Unstructured_io_table_extraction.ipynb

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      "machine_shape": "hm"
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      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Unstructured - PDF to JSON and HTML"
      ],
      "metadata": {
        "id": "bXfuGoJFxrFx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Author: [Pierre GUILLOU](https://www.linkedin.com/in/pierreguillou/)\n",
        "- Date: 18/12/2023 (previous version: 15/12/2023)\n",
        "- Blog post: [unstructured library | Get the JSON and HTML versions of any PDF (legal, financial, medical…), even PDF with tables!](https://medium.com/@pierre_guillou/unstructured-library-get-the-json-and-html-versions-of-any-pdf-legal-financial-medical-fb7738769caa)"
      ],
      "metadata": {
        "id": "JIGCcb8nW_W_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Setup"
      ],
      "metadata": {
        "id": "Sp026Z98x1Lk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install langchain boto3"
      ],
      "metadata": {
        "id": "6JQ12R-RUU2i"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture\n",
        "!apt-get install poppler-utils\n",
        "!apt-get install tesseract-ocr-all\n",
        "# unstructured 0.11.5\n",
        "# unstructured-inference 0.7.19\n",
        "!pip install unstructured[all-docs] unstructured-inference"
      ],
      "metadata": {
        "id": "xIfLbhqF70eP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Restart session in Colab!**"
      ],
      "metadata": {
        "id": "7xJKVdcZxvgV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Import libraries"
      ],
      "metadata": {
        "id": "BJIOzVJPKa3S"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**You must have restarted your session before to run the next cell.**"
      ],
      "metadata": {
        "id": "L1AqgrNnKe6D"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pathlib\n",
        "from pathlib import Path"
      ],
      "metadata": {
        "id": "hguT7OF9l5mp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# select the partition function\n",
        "from unstructured.partition.pdf import partition_pdf # version unstructured 0.11.5"
      ],
      "metadata": {
        "id": "fPbNYGbbeTMK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Define parameters for Unstructured's library\n",
        "\n",
        "## include_page_breaks\n",
        "# include page breaks (default is False)\n",
        "include_page_breaks = True\n",
        "\n",
        "## strategy\n",
        "# The strategy to use for partitioning the PDF. Valid strategies are \"hi_res\", \"ocr_only\", and \"fast\".\n",
        "# When using the \"hi_res\" strategy, the function uses a layout detection model to identify document elements.\n",
        "# hi_res\" is used for analyzing PDFs and extracting table structure (default is \"auto\")\n",
        "strategy = \"hi_res\"\n",
        "\n",
        "## infer_table_structure\n",
        "# Only applicable if `strategy=hi_res`.\n",
        "# If True, any Table elements that are extracted will also have a metadata field named \"text_as_html\" where the table's text content is rendered into an html string.\n",
        "# I.e., rows and cells are preserved.\n",
        "# Whether True or False, the \"text\" field is always present in any Table element and is the text content of the table (no structure).\n",
        "\n",
        "if strategy == \"hi_res\":\n",
        "  infer_table_structure = True\n",
        "else: infer_table_structure = False\n",
        "\n",
        "## extract_element_types\n",
        "# Get images of tables\n",
        "if infer_table_structure == True:\n",
        "  extract_element_types=['Table']\n",
        "else: extract_element_types=None\n",
        "\n",
        "## max_characters\n",
        "# The maximum number of characters to include in a partition (document element)\n",
        "# If None is passed, no maximum is applied.\n",
        "# Only applies to the \"ocr_only\" strategy (default is 1500)\n",
        "if strategy != \"ocr_only\": max_characters = None\n",
        "\n",
        "## languages\n",
        "# The languages to use for the Tesseract agent.\n",
        "# To use a language, you'll first need to install the appropriate Tesseract language pack.\n",
        "languages = [\"eng\"] # example if more than one \"eng+por\" (default is \"eng\")\n",
        "\n",
        "## model_name\n",
        "# @requires_dependencies(\"unstructured_inference\")\n",
        "# yolox: best model for table extraction. Other options are yolox_quantized, detectron2_onnx and chipper depending on file layout\n",
        "# source: https://unstructured-io.github.io/unstructured/best_practices/models.html\n",
        "model_name = \"yolox\""
      ],
      "metadata": {
        "id": "J5sJ3QvilljH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## PDF file"
      ],
      "metadata": {
        "id": "Z8_8oeTr-VFi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "path = \"/content/\"\n",
        "filename = path + \"nvidia.pdf\""
      ],
      "metadata": {
        "id": "5QLNHN7K-Wyf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Get partition in json file"
      ],
      "metadata": {
        "id": "Wcjm6AtI-XxS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Returns a List[Element] present in the pages of the parsed pdf document\n",
        "elements = partition_pdf(\n",
        "        filename=filename,\n",
        "        include_page_breaks=include_page_breaks,\n",
        "        strategy=strategy,\n",
        "        infer_table_structure=infer_table_structure,\n",
        "        extract_element_types=extract_element_types,\n",
        "        max_characters=max_characters,\n",
        "        languages=languages,\n",
        "        model_name=model_name,\n",
        "        )\n",
        "\n",
        "# get output as json\n",
        "from unstructured.staging.base import elements_to_json\n",
        "elements_to_json(elements, filename=f\"{filename}.json\") # Takes a while for file to show up on the Google Colab"
      ],
      "metadata": {
        "id": "SGNzEv6VQi-v"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def process_json_file(input_filename):\n",
        "    # Read the JSON file\n",
        "    with open(input_filename, 'r') as file:\n",
        "        data = json.load(file)\n",
        "\n",
        "    # Iterate over the JSON data and extract required table elements\n",
        "    extracted_elements = []\n",
        "    text_prev = \"\"\n",
        "    for i,entry in enumerate(data):\n",
        "        if entry[\"type\"] == \"Title\":\n",
        "            text = \"<h1>\" + entry[\"text\"] + \"</h1>\"\n",
        "        elif entry[\"type\"] == \"Table\":\n",
        "            text = entry[\"metadata\"][\"text_as_html\"]\n",
        "        else:\n",
        "            text = \"<p>\" + entry[\"text\"] + \"</p>\"\n",
        "\n",
        "        if text != text_prev: extracted_elements.append(text)\n",
        "        text_prev = text\n",
        "\n",
        "    return extracted_elements, text_prev"
      ],
      "metadata": {
        "id": "zWBY1CqHD_nV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "extracted_elem, texts = process_json_file(f\"{filename}.json\")"
      ],
      "metadata": {
        "id": "8T3id_qxEKqE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for i, e in enumerate(extracted_elem):\n",
        "  if \"<table>\" in e:\n",
        "    print(i ,e)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wjcG2_oYEpSO",
        "outputId": "76ee0f26-cf9d-4bd5-c830-9fc023257dec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "23 <table><tr><td>The Nasdaq</td><td>Global Select Market</td><td></td></tr></table>\n",
            "46 <table><thead><th>tem 1A.</th><th>Risk Factors</th></thead><tr><td>tem 2.</td><td>Unregistered Sales of Equity Securities, Use of Proceeds, and Issuer Purchases of Equity Securities</td></tr><tr><td>tem 5.</td><td>Other Information</td></tr><tr><td>tem 6.</td><td>Exhibits</td></tr></table>\n",
            "69 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th>October 30, 2022</th><th>October 29, 2023</th><th>October 30, 2022</th></thead><tr><td>Revenue</td><td>$</td><td>18,120</td><td>5,931</td><td>38,819</td><td>20,923</td></tr><tr><td>Cost of revenue</td><td></td><td>4,720</td><td>2,754</td><td>11,309</td><td>9,400</td></tr><tr><td>Gross profit</td><td></td><td>13,400</td><td>3,177</td><td>27,510</td><td>11,523</td></tr><tr><td>Operating expenses</td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Research and development</td><td></td><td>2,294</td><td>1,945</td><td>6,210</td><td>5,387</td></tr><tr><td>Sales, general and administrative</td><td></td><td>689</td><td>631</td><td>1,942</td><td>1,815</td></tr><tr><td>Acquisition termination cost</td><td></td><td>_—</td><td>_—</td><td>—</td><td>1,353</td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>operating expenses</td><td></td><td>2,983</td><td>2,576</td><td>8,152</td><td>8,555</td></tr><tr><td>Operating income</td><td></td><td>10,417</td><td>601</td><td>19,358</td><td>2,968</td></tr><tr><td>Interest income</td><td></td><td>234</td><td>88</td><td>572</td><td>152</td></tr><tr><td>Interest expense</td><td></td><td>(63)</td><td>(65)</td><td>(194)</td><td>(198)</td></tr><tr><td>Other, net</td><td></td><td>(66)</td><td>(11)</td><td>(24)</td><td>(29)</td></tr><tr><td>Other income (expense), net</td><td></td><td>105</td><td>12</td><td>354</td><td>(75)</td></tr><tr><td>Income before income tax</td><td></td><td>10,522</td><td>613</td><td>19,712</td><td>2,893</td></tr><tr><td>Income tax expense (benefit)</td><td></td><td>1,279</td><td>(67)</td><td>2,237</td><td>(61)</td></tr><tr><td>Net income</td><td>$</td><td>9,243</td><td>680</td><td>17,475</td><td>2,954</td></tr><tr><td colspan=\"6\">Net income per share:</td></tr><tr><td>Basic</td><td>$</td><td>3.75</td><td>0.27</td><td>7.07</td><td>1.18</td></tr><tr><td>Diluted</td><td>$</td><td>3.71</td><td>0.27</td><td>7.01</td><td>1.17</td></tr><tr><td colspan=\"6\">Weighted average shares used in per share computation:</td></tr><tr><td>Basic</td><td></td><td>2,468</td><td>2,483</td><td>2,470</td><td>2,495</td></tr></table>\n",
            "74 <table><thead><th></th><th></th><th>October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><tr><td>let income</td><td>$</td><td>9,243</td><td>$</td><td>680</td><td>$</td><td>17,475</td><td>$</td><td>2,954</td></tr><tr><td colspan=\"9\">ther comprehensive loss, net of tax</td></tr><tr><td colspan=\"9\">\\vailable-for-sale securities:</td></tr><tr><td>Net change in unrealized gain (loss) Reclassification adjustments for net realized gain included in net</td><td></td><td>_—</td><td></td><td>(18)</td><td></td><td>7</td><td></td><td>(53</td></tr><tr><td>income Net change in unrealized gain (loss)</td><td></td><td>= _—</td><td></td><td>= (18)</td><td></td><td>_ 7</td><td></td><td>1 (52</td></tr><tr><td colspan=\"9\">Sash flow hedges:</td></tr><tr><td>Net change in unrealized loss</td><td></td><td>(23)</td><td></td><td>(14)</td><td></td><td>(14)</td><td></td><td>(44</td></tr><tr><td>Reclassification adjustments for net realized loss included in net income</td><td></td><td>(14)</td><td></td><td>(1)</td><td></td><td>(38)</td><td></td><td>(16</td></tr><tr><td>Net change in unrealized loss</td><td></td><td>(37)</td><td></td><td>(15)</td><td></td><td>(52)</td><td></td><td>(60</td></tr><tr><td>ther comprehensive loss, net of tax</td><td></td><td>(37)</td><td></td><td>(33)</td><td></td><td>(45)</td><td></td><td>(112</td></tr><tr><td>otal comprehensive income</td><td>$</td><td>9,206</td><td>§$</td><td>647</td><td>§$</td><td>17,430</td><td>$</td><td>2,842</td></tr></table>\n",
            "79 <table><tr><td>\\SSETS</td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"5\">-urrent assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$</td><td>5,519</td><td>$</td><td>3,389</td></tr><tr><td>Marketable securities</td><td></td><td>12,762</td><td></td><td>9,907</td></tr><tr><td>Accounts receivable, net</td><td></td><td>8,309</td><td></td><td>3,827</td></tr><tr><td>Inventories</td><td></td><td>4,779</td><td></td><td>5,159</td></tr><tr><td>Prepaid expenses and other current assets</td><td></td><td>1,289</td><td></td><td>791</td></tr><tr><td>otal current assets</td><td></td><td>32,658</td><td></td><td>23,073</td></tr><tr><td>roperty and equipment, net</td><td></td><td>3,844</td><td></td><td>3,807</td></tr><tr><td>)perating lease assets</td><td></td><td>1,316</td><td></td><td>1,038</td></tr><tr><td>itangible assets, net</td><td></td><td>1,251</td><td></td><td>1,676</td></tr><tr><td>Jeferred income tax assets</td><td></td><td>5,982</td><td></td><td>3,396</td></tr><tr><td>)ther assets</td><td></td><td>4,667</td><td></td><td>3,820</td></tr><tr><td>otal assets</td><td>$</td><td>54,148</td><td>$</td><td>41,182</td></tr><tr><td colspan=\"5\">JABILITIES AND SHAREHOLDERS’ EQUITY</td></tr><tr><td>surrent liabilities:</td><td></td><td></td><td></td><td></td></tr><tr><td>Accounts payable</td><td>$</td><td>2,380</td><td>$</td><td>1,193</td></tr><tr><td>Accrued and other current liabilities</td><td></td><td>5,472</td><td></td><td>4,120</td></tr><tr><td>Short-term debt</td><td></td><td>1,249</td><td></td><td>1,250</td></tr><tr><td>otal current liabilities</td><td></td><td>9,101</td><td></td><td>6,563</td></tr><tr><td>ong-term debt</td><td></td><td>8,457</td><td></td><td>9,703</td></tr><tr><td>ong-term operating lease liabilities</td><td></td><td>1,091</td><td></td><td>902</td></tr><tr><td>)ther long-term liabilities</td><td></td><td>2,234</td><td></td><td>1,913</td></tr><tr><td>otal liabilities</td><td></td><td>20,883</td><td></td><td>19,081</td></tr><tr><td colspan=\"5\">-ommitments and contingencies - see Note 13</td></tr><tr><td>shareholders’ equity:</td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"5\">Preferred stock</td></tr><tr><td>Common stock</td><td></td><td>2</td><td></td><td></td></tr><tr><td>Additional paid-in capital</td><td></td><td>12,991</td><td></td><td>11,971</td></tr><tr><td>Accumulated other comprehensive loss</td><td></td><td>(88)</td><td></td><td>(43</td></tr><tr><td>Retained earnings</td><td></td><td>20,360</td><td></td><td>10,171</td></tr><tr><td>otal shareholders’ equity</td><td></td><td>33,265</td><td></td><td>22,101</td></tr><tr><td>otal liabilities and shareholders' equity</td><td>$</td><td>54,148</td><td>$</td><td>41,182</td></tr></table>\n",
            "84 <table><thead><th rowspan=\"2\">n millions, except per share data) alances, July 30, 2023</th><th rowspan=\"2\">Shares 2,469</th><th colspan=\"2\">Outstanding Amount</th><th colspan=\"3\">Additional Paid-in Capital</th><th colspan=\"2\">Accumulated Other Comprehensive Loss</th><th colspan=\"2\">Retained Earnings</th><th>Shareholders’ Equity</th></thead><thead><th></th><th></th><th>$</th><th>2</th><th>$</th><th></th><th>12,629</th><th>$</th><th>(51)</th><th>$</th><th>14,921</th><th>27,501</th></thead><tr><td>let income</td><td>_</td><td></td><td>—</td><td></td><td></td><td>_—</td><td></td><td>—</td><td></td><td>9,243</td><td>9,243</td></tr><tr><td>ther comprehensive loss</td><td>_—</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>(37)</td><td></td><td>—</td><td>(37</td></tr><tr><td>ssuance of common stock from stock plans</td><td>7</td><td></td><td>_—</td><td></td><td></td><td>157</td><td></td><td>_</td><td></td><td>_—</td><td>157</td></tr><tr><td>ax withholding related to vesting of restricted stock units</td><td>(2)</td><td></td><td>—</td><td></td><td></td><td>(764)</td><td></td><td>—</td><td></td><td>—</td><td>(764:</td></tr><tr><td>hares repurchased</td><td>(8)</td><td></td><td>_</td><td></td><td></td><td>(14)</td><td></td><td>_</td><td></td><td>(3,705)</td><td>(3,719.</td></tr><tr><td>ash dividends declared and paid ($0.04 per common share)</td><td>_—</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>—</td><td></td><td>(99)</td><td>(99</td></tr><tr><td>tock-based compensation</td><td>_</td><td></td><td>=</td><td></td><td></td><td>983</td><td></td><td>=</td><td></td><td>=</td><td>983</td></tr><tr><td>lances, October 29, 2023</td><td>2,466</td><td>$</td><td>2</td><td>$</td><td></td><td>12,991</td><td>$</td><td>(88)</td><td>$</td><td>20,360</td><td>33,265</td></tr><tr><td>alances, July 31, 2022</td><td>2,489</td><td></td><td>2</td><td>§$</td><td></td><td>10,968</td><td>$</td><td>(90)</td><td>$</td><td>12,971</td><td>23,851</td></tr><tr><td>let income</td><td>_—</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>—</td><td></td><td>680</td><td>680</td></tr><tr><td>‘ther comprehensive loss</td><td>_—</td><td></td><td>_—</td><td></td><td></td><td>_—</td><td></td><td>(33)</td><td></td><td>_—</td><td>(33</td></tr><tr><td>ssuance of common stock from stock plans</td><td>9</td><td></td><td>—</td><td></td><td></td><td>143</td><td></td><td>—</td><td></td><td>—</td><td>143</td></tr><tr><td>ax withholding related to vesting of restricted stock units</td><td>(2)</td><td></td><td>_—</td><td></td><td></td><td>(294)</td><td></td><td>_</td><td></td><td>_—</td><td>(294)</td></tr><tr><td>hares repurchased</td><td>(28)</td><td></td><td>—</td><td></td><td></td><td>(1)</td><td></td><td>—</td><td></td><td>(3,646)</td><td>(3,647.</td></tr><tr><td>‘ash dividends declared and paid ($0.04 per common share)</td><td>_</td><td></td><td>_</td><td></td><td></td><td>—</td><td></td><td>_</td><td></td><td>(100)</td><td>(100</td></tr><tr><td rowspan=\"2\">tock-based compensation lances, October 30, 2022</td><td>=</td><td></td><td>_</td><td></td><td></td><td>749</td><td></td><td>a</td><td></td><td>=</td><td>749</td></tr><tr><td></td><td>2,468</td><td>$</td><td>2</td><td>$</td><td></td><td>11,565</td><td>$</td><td>(123)</td><td>$</td><td>9,905</td><td>21,349</td></tr></table>\n",
            "89 <table><thead><th rowspan=\"2\">n millions, except per share data) alances, January 29, 2023</th><th rowspan=\"2\">Common Shares 2466</th><th colspan=\"2\">Stock Outstanding Amount</th><th colspan=\"2\">Aeaidcin Capital</th><th colspan=\"2\">Accumulated Other Comprehensive Loss</th><th colspan=\"2\">Retained Earnings</th><th colspan=\"2\">Shareholders! Equity</th></thead><thead><th></th><th></th><th>$</th><th>2</th><th>$</th><th>11,971</th><th></th><th>(43)</th><th>$</th><th>10,171</th><th>$</th><th>22,101</th></thead><tr><td>let income</td><td>_</td><td></td><td>_</td><td></td><td>_—</td><td></td><td>_—</td><td></td><td>17,475</td><td></td><td>17,475</td></tr><tr><td>ther comprehensive loss</td><td>=</td><td></td><td>=</td><td></td><td>=</td><td></td><td>(45)</td><td></td><td>=</td><td></td><td>(45</td></tr><tr><td>ssuance of common stock from stock plans</td><td>21</td><td></td><td>_</td><td></td><td>403</td><td></td><td>_—</td><td></td><td>_</td><td></td><td>403</td></tr><tr><td>ax withholding related to vesting of restricted stock units</td><td>(5)</td><td></td><td>=</td><td></td><td>(1,942)</td><td></td><td>=</td><td></td><td>=</td><td></td><td>(1,942</td></tr><tr><td>hares repurchased</td><td>(16)</td><td></td><td>_</td><td></td><td>(15)</td><td></td><td>_</td><td></td><td>(6,990)</td><td></td><td>(7,005</td></tr><tr><td>ash dividends declared and paid ($0.12 per common share)</td><td>=</td><td></td><td>=</td><td></td><td>=</td><td></td><td>=</td><td></td><td>(296)</td><td></td><td>(296</td></tr><tr><td>tock-based compensation</td><td>=</td><td></td><td>=</td><td></td><td>2,574</td><td></td><td>=</td><td></td><td>=—</td><td></td><td>2,574</td></tr><tr><td>alances, October 29, 2023</td><td>2466</td><td>$</td><td>2</td><td>$</td><td>12,991</td><td></td><td>(88)</td><td>$</td><td>20,360</td><td>$</td><td>33,265</td></tr><tr><td>alances, January 30, 2022</td><td>2,506</td><td>$</td><td>3.</td><td>$</td><td>10,385</td><td></td><td>(11)</td><td>$</td><td>16,235</td><td>$</td><td>26,612</td></tr><tr><td>let income</td><td>—</td><td></td><td>—</td><td></td><td>—</td><td></td><td>—</td><td></td><td>2,954</td><td></td><td>2,954</td></tr><tr><td>ther comprehensive loss</td><td>_</td><td></td><td>_</td><td></td><td>_</td><td></td><td>(112)</td><td></td><td>—</td><td></td><td>(112</td></tr><tr><td>ssuance of common stock from stock plans</td><td>24</td><td></td><td>—</td><td></td><td>349</td><td></td><td>—</td><td></td><td>—</td><td></td><td>349</td></tr><tr><td>ax withholding related to vesting of restricted stock units</td><td>(6)</td><td></td><td>_</td><td></td><td>(1,131)</td><td></td><td>_—</td><td></td><td>_</td><td></td><td>(1,131</td></tr><tr><td>hares repurchased</td><td>(56)</td><td></td><td>(1)</td><td></td><td>(3)</td><td></td><td>=</td><td></td><td>(8,984)</td><td></td><td>(8,988</td></tr><tr><td>ash dividends declared and paid ($0.12 per common share)</td><td>—</td><td></td><td>—</td><td></td><td>—</td><td></td><td>_</td><td></td><td>(300)</td><td></td><td>(300</td></tr><tr><td rowspan=\"2\">tock-based compensation alances, October 30, 2022</td><td>=</td><td></td><td>=</td><td></td><td>1,965</td><td></td><td>_—</td><td></td><td>=</td><td></td><td>1,965</td></tr><tr><td></td><td>2,468</td><td>$</td><td>2</td><td>$</td><td>11,565</td><td>$</td><td>(123)</td><td>$</td><td>9,905</td><td>$</td><td>21,349</td></tr></table>\n",
            "94 <table><thead><th></th><th>October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><tr><td>&gt;ash flows from operating activities:</td><td></td><td></td><td></td></tr><tr><td>let income</td><td>17,475</td><td>$</td><td>2,954</td></tr><tr><td colspan=\"4\">\\djustments to reconcile net income to net cash provided by operating activities:</td></tr><tr><td>Stock-based compensation expense</td><td>2,555</td><td></td><td>1,971</td></tr><tr><td>Depreciation and amortization</td><td>1,121</td><td></td><td>1,118</td></tr><tr><td>Losses on investments in non-affiliates</td><td>24</td><td></td><td>35</td></tr><tr><td>Deferred income taxes</td><td>(2,411)</td><td></td><td>(1,517)</td></tr><tr><td>Acquisition termination cost</td><td>_</td><td></td><td>1,353</td></tr><tr><td>Other</td><td>(170)</td><td></td><td>(27)</td></tr><tr><td colspan=\"4\">&gt;hanges in operating assets and liabilities, net of acquisitions:</td></tr><tr><td>Accounts receivable</td><td>(4,482)</td><td></td><td>(258)</td></tr><tr><td>Inventories</td><td>405</td><td></td><td>(1,848)</td></tr><tr><td>and other assets</td><td>(337)</td><td></td><td></td></tr><tr><td>Prepaid expenses</td><td></td><td></td><td>(1,307)</td></tr><tr><td>Accounts payable</td><td>1,250</td><td></td><td>(358)</td></tr><tr><td>Accrued and other current liabilities</td><td>953</td><td></td><td>1,175,</td></tr><tr><td>Other long-term liabilities</td><td>208</td><td></td><td>102</td></tr><tr><td>Jet cash provided by operating activities</td><td>16,591</td><td></td><td>3,393</td></tr><tr><td colspan=\"4\">&gt;ash flows from investing activities:</td></tr><tr><td>Proceeds from maturities of marketable securities</td><td>8,001</td><td></td><td>16,792</td></tr><tr><td>Proceeds from sales of marketable securities</td><td>_</td><td></td><td>1,806</td></tr><tr><td>Purchases of marketable securities</td><td>(10,688)</td><td></td><td>(9,764)</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(815)</td><td></td><td>(1,324)</td></tr><tr><td>net of cash</td><td></td><td></td><td></td></tr><tr><td>Acquisitions, acquired Investments non-affiliates and net</td><td>(83) (872)</td><td></td><td>(49)</td></tr><tr><td>in other,</td><td></td><td></td><td>(83)</td></tr><tr><td colspan=\"4\" rowspan=\"2\">let cash provided by (used in) investing activities &gt;ash flows from financing activities: (4,457) 7,378</td></tr><tr><td colspan=\"4\"></td></tr><tr><td>Proceeds related to employee stock plans</td><td>403</td><td></td><td>349</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(6,874)</td><td></td><td>(8,826)</td></tr><tr><td>Repayment of debt</td><td>(1,250)</td><td></td><td>=</td></tr><tr><td>Payments related to tax on restricted stock units</td><td>(1,942)</td><td></td><td>(1,131)</td></tr><tr><td>Dividends paid</td><td>(296)</td><td></td><td>(300)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(44)</td><td></td><td>(54)</td></tr><tr><td>Other</td><td>(1)</td><td></td><td>1</td></tr><tr><td>Jet cash used in financing activities</td><td>(10,004)</td><td></td><td>(9,961)</td></tr><tr><td>&gt;hange in cash, cash equivalents, and restricted cash</td><td>2,130</td><td></td><td>810</td></tr><tr><td>&gt;ash, cash equivalents, and restricted cash at beginning of period</td><td>3,389</td><td></td><td>1,990</td></tr><tr><td>&gt;ash, cash equivalents, and restricted cash at end of period</td><td></td><td>$</td><td>2,800</td></tr><tr><td colspan=\"4\">supplemental disclosure of cash flow information:</td></tr><tr><td>&gt;ash paid for income taxes, net</td><td>4,676</td><td>$</td><td>1,372</td></tr></table>\n",
            "123 <table><thead><th></th><th>(In millions)</th></thead><thead><th>‘iscal Year:</th><th></th></thead><tr><td>024 (excluding first nine months of fiscal year 2024)</td><td>84</td></tr><tr><td>025</td><td>269</td></tr><tr><td>026</td><td>248</td></tr><tr><td>027</td><td>233</td></tr><tr><td>028</td><td>220</td></tr><tr><td>029 and thereafter</td><td>454</td></tr><tr><td>Total</td><td>1,508</td></tr><tr><td>ess imputed interest</td><td>187</td></tr><tr><td>resent value of net future minimum lease payments</td><td>1,321</td></tr><tr><td>ess short-term operating lease liabilities</td><td>230</td></tr><tr><td>Long-term operating lease liabilities</td><td>1,091</td></tr></table>\n",
            "130 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><thead><th></th><th colspan=\"4\">(In millions)</th></thead><tr><td colspan=\"5\">Supplemental cash flows information</td></tr><tr><td>Operating cash flows used for operating leases</td><td></td><td>200</td><td>$</td><td>134</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>AA</td><td>439</td><td>$</td><td>213</td></tr></table>\n",
            "135 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th>October</th><th>30, 2022</th><th></th><th>October 29, 2023</th><th>October 30, 2022</th></thead><thead><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th></thead><tr><td>Cost of revenue</td><td>$</td><td>38</td><td></td><td>32</td><td>$</td><td>96</td><td>108</td></tr><tr><td>Research and development</td><td></td><td>701</td><td></td><td>530</td><td></td><td>1,826</td><td>1,365</td></tr><tr><td>Sales, general and administrative</td><td></td><td>240</td><td></td><td>183</td><td></td><td>633</td><td>498</td></tr><tr><td>Total</td><td>$</td><td>979</td><td></td><td>745</td><td>$</td><td>2,555</td><td>1,971</td></tr></table>\n",
            "138 <table><thead><th></th><th>Number of Shares</th><th>Weighted Average Grant-Date Fair Value Per Share</th></thead><thead><th></th><th>(In millions, except</th><th>per share data)</th></thead><tr><td>Balances, January 29, 2023</td><td>45</td><td>158.45</td></tr><tr><td>Granted</td><td>13</td><td>364.52</td></tr><tr><td>Vested</td><td>(16)</td><td>141.02</td></tr><tr><td>Canceled and forfeited</td><td>(1)</td><td>201.49</td></tr><tr><td>Balances, October 29, 2023</td><td>41</td><td>230.11</td></tr></table>\n",
            "145 <table><thead><th></th><th colspan=\"3\">October 29, 2023</th><th>October 2022</th><th>30,</th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\" rowspan=\"2\">share data)</th><th>October 30, 2022</th></thead><thead><th></th><th></th><th></th><th></th><th>(In millions,</th><th>except per</th><th colspan=\"2\"></th><th></th></thead><tr><td colspan=\"9\">Numerator:</td></tr><tr><td>Net income</td><td>$</td><td>9,243</td><td></td><td></td><td>680</td><td>$</td><td>17,475</td><td>2,95</td></tr><tr><td colspan=\"9\">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td></td><td>2,468</td><td></td><td></td><td>2,483</td><td></td><td>2,470</td><td>2,49</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td></td><td>26</td><td></td><td></td><td>16</td><td></td><td>24</td><td>2</td></tr><tr><td>Diluted weighted average shares</td><td></td><td>2,494</td><td></td><td></td><td>2,499</td><td></td><td>2,494</td><td>2,51</td></tr><tr><td colspan=\"9\">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$</td><td>3.75</td><td></td><td></td><td>0.27</td><td>$</td><td>7.07</td><td>11</td></tr><tr><td>Diluted (2)</td><td>$</td><td>3.71</td><td></td><td></td><td>0.27</td><td>$</td><td>7.01</td><td>1.1</td></tr><tr><td>Equity awards excluded from diluted net income per share because their effect would have been anti- dilutive</td><td></td><td>1</td><td></td><td></td><td>36</td><td></td><td>14</td><td>2</td></tr></table>\n",
            "168 <table><thead><th rowspan=\"3\"></th><th colspan=\"2\" rowspan=\"2\">Amortized Cost</th><th></th><th></th><th colspan=\"2\" rowspan=\"2\">Unrealized</th><th colspan=\"2\" rowspan=\"2\">Estimated Fair Value</th><th colspan=\"3\">Reported as</th></thead><thead><th></th><th colspan=\"2\"></th><th colspan=\"3\">Unrealized Gain</th><th colspan=\"2\"></th><th colspan=\"2\"></th><th>Cash Equivalents</th><th colspan=\"2\">Marketable Securities</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th><th></th></thead><tr><td>Corporate debt securities</td><td>$</td><td>6,937</td><td>$</td><td></td><td>$</td><td>(20)</td><td>$</td><td>6,918</td><td>1,714</td><td>$</td><td>5,204</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td></td><td>5,075</td><td></td><td></td><td></td><td>(24)</td><td></td><td>5,052</td><td>—</td><td></td><td>5,052</td></tr><tr><td>Vioney market funds</td><td></td><td>3,190</td><td></td><td>_—</td><td></td><td>_—</td><td></td><td>3,190</td><td>3,190</td><td></td><td>—</td></tr><tr><td>Debt securities issued by U.S. yovernment agencies</td><td></td><td>2,316</td><td></td><td>_—</td><td></td><td>(5)</td><td></td><td>2,311</td><td>100</td><td></td><td>2,211</td></tr><tr><td>Certificates of deposit</td><td></td><td>418</td><td></td><td>_—</td><td></td><td>_—</td><td></td><td>418</td><td>198</td><td></td><td>220</td></tr><tr><td>-oreign government bonds</td><td></td><td>175</td><td></td><td>_—</td><td></td><td>_—</td><td></td><td>175</td><td>100</td><td></td><td>75</td></tr><tr><td>otal</td><td>$</td><td>18,111</td><td>$</td><td></td><td>$</td><td>(49)</td><td>$</td><td>18,064</td><td>5,302</td><td>$</td><td>12,762</td></tr></table>\n",
            "170 <table><thead><th rowspan=\"3\"></th><th colspan=\"2\" rowspan=\"2\">Amortized</th><th colspan=\"2\" rowspan=\"2\">Unrealized</th><th colspan=\"2\" rowspan=\"2\">Unrealized —_Cost___—Gain'_—s_itoss__—__FairValue__</th><th colspan=\"2\" rowspan=\"2\">Estimated</th><th colspan=\"4\">Reported as</th></thead><thead><th></th><th colspan=\"2\"></th><th colspan=\"2\"></th><th colspan=\"2\"></th><th colspan=\"2\"></th><th colspan=\"2\">Cash __Equivalents____</th><th colspan=\"2\">Marketable Securities _</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Corporate debt securities</td><td>$</td><td>4,809</td><td>$</td><td>—</td><td>$</td><td>(12)</td><td>$</td><td>4,797</td><td>$</td><td>1,087</td><td>$</td><td>3,710</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td></td><td>4,185</td><td></td><td>1</td><td></td><td>(44)</td><td></td><td>4,142</td><td></td><td>—</td><td></td><td>4,142</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td></td><td>1,836</td><td></td><td>_—</td><td></td><td>(2)</td><td></td><td>1,834</td><td></td><td>50</td><td></td><td>1,784</td></tr><tr><td>Money market funds</td><td></td><td>1,777</td><td></td><td>—</td><td></td><td>—</td><td></td><td>1,777</td><td></td><td>1,777</td><td></td><td>—_</td></tr><tr><td>Certificates of deposit</td><td></td><td>365</td><td></td><td>_—</td><td></td><td>_—</td><td></td><td>365</td><td></td><td>134</td><td></td><td>231</td></tr><tr><td>Foreign government bonds</td><td></td><td>140</td><td></td><td>_—</td><td></td><td>_</td><td></td><td>140</td><td></td><td>100</td><td></td><td>40</td></tr><tr><td>Total</td><td>$</td><td>13,112</td><td>$</td><td>1</td><td>$</td><td>(58)</td><td>$</td><td>13,055</td><td>$</td><td>3,148</td><td>§$</td><td>9,907</td></tr></table>\n",
            "175 <table><thead><th></th><th colspan=\"4\">Less than 12 Months</th><th colspan=\"5\">12 Months or Greater</th><th colspan=\"4\">Total</th></thead><thead><th></th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th><th colspan=\"3\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Corporate debt securities</td><td>$</td><td>2,773</td><td>$</td><td>(16)</td><td>$</td><td></td><td>852</td><td></td><td>(4)</td><td>$</td><td>3,625</td><td>$</td><td>(20)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td></td><td>2,098</td><td></td><td>(12)</td><td></td><td></td><td>1,371</td><td></td><td>(12)</td><td></td><td>3,469</td><td></td><td>(24)</td></tr><tr><td rowspan=\"2\">Debt securities issued by U.S. government agencies Total</td><td></td><td>1,447</td><td></td><td>(5)</td><td></td><td></td><td>_</td><td></td><td></td><td></td><td>1,447</td><td></td><td>(5)</td></tr><tr><td></td><td>$</td><td>6,318</td><td>§$</td><td>(33)</td><td>$</td><td></td><td>2,223</td><td></td><td>(16)</td><td>$</td><td>8,541</td><td>$</td><td>(49)</td></tr></table>\n",
            "176 <table><thead><th></th><th colspan=\"4\">Less than 12 Months</th><th colspan=\"4\">12 Months or Greater</th><th colspan=\"4\">Total</th></thead><thead><th></th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Gross Unrealized Loss</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Debt securities issued by the U.S. Treasury</td><td>$</td><td>2,444</td><td>$</td><td>(21)</td><td>$</td><td>1,172</td><td>$</td><td>(23)</td><td>$</td><td>3,616</td><td>$</td><td>(44)</td></tr><tr><td>Corporate debt securities</td><td></td><td>1,188</td><td></td><td>(7)</td><td></td><td>696</td><td></td><td>(5)</td><td></td><td>1,884</td><td></td><td>(12)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td></td><td>1,307</td><td></td><td>(2)</td><td></td><td>—</td><td></td><td>—</td><td></td><td>1,307</td><td></td><td>(2)</td></tr><tr><td>Total</td><td>$</td><td>4,939</td><td>$</td><td>(30)</td><td>$</td><td>1,868</td><td>$</td><td>(28)</td><td>$</td><td>6,807</td><td>$</td><td>(58)</td></tr></table>\n",
            "179 <table><thead><th></th><th colspan=\"3\">Amortized Cost</th><th colspan=\"2\">Estimated Fair Value</th><th colspan=\"2\">Amortized Cost</th><th colspan=\"2\">Estimated Fair Value</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th></thead><tr><td>Less than one year</td><td>$</td><td>11,405</td><td></td><td>$</td><td>11,388</td><td>$</td><td>9,738</td><td>$</td><td>9,708</td></tr><tr><td>Due in 1 - 5 years</td><td></td><td>6,706</td><td></td><td></td><td>6,676</td><td></td><td>3,374</td><td></td><td>3,347</td></tr><tr><td>Total</td><td>$</td><td>18,111</td><td></td><td>§$</td><td>18,064</td><td>$</td><td>13,112</td><td>$</td><td>13,055</td></tr></table>\n",
            "185 <table><thead><th rowspan=\"2\">ssets</th><th rowspan=\"2\">Pricing Category</th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">January 29, 2023</th></thead><thead><th></th><th></th><th></th><th colspan=\"3\">(In millions)</th></thead><tr><td colspan=\"6\">ash equivalents and marketable securities:</td></tr><tr><td>Money market funds</td><td>Leve =</td><td></td><td>3,190</td><td></td><td>1,777</td></tr><tr><td>Corporate debt securities</td><td>Leve</td><td></td><td>6,918</td><td>$</td><td>4,797</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Leve NNNNN</td><td></td><td>5,052</td><td></td><td>4,142</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Leve</td><td></td><td>2,311</td><td>$</td><td>1,834</td></tr><tr><td>Certificates of deposit</td><td>Leve</td><td></td><td>418</td><td></td><td>36¢</td></tr><tr><td>Foreign government bonds</td><td>Leve</td><td></td><td>175</td><td>$</td><td>14(</td></tr><tr><td colspan=\"6\">ther assets (Investments in non-affiliated entities):</td></tr><tr><td>Publicly-held equity securities</td><td>Level</td><td></td><td>153</td><td>$</td><td></td></tr><tr><td>Privately-held equity securities</td><td>Leve</td><td></td><td>1,019</td><td></td><td>288</td></tr><tr><td colspan=\"6\">abilities (1)</td></tr><tr><td>0.309% Notes Due 2023</td><td>Leve</td><td></td><td>—</td><td>$</td><td>1,23¢</td></tr><tr><td>0.584% Notes Due 2024</td><td>Leve</td><td></td><td>1,212</td><td></td><td>1,188</td></tr><tr><td>3.20% Notes Due 2026</td><td>Leve</td><td></td><td>945</td><td>$</td><td>96E</td></tr><tr><td>1.55% Notes Due 2028</td><td>Leve</td><td></td><td>1,060</td><td></td><td>1,096</td></tr><tr><td>2.85% Notes Due 2030</td><td>Leve</td><td></td><td>1,289</td><td>$</td><td>1,364</td></tr><tr><td>2.00% Notes Due 2031</td><td>Leve NNNNNNNNN</td><td></td><td>981</td><td></td><td>1,044</td></tr><tr><td>3.50% Notes Due 2040</td><td>Leve</td><td></td><td>756</td><td>$</td><td>87(</td></tr><tr><td>3.50% Notes Due 2050</td><td>Leve</td><td></td><td>1,388</td><td></td><td>1,637</td></tr><tr><td>3.70% Notes Due 2060</td><td>Leve</td><td></td><td>342</td><td>§$</td><td>41(</td></tr></table>\n",
            "195 <table><thead><th rowspan=\"2\"></th><th colspan=\"2\">Gross Carrying Amount</th><th colspan=\"2\">Accumulated Amortization</th><th></th><th colspan=\"4\">Gross Net Carrying Carrying Amount Amount</th><th colspan=\"2\">Accumulated Amortization</th><th colspan=\"2\">Net Carrying Amount</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Acquisition-related intangible assets</td><td>$</td><td>2,642</td><td>$</td><td>(1,584)</td><td>$</td><td></td><td>1,058</td><td>$</td><td>3,093</td><td>$</td><td>(1,614)</td><td>$</td><td>1,479</td></tr><tr><td>Patents and licensed technology</td><td></td><td>450</td><td></td><td>(257)</td><td></td><td></td><td>193</td><td></td><td>446</td><td></td><td>(249)</td><td></td><td>197</td></tr><tr><td>Total intangible assets</td><td>$</td><td>3,092</td><td>$</td><td>(1,841)</td><td>$</td><td></td><td>1,251.</td><td>$</td><td>3,539</td><td>§$</td><td>(1,863)</td><td>$</td><td>1,676</td></tr></table>\n",
            "198 <table><thead><th></th><th>(In millions)</th></thead><thead><th>-iscal Year:</th><th></th></thead><tr><td>2024 (excluding first nine months of fiscal year 2024)</td><td>143</td></tr><tr><td>2025</td><td>554</td></tr><tr><td>2026</td><td>259</td></tr><tr><td>2027</td><td>149</td></tr><tr><td>2028</td><td>37</td></tr><tr><td>2029 and thereafter</td><td>109</td></tr><tr><td>Total</td><td>1,251</td></tr></table>\n",
            "203 <table><thead><th rowspan=\"2\">wentories (1):</th><th colspan=\"3\">2023 2023</th></thead><thead><th></th><th colspan=\"3\">(In millions)</th></thead><tr><td>‘aw materials</td><td>1,663</td><td>$</td><td>2,430</td></tr><tr><td>Vork in-process</td><td>1,338</td><td></td><td>466</td></tr><tr><td>inished goods</td><td>1,778</td><td></td><td>2,263</td></tr></table>\n",
            "208 <table><thead><th rowspan=\"2\">Other Assets:</th><th colspan=\"2\">2023</th><th colspan=\"2\">2023</th></thead><thead><th></th><th colspan=\"4\">(In millions)</th></thead><tr><td>Prepaid supply and capacity agreements (1)</td><td>$</td><td>2,927</td><td>$</td><td>2,989</td></tr><tr><td>Investments in non-affiliated entities</td><td></td><td>1,172</td><td></td><td>299</td></tr><tr><td>Prepaid royalties</td><td></td><td>369</td><td></td><td>387</td></tr><tr><td>Prepaid cloud services</td><td></td><td>60</td><td></td><td>23</td></tr><tr><td>Other</td><td></td><td>139</td><td></td><td>122</td></tr></table>\n",
            "210 <table><thead><th rowspan=\"2\">Accrued and Other Current Liabilities:</th><th colspan=\"2\">2023</th></thead><thead><th></th><th colspan=\"2\">(In millions)</th></thead><tr><td>Customer program accruals</td><td>1,771 $</td><td>1,196</td></tr><tr><td>Excess inventory purchase obligations (1)</td><td>1,280</td><td>954</td></tr><tr><td>Accrued payroll and related expenses</td><td>516</td><td>530</td></tr><tr><td>Deferred revenue (2)</td><td>513</td><td>354</td></tr><tr><td>Taxes payable</td><td>420</td><td>467</td></tr><tr><td>Product warranty and return provisions</td><td>299</td><td>108</td></tr><tr><td>Operating leases</td><td>230</td><td>176</td></tr><tr><td>Licenses and royalties</td><td>150</td><td>149</td></tr><tr><td>Unsettled share repurchases</td><td>117</td><td></td></tr><tr><td>Other</td><td>176</td><td>186</td></tr></table>\n",
            "212 <table><thead><th rowspan=\"2\">Other Long-Term Liabilities:</th><th></th><th colspan=\"3\">2023 2023</th></thead><thead><th></th><th></th><th colspan=\"3\">(In millions)</th></thead><tr><td>Income tax payable (1)</td><td>$</td><td>1,206</td><td>$</td><td>1,204</td></tr><tr><td>Deferred revenue (2)</td><td></td><td>425</td><td></td><td>218</td></tr><tr><td>Deferred income tax</td><td></td><td>424</td><td></td><td>247</td></tr><tr><td>Licenses payable</td><td></td><td>113</td><td></td><td>181</td></tr><tr><td>Other</td><td></td><td>66</td><td></td><td>63</td></tr></table>\n",
            "219 <table><thead><th></th><th></th><th colspan=\"3\">2023 2022</th></thead><thead><th></th><th></th><th colspan=\"3\">(In millions)</th></thead><tr><td>3alance at beginning of period</td><td>$</td><td>572</td><td>$</td><td>502</td></tr><tr><td>Jeferred revenue additions during the period</td><td></td><td>1,269</td><td></td><td>577</td></tr><tr><td rowspan=\"2\">Revenue recognized during the period 3alance at end of period</td><td></td><td>(903)</td><td></td><td>(528)</td></tr><tr><td></td><td>$</td><td>938</td><td>$</td><td>551</td></tr></table>\n",
            "225 <table><thead><th></th><th colspan=\"5\">(In millions)</th></thead><thead><th>Designated as cash flow hedges</th><th>$</th><th></th><th>1,148 ¢</th><th></th><th>1,128</th></thead></table>\n",
            "235 <table><thead><th></th><th rowspan=\"2\">Expected Remaining Term (years)</th><th rowspan=\"2\">Effective Interest Rate</th><th>October 29, 2023</th><th colspan=\"2\">January 29, 2023</th></thead><thead><th></th><th></th><th></th><th colspan=\"3\">(In millions)</th></thead><tr><td>).309% Notes Due 2023</td><td>_</td><td>0.41%</td><td colspan=\"3\">— $ 1,250</td></tr><tr><td>).584% Notes Due 2024</td><td>0.6</td><td>0.66%</td><td>1,250</td><td></td><td>1,250</td></tr><tr><td>}.20% Notes Due 2026</td><td>2.9</td><td>3.31%</td><td>1,000</td><td></td><td>1,000</td></tr><tr><td>.55% Notes Due 2028</td><td>46</td><td>1.64%</td><td>1,250</td><td></td><td>1,250</td></tr><tr><td>'.85% Notes Due 2030</td><td>6.4</td><td>2.93%</td><td>1,500</td><td></td><td>1,500</td></tr><tr><td>'.00% Notes Due 2031</td><td>7.6</td><td>2.09%</td><td>1,250</td><td></td><td>1,250</td></tr><tr><td>.50% Notes Due 2040</td><td>16.4</td><td>3.54%</td><td>1,000</td><td></td><td>1,000</td></tr><tr><td>.50% Notes Due 2050</td><td>26.4</td><td>3.54%</td><td>2,000</td><td></td><td>2,000</td></tr><tr><td>}.70% Notes Due 2060</td><td>36.4</td><td>3.73%</td><td>500</td><td></td><td>500</td></tr><tr><td>Jnamortized debt discount and issuance costs</td><td></td><td></td><td>(44)</td><td></td><td>(47</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>9,706</td><td></td><td>10,953</td></tr><tr><td>ess short-term portion</td><td></td><td></td><td>(1,249)</td><td></td><td>(1,250</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>8457</td><td>$</td><td>9,703</td></tr></table>\n",
            "250 <table><thead><th rowspan=\"2\">‘iscal Year:</th><th>(In millions)</th></thead><thead><th></th><th></th></thead><tr><td>024 (excluding first nine months of fiscal year 2024)</td><td>6,499</td></tr><tr><td>025</td><td>11,861</td></tr><tr><td>026</td><td>1,128</td></tr><tr><td>027</td><td>1,038</td></tr><tr><td>028</td><td>660</td></tr><tr><td>029 and thereafter</td><td>354</td></tr><tr><td>Total</td><td>21,540</td></tr></table>\n",
            "253 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th>October</th><th>30, 2022</th><th></th><th>October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><thead><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th></thead><tr><td>Balance at beginning of period</td><td>$</td><td>115</td><td>$</td><td>168</td><td>$</td><td>82</td><td>§$</td><td>46</td></tr><tr><td>Additions</td><td></td><td>50</td><td></td><td>3</td><td></td><td>105</td><td></td><td>141</td></tr><tr><td>Utilization</td><td></td><td>(23)</td><td></td><td>(67)</td><td></td><td>(45)</td><td></td><td>(83)</td></tr><tr><td>Balance at end of period</td><td>$</td><td>142</td><td>$</td><td>104</td><td>$</td><td>142</td><td>$</td><td>104</td></tr></table>\n",
            "285 <table><thead><th rowspan=\"3\">hree Months Ended October 29, 2023</th><th></th><th>Compute Networking</th><th></th><th>Graphics</th><th colspan=\"2\">All Other</th><th colspan=\"2\">Consolidated</th></thead><thead><th></th><th></th><th></th><th colspan=\"4\">(In millions)</th><th></th><th></th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>evenue</td><td>$</td><td>14,645</td><td>$</td><td>3,475</td><td>$§$</td><td>—</td><td>$</td><td>18,120</td></tr><tr><td>)perating income (loss)</td><td>$</td><td>10,262</td><td>$</td><td>1,493</td><td>$</td><td>(1,338)</td><td>$</td><td>10,417</td></tr><tr><td colspan=\"9\">hree Months Ended October 30, 2022</td></tr><tr><td>evenue</td><td>$</td><td>3,816</td><td>§$</td><td>2,115</td><td>$</td><td>—</td><td>$</td><td>5,931</td></tr><tr><td>)perating income (loss)</td><td>$</td><td>1,086</td><td>$</td><td>606</td><td>$</td><td>(1,091)</td><td>$</td><td>601</td></tr><tr><td colspan=\"9\">line Months Ended October 29, 2023</td></tr><tr><td>evenue</td><td>$</td><td>29,507</td><td>$</td><td>9,312</td><td>$</td><td>—</td><td>$</td><td>38,819</td></tr><tr><td>)perating income (loss)</td><td>$</td><td>19,149</td><td>$</td><td>3,751</td><td>$</td><td>(3,542)</td><td>$</td><td>19,358</td></tr><tr><td colspan=\"9\">line Months Ended October 30, 2022</td></tr><tr><td>evenue</td><td>$</td><td>11,395</td><td>$</td><td>9,528</td><td>$</td><td>—</td><td>$</td><td>20,923</td></tr><tr><td>Yoerating income (loss)</td><td>$</td><td>3509</td><td>$</td><td>3739</td><td>$</td><td>(4.280)</td><td>$</td><td>2.968</td></tr></table>\n",
            "286 <table><thead><th rowspan=\"2\">Reconciling items included in \"All Other\" category:</th><th colspan=\"3\">October 29, 2023</th><th colspan=\"4\">October 30, 2022</th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th></thead><tr><td>5tock-based compensation expense</td><td>$</td><td></td><td>(979)</td><td>$</td><td>(745)</td><td>$</td><td>(2,555)</td><td>$</td><td>(1,971</td></tr><tr><td>Jnallocated cost of revenue and operating expenses</td><td></td><td></td><td>(198)</td><td></td><td>(156)</td><td></td><td>(515)</td><td></td><td>(432</td></tr><tr><td>\\cquisition-related and other costs</td><td></td><td></td><td>(135)</td><td></td><td>(174)</td><td></td><td>(446)</td><td></td><td>(499</td></tr><tr><td>P-related costs</td><td></td><td></td><td>(26)</td><td></td><td>_—</td><td></td><td>(36)</td><td></td><td>—</td></tr><tr><td>\\cquisition termination cost</td><td></td><td>_—</td><td></td><td></td><td>_—</td><td></td><td>_</td><td></td><td>(1,353</td></tr><tr><td>Dther</td><td></td><td>_—</td><td></td><td></td><td>(16)</td><td></td><td>10</td><td></td><td>(25</td></tr><tr><td>‘otal</td><td>$</td><td></td><td>(1,338)</td><td>$</td><td>(1,091)</td><td>$</td><td>(3,542)</td><td>$</td><td>(4,280</td></tr></table>\n",
            "291 <table><thead><th rowspan=\"3\">Revenue:</th><th colspan=\"2\" rowspan=\"2\">October 29, 2023</th><th rowspan=\"2\">October 30, 2022</th><th colspan=\"2\" rowspan=\"2\">October 29, 2023</th><th colspan=\"2\" rowspan=\"2\">October 30, 2022</th></thead><thead><th></th><th colspan=\"2\"></th><th></th><th colspan=\"2\"></th><th colspan=\"2\"></th></thead><thead><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th></thead><tr><td>United States</td><td>$</td><td>6,302</td><td>2,148</td><td>$</td><td>14,730</td><td>$</td><td>6,069</td></tr><tr><td>Taiwan</td><td></td><td>4,333</td><td>1,153</td><td></td><td>8,968</td><td></td><td>5,134</td></tr><tr><td>China (including Hong Kong)</td><td></td><td>4,030</td><td>1,148</td><td></td><td>8,360</td><td></td><td>4,831</td></tr><tr><td>Singapore</td><td></td><td>2,702</td><td>536</td><td></td><td>4,506</td><td></td><td>1,963</td></tr><tr><td>Other countries</td><td></td><td>753</td><td>946</td><td></td><td>2,255</td><td></td><td>2,926</td></tr><tr><td>Total revenue</td><td>$</td><td>18,120</td><td>5,931</td><td>$</td><td>38,819</td><td>$</td><td>20,923</td></tr></table>\n",
            "297 <table><thead><th></th><th colspan=\"3\" rowspan=\"2\">October 29, 2023</th><th colspan=\"2\" rowspan=\"2\">October 30, 2022</th><th colspan=\"2\" rowspan=\"2\">October 29, 2023</th><th colspan=\"2\" rowspan=\"2\">October 30, 2022</th></thead><thead><th></th><th colspan=\"3\"></th><th colspan=\"2\"></th><th colspan=\"2\"></th><th colspan=\"2\"></th></thead><thead><th>Revenue:</th><th></th><th></th><th></th><th></th><th>(In</th><th>millions)</th><th></th><th></th><th></th></thead><tr><td>Data Center</td><td>$</td><td>14,514</td><td></td><td>$</td><td>3,833</td><td>$</td><td>29,121</td><td>$</td><td>11,389</td></tr><tr><td>Gaming</td><td></td><td>2,856</td><td></td><td></td><td>1,574</td><td></td><td>7,582</td><td></td><td>7,236</td></tr><tr><td>Professional Visualization</td><td></td><td>416</td><td></td><td></td><td>200</td><td></td><td>1,090</td><td></td><td>1,318</td></tr><tr><td>Automotive</td><td></td><td>261</td><td></td><td></td><td>251</td><td></td><td>810</td><td></td><td>609</td></tr><tr><td>OEM and Other</td><td></td><td>73</td><td></td><td></td><td>73</td><td></td><td>216</td><td></td><td>371</td></tr><tr><td>Total revenue</td><td>$</td><td>18,120</td><td></td><td>$</td><td>5,931</td><td>$</td><td>38,819</td><td>§$</td><td>20,923</td></tr></table>\n",
            "333 <table><thead><th></th><th colspan=\"3\">October 29, 2023</th><th colspan=\"3\">July 30, 2023</th><th></th><th>October 30, 2022</th><th>Quarter-over-Quarter Change</th><th rowspan=\"2\">Year-over-Year Change</th></thead><thead><th></th><th></th><th>($ in</th><th>millions,</th><th>except</th><th>per</th><th>share data)</th><th></th><th></th><th></th></thead><tr><td>Revenue</td><td>$</td><td>18,120</td><td>$</td><td></td><td>13,507</td><td>$</td><td>5,931</td><td>34 %</td><td>206 %</td></tr><tr><td>Gross margin</td><td></td><td>74.0</td><td>%</td><td></td><td>70.1 %</td><td></td><td>53.6 %</td><td>3.9 pts</td><td>20.4 pts</td></tr><tr><td>Operating expenses</td><td>$</td><td>2,983</td><td>$</td><td></td><td>2,662</td><td>$</td><td>2,576</td><td>12%</td><td>16 %</td></tr><tr><td>Operating income</td><td>$</td><td>10,417</td><td>$</td><td></td><td>6,800</td><td>$</td><td>601</td><td>53 %</td><td>1,633 %</td></tr><tr><td rowspan=\"2\">Net income Net income per diluted share</td><td>$</td><td>9,243</td><td>$</td><td></td><td>6,188</td><td>$</td><td>680</td><td>49%</td><td>1,259 %</td></tr><tr><td></td><td>$</td><td>3.71</td><td>$</td><td></td><td>2.48</td><td>$</td><td>0.27</td><td>50 %</td><td>1,274 %</td></tr></table>\n",
            "360 <table><thead><th></th><th>October 29, 2023</th><th>October 30, 2022</th><th>October 29, 2023</th><th>October 30, 2022</th></thead><tr><td>‘evenue</td><td>100.0 %</td><td>100.0 %</td><td>100.0 %</td><td>100.0</td></tr><tr><td>Cost of revenue</td><td>26.0</td><td>46.4</td><td>29.1</td><td>44.9</td></tr><tr><td>fOSS profit</td><td>74.0</td><td>53.6</td><td>70.9</td><td>55.1</td></tr><tr><td colspan=\"5\">)perating expenses</td></tr><tr><td>Research and development</td><td>12.7</td><td>32.8</td><td>16.0</td><td>25.7</td></tr><tr><td>Sales, general and administrative</td><td>3.8</td><td>10.6</td><td>5.0</td><td>8.7</td></tr><tr><td>Acquisition termination cost</td><td>—</td><td>—</td><td>—</td><td>6.5</td></tr><tr><td>otal operating expenses</td><td>16.5</td><td>43.4</td><td>21.0</td><td>40.9</td></tr><tr><td>)perating income</td><td>57.5</td><td>10.2</td><td>49.9</td><td>14.2</td></tr><tr><td>Interest income</td><td>1.3</td><td>1.5</td><td>1.5</td><td>0.7</td></tr><tr><td>Interest expense</td><td>(0.3)</td><td>(1.1)</td><td>(0.5)</td><td>(0.9)</td></tr><tr><td>Other, net</td><td>(0.4)</td><td>(0.2)</td><td>(0.1)</td><td>(0.1)</td></tr><tr><td>Other income (expense), net</td><td>0.6</td><td>0.2</td><td>0.9</td><td>(0.3)</td></tr><tr><td>come before income tax</td><td>58.1</td><td>10.4</td><td>50.8</td><td>13.9</td></tr><tr><td>1come tax expense (benefit)</td><td>7.1</td><td>(1.1)</td><td>5.8</td><td>(0.3)</td></tr><tr><td>let income</td><td>51.0 %</td><td>11.5 %</td><td>45.0 %</td><td>14.2 |</td></tr></table>\n",
            "368 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"2\">Change</th><th>»%, Change</th><th></th><th colspan=\"2\">October 29, 2023</th><th>October 30, 2022</th><th colspan=\"2\">Change</th><th rowspan=\"2\">¥, Change</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>($ in</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Compute &amp; Networking</td><td>$</td><td>14,645</td><td>$</td><td>3,816</td><td>$</td><td>10,829</td><td>284%</td><td>$</td><td>29,507</td><td>$</td><td>11,395</td><td>$</td><td>18,112</td><td>159 %</td></tr><tr><td>Graphics</td><td></td><td>3,475</td><td></td><td>2,115</td><td></td><td>1,360</td><td>64 %</td><td></td><td>9,312</td><td></td><td>9,528</td><td></td><td>(216)</td><td>(2)%</td></tr><tr><td>Total</td><td>$</td><td>18,120</td><td>$</td><td>5,931</td><td>$</td><td>12,189</td><td>206%</td><td>$</td><td>38,819</td><td>$</td><td>20,923</td><td>$</td><td>17,896</td><td>86 %</td></tr></table>\n",
            "386 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"3\">$ Change</th><th>% Change</th><th></th><th>October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"2\">$ Change</th><th rowspan=\"2\">% Change</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th colspan=\"4\">($ in</th><th colspan=\"2\">millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td colspan=\"16\">Research and development</td></tr><tr><td>expenses</td><td>$</td><td>2,294</td><td>$</td><td>1,945</td><td>$</td><td></td><td>349</td><td>18%</td><td>$</td><td>6,210</td><td>$</td><td>5,387</td><td>$</td><td>823</td><td>15 %</td></tr><tr><td>% of net revenue</td><td></td><td colspan=\"2\">12.7%</td><td>32.8 %</td><td></td><td></td><td></td><td></td><td></td><td>16.0%</td><td></td><td>25.7 %</td><td></td><td></td><td></td></tr><tr><td>Sales, general and</td><td></td><td></td><td colspan=\"2\" rowspan=\"2\">631</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>administrative expenses</td><td></td><td>689</td><td colspan=\"2\"></td><td></td><td></td><td>58</td><td>9%</td><td></td><td>1,942</td><td></td><td>1,815</td><td></td><td>127</td><td>7%</td></tr><tr><td>% of net revenue</td><td colspan=\"2\">3.8%</td><td></td><td colspan=\"2\">10.6 %</td><td></td><td></td><td></td><td></td><td>5.0 %</td><td colspan=\"2\">8.7%</td><td colspan=\"2\"></td><td></td></tr><tr><td>Acquisition termination cost</td><td></td><td>_—</td><td></td><td>_</td><td></td><td></td><td>_</td><td>—%</td><td></td><td>_</td><td></td><td>1,353</td><td colspan=\"2\">(1,353)</td><td>(100)%</td></tr><tr><td colspan=\"16\">% of net revenue —% —% —% 6.5 %</td></tr><tr><td>Total operatin Lpenees e</td><td>$</td><td>2,983</td><td>$</td><td>2,576</td><td>$</td><td></td><td>407</td><td>16%</td><td>$</td><td>8,152</td><td>$</td><td>8,555</td><td>$</td><td>(403)</td><td>(5)%</td></tr></table>\n",
            "395 <table><thead><th rowspan=\"2\"></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"2\">Chan ge</th><th rowspan=\"2\">9 Char ange ($ in</th><th></th><th colspan=\"2\">October 29, 2023</th><th>October 30, 2022</th><th colspan=\"2\">chs ange</th><th rowspan=\"2\">° Char ange</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>millions)</th><th></th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Compute &amp; Networking</td><td>$</td><td>10,262</td><td>$</td><td>1,086</td><td>$</td><td>9,176</td><td>845%</td><td>$</td><td>19,149</td><td>$</td><td>3,509</td><td>$</td><td>15,640</td><td>446 %</td></tr><tr><td>Graphics</td><td></td><td>1,493</td><td></td><td>606</td><td></td><td>887</td><td>146 %</td><td></td><td>3,751</td><td></td><td>3,739</td><td></td><td>12</td><td>—%</td></tr><tr><td>All Other</td><td></td><td>(1,338)</td><td></td><td>(1,091)</td><td></td><td>(247)</td><td>23 %</td><td></td><td>(3,542)</td><td></td><td>(4,280)</td><td></td><td>738</td><td>(17)%</td></tr><tr><td>Total</td><td>$</td><td>10,417</td><td>$</td><td>601</td><td>$</td><td>9,816</td><td>1,633%</td><td>$</td><td>19,358</td><td>$</td><td>2,968</td><td>$</td><td>16,390</td><td>552 %</td></tr></table>\n",
            "400 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"3\">October 30, 2022</th><th></th><th>$ Change</th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th><th colspan=\"2\">$ Change</th></thead><thead><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>($ in</th><th>millions)</th><th></th><th></th><th></th><th></th><th></th></thead><tr><td>Interest income</td><td>$</td><td>234</td><td>$</td><td>88</td><td>$</td><td></td><td>146</td><td>$</td><td>572</td><td>$</td><td>152</td><td>$</td><td>420</td></tr><tr><td>Interest expense</td><td></td><td>(63)</td><td></td><td></td><td>(65)</td><td></td><td>2</td><td></td><td>(194)</td><td></td><td>(198)</td><td></td><td>4</td></tr><tr><td>Other, net</td><td></td><td>(66)</td><td></td><td></td><td>(11)</td><td></td><td>(55)</td><td></td><td>(24)</td><td></td><td>(29)</td><td></td><td>5}</td></tr><tr><td>Other income (expense), net</td><td>$</td><td>105</td><td>$</td><td>12.</td><td>§$</td><td></td><td>93.</td><td>$</td><td>354</td><td>§$</td><td>(75)</td><td>$</td><td>429</td></tr></table>\n",
            "410 <table><thead><th rowspan=\"2\">Cash and cash equivalents</th><th colspan=\"4\">(In millions)</th></thead><thead><th></th><th>$</th><th>5,519</th><th>$</th><th>3,389</th></thead><tr><td>Marketable securities</td><td></td><td>12,762</td><td></td><td>9,907</td></tr><tr><td>Cash, cash equivalents and marketable securities</td><td>$</td><td>18,281</td><td>$</td><td>13,296</td></tr></table>\n",
            "411 <table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th colspan=\"2\">October 30, 2022</th></thead><thead><th></th><th colspan=\"4\">(In millions)</th></thead><tr><td>Net cash provided by operating activities</td><td>$</td><td>16,591</td><td>$</td><td>3,393</td></tr><tr><td>Net cash provided by (used in) investing activities</td><td>$</td><td>(4,457)</td><td>$</td><td>7,378</td></tr><tr><td>Net cash used in financing activities</td><td>$</td><td>(10,004)</td><td>$</td><td>(9,961)</td></tr></table>\n",
            "429 <table><thead><th rowspan=\"2\">jue in one year</th><th>(In millions)</th></thead><thead><th></th><th>1,250</th></thead><tr><td>ue in one to five years</td><td>2,250</td></tr><tr><td>ue in five to ten years</td><td>2,750</td></tr><tr><td>ue in greater than ten years</td><td>3,500</td></tr><tr><td colspan=\"2\">Inamortized debt discount and issuance costs (44)</td></tr><tr><td colspan=\"2\">Net carrying amount 9,706</td></tr><tr><td>ess short-term portion</td><td>(1,249)</td></tr></table>\n",
            "575 <table><thead><th rowspan=\"2\">Period July 31, 2023 - August 27, 2023</th><th rowspan=\"2\">Total Number of Shares Purchased (In millions) 2.2</th><th colspan=\"2\">Average Price Paid per Share</th><th rowspan=\"2\">Shares Purchased as Part of Publicly Announced Program 22</th><th colspan=\"2\">FAVPIVATTIALS __ Value of Shares that May Yet Be Purchased Under the Program (In billions)</th></thead><thead><th></th><th></th><th>$</th><th>444.16</th><th></th><th>$</th><th>27.95</th></thead><tr><td>August 28, 2023 - September 24, 2023</td><td>26</td><td>§$</td><td>456.81</td><td>26</td><td>$</td><td>26.78</td></tr><tr><td rowspan=\"2\">September 25, 2023 - October 29, 2023 Total</td><td></td><td>$</td><td>436.44</td><td></td><td>$</td><td>25.24</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import boto3\n",
        "import json\n",
        "import base64\n",
        "\n",
        "bedrock = boto3.client('bedrock-runtime',region_name='us-east-1')"
      ],
      "metadata": {
        "id": "_Xx7i9diGmhG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "extracted_elem[69][:500]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "id": "DCVsOXo7FeW3",
        "outputId": "ee427166-e1d6-4701-ad2e-e5c3fe74e0c0"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'<table><thead><th></th><th colspan=\"2\">October 29, 2023</th><th>October 30, 2022</th><th>October 29, 2023</th><th>October 30, 2022</th></thead><tr><td>Revenue</td><td>$</td><td>18,120</td><td>5,931</td><td>38,819</td><td>20,923</td></tr><tr><td>Cost of revenue</td><td></td><td>4,720</td><td>2,754</td><td>11,309</td><td>9,400</td></tr><tr><td>Gross profit</td><td></td><td>13,400</td><td>3,177</td><td>27,510</td><td>11,523</td></tr><tr><td>Operating expenses</td><td></td><td></td><td></td><td></td'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.llms import Bedrock\n",
        "llm = Bedrock(client=bedrock, model_id='anthropic.claude-v2:1')"
      ],
      "metadata": {
        "id": "qUrXEJwtHNK5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "prompt = f\"\"\"Based on the information <information>{extracted_elem[69]}</information>, answer the question\n",
        "<question>what was the income before income tax October 29,2023?</question>\"\"\""
      ],
      "metadata": {
        "id": "WgeznhH_HRj5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "llm(prompt)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        },
        "id": "PCrhsVl3HP6J",
        "outputId": "25fad1f1-a748-44a6-b17f-69dfba0cfba1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "' Based on the information provided in the table, the income before income tax on October 29, 2023 was $19,712. This is shown in the row with \"Income before income tax\" under the column for October 29, 2023.\\n\\nTherefore, the answer to the question \"what was the income before income tax October 29, 2023?\" is $19,712.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "![nvidia.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "ZRjwgDlwaws3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# END"
      ],
      "metadata": {
        "id": "71l8DjsyAkyz"
      }
    }
  ]
}