.'},\n",
              " '882': {'cik_str': 1649094, 'ticker': 'PCVX', 'title': 'Vaxcyte, Inc.'},\n",
              " '883': {'cik_str': 1019849,\n",
              "  'ticker': 'PAG',\n",
              "  'title': 'PENSKE AUTOMOTIVE GROUP, INC.'},\n",
              " '884': {'cik_str': 1219601, 'ticker': 'CCK', 'title': 'CROWN HOLDINGS, INC.'},\n",
              " '885': {'cik_str': 1474735,\n",
              "  'ticker': 'GNRC',\n",
              "  'title': 'GENERAC HOLDINGS INC.'},\n",
              " '886': {'cik_str': 36966, 'ticker': 'FHN', 'title': 'FIRST HORIZON CORP'},\n",
              " '887': {'cik_str': 1573516, 'ticker': 'MUSA', 'title': 'Murphy USA Inc.'},\n",
              " '888': {'cik_str': 15615, 'ticker': 'MTZ', 'title': 'MASTEC INC'},\n",
              " '889': {'cik_str': 1579091, 'ticker': 'CART', 'title': 'Maplebear Inc.'},\n",
              " '890': {'cik_str': 824142, 'ticker': 'AAON', 'title': 'AAON, INC.'},\n",
              " '891': {'cik_str': 909037,\n",
              "  'ticker': 'SQM',\n",
              "  'title': 'CHEMICAL & MINING CO OF CHILE INC'},\n",
              " '892': {'cik_str': 1433642, 'ticker': 'HLNE', 'title': 'Hamilton Lane INC'},\n",
              " '893': {'cik_str': 1555812,\n",
              "  'ticker': 'SMKUY',\n",
              "  'title': 'Siam Makro Public Co Limited/ADR'},\n",
              " '894': {'cik_str': 78128,\n",
              "  'ticker': 'WTRG',\n",
              "  'title': 'Essential Utilities, Inc.'},\n",
              " '895': {'cik_str': 769218, 'ticker': 'AEG', 'title': 'AEGON LTD.'},\n",
              " '896': {'cik_str': 1127248, 'ticker': 'EMRAF', 'title': 'EMERA INC'},\n",
              " '897': {'cik_str': 1027664, 'ticker': 'ESLT', 'title': 'ELBIT SYSTEMS LTD'},\n",
              " '898': {'cik_str': 91142, 'ticker': 'AOS', 'title': 'SMITH A O CORP'},\n",
              " '899': {'cik_str': 317540,\n",
              "  'ticker': 'COKE',\n",
              "  'title': 'Coca-Cola Consolidated, Inc.'},\n",
              " '900': {'cik_str': 1545772,\n",
              "  'ticker': 'BPYPP',\n",
              "  'title': 'Brookfield Property Partners L.P.'},\n",
              " '901': {'cik_str': 871464,\n",
              "  'ticker': 'HNGKY',\n",
              "  'title': 'HONGKONG LAND HOLDINGS LTD /FI'},\n",
              " '902': {'cik_str': 887225,\n",
              "  'ticker': 'KEP',\n",
              "  'title': 'KOREA ELECTRIC POWER CORP'},\n",
              " '903': {'cik_str': 16058,\n",
              "  'ticker': 'CACI',\n",
              "  'title': 'CACI INTERNATIONAL INC /DE/'},\n",
              " '904': {'cik_str': 764622,\n",
              "  'ticker': 'PNW',\n",
              "  'title': 'PINNACLE WEST CAPITAL CORP'},\n",
              " '905': {'cik_str': 1375365,\n",
              "  'ticker': 'SMCI',\n",
              "  'title': 'Super Micro Computer, Inc.'},\n",
              " '906': {'cik_str': 350894, 'ticker': 'SEIC', 'title': 'SEI INVESTMENTS CO'},\n",
              " '907': {'cik_str': 1611052,\n",
              "  'ticker': 'PCOR',\n",
              "  'title': 'PROCORE TECHNOLOGIES, INC.'},\n",
              " '908': {'cik_str': 109563,\n",
              "  'ticker': 'AIT',\n",
              "  'title': 'APPLIED INDUSTRIAL TECHNOLOGIES INC'},\n",
              " '909': {'cik_str': 275880, 'ticker': 'PSN', 'title': 'PARSONS CORP'},\n",
              " '910': {'cik_str': 1633931, 'ticker': 'BLD', 'title': 'TopBuild Corp'},\n",
              " '911': {'cik_str': 20212, 'ticker': 'CHDN', 'title': 'Churchill Downs Inc'},\n",
              " '912': {'cik_str': 1622536, 'ticker': 'TLN', 'title': 'Talen Energy Corp'},\n",
              " '913': {'cik_str': 108312, 'ticker': 'WWD', 'title': 'Woodward, Inc.'},\n",
              " '914': {'cik_str': 801337,\n",
              "  'ticker': 'WBS',\n",
              "  'title': 'WEBSTER FINANCIAL CORP'},\n",
              " '915': {'cik_str': 51644,\n",
              "  'ticker': 'IPG',\n",
              "  'title': 'INTERPUBLIC GROUP OF COMPANIES, INC.'},\n",
              " '916': {'cik_str': 1078642, 'ticker': 'CRRFY', 'title': 'CARREFOUR SA'},\n",
              " '917': {'cik_str': 1604028,\n",
              "  'ticker': 'WMS',\n",
              "  'title': 'ADVANCED DRAINAGE SYSTEMS, INC.'},\n",
              " '918': {'cik_str': 1144215, 'ticker': 'AYI', 'title': 'ACUITY BRANDS INC'},\n",
              " '919': {'cik_str': 89439, 'ticker': 'MLI', 'title': 'MUELLER INDUSTRIES INC'},\n",
              " '920': {'cik_str': 1428439, 'ticker': 'ROKU', 'title': 'ROKU, INC'},\n",
              " '921': {'cik_str': 918646, 'ticker': 'EXP', 'title': 'EAGLE MATERIALS INC'},\n",
              " '922': {'cik_str': 785161, 'ticker': 'EHC', 'title': 'Encompass Health Corp'},\n",
              " '923': {'cik_str': 1874178,\n",
              "  'ticker': 'RIVN',\n",
              "  'title': 'Rivian Automotive, Inc. / DE'},\n",
              " '924': {'cik_str': 1411207,\n",
              "  'ticker': 'ALSN',\n",
              "  'title': 'Allison Transmission Holdings Inc'},\n",
              " '925': {'cik_str': 1783398, 'ticker': 'UWMC', 'title': 'UWM Holdings Corp'},\n",
              " '926': {'cik_str': 1973832, 'ticker': 'AU', 'title': 'AngloGold Ashanti PLC'},\n",
              " '927': {'cik_str': 938323, 'ticker': 'PSO', 'title': 'PEARSON PLC'},\n",
              " '928': {'cik_str': 1541309,\n",
              "  'ticker': 'CSXXY',\n",
              "  'title': 'carsales.com Limited/ADR'},\n",
              " '929': {'cik_str': 1065696, 'ticker': 'LKQ', 'title': 'LKQ CORP'},\n",
              " '930': {'cik_str': 929008,\n",
              "  'ticker': 'WCC',\n",
              "  'title': 'WESCO INTERNATIONAL INC'},\n",
              " '931': {'cik_str': 1901440, 'ticker': 'ULS', 'title': 'UL Solutions Inc.'},\n",
              " '932': {'cik_str': 1023128, 'ticker': 'LAD', 'title': 'LITHIA MOTORS INC'},\n",
              " '933': {'cik_str': 1944013, 'ticker': 'CR', 'title': 'Crane Co'},\n",
              " '934': {'cik_str': 939767, 'ticker': 'EXEL', 'title': 'EXELIXIS, INC.'},\n",
              " '935': {'cik_str': 1584509, 'ticker': 'ARMK', 'title': 'Aramark'},\n",
              " '936': {'cik_str': 1475922, 'ticker': 'PRI', 'title': 'Primerica, Inc.'},\n",
              " '937': {'cik_str': 1174922, 'ticker': 'WYNN', 'title': 'WYNN RESORTS LTD'},\n",
              " '938': {'cik_str': 1212545,\n",
              "  'ticker': 'WAL',\n",
              "  'title': 'WESTERN ALLIANCE BANCORPORATION'},\n",
              " '939': {'cik_str': 873303,\n",
              "  'ticker': 'SRPT',\n",
              "  'title': 'Sarepta Therapeutics, Inc.'},\n",
              " '940': {'cik_str': 1576789, 'ticker': 'WIX', 'title': 'Wix.com Ltd.'},\n",
              " '941': {'cik_str': 1278021,\n",
              "  'ticker': 'MKTX',\n",
              "  'title': 'MARKETAXESS HOLDINGS INC'},\n",
              " '942': {'cik_str': 874761, 'ticker': 'AES', 'title': 'AES CORP'},\n",
              " '943': {'cik_str': 1447126,\n",
              "  'ticker': 'KAIKY',\n",
              "  'title': 'Kawasaki Kisen Kaisha Ltd'},\n",
              " '944': {'cik_str': 1668397,\n",
              "  'ticker': 'MEDP',\n",
              "  'title': 'Medpace Holdings, Inc.'},\n",
              " '945': {'cik_str': 1324948, 'ticker': 'RBC', 'title': 'RBC Bearings INC'},\n",
              " '946': {'cik_str': 1988894, 'ticker': 'AS', 'title': 'Amer Sports, Inc.'},\n",
              " '947': {'cik_str': 1177394, 'ticker': 'SNX', 'title': 'TD SYNNEX CORP'},\n",
              " '948': {'cik_str': 1842022, 'ticker': 'DTM', 'title': 'DT Midstream, Inc.'},\n",
              " '949': {'cik_str': 1796209, 'ticker': 'APG', 'title': 'APi Group Corp'},\n",
              " '950': {'cik_str': 34903,\n",
              "  'ticker': 'FRT',\n",
              "  'title': 'FEDERAL REALTY INVESTMENT TRUST'},\n",
              " '951': {'cik_str': 936395, 'ticker': 'CIEN', 'title': 'CIENA CORP'},\n",
              " '952': {'cik_str': 1062579, 'ticker': 'DOX', 'title': 'AMDOCS LTD'},\n",
              " '953': {'cik_str': 1571283,\n",
              "  'ticker': 'REXR',\n",
              "  'title': 'Rexford Industrial Realty, Inc.'},\n",
              " '954': {'cik_str': 1100682,\n",
              "  'ticker': 'CRL',\n",
              "  'title': 'CHARLES RIVER LABORATORIES INTERNATIONAL, INC.'},\n",
              " '955': {'cik_str': 1973266,\n",
              "  'ticker': 'TKO',\n",
              "  'title': 'TKO Group Holdings, Inc.'},\n",
              " '956': {'cik_str': 1602065, 'ticker': 'VNOM', 'title': 'Viper Energy, Inc.'},\n",
              " '957': {'cik_str': 1835830, 'ticker': 'KVYO', 'title': 'Klaviyo, Inc.'},\n",
              " '958': {'cik_str': 1050140,\n",
              "  'ticker': 'DSGX',\n",
              "  'title': 'DESCARTES SYSTEMS GROUP INC'},\n",
              " '959': {'cik_str': 1115055,\n",
              "  'ticker': 'PNFP',\n",
              "  'title': 'PINNACLE FINANCIAL PARTNERS INC'},\n",
              " '960': {'cik_str': 1653482, 'ticker': 'GTLB', 'title': 'Gitlab Inc.'},\n",
              " '961': {'cik_str': 1030894, 'ticker': 'CLS', 'title': 'CELESTICA INC'},\n",
              " '962': {'cik_str': 1736541, 'ticker': 'NIO', 'title': 'NIO Inc.'},\n",
              " '963': {'cik_str': 74260,\n",
              "  'ticker': 'ORI',\n",
              "  'title': 'OLD REPUBLIC INTERNATIONAL CORP'},\n",
              " '964': {'cik_str': 1206264,\n",
              "  'ticker': 'TPX',\n",
              "  'title': 'TEMPUR SEALY INTERNATIONAL, INC.'},\n",
              " '965': {'cik_str': 1131383, 'ticker': 'STN', 'title': 'STANTEC INC'},\n",
              " '966': {'cik_str': 1433270, 'ticker': 'AR', 'title': 'ANTERO RESOURCES Corp'},\n",
              " '967': {'cik_str': 1330568, 'ticker': 'SLV', 'title': 'iShares Silver Trust'},\n",
              " '968': {'cik_str': 1438654,\n",
              "  'ticker': 'RDEIY',\n",
              "  'title': 'Red Electrica Corporacion SA/ADR'},\n",
              " '969': {'cik_str': 1481045,\n",
              "  'ticker': 'DSEEY',\n",
              "  'title': 'Daiwa Securities Group Inc.'},\n",
              " '970': {'cik_str': 1819994,\n",
              "  'ticker': 'RKLB',\n",
              "  'title': 'Rocket Lab USA, Inc.'},\n",
              " '971': {'cik_str': 6201,\n",
              "  'ticker': 'AAL',\n",
              "  'title': 'American Airlines Group Inc.'},\n",
              " '972': {'cik_str': 1772016,\n",
              "  'ticker': 'BRBR',\n",
              "  'title': 'BELLRING BRANDS, INC.'},\n",
              " '973': {'cik_str': 1440130,\n",
              "  'ticker': 'UUGRY',\n",
              "  'title': 'United Utilities Group plc'},\n",
              " '974': {'cik_str': 2025410, 'ticker': 'SARO', 'title': 'StandardAero, Inc.'},\n",
              " '975': {'cik_str': 1628171,\n",
              "  'ticker': 'RVMD',\n",
              "  'title': 'Revolution Medicines, Inc.'},\n",
              " '976': {'cik_str': 1636222, 'ticker': 'WING', 'title': 'Wingstop Inc.'},\n",
              " '977': {'cik_str': 85535, 'ticker': 'RGLD', 'title': 'ROYAL GOLD INC'},\n",
              " '978': {'cik_str': 1519751,\n",
              "  'ticker': 'FBIN',\n",
              "  'title': 'Fortune Brands Innovations, Inc.'},\n",
              " '979': {'cik_str': 1516513, 'ticker': 'DOCS', 'title': 'Doximity, Inc.'},\n",
              " '980': {'cik_str': 1046257, 'ticker': 'INGR', 'title': 'Ingredion Inc'},\n",
              " '981': {'cik_str': 1124140, 'ticker': 'EXAS', 'title': 'EXACT SCIENCES CORP'},\n",
              " '982': {'cik_str': 29644, 'ticker': 'DCI', 'title': 'DONALDSON Co INC'},\n",
              " '983': {'cik_str': 22356,\n",
              "  'ticker': 'CBSH',\n",
              "  'title': 'COMMERCE BANCSHARES INC /MO/'},\n",
              " '984': {'cik_str': 1065837, 'ticker': 'SKX', 'title': 'SKECHERS USA INC'},\n",
              " '985': {'cik_str': 1321732, 'ticker': 'PEN', 'title': 'Penumbra Inc'},\n",
              " '986': {'cik_str': 320335, 'ticker': 'GL', 'title': 'GLOBE LIFE INC.'},\n",
              " '987': {'cik_str': 1015820, 'ticker': 'QGEN', 'title': 'QIAGEN N.V.'},\n",
              " '988': {'cik_str': 1372920,\n",
              "  'ticker': 'EDU',\n",
              "  'title': 'New Oriental Education & Technology Group Inc.'},\n",
              " '989': {'cik_str': 28412, 'ticker': 'CMA', 'title': 'COMERICA INC /NEW/'},\n",
              " '990': {'cik_str': 1027552,\n",
              "  'ticker': 'BSAC',\n",
              "  'title': 'BANCO SANTANDER CHILE'},\n",
              " '991': {'cik_str': 1913510, 'ticker': 'VFS', 'title': 'VinFast Auto Ltd.'},\n",
              " '992': {'cik_str': 12208,\n",
              "  'ticker': 'BIO',\n",
              "  'title': 'BIO-RAD LABORATORIES, INC.'},\n",
              " '993': {'cik_str': 1492691,\n",
              "  'ticker': 'KNX',\n",
              "  'title': 'Knight-Swift Transportation Holdings Inc.'},\n",
              " '994': {'cik_str': 1124198, 'ticker': 'FLR', 'title': 'FLUOR CORP'},\n",
              " '995': {'cik_str': 1380365,\n",
              "  'ticker': 'IDKOY',\n",
              "  'title': 'IDEMITSU KOSAN CO., LTD'},\n",
              " '996': {'cik_str': 1766363,\n",
              "  'ticker': 'EDR',\n",
              "  'title': 'Endeavor Group Holdings, Inc.'},\n",
              " '997': {'cik_str': 1833756, 'ticker': 'DRS', 'title': 'Leonardo DRS, Inc.'},\n",
              " '998': {'cik_str': 1493594,\n",
              "  'ticker': 'MTSI',\n",
              "  'title': 'MACOM Technology Solutions Holdings, Inc.'},\n",
              " '999': {'cik_str': 1567514,\n",
              "  'ticker': 'ITCI',\n",
              "  'title': 'Intra-Cellular Therapies, Inc.'},\n",
              " ...}"
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(company_tickers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n2g0tXXISQz-",
        "outputId": "4a9f71a8-2017-470c-df7f-53b0a17675e0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "9998"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Pbrepiv7VmlI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Inserting Stocks into Pinecone\n",
        "\n",
        "**1. Create an account on [Pinecone.io](https://app.pinecone.io/)**\n",
        "\n",
        "**2. Create a new index called \"stocks\" and set the dimensions to 768. Leave the rest of the settings as they are.**\n",
        "\n",
        "![Screenshot 2024-12-02 at 4 48 03 PM](https://github.com/user-attachments/assets/13b484da-cd00-4337-a4db-4779080eb42c)\n",
        "\n",
        "\n",
        "**3. Create an API Key for Pinecone**\n",
        "\n",
        "![Screenshot 2024-11-24 at 10 44 37 PM](https://github.com/user-attachments/assets/e7feacc6-2bd1-472a-82e5-659f65624a88)\n",
        "\n",
        "\n",
        "**4. Store your Pinecone API Key within Google Colab's secrets section, and then enable access to it (see the blue checkmark)**\n",
        "\n",
        "\n",
        "![Screenshot 2024-11-24 at 10 45 25 PM](https://github.com/user-attachments/assets/eaf73083-0b5f-4d17-9e0c-eab84f91b0bc)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "WCPYOo32VhOr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pinecone_api_key = userdata.get(\"PINECONE_API_KEY\")\n",
        "os.environ['PINECONE_API_KEY'] = pinecone_api_key\n",
        "\n",
        "index_name = \"stocks\"\n",
        "namespace = \"stock-descriptions\"\n",
        "\n",
        "hf_embeddings = HuggingFaceEmbeddings()\n",
        "vectorstore = PineconeVectorStore(index_name=index_name, embedding=hf_embeddings)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4uYmYnT6SQ9N",
        "outputId": "c45789c5-a025-4e1a-8dfd-72a6ce31f586"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-43-8d5c0f356cf6>:7: LangChainDeprecationWarning: Default values for HuggingFaceEmbeddings.model_name were deprecated in LangChain 0.2.16 and will be removed in 0.4.0. Explicitly pass a model_name to the HuggingFaceEmbeddings constructor instead.\n",
            "  hf_embeddings = HuggingFaceEmbeddings()\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Sequential Processing\n",
        "\n",
        "It will take very long to process all the stocks like this!"
      ],
      "metadata": {
        "id": "943upXf3Fc5A"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "[![](https://mermaid.ink/img/pako:eNqNkl1rgzAUhv9KyMXYwF74cSVjYA0rhY6WKRQWe5FqWqU1cUm8GKX_ffmwa65Gc6Hn5LxvzmM8F1jzhsIUHgUZWlCiigG9MlwoXp_AqpPqdS_esmyzCsBivV7o10fxXgagLFbZDsxmb2COi44dzxRsBK-plDoBZSsoaXbuNPeU4941qWBBv0fKVEfOvud5yejh0NWdLr1U0LnMmts2eYhDMLsZgEHa3TV5aEXbEG-zZZnasiXfLMGnaScVeNKRHDiT1DNunRGF5pMFtUaAiCKe5h4hp84jHHks9mJ8mMjBRBOMrT9G45wommis84bjYThZHuPYwzA_xqeIHUU8UZjyYxDOiOIJwhj_uRKnzhOc3FHsdHgoiUNJJhRTfgzFGVEyoRijj0JZAwPYU9GTrtFjfDHbFVQt7WkFUx02RJzMMF21joyKFz-shqkSIw2g4OOxhemBnKXOxqEhiqKO6DHt_3YHwr44v-XXX7It6B4?type=png)](https://mermaid.live/edit#pako:eNqNkl1rgzAUhv9KyMXYwF74cSVjYA0rhY6WKRQWe5FqWqU1cUm8GKX_ffmwa65Gc6Hn5LxvzmM8F1jzhsIUHgUZWlCiigG9MlwoXp_AqpPqdS_esmyzCsBivV7o10fxXgagLFbZDsxmb2COi44dzxRsBK-plDoBZSsoaXbuNPeU4941qWBBv0fKVEfOvud5yejh0NWdLr1U0LnMmts2eYhDMLsZgEHa3TV5aEXbEG-zZZnasiXfLMGnaScVeNKRHDiT1DNunRGF5pMFtUaAiCKe5h4hp84jHHks9mJ8mMjBRBOMrT9G45wommis84bjYThZHuPYwzA_xqeIHUU8UZjyYxDOiOIJwhj_uRKnzhOc3FHsdHgoiUNJJhRTfgzFGVEyoRijj0JZAwPYU9GTrtFjfDHbFVQt7WkFUx02RJzMMF21joyKFz-shqkSIw2g4OOxhemBnKXOxqEhiqKO6DHt_3YHwr44v-XXX7It6B4)"
      ],
      "metadata": {
        "id": "KaVESX6NXpbh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for idx, stock in company_tickers.items():\n",
        "    stock_ticker = stock['ticker']\n",
        "    stock_data = get_stock_info(stock_ticker)\n",
        "    stock_description = stock_data['Business Summary']\n",
        "\n",
        "    print(f\"Processing stock {idx} / {len(company_tickers)} :\", stock_ticker)\n",
        "\n",
        "    vectorstore_from_documents = PineconeVectorStore.from_documents(\n",
        "        documents=[Document(page_content=stock_description, metadata=stock_data)],\n",
        "        embedding=hf_embeddings,\n",
        "        index_name=index_name,\n",
        "        namespace=namespace\n",
        "    )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        },
        "id": "o6U2hkPfjBAb",
        "outputId": "77dfbb3c-4da7-4d66-c057-36a5fc5a5e85"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Processing stock 0 / 9998 : NVDA\n",
            "Processing stock 1 / 9998 : AAPL\n",
            "Processing stock 2 / 9998 : MSFT\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-68-0b4e6262b270>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Processing stock {idx} / {len(company_tickers)} :\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstock_ticker\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     vectorstore_from_documents = PineconeVectorStore.from_documents(\n\u001b[0m\u001b[1;32m      9\u001b[0m         \u001b[0mdocuments\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDocument\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpage_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstock_description\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstock_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m         \u001b[0membedding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhf_embeddings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/vectorstores/base.py\u001b[0m in \u001b[0;36mfrom_documents\u001b[0;34m(cls, documents, embedding, **kwargs)\u001b[0m\n\u001b[1;32m    850\u001b[0m                 \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"ids\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mids\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 852\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_texts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtexts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membedding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadatas\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadatas\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    853\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    854\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mclassmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_pinecone/vectorstores.py\u001b[0m in \u001b[0;36mfrom_texts\u001b[0;34m(cls, texts, embedding, metadatas, ids, batch_size, text_key, namespace, index_name, upsert_kwargs, pool_threads, embeddings_chunk_size, async_req, id_prefix, **kwargs)\u001b[0m\n\u001b[1;32m    581\u001b[0m         \u001b[0mpinecone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpinecone_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membedding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtext_key\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    582\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 583\u001b[0;31m         pinecone.add_texts(\n\u001b[0m\u001b[1;32m    584\u001b[0m             \u001b[0mtexts\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    585\u001b[0m             \u001b[0mmetadatas\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadatas\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_pinecone/vectorstores.py\u001b[0m in \u001b[0;36madd_texts\u001b[0;34m(self, texts, metadatas, ids, namespace, batch_size, embedding_chunk_size, async_req, id_prefix, **kwargs)\u001b[0m\n\u001b[1;32m    277\u001b[0m             \u001b[0mchunk_ids\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mids\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0membedding_chunk_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    278\u001b[0m             \u001b[0mchunk_metadatas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetadatas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0membedding_chunk_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 279\u001b[0;31m             \u001b[0membeddings\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_embedding\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed_documents\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk_texts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    280\u001b[0m             \u001b[0mvector_tuples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk_ids\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membeddings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk_metadatas\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    281\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0masync_req\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_community/embeddings/huggingface.py\u001b[0m in \u001b[0;36membed_documents\u001b[0;34m(self, texts)\u001b[0m\n\u001b[1;32m    113\u001b[0m             \u001b[0msentence_transformers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSentenceTransformer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstop_multi_process_pool\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpool\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    114\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m             embeddings = self.client.encode(\n\u001b[0m\u001b[1;32m    116\u001b[0m                 \u001b[0mtexts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow_progress_bar\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow_progress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode_kwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    117\u001b[0m             )\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sentence_transformers/SentenceTransformer.py\u001b[0m in \u001b[0;36mencode\u001b[0;34m(self, sentences, prompt_name, prompt, batch_size, show_progress_bar, output_value, precision, convert_to_numpy, convert_to_tensor, device, normalize_embeddings, **kwargs)\u001b[0m\n\u001b[1;32m    619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    620\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 621\u001b[0;31m                 \u001b[0mout_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    622\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"hpu\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    623\u001b[0m                     \u001b[0mout_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout_features\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sentence_transformers/SentenceTransformer.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input, **kwargs)\u001b[0m\n\u001b[1;32m    686\u001b[0m             \u001b[0mmodule_kwarg_keys\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodule_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    687\u001b[0m             \u001b[0mmodule_kwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodule_kwarg_keys\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 688\u001b[0;31m             \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mmodule_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    689\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    690\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sentence_transformers/models/Transformer.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, features, **kwargs)\u001b[0m\n\u001b[1;32m    348\u001b[0m             \u001b[0mtrans_features\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"token_type_ids\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfeatures\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"token_type_ids\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    349\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 350\u001b[0;31m         \u001b[0moutput_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mtrans_features\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreturn_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    351\u001b[0m         \u001b[0moutput_tokens\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutput_states\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    352\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/mpnet/modeling_mpnet.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input_ids, attention_mask, position_ids, head_mask, inputs_embeds, output_attentions, output_hidden_states, return_dict, **kwargs)\u001b[0m\n\u001b[1;32m    542\u001b[0m         \u001b[0mhead_mask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_head_mask\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhead_mask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_hidden_layers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    543\u001b[0m         \u001b[0membedding_output\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membeddings\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mposition_ids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mposition_ids\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs_embeds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minputs_embeds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 544\u001b[0;31m         encoder_outputs = self.encoder(\n\u001b[0m\u001b[1;32m    545\u001b[0m             \u001b[0membedding_output\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    546\u001b[0m             \u001b[0mattention_mask\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mextended_attention_mask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/mpnet/modeling_mpnet.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, hidden_states, attention_mask, head_mask, output_attentions, output_hidden_states, return_dict, **kwargs)\u001b[0m\n\u001b[1;32m    332\u001b[0m                 \u001b[0mall_hidden_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mall_hidden_states\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhidden_states\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    333\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 334\u001b[0;31m             layer_outputs = layer_module(\n\u001b[0m\u001b[1;32m    335\u001b[0m                 \u001b[0mhidden_states\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    336\u001b[0m                 \u001b[0mattention_mask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/mpnet/modeling_mpnet.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, hidden_states, attention_mask, head_mask, position_bias, output_attentions, **kwargs)\u001b[0m\n\u001b[1;32m    301\u001b[0m         \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself_attention_outputs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m  \u001b[0;31m# add self attentions if we output attention weights\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    302\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 303\u001b[0;31m         \u001b[0mintermediate_output\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintermediate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mattention_output\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    304\u001b[0m         \u001b[0mlayer_output\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mintermediate_output\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattention_output\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    305\u001b[0m         \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlayer_output\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0moutputs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/mpnet/modeling_mpnet.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, hidden_states)\u001b[0m\n\u001b[1;32m    255\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    256\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhidden_states\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 257\u001b[0;31m         \u001b[0mhidden_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdense\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhidden_states\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    258\u001b[0m         \u001b[0mhidden_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintermediate_act_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhidden_states\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    259\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mhidden_states\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1736\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m     \u001b[0;31m# torchrec tests the code consistency with the following code\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1745\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1746\u001b[0m                 or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1747\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1748\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1749\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/linear.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    123\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    124\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 125\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinear\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    127\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mextra_repr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Parallelizing\n",
        "\n",
        "[![](https://mermaid.ink/img/pako:eNqFk0uLgzAQgP_KkMOe7MHXRZaC1baXvsDCwqqHrGarVJMSE9hS-983NnWxULceRmf4Pp2MyQVlLCfIQweOTwXsw4SCuvw4Eiw7wqpsxPsXn_r-bmXAcrtdqts6WuwN2Ecr3wB__blJYTKZwixe45JCwKjgrKoI7zwXdphjlVXwwfiR8CbVH9BxdjPbqKxlJTAlTDbVuYXAjDUNZveSHWcZaRromkj_F61etIbire8Xpt2b9tDslvpCdHrRGYrddF6Ibi-6D4vsBjqcUWDe_NCMl0TAG6gfwwmEWOA7FlgasEYBWwP2KOBowBkFXA24Y4COoW61DRklLcwvQUHUHooEFrK53hHrAbkX7WdF51nRfVLUcX4fs8y6ObawMON-phvyI2CGRVakyEA14TUuc7XnL52ZIFGQmiTIU4855scEJfSqOCwFi840Q57gkhiIM3kokPeNq0Zl8pRjQcISq4NT_1VPmH4y1ufXXwdkCM8?type=png)](https://mermaid.live/edit#pako:eNqFk0uLgzAQgP_KkMOe7MHXRZaC1baXvsDCwqqHrGarVJMSE9hS-983NnWxULceRmf4Pp2MyQVlLCfIQweOTwXsw4SCuvw4Eiw7wqpsxPsXn_r-bmXAcrtdqts6WuwN2Ecr3wB__blJYTKZwixe45JCwKjgrKoI7zwXdphjlVXwwfiR8CbVH9BxdjPbqKxlJTAlTDbVuYXAjDUNZveSHWcZaRromkj_F61etIbire8Xpt2b9tDslvpCdHrRGYrddF6Ibi-6D4vsBjqcUWDe_NCMl0TAG6gfwwmEWOA7FlgasEYBWwP2KOBowBkFXA24Y4COoW61DRklLcwvQUHUHooEFrK53hHrAbkX7WdF51nRfVLUcX4fs8y6ObawMON-phvyI2CGRVakyEA14TUuc7XnL52ZIFGQmiTIU4855scEJfSqOCwFi840Q57gkhiIM3kokPeNq0Zl8pRjQcISq4NT_1VPmH4y1ufXXwdkCM8)"
      ],
      "metadata": {
        "id": "g1POpkjJFqDP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize tracking lists\n",
        "successful_tickers = []\n",
        "unsuccessful_tickers = []\n",
        "\n",
        "# Load existing successful/unsuccessful tickers\n",
        "try:\n",
        "    with open('successful_tickers.txt', 'r') as f:\n",
        "        successful_tickers = [line.strip() for line in f if line.strip()]\n",
        "    print(f\"Loaded {len(successful_tickers)} successful tickers\")\n",
        "except FileNotFoundError:\n",
        "    print(\"No existing successful tickers file found\")\n",
        "\n",
        "try:\n",
        "    with open('unsuccessful_tickers.txt', 'r') as f:\n",
        "        unsuccessful_tickers = [line.strip() for line in f if line.strip()]\n",
        "    print(f\"Loaded {len(unsuccessful_tickers)} unsuccessful tickers\")\n",
        "except FileNotFoundError:\n",
        "    print(\"No existing unsuccessful tickers file found\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xaUv_qnHhok8",
        "outputId": "49042195-4acb-4b5d-8feb-80d09275938b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loaded 4 successful tickers\n",
            "No existing unsuccessful tickers file found\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def process_stock(stock_ticker: str) -> str:\n",
        "    # Skip if already processed\n",
        "    if stock_ticker in successful_tickers:\n",
        "        return f\"Already processed {stock_ticker}\"\n",
        "\n",
        "    try:\n",
        "        # Get and store stock data\n",
        "        stock_data = get_stock_info(stock_ticker)\n",
        "        stock_description = stock_data['Business Summary']\n",
        "\n",
        "        # Store stock description in Pinecone\n",
        "        vectorstore_from_texts = PineconeVectorStore.from_documents(\n",
        "            documents=[Document(page_content=stock_description, metadata=stock_data)],\n",
        "            embedding=hf_embeddings,\n",
        "            index_name=index_name,\n",
        "            namespace=namespace\n",
        "        )\n",
        "\n",
        "        # Track success\n",
        "        with open('successful_tickers.txt', 'a') as f:\n",
        "            f.write(f\"{stock_ticker}\\n\")\n",
        "        successful_tickers.append(stock_ticker)\n",
        "\n",
        "        return f\"Processed {stock_ticker} successfully\"\n",
        "\n",
        "    except Exception as e:\n",
        "        # Track failure\n",
        "        with open('unsuccessful_tickers.txt', 'a') as f:\n",
        "            f.write(f\"{stock_ticker}\\n\")\n",
        "        unsuccessful_tickers.append(stock_ticker)\n",
        "\n",
        "        return f\"ERROR processing {stock_ticker}: {e}\"\n",
        "\n",
        "def parallel_process_stocks(tickers: list, max_workers: int = 10) -> None:\n",
        "    with concurrent.futures.ThreadPoolExecutor(max_workers=max_workers) as executor:\n",
        "        future_to_ticker = {\n",
        "            executor.submit(process_stock, ticker): ticker\n",
        "            for ticker in tickers\n",
        "        }\n",
        "\n",
        "        for future in concurrent.futures.as_completed(future_to_ticker):\n",
        "            ticker = future_to_ticker[future]\n",
        "            try:\n",
        "                result = future.result()\n",
        "                print(result)\n",
        "\n",
        "                # Stop on error\n",
        "                if result.startswith(\"ERROR\"):\n",
        "                    print(f\"Stopping program due to error in {ticker}\")\n",
        "                    executor.shutdown(wait=False)\n",
        "                    raise SystemExit(1)\n",
        "\n",
        "            except Exception as exc:\n",
        "                print(f'{ticker} generated an exception: {exc}')\n",
        "                print(\"Stopping program due to exception\")\n",
        "                executor.shutdown(wait=False)\n",
        "                raise SystemExit(1)\n",
        "\n",
        "# Prepare your tickers\n",
        "tickers_to_process = [company_tickers[num]['ticker'] for num in company_tickers.keys()]\n",
        "\n",
        "# Process them\n",
        "parallel_process_stocks(tickers_to_process, max_workers=10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "mClWyH8HXD-z",
        "outputId": "7ccbb4aa-b59c-41c9-bd15-a1c623e2a611"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Already processed DLTR\n",
            "Already processed CCEP\n",
            "Already processed JD\n",
            "Already processed STT\n",
            "Already processed TRU\n",
            "Already processed STM\n",
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            "Already processed HDELY\n",
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            "Already processed IBN\n",
            "Already processed ILMN\n",
            "Already processed BR\n",
            "Already processed NTES\n",
            "Already processed PKX\n",
            "Already processed CNQ\n",
            "Already processed L\n",
            "Already processed CRM\n",
            "Already processed DIA\n",
            "Already processed QSR\n",
            "Already processed BA\n",
            "Already processed WDC\n",
            "Already processed SW\n",
            "Already processed ALC\n",
            "Already processed GEHC\n",
            "Already processed URI\n",
            "Already processed COHR\n",
            "Already processed DASH\n",
            "Already processed TME\n",
            "Already processed PLD\n",
            "Already processed LDOS\n",
            "Already processed DECK\n",
            "Already processed JHX\n",
            "Already processed CNA\n",
            "Already processed BABA\n",
            "Already processed FICO\n",
            "Already processed INTC\n",
            "Already processed MSTR\n",
            "Already processed SSNC\n",
            "Already processed KSPI\n",
            "Already processed CHD\n",
            "Already processed SYY\n",
            "Already processed ZS\n",
            "Already processed JBSAY\n",
            "Already processed CAIXY\n",
            "Already processed CHTR\n",
            "Already processed MU\n",
            "Already processed LII\n",
            "Already processed VTR\n",
            "Already processed MMM\n",
            "Already processed GEN\n",
            "Already processed BIP\n",
            "Already processed CW\n",
            "Already processed MMC\n",
            "Already processed STE\n",
            "Already processed WPM\n",
            "Already processed ITUB\n",
            "Already processed VMC\n",
            "Already processed SHECY\n",
            "Already processed BALL\n",
            "Already processed MRNA\n",
            "Already processed NET\n",
            "Already processed DE\n",
            "Already processed RDDT\n",
            "Already processed NVZMY\n",
            "Already processed EA\n",
            "Already processed PSTG\n",
            "Already processed SUZ\n",
            "Already processed NXPI\n",
            "Already processed FDX\n",
            "Already processed HOLX\n",
            "Already processed BUD\n",
            "Already processed MKL\n",
            "Already processed ERIC\n",
            "Already processed A\n",
            "Already processed WLMIY\n",
            "Already processed JCI\n",
            "Already processed GILD\n",
            "Already processed NOC\n",
            "Already processed FDS\n",
            "Already processed TDY\n",
            "Already processed LYB\n",
            "Already processed AZPN\n",
            "Already processed FCNCA\n",
            "Already processed HLN\n",
            "Already processed BBVA\n",
            "Already processed MDT\n",
            "Already processed EXE\n",
            "Already processed RKT\n",
            "Already processed FTNT\n",
            "Already processed PODD\n",
            "Already processed EXR\n",
            "Already processed SFM\n",
            "Already processed UNH\n",
            "Already processed ALAB\n",
            "Already processed SONY\n",
            "Already processed BK\n",
            "Already processed FTS\n",
            "Already processed HPE\n",
            "Already processed ICLR\n",
            "Already processed SWK\n",
            "Already processed EMR\n",
            "Already processed ARE\n",
            "Already processed DXCM\n",
            "Already processed SBUX\n",
            "Already processed FNV\n",
            "Already processed MPWR\n",
            "Already processed TRGP\n",
            "Already processed V\n",
            "Already processed MTB\n",
            "Already processed GWW\n",
            "Already processed EBR\n",
            "Already processed TRI\n",
            "Already processed JBHT\n",
            "Already processed UPS\n",
            "Already processed IFF\n",
            "Already processed OEZVY\n",
            "Already processed WMT\n",
            "Already processed LNT\n",
            "Already processed RYAN\n",
            "Already processed MFC\n",
            "Already processed BMY\n",
            "Already processed SAN\n",
            "Already processed JPM\n",
            "Already processed ZBH\n",
            "Already processed ON\n",
            "Already processed MLM\n",
            "Already processed UAL\n",
            "Already processed BSY\n",
            "Already processed VALE\n",
            "Already processed MET\n",
            "Already processed NKE\n",
            "Already processed WY\n",
            "Already processed IOT\n",
            "Already processed COIN\n",
            "Already processed SGSOY\n",
            "Already processed DT\n",
            "Already processed UHS\n",
            "Already processed DUOL\n",
            "Already processed EADSY\n",
            "Already processed ATO\n",
            "Already processed DOV\n",
            "Already processed SRE\n",
            "Already processed HPQ\n",
            "Already processed EOG\n",
            "Already processed NTNX\n",
            "Already processed SN\n",
            "Already processed LYV\n",
            "Already processed CB\n",
            "Already processed WBD\n",
            "Already processed NVR\n",
            "Already processed ATEYY\n",
            "Already processed SE\n",
            "Already processed IBKR\n",
            "Already processed NRG\n",
            "Already processed ANET\n",
            "Already processed WIT\n",
            "Already processed ES\n",
            "Already processed FER\n",
            "Already processed BRK-B\n",
            "Already processed DIS\n",
            "Already processed PM\n",
            "Already processed TSM\n",
            "Already processed TSLA\n",
            "Already processed HD\n",
            "Already processed NVO\n",
            "Already processed ORCL\n",
            "Already processed RS\n",
            "Already processed MA\n",
            "Already processed ROST\n",
            "Already processed AXP\n",
            "Already processed LHX\n",
            "Already processed PEP\n",
            "Already processed ROK\n",
            "Already processed FAST\n",
            "Already processed PG\n",
            "Already processed AMX\n",
            "Already processed AVB\n",
            "Already processed JNJ\n",
            "Already processed E\n",
            "Already processed LIN\n",
            "Already processed MSCI\n",
            "Already processed AVGO\n",
            "Already processed LLY\n",
            "Already processed ABT\n",
            "Already processed TPR\n",
            "Already processed COST\n",
            "Already processed MS\n",
            "Already processed XOM\n",
            "Already processed NOW\n",
            "Already processed SPY\n",
            "Already processed NVS\n",
            "Already processed MSFT\n",
            "Already processed META\n",
            "Already processed GOOGL\n",
            "Already processed OXY\n",
            "Already processed NVDA\n",
            "Already processed ACN\n",
            "Already processed BX\n",
            "Processed CHWY successfully\n",
            "Processed CPT successfully\n",
            "Processed RTO successfully\n",
            "Processed MNDY successfully\n",
            "Processed TAP successfully\n",
            "Processed FMS successfully\n",
            "Processed HLI successfully\n",
            "Processed JBAXY successfully\n",
            "Processed CPB successfully\n",
            "Processed RL successfully\n",
            "Processed NNGRY successfully\n",
            "Processed BG successfully\n",
            "Processed CAG successfully\n",
            "Processed PAYC successfully\n",
            "Processed LBRDA successfully\n",
            "Processed MGA successfully\n",
            "Processed APTV successfully\n",
            "Processed XPEV successfully\n",
            "Processed JKHY successfully\n",
            "Processed RKUNY successfully\n",
            "Processed JLL successfully\n",
            "Processed OKTA successfully\n",
            "Processed GFI successfully\n",
            "Processed HST successfully\n",
            "Processed WPC successfully\n",
            "Processed MBLY successfully\n",
            "Processed ITT successfully\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-69-ffbc489f32da>\u001b[0m in \u001b[0;36mparallel_process_stocks\u001b[0;34m(tickers, max_workers)\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 41\u001b[0;31m         \u001b[0;32mfor\u001b[0m \u001b[0mfuture\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mconcurrent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfutures\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_completed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfuture_to_ticker\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     42\u001b[0m             \u001b[0mticker\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfuture_to_ticker\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfuture\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/_base.py\u001b[0m in \u001b[0;36mas_completed\u001b[0;34m(fs, timeout)\u001b[0m\n\u001b[1;32m    244\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 245\u001b[0;31m             \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait_timeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    606\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 607\u001b[0;31m                 \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cond\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    608\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    319\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 320\u001b[0;31m                 \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    321\u001b[0m                 \u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: ",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-69-ffbc489f32da>\u001b[0m in \u001b[0;36m<cell line: 63>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[0;31m# Process them\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0mparallel_process_stocks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtickers_to_process\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_workers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m<ipython-input-69-ffbc489f32da>\u001b[0m in \u001b[0;36mparallel_process_stocks\u001b[0;34m(tickers, max_workers)\u001b[0m\n\u001b[1;32m     33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mparallel_process_stocks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtickers\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_workers\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m     \u001b[0;32mwith\u001b[0m \u001b[0mconcurrent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfutures\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mThreadPoolExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_workers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_workers\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mexecutor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m         future_to_ticker = {\n\u001b[1;32m     37\u001b[0m             \u001b[0mexecutor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubmit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprocess_stock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mticker\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mticker\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/_base.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, exc_type, exc_val, exc_tb)\u001b[0m\n\u001b[1;32m    647\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    648\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__exit__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_tb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 649\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    650\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    651\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/concurrent/futures/thread.py\u001b[0m in \u001b[0;36mshutdown\u001b[0;34m(self, wait, cancel_futures)\u001b[0m\n\u001b[1;32m    233\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    234\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_threads\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 235\u001b[0;31m                 \u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    236\u001b[0m     \u001b[0mshutdown\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_base\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mExecutor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1094\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1095\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1096\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_for_tstate_lock\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1097\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1098\u001b[0m             \u001b[0;31m# the behavior of a negative timeout isn't documented, but\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/threading.py\u001b[0m in \u001b[0;36m_wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m   1114\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1115\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1116\u001b[0;31m             \u001b[0;32mif\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1117\u001b[0m                 \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1118\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Perform RAG"
      ],
      "metadata": {
        "id": "HK_GCUV1OvIW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize Pinecone\n",
        "pc = Pinecone(api_key=userdata.get(\"PINECONE_API_KEY\"),)\n",
        "\n",
        "# Connect to your Pinecone index\n",
        "pinecone_index = pc.Index(index_name)"
      ],
      "metadata": {
        "id": "VPNLuCmQa0uq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "query = \"What are some companies that manufacture consumer hardware?\""
      ],
      "metadata": {
        "id": "YkzNzCTdOrO5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "raw_query_embedding = get_huggingface_embeddings(query)"
      ],
      "metadata": {
        "id": "c2fO8ql_OrWs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_matches = pinecone_index.query(vector=raw_query_embedding.tolist(), top_k=10, include_metadata=True, namespace=namespace)"
      ],
      "metadata": {
        "id": "nM2LkWyXPAiX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_matches"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wSV6Ic06QnEr",
        "outputId": "2752751b-b20b-4833-d98b-96cb712c8f0a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'matches': [{'id': '651e344c-2faf-4fd5-9032-0cf11cdaf2ed',\n",
              "              'metadata': {'Business Summary': 'Honeywell International Inc. '\n",
              "                                               'engages in the aerospace '\n",
              "                                               'technologies, building '\n",
              "                                               'automation, energy and '\n",
              "                                               'sustainable solutions, and '\n",
              "                                               'industrial automation '\n",
              "                                               'businesses in the United '\n",
              "                                               'States, Europe, and '\n",
              "                                               \"internationally. The company's \"\n",
              "                                               'Aerospace segment offers '\n",
              "                                               'auxiliary power units, '\n",
              "                                               'propulsion engines, integrated '\n",
              "                                               'avionics, environmental '\n",
              "                                               'control and electric power '\n",
              "                                               'systems, engine controls, '\n",
              "                                               'flight safety, communications, '\n",
              "                                               'navigation hardware, data and '\n",
              "                                               'software applications, radar '\n",
              "                                               'and surveillance systems, '\n",
              "                                               'aircraft lighting, advanced '\n",
              "                                               'systems and instruments, '\n",
              "                                               'satellite and space '\n",
              "                                               'components, and aircraft '\n",
              "                                               'wheels and brakes; spare '\n",
              "                                               'parts; repair, overhaul, and '\n",
              "                                               'maintenance services; and '\n",
              "                                               'thermal systems, as well as '\n",
              "                                               'wireless connectivity '\n",
              "                                               'services. Its Honeywell '\n",
              "                                               'Building Technologies segment '\n",
              "                                               'provides software applications '\n",
              "                                               'for building control and '\n",
              "                                               'optimization; sensors, '\n",
              "                                               'switches, control systems, and '\n",
              "                                               'instruments for energy '\n",
              "                                               'management; access control; '\n",
              "                                               'video surveillance; fire '\n",
              "                                               'products; and installation, '\n",
              "                                               'maintenance, and upgrades of '\n",
              "                                               \"systems. The company's \"\n",
              "                                               'Performance Materials and '\n",
              "                                               'Technologies segment offers '\n",
              "                                               'automation control, '\n",
              "                                               'instrumentation, and software '\n",
              "                                               'and related services; '\n",
              "                                               'catalysts and adsorbents, '\n",
              "                                               'equipment, and consulting; and '\n",
              "                                               'materials to manufacture end '\n",
              "                                               'products, such as '\n",
              "                                               'bullet-resistant armor, nylon, '\n",
              "                                               'computer chips, and '\n",
              "                                               'pharmaceutical packaging, as '\n",
              "                                               'well as provides materials '\n",
              "                                               'based on hydrofluoro-olefin '\n",
              "                                               'technology. Its Safety and '\n",
              "                                               'Productivity Solutions segment '\n",
              "                                               'provides personal protective '\n",
              "                                               'equipment, apparel, gear, and '\n",
              "                                               'footwear; gas detection '\n",
              "                                               'technology; custom-engineered '\n",
              "                                               'sensors, switches, and '\n",
              "                                               'controls for sensing and '\n",
              "                                               'productivity solution; '\n",
              "                                               'cloud-based notification and '\n",
              "                                               'emergency messaging; mobile '\n",
              "                                               'devices and software; '\n",
              "                                               'custom-engineered sensors, '\n",
              "                                               'switches, and controls; and '\n",
              "                                               'data and asset management '\n",
              "                                               'productivity solutions. '\n",
              "                                               'Honeywell International Inc. '\n",
              "                                               'was founded in 1885 and is '\n",
              "                                               'headquartered in Charlotte, '\n",
              "                                               'North Carolina.',\n",
              "                           'City': 'Charlotte',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Conglomerates',\n",
              "                           'Name': 'Honeywell International Inc.',\n",
              "                           'Sector': 'Industrials',\n",
              "                           'State': 'NC',\n",
              "                           'Ticker': 'HON',\n",
              "                           'text': 'Honeywell International Inc. engages in '\n",
              "                                   'the aerospace technologies, building '\n",
              "                                   'automation, energy and sustainable '\n",
              "                                   'solutions, and industrial automation '\n",
              "                                   'businesses in the United States, Europe, '\n",
              "                                   \"and internationally. The company's \"\n",
              "                                   'Aerospace segment offers auxiliary power '\n",
              "                                   'units, propulsion engines, integrated '\n",
              "                                   'avionics, environmental control and '\n",
              "                                   'electric power systems, engine controls, '\n",
              "                                   'flight safety, communications, navigation '\n",
              "                                   'hardware, data and software applications, '\n",
              "                                   'radar and surveillance systems, aircraft '\n",
              "                                   'lighting, advanced systems and '\n",
              "                                   'instruments, satellite and space '\n",
              "                                   'components, and aircraft wheels and '\n",
              "                                   'brakes; spare parts; repair, overhaul, and '\n",
              "                                   'maintenance services; and thermal systems, '\n",
              "                                   'as well as wireless connectivity services. '\n",
              "                                   'Its Honeywell Building Technologies '\n",
              "                                   'segment provides software applications for '\n",
              "                                   'building control and optimization; '\n",
              "                                   'sensors, switches, control systems, and '\n",
              "                                   'instruments for energy management; access '\n",
              "                                   'control; video surveillance; fire '\n",
              "                                   'products; and installation, maintenance, '\n",
              "                                   \"and upgrades of systems. The company's \"\n",
              "                                   'Performance Materials and Technologies '\n",
              "                                   'segment offers automation control, '\n",
              "                                   'instrumentation, and software and related '\n",
              "                                   'services; catalysts and adsorbents, '\n",
              "                                   'equipment, and consulting; and materials '\n",
              "                                   'to manufacture end products, such as '\n",
              "                                   'bullet-resistant armor, nylon, computer '\n",
              "                                   'chips, and pharmaceutical packaging, as '\n",
              "                                   'well as provides materials based on '\n",
              "                                   'hydrofluoro-olefin technology. Its Safety '\n",
              "                                   'and Productivity Solutions segment '\n",
              "                                   'provides personal protective equipment, '\n",
              "                                   'apparel, gear, and footwear; gas detection '\n",
              "                                   'technology; custom-engineered sensors, '\n",
              "                                   'switches, and controls for sensing and '\n",
              "                                   'productivity solution; cloud-based '\n",
              "                                   'notification and emergency messaging; '\n",
              "                                   'mobile devices and software; '\n",
              "                                   'custom-engineered sensors, switches, and '\n",
              "                                   'controls; and data and asset management '\n",
              "                                   'productivity solutions. Honeywell '\n",
              "                                   'International Inc. was founded in 1885 and '\n",
              "                                   'is headquartered in Charlotte, North '\n",
              "                                   'Carolina.'},\n",
              "              'score': 0.452476263,\n",
              "              'values': []},\n",
              "             {'id': '729902e2-1788-4fce-9d9b-1e45ab54f0fc',\n",
              "              'metadata': {'Business Summary': 'Applied Materials, Inc. '\n",
              "                                               'engages in the provision of '\n",
              "                                               'manufacturing equipment, '\n",
              "                                               'services, and software to the '\n",
              "                                               'semiconductor, display, and '\n",
              "                                               'related industries. The '\n",
              "                                               'company operates through three '\n",
              "                                               'segments: Semiconductor '\n",
              "                                               'Systems, Applied Global '\n",
              "                                               'Services, and Display and '\n",
              "                                               'Adjacent Markets. The '\n",
              "                                               'Semiconductor Systems segment '\n",
              "                                               'develops, manufactures, and '\n",
              "                                               'sells various manufacturing '\n",
              "                                               'equipment that is used to '\n",
              "                                               'fabricate semiconductor chips '\n",
              "                                               'or integrated circuits. This '\n",
              "                                               'segment also offers various '\n",
              "                                               'technologies, including '\n",
              "                                               'epitaxy, ion implantation, '\n",
              "                                               'oxidation/nitridation, rapid '\n",
              "                                               'thermal processing, physical '\n",
              "                                               'vapor deposition, chemical '\n",
              "                                               'vapor deposition, chemical '\n",
              "                                               'mechanical planarization, '\n",
              "                                               'electrochemical deposition, '\n",
              "                                               'atomic layer deposition, '\n",
              "                                               'etching, and selective '\n",
              "                                               'deposition and removal, as '\n",
              "                                               'well as metrology and '\n",
              "                                               'inspection tools. The Applied '\n",
              "                                               'Global Services segment '\n",
              "                                               'provides integrated solutions '\n",
              "                                               'to optimize equipment and fab '\n",
              "                                               'performance and productivity '\n",
              "                                               'comprising spares, upgrades, '\n",
              "                                               'services, remanufactured '\n",
              "                                               'earlier generation equipment, '\n",
              "                                               'and factory automation '\n",
              "                                               'software for semiconductor, '\n",
              "                                               'display, and other products. '\n",
              "                                               'The Display and Adjacent '\n",
              "                                               'Markets segment offers '\n",
              "                                               'products for manufacturing '\n",
              "                                               'liquid crystal displays; '\n",
              "                                               'organic light-emitting diodes; '\n",
              "                                               'and other display technologies '\n",
              "                                               'for TVs, monitors, laptops, '\n",
              "                                               'personal computers, electronic '\n",
              "                                               'tablets, smart phones, and '\n",
              "                                               'other consumer-oriented '\n",
              "                                               'devices. It operates in the '\n",
              "                                               'United States, China, Korea, '\n",
              "                                               'Taiwan, Japan, Southeast Asia, '\n",
              "                                               'and Europe. The company was '\n",
              "                                               'incorporated in 1967 and is '\n",
              "                                               'headquartered in Santa Clara, '\n",
              "                                               'California.',\n",
              "                           'City': 'Santa Clara',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Semiconductor Equipment & Materials',\n",
              "                           'Name': 'Applied Materials, Inc.',\n",
              "                           'Sector': 'Technology',\n",
              "                           'State': 'CA',\n",
              "                           'Ticker': 'AMAT',\n",
              "                           'text': 'Applied Materials, Inc. engages in the '\n",
              "                                   'provision of manufacturing equipment, '\n",
              "                                   'services, and software to the '\n",
              "                                   'semiconductor, display, and related '\n",
              "                                   'industries. The company operates through '\n",
              "                                   'three segments: Semiconductor Systems, '\n",
              "                                   'Applied Global Services, and Display and '\n",
              "                                   'Adjacent Markets. The Semiconductor '\n",
              "                                   'Systems segment develops, manufactures, '\n",
              "                                   'and sells various manufacturing equipment '\n",
              "                                   'that is used to fabricate semiconductor '\n",
              "                                   'chips or integrated circuits. This segment '\n",
              "                                   'also offers various technologies, '\n",
              "                                   'including epitaxy, ion implantation, '\n",
              "                                   'oxidation/nitridation, rapid thermal '\n",
              "                                   'processing, physical vapor deposition, '\n",
              "                                   'chemical vapor deposition, chemical '\n",
              "                                   'mechanical planarization, electrochemical '\n",
              "                                   'deposition, atomic layer deposition, '\n",
              "                                   'etching, and selective deposition and '\n",
              "                                   'removal, as well as metrology and '\n",
              "                                   'inspection tools. The Applied Global '\n",
              "                                   'Services segment provides integrated '\n",
              "                                   'solutions to optimize equipment and fab '\n",
              "                                   'performance and productivity comprising '\n",
              "                                   'spares, upgrades, services, remanufactured '\n",
              "                                   'earlier generation equipment, and factory '\n",
              "                                   'automation software for semiconductor, '\n",
              "                                   'display, and other products. The Display '\n",
              "                                   'and Adjacent Markets segment offers '\n",
              "                                   'products for manufacturing liquid crystal '\n",
              "                                   'displays; organic light-emitting diodes; '\n",
              "                                   'and other display technologies for TVs, '\n",
              "                                   'monitors, laptops, personal computers, '\n",
              "                                   'electronic tablets, smart phones, and '\n",
              "                                   'other consumer-oriented devices. It '\n",
              "                                   'operates in the United States, China, '\n",
              "                                   'Korea, Taiwan, Japan, Southeast Asia, and '\n",
              "                                   'Europe. The company was incorporated in '\n",
              "                                   '1967 and is headquartered in Santa Clara, '\n",
              "                                   'California.'},\n",
              "              'score': 0.44577679,\n",
              "              'values': []},\n",
              "             {'id': '6756a11b-04c5-4476-b146-5e6731baed29',\n",
              "              'metadata': {'Business Summary': 'Advanced Micro Devices, Inc. '\n",
              "                                               'operates as a semiconductor '\n",
              "                                               'company worldwide. It operates '\n",
              "                                               'through Data Center, Client, '\n",
              "                                               'Gaming, and Embedded segments. '\n",
              "                                               'The company offers x86 '\n",
              "                                               'microprocessors and graphics '\n",
              "                                               'processing units (GPUs) as an '\n",
              "                                               'accelerated processing unit, '\n",
              "                                               'chipsets, data center, and '\n",
              "                                               'professional GPUs; and '\n",
              "                                               'embedded processors, and '\n",
              "                                               'semi-custom system-on-chip '\n",
              "                                               '(SoC) products, microprocessor '\n",
              "                                               'and SoC development services '\n",
              "                                               'and technology, data '\n",
              "                                               'processing unites, field '\n",
              "                                               'programmable gate arrays '\n",
              "                                               '(FPGA), and adaptive SoC '\n",
              "                                               'products. It provides '\n",
              "                                               'processors under the AMD '\n",
              "                                               'Ryzen, AMD Ryzen PRO, Ryzen '\n",
              "                                               'Threadripper, Ryzen '\n",
              "                                               'Threadripper PRO, AMD Athlon, '\n",
              "                                               'AMD Athlon PRO, and AMD PRO '\n",
              "                                               'A-Series brand names; graphics '\n",
              "                                               'under the AMD Radeon graphics '\n",
              "                                               'and AMD Embedded Radeon '\n",
              "                                               'graphics; and professional '\n",
              "                                               'graphics under the AMD Radeon '\n",
              "                                               'Pro graphics brand name. In '\n",
              "                                               'addition, the company offers '\n",
              "                                               'data center graphics under the '\n",
              "                                               'Radeon Instinct and Radeon PRO '\n",
              "                                               'V-series brands, as well as '\n",
              "                                               'servers under the AMD Instinct '\n",
              "                                               'accelerators brand; server '\n",
              "                                               'microprocessors under the AMD '\n",
              "                                               'EPYC brands; low power '\n",
              "                                               'solutions under the AMD '\n",
              "                                               'Athlon, AMD Geode, AMD Ryzen, '\n",
              "                                               'AMD EPYC, AMD R-Series, and '\n",
              "                                               'G-Series brands; FPGA products '\n",
              "                                               'under the Virtex-6, Virtex-7, '\n",
              "                                               'Virtex UltraScale+, Kintex-7, '\n",
              "                                               'Kintex UltraScale, Kintex '\n",
              "                                               'UltraScale+, Artix-7, Artix '\n",
              "                                               'UltraScale+, Spartan-6, and '\n",
              "                                               'Spartan-7 brands; adaptive '\n",
              "                                               'SOCs under the Zynq-7000, Zynq '\n",
              "                                               'UltraScale+ MPSoC, Zynq '\n",
              "                                               'UltraScale+ RFSoCs, Versal '\n",
              "                                               'HBM, Versal Premium, Versal '\n",
              "                                               'Prime, Versal AI Core, Versal '\n",
              "                                               'AI Edge, Vitis, and Vivado '\n",
              "                                               'brands; and compute and '\n",
              "                                               'network acceleration board '\n",
              "                                               'products under the Alveo '\n",
              "                                               'brand. It serves original '\n",
              "                                               'equipment and design '\n",
              "                                               'manufacturers, public cloud '\n",
              "                                               'service providers, system '\n",
              "                                               'integrators, independent '\n",
              "                                               'distributors, and add-in-board '\n",
              "                                               'manufacturers through its '\n",
              "                                               'direct sales force, and sales '\n",
              "                                               'representatives. Advanced '\n",
              "                                               'Micro Devices, Inc. was '\n",
              "                                               'incorporated in 1969 and is '\n",
              "                                               'headquartered in Santa Clara, '\n",
              "                                               'California.',\n",
              "                           'City': 'Santa Clara',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Semiconductors',\n",
              "                           'Name': 'Advanced Micro Devices, Inc.',\n",
              "                           'Sector': 'Technology',\n",
              "                           'State': 'CA',\n",
              "                           'Ticker': 'AMD',\n",
              "                           'text': 'Advanced Micro Devices, Inc. operates as a '\n",
              "                                   'semiconductor company worldwide. It '\n",
              "                                   'operates through Data Center, Client, '\n",
              "                                   'Gaming, and Embedded segments. The company '\n",
              "                                   'offers x86 microprocessors and graphics '\n",
              "                                   'processing units (GPUs) as an accelerated '\n",
              "                                   'processing unit, chipsets, data center, '\n",
              "                                   'and professional GPUs; and embedded '\n",
              "                                   'processors, and semi-custom system-on-chip '\n",
              "                                   '(SoC) products, microprocessor and SoC '\n",
              "                                   'development services and technology, data '\n",
              "                                   'processing unites, field programmable gate '\n",
              "                                   'arrays (FPGA), and adaptive SoC products. '\n",
              "                                   'It provides processors under the AMD '\n",
              "                                   'Ryzen, AMD Ryzen PRO, Ryzen Threadripper, '\n",
              "                                   'Ryzen Threadripper PRO, AMD Athlon, AMD '\n",
              "                                   'Athlon PRO, and AMD PRO A-Series brand '\n",
              "                                   'names; graphics under the AMD Radeon '\n",
              "                                   'graphics and AMD Embedded Radeon graphics; '\n",
              "                                   'and professional graphics under the AMD '\n",
              "                                   'Radeon Pro graphics brand name. In '\n",
              "                                   'addition, the company offers data center '\n",
              "                                   'graphics under the Radeon Instinct and '\n",
              "                                   'Radeon PRO V-series brands, as well as '\n",
              "                                   'servers under the AMD Instinct '\n",
              "                                   'accelerators brand; server microprocessors '\n",
              "                                   'under the AMD EPYC brands; low power '\n",
              "                                   'solutions under the AMD Athlon, AMD Geode, '\n",
              "                                   'AMD Ryzen, AMD EPYC, AMD R-Series, and '\n",
              "                                   'G-Series brands; FPGA products under the '\n",
              "                                   'Virtex-6, Virtex-7, Virtex UltraScale+, '\n",
              "                                   'Kintex-7, Kintex UltraScale, Kintex '\n",
              "                                   'UltraScale+, Artix-7, Artix UltraScale+, '\n",
              "                                   'Spartan-6, and Spartan-7 brands; adaptive '\n",
              "                                   'SOCs under the Zynq-7000, Zynq UltraScale+ '\n",
              "                                   'MPSoC, Zynq UltraScale+ RFSoCs, Versal '\n",
              "                                   'HBM, Versal Premium, Versal Prime, Versal '\n",
              "                                   'AI Core, Versal AI Edge, Vitis, and Vivado '\n",
              "                                   'brands; and compute and network '\n",
              "                                   'acceleration board products under the '\n",
              "                                   'Alveo brand. It serves original equipment '\n",
              "                                   'and design manufacturers, public cloud '\n",
              "                                   'service providers, system integrators, '\n",
              "                                   'independent distributors, and add-in-board '\n",
              "                                   'manufacturers through its direct sales '\n",
              "                                   'force, and sales representatives. Advanced '\n",
              "                                   'Micro Devices, Inc. was incorporated in '\n",
              "                                   '1969 and is headquartered in Santa Clara, '\n",
              "                                   'California.'},\n",
              "              'score': 0.443927258,\n",
              "              'values': []},\n",
              "             {'id': '6611eed2-e71d-4c3e-ba81-2928dcd6dafe',\n",
              "              'metadata': {'Business Summary': 'Broadcom Inc. designs, '\n",
              "                                               'develops, and supplies various '\n",
              "                                               'semiconductor devices with a '\n",
              "                                               'focus on complex digital and '\n",
              "                                               'mixed signal complementary '\n",
              "                                               'metal oxide semiconductor '\n",
              "                                               'based devices and analog III-V '\n",
              "                                               'based products worldwide. The '\n",
              "                                               'company operates in two '\n",
              "                                               'segments, Semiconductor '\n",
              "                                               'Solutions and Infrastructure '\n",
              "                                               'Software. It provides set-top '\n",
              "                                               'box system-on-chips (SoCs); '\n",
              "                                               'cable, digital subscriber '\n",
              "                                               'line, and passive optical '\n",
              "                                               'networking central '\n",
              "                                               'office/consumer premise '\n",
              "                                               'equipment SoCs; wireless local '\n",
              "                                               'area network access point '\n",
              "                                               'SoCs; Ethernet switching and '\n",
              "                                               'routing custom silicon '\n",
              "                                               'solutions; '\n",
              "                                               'serializer/deserializer '\n",
              "                                               'application specific '\n",
              "                                               'integrated circuits; optical '\n",
              "                                               'and copper, and physical layer '\n",
              "                                               'devices; and fiber optic '\n",
              "                                               'components and RF '\n",
              "                                               'semiconductor devices. The '\n",
              "                                               'company also offers RF front '\n",
              "                                               'end modules and filter; Wi-Fi, '\n",
              "                                               'Bluetooth, and global '\n",
              "                                               'positioning system/global '\n",
              "                                               'navigation satellite system '\n",
              "                                               'SoCs; custom touch '\n",
              "                                               'controllers; inductive '\n",
              "                                               'charging; attached small '\n",
              "                                               'computer system interface, and '\n",
              "                                               'redundant array of independent '\n",
              "                                               'disks controllers and '\n",
              "                                               'adapters; peripheral component '\n",
              "                                               'interconnect express; fiber '\n",
              "                                               'channel host bus adapters; '\n",
              "                                               'read channel based SoCs; '\n",
              "                                               'custom flash controllers; '\n",
              "                                               'preamplifiers; optocouplers, '\n",
              "                                               'industrial fiber optics, and '\n",
              "                                               'motion control encoders and '\n",
              "                                               'subsystems; light emitting '\n",
              "                                               'diode, ethernet PHYs, switch '\n",
              "                                               'ICs, and camera '\n",
              "                                               'microcontrollers. Its products '\n",
              "                                               'are used in various '\n",
              "                                               'applications, including '\n",
              "                                               'enterprise and data center '\n",
              "                                               'networking, home connectivity, '\n",
              "                                               'set-top boxes, broadband '\n",
              "                                               'access, telecommunication '\n",
              "                                               'equipment, smartphones and '\n",
              "                                               'base stations, data center '\n",
              "                                               'servers and storage systems, '\n",
              "                                               'factory automation, power '\n",
              "                                               'generation and alternative '\n",
              "                                               'energy systems, and electronic '\n",
              "                                               'displays. Broadcom Inc. was '\n",
              "                                               'founded in 1961 and is '\n",
              "                                               'headquartered in Palo Alto, '\n",
              "                                               'California.',\n",
              "                           'City': 'Palo Alto',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Semiconductors',\n",
              "                           'Name': 'Broadcom Inc.',\n",
              "                           'Sector': 'Technology',\n",
              "                           'State': 'CA',\n",
              "                           'Ticker': 'AVGO',\n",
              "                           'text': 'Broadcom Inc. designs, develops, and '\n",
              "                                   'supplies various semiconductor devices '\n",
              "                                   'with a focus on complex digital and mixed '\n",
              "                                   'signal complementary metal oxide '\n",
              "                                   'semiconductor based devices and analog '\n",
              "                                   'III-V based products worldwide. The '\n",
              "                                   'company operates in two segments, '\n",
              "                                   'Semiconductor Solutions and Infrastructure '\n",
              "                                   'Software. It provides set-top box '\n",
              "                                   'system-on-chips (SoCs); cable, digital '\n",
              "                                   'subscriber line, and passive optical '\n",
              "                                   'networking central office/consumer premise '\n",
              "                                   'equipment SoCs; wireless local area '\n",
              "                                   'network access point SoCs; Ethernet '\n",
              "                                   'switching and routing custom silicon '\n",
              "                                   'solutions; serializer/deserializer '\n",
              "                                   'application specific integrated circuits; '\n",
              "                                   'optical and copper, and physical layer '\n",
              "                                   'devices; and fiber optic components and RF '\n",
              "                                   'semiconductor devices. The company also '\n",
              "                                   'offers RF front end modules and filter; '\n",
              "                                   'Wi-Fi, Bluetooth, and global positioning '\n",
              "                                   'system/global navigation satellite system '\n",
              "                                   'SoCs; custom touch controllers; inductive '\n",
              "                                   'charging; attached small computer system '\n",
              "                                   'interface, and redundant array of '\n",
              "                                   'independent disks controllers and '\n",
              "                                   'adapters; peripheral component '\n",
              "                                   'interconnect express; fiber channel host '\n",
              "                                   'bus adapters; read channel based SoCs; '\n",
              "                                   'custom flash controllers; preamplifiers; '\n",
              "                                   'optocouplers, industrial fiber optics, and '\n",
              "                                   'motion control encoders and subsystems; '\n",
              "                                   'light emitting diode, ethernet PHYs, '\n",
              "                                   'switch ICs, and camera microcontrollers. '\n",
              "                                   'Its products are used in various '\n",
              "                                   'applications, including enterprise and '\n",
              "                                   'data center networking, home connectivity, '\n",
              "                                   'set-top boxes, broadband access, '\n",
              "                                   'telecommunication equipment, smartphones '\n",
              "                                   'and base stations, data center servers and '\n",
              "                                   'storage systems, factory automation, power '\n",
              "                                   'generation and alternative energy systems, '\n",
              "                                   'and electronic displays. Broadcom Inc. was '\n",
              "                                   'founded in 1961 and is headquartered in '\n",
              "                                   'Palo Alto, California.'},\n",
              "              'score': 0.435423911,\n",
              "              'values': []},\n",
              "             {'id': 'e30b8886-e202-4060-b32d-be2f37e3dd13',\n",
              "              'metadata': {'Business Summary': 'Texas Instruments Incorporated '\n",
              "                                               'designs, manufactures, and '\n",
              "                                               'sells semiconductors to '\n",
              "                                               'electronics designers and '\n",
              "                                               'manufacturers in the United '\n",
              "                                               'States and internationally. '\n",
              "                                               'The company operates through '\n",
              "                                               'Analog and Embedded Processing '\n",
              "                                               'segments. The Analog segment '\n",
              "                                               'offers power products to '\n",
              "                                               'manage power requirements '\n",
              "                                               'across various voltage levels, '\n",
              "                                               'including battery-management '\n",
              "                                               'solutions, DC/DC switching '\n",
              "                                               'regulators, AC/DC and isolated '\n",
              "                                               'controllers and converters, '\n",
              "                                               'power switches, linear '\n",
              "                                               'regulators, voltage '\n",
              "                                               'references, and lighting '\n",
              "                                               'products. This segment '\n",
              "                                               'provides signal chain products '\n",
              "                                               'that sense, condition, and '\n",
              "                                               'measure signals to allow '\n",
              "                                               'information to be transferred '\n",
              "                                               'or converted for further '\n",
              "                                               'processing and control, '\n",
              "                                               'including amplifiers, data '\n",
              "                                               'converters, interface '\n",
              "                                               'products, motor drives, '\n",
              "                                               'clocks, and logic and sensing '\n",
              "                                               'products. The Embedded '\n",
              "                                               'Processing segment offers '\n",
              "                                               'microcontrollers that are used '\n",
              "                                               'in electronic equipment; '\n",
              "                                               'digital signal processors for '\n",
              "                                               'mathematical computations; and '\n",
              "                                               'applications processors for '\n",
              "                                               'specific computing activity. '\n",
              "                                               'This segment offers products '\n",
              "                                               'for use in various markets, '\n",
              "                                               'such as industrial, '\n",
              "                                               'automotive, personal '\n",
              "                                               'electronics, communications '\n",
              "                                               'equipment, enterprise systems, '\n",
              "                                               'and calculators and other. It '\n",
              "                                               'provides DLP products '\n",
              "                                               'primarily for use in project '\n",
              "                                               'high-definition images; '\n",
              "                                               'calculators; and '\n",
              "                                               'application-specific '\n",
              "                                               'integrated circuits. The '\n",
              "                                               'company markets and sells its '\n",
              "                                               'semiconductor products through '\n",
              "                                               'direct sales and distributors, '\n",
              "                                               'as well as through its '\n",
              "                                               'website. Texas Instruments '\n",
              "                                               'Incorporated was founded in '\n",
              "                                               '1930 and is headquartered in '\n",
              "                                               'Dallas, Texas.',\n",
              "                           'City': 'Dallas',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Semiconductors',\n",
              "                           'Name': 'Texas Instruments Incorporated',\n",
              "                           'Sector': 'Technology',\n",
              "                           'State': 'TX',\n",
              "                           'Ticker': 'TXN',\n",
              "                           'text': 'Texas Instruments Incorporated designs, '\n",
              "                                   'manufactures, and sells semiconductors to '\n",
              "                                   'electronics designers and manufacturers in '\n",
              "                                   'the United States and internationally. The '\n",
              "                                   'company operates through Analog and '\n",
              "                                   'Embedded Processing segments. The Analog '\n",
              "                                   'segment offers power products to manage '\n",
              "                                   'power requirements across various voltage '\n",
              "                                   'levels, including battery-management '\n",
              "                                   'solutions, DC/DC switching regulators, '\n",
              "                                   'AC/DC and isolated controllers and '\n",
              "                                   'converters, power switches, linear '\n",
              "                                   'regulators, voltage references, and '\n",
              "                                   'lighting products. This segment provides '\n",
              "                                   'signal chain products that sense, '\n",
              "                                   'condition, and measure signals to allow '\n",
              "                                   'information to be transferred or converted '\n",
              "                                   'for further processing and control, '\n",
              "                                   'including amplifiers, data converters, '\n",
              "                                   'interface products, motor drives, clocks, '\n",
              "                                   'and logic and sensing products. The '\n",
              "                                   'Embedded Processing segment offers '\n",
              "                                   'microcontrollers that are used in '\n",
              "                                   'electronic equipment; digital signal '\n",
              "                                   'processors for mathematical computations; '\n",
              "                                   'and applications processors for specific '\n",
              "                                   'computing activity. This segment offers '\n",
              "                                   'products for use in various markets, such '\n",
              "                                   'as industrial, automotive, personal '\n",
              "                                   'electronics, communications equipment, '\n",
              "                                   'enterprise systems, and calculators and '\n",
              "                                   'other. It provides DLP products primarily '\n",
              "                                   'for use in project high-definition images; '\n",
              "                                   'calculators; and application-specific '\n",
              "                                   'integrated circuits. The company markets '\n",
              "                                   'and sells its semiconductor products '\n",
              "                                   'through direct sales and distributors, as '\n",
              "                                   'well as through its website. Texas '\n",
              "                                   'Instruments Incorporated was founded in '\n",
              "                                   '1930 and is headquartered in Dallas, '\n",
              "                                   'Texas.'},\n",
              "              'score': 0.433653057,\n",
              "              'values': []},\n",
              "             {'id': 'e61c4433-3dcc-4d28-a3b9-46081c0ced1a',\n",
              "              'metadata': {'Business Summary': 'Stryker Corporation operates '\n",
              "                                               'as a medical technology '\n",
              "                                               'company. The company operates '\n",
              "                                               'through two segments, MedSurg '\n",
              "                                               'and Neurotechnology, and '\n",
              "                                               'Orthopaedics and Spine. The '\n",
              "                                               'Orthopaedics and Spine segment '\n",
              "                                               'provides implants for use in '\n",
              "                                               'total joint replacements, such '\n",
              "                                               'as hip, knee and shoulder, and '\n",
              "                                               'trauma and extremities '\n",
              "                                               'surgeries. This segment also '\n",
              "                                               'offers spinal implant products '\n",
              "                                               'comprising cervical and '\n",
              "                                               'thoracolumbar systems that '\n",
              "                                               'include fixation, minimally '\n",
              "                                               'invasive and interbody systems '\n",
              "                                               'used in spinal injury, complex '\n",
              "                                               'spine and degenerative '\n",
              "                                               'therapies. The MedSurg and '\n",
              "                                               'Neurotechnology segment offers '\n",
              "                                               'surgical equipment, and '\n",
              "                                               'surgical navigation systems, '\n",
              "                                               'endoscopic and communications '\n",
              "                                               'systems, patient handling, '\n",
              "                                               'emergency medical equipment '\n",
              "                                               'and intensive care disposable '\n",
              "                                               'products, reprocessed and '\n",
              "                                               'remanufactured medical '\n",
              "                                               'devices, clinical '\n",
              "                                               'communication and workflow '\n",
              "                                               'solutions, and other medical '\n",
              "                                               'device products that are used '\n",
              "                                               'in various medical '\n",
              "                                               'specialties, as well as '\n",
              "                                               'patient and caregiver safety '\n",
              "                                               'technologies. This segment '\n",
              "                                               'also provides neurosurgical, '\n",
              "                                               'neurovascular and '\n",
              "                                               'craniomaxillofacial implant '\n",
              "                                               'products, which include '\n",
              "                                               'products used for minimally '\n",
              "                                               'invasive endovascular '\n",
              "                                               'procedures; products for brain '\n",
              "                                               'and open skull based surgical '\n",
              "                                               'procedures; orthobiologic and '\n",
              "                                               'biosurgery products, such as '\n",
              "                                               'synthetic bone grafts and '\n",
              "                                               'vertebral augmentation '\n",
              "                                               'products; minimally invasive '\n",
              "                                               'products for the treatment of '\n",
              "                                               'acute ischemic and hemorrhagic '\n",
              "                                               'stroke; and '\n",
              "                                               'craniomaxillofacial implant '\n",
              "                                               'products, including cranial, '\n",
              "                                               'maxillofacial, and chest wall '\n",
              "                                               'devices, as well as dural '\n",
              "                                               'substitutes and sealants. The '\n",
              "                                               'company sells its products to '\n",
              "                                               'doctors, hospitals, and other '\n",
              "                                               'healthcare facilities through '\n",
              "                                               'company-owned subsidiaries and '\n",
              "                                               'branches, as well as '\n",
              "                                               'third-party dealers and '\n",
              "                                               'distributors in approximately '\n",
              "                                               '75 countries. Stryker '\n",
              "                                               'Corporation was founded in '\n",
              "                                               '1941 and is headquartered in '\n",
              "                                               'Portage, Michigan.',\n",
              "                           'City': 'Portage',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Medical Devices',\n",
              "                           'Name': 'Stryker Corporation',\n",
              "                           'Sector': 'Healthcare',\n",
              "                           'State': 'MI',\n",
              "                           'Ticker': 'SYK',\n",
              "                           'text': 'Stryker Corporation operates as a medical '\n",
              "                                   'technology company. The company operates '\n",
              "                                   'through two segments, MedSurg and '\n",
              "                                   'Neurotechnology, and Orthopaedics and '\n",
              "                                   'Spine. The Orthopaedics and Spine segment '\n",
              "                                   'provides implants for use in total joint '\n",
              "                                   'replacements, such as hip, knee and '\n",
              "                                   'shoulder, and trauma and extremities '\n",
              "                                   'surgeries. This segment also offers spinal '\n",
              "                                   'implant products comprising cervical and '\n",
              "                                   'thoracolumbar systems that include '\n",
              "                                   'fixation, minimally invasive and interbody '\n",
              "                                   'systems used in spinal injury, complex '\n",
              "                                   'spine and degenerative therapies. The '\n",
              "                                   'MedSurg and Neurotechnology segment offers '\n",
              "                                   'surgical equipment, and surgical '\n",
              "                                   'navigation systems, endoscopic and '\n",
              "                                   'communications systems, patient handling, '\n",
              "                                   'emergency medical equipment and intensive '\n",
              "                                   'care disposable products, reprocessed and '\n",
              "                                   'remanufactured medical devices, clinical '\n",
              "                                   'communication and workflow solutions, and '\n",
              "                                   'other medical device products that are '\n",
              "                                   'used in various medical specialties, as '\n",
              "                                   'well as patient and caregiver safety '\n",
              "                                   'technologies. This segment also provides '\n",
              "                                   'neurosurgical, neurovascular and '\n",
              "                                   'craniomaxillofacial implant products, '\n",
              "                                   'which include products used for minimally '\n",
              "                                   'invasive endovascular procedures; products '\n",
              "                                   'for brain and open skull based surgical '\n",
              "                                   'procedures; orthobiologic and biosurgery '\n",
              "                                   'products, such as synthetic bone grafts '\n",
              "                                   'and vertebral augmentation products; '\n",
              "                                   'minimally invasive products for the '\n",
              "                                   'treatment of acute ischemic and '\n",
              "                                   'hemorrhagic stroke; and '\n",
              "                                   'craniomaxillofacial implant products, '\n",
              "                                   'including cranial, maxillofacial, and '\n",
              "                                   'chest wall devices, as well as dural '\n",
              "                                   'substitutes and sealants. The company '\n",
              "                                   'sells its products to doctors, hospitals, '\n",
              "                                   'and other healthcare facilities through '\n",
              "                                   'company-owned subsidiaries and branches, '\n",
              "                                   'as well as third-party dealers and '\n",
              "                                   'distributors in approximately 75 '\n",
              "                                   'countries. Stryker Corporation was founded '\n",
              "                                   'in 1941 and is headquartered in Portage, '\n",
              "                                   'Michigan.'},\n",
              "              'score': 0.414719582,\n",
              "              'values': []},\n",
              "             {'id': '21e56486-0cde-45b3-a8da-d63d3734a4d7',\n",
              "              'metadata': {'Business Summary': 'Walmart Inc. engages in the '\n",
              "                                               'operation of retail, '\n",
              "                                               'wholesale, other units, and '\n",
              "                                               'eCommerce worldwide. The '\n",
              "                                               'company operates through three '\n",
              "                                               'segments: Walmart U.S., '\n",
              "                                               'Walmart International, and '\n",
              "                                               \"Sam's Club. It operates \"\n",
              "                                               'supercenters, supermarkets, '\n",
              "                                               'hypermarkets, warehouse clubs, '\n",
              "                                               'cash and carry stores, and '\n",
              "                                               'discount stores under Walmart '\n",
              "                                               'and Walmart Neighborhood '\n",
              "                                               'Market brands; membership-only '\n",
              "                                               'warehouse clubs; ecommerce '\n",
              "                                               'websites, such as '\n",
              "                                               'walmart.com.mx, walmart.ca, '\n",
              "                                               'flipkart.com, PhonePe and '\n",
              "                                               'other sites; and mobile '\n",
              "                                               'commerce applications. The '\n",
              "                                               'company offers grocery and '\n",
              "                                               'consumables, including dairy, '\n",
              "                                               'meat, bakery, deli, produce, '\n",
              "                                               'dry, chilled or frozen '\n",
              "                                               'packaged foods, alcoholic and '\n",
              "                                               'nonalcoholic beverages, '\n",
              "                                               'floral, snack foods, candy, '\n",
              "                                               'other grocery items, health '\n",
              "                                               'and beauty aids, paper goods, '\n",
              "                                               'laundry and home care, baby '\n",
              "                                               'care, pet supplies, and other '\n",
              "                                               'consumable items; fuel, '\n",
              "                                               'tobacco and other categories. '\n",
              "                                               'It is also involved in the '\n",
              "                                               'provision of health and '\n",
              "                                               'wellness products covering '\n",
              "                                               'pharmacy, optical and hearing '\n",
              "                                               'services, and over-the-counter '\n",
              "                                               'drugs and other medical '\n",
              "                                               'products; and home and apparel '\n",
              "                                               'including home improvement, '\n",
              "                                               'outdoor living, gardening, '\n",
              "                                               'furniture, apparel, jewelry, '\n",
              "                                               'tools and power equipment, '\n",
              "                                               'housewares, toys, seasonal '\n",
              "                                               'items, mattresses and tire and '\n",
              "                                               'battery centers. In addition, '\n",
              "                                               'the company offers consumer '\n",
              "                                               'electronics and accessories, '\n",
              "                                               'software, video games, office '\n",
              "                                               'supplies, appliances, and '\n",
              "                                               'third-party gift cards. '\n",
              "                                               'Further, it operates digital '\n",
              "                                               'payment platforms; and offers '\n",
              "                                               'financial services and related '\n",
              "                                               'products, including money '\n",
              "                                               'transfers, bill payments, '\n",
              "                                               'money orders, check cashing, '\n",
              "                                               'prepaid access, co-branded '\n",
              "                                               'credit cards, installment '\n",
              "                                               'lending, and earned wage '\n",
              "                                               'access. Additionally, the '\n",
              "                                               'company markets lines of '\n",
              "                                               'merchandise under private '\n",
              "                                               'brands, including Allswell, '\n",
              "                                               'Athletic Works, Equate, and '\n",
              "                                               'Free Assembly. The company was '\n",
              "                                               'formerly known as Wal-Mart '\n",
              "                                               'Stores, Inc. and changed its '\n",
              "                                               'name to Walmart Inc. in '\n",
              "                                               'February 2018. Walmart Inc. '\n",
              "                                               'was founded in 1945 and is '\n",
              "                                               'based in Bentonville, '\n",
              "                                               'Arkansas.',\n",
              "                           'City': 'Bentonville',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Discount Stores',\n",
              "                           'Name': 'Walmart Inc.',\n",
              "                           'Sector': 'Consumer Defensive',\n",
              "                           'State': 'AR',\n",
              "                           'Ticker': 'WMT',\n",
              "                           'text': 'Walmart Inc. engages in the operation of '\n",
              "                                   'retail, wholesale, other units, and '\n",
              "                                   'eCommerce worldwide. The company operates '\n",
              "                                   'through three segments: Walmart U.S., '\n",
              "                                   \"Walmart International, and Sam's Club. It \"\n",
              "                                   'operates supercenters, supermarkets, '\n",
              "                                   'hypermarkets, warehouse clubs, cash and '\n",
              "                                   'carry stores, and discount stores under '\n",
              "                                   'Walmart and Walmart Neighborhood Market '\n",
              "                                   'brands; membership-only warehouse clubs; '\n",
              "                                   'ecommerce websites, such as '\n",
              "                                   'walmart.com.mx, walmart.ca, flipkart.com, '\n",
              "                                   'PhonePe and other sites; and mobile '\n",
              "                                   'commerce applications. The company offers '\n",
              "                                   'grocery and consumables, including dairy, '\n",
              "                                   'meat, bakery, deli, produce, dry, chilled '\n",
              "                                   'or frozen packaged foods, alcoholic and '\n",
              "                                   'nonalcoholic beverages, floral, snack '\n",
              "                                   'foods, candy, other grocery items, health '\n",
              "                                   'and beauty aids, paper goods, laundry and '\n",
              "                                   'home care, baby care, pet supplies, and '\n",
              "                                   'other consumable items; fuel, tobacco and '\n",
              "                                   'other categories. It is also involved in '\n",
              "                                   'the provision of health and wellness '\n",
              "                                   'products covering pharmacy, optical and '\n",
              "                                   'hearing services, and over-the-counter '\n",
              "                                   'drugs and other medical products; and home '\n",
              "                                   'and apparel including home improvement, '\n",
              "                                   'outdoor living, gardening, furniture, '\n",
              "                                   'apparel, jewelry, tools and power '\n",
              "                                   'equipment, housewares, toys, seasonal '\n",
              "                                   'items, mattresses and tire and battery '\n",
              "                                   'centers. In addition, the company offers '\n",
              "                                   'consumer electronics and accessories, '\n",
              "                                   'software, video games, office supplies, '\n",
              "                                   'appliances, and third-party gift cards. '\n",
              "                                   'Further, it operates digital payment '\n",
              "                                   'platforms; and offers financial services '\n",
              "                                   'and related products, including money '\n",
              "                                   'transfers, bill payments, money orders, '\n",
              "                                   'check cashing, prepaid access, co-branded '\n",
              "                                   'credit cards, installment lending, and '\n",
              "                                   'earned wage access. Additionally, the '\n",
              "                                   'company markets lines of merchandise under '\n",
              "                                   'private brands, including Allswell, '\n",
              "                                   'Athletic Works, Equate, and Free Assembly. '\n",
              "                                   'The company was formerly known as Wal-Mart '\n",
              "                                   'Stores, Inc. and changed its name to '\n",
              "                                   'Walmart Inc. in February 2018. Walmart '\n",
              "                                   'Inc. was founded in 1945 and is based in '\n",
              "                                   'Bentonville, Arkansas.'},\n",
              "              'score': 0.408739626,\n",
              "              'values': []},\n",
              "             {'id': '55277fb4-4f5e-486f-a1ea-7c34b6d0b3aa',\n",
              "              'metadata': {'Business Summary': \"Lowe's Companies, Inc., \"\n",
              "                                               'together with its '\n",
              "                                               'subsidiaries, operates as a '\n",
              "                                               'home improvement retailer in '\n",
              "                                               'the United States. The company '\n",
              "                                               'offers a line of products for '\n",
              "                                               'construction, maintenance, '\n",
              "                                               'repair, remodeling, and '\n",
              "                                               'decorating. It also provides '\n",
              "                                               'home improvement products, '\n",
              "                                               'such as appliances, seasonal '\n",
              "                                               'and outdoor living, lawn and '\n",
              "                                               'garden, lumber, kitchens and '\n",
              "                                               'bath, tools, paint, millwork, '\n",
              "                                               'hardware, flooring, rough '\n",
              "                                               'plumbing, building materials, '\n",
              "                                               'décor, and electrical. In '\n",
              "                                               'addition, the company offers '\n",
              "                                               'installation services through '\n",
              "                                               'independent contractors in '\n",
              "                                               'various product categories; '\n",
              "                                               'and extended protection plans '\n",
              "                                               'and repair services. It sells '\n",
              "                                               'its national brand-name '\n",
              "                                               'merchandise and private brand '\n",
              "                                               'products to professional '\n",
              "                                               'customers, homeowners, '\n",
              "                                               'renters, businesses, and '\n",
              "                                               'government. The company also '\n",
              "                                               'sells its products through '\n",
              "                                               'Lowes.com website; and through '\n",
              "                                               \"mobile applications. Lowe's \"\n",
              "                                               'Companies, Inc. was founded in '\n",
              "                                               '1921 and is based in '\n",
              "                                               'Mooresville, North Carolina.',\n",
              "                           'City': 'Mooresville',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Home Improvement Retail',\n",
              "                           'Name': \"Lowe's Companies, Inc.\",\n",
              "                           'Sector': 'Consumer Cyclical',\n",
              "                           'State': 'NC',\n",
              "                           'Ticker': 'LOW',\n",
              "                           'text': \"Lowe's Companies, Inc., together with its \"\n",
              "                                   'subsidiaries, operates as a home '\n",
              "                                   'improvement retailer in the United States. '\n",
              "                                   'The company offers a line of products for '\n",
              "                                   'construction, maintenance, repair, '\n",
              "                                   'remodeling, and decorating. It also '\n",
              "                                   'provides home improvement products, such '\n",
              "                                   'as appliances, seasonal and outdoor '\n",
              "                                   'living, lawn and garden, lumber, kitchens '\n",
              "                                   'and bath, tools, paint, millwork, '\n",
              "                                   'hardware, flooring, rough plumbing, '\n",
              "                                   'building materials, décor, and electrical. '\n",
              "                                   'In addition, the company offers '\n",
              "                                   'installation services through independent '\n",
              "                                   'contractors in various product categories; '\n",
              "                                   'and extended protection plans and repair '\n",
              "                                   'services. It sells its national brand-name '\n",
              "                                   'merchandise and private brand products to '\n",
              "                                   'professional customers, homeowners, '\n",
              "                                   'renters, businesses, and government. The '\n",
              "                                   'company also sells its products through '\n",
              "                                   'Lowes.com website; and through mobile '\n",
              "                                   \"applications. Lowe's Companies, Inc. was \"\n",
              "                                   'founded in 1921 and is based in '\n",
              "                                   'Mooresville, North Carolina.'},\n",
              "              'score': 0.404755324,\n",
              "              'values': []},\n",
              "             {'id': '2aeed77b-cc67-4a80-9a79-655e408a5b5b',\n",
              "              'metadata': {'Business Summary': 'Caterpillar Inc. manufactures '\n",
              "                                               'and sells construction and '\n",
              "                                               'mining equipment, off-highway '\n",
              "                                               'diesel and natural gas '\n",
              "                                               'engines, industrial gas '\n",
              "                                               'turbines, and diesel-electric '\n",
              "                                               'locomotives in worldwide. Its '\n",
              "                                               'Construction Industries '\n",
              "                                               'segment offers asphalt pavers, '\n",
              "                                               'compactors, road reclaimers, '\n",
              "                                               'forestry machines, cold '\n",
              "                                               'planers, material handlers, '\n",
              "                                               'track-type tractors, '\n",
              "                                               'excavators, telehandlers, '\n",
              "                                               'motor graders, and pipelayers; '\n",
              "                                               'compact track, wheel, '\n",
              "                                               'track-type, backhoe, and skid '\n",
              "                                               'steer loaders; and related '\n",
              "                                               \"parts and tools. The company's \"\n",
              "                                               'Resource Industries segment '\n",
              "                                               'provides electric rope and '\n",
              "                                               'hydraulic shovels, draglines, '\n",
              "                                               'rotary drills, hard rock '\n",
              "                                               'vehicles, tractors, mining '\n",
              "                                               'trucks, wheel loaders, '\n",
              "                                               'off-highway and articulated '\n",
              "                                               'trucks, wheel tractor scrapers '\n",
              "                                               'and dozers, fleet management '\n",
              "                                               'products, landfill and soil '\n",
              "                                               'compactors, machinery '\n",
              "                                               'components, autonomous ready '\n",
              "                                               'vehicles and solutions, work '\n",
              "                                               'tools, and safety services and '\n",
              "                                               'mining performance solutions, '\n",
              "                                               'as well as related parts and '\n",
              "                                               'services. Its Energy & '\n",
              "                                               'Transportation segment offers '\n",
              "                                               'reciprocating engine powered '\n",
              "                                               'generator sets; reciprocating '\n",
              "                                               'engines, drivetrain, and '\n",
              "                                               'integrated systems and '\n",
              "                                               'solutions; turbines, '\n",
              "                                               'centrifugal gas compressors, '\n",
              "                                               'and related services; and '\n",
              "                                               'diesel-electric locomotives '\n",
              "                                               'and components, and other '\n",
              "                                               'rail-related products. The '\n",
              "                                               \"company's Financial Products \"\n",
              "                                               'segment provides operating and '\n",
              "                                               'finance leases, installment '\n",
              "                                               'sale contracts, revolving '\n",
              "                                               'charge accounts, '\n",
              "                                               'repair/rebuild financing '\n",
              "                                               'services, working capital '\n",
              "                                               'loans, and wholesale '\n",
              "                                               'financing; and insurance and '\n",
              "                                               'risk management products and '\n",
              "                                               'services. Its All Other '\n",
              "                                               'Operating segment offers '\n",
              "                                               'filters and fluids, '\n",
              "                                               'undercarriage, ground engaging '\n",
              "                                               'tools, fluid transfer '\n",
              "                                               'products, precision seals, and '\n",
              "                                               'rubber sealing and connecting '\n",
              "                                               'components; parts '\n",
              "                                               'distribution; logistics '\n",
              "                                               'solutions and distribution '\n",
              "                                               'services; brand management and '\n",
              "                                               'marketing strategy services; '\n",
              "                                               'and digital investments '\n",
              "                                               'services. Caterpillar Inc. was '\n",
              "                                               'founded in 1925 and is '\n",
              "                                               'headquartered in Irving, '\n",
              "                                               'Texas.',\n",
              "                           'City': 'Irving',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Farm & Heavy Construction Machinery',\n",
              "                           'Name': 'Caterpillar Inc.',\n",
              "                           'Sector': 'Industrials',\n",
              "                           'State': 'TX',\n",
              "                           'Ticker': 'CAT',\n",
              "                           'text': 'Caterpillar Inc. manufactures and sells '\n",
              "                                   'construction and mining equipment, '\n",
              "                                   'off-highway diesel and natural gas '\n",
              "                                   'engines, industrial gas turbines, and '\n",
              "                                   'diesel-electric locomotives in worldwide. '\n",
              "                                   'Its Construction Industries segment offers '\n",
              "                                   'asphalt pavers, compactors, road '\n",
              "                                   'reclaimers, forestry machines, cold '\n",
              "                                   'planers, material handlers, track-type '\n",
              "                                   'tractors, excavators, telehandlers, motor '\n",
              "                                   'graders, and pipelayers; compact track, '\n",
              "                                   'wheel, track-type, backhoe, and skid steer '\n",
              "                                   'loaders; and related parts and tools. The '\n",
              "                                   \"company's Resource Industries segment \"\n",
              "                                   'provides electric rope and hydraulic '\n",
              "                                   'shovels, draglines, rotary drills, hard '\n",
              "                                   'rock vehicles, tractors, mining trucks, '\n",
              "                                   'wheel loaders, off-highway and articulated '\n",
              "                                   'trucks, wheel tractor scrapers and dozers, '\n",
              "                                   'fleet management products, landfill and '\n",
              "                                   'soil compactors, machinery components, '\n",
              "                                   'autonomous ready vehicles and solutions, '\n",
              "                                   'work tools, and safety services and mining '\n",
              "                                   'performance solutions, as well as related '\n",
              "                                   'parts and services. Its Energy & '\n",
              "                                   'Transportation segment offers '\n",
              "                                   'reciprocating engine powered generator '\n",
              "                                   'sets; reciprocating engines, drivetrain, '\n",
              "                                   'and integrated systems and solutions; '\n",
              "                                   'turbines, centrifugal gas compressors, and '\n",
              "                                   'related services; and diesel-electric '\n",
              "                                   'locomotives and components, and other '\n",
              "                                   \"rail-related products. The company's \"\n",
              "                                   'Financial Products segment provides '\n",
              "                                   'operating and finance leases, installment '\n",
              "                                   'sale contracts, revolving charge accounts, '\n",
              "                                   'repair/rebuild financing services, working '\n",
              "                                   'capital loans, and wholesale financing; '\n",
              "                                   'and insurance and risk management products '\n",
              "                                   'and services. Its All Other Operating '\n",
              "                                   'segment offers filters and fluids, '\n",
              "                                   'undercarriage, ground engaging tools, '\n",
              "                                   'fluid transfer products, precision seals, '\n",
              "                                   'and rubber sealing and connecting '\n",
              "                                   'components; parts distribution; logistics '\n",
              "                                   'solutions and distribution services; brand '\n",
              "                                   'management and marketing strategy '\n",
              "                                   'services; and digital investments '\n",
              "                                   'services. Caterpillar Inc. was founded in '\n",
              "                                   '1925 and is headquartered in Irving, '\n",
              "                                   'Texas.'},\n",
              "              'score': 0.403569609,\n",
              "              'values': []},\n",
              "             {'id': '43ed9b14-e1e2-421a-848f-c09dc4bf739a',\n",
              "              'metadata': {'Business Summary': 'NVIDIA Corporation provides '\n",
              "                                               'graphics and compute and '\n",
              "                                               'networking solutions in the '\n",
              "                                               'United States, Taiwan, China, '\n",
              "                                               'Hong Kong, and '\n",
              "                                               'internationally. The Graphics '\n",
              "                                               'segment offers GeForce GPUs '\n",
              "                                               'for gaming and PCs, the '\n",
              "                                               'GeForce NOW game streaming '\n",
              "                                               'service and related '\n",
              "                                               'infrastructure, and solutions '\n",
              "                                               'for gaming platforms; '\n",
              "                                               'Quadro/NVIDIA RTX GPUs for '\n",
              "                                               'enterprise workstation '\n",
              "                                               'graphics; virtual GPU or vGPU '\n",
              "                                               'software for cloud-based '\n",
              "                                               'visual and virtual computing; '\n",
              "                                               'automotive platforms for '\n",
              "                                               'infotainment systems; and '\n",
              "                                               'Omniverse software for '\n",
              "                                               'building and operating '\n",
              "                                               'metaverse and 3D internet '\n",
              "                                               'applications. The Compute & '\n",
              "                                               'Networking segment comprises '\n",
              "                                               'Data Center computing '\n",
              "                                               'platforms and end-to-end '\n",
              "                                               'networking platforms, '\n",
              "                                               'including Quantum for '\n",
              "                                               'InfiniBand and Spectrum for '\n",
              "                                               'Ethernet; NVIDIA DRIVE '\n",
              "                                               'automated-driving platform and '\n",
              "                                               'automotive development '\n",
              "                                               'agreements; Jetson robotics '\n",
              "                                               'and other embedded platforms; '\n",
              "                                               'NVIDIA AI Enterprise and other '\n",
              "                                               'software; and DGX Cloud '\n",
              "                                               'software and services. The '\n",
              "                                               \"company's products are used in \"\n",
              "                                               'gaming, professional '\n",
              "                                               'visualization, data center, '\n",
              "                                               'and automotive markets. It '\n",
              "                                               'sells its products to original '\n",
              "                                               'equipment manufacturers, '\n",
              "                                               'original device manufacturers, '\n",
              "                                               'system integrators and '\n",
              "                                               'distributors, independent '\n",
              "                                               'software vendors, cloud '\n",
              "                                               'service providers, consumer '\n",
              "                                               'internet companies, add-in '\n",
              "                                               'board manufacturers, '\n",
              "                                               'distributors, automotive '\n",
              "                                               'manufacturers and tier-1 '\n",
              "                                               'automotive suppliers, and '\n",
              "                                               'other ecosystem participants. '\n",
              "                                               'NVIDIA Corporation was '\n",
              "                                               'incorporated in 1993 and is '\n",
              "                                               'headquartered in Santa Clara, '\n",
              "                                               'California.',\n",
              "                           'City': 'Santa Clara',\n",
              "                           'Country': 'United States',\n",
              "                           'Industry': 'Semiconductors',\n",
              "                           'Name': 'NVIDIA Corporation',\n",
              "                           'Sector': 'Technology',\n",
              "                           'State': 'CA',\n",
              "                           'Ticker': 'NVDA',\n",
              "                           'text': 'NVIDIA Corporation provides graphics and '\n",
              "                                   'compute and networking solutions in the '\n",
              "                                   'United States, Taiwan, China, Hong Kong, '\n",
              "                                   'and internationally. The Graphics segment '\n",
              "                                   'offers GeForce GPUs for gaming and PCs, '\n",
              "                                   'the GeForce NOW game streaming service and '\n",
              "                                   'related infrastructure, and solutions for '\n",
              "                                   'gaming platforms; Quadro/NVIDIA RTX GPUs '\n",
              "                                   'for enterprise workstation graphics; '\n",
              "                                   'virtual GPU or vGPU software for '\n",
              "                                   'cloud-based visual and virtual computing; '\n",
              "                                   'automotive platforms for infotainment '\n",
              "                                   'systems; and Omniverse software for '\n",
              "                                   'building and operating metaverse and 3D '\n",
              "                                   'internet applications. The Compute & '\n",
              "                                   'Networking segment comprises Data Center '\n",
              "                                   'computing platforms and end-to-end '\n",
              "                                   'networking platforms, including Quantum '\n",
              "                                   'for InfiniBand and Spectrum for Ethernet; '\n",
              "                                   'NVIDIA DRIVE automated-driving platform '\n",
              "                                   'and automotive development agreements; '\n",
              "                                   'Jetson robotics and other embedded '\n",
              "                                   'platforms; NVIDIA AI Enterprise and other '\n",
              "                                   'software; and DGX Cloud software and '\n",
              "                                   \"services. The company's products are used \"\n",
              "                                   'in gaming, professional visualization, '\n",
              "                                   'data center, and automotive markets. It '\n",
              "                                   'sells its products to original equipment '\n",
              "                                   'manufacturers, original device '\n",
              "                                   'manufacturers, system integrators and '\n",
              "                                   'distributors, independent software '\n",
              "                                   'vendors, cloud service providers, consumer '\n",
              "                                   'internet companies, add-in board '\n",
              "                                   'manufacturers, distributors, automotive '\n",
              "                                   'manufacturers and tier-1 automotive '\n",
              "                                   'suppliers, and other ecosystem '\n",
              "                                   'participants. NVIDIA Corporation was '\n",
              "                                   'incorporated in 1993 and is headquartered '\n",
              "                                   'in Santa Clara, California.'},\n",
              "              'score': 0.399822503,\n",
              "              'values': []}],\n",
              " 'namespace': 'stock-descriptions',\n",
              " 'usage': {'read_units': 6}}"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "contexts = [item['metadata']['text'] for item in top_matches['matches']]"
      ],
      "metadata": {
        "id": "_U45gYqHPFdy"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "augmented_query = \"<CONTEXT>\\n\" + \"\\n\\n-------\\n\\n\".join(contexts[ : 10]) + \"\\n-------\\n</CONTEXT>\\n\\n\\n\\nMY QUESTION:\\n\" + query"
      ],
      "metadata": {
        "id": "eE1T_TAOPGAH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(augmented_query)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BAnqmUbvPGCt",
        "outputId": "9245f795-d17a-4de4-f4c3-fcbf34d54da7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<CONTEXT>\n",
            "Honeywell International Inc. engages in the aerospace technologies, building automation, energy and sustainable solutions, and industrial automation businesses in the United States, Europe, and internationally. The company's Aerospace segment offers auxiliary power units, propulsion engines, integrated avionics, environmental control and electric power systems, engine controls, flight safety, communications, navigation hardware, data and software applications, radar and surveillance systems, aircraft lighting, advanced systems and instruments, satellite and space components, and aircraft wheels and brakes; spare parts; repair, overhaul, and maintenance services; and thermal systems, as well as wireless connectivity services. Its Honeywell Building Technologies segment provides software applications for building control and optimization; sensors, switches, control systems, and instruments for energy management; access control; video surveillance; fire products; and installation, maintenance, and upgrades of systems. The company's Performance Materials and Technologies segment offers automation control, instrumentation, and software and related services; catalysts and adsorbents, equipment, and consulting; and materials to manufacture end products, such as bullet-resistant armor, nylon, computer chips, and pharmaceutical packaging, as well as provides materials based on hydrofluoro-olefin technology. Its Safety and Productivity Solutions segment provides personal protective equipment, apparel, gear, and footwear; gas detection technology; custom-engineered sensors, switches, and controls for sensing and productivity solution; cloud-based notification and emergency messaging; mobile devices and software; custom-engineered sensors, switches, and controls; and data and asset management productivity solutions. Honeywell International Inc. was founded in 1885 and is headquartered in Charlotte, North Carolina.\n",
            "\n",
            "-------\n",
            "\n",
            "Applied Materials, Inc. engages in the provision of manufacturing equipment, services, and software to the semiconductor, display, and related industries. The company operates through three segments: Semiconductor Systems, Applied Global Services, and Display and Adjacent Markets. The Semiconductor Systems segment develops, manufactures, and sells various manufacturing equipment that is used to fabricate semiconductor chips or integrated circuits. This segment also offers various technologies, including epitaxy, ion implantation, oxidation/nitridation, rapid thermal processing, physical vapor deposition, chemical vapor deposition, chemical mechanical planarization, electrochemical deposition, atomic layer deposition, etching, and selective deposition and removal, as well as metrology and inspection tools. The Applied Global Services segment provides integrated solutions to optimize equipment and fab performance and productivity comprising spares, upgrades, services, remanufactured earlier generation equipment, and factory automation software for semiconductor, display, and other products. The Display and Adjacent Markets segment offers products for manufacturing liquid crystal displays; organic light-emitting diodes; and other display technologies for TVs, monitors, laptops, personal computers, electronic tablets, smart phones, and other consumer-oriented devices. It operates in the United States, China, Korea, Taiwan, Japan, Southeast Asia, and Europe. The company was incorporated in 1967 and is headquartered in Santa Clara, California.\n",
            "\n",
            "-------\n",
            "\n",
            "Advanced Micro Devices, Inc. operates as a semiconductor company worldwide. It operates through Data Center, Client, Gaming, and Embedded segments. The company offers x86 microprocessors and graphics processing units (GPUs) as an accelerated processing unit, chipsets, data center, and professional GPUs; and embedded processors, and semi-custom system-on-chip (SoC) products, microprocessor and SoC development services and technology, data processing unites, field programmable gate arrays (FPGA), and adaptive SoC products. It provides processors under the AMD Ryzen, AMD Ryzen PRO, Ryzen Threadripper, Ryzen Threadripper PRO, AMD Athlon, AMD Athlon PRO, and AMD PRO A-Series brand names; graphics under the AMD Radeon graphics and AMD Embedded Radeon graphics; and professional graphics under the AMD Radeon Pro graphics brand name. In addition, the company offers data center graphics under the Radeon Instinct and Radeon PRO V-series brands, as well as servers under the AMD Instinct accelerators brand; server microprocessors under the AMD EPYC brands; low power solutions under the AMD Athlon, AMD Geode, AMD Ryzen, AMD EPYC, AMD R-Series, and G-Series brands; FPGA products under the Virtex-6, Virtex-7, Virtex UltraScale+, Kintex-7, Kintex UltraScale, Kintex UltraScale+, Artix-7, Artix UltraScale+, Spartan-6, and Spartan-7 brands; adaptive SOCs under the Zynq-7000, Zynq UltraScale+ MPSoC, Zynq UltraScale+ RFSoCs, Versal HBM, Versal Premium, Versal Prime, Versal AI Core, Versal AI Edge, Vitis, and Vivado brands; and compute and network acceleration board products under the Alveo brand. It serves original equipment and design manufacturers, public cloud service providers, system integrators, independent distributors, and add-in-board manufacturers through its direct sales force, and sales representatives. Advanced Micro Devices, Inc. was incorporated in 1969 and is headquartered in Santa Clara, California.\n",
            "\n",
            "-------\n",
            "\n",
            "Broadcom Inc. designs, develops, and supplies various semiconductor devices with a focus on complex digital and mixed signal complementary metal oxide semiconductor based devices and analog III-V based products worldwide. The company operates in two segments, Semiconductor Solutions and Infrastructure Software. It provides set-top box system-on-chips (SoCs); cable, digital subscriber line, and passive optical networking central office/consumer premise equipment SoCs; wireless local area network access point SoCs; Ethernet switching and routing custom silicon solutions; serializer/deserializer application specific integrated circuits; optical and copper, and physical layer devices; and fiber optic components and RF semiconductor devices. The company also offers RF front end modules and filter; Wi-Fi, Bluetooth, and global positioning system/global navigation satellite system SoCs; custom touch controllers; inductive charging; attached small computer system interface, and redundant array of independent disks controllers and adapters; peripheral component interconnect express; fiber channel host bus adapters; read channel based SoCs; custom flash controllers; preamplifiers; optocouplers, industrial fiber optics, and motion control encoders and subsystems; light emitting diode, ethernet PHYs, switch ICs, and camera microcontrollers. Its products are used in various applications, including enterprise and data center networking, home connectivity, set-top boxes, broadband access, telecommunication equipment, smartphones and base stations, data center servers and storage systems, factory automation, power generation and alternative energy systems, and electronic displays. Broadcom Inc. was founded in 1961 and is headquartered in Palo Alto, California.\n",
            "\n",
            "-------\n",
            "\n",
            "Texas Instruments Incorporated designs, manufactures, and sells semiconductors to electronics designers and manufacturers in the United States and internationally. The company operates through Analog and Embedded Processing segments. The Analog segment offers power products to manage power requirements across various voltage levels, including battery-management solutions, DC/DC switching regulators, AC/DC and isolated controllers and converters, power switches, linear regulators, voltage references, and lighting products. This segment provides signal chain products that sense, condition, and measure signals to allow information to be transferred or converted for further processing and control, including amplifiers, data converters, interface products, motor drives, clocks, and logic and sensing products. The Embedded Processing segment offers microcontrollers that are used in electronic equipment; digital signal processors for mathematical computations; and applications processors for specific computing activity. This segment offers products for use in various markets, such as industrial, automotive, personal electronics, communications equipment, enterprise systems, and calculators and other. It provides DLP products primarily for use in project high-definition images; calculators; and application-specific integrated circuits. The company markets and sells its semiconductor products through direct sales and distributors, as well as through its website. Texas Instruments Incorporated was founded in 1930 and is headquartered in Dallas, Texas.\n",
            "\n",
            "-------\n",
            "\n",
            "Stryker Corporation operates as a medical technology company. The company operates through two segments, MedSurg and Neurotechnology, and Orthopaedics and Spine. The Orthopaedics and Spine segment provides implants for use in total joint replacements, such as hip, knee and shoulder, and trauma and extremities surgeries. This segment also offers spinal implant products comprising cervical and thoracolumbar systems that include fixation, minimally invasive and interbody systems used in spinal injury, complex spine and degenerative therapies. The MedSurg and Neurotechnology segment offers surgical equipment, and surgical navigation systems, endoscopic and communications systems, patient handling, emergency medical equipment and intensive care disposable products, reprocessed and remanufactured medical devices, clinical communication and workflow solutions, and other medical device products that are used in various medical specialties, as well as patient and caregiver safety technologies. This segment also provides neurosurgical, neurovascular and craniomaxillofacial implant products, which include products used for minimally invasive endovascular procedures; products for brain and open skull based surgical procedures; orthobiologic and biosurgery products, such as synthetic bone grafts and vertebral augmentation products; minimally invasive products for the treatment of acute ischemic and hemorrhagic stroke; and craniomaxillofacial implant products, including cranial, maxillofacial, and chest wall devices, as well as dural substitutes and sealants. The company sells its products to doctors, hospitals, and other healthcare facilities through company-owned subsidiaries and branches, as well as third-party dealers and distributors in approximately 75 countries. Stryker Corporation was founded in 1941 and is headquartered in Portage, Michigan.\n",
            "\n",
            "-------\n",
            "\n",
            "Walmart Inc. engages in the operation of retail, wholesale, other units, and eCommerce worldwide. The company operates through three segments: Walmart U.S., Walmart International, and Sam's Club. It operates supercenters, supermarkets, hypermarkets, warehouse clubs, cash and carry stores, and discount stores under Walmart and Walmart Neighborhood Market brands; membership-only warehouse clubs; ecommerce websites, such as walmart.com.mx, walmart.ca, flipkart.com, PhonePe and other sites; and mobile commerce applications. The company offers grocery and consumables, including dairy, meat, bakery, deli, produce, dry, chilled or frozen packaged foods, alcoholic and nonalcoholic beverages, floral, snack foods, candy, other grocery items, health and beauty aids, paper goods, laundry and home care, baby care, pet supplies, and other consumable items; fuel, tobacco and other categories. It is also involved in the provision of health and wellness products covering pharmacy, optical and hearing services, and over-the-counter drugs and other medical products; and home and apparel including home improvement, outdoor living, gardening, furniture, apparel, jewelry, tools and power equipment, housewares, toys, seasonal items, mattresses and tire and battery centers. In addition, the company offers consumer electronics and accessories, software, video games, office supplies, appliances, and third-party gift cards. Further, it operates digital payment platforms; and offers financial services and related products, including money transfers, bill payments, money orders, check cashing, prepaid access, co-branded credit cards, installment lending, and earned wage access. Additionally, the company markets lines of merchandise under private brands, including Allswell, Athletic Works, Equate, and Free Assembly. The company was formerly known as Wal-Mart Stores, Inc. and changed its name to Walmart Inc. in February 2018. Walmart Inc. was founded in 1945 and is based in Bentonville, Arkansas.\n",
            "\n",
            "-------\n",
            "\n",
            "Lowe's Companies, Inc., together with its subsidiaries, operates as a home improvement retailer in the United States. The company offers a line of products for construction, maintenance, repair, remodeling, and decorating. It also provides home improvement products, such as appliances, seasonal and outdoor living, lawn and garden, lumber, kitchens and bath, tools, paint, millwork, hardware, flooring, rough plumbing, building materials, décor, and electrical. In addition, the company offers installation services through independent contractors in various product categories; and extended protection plans and repair services. It sells its national brand-name merchandise and private brand products to professional customers, homeowners, renters, businesses, and government. The company also sells its products through Lowes.com website; and through mobile applications. Lowe's Companies, Inc. was founded in 1921 and is based in Mooresville, North Carolina.\n",
            "\n",
            "-------\n",
            "\n",
            "Caterpillar Inc. manufactures and sells construction and mining equipment, off-highway diesel and natural gas engines, industrial gas turbines, and diesel-electric locomotives in worldwide. Its Construction Industries segment offers asphalt pavers, compactors, road reclaimers, forestry machines, cold planers, material handlers, track-type tractors, excavators, telehandlers, motor graders, and pipelayers; compact track, wheel, track-type, backhoe, and skid steer loaders; and related parts and tools. The company's Resource Industries segment provides electric rope and hydraulic shovels, draglines, rotary drills, hard rock vehicles, tractors, mining trucks, wheel loaders, off-highway and articulated trucks, wheel tractor scrapers and dozers, fleet management products, landfill and soil compactors, machinery components, autonomous ready vehicles and solutions, work tools, and safety services and mining performance solutions, as well as related parts and services. Its Energy & Transportation segment offers reciprocating engine powered generator sets; reciprocating engines, drivetrain, and integrated systems and solutions; turbines, centrifugal gas compressors, and related services; and diesel-electric locomotives and components, and other rail-related products. The company's Financial Products segment provides operating and finance leases, installment sale contracts, revolving charge accounts, repair/rebuild financing services, working capital loans, and wholesale financing; and insurance and risk management products and services. Its All Other Operating segment offers filters and fluids, undercarriage, ground engaging tools, fluid transfer products, precision seals, and rubber sealing and connecting components; parts distribution; logistics solutions and distribution services; brand management and marketing strategy services; and digital investments services. Caterpillar Inc. was founded in 1925 and is headquartered in Irving, Texas.\n",
            "\n",
            "-------\n",
            "\n",
            "NVIDIA Corporation provides graphics and compute and networking solutions in the United States, Taiwan, China, Hong Kong, and internationally. The Graphics segment offers GeForce GPUs for gaming and PCs, the GeForce NOW game streaming service and related infrastructure, and solutions for gaming platforms; Quadro/NVIDIA RTX GPUs for enterprise workstation graphics; virtual GPU or vGPU software for cloud-based visual and virtual computing; automotive platforms for infotainment systems; and Omniverse software for building and operating metaverse and 3D internet applications. The Compute & Networking segment comprises Data Center computing platforms and end-to-end networking platforms, including Quantum for InfiniBand and Spectrum for Ethernet; NVIDIA DRIVE automated-driving platform and automotive development agreements; Jetson robotics and other embedded platforms; NVIDIA AI Enterprise and other software; and DGX Cloud software and services. The company's products are used in gaming, professional visualization, data center, and automotive markets. It sells its products to original equipment manufacturers, original device manufacturers, system integrators and distributors, independent software vendors, cloud service providers, consumer internet companies, add-in board manufacturers, distributors, automotive manufacturers and tier-1 automotive suppliers, and other ecosystem participants. NVIDIA Corporation was incorporated in 1993 and is headquartered in Santa Clara, California.\n",
            "-------\n",
            "</CONTEXT>\n",
            "\n",
            "\n",
            "\n",
            "MY QUESTION:\n",
            "What are some companies that manufacture consumer hardware?\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Setting up Groq for RAG\n",
        "\n",
        "1. Get your Groq API Key [here](https://console.groq.com/keys). Through Groq, you get free access to various LLMs\n",
        "\n",
        "2. Paste your Groq API Key into your Google Colab secrets, and make sure to enable permissions for it\n",
        "\n",
        "![Screenshot 2024-11-25 at 12 00 16 AM](https://github.com/user-attachments/assets/e5525d29-bca6-4dbd-892b-cc770a6b281d)"
      ],
      "metadata": {
        "id": "s6oaODy2F0vP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "client = OpenAI(\n",
        "  base_url=\"https://api.groq.com/openai/v1\",\n",
        "  api_key=userdata.get(\"GROQ_API_KEY\")\n",
        ")"
      ],
      "metadata": {
        "id": "BcnhtcGpP42e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "system_prompt = f\"\"\"You are an expert at providing answers about stocks. Please answer my question provided.\n",
        "\"\"\"\n",
        "\n",
        "llm_response = client.chat.completions.create(\n",
        "    model=\"llama-3.1-70b-versatile\",\n",
        "    messages=[\n",
        "        {\"role\": \"system\", \"content\": system_prompt},\n",
        "        {\"role\": \"user\", \"content\": augmented_query}\n",
        "    ]\n",
        ")\n",
        "\n",
        "response = llm_response.choices[0].message.content"
      ],
      "metadata": {
        "id": "j_-UvIOmPGFA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e3usvOkOP1tn",
        "outputId": "da6aa484-7fba-45bf-f02a-3252a4fd4433"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Based on the context provided, some companies that manufacture consumer hardware include:\n",
            "\n",
            "1. Advanced Micro Devices, Inc. (AMD): They manufacture x86 microprocessors and graphics processing units (GPUs) for consumer PCs and laptops, as well as embedded processors for various applications.\n",
            "2. NVIDIA Corporation: They manufacture graphics processing units (GPUs) for gaming PCs, laptops, and mobile devices, as well as specialized hardware for professional workflows and data center applications.\n",
            "3. Applied Materials, Inc.: They provide manufacturing equipment and services to the semiconductor industry, which is used to produce consumer hardware devices such as smartphones, laptops, and desktop PCs.\n",
            "4. Texas Instruments Incorporated: They manufacture a wide range of semiconductor products, including microcontrollers, data converters, and power management devices, which are used in various consumer hardware devices such as smartphones, smart home devices, and gaming consoles.\n",
            "\n",
            "Additionally, some of the companies mentioned in the context are involved in the production of consumer electronics, such as:\n",
            "\n",
            "1. Honeywell International Inc.: They provide software and hardware solutions for building automation, HVAC, and security systems.\n",
            "2. Broadcom Inc.: They manufacture semiconductor devices for various consumer electronics applications, including smartphones, smart home devices, and set-top boxes.\n",
            "3. Lowe's Companies, Inc.: They sell a range of consumer electronics and home appliances, including consumer hardware devices.\n",
            "4. Walmart Inc.: They sell a wide range of consumer electronics, including consumer hardware devices such as smartphones, laptops, and gaming consoles.\n",
            "\n",
            "Note that not all of these companies manufacture consumer hardware directly, but they are involved in the production or sale of consumer electronics and devices.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "xQj6qO3KP1v5"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}