medical_heart_qna (1).ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J177jX51J1Li"
      },
      "source": [
        "# Medical RAG Chatbot using Langchain\n",
        "\n",
        "In the notebook we will build a Medical Chatbot with open source LLM, langchain and Heart Health pdf file."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Syag3oIcKHM0"
      },
      "source": [
        "## Installation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "L18fYAOPJzZX",
        "outputId": "b441052f-1051-4a48-f290-9fe92203d7ba"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "  Downloading httptools-0.6.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (341 kB)\n",
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            "  Downloading websockets-12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (130 kB)\n",
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            "\u001b[?25hCollecting shellingham>=1.3.0 (from typer>=0.9.0->chromadb)\n",
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            "Collecting jsonpointer>=1.9 (from jsonpatch<2.0,>=1.33->langchain-core<0.3.0,>=0.2.0->langchain)\n",
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            "Collecting mypy-extensions>=0.3.0 (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain_community)\n",
            "  Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n",
            "Collecting humanfriendly>=9.1 (from coloredlogs->onnxruntime>=1.14.1->chromadb)\n",
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            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.6.0)\n",
            "Building wheels for collected packages: llama-cpp-python, pypika\n",
            "  Building wheel for llama-cpp-python (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for llama-cpp-python: filename=llama_cpp_python-0.2.76-cp310-cp310-linux_x86_64.whl size=3658144 sha256=6fc547b8f0182850b9030f49a597bb77b6f9db5087ca61f621ffa140e964d75d\n",
            "  Stored in directory: /root/.cache/pip/wheels/a0/e5/04/a5fa9e60033548f205f0db5f6ab6f59cd27bd0da7f9c51cfe7\n",
            "  Building wheel for pypika (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pypika: filename=PyPika-0.48.9-py2.py3-none-any.whl size=53724 sha256=7f5def0d981744a7c1e42b15c75cc0963350999bc5647bec018ab63b4c498bf4\n",
            "  Stored in directory: /root/.cache/pip/wheels/e1/26/51/d0bffb3d2fd82256676d7ad3003faea3bd6dddc9577af665f4\n",
            "Successfully built llama-cpp-python pypika\n",
            "Installing collected packages: pypika, monotonic, mmh3, websockets, uvloop, ujson, shellingham, python-multipart, python-dotenv, pypdf, packaging, overrides, orjson, opentelemetry-util-http, opentelemetry-semantic-conventions, opentelemetry-proto, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, mypy-extensions, jsonpointer, importlib-metadata, humanfriendly, httptools, h11, dnspython, diskcache, deprecated, chroma-hnswlib, bcrypt, backoff, asgiref, watchfiles, uvicorn, typing-inspect, starlette, posthog, opentelemetry-exporter-otlp-proto-common, opentelemetry-api, nvidia-cusparse-cu12, nvidia-cudnn-cu12, marshmallow, llama-cpp-python, jsonpatch, httpcore, email_validator, coloredlogs, typer, opentelemetry-sdk, opentelemetry-instrumentation, onnxruntime, nvidia-cusolver-cu12, langsmith, kubernetes, httpx, dataclasses-json, opentelemetry-instrumentation-asgi, opentelemetry-exporter-otlp-proto-grpc, langchain-core, groq, fastapi-cli, sentence-transformers, opentelemetry-instrumentation-fastapi, langchain-text-splitters, langchain-groq, fastapi, langchain, chromadb, langchain_community\n",
            "  Attempting uninstall: packaging\n",
            "    Found existing installation: packaging 24.0\n",
            "    Uninstalling packaging-24.0:\n",
            "      Successfully uninstalled packaging-24.0\n",
            "  Attempting uninstall: importlib-metadata\n",
            "    Found existing installation: importlib_metadata 7.1.0\n",
            "    Uninstalling importlib_metadata-7.1.0:\n",
            "      Successfully uninstalled importlib_metadata-7.1.0\n",
            "  Attempting uninstall: typer\n",
            "    Found existing installation: typer 0.9.4\n",
            "    Uninstalling typer-0.9.4:\n",
            "      Successfully uninstalled typer-0.9.4\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "spacy 3.7.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\n",
            "weasel 0.3.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed asgiref-3.8.1 backoff-2.2.1 bcrypt-4.1.3 chroma-hnswlib-0.7.3 chromadb-0.5.0 coloredlogs-15.0.1 dataclasses-json-0.6.6 deprecated-1.2.14 diskcache-5.6.3 dnspython-2.6.1 email_validator-2.1.1 fastapi-0.111.0 fastapi-cli-0.0.4 groq-0.8.0 h11-0.14.0 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 humanfriendly-10.0 importlib-metadata-7.0.0 jsonpatch-1.33 jsonpointer-2.4 kubernetes-29.0.0 langchain-0.2.1 langchain-core-0.2.3 langchain-groq-0.1.4 langchain-text-splitters-0.2.0 langchain_community-0.2.1 langsmith-0.1.65 llama-cpp-python-0.2.76 marshmallow-3.21.2 mmh3-4.1.0 monotonic-1.6 mypy-extensions-1.0.0 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105 onnxruntime-1.18.0 opentelemetry-api-1.24.0 opentelemetry-exporter-otlp-proto-common-1.24.0 opentelemetry-exporter-otlp-proto-grpc-1.24.0 opentelemetry-instrumentation-0.45b0 opentelemetry-instrumentation-asgi-0.45b0 opentelemetry-instrumentation-fastapi-0.45b0 opentelemetry-proto-1.24.0 opentelemetry-sdk-1.24.0 opentelemetry-semantic-conventions-0.45b0 opentelemetry-util-http-0.45b0 orjson-3.10.3 overrides-7.7.0 packaging-23.2 posthog-3.5.0 pypdf-4.2.0 pypika-0.48.9 python-dotenv-1.0.1 python-multipart-0.0.9 sentence-transformers-3.0.0 shellingham-1.5.4 starlette-0.37.2 typer-0.12.3 typing-inspect-0.9.0 ujson-5.10.0 uvicorn-0.30.0 uvloop-0.19.0 watchfiles-0.22.0 websockets-12.0\n"
          ]
        }
      ],
      "source": [
        "!pip install langchain sentence-transformers chromadb llama-cpp-python langchain_community pypdf"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4FopYAa6Krjj"
      },
      "source": [
        "## Import libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kGXeRCdILsha"
      },
      "outputs": [],
      "source": [
        "from langchain_community.document_loaders import PyPDFDirectoryLoader\n",
        "from langchain.text_splitter import CharacterTextSplitter,RecursiveCharacterTextSplitter\n",
        "from langchain_community.embeddings import HuggingFaceEmbeddings\n",
        "from langchain.vectorstores import FAISS, Chroma\n",
        "from langchain_community.llms import LlamaCpp\n",
        "from langchain.chains import RetrievalQA, LLMChain\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "0zEnm5dLTd7s"
      },
      "outputs": [],
      "source": [
        "import pathlib\n",
        "import textwrap\n",
        "from IPython.display import display\n",
        "from IPython.display import Markdown\n",
        "\n",
        "\n",
        "\n",
        "def to_markdown(text):\n",
        "  text = text.replace('•', '  *')\n",
        "  return Markdown(textwrap.indent(text, '> ', predicate=lambda _: True))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "89KXswZFPeIg"
      },
      "outputs": [],
      "source": [
        "\n",
        "from google.colab import userdata"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZzdVnIflAg1j"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from getpass import getpass\n",
        "\n",
        "from getpass import getpass\n",
        "\n",
        "HUGGINGFACEHUB_API_TOKEN = userdata.get(\"HUGGINGFACEHUB_API_TOKEN\")\n",
        "\n",
        "# Set the API token in the environment variable\n",
        "os.environ[\"HUGGINGFACEHUB_API_TOKEN\"] = HUGGINGFACEHUB_API_TOKEN"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KFyNhHmsMYBC"
      },
      "source": [
        "## Import document"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bOrnY8dgMdxt"
      },
      "outputs": [],
      "source": [
        "loader = PyPDFDirectoryLoader(\"/content/sample_data/Data\")\n",
        "docs = loader.load()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K1TTrH5QNQxa",
        "outputId": "751bb7d9-f104-4412-e40c-c5b7bee5990a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[Document(page_content='YOUR GUIDE TO\\nA Healthy Heart\\nU.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of Health\\nNational Heart, Lung, and Blood Institute\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 0}),\n",
              " Document(page_content='YOUR GUIDE TO\\nA Healthy Heart\\nU.S. D EPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of Health\\nNational Heart, Lung, and Blood InstituteNIH Publication No. 06-5269December 2005', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 1}),\n",
              " Document(page_content='U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of HealthNational Heart, Lung, and Blood InstituteWritten by: Marian Sandmaier', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 2}),\n",
              " Document(page_content='Heart Disease: Why Should You Care? . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1\\nWhat You Need To Know About Heart Disease . . . . . . . . . . . . . . . . . . . . . . 3\\nWhat Is Heart Disease?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3Who Is at Risk? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4How Risk Works . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4\\nWhat’s Your Risk? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5\\nHow To Talk With Your Doctor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5\\nMajor Risk Factors. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11\\nSmoking . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11High Blood Pressure. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12\\nWhat Is Blood Pressure?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13Understanding Risk . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14Changing Your Lifestyle. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14Taking Medication . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16\\nHigh Blood Cholesterol . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17\\nCholesterol and Your Heart . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17Getting Tested . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19What’s Your Number?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19HDL Cholesterol Level . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20Heart Disease Risk and Your LDL Goal . . . . . . . . . . . . . . . . . . . . . . . . . . . 20A Special Type of Risk . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21Your LDL Goal. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22How To Lower Your LDL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22\\nOverweight and Obesity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24\\nShould You Choose To Lose? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26Lose a Little, Win a Lot . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 30\\nPhysical Inactivity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 30Diabetes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32\\nWhat Else Affects Heart Disease?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36\\nStress . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36Alcohol . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36Sleep Apnea . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39Menopausal Hormone Therapy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39Birth Control Pills . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 43ContentsContents', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 3}),\n",
              " Document(page_content='iv\\nTaking Charge:  An Action Plan for Heart Health . . . . . . . . . . . . . . . . . . . 45\\nChoose Healthy Foods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 45Getting Extra Support . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46\\nBlood Pressure and the Dash Eating Plan . . . . . . . . . . . . . . . . . . . . . . . . . 48\\nWhat Else Affects Blood Pressure? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53High Blood Cholesterol and the TLC Program . . . . . . . . . . . . . . . . . . . . . . . . 53Now You’re Cooking: Limiting Saturated Fat,\\nTrans Fat, and Cholesterol . . . . . . 53\\nMeat, Poultry, and Fish . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53Milk Products and Eggs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54Grains and Grain Products. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55Sauces, Soups, and Casseroles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55\\nWhen You Can’t Face Cooking. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 56\\nDining Out for Health . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 56Make Healthy Choices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57How To Tame a Snack Attack . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58\\nAim for a Healthy Weight. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 61\\nGetting Started . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63Seven Secrets of Weight Management . . . . . . . . . . . . . . . . . . . . . . . . . . . 64How To Choose a Weight-Loss Program . . . . . . . . . . . . . . . . . . . . . . . . . . 70\\nGet Moving! . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 72\\nA Little Activity Goes a Long Way . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 72No Sweat!. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73Safe Moves. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74What’s Your Excuse? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 75Move It and Lose It . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76\\nYou \\nCanStop Smoking. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76\\nPrepare To Succeed. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78Breaking the Habit . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78If You “Slip” . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 81\\nHeart Health Is a Family Affair . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 83A Change of Heart . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85How To Estimate Your Risk . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 86To Learn More . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 88Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 4}),\n",
              " Document(page_content='If you’re like many people, you may think of heart disease as a\\nproblem that happens to other folks. “I feel fine,” you may think,\\n“so I have nothing to worry about.” If you’re a woman, you mayalso believe that being female protects you from heart disease.If you’re a man, you may think you’re not old enough to have aserious heart condition.\\nWrong on all counts. In the United States, heart disease is the #1\\nkiller of both women and men. It affects many people at midlife, as well as in old age. It also can happen to those who “feel fine.”Consider these facts: \\n■Each year, 500,000 Americans die of heart disease, and approx-imately half of them are women.\\n■As early as age 45, a man’s risk of heart disease begins to rise significantly. For a woman, risk starts to increase at age 55.\\n■Fifty percent of men and 64 percent of women who die suddenlyof heart disease have no previous symptoms of the disease.1Heart Disease: Why Should You Care?Heart Disease:\\nWhy Should You Care?\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 5}),\n",
              " Document(page_content='2\\nThese facts may seem frightening, but they need not be. The good\\nnews is that you have a lot of power to protect and improve yourheart health. This guidebook will help you find out your own riskof heart disease and take steps to prevent it.\\n“But,” you may still be thinking, “I take pretty good care of myself.\\nI’m unlikely to get heart disease.” Yet a recent national survey showsthat only 3 percent of U.S. adults practice all of the “Big Four”habits that help to prevent heart disease: eating a healthy diet, getting regular physical activity, maintaining a healthy weight, andavoiding smoking. Many young people are also vulnerable. Arecent study showed that about two-thirds of teenagers already haveat least one risk factor for heart disease.\\nEvery risk factor counts. Research shows that each individual risk\\nfactor greatly increases the chances of developing heart disease.Moreover, the worse a particular risk factor is, the more likely youare to develop heart disease. For example, if you have high bloodpressure, the higher it is, the greater your chances of developingheart disease, including its many serious consequences. A damagedheart can damage your life by interfering with enjoyable activities,preventing you from holding a job, and even keeping you fromdoing simple things, such as taking a walk or climbing steps.\\nWhat can you do to reduce your personal risk of heart disease?\\nFirst, you can learn about your own risk factors. Second, you canbegin to make healthful changes in your diet, physical activity, andother daily habits. Whatever your age or current state of health, it’snever too late to take steps to protect your heart. It’s also never tooearly. The sooner you act, the better. So use this guidebook to findout more about the state of your heart, and to learn about hearthealthy living. Talk with your doctor to get more information.Start taking action to improve your heart health today.Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 6}),\n",
              " Document(page_content='What Is Heart Disease? \\nCoronary heart disease—often simply called heart disease—occurs\\nwhen the arteries that supply blood to the heart muscle becomehardened and narrowed due to a buildup of plaque on the arteries’inner walls. Plaque is the accumulation of fat, cholesterol, and othersubstances. As plaque continues to build up in the arteries, bloodflow to the heart is reduced.\\nHeart disease can lead to a heart attack. A heart attack happens\\nwhen an artery becomes totally blocked with plaque, preventingvital oxygen and nutrients from getting to the heart. A heart attackcan cause permanent damage to the heart muscle.\\nHeart disease is one of several cardiovascular diseases, which are\\ndisorders of the heart and blood vessel system. Other cardiovasculardiseases include stroke, high blood pressure, and rheumatic heartdisease.\\nSome people aren’t too concerned about heart disease because they\\nthink it can be “cured” with surgery. This is a myth.\\nHeart disease is a lifelong condition: Once you get it,\\nyou’ll always have it. It’s true that procedures such as\\nangioplasty and bypass surgery can help blood and\\noxygen flow more easily to the heart. But the arter-\\nies remain damaged, which means you are still more\\nlikely to have a heart attack. What’s more, the\\ncondition of your blood vessels will steadily\\nworsen unless you make changes in your\\ndaily habits and control your risk factors.\\nMany people die of complications\\nfrom heart disease, or become \\npermanently disabled. That’s\\nwhy it is so vital to take action to \\nprevent this disease.3What You Need To Know About Heart DiseaseWhat You Need To Know\\nAbout Heart Disease\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 7}),\n",
              " Document(page_content='4\\nWho Is at Risk?\\nRisk factors are conditions or habits that make a person more likely\\nto develop a disease. They can also increase the chances that anexisting disease will get worse. Important risk factors for heart dis-ease that you can do something about are cigarette smoking, highblood pressure, high blood cholesterol, overweight, physical inactivity, and diabetes. Recent research shows that more than 95 percent of those who die from heart disease have at least one of these major risk factors.\\nCertain risk factors, such as getting older, can’t be changed. After\\nmenopause, women are more likely to develop heart disease. Forboth women and men, middle age is a time of increasing riskbecause people are more likely to develop heart disease risk factorsduring this stage of life.\\nFamily history of early heart disease is another risk factor that can’t\\nbe changed. If your father or brother had a heart attack before age55, or if your mother or sister had one before age 65, you are morelikely to get heart disease.\\nWhile certain risk factors cannot be changed, it is important to \\nrealize that you dohave control over many others. Regardless of\\nyour age or family history, you can take important steps to loweryour risk of heart disease.\\nHow Risk Works\\nIt may be tempting to believe that doing just one healthy thing willtake care of your heart disease risk. For example, you may hopethat if you walk or swim regularly, you can still eat a lot of fattyfoods and stay fairly healthy. Not true. To protect your heart, it isvital to make changes that address each and every risk factor youhave. You can make the changes gradually, one at a time. But mak-ing them is very important.\\nWhile each risk factor increases your risk of heart disease, having\\nmore than one risk factor is especially serious. That’s because riskfactors tend to “gang up” and worsen each other’s effects. Forexample, if you have high blood cholesterol and you smoke, yourheart disease risk increases enormously. The message is clear: Youneed to take heart disease risk seriously, and the best time to reducethat risk is now.Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 8}),\n",
              " Document(page_content='The first step toward heart health is becoming aware of your \\nown personal risk for heart disease. Some risks, such as smokingcigarettes or being overweight, are obvious: All of us know whetherwe smoke or whether we need to lose a few pounds. But other riskfactors, such as high blood pressure or high blood cholesterol, havefew visible signs or symptoms. So you’ll need to gather some information to create your own personal “heart profile.”\\nHow To Talk With Your Doctor\\nThe first step in finding out your risk is to make an appointmentwith your doctor for a thorough checkup. Your physician can be an important partner in helping you set and reach goals for hearthealth. But don’t wait for your doctor to mention heart disease orits risk factors. Many physicians don’t routinely bring up the topic,especially with their female patients. New research shows thatwomen are less likely than men to receive heart healthy recommen-dations from their doctors. Here’s how to speak up and establishgood, clear communication between you and your doctor.\\nAsk for what you need. Tell your doctor that you want to keep your\\nheart healthy and would like help in achieving thatgoal. Ask questions about your chances ofdeveloping heart disease and ways to loweryour risk. (See “Questions To Ask YourDoctor” on the next page.) Also ask fortests that will determine your personalrisk factors. (See “What’s Your Number?”on page 8.) \\nBe open. When your doctor asks you\\nquestions, answer them as honestly and fully as youcan. While certain topicsmay seem quite personal,5\\nWhat’s Your Risk?\\nWhat’s Your Risk?', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 9}),\n",
              " Document(page_content='6\\ndiscussing them openly can help your doc tor find out your chances of\\ndeveloping heart disease. It can also help your doctor work more effec-tively with you to reduce your risk.\\nKeep it simple. If you don’t understand something your doctor says,\\nask for an explanation in plain language. Be especially sure youunderstand why and how to take any medication you’re given. Ifyou are worried about understanding what the doctor says, or if youhave trouble hearing, bring a friend or relative with you to yourappointment. You may want to ask that person to write down thedoctor’s instructions for you.Your Guide to a Healthy HeartQuestions To\\nAsk Your Doctor\\nGetting answers to these questions will give you important infor-\\nmation about your heart health and what you can do to improveit. You may want to bring this list to your doctor’s office. \\n1. What is my risk for heart disease?\\n2. What is my blood pressure? What does it mean for me, and \\nwhat do I need to do about it?\\n3. What are my cholesterol numbers? (These include total \\ncholesterol, low-density lipoprotein (LDL) “bad” cholesterol, high-density lipoprotein (HDL) “good” cholesterol, and triglycerides.) What do they mean for me, and what do I need to do about them?\\n4. What are my body mass index (BMI) and waist measurement?  \\nDo they indicate that I need to lose weight for my health?\\n5. What is my blood sugar level? Does it mean I’m at risk for\\ndiabetes?\\n6. What other screening tests for heart disease do I need? How \\noften should I return for checkups for my heart health?\\n7. For smokers: What can you do to help me quit smoking?8. How much physical activity do I need to help protect my \\nheart? What kinds of activities are helpful? \\n9. What is a heart healthy eating plan for me? Should I see a \\nregistered dietitian or qualified nutritionist to learn more abouthealthy eating?How can I tell if I’m having a heart attack?10.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 10}),\n",
              " Document(page_content='7\\nI just didn’t think I could be having a \\nheart attack. I didn’t expect it to happen to me. I was overweight and had high cholesterol but thought I was in good health. I’d had diabetes about 4 years, but I had no idea that it was a risk factor for heart disease. Most women don’t know they’re at risk for heart disease. I have several friends who have a lot of the same risk factors that I do, but they’re just not tuned in to them. They need to know that, and they need to take better care of themselves\\n.\\nANN STIEGLER\\n“What’s Your Risk?”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 11}),\n",
              " Document(page_content='8 Your Guide to a Healthy HeartWhat’s Your Number?\\nTests That Can Help \\nProtect Your Health\\nAsk your doctor to give you these tests. Each one will give you\\nvaluable information about your heart disease risk. \\nLipoprotein Profile\\nWhat: A blood test that measures total cholesterol, LDL “bad”\\ncholesterol, HDL “good” cholesterol, and triglycerides (another formof fat in the blood). The test is given after a 9- to 12-hour fast.\\nWhy: To find out if you have any of the following:  high blood\\ncholesterol (high total and LDL cholesterol), low HDL cholesterol,or high triglyceride levels. All affect your risk for heart disease. \\nWhen: All healthy adults should have a lipoprotein profile done\\nat least once every 5 years. Depending on the results, your doctor may want to repeat the test more frequently. \\nBlood Pressure\\nWhat: A simple, painless test using an inflatable arm cuff.\\nWhy: To find out if you have high blood pressure (also called hyper-\\ntension) or prehypertension. Both are risk factors for heart disease.\\nWhen: At least every 2 years, or more often if you have high\\nblood pressure or prehypertension. \\nFasting Plasma Glucose\\nWhat: The preferred test for diagnosing diabetes. After you have \\nfasted overnight, you will be given a blood test the following morning.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 12}),\n",
              " Document(page_content='9What’s Your Risk?\\nWhat’s Your Number?Why: To find out if you have diabetes or are likely to develop the\\ndisease. Fasting plasma glucose levels of 126 mg/dL or higher intwo tests on different days mean that you have diabetes. Levelsbetween 100 and 125 mg/dL mean that you have an increasedrisk of developing diabetes and may have prediabetes. Diabetesis an important risk factor for heart disease and other medicaldisorders.\\nWhen: At least every 3 years, beginning at age 45. If you have\\nrisk factors for diabetes, you should be tested at a younger ageand more often. \\nBody Mass Index (BMI) and Waist Circumference\\nWhat: BMI is a measure of your weight in relation to your height.\\nWaist circumference is a measure of the fat around your middle. \\nWhy: To find out if your body type raises your risk of heart dis-\\nease. A BMI of 25 or higher means you are overweight. A BMI of30 or higher means you are obese. Both overweight and obesity are risk factors for heart disease. For women, a waistmeasurement of more than 35 inches increases the risk of heartdisease and other serious health conditions. For men, a waistmeasurement of more than 40 inches increases risk. \\nWhen: Every 2 years, or more often if your doctor recommends it.\\nThere are also several tests that can determine whether you\\nalready have heart disease. Ask your doctor whether you need astress test, an electrocardiogram (ECG or EKG), or another diagnostic test. ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 13}),\n",
              " Document(page_content='10Your Guide to a Healthy HeartRating \\nYour Risk\\nHere is a quick quiz to find out if you have an increased risk for a\\nheart attack. If you don’t know some of the answers, ask yourhealth care provider.\\n●Do you smoke?\\n●Is your blood pressure 140/90 mmHg or higher; OR, have you \\nbeen told by your doctor that your blood pressure is too high?\\n●Has your doctor told you that your LDL “bad” cholesterol is too high; that your total cholesterol level is 200 mg/dL or higher;OR, that your HDL “good” cholesterol is less than 40 mg/dL?\\n●Has your father or brother had a heart attack before age 55; OR, has your mother or sister had one before age 65?\\n●Do you have diabetes OR a fasting blood sugar of 126 mg/dL or higher; OR, do you need medicine to control your blood sugar?\\n●For women: Are you over 55 years old?\\n●For men: Are you over 45 years old? \\n●Do you have a Body Mass Index score of 25 or more? (To findout, see page 27.)\\n●Do you get less than a total of 30 minutes of physical activity on most days?\\n●Has a doctor told you that you have angina (chest pains); \\nOR, have you had a heart attack?\\nIf you answered “yes” to any of these\\nquestions, you have a higher risk of\\nhaving a heart attack. Read on to\\nlearn what you can do to lower\\nyour risk. \\nRating Your\\nRisk\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 14}),\n",
              " Document(page_content='A strong partnership with your doctor is a vital first step in protect-\\ning your heart health. But to make a lasting difference, you’ll alsoneed to learn more about heart disease and the kinds of habits andconditions that can increase your risk. It’s your heart, and you’re incharge. What follows is a guide to the most important risk factorsfor heart disease and how each of them affects your health.\\nSmoking\\nSmoking is “the leading cause of preventable death and disease in the United States,” according to the Centers for Disease Controland Prevention (CDC). People who smoke are up to six times morelikely to suffer a heart attack than nonsmokers, and the risk increas-es with the number of cigarettes smoked each day. Smoking can also shorten a healthy life, because smokers are likely to suffer aheart attack or other major heart problem at least 10 years soonerthan nonsmokers.\\nBut heart disease is far from the only health risk faced by smokers.\\nSmoking also raises the risk of stroke and greatly increases thechances of developing lung cancer. Smoking is also linked withmany other types of cancer, including cancers of the mouth, urinarytract, kidney, and cervix. Smoking also causes most cases of chronicobstructive lung disease, which includes bronchitis and emphysema.If you live or work with others, your secondhand smoke can causenumerous health problems in those individuals. A recent studyshows a 60-percent increased risk of heart disease for nonsmokerswho are regularly exposed to secondhand smoke.\\nCurrently, 25 percent of American men and 20 percent of American\\nwomen are smokers. Even more disturbing, 26 percent of highschool seniors smoke. In young people, smoking can interfere withlung growth and cause more frequent and severe respiratory illnesses,in addition to heart disease and cancer risks. The younger people11Major Risk FactorsMajor Risk Factors', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 15}),\n",
              " Document(page_content='12\\nstart smoking cigarettes, the more likely they are to become strongly\\naddicted to nicotine.\\nThere is simply no safe way to smoke. Low-tar and low-nicotine \\ncigarettes do not lessen the risks of heart disease or other smoking-related diseases. The only safe and healthful course is not to smoke atall. (For tips on quitting, see “You CanStop Smoking” on page 76.) \\nHigh Blood Pressure  \\nHigh blood pressure, also known as hypertension, is another major\\nrisk factor for heart disease, as well as for kidney disease and con-gestive heart failure. High blood pressure is also the most importantrisk factor for stroke. Even slightly high blood pressure levelsincrease your risk for these conditions.\\nNew research shows that at least 65 million adults in the United\\nStates have high blood pressure—a 30-percent increase over the lastseveral years. Equally worrisome, blood pressure levels haveincreased substantially for American children and teens, whichincreases their risk of developing hypertension in adulthood.\\nMajor contributors to high blood pressure are a family history of\\nthe disease, overweight, and dietary salt. Older individuals are athigher risk than younger people. Among older individuals, womenare more likely than men to develop high blood pressure. AfricanAmericans are more likely to develop high blood pressure, and atearlier ages, than Whites. But nearly all of us are at risk, especiallyas we grow older. Middle-aged Americans who don’t currently have high blood pressure have a 90-percent chance of eventuallydeveloping the disease.\\nHigh blood pressure is often called the silent killer because it \\nusually doesn’t cause symptoms. As a result, many people pay littleattention to their blood pressure until they become seriously ill.According to a national survey, two-thirds of people with high blood pressure do not have it under control. The good news is thatyou can take action to control or prevent high blood pressure, andthereby avoid many life-threatening disorders. A new blood pres-sure category, called prehypertension, has been created to alert peo-ple to their increased risk of developing high blood pressure so thatthey can take steps to prevent the disease.Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 16}),\n",
              " Document(page_content='What Is Blood Pressure?\\nBlood pressure is the amount of force exerted by the blood againstthe walls of the arteries. Everyone has to have some blood pressure,so that blood can get to all of the body’s organs. Usually, bloodpressure is expressed as two numbers, such as 120/80, and is measured in millimeters of mercury (mmHg). The first number is the systolic blood pressure, the amount of force used when the heart beats. The second number, or diastolic blood pressure, is thepressure that exists in the arteries between heartbeats.\\nBecause blood pressure changes often, your health care provider\\nshould check it on several different days before deciding whether it istoo high. Blood pressure is considered “high” when it stays aboveprehypertensive levels over a period of time. (See accompanying box.)13Major Risk FactorsYour Blood Pressure:\\nCrunching the Numbers\\nYour blood pressure category is determined by the higher \\nnumber of either your systolic or your diastolic measurement.\\nFor example, if your systolic number is 115 but your diastolicnumber is 85, your category is prehypertension. \\nSystolic Diastolic\\nNormal blood pressure Less than  and Less than\\n120 mmHg 80 mmHg\\nPrehypertension 120–139      or 80–89 mmHg\\nmmHg\\nHigh blood pressure 140 mmHg or 90 mmHg\\nor higher or higher\\nBlood Pressure', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 17}),\n",
              " Document(page_content='14\\nUnderstanding Risk\\nIt’s important to understand what each of these categories means.High blood pressure, of course, increases heart disease risk morethan any other category. But many people don’t realize that the second category—prehypertension—also increases your risk of heartattack, stroke, and heart failure. To the extent possible, everyoneshould aim for normal blood pressure levels.\\nBe aware, too, that a high systolic blood pressure level (first number)\\nis dangerous. If your systolic blood pressure is 140 mmHg or high-er, you are more likely to develop cardiovascular and kidney diseaseseven if your diastolic blood pressure (second number) is in the normal range. After age 50, people are more likely to develop highsystolic blood pressure. High systolic blood pressure is high bloodpressure. If you have this condition, you will need to take steps tocontrol it. High blood pressure can be controlled in two ways:  bychanging your lifestyle and by taking medication.\\nChanging Your Lifestyle\\nIf your blood pressure is not too high, you may be able to control it entirely by losing weight if you are overweight, getting regularphysical activity, cutting down on alcohol, and changing your eatinghabits. A special eating plan called DASH can help you lower yourblood pressure. DASH stands for “Dietary Approaches to StopHypertension.”  The DASH eating plan emphasizes fruits, vegeta-bles, whole-grain foods, and low-fat or fat-free milk and milk products.It is rich in magnesium, potassium, and calcium, as well as proteinand fiber. It is low in saturated and total fat and cholesterol, andlimits red meat, sweets, and beverages with added sugars.\\nIf you follow the DASH eating plan and also consume less sodium,\\nyou are likely to reduce your blood pressure even more. Sodium is asubstance that affects blood pressure. It is the main ingredient insalt and is found in many processed foods, such as soups, conven-ience meals, some breads and cereals, and salted snacks.\\nFor more on the DASH eating plan and other changes you can make\\nto lower and prevent high blood pressure, see the “Taking Charge”section of this guidebook (pages 45–82.)Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 18}),\n",
              " Document(page_content='Major Risk Factors15\\nThe doctor sent me to a dietitian. She is the one\\nwho taught me the things that I had to do inorder to eat right. It was hard at the beginningbecause once you have bad habits, they arehard to break. But, once I realized it was for myown good and no one was going to take care ofme except me, I decided to start eating better.\\nJOSE HENRIQUEZ   \\n“\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 19}),\n",
              " Document(page_content='16\\nTaking Medication\\nIf your blood pressure remains high even after you make lifestylechanges, your doctor will probably prescribe medicine. Lifestylechanges will help the medicine work more effectively. In fact, if youare successful with the changes you make in your daily habits, youmay be able to gradually reduce how much medication you take.\\nTaking medicine to lower blood pressure can reduce your risk of\\nstroke, heart attack, congestive heart failure, and kidney disease. If youtake a drug and notice any uncomfortable side effects, ask your doctorabout changing the dosage or switching to another type of medicine.\\nA recent study found that diuretics (water pills) work better than\\nnewer drugs to treat hypertension and prevent some forms of heartdisease. If you’re starting treatment for high blood pressure, try a diuretic first. If you need more than one drug, ask your doctorabout making one of them a diuretic. If you’re already taking Your Guide to a Healthy HeartPreventing \\nCongestive Heart Failure\\nHigh blood pressure is the #1 risk factor for congestive heart \\nfailure. Heart failure is a life-threatening condition in which theheart cannot pump enough blood to supply the body’s needs.Congestive heart failure occurs when excess fluid starts to leakinto the lungs, causing tiredness, weakness, and breathing difficulties. \\nTo prevent congestive heart failure and stroke as well, you must\\ncontrol your high blood pressure to below 140/90 mmHg. If yourblood pressure is higher than that, talk with your doctor about starting or adjusting medication, as well as making lifestylechanges. \\nTo avoid congestive heart failure, controlling your weight is also\\nvery important. Being even moderately overweight increasesyour risk of developing heart failure. \\nCongestive Heart Failure', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 20}),\n",
              " Document(page_content='medicine for high blood pressure, ask about switching to or adding\\na diuretic. Diuretics work for most people, but if you need a differ-ent drug, others are very effective. To make the best choice, talkwith your doctor.\\nA reminder:  It is important to take blood pressure medication \\nexactly as your doctor has prescribed it. Before you leave your doctor’s office, make sure you understand the amount of medicineyou are supposed to take each day, and the specific times of day you should take it.\\nHigh Blood Cholesterol\\nHigh blood cholesterol is another major risk factor for heart diseasethat you can do something about. The higher your blood choles-terol level, the greater your risk for developing heart disease or having a heart attack. To prevent these disorders, you should makea serious effort to keep your cholesterol at healthy levels. Cholesterol\\nlowering is i mportant for everyone—women and men; younger, \\nmiddle-aged, and older adults; and people with and without heartdisease.\\nCholesterol and Your Heart\\nThe body needs cholesterol to function normally. However, yourbody makes all the cholesterol it needs. Over a period of years,extra cholesterol and fat circulating in the blood build up in thewalls of the arteries that supply blood to the heart. This buildup,called plaque, makes the arteries narrower and narrower. As aresult, less blood gets to the heart. Blood carries oxygen to theheart; if enough oxygen-rich blood cannot reach your heart, youmay suffer chest pain. If the blood supply to a portion of the heartis completely cut off, the result is a heart attack.\\nCholesterol travels in the blood in packages called lipoproteins.\\nLDL carries most of the cholesterol in the blood. Cholesterol pack-aged in LDL is often called bad cholesterol, because too high a levelof LDL in your blood can lead to cholesterol buildup and blockagein your arteries.\\nAnother type of cholesterol is HDL, also called good cholesterol.\\nThat’s because HDL helps remove cholesterol from the body, preventing it from building up in your arteries.17Major Risk Factors', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 21}),\n",
              " Document(page_content='18Your Guide to a Healthy Heart\\nJULIE RODRIQUEZ  \\n“I’ve always considered myself to be a very\\nhealthy person. I exercise regularly; I don’tsmoke; and I’m not overweight. So when I foundout that I have high cholesterol, it came as asurprise. After my doctor’s appointment, I wanted to learn as much as I could about highcholesterol. I learned that it puts me at risk forheart disease, so I’ve started making changes. Now I avoid foods with lots of saturated fat and cholesterol, and I eat less red meatand more fish.\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 22}),\n",
              " Document(page_content='19Major Risk FactorsGetting Tested\\nHigh blood cholesterol itself does not cause symptoms, so if your cho-lesterol level is too high, you may not be aware of it. That’s why it isimportant to get your cholesterol levels checked regularly. Starting atage 20, everyone should have their cholesterol levels checked bymeans of a blood test called a lipoprotein profile. Be sure to ask forthe test results, so you will know whether you need to lower yourcholesterol. Ask your doctor how soon you should be retested.\\nTotal cholesterol is a measure of the cholesterol in all of your\\nlipoproteins, including the “bad” cholesterol in LDL and the “good”cholesterol in HDL. An LDL level below 100 mg/dL is considered“optimal” or ideal. As you can see in the accompanying table, thereare four other categories of LDL levels. The higher your LDL num-ber, the higher your risk of heart disease. Knowing your LDL num-ber is especially important because it will determine the kind oftreatment you may need.\\nYour HDL number tells a different story. The lower your HDL\\nnumber, the higher your heart disease risk.\\nYour lipoprotein profile test will also measure levels of triglycerides,\\nwhich are another fatty substance in the blood. (See “Tame YourTriglycerides.”) \\nWhat’s Your Number?Blood Cholesterol Levels and Heart Disease Risk\\nTotal Cholesterol Level Category\\nLess than 200 mg/dL* Desirable\\n200–239 mg/dL Borderline high240 mg/dL and above High\\nLDL Cholesterol Level Category\\nLess than 100 mg/dL Optimal (ideal)100–129 mg/dL Nearly optimal130–159 mg/dL Borderline high160–189 mg/dL High190 mg/dL and above Very high\\n* Cholesterol levels are measured in milligrams (mg) of cholesterol per deciliter (dL) of blood.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 23}),\n",
              " Document(page_content='20Your Guide to a Healthy HeartHDL Cholesterol Level\\nAn HDL cholesterol level of less than 40 mg/dL is a major risk fac-tor for heart disease. An HDL level of 60 mg/dL or higher is some-what protective.\\nHeart Disease Risk and Your LDL Goal\\nIn general, the higher your LDL cholesterol level and the more otherrisk factors you have, the greater your chances of developing heartdisease or having a heart attack. The higher your overall risk, thelower your LDL goal level will be. Here is how to determine yourLDL goal:\\nStep 1:  Count your risk factors. Below are risk factors for heart\\ndisease that will affect your LDL goal. Check to see how many ofthe following risk factors\\n1you have:\\n■Cigarette smoking\\n■High blood pressure (140/90 mmHg or higher, or if you are on blood pressure medication)Tame Your\\nTriglycerides\\nTriglycerides are another type of fat found in blood and in food.\\nTriglycerides are produced in the liver. When you drink alcohol ortake in more calories than your body needs, your liver producesmore triglycerides. Triglyceride levels that are borderline high(150–199 mg/dL) or high (200–499 mg/dL) are signals of anincreased risk for heart disease. To reduce blood triglyceride levels, it is important to control your weight, get more physicalactivity, and avoid smoking and drinking alcohol. You shouldalso eat a diet that is low in saturated fat, trans fat, and choles-\\nterol and that avoids high amounts of carbohydrates.Sometimes, medication is needed. \\nTriglycerides\\n1 Diabetes is not on the list because a person with diabetes is considered to already be at\\nhigh risk for a heart attack—at the same level of risk as someone who has heart disease.Also, even though overweight and physical inactivity are not on this list of risk factors,they are conditions that raise your risk for heart disease and need to be corrected.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 24}),\n",
              " Document(page_content='21Major Risk Factors■Low HDL cholesterol (less than 40 mg/dL)2\\n■Family history of early heart disease (your father or brother \\nbefore age 55, or your mother or sister before age 65)\\n■Age (55 or older if you’re a woman; 45 or older if you’re a man) \\nStep 2:  Find out your risk score. If you have two or more risk \\nfactors on the above list, you will need to figure out your “riskscore.” This score will show your chances of having a heart attackwithin the next 10 years. To find out your risk score, see “How ToEstimate Your Risk” on pages 86–87. Note that there are separaterisk “scorecards” for men and women.\\nStep 3:  Find out your risk category . Use your number of risk \\nfactors, risk score, and medical history to find out your category ofrisk for heart disease or heart attack. Use the table below.\\nIf You Have Your Category Is\\nHeart disease, diabetes, or High risk a risk score of more than 20 percent*\\nTwo or more risk factors Next highest risk\\nand a risk score of 10–20 percent\\nTwo or more risk factors Moderate risk  \\nand a risk score of less than 10 percent\\nZero or one risk factor Low-to-moderate risk\\n* Means that more than 20 of 100 people in this category will have a heart attack within\\n10 years.\\nA Special Type of Risk\\nNearly 25 percent of Americans have a group of risk factors knownas metabolic syndrome, which is usually caused by overweight orobesity and by not getting enough physical activity. This cluster of risk factors increases your risk of developing heart disease and\\n2If your HDL cholesterol is 60 mg/dL or higher, subtract 1 from your total.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 25}),\n",
              " Document(page_content='22Your Guide to a Healthy Heartdiabetes, regardless of your LDL cholesterol level. You have \\nmetabolic syndrome if you have three or more of the following conditions:\\n■A waist measurement of 35 inches or more for a woman or 40 inches or more for a man\\n■Triglycerides of 150 mg/dL or more\\n■An HDL cholesterol level of less than 50 mg/dL for a woman and less than 40 mg/dL for a man\\n■Blood pressure of 130/85 mmHg or more (either number counts) \\n■Blood sugar of 100 mg/dL or more\\nIf you have metabolic syndrome, you should calculate your risk\\nscore and risk category as indicated in Steps 2 and 3 above. Youshould make a particularly strong effort to reach and maintain yourLDL goal. You should also emphasize weight control and physicalactivity to correct the risk factors of the metabolic syndrome.\\nYour LDL Goal\\nThe main goal of cholesterol-lowering treatment is to lower yourLDL level enough to reduce your risk of heart disease or heartattack. The higher your risk category, the lower your LDL goal willbe. To find your personal LDL goal, see the table below:\\nIf You Are in This Risk Category Your LDL Goal Is\\nHigh Risk Less than 100 mg/dLNext highest risk or moderate risk Less than 130 mg/dLLow-to-moderate risk Less than 160 mg/dL\\nHow to Lower Your LDL\\nThere are two main ways to lower your LDL cholesterol—throughlifestyle changes alone, or through lifestyle changes combined withmedication. Depending on your risk category, the use of these treat-ments will differ.\\nFor information on the best treatment plan for your risk category,\\nsee the factsheet, “High Blood Cholesterol:  What You Need ToKnow,” available from NHLBI’s Web site or Health InformationCenter. (See “To Learn More” on page 88.) ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 26}),\n",
              " Document(page_content='23Major Risk FactorsCholesterol-Lowering Medicine\\nAs part of your cholesterol-lowering treatment plan, your doctor\\nmay recommend medication. You may be prescribed just onecholesterol-lowering drug, or two in combination. Following arethe most commonly used medicines:\\nStatins. These are the most commonly prescribed drugs for\\npeople who need a cholesterol-lowering medicine. Of all avail-able medications, statins lower LDL cholesterol the most, usuallyby 20 to 60 percent. Side effects are usually mild, although liverand muscle problems occur rarely. If you experience muscleaches or weakness, contact your doctor promptly.  \\nBile acid sequestrants. These medications lower LDL cholesterol\\nby about 10 to 20 percent. Bile acid sequestrants are often prescribed along with a statin to further decrease LDL cholesterol levels. Side effects may include constipation, bloating, nausea, andgas. However, long-term use of these medicines is considered safe. \\nNiacin. Niacin, or nicotinic acid, lowers total cholesterol, LDL\\ncholesterol, and triglyceride levels, while also raising HDL cholesterol. Niacin is available without a prescription, but it isimportant to use it only under a doctor’s care because of possi-ble serious side effects. In some people, it may worsen pepticulcers or cause liver problems, gout, or high blood sugar. \\nFibrates. These drugs can reduce triglycerides levels by 20 to\\n50 percent, while increasing HDL cholesterol by 10 to 15 percent.Fibrates are not very effective for lowering LDL cholesterol. Thedrugs can increase the chances of developing gallstones andheighten the effects of blood-thinning drugs. \\nEzetimibe. This is the first in a new class of cholesterol-\\nlowering drugs that interfere with the absorption of cholesterol in the intestine. It can be used alone or in combination with astatin. Side effects may include back and joint pain. ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 27}),\n",
              " Document(page_content='Lifestyle changes. One important treatment approach is called TLC,\\nwhich stands for “Therapeutic Lifestyle Changes.”  This treatment includes a low saturated fat and low-cholesterol diet, regular moderate-intensity physical activity, and weight manage-ment. Everyone who needs to lower their LDL cholesterol shoulduse this TLC program. (For more information, see “Give YourHeart a Little TLC” on page 55.) Maintaining a healthy weight andgetting regular physical activity are especially important for thosewho have metabolic syndrome.\\nMedication . If your LDL level stays too high even after making\\nlifestyle changes, you may need to take medicine. If you need med-ication, be sure to use it along with the TLC approach. This willkeep the dose of medicine as low as possible, and will lower yourrisk in other ways as well. You will also need to control all of yourother heart disease risk factors, including high blood pressure, diabetes, and smoking.\\nOverweight and Obesity\\nA healthy weight is important for a long, vigorous life. Yet over-weight and obesity (extreme overweight) have reached epidemic levels in the United States. Today, nearly two-thirds of Americanadults are overweight or obese. Groups at highest risk for obesityinclude African American women, Mexican Americans, andAmerican Indians, but millions of people from all backgroundsweigh more than is healthy for them. Since 1991, the proportion of Americans who are obese has soared by 75 percent.\\nOverweight among children is also swiftly increasing. Among young\\npeople ages 6–19, more than 16 percent are overweight, comparedto just 4 percent a few decades ago. This is a disturbing trendbecause overweight adolescents have a greatly increased risk ofdying from heart disease in adulthood. Even our youngest citizensare at risk. About 10 percent of preschoolers weigh more than ishealthy for them.\\nOur national waistline is expanding for two simple reasons—we are\\neating more and moving less. Americans consume about 200–300more calories per day than they did in the 1970s. Moreover, as wespend more time in front of computers, video games, TV, and otherelectronic pastimes, we have fewer hours available for physical activity.24Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 28}),\n",
              " Document(page_content=\"25Major Risk FactorsBALERMA BURGESS \\n“I know that if I don't change things in my life,\\nI might not live to see my grandchildren. Everyday, I talk myself into doing things for myhealth, like taking the stairs instead of the elevator and eating more fruits and vegetables.These things haven't become habits for me yet,but I'm working on it.\\n”\\n\", metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 29}),\n",
              " Document(page_content='26\\nThere is growing evidence of a link between “couch potato” \\nbehavior and increased risk of obesity and many chronic diseases.\\nIt is hard to overstate the dangers of an unhealthy weight. If you are\\noverweight, you are more likely to develop heart disease even if youhave no other risk factors. The more overweight a person is, themore likely he or she is to develop heart disease. Overweight andobesity also increase the risks for diabetes, high blood pressure, highcholesterol, stroke, congestive heart failure, gallbladder disease,arthritis, breathing problems, and gout, as well as cancers of thebreast and colon. Each year, an estimated 300,000 U.S. adults die of diseases related to obesity. The bottom line:  Maintaining ahealthy weight is a vital part of preventing heart disease and protecting overall health.\\nShould You Choose To Lose? \\nDo you need to lose weight to reduce your risk of heart disease?You can find out by taking three simple steps.\\nStep 1: Get your number. Take a look at the box on the next page.\\nYou’ll see that your weight in relation to your height gives you anumber called a Body Mass Index (BMI). A BMI from 18.5 to 24.9indicates a normal weight. A person with a BMI from 25 to 29.9 isoverweight, while someone with a BMI of 30 or higher is obese.Those in the overweight and obese categories have a higher risk ofheart disease—and the higher the BMI, the greater the risk.\\nStep 2: Take out a tape measure . The second step is to take your\\nwaist measurement. For women, a waist measurement of over 35inches increases the risk of heart disease as well as the risks of highblood pressure, diabetes, and other serious health conditions. Formen, a waist measurement of more than 40 inches increases theserisks. To measure your waist correctly, stand and place a tape meas-ure around your middle, just above your hipbones. Measure yourwaist just after you breathe out.\\nStep 3: Review your risk. The final step in determining your need to\\nlose weight is to find out your other risk factors for heart disease.It is important to know whether you have any of the following:high blood pressure, high LDL cholesterol, low HDL cholesterol,high triglycerides, high blood glucose (blood sugar), a family historyof heart disease, physical inactivity, or smoking. If you’re a man,Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 30}),\n",
              " Document(page_content='27Major Risk FactorsHere is a chart for men and women that gives the BMI for various\\nheights and weights*\\nBODY MASS INDEX\\nWhat Does Your BMI Mean?\\nCategories:\\nNormal weight: BMI = 18.5–24.9. Good for you! Try not to gain weight.\\nOverweight: BMI = 25–29.9. Do not gain any weight, especially \\nif your waist measurement is high. You need to lose weight if you have two or more risk factors for heart disease and are overweight,or have a high waist measurement.\\nObese: BMI = 30 or greater. You need to lose weight. Lose \\nweight slowly—about \\n1/2to 2 pounds a week. See your doctor \\nor nutritionist if you need help.\\nSource: Clinical Guidelines on the Identification, Evaluation and Treatment of\\nOverweight and Obesity in Adults: The Evidence Report; National Heart, Lung, andBlood Institute, in cooperation with the National Institute of Diabetes and Digestive andKidney Diseases, National Institutes of Health; NIH Publication 98-4083; June 1998.Are You at a Healthy Weight?\\n4’10” 100 105 110 115 119 124 129 134 138 143 148\\n5’0” 107 112 118 123 128 133 138 143 148 153 158\\n5’1” 111 116 122 127 132 137 143 148 153 158 164\\n5’3” 118 124 130 135 141 146 152 158 163 169 175\\n5’5” 126 132 138 144 150 156 162 168 174 180 186\\n5’7” 134 140 146 153 159 166 172 178 185 191 198\\n5’9” 142 149 155 162 169 176 182 189 196 203 209\\n5’11” 150 157 165 172 179 186 193 200 208 215 222\\n6’1” 159 166 174 182 189 197 204 212 219 227 235\\n6’3” 168 176 184 192 200 208 216 224 232 240 248\\n* Weight is measured with underwear but not shoes.BMI21 22 23 24 25 26 27 28 29 30 31', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 31}),\n",
              " Document(page_content='28Your Guide to a Healthy HeartKeeping Tabs on Your Progress \\nBlood Pressure\\nDate Blood Pressure\\n//\\nMy Goal Blood Pressure:\\nCholesterol\\nDate Total  LDL HDL\\nMy Goal LDL:\\nTriglyceride levels can also raise heart disease risk. Levels that are bor-\\nderline high (150–199 mg/dL) or high (200 mg/dL or more) may needtreatment in some people.\\nBlood Glucose\\nDate Blood Glucose Level\\nMy Goal Blood Glucose Level:\\nWeight\\nDate Weight Body Mass Index (BMI)My Goal Weight:   My Goal BMI:You can reduce your risk of heart disease. Set goals for blood pressure,\\ncholesterol, and weight with your doctor. If you have diabetes, also setgoals for blood glucose (or blood sugar) levels. Fill out the important information below each time you get your cholesterol or blood pressuremeasured, or get other measurements.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 32}),\n",
              " Document(page_content='29Major Risk Factors\\nYour Progress\\nBlood Pressure\\nNormal:  less than 120/80 mmHg\\nPrehypertension:  120/80 to 139/89 mmHgHypertension: 140/90 or higher mmHg\\nCholesterol\\nTotal CholesterolDesirable: less than 200 mg/dLBorderline high: 200–239 mg/dL High: 240 mg/dL and above\\nLDL Cholesterol\\nOptimal less than 100 mg/dLNear optimal 100–129 mg/dLBorderline high 130–159 mg/dLHigh 160–189 mg/dLVery high 190 mg/dL and above\\nHDL Cholesterol\\nAn HDL cholesterol of less than 40 mg/dL is a major riskfactor for heart disease.\\nBlood Glucose \\nNormal: under 99 mg/dLPrediabetes: 100–125 mg/dLDiabetes: 126 mg/dL and above\\nBMI\\nNormal weight: BMI = 18.5–24.9Overweight: BMI = 25–29.9 Obese: BMI = 30 or greater \\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 33}),\n",
              " Document(page_content='30\\nbeing age 45 or older is also a heart disease risk factor. For a\\nwoman, being age 55 or older or having gone through menopauseincreases the risk. If you have a condition known as metabolic syndrome, your risk of heart disease is increased. (See “A SpecialType of Risk” on page 21.) If you aren’t sure whether you havesome of these risk factors, ask your doctor.\\nOnce you’ve taken these three steps, you can use the information to\\ndecide if you need to take off pounds. While you should talk withyour doctor about whether you should lose weight, keep theseguidelines in mind:\\n■If you are overweight AND have two or more other risk factors, or if you are obese, you should lose weight.\\n■If you are overweight, have a high waist measurement (over 35 inches for a woman; over 40 inches for a man), AND have two or more other risk factors, you should lose weight.\\n■If you are overweight, but do not have a high waist measure-ment and have fewer than two other risk factors, you should avoid further weight gain.\\nLose a Little, Win a Lot\\nIf you need to lose weight, here’s some good news:  A small weightloss—just 5 to 10 percent of your current weight—will help to loweryour risk for heart disease and other serious medical disorders. Thebest way to take off pounds is to do so gradually by getting regularphysical activity and eating a balanced diet that is lower in caloriesand saturated fat. For some people at very high risk, medicationalso may be necessary. To develop a weight-loss or weight-mainte-nance program that works well for you, consult with your doctor,registered dietitian, or qualified nutritionist. For ideas on how tolose weight safely and keep it off, see “Aim for a Healthy Weight”on page 61.\\nPhysical Inactivity\\n“I’d love to take a walk—tomorrow.” “I can’t wait to start yoga—if I can find a good class.” “I’m going to start lifting weights—as soon as I get the time.”\\nMany of us put off getting regular physical activity, and hope that\\nour bodies will understand. But our bodies don’t understand, \\nand sooner or later, they rebel. Even if a person has no other riskYour Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 34}),\n",
              " Document(page_content='factors, being physically inactive greatly boosts the chances of devel-\\noping heart-related problems. It also increases the likelihood ofdeveloping other heart disease risk factors, such as high blood pres-sure, diabetes, and overweight. Lack of physical activity also leadsto more visits to the doctor, more hospitalizations, and more use ofmedicines for a variety of illnesses.\\nDespite these risks, most Americans aren’t getting enough physical\\nactivity. According to the CDC, nearly 40 percent of Americans arenot active at all during their free time. Overall, women tend to beless physically active than men, and older people are less likely to be active than younger individuals. But young people need to getmoving, too. Forty percent of high school-aged girls and 27 percent of high school-agedboys don’t get enough physical activity toprotect their health.\\nFortunately, research shows that as \\nlittle as 30 minutes of moderate-intensity physical activity on most,and preferably all, days of the weekhelps to protect heart health. Thislevel of activity can reduce your riskof heart disease as well as lower yourchances of having a stroke, colon cancer, high blood pressure, diabetes,and other medical problems.\\nExamples of moderate activity are \\ntaking a brisk walk, light weight-lifting, dancing, raking leaves, \\nwashing a car, house cleaning, or gardening. If you prefer, you candivide your 30-minute activity intoshorter periods of at least 10 minuteseach. To find out about easy, enjoyable ways to boost your activity level, see“Get Moving!” on page 72.31Major Risk Factors\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 35}),\n",
              " Document(page_content='32\\nDiabetes\\nDiabetes is a major risk factor for heart disease and stroke. More\\nthan 65 percent of people who have diabetes die of some type ofcardiovascular disease. Diabetic women are at especially high riskfor dying of heart disease and stroke. Today, about 14 million peo-ple in the United States have diagnosed diabetes. In addition, nearly6 million people have this serious disease but don’t know it.\\nThe type of diabetes that most commonly develops in adulthood is\\ntype 2 diabetes. In type 2 diabetes, the pancreas makes insulin, butthe body cannot use it properly and gradually loses the ability toproduce it. Type 2 diabetes is a serious disease. In addition toincreasing the risk for heart disease, it is the #1 cause of kidney failure, blindness, and lower limb amputation in adults. Diabetescan also lead to nerve damage and difficulties with fighting infection.\\nWhile the risk of type 2 \\ndiabetes increases after age\\n45, the disease is on the \\nrise among both children\\nand adults. A major risk\\nfactor for type 2 diabetes\\nis overweight, espe-\\ncially having extra\\nweight around \\nthe waist.\\nYour Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 36}),\n",
              " Document(page_content='33Major Risk FactorsOther risk factors include physical inactivity and a family history of\\ndiabetes. Type 2 diabetes also is more common among AmericanIndians, Hispanic Americans, African Americans, Asian Americans,and Pacific Islanders. Women who have had diabetes during preg-nancy (gestational diabetes) or have given birth to a baby weighingmore than 9 pounds are also more likely to develop type 2 diabeteslater in life.\\nSymptoms of diabetes may include fatigue, nausea, frequent urination,\\nunusual thirst, weight loss, blurred vision, frequent infections, andslow healing of sores. But type 2 diabetes develops gradually andsometimes has no symptoms. Even if you have no symptoms of diabetes, if you are overweight and have any of the risk factors fortype 2 diabetes, ask your doctor about getting tested for it. You havediabetes if your fasting blood glucose level is 126 mg/dL or higher.\\nIf you have diabetes, controlling your blood glucose (blood sugar)\\nlevels will help to prevent complications. Because diabetes is sostrongly linked with heart disease, managing diabetes must includekeeping certain factors under control. (See “The ABCs of DiabetesControl.”) Recommended levels of blood pressure and blood choles-terol control are lower for people with diabetes than for most oth-ers. Not smoking, being physically active, and taking aspirin daily(if your doctor recommends it) also are important ways to preventheart disease if you have diabetes.\\nSome people do not yet have diabetes, but are at high risk for devel-\\noping the disease. More than 14 million Americans have a conditionknown as “prediabetes,” in which blood glucose levels are higherthan normal but not yet in the diabetic range. Prediabetes is definedas a fasting blood glucose level of 100–125 mg/dL. New researchshows that many people with prediabetes can prevent or delay thedevelopment of diabetes by making modest changes in diet and levelof physical activity. (See “Preventing Diabetes.”) \\nPeople who are prediabetic also have a 50 percent greater chance \\nof having a heart attack or stroke than those with normal blood glucose levels. If you are prediabetic, you’ll need to pay close attention to preventing or controlling high blood pressure, highblood cholesterol, and other risk factors for heart disease.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 37}),\n",
              " Document(page_content='34Your Guide to a Healthy HeartABC\\nIf you have diabetes, three key steps can help you lower your\\nrisk of heart attack and stroke. Follow these ABCs:\\nis for A1C test, which is short for hemoglobin A1C. This\\ntest measures your average blood glucose over the last 3 \\nmonths. It lets you know if your blood glucose level is under con-trol. Get this test at least twice a year. Number to aim for: below 7. \\nis for blood pressure. The higher your blood pressure,\\nthe harder your heart has to work. Get your blood pres-\\nsure measured at every doctor’s visit. Numbers to aim for:below 130/80 mmHg.\\nis for cholesterol. LDL, or “bad” cholesterol, builds up\\nand clogs your arteries. Get your LDL cholesterol tested at\\nleast once a year. Number to aim for: below 100 mg/dL. If youhave both diabetes and heart disease, your doctor may adviseyou to aim for a lower target number, for example, less than 70. \\nBe sure to ask your doctor:\\n1. What are my ABC numbers?2. What should my ABC target numbers be?3. What actions should I take to reach my ABC target numbers?\\nTo lower your risk of heart attack and stroke, also take\\nthese steps:\\n●Be physically active every day.\\n●Follow your doctor’s advice about getting physical activity \\nevery day.\\n●Eat less salt and sodium, saturated fat, trans fat, and cholesterol.\\n●Eat more fiber.  Choose fiber-rich whole grains, fruits, \\nvegetables, and beans .\\n●Stay at a healthy weight. \\n●If you smoke, stop.\\n●Take medicines as prescribed.\\n●Ask your doctor about taking aspirin.\\n●Ask others to help you manage your diabetes.The ABCs of \\nDiabetes Control\\nA\\nB\\nC', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 38}),\n",
              " Document(page_content='35Major Risk FactorsPreventingDiabetes\\nIf you have “prediabetes”—higher than normal glucose levels—\\nyou are more likely to develop type 2 diabetes. But you can takesteps to improve your health, and delay or possibly prevent dia-betes. A recent study showed that many overweight, prediabeticpeople dramatically reduced their risk of developing diabetes byfollowing a lower fat, lower calorie diet and getting 30 minutes ofphysical activity at least 5 days per week. The following aresome encouraging results of the study:\\n●Overall, people who achieved a 5- to 7-percent weight loss \\n(about 10 to 15 pounds) through diet and increased physical activity (usually brisk walking) reduced their risk of diabetes by 58 percent over the next 3 years.\\n●For people over age 60, these lifestyle changes reduced the risk of developing diabetes by 71 percent.\\n●Benefits were seen in all of the racial and ethnic groups that participated in the study—White, African American, Hispanic, American Indian, Asian American, and Pacific Islanders.\\n●People taking the diabetes drug metformin (Glucophage) reduced their risk of developing the disease by 31 percent.  \\nThese findings suggest that you\\ncan act to prevent or delay\\ndiabetes, even if you are at\\nhigh risk for the disease. For\\nmore information on how to\\nchoose and cook low-fat\\nfoods, get more physical\\nactivity, and achieve a healthy\\nweight, see “Taking Charge:\\nAn Action Plan for Heart\\nHealth,” on page 45.\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 39}),\n",
              " Document(page_content='36\\nA number of other factors affect heart disease, including certain\\nhealth conditions, medicines, and other substances. Here is whatyou need to know: \\nStress\\nStress is linked to heart disease in a number of ways. Researchshows that the most commonly reported “trigger” for a heart attackis an emotionally upsetting event, particularly one involving anger.In addition, some common ways of coping with stress, such asovereating, heavy drinking, and smoking, are clearly bad for yourheart. The good news is that sensible health habits can have a pro-tective effect. Regular physical activity not only relieves stress, butalso can directly lower your risk of heart disease. Stress manage-ment programs can also help you develop new ways of handlingeveryday life challenges. Good relationships count, too. Developingstrong personal ties reduces the chances of developing heart disease.\\nMuch remains to be learned about the connections between stress\\nand heart disease, but a few things are clear. Staying physicallyactive, developing a wide circle of supportive people in your life, and sharing your feelings and concerns with them can help you behappier and live longer.\\nAlcohol\\nRecent research suggests that moderate drinkers are less likely todevelop heart disease than people who don’t drink any alcohol orwho drink too much. Small amounts of alcohol may help protectagainst heart disease by raising levels of HDL “good” cholesterol.\\nIf you are a nondrinker, this is nota recommendation to start using\\nalcohol. If you are a pregnant woman, if you’re planning to becomepregnant, or if you have another health condition that could makealcohol use harmful, you should not drink. Otherwise, if you’realready a moderate drinker, you may be less likely to have a heart attack.Your Guide to a Healthy HeartWhat Else Affects Heart\\nDisease?', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 40}),\n",
              " Document(page_content='37What Else Affects Heart Disease?I think exercise is extremely important. Whenever\\nI feel stressed, I go to the gym and workout. Icome out of there feeling much better.\\nLILLY KRAMER \\n“\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 41}),\n",
              " Document(page_content='38\\nIt is important, though, to weigh benefits against risks. Talk with\\nyour doctor about your personal risks of heart disease and otherhealth conditions that may be affected by drinking alcohol. With the help of your doctor, decide whether moderate drinking to lowerheart attack risk outweighs the possible increased risk of other medical problems.\\nIf you do decide to use alcohol, remember that moderation is the\\nkey. Heavy drinking causes many heart-related problems. Morethan three drinks per day can raise blood pressure and triglyceridelevels, while binge drinking can contribute to stroke. Too muchalcohol also can damage the heart muscle, leading to heart failure.Overall, people who drink heavily on a regular basis have higherrates of heart disease than either moderate drinkers or nondrinkers.Your Guide to a Healthy HeartWhat IsModerate Drinking?\\nModerate drinking is defined as no more than one drink per \\nday for women, and no more than two drinks per day for men,according to the “U.S. Dietary Guidelines for Americans.” Countas one drink:\\n●12 ounces of beer\\n●5 ounces of wine\\n●11/2ounces of 80-proof hard liquor\\nModerate Drinking', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 42}),\n",
              " Document(page_content='Sleep Apnea\\nSleep apnea is a serious disorder in which a person briefly and\\nrepeatedly stops breathing during sleep. People with untreated sleepapnea are more likely to develop high blood pressure, heart attack,congestive heart failure, and stroke.\\nSleep apnea tends to develop in middle age, and men are twice as\\nlikely as women to have the condition. Other factors that increaserisk are overweight and obesity, smoking, using alcohol or sleepingpills, and a family history of sleep apnea. Symptoms include heavysnoring and gasping or choking during sleep, along with extremedaytime sleepiness.\\nIf you think you might have sleep apnea, ask your doctor for a \\ntest called a polysomnography, which is usually performed overnight in a sleep center. If you are overweight, even a smallweight loss—10 percent of your current weight—can relieve mildcases of sleep apnea. Other self-help treatments include quittingsmoking and avoiding alcohol andsleeping pills. Sleeping on your siderather than on your back also mayhelp. Some people benefit from amechanical device that helps maintain a regular breathing pattern by increasing air pressure through the nasal passages via a face mask.For very serious cases, \\nsurgery may be needed.\\nMenopausal Hormone\\nTherapy\\nUntil recently, it was\\nthought thatmenopausal hormonetherapy could ward off heart disease, osteo-porosis, and cancer, as well as improve 39What Else Affects Heart Disease?\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 43}),\n",
              " Document(page_content='40\\na woman’s quality of life. But several important studies, conduct-\\ned as part of the Women’s Health Initiative, show that long-termuse of hormone therapy poses serious health risks, includingincreased risks of heart attack, stroke, and a condition calledvenous thrombosis (a blood clot that usually occurs in one of thedeep veins of the leg).\\nIn one study, 16,608 postmenopausal women with a uterus took\\neither estrogen-plus-progestin therapy or a placebo—a pill thatlooks like the real drug but has no biological effect. The resultswere surprising:  The estrogen-plus-progestin therapy actuallyincreased women’s risk for heart attacks, stroke, blood clots, \\nand breast cancer. A related study showed that the hormone combination doubled the risk of dementia and failed to protectwomen from memory loss. However, the estrogen-plus-progestinmedication did reduce the risks of both colorectal cancer andbone fractures. It also relieved menopausal symptoms such as hot flashes and night sweats.\\nThe second study involved 10,739 women who had had a \\nhysterectomy and took either estrogen alone or a placebo. Theresults:  Estrogen-alone therapy increased the risks for both strokeand venous thrombosis. The treatment had no effect on heart dis-ease and colorectal cancer, and an uncertain effect on breast can-\\ncer. Estrogen alone offered no pro-\\ntection against memory loss.\\nEstrogen alone, however, did\\nreduce the risk for bone frac-\\ntures.\\nThe research also showed\\nthat both estrogen alone and\\nestrogen combined with pro-\\ngestin increase the risk of\\ndeveloping urinary inconti-\\nnence, which is the inability to\\n“hold in” urine. ForYour Guide to a Healthy Heart\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 44}),\n",
              " Document(page_content='women who already have the condition, these medications can\\nworsen symptoms.\\nIf you are a woman who is taking menopausal hormone therapy,\\nor if you’ve used it in the past, these findings can’t help but con-cern you. It’s important to understand, however, that the resultsapply to a very large group of women. For an individual woman,the increased risk for disease is quite small. For example, in theestrogen-plus-progestin study, each woman had an increased riskof breast cancer of less than one-tenth of 1 percent per year.\\nWhile questions remain, these findings provide a basis for advice\\nabout using hormone therapy:\\n■Estrogen alone, or estrogen-plus-progestin, should not be used to prevent heart disease. Talk with your doctor about other ways of preventing heart attack and stroke, including lifestyle changes and medicines such as cholesterol-lowering statins and blood pressure drugs.\\n■If you are considering using menopausal hormone therapy to prevent the bone-thinning disease osteoporosis, talk with your doctor about the possible benefits weighed against your personalrisks for heart attack, stroke, blood clots, and breast cancer.Ask your doctor about alternative treatments that are safe and effective in preventing osteoporosis and bone fractures.\\n■Do not take menopausal hormone therapy to prevent dementia or memory loss.\\n■If you are considering menopausal hormone therapy to provide relief from menopausal symptoms such as hot flashes, talk withyour doctor about whether this treatment is right for you. The studies did not test the short-term risks and benefits of using hormone therapy for menopausal symptoms. The U.S. Food and Drug Administration recommends that menopausal hormone therapy be used at the lowest dose for the shortest period of time to reach treatment goals.\\nRemember, your risks for heart disease, stroke, osteoporosis, and\\nother conditions may change as you age, so review your healthneeds regularly with your doctor. New treatments that are safe andeffective may become available. Stay informed.41What Else Affects Heart Disease?', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 45}),\n",
              " Document(page_content='42Your Guide to a Healthy HeartNew Risk Factors?\\nWe know that major risk factors such as high blood cholesterol,\\nhigh blood pressure, and smoking boost heart disease risk.Researchers are studying other factors that might contribute toheart disease, including inflammation of the artery walls. Severalemerging risk factors have been identified. We don’t know forsure yet whether they lead to heart disease or whether treatingthem will reduce risk. While these possible risk factors are notrecommended for routine testing, ask your doctor whether youshould be tested for any of them.  \\nC-reactive protein (CRP). High levels of CRP may indicate\\ninflammation in the artery walls. A simple blood test can measurethe levels of CRP in the blood. In many cases, a high CRP levelis a sign of metabolic syndrome. Tr eatment of the syndrome with\\nlifestyle changes—weight loss and regular physical activity—canoften lower CRP .  \\nHomocysteine. High blood levels of this amino acid may\\nincrease risk for heart disease. It may be possible to lower elevated levels of homocysteine by getting plenty of folic acid\\nand vitamins B6 and B12 in your diet.  \\nLp(a) protein. This lipoprotein\\nmay make it easier for blood\\nclots to form. Niacin, a \\ncholesterol-lowering drug,\\nmay help to lower Lp(a) \\nprotein levels.\\nRisk Factors\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 46}),\n",
              " Document(page_content='Birth Control Pills\\nStudies show that women who use high-dose birth control pills \\n(oral contraceptives) are more likely to have a heart attack or strokebecause blood clots are more likely to form in the blood vessels.These risks are lessened once the birth control pill is stopped. Usingthe pill also may worsen the effects of other risk factors, such assmoking, high blood pressure, diabetes, high blood cholesterol, andoverweight.\\nMuch of this information comes from studies of birth control pills\\ncontaining higher doses of hormones than those commonly usedtoday. Still, the risks of using low-dose pills are not fully known.Therefore, if you are now taking any kind of birth control pill or are considering using one, keep these guidelines in mind:\\nDon’t mix smoking and the “pill.” If you smoke cigarettes, stop\\nsmoking or choose a different form of birth control. Cigarettesmoking raises the risk of serious health problems from birth control pill use, especially the risk of blood clots. For women over35, the risk is particularly high. Women who use birth control pillsshould not smoke.\\nPay attention to diabetes. Levels of glucose, or blood sugar, some-\\ntimes change dramatically in women who take birth control pills.If you are diabetic or have a close relative who is, be sure to haveregular blood sugar tests if you take birth control pills.\\nWatch your blood pressure. After starting to take birth control pills,\\nyour blood pressure may go up. If your blood pressure increases to140/90 mmHg or higher, ask your doctor about changing pills orswitching to another form of birth control. Be sure to get yourblood pressure checked at least once a year.\\nTalk with your doctor. If you have heart disease or another heart\\nproblem, or if you have suffered a stroke, birth control pills may notbe a safe choice. Be sure your doctor knows about these and anyother serious health conditions before prescribing birth control pillsfor you.43What Else Affects Heart Disease?', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 47}),\n",
              " Document(page_content='44Your Guide to a Healthy HeartIn my family, we exercise, we drink water, we\\ndon’t give our children much juice, and werarely keep sugary snacks in the house.I’m also very aware of portion sizes and how many calories are in the portions we eat.JEANETTE GUYTON-KRISHNAN \\nAND FAMILY\\n“\\n”\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 48}),\n",
              " Document(page_content='You have just learned a great deal about risk factors for heart \\ndisease. Now you’re ready for action. The good news:  Researchshows that people can lower their heart disease risk enormously—by as much as 82 percent—simply by adopting sensible healthhabits. It’s never too late to start protecting your heart health.A recent study shows that among people ages 70 to 90, leading ahealthy lifestyle reduces the chances of dying from heart disease bynearly two-thirds.\\nWhat does it mean to “lead a healthy lifestyle”? Here are the basics:\\nIf you eat a nutritious diet, get regular physical activity, maintain ahealthy weight, and stop smoking, you will help to keep your hearthealthy. But doing just one or two of these “Big Four” habits isn’tenough to protect your heart. To keep your heart strong andhealthy, it is vital to adopt and practice all four lifestyle habits.\\nSome people may need to take additional steps to prevent heart \\ndisease. For example, if you have diabetes, you also will need tokeep your blood sugar levels under control. Eating a nutritious diet,controlling your weight, and getting more physical activity will helpyou to keep your blood sugar at healthy levels. These steps will also help reduce your chances of developing high blood pressure orhigh blood cholesterol. Whatever your current health condition orhabits, the action plan that follows will make a positive difference inyour heart health.\\nReady to get started?  Read on.\\nChoose Healthy Foods\\nA healthy heart needs a healthy diet. The “Dietary Guidelines for\\nAmericans” offers two examples of eating plans to choose from, andalso includes advice for overall health and food safety. These guide-lines encourage you to:45Taking Charge: An Action Plan for Heart HealthTaking Charge: An Action\\nPlan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 49}),\n",
              " Document(page_content='46\\n■Choose a variety of grains daily; half of your daily grains \\nshould come from whole grains.\\n■Choose a variety of fruits and vegetables daily.\\n■Choose a diet that is low in saturated fat, trans fat, and cholesterol.\\n■Choose foods and beverages that are low in added sugar.\\n■Choose and prepare foods with little salt.\\n■If you drink alcoholic beverages, do so in moderation.\\n■Aim for a healthy weight.\\n■Be physically active most days.\\n■Balance the calories you take in with the calories you expend \\nthrough physical activity.\\n■Keep foods safe to eat.\\nFor detailed tips on getting regular physical activity and maintaining\\na healthy weight, see later sections of this guidebook.\\nGetting Extra Support\\nWhile the “Dietary Guidelines for Americans” offer an excellent“basic menu” for heart health, you may need to make some addi-tional changes in your diet if you have high blood pressure or highYour Guide to a Healthy HeartWhat Are\\nTrans Fats?\\nTrans fats, or trans fatty acids, are another type of dietary fat \\nthat raises LDL cholesterol. They are formed when vegetable oilis hardened to become margarine or shortening in a processcalled hydrogenation. The harder the margarine or shortening,the more likely it is to contain more trans fat. To reduce trans \\nfats in your diet, read food labels and buy fewer products thatlist “hydrogenated oil” or “partially hydrogenated oil” as an ingredient. When possible, choose margarines that list “liquidvegetable oil” as the first ingredient. The main sources of trans\\nfat are foods made with hydrogenated oils such as some margarines, shortenings, cookies, crackers, cakes, pies, snackfoods, and fried foods.  \\nTrans Fats', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 50}),\n",
              " Document(page_content='47Taking Charge: An Action Plan for Heart HealthHow To Use the\\nNutrition Facts Label  \\non the Food Package\\nNutrition Facts LabelStart\\nhere\\nCheck\\ncalories\\nLimit these\\nnutrients\\nGet enough\\nof these\\nnutrientsQuick Guide\\nto % DV:5% or less \\nis low\\n20% or more \\nis high\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 51}),\n",
              " Document(page_content='48\\nblood cholesterol. You may want to work with a registered dietitian\\nto help you make these changes. A dietitian can teach you about theeating plan that is best for you, determine a reasonable calorie level,and help you choose foods and plan menus. A dietitian can also helpyou keep track of your progress and encourage you to stay on youreating plan. Talk with your doctor about whether you should get areferral to a registered dietitian. In the meantime, if you have highblood pressure or high blood cholesterol, here are some guidelines: \\nBlood Pressure and the DASH Eating Plan\\nIf you have high blood pressure or prehypertension, you may wantto follow an eating plan called DASH. DASH stands for “DietaryApproaches to Stop Hypertension,” and the eating plan emphasizesfruits, vegetables, whole-grain foods, and low-fat milk products.It is rich in magnesium, potassium, calcium, protein, and fiber, butlow in saturated fat, trans fat, total fat, and cholesterol. It limits \\nred meat, sweets, and beverages with added sugars. In many ways,DASH is similar to the TLC eating plan described on pages 53–55.However, the DASH plan also encourages you to eat specific foodsrich in the nutrients noted above.\\nA major study found that people who followed this eating plan\\nreduced their blood pressure more than those who ate more “typical”American diets, which have fewer fruits and vegetables. A secondstudy found that people who followed the DASH eating plan and cut\\ndown on sodium had the biggest reductions in blood pressure. (Salt,or sodium chloride, and other forms of sodium are found in manyprocessed foods. Often, more salt is added to food during cookingand at the table.) So, for a truly winning combination, follow theDASH eating plan and lower your sodium intake as much as possible.The study found that the less sodium people consumed, the moretheir blood pressure dropped. (See ”The DASH Eating Plan” onpages 51–52 and “Please Don’t Pass the Salt” on page 52.) \\nWhile the DASH eating plan is geared especially toward people with\\nhigh blood pressure or prehypertension, it is a healthy plan foreveryone. So share it with your family. When people with normalblood pressure follow the DASH eating plan, especially when theyalso consume less sodium, they lessen their chances of developinghigh blood pressure. Remember, 90 percent of middle-agedAmericans go on to develop high blood pressure. Use the DASHplan to help beat the odds! Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 52}),\n",
              " Document(page_content='49Taking Charge: An Action Plan for Heart HealthMy doctor noticed my blood pressure was a \\nlittle high. At that time I was not thinking about exercising every day like I do now. Since then,I’ve lost weight, and my body is in good shapenow. I really watch what I eat, and I work out 5to 7 days a week.\\nRICARDO ELEY\\n“\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 53}),\n",
              " Document(page_content='50Your Guide to a Healthy HeartThe DASH Eating Plan\\nThe DASH eating plan shown in the following table is based on\\n2,000 calories per day. The number of daily servings in a foodgroup may vary from those listed, depending on how many dailycalories you need. If you need to lose weight, you can follow theDASH eating plan and simply decrease calories by choosing fewerservings or smaller serving sizes of the foods shown on the list. \\nFood Group Serving Sizes Examples\\nGrain and grain 1 slice whole- Whole-wheat \\nproducts grain bread bread, English \\n7–8 daily servings 1 cup ready-to- muffin, pita bread,\\neat cereal*, 1/2cup bagel, cereals,\\ncooked rice, grits, oatmeal, pasta, or cereal crackers, unsalted \\npretzels, popcorn \\nVegetables 1 cup raw, dark Tomatoes, pota-\\n4–5 daily servings green, leafy toes, carrots,\\nvegetable, \\n1/2cup green peas, \\ncooked v egetables, s quash, broccoli,\\n6 ounces vegetable turnip greens,juice collards, kale,\\nspinach, artichokes,green beans, limabeans, sweet potatoes\\nFruits 1 medium-sized fruit Apricots, bananas,\\n4–5 daily servings\\n1/4cup dried fruit, dates, grapes,\\n1/2cup fresh, frozen, oranges, orange\\nor canned fruit, juice, grapefruit, 6 ounces fruit juice grapefruit juice,\\nmangoes, melons,peaches, pineap-ples, prunes,raisins, strawber-ries, tangerines', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 54}),\n",
              " Document(page_content='51Taking Charge: An Action Plan for Heart HealthLow-fat or fat-free 8 ounces milk, Low -fat or fat-free\\nmilk products 1 cup yogurt, milk, low-fat or\\n2–3 daily servings 11/2ounces cheese fat-free buttermilk,\\nlow-fat or fat-freeregular or frozen yogurt, low-fat or fat-free cheese\\nLean meats, poultry, 3 ounces cooked Select only lean; \\nand fish lean meat, skinless trim away visible\\n2 or fewer daily poultry, or fish fats; broil, roast, or\\nboil, instead of frying; remove skin from poultry\\nNuts, seeds, and\\n1/2cup or 11/2ounces Almonds, filberts,\\ndry beans nuts, 1 tablespoon mixed nuts, \\n4–5 servings per week or 1/2 ounce seeds, peanuts, walnuts, \\n1/2cup cooked dry sunflower seeds,\\nbeans kidney beans, \\nlentils\\nFats and oils† 1 teaspoon soft Soft margarine,\\n2–3 daily servings margarine, low-fat mayon-\\n1 tablespoon low-fat naise, light saladmayonnaise, dressing, veg-2 tablespoons light etable oil, such as salad dressing, olive, corn, canola,\\n1 teaspoon or safflowervegetable oil\\nSweets 1 tablespoon sugar, Maple syrup, sugar,\\n5 servings per week 1 tablespoon jelly or jelly, jam, fruit-\\njam, \\n1/2ounce jelly flavored gelatin,\\nbeans, 8 ounces jelly beans, hard lemonade candy, fruit punch,\\nsorbet, ices\\n*Serving sizes vary between 1/2–11/4cups. Check the Nutrition Facts label on the \\nproduct’s package.  \\n†Fat content changes serving counts for fats and oils. For example, 1 tablespoon \\nof regular salad dressing equals 1 serving; 1 tablespoon of a low-fat dressing equals \\n1/2serving; 1 tablespoon of a fat-free dressing equals 0 servings.  ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 55}),\n",
              " Document(page_content='52Your Guide to a Healthy HeartPlease Don’t Pass the Salt:\\nHow To Reduce Salt and Sodium \\nin Your Diet\\nYou can help prevent and control high blood pressure by cutting\\ndown on salt and other forms of sodium. Try to consume no morethan 2,300 mg of sodium (approximately 1 teaspoon of salt) perday from all the foods you eat. If you can, cut your sodium intakeeven more—to no more than 1,500 mg per day, which equalsabout two-thirds of a teaspoon of salt. Here are some tips on lim-iting your intake of salt and other forms of sodium:\\n●Use reduced-sodium or no-salt-added products. Examples are no-salt-added canned vegetables or ready-to-eat cereals that have no added salt or the lowest amount of sodium listed on theNutrition Facts panel on the food lab el. \\n●When you cook, be “spicy” instead of “salty.” Flavor foods with\\nherbs, spices, wine, lemon, lime, or vinegar. Be creative!\\n●Don’t bring the salt shaker to the table. Try an herb substitute instead, such as powdered garlic, onion, or thyme. \\n●Use fresh poultry, fish, and lean meat, rather than canned, smoked, or processed types.\\n●Cut down on cured foods (such as bacon and ham), foods packed in brine (such as pickles and olives), and condiments (such as mustard, ketchup, barbeque sauce, and monosodiumglutamate). You should even limit lower sodium versions of soy sauce and teriyaki sauce.  \\n●Read the Nutrition Facts label on the food package and chooseconvenience foods that are lower in sodium. These foods include frozen dinners, pizza, breads, packaged mixes, canned soups and broths, and salad dressings.\\n●Rinse canned foods, such as tuna and canned beans, to remove some of the sodium.\\nWhile salt substitutes containing potassium chloride may be useful\\nfor some individuals, they can be harmful to people with certainmedical conditions. Ask your doctor before trying salt substitutes.\\nDon’t Pass the Salt', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 56}),\n",
              " Document(page_content='What Else Affects Blood Pressure?\\nA number of foods and other factors have been reported to affect\\nblood pressure. Here are the latest research findings: \\nGarlic and onions . These foods have not been found to affect blood\\npressure. But they are tasty, nutritious substitutes for salty season-ings and can be used often.\\nCaffeine . This may cause blood pressure to rise, but only temporarily.\\nUnless you are sensitive to caffeine, you do not have to limit howmuch you consume in order to prevent or control high blood pressure.\\nStress . Stress, too, can make blood pressure go up for a while, and \\nis popularly thought to contribute to high blood pressure. But thelong-term effects of stress are not clear. Furthermore, stress manage-ment techniques alone do not seem to prevent high blood pressure.However, stress management approaches may help you controlother unhealthy habits, such as overeating or smoking.\\nHigh Blood Cholesterol and the TLC Program\\nTLC is a treatment program that stands for “Therapeutic LifestyleChanges.” This program helps reduce LDL cholesterol via a low-sat-urated fat, low- trans fat, low-cholesterol eating plan. The program\\nalso emphasizes regular physical activity and weight control. Adoptthe TLC approach and you’ll lower your chances of developingheart disease, future heart attacks, and other heart disease complica-tions. (The main difference between the TLC and the DASH eatingplans is that the TLC plan puts more emphasis on decreasing satu-rated fat and trans fat to lower blood cholesterol levels.) \\nNow You’re Cooking:  Limiting Saturated Fat, Trans Fat, and Cholesterol\\nPlanning and preparing nutritious meals may take a little extra\\neffort, but the health benefits are huge. Here are some tips for cut-ting down on saturated fat, trans fat, and dietary cholesterol, which\\nwill help lower your LDL cholesterol and reduce your heart diseaserisk. It will improve heart health for everyone, and may be particu-larly helpful to those following the TLC eating plan.\\nMeat, Poultry, and Fish\\n■Choose fish, poultry, and lean cuts of meat. Trim the fat from \\nmeats; remove the skin and fat from chicken. Keep portion sizes moderate.53Taking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 57}),\n",
              " Document(page_content='54Your Guide to a Healthy HeartMineral Medicine:\\nAnother Way To Control Blood\\nPressure\\nCertain mineral-rich foods can help keep blood pressure levels\\nhealthy. For example, a diet rich in potassium can help to bothprevent and control high blood pressure. A potassium-rich dietnot only blunts the effects of salt on blood pressure, but mayalso reduce the risk of developing kidney stones, and possiblydecrease bone loss with age. But be sure to get your potassiumfrom food sources, not from supplements. Many fruits and veg-etables, some dairy foods, and fish are rich sources of potassium. \\nCalcium and magnesium are two other minerals that may help to\\nprevent high blood pressure, as well as improve health in otherways. Low-fat or fat-free milk and milk products are rich sourcesof calcium, while magnesium is found in many whole-grain products; dark green, leafy vegetables; fish; and dry beans.\\nMineral Medicine\\n■Broil, bake, roast, or poach instead of frying. When you do fry, \\nuse a nonstick pan and a nonstick cooking spray or a very small amount of oil or margarine.\\n■Cut down on sausage, bacon, and processed, high-fat cold cuts (which are also high in sodium).\\nMilk Products and Eggs\\n■Instead of whole milk or cream, use fat-free or 1-percent milk.\\n■Use fat-free or low-fat cheeses and yogurt.\\n■Replace ice cream with sorbet, sherbet, and fat-free or low-fat \\nfrozen yogurt. Keep portion sizes moderate.\\n■Limit the number of egg yolks you eat. Egg whites contain no fat or cholesterol, so you can eat them often. In most recipes, you can substitute two egg whites for one whole egg.\\n■Use soft margarines (liquid or tub types) that contain little or no trans fat. Some brands of soft margarines are high in plant \\nsterols or stanols, which lower LDL cholesterol.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 58}),\n",
              " Document(page_content='Grains and Grain Products\\n■Eat foods with lots of fiber and nutrients and make sure that \\nhalf of your grain products are whole grain. These include whole-grain breads, pasta, and cereals, as well as brown rice.When you check package labels, look for the word “whole” in the ingredients. Make sure that whole grains appear among the first items listed.\\nSauces, Soups, and Casseroles\\n■After making sauces or soups, cool them in the refrigerator and \\nskim the fat from the top. Do the same with canned soups.55Taking Charge: An Action Plan for Heart HealthGive Your Heart a Little TLC\\nIf your LDL cholesterol is above your goal level (see page 22),\\nyou should start on the TLC eating plan right away. Consumingfoods that are high in saturated fat, trans fat, and cholesterol\\ncontributes to high levels of LDL cholesterol. On the TLC eatingplan, you should consume:\\n●Less than 7 percent of the day’s total calories from saturated fat.Lowering saturated fat is the most important dietary change for reducing blood cholesterol. \\n●Less than 200 milligrams of dietary cholesterol per day.\\n●Just enough calories to achieve or maintain a healthy weight.\\nIf your blood cholesterol is not lowered enough on the TLC \\neating plan, your doctor or registered dietitian may advise you to increase the amount of soluble fiber and/or add cholesterol-lowering food products to your diet. These products includemargarines that contain “plant sterols” or “plant stanol esters,”which are ingredients that lower LDL cholesterol. If your LDLlevel is still not lowered enough, your doctor may prescribe acholesterol-lowering drug along with the TLC eating plan. Formore information, see NHLBI’s Web page, “Live Healthier, LiveLonger.” (See “To Learn More” on page 88.) \\nTLC', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 59}),\n",
              " Document(page_content='56\\n■Thicken a low-fat sauce with cornstarch or flour.\\n■Make main dishes with whole-grain pasta, brown rice, or dry \\npeas and beans. If you add meat, use small pieces for flavoring rather than as the main ingredient.\\nWhen You Can’t Face Cooking\\nCheck the Nutrition Facts label on food packages to choose frozendinners and pizzas that are lowest in saturated fat, trans fat, and\\ncholesterol. Also watch the calories and sodium content. Make surethe dinners include vegetables, fruits, and whole grains—or addthem on the side.\\nChoose store-bought baked goods that are lowest in saturated fat,\\ncholesterol, trans fats, and hydrogenated (hardened) fats. Also,\\nremember that even “no cholesterol” and fat-free baked goods stillmay be high in calories.\\nDining Out for Health\\nWith a little planning and a willingness to speak up you can eathealthfully when you dine out. Here are some tips.\\nAsk for what you want . Most restaurants will honor your requests.\\nYou have nothing to lose by asking!\\nOrder small . To reduce portion size, try ordering appetizers or \\nchildren’s portions as your main meal. Or, take half of your entréehome with you for lunch the next day.\\nAsk questions . Don’t hesitate to ask your server how foods are \\nprepared and whether the restaurant will make substitutions.Ask if they will: \\n■Serve low-fat or fat-free milk rather than whole milk or cream.\\n■Tell you the type of cooking oil used. (Preferred types that are lower in saturated fat are canola, safflower, sunflower, corn, and olive oils.)\\n■Trim the fat off poultry or meat.\\n■Leave all butter, gravy, and sauces off an entrée or side dish.\\n■Add no salt during cooking.\\n■Serve salad dressing on the side.\\n■Meet special requests if you make them in advance.Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 60}),\n",
              " Document(page_content='Select foods cooked by low-fat methods . Look for terms such as\\nbroiled, baked, roasted, poached, or lightly sautéed.\\nLimit foods high in calories and fats, especially saturated fat and\\ntrans fat. Watch out for terms such as fried, crispy, creamed, escal-\\nloped, hollandaise, bernaise, casserole, and pastry crust.\\nMake Healthy Choices\\n■Breakfast: Fresh fruit, small glass of citrus juice, low-fat or fat-\\nfree milk and yogurt, whole-grain bread products and cereals, omelet made with egg whites or egg substitute.\\n■Beverages: Water with lemon, flavored sparkling water, juice \\nspritzer (half fruit juice and half sparkling water), iced tea, reduced-sodium tomato juice.\\n■Breads: Most yeast breads are low in calories and fat—as long \\nas you limit the butter, margarine, or olive oil. Choose whole-grain breads, which are packed with important nutrients and are full of fiber to make you feel fuller faster. Also, watch the sodium content.\\n■Appetizers: Steamed seafood, fresh fruit, bean soups, salad \\nwith reduced-fat dressing.\\n■Entrées: Skinless poultry, fish, shellfish, vegetable dishes, or \\npasta with red sauce or vegetables. Limit your use of butter, margarine, and salt at the table.\\n■Salads: Fresh lettuce, spinach, and other\\ngreens; other fresh vegetables, chickpeas,and kidney beans. Skip high-fat andhigh-calorie nonvegetable choices such as deli meats, bacon, egg, cheese, and croutons. Choose lower-calorie, reduced-fat, or fat-free dressings, lemon juice, or vinegar.\\n■Side Dishes: Vegetables and grain \\nproducts, including whole-grain\\nrice or noodles. Ask forsalsa or low-fat yogurt \\ninstead of sour creamor butter.57Taking Charge: An Action Plan for Heart Health\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 61}),\n",
              " Document(page_content='58\\n■Dessert: Fresh fruit; fat-free frozen yogurt, sherbet, or fruit \\nsorbet (usually fat free, but ask for the calorie content). Try sharing a dessert. If you drink coffee or tea with dessert, ask for low-fat or fat-free milk instead of cream or half-and-half.\\nKnow your foods . Following are some additional tips on shopping,\\ncooking, and eating for heart health: \\n■To choose foods wisely, see “How To Use the Nutrition Facts Label on the Food Package” on page 47 and “The Lowdown on Labels.” \\n■To prepare and eat heart healthy meals, see “Figuring Out Fat” on page 60.\\n■For other tips on making good food choices, see “How To Tame a Snack Attack” below and “Vitamins for Heart Health” on page 62.\\nHow To Tame a Snack Attack\\nMany snacks, including many types of cookies, crackers, and chips,are high in saturated fat, trans fat, cholesterol, sodium, and calories.\\nBut that doesn’t mean you have to cut out all between-meal treats.Keep the foods listed below on hand for snack attacks. But, keep inmind that while these foods may be low in fat, many are not low incalories. So watch how much you eat, especially if you are trying tocontrol your weight.\\nHere are some healthier, low-fat snacks:\\n■100-percent fruit juices\\n■Low-fat or fat-free milk\\n■Fat-free frozen yogurt, \\nsherbet, and sorbet\\n■Low-fat cookies such as animal crackers, graham crackers, ginger snaps, and fig bars\\n■Low-fat crackers such \\nas melba toast, or rice, rye, and soda crackers; \\nlook for unsalted or \\nlow-sodium typesYour Guide to a Healthy Heart\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 62}),\n",
              " Document(page_content='59Taking Charge: An Action Plan for Heart HealthThe Lowdown on Labels\\nLowdown on LabelsFood labels can help you choose items that are lower in sodium,\\nsaturated and total fat, trans fat, cholesterol, and calories. When\\nyou grocery shop, look for these claims on cans and other packag-ing—and use this guide to find out what each claim really means. \\nSodium Claims What They Mean\\nSodium free or salt free Less than 5 mg of sodium per \\nserving\\nVery low sodium 35 mg or less per servingLow sodium 140 mg or less per servingLow sodium meal 140 mg or less per 3\\n1/2ounces\\nReduced or less sodium At least 25 percent less per serv-\\ning than the regular version\\nUnsalted or no salt added No salt added during processing\\nFat Claims What They Mean\\nFat free Less than 1/2gram of fat per \\nserving\\nLow saturated fat 1 gram or less of saturated fat \\nper serving\\nReduced fat At least 25 percent less fat per \\nserving than the regular version\\nLight 50 percent less fat than the \\nregular version\\nCalorie Claims What They Mean\\nCalorie free Less than 5 calories per servingLow calorie 40 calories or less per servingReduced or less calories At least 25 percent fewer calories\\nper serving than the regular version\\nLight or “lite” Half the fat or one-third of the\\ncalories per serving of theregular version', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 63}),\n",
              " Document(page_content='60Your Guide to a Healthy HeartFiguring OutFat\\nFiguring Out FatYour personal fat allowance depends on how many calories you\\nconsume each day. If you do not have high blood cholesterol orheart disease, the saturated fat in your diet should be less than10 percent of your daily calories, and total fat should be 20–35percent of calories. Most fats should come from foods that arehigh in polyunsaturated fats and monosaturated fats, such asfish, nuts, and vegetable oils.\\nThe table below shows the maximum amount of saturated fat\\nyou should eat, depending on how many calories you take ineach day. If you have high blood cholesterol or heart disease,the amount of saturated fat will be different. (See “Give YourHeart a Little TLC,” on page 55.) Check the Nutrition Facts label on food packages to find out the number of fat grams—both saturated and total—in each serving.  \\nTotal Calorie Intake Limit on Saturated Fat Intake\\n1,600 18 g or less\\n2,000* 20 g or less2,200 24 g or less2,500* 25 g or less2,800 31 g or less\\n* Percent daily values on the Nutrition Facts label on\\nthe food package are based on a 2,000-calorie diet.Values for 2,000 and 2,500 calories are rounded to thenearest 5 grams to be consistent with the Nutrition Factslabel.\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 64}),\n",
              " Document(page_content='■Fresh or dried fruit, or fruits canned in their own juice \\n■Vegetable sticks; try a dab of reduced-fat peanut butter on \\ncelery sticks\\n■Air-popped popcorn with no salt or butter; fat-free, low-sodium pr etzels \\nAim for a Healthy Weight \\nIf you are overweight or obese, taking pounds off can reduce your\\nchances of developing heart disease in several ways. First, losingweight will directly lower your risk. Second, weight loss can help to reduce a number of other risk factors for heart disease, as well as lower your risk for other serious conditions. Weight loss can helpcontrol diabetes, as well as reduce high blood pressure and highblood cholesterol. Reaching a healthy weight can also help you tosleep more soundly, experience less pain from arthritis, and havemore energy to take part in activities you enjoy.\\nRemember, if you need to lose weight, even a small weight loss will\\nhelp lower your risk for heart disease and other serious health condi-tions. At the very least, you should not gain any additional weight.A recent study found that young adults who maintain their weightover time, even if they are overweight, have lower risk factors forheart disease in middle age than those whose weight increases.\\nWhen it comes to weight loss, there are no quick fixes. Successful,\\nlasting weight loss requires a change of lifestyle, not a brief effort to drop pounds quickly. Otherwise, you will probably regain theweight. Aim to lose between \\n1/2pound to 2 pounds per week—\\nno more. If you have a lot of weight to lose, ask your doctor, a registered dietitian, or a qualified nutritionist to help you develop a sensible plan for gradual weight loss.\\nTo take off pounds and keep them off, you will need to make\\nchanges in both your eating and physical activity habits. Weightcontrol is a question of balance. You take in calories from the foods you eat. You burn off calories during physical activity.Cutting down on calories, especially calories from fat, is key to losing weight. Combining this change in diet with a regular physicalactivity program, such as walking or swimming, will help you bothshed pounds and stay trim for the long term.61Taking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 65}),\n",
              " Document(page_content='62Your Guide to a Healthy HeartVitamins for Heart Health:\\nChoose Foods,\\nNot Supplements\\nUntil recently, it was believed that antioxidant vitamins, particu-\\nlarly vitamin E and beta carotene, might protect against heartdisease and stroke, as well as cancer. But new research showsthat taking these vitamins in supplement form can be harmful—even deadly.\\nIn the case of vitamin E supplements, a review of 19 studies\\nshowed that daily doses of 400 IUs or more may significantlyincrease the risk of death from all causes. Meanwhile, two majorstudies showed that supplementation with beta carotene (a sub-stance that is converted to vitamin A in the liver) increases the risksof lung cancer and death in smokers. Other recent studies haveshown that there are no benefits to taking either vitamin E or betacarotene supplements to prevent cardiovascular diseases or cancer.  \\nBut studies suggest that antioxidants in foods do protect heart\\nhealth. So keep eating plenty of foods that are packed with thesevitamins. Foods rich in vitamin E include vegetable oils (especiallysafflower and sunflower oils), wheat germ, leafy green vegetables,\\nand nuts (almonds and mixed nuts).\\nFoods rich in beta carotene are \\ncarrots, yams, peaches, pumpkin,\\napricots, spinach, and broccoli. \\nNote: If you are taking vitamin E \\nsupplements for protection against\\nmedical conditions other than\\ncardiovascular diseases or \\ncancer, talk with your doctor\\nabout the risks and benefits \\nof higher dose vitamin E \\nsupplements.\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 66}),\n",
              " Document(page_content='Getting Started\\nAnyone who has ever tried to lose weight—and keep it off—knowsthat it can be quite a challenge. Here are some tips to help you succeed:\\nEat for health . Choose a wide variety of low-calorie, nutritious foods\\nin moderate amounts. Include vegetables, fruits, whole grains, andlow-fat or fat-free milk, as well as fish, lean meat, poultry, or drybeans. Choose foods that are low in fat and added sugars. Choosesensible portion sizes. (See “Portion Distortion” on page 68.) \\nWatch calories . To lose weight, most overweight people will need to\\ncut 500 to 1,000 calories per day from their current diet.\\nFor tips on choosing low-fat, low-calorie foods, see “The Substitution\\nSolution” on pages 66–67.\\nKeep milk on the menu . Don’t cut out milk products as you try to\\nreduce calories and fat. Milk and milk products are rich in calcium, a nutrient that helps prevent the bone-thinning disease osteoporosis.Instead, choose low-fat or fat-free milk and milk products, whichhave the same amount of calcium as whole-milk products. Make theswitch gradually. If you are used to drinking whole milk, first cutback to 2 percent, then move to 1 percent, and finally to fat-free milk.\\nKeep moving . Physical activity is key to successful, long-term\\nweight loss. It can help you burn calories, trim extra fat from yourwaist, and control your appetite. It can also tone your muscles andincrease aerobic fitness. To lose weight and to prevent furtherweight gain, gradually build up to at least 60 minutes of moderate-intensity physical activity on most, and preferably all, days of theweek. If you’ve lost weight, in order to keep it off, you’ll need to do even more physical activity—from 60–90 minutes of daily mod-erate-intensity physical activity. But you don’t need to run yourselfragged. A recent study showed that moderate physical activity, suchas brisk walking, helps people lose weight as effectively as more vigorous exercise. For more tips, see “Get Moving!” on page 72.\\nSteer clear of fast food . A single meal from a fast food restaurant\\nmay contain as many calories as you need for a whole day! A recentstudy showed that young adults who eat frequently at fast foodrestaurants gain more weight and are at higher risk for diabetes inmiddle age than those who avoid the fast food habit. If you do eat63Taking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 67}),\n",
              " Document(page_content='64\\nat a fast food restaurant, choose salads and grilled foods, and keep\\nportion sizes small. Ask for salad dressings, mayonnaise, and otherhigh-fat condiments to be served on the side—or not at all.\\nKnow about medicines . If you are very overweight, or if you are\\noverweight and have other weight-related risk factors or diseases,your doctor may advise you to take a medicine to help you take offpounds. You should use a weight-loss drug only after you have trieda low-calorie diet, more moderate-intensity physical activity, andother lifestyle changes for 6 months without successfully losingweight. Because weight-loss medicines have side effects, you shouldconsider all of the risks and benefits before trying one of them.These drugs should be used along with a low-calorie eating plan andregular physical activity, not as a substitute for these lifestyle changes.\\nGet support . Tell your family and friends about your weight-loss\\nplans and let them know how they can be most helpful to you.Some people also find it useful to join a structured weight-loss pro-gram. The most effective groups provide support and advice for per-manently changing eating and physical activity habits. (See “HowTo Choose a Weight-Loss Program” on page 70.)\\nLock in your losses . After reaching your weight-loss goal, switch\\nyour efforts to keeping the weight off by continuing to eat a nutri-tious, lower calorie diet and getting regular physical activity. Tomaintain your weight, you’ll need to become even more active thanbefore:  Aim for 60 to 90 minutes of physical activity per day.While this may seem like a tall order, remember that you can countthe activities that you’re already doing. Common daily activitiessuch as climbing stairs, pushing a stroller, unloading groceries, gar-dening, and brisk walking all count as physical activity. Just be sureyou do enough of them!\\nSeven Secrets of Weight Management\\nIf you have ever tried to take off weight, you know that it’s more thana matter of promising yourself that you’ll eat less and move more.You also need to mentally prepare yourself for new behaviors. Hereare some tips for getting and staying in a healthy weight mindset.\\nStart small . Many people set unrealistic goals for the amount of\\nweight they want to lose. But you can greatly improve your healthby losing just 5 to 10 percent of your starting weight. While youYour Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 68}),\n",
              " Document(page_content='may choose to lose more weight later, keep in mind that this initial\\ngoal is both realistic and valuable.\\nSet smart goals . It’s important to set goals that are specific, achiev-\\nable, and “forgiving” (allow you to be less than perfect). For example, “exercise more” is a fine goal, but it’s not very specific.“Walk for 60 minutes every day” is specific and perhaps achievable.But what if you have a bad cold one day, and you awake to adrenching rainstorm on another? “Walk 60 minutes, 5 days eachweek” is specific, achievable, and forgiving. A great goal! \\nBuild on success . Rather than focusing on one big goal, choose a\\nseries of smaller goals that will bring you closer and closer to yourlarger goal. For example, if one of your big goals is to reduce yourdaily calories from 2,000 to 1,200, first reduce your calories to1,700, then move to 1,400, and finally to 1,200. Likewise, with65Taking Charge: An Action Plan for Heart HealthThin Quickies:\\nAre High-Fat, Low-Carb\\nDiets the Way to Go?\\nThe currently popular high-fat, low-carbohydrate diets promise\\nquick, dramatic weight loss. But they’re not the route to healthy,long-term weight management. A diet high in fat, especially if itis high in saturated fat, is not good for your heart. These dietsare also high in protein and can cause kidney problems andincreased bone loss. High-fat, low-carb diets are also low inmany essential vitamins, minerals, and fiber. \\nWhile some people following this type of a diet lose weight in the\\nshort term, much of the weight loss is due to water loss. As withmost quick-fix diets, the weight tends to quickly return once youstop dieting. The best course is to steer clear of all fad diets.The healthiest, most effective route to long-term weight loss is alower fat, lower calorie, well-balanced diet. ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 69}),\n",
              " Document(page_content='66Your Guide to a Healthy HeartThe Substitution Solution:\\nMaking the Switch to \\nLow-Calorie Foods\\nHere are some tasty, low-calorie alternatives to old favorites.\\nRead labels to find out how many calories are in the specificproducts you buy. \\nInstead of Replace With\\nMilk ProductsWhole milk Low-fat or fat-free milkIce cream Sorbet, sherbet, fat-free frozen yogurt, \\nor reduced-fat ice cream\\nWhipping cream Imitation whipped cream (made with \\nfat-free milk) or low-fat vanilla yogurt\\nSour cream Plain, low-fat yogurt or fat-free sour \\ncream\\nCream cheese Neufchatel cheese, “light” or fat-free \\ncream cheese\\nCheese (sandwich types) R educed-calorie, low-calorie, or fat-\\nfree cheeses\\nCereals and Pastas\\nRamen noodles Brown rice or whole-grain pastaPasta with cheese sauce W hole-grain pasta with red sauce or \\nvegetables\\nGranola Bran flakes, crispy rice cereals, cooked\\ngrits or oatmeal, reduced-fat granola\\nMeat, Fish, Poultry\\nCold cuts, hot dogs Low-fat cold cuts and hot dogs (watch \\nsodium content)\\nBacon or sausage Canadian bacon or lean hamRegular ground beef Extra-l ean ground beef or ground turkey\\nChicken or turkey W hite-meat chicken or turkey without \\nwith skin skin', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 70}),\n",
              " Document(page_content='67Taking Charge: An Action Plan for Heart Health\\nLow-Calorie FoodsInstead of Replace With\\nOil-packed tuna Water-packed tuna\\nBeef (chuck, rib, brisket) Beef (round, loin) with fat trimmed off; if\\npossible, choose select grades\\nPork (spareribs, Pork tenderloin (trimmed), lean smokeduntrimmed loin) hamWhole eggs Egg whites\\nBaked Goods\\nCroissants, brioches, etc. Hard Fr ench rolls or “brown ‘n serve” \\nrolls\\nDonuts, sweet rolls, English muffins, bagels, reduced-fat or muffins fat-free muffinsCake (pound, layer) Cake (angel food, gingerbread)Cookies Reduced-fat, low-calorie, or fat-free \\ncookies (graham crackers, ginger snaps, fig bars)\\nFats, Oils, Salad Dressings\\nRegular margarine or Light-spread, reduced-calorie, or diet butter margarines; look for “ trans fat-free” \\nsoft margarines\\nRegular mayonnaise Light or diet mayonnaiseRegular salad dressing Reduced-calorie or fat-free dressings, \\nlemon juice, vinegars\\nButter or margarine on Jelly, jam, or honey on toasttoastOils, shortening, or lard Nonstick cooking spray instead of \\ngreasing pans for sautéing', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 71}),\n",
              " Document(page_content='68\\nphysical activity, first establish a “small” new habit—such as walk-\\ning 10 minutes a day—and then gradually increase it. Everyone canfind time to exercise 10 minutes each day. When you experiencesuccess at reaching a small goal, it will motivate you to keep movingtoward your larger goals.\\nReward yourself! Rewards that you control will encourage you to\\nachieve your goals. For a reward to work well, choose somethingyou really want, don’t put off giving it to yourself, and make itdependent on meeting a specific goal. The reward you choose maybe something you buy for yourself or an act of self-kindness, such asan afternoon off from your usual responsibilities or an evening spentwith a friend. Avoid food as a reward. It usually works better togive yourself frequent, small rewards for reaching short-term goalsthan bigger rewards that require a long, difficult effort.Your Guide to a Healthy HeartPortion Distortion:\\nHow To Choose Sensible\\nServings\\nIt’s very easy to “eat with your eyes” and misjudge what equals a\\nserving—and pile on unwanted pounds. This is especially truewhen you eat out, because restaurant portion sizes have beensteadily expanding. Twenty years ago, the average pasta portionsize was 2 cups totaling 280 calories. Today, it’s 4 cups totaling560 calories! To keep your portion sizes sensible:\\n●When eating out, choose small portion sizes, share an entréewith a friend, or take some of the food home (if you can chill it right away).\\n●Check the Nutrition Facts label on product packages to learn how much food is considered a serving, as well as how many calories and how much fat are in the food.\\n●Be especially careful to limit portion sizes of high-calorie foods such as cookies, cakes, other sweets, sodas, french fries, oils, and spreads.  ', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 72}),\n",
              " Document(page_content='69Taking Charge: An Action Plan for Heart HealthI realize I’m not as young as I used to be. I began\\nworking out doing both weights, and cardio work.Over time the more I exercised, the more I built up,and increased the weights, the more I began to seethe benefits. It’s a stress reliever. I’m the father oftwo young boys and they are very active in sports,and now I have the ability to do more of that withthem.\\nBILL KIRWAN \\n“\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 73}),\n",
              " Document(page_content='70\\nWrite it down . Regularly record what you do on your weight-loss\\nprogram, such as your daily calorie intake and amount of physicalactivity, as well as changes in your weight. (Try to weigh yourself atthe same time of day once or twice a week.) Keeping track this waycan help you and your health care provider determine what behav-iors you may want to improve. Keeping tabs on your progress canalso help you stay motivated.\\nKnow your triggers . To lose weight successfully, you’ll need to be\\naware of your personal eating “triggers.” These are the situations thatusually bring on the urge to overeat. For instance, you may get a caseof the munchies while watching TV, when you see treats next to theoffice coffeepot, or when you’re with a friend who loves to snack. To“turn off” the trigger, you’ll need to make a change in the temptingsituation. Example: If the pile of doughnuts near the coffeepot is hardto resist, leave the scene as soon as you pour yourself a cup of coffee.\\nThe fine art of feeling full . Changing the way you eat can help you\\neat less without feeling deprived. Eating slowly can help you feelsatisfied sooner, and therefore you will avoid second helpings.Eating lots of vegetables and fruits and drinking plenty of noncaloricbeverages can also make you feel fuller. Another trick is to usesmaller plates and taller, narrower glasses so that moderate portionsdon’t seem skimpy. It can also help to set a regular eating schedule,especially if you tend to skip or delay meals.\\nHow To Choose a Weight-Loss Program\\nSome people lose weight on their own, while others like the supportof a structured program. If you decide to participate in a weight-loss program, here are some questions to ask before you join:\\nDoes the program provide counseling to help you change your eat-\\ning and activity habits?The program should teach you how to permanently change eating\\nand lifestyle habits, such as lack of physical activity, that have con-tributed to weight gain. Research shows that people who successful-ly keep weight off are those who make changes in their overalllifestyles, rather than simply join an exercise program.\\nDoes the staff include qualified health professionals, such as nutri-\\ntionists, registered dietitians, doctors, nurses, psychologists, andexercise physiologists? Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 74}),\n",
              " Document(page_content='Qualified professionals can help you lose weight safely and success-\\nfully. Before getting started, you’ll need to be examined by a doctorif you have any health problems, are currently taking or plan to takeany medicine, or plan to lose more than 15 to 20 pounds.\\nDoes the program offer training on how to deal with times when\\nyou may feel stressed and slip back into old habits?The program should provide long-term strategies for preventing andcoping with possible weight problems in the future. These strategiesmight include setting up a support system and a regular physicalactivity routine.\\nDo you help make decisions about food choices and weight-loss goals?\\nIn setting weight-loss goals, the program staff should consider yourpersonal food likes and dislikes, as well as your lifestyle. Avoid a “one strategy fits all” program.\\nAre there fees and costs for additional items, such as dietary \\nsupplements?Before you sign up, find out the total costs of participating in theprogram. If possible, get the costs in writing.\\nHow successful is your program?\\nFew weight-loss programs gather reli-\\nable information on how well they\\nwork. But it’s still worthwhile to\\nask: \\n■What percentage of people \\nwho start this program complete    \\nit?\\n■What percentage of people \\nexperience problems or side\\neffects? What are they?\\n■What is the average   \\nweight loss among \\nthose who finish the \\nprogram?71\\nTaking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 75}),\n",
              " Document(page_content='72\\nGet Moving!\\nRegular physical activity is a powerful way to reduce your risk of\\nheart disease. Physical activity directly helps prevent heart problems.Staying active also helps prevent and control high blood pressure,keep cholesterol levels healthy, and prevent and control diabetes.Plus, regular physical activity is a great way to help take off extrapounds—and keep them off.\\nRegular physical activity has a host of other health benefits. It may\\nhelp prevent cancers of the breast, uterus, and colon. Staying activealso strengthens the lungs, tones the muscles, keeps the joints in goodcondition, improves balance, and may slow bone loss. It also helps\\nmany people sleep better, feel less depressed, cope\\nbetter with stress and anxiety, and generally feel\\nmore relaxed and energetic.\\nYou can benefit from physical activity at any \\nage. In fact, staying active can help prevent,\\ndelay, or improve many age-related health\\nproblems. As you grow older, weight-\\nbearing activities can be particularly helpful for strengthening bones and muscles, improving balance, and loweringthe risk for serious falls. Good weight-\\nbearing activities include carrying groceries,\\nwalking, jogging, and lifting weights. (Start\\nwith 1- to 3-pound hand weights and gradually\\nprogress to heavier weights.) \\nActivities that promote balance and flexibility\\nare also important. Practices such as T’ai Chi\\nand yoga can improve both balance and \\nflexibility and can be done alternately with heart\\nhealthy physical activities. Check with your health\\ninsurance plan, local recreation center, YWCA \\nor YMCA, or adult education program for low-\\ncost classes in your area.\\nA Little Activity Goes a Long Way\\nThe good news is that to reap benefits from\\nphysical activity, you don’t have to run a\\nmarathon—or anything close to it. To reduce the riskYour Guide to a Healthy Heart\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 76}),\n",
              " Document(page_content='of disease, you only need to do about 30 minutes of moderate-\\nintensity physical activity on most, and preferably all, days of theweek. If you’re trying to manage your weight and prevent gradual,unhealthy weight gain, try to boost that level to approximately 60minutes of moderate- to vigorous-intensity physical activity on mostdays of the week.\\nBrisk walking (3 to 4 miles per hour) is an easy way to help keep\\nyour heart healthy. One study, for example, showed that regular,brisk walking reduced the risk of heart attack by the same amountas more vigorous exercise, such as jogging. To make physical activi-ty a pleasure rather than a chore, choose activities you enjoy. Ride a bike. Go hiking. Dance. Play ball. Swim. Keep doing physicaltasks around the house and yard. Rake leaves. Climb stairs. Mulchyour garden. Paint a room.\\nYou can do an activity for 30 minutes at one time, or choose shorter\\nperiods of at least 10 minutes each. For example, you could spend10 minutes walking on your lunch break, another 10 minutes rakingleaves in the backyard, and another 10 minutes lifting weights. Theimportant thing is to total about 30 minutes of activity each day.(To avoid weight gain, try to total about 60 minutes per day.)\\nNo Sweat!\\nGetting regular physical activity can be easy—especially if you takeadvantage of everyday opportunities to move around. For example:\\n■Use stairs—both up and down—instead of elevators. Start with one flight of stairs and gradually build up to more.\\n■Park a few blocks from the office or store and walk the rest of the way. If you take public transportation, get off a stop or two early and walk a few blocks.\\n■Instead of eating that rich dessert or extra snack, take a brisk stroll around the neighborhood.\\n■Do housework or yard work at a more vigorous pace.\\n■When you travel, walk around the train station, bus station, or airport rather than sitting and waiting.\\n■Keep moving while you watch TV. Lift hand weights, do some gentle yoga stretches, or pedal an exercise bike.\\n■Spend less time watching TV and using the computer.73Taking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 77}),\n",
              " Document(page_content='74\\nSafe Moves\\nSome people should get medical advice before starting regular physi-cal activity. Check with your doctor if you:\\n■Are over 50 years old and not used to moderately energetic activity \\n■Currently have heart trouble or have had a heart attack\\n■Have a parent or sibling who developed heart disease at an early age\\n■Have a chronic health problem, such as high blood pressure, diabetes, osteoporosis, or obesity \\nOnce you get started, keep these guidelines in mind: Go slow . Before each activity session, allow a 5-minute period of\\nslow-to-moderate movement to give your body a chance to limber upand get ready for more exercise. At the end of the warmup period,gradually increase your pace. Toward the end of your activity, takeanother 5 minutes to cool down with a slower, less energetic pace.It’s best to wait until after your activity to do stretching exercises.\\nListen to your body . A certain amount of stiffness is normal at first.\\nBut if you hurt a joint or pull a muscle, stop the activity for severaldays to avoid more serious injury. Rest and over-the-counterpainkillers can heal most minor muscle and joint problems.\\nCheck the weather report . Dress appropriately for hot, humid days\\nand for cold days. In all weather, drink lots of water before, during,and after physical activity.\\nPay attention to warning signals . While physical activity can\\nstrengthen your heart, some types of activity may worsen existingheart problems. Warning signals include sudden dizziness, coldsweat, paleness, fainting, or pain or pressure in your upper body justafter doing a physical activity. If you notice any of these signs, callyour doctor right away.\\nUse caution . If you’re concerned about the safety of your surround-\\nings, pair up with a buddy for outdoor activities. Walk, bike, or jogduring daylight hours.Your Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 78}),\n",
              " Document(page_content='Stay the course . Unless you have to stop your activity for a health\\nreason, stick with it. If you feel like giving up because you thinkyou’re not going as fast or as far as you should, set smaller, short-term goals for yourself. If you find yourself becoming bored, trydoing an activity with a friend. Or switch to another activity. Thetremendous health benefits of regular, moderate-intensity physicalactivity are well worth the effort.\\nWhat’s Your Excuse? \\nWe all have reasons to stay inactive. But with alittle thought and planning, you can overcomemost obstacles to physical activity. For exam-ple:\\n“I don’t have time to exercise.” While\\nphysical activity does take time, rememberthat you can reduce your heart diseaserisk by getting just 30 minutes ofmoderate-intensity physical activityon most days of the week. Plus,you can save time by doubling upon some activities. For exam-ple, you can ride an exer-cise bike or use handweights while watchingTV. Or, you can trans-form some of youreveryday chores—likewashing your car orwalking the dog—intoheart healthy activitiesby doing them morebriskly than usual.\\n“I don’t like to exercise.”  You may have bad\\nmemories of doing situps or running around thetrack in high school, forcing yourself through every sweating, panting moment. Now we know that you can get plenty of gainwithout pain. Activities you already do, such as gardening or walking, can improve your health. So just do more of the activitiesyou like. If possible, get your friends or family members involved so that you can support each other.75\\nTaking Charge: An Action Plan for Heart Health', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 79}),\n",
              " Document(page_content='76Your Guide to a Healthy Heart“I don’t have the energy to be more active.” Get active first—with\\nbrief periods of moderate-intensity physical activity—and watchyour energy start to soar. Once you begin regular physical activity,you will almost certainly feel stronger and more vigorous. As youprogress, daily tasks will seem easier.\\n“I want to exercise, but I keep forgetting!” Leave your sneakers near\\nthe door to remind yourself to walk, or bring a change of clothes towork and head straight for the gym, yoga class, or walking trail onthe way home. Put a note on your calendar to remind yourself toexercise. While you’re at it, get in the habit of adding more activityto your daily routine.\\nMove It and Lose It\\nActivity Calories Burned Per Hour*\\nWalking, 2 mph 240\\nWalking, 3 mph 320Walking, 4.5 mph 440Bicycling, 6 mph 240Bicycling, 12 mph 410Tennis, singles 400Swimming, 25 yards per minute 275Swimming, 50 yards per minute 500Hiking 408Cross-country skiing 700Jumping rope 750Jogging, 5.5 mph 740Jogging, 7 mph 920\\n* For a healthy, 150-pound person.  A lighter person burns fewer calories; a heavier person burns more. \\nYou CanStop Smoking\\nThe good news is that quitting smoking immediately reduces your\\nrisk of heart disease and other serious disorders, with the benefitincreasing over time. Just 1 year after you stop smoking, your heartdisease risk will drop by more than half. Within several years, it willapproach the heart disease risk of someone who has never smoked.No matter how long you’ve been smoking, or how much, quittingwill lessen your chances of developing heart disease.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 80}),\n",
              " Document(page_content='77Taking Charge: An Action Plan for Heart HealthWalk Into Health:\\nA 12-Week Program\\nWalk Into HealthDo on most days each week. Your heart will thank you! \\nWarmup Activity Cool Down Total Time\\nWeek 1\\nWalk slowly 5 min. Walk briskly 5 min. Walk slowly 5 min. 15 min.\\nWeek 2\\nWalk slowly 5 min. Walk briskly 7 min. Walk slowly 5 min. 17 min.\\nWeek 3\\nWalk slowly 5 min. Walk briskly 9 min. Walk slowly 5 min. 19 min.\\nWeek 4\\nWalk slowly 5 min. Walk briskly 11 min. Walk slowly 5 min. 21 min.\\nWeek 5\\nWalk slowly 5 min. Walk briskly 13 min. Walk slowly 5 min. 23 min.\\nWeek 6\\nWalk slowly 5 min. Walk briskly 15 min. Walk slowly 5 min. 25 min.\\nWeek 7\\nWalk slowly 5 min. Walk briskly 18 min. Walk slowly 5 min. 28 min.\\nWeek 8\\nWalk slowly 5 min. Walk briskly 20 min. Walk slowly 5 min. 30 min.\\nWeek 9\\nWalk slowly 5 min. Walk briskly 23 min. Walk slowly 5 min. 33 min.\\nWeek 10\\nWalk slowly 5 min. Walk briskly 26 min. Walk slowly 5 min. 36 min.\\nWeek 11\\nWalk slowly 5 min. Walk briskly 28 min. Walk slowly 5 min. 38 min.\\nWeek 12\\nWalk slowly 5 min. Walk briskly 30 min. Walk slowly 5 min. 40 min.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 81}),\n",
              " Document(page_content='78Your Guide to a Healthy HeartPrepare to Succeed\\n■Get motivated . Take some time to think about all the benefits \\nof being “smoke free.” Besides the health benefits of quitting, what else do you have to gain? Money saved from not buying cigarettes? Loved ones no longer exposed to secondhand smoke? A better appearance? No more standing outside in the cold or rain for a smoke? Write down all of the reasons you want to stop smoking.\\n■Sign on the dotted line . Write a brief contract that states your \\nintention to stop smoking, your quitting date, and some ways you plan to reward yourself for becoming an exsmoker. Have someone sign it with you.\\n■Lineup support . Ask the person who cosigns your contract—or\\nanother friend or relative—to give you special support in your efforts to quit. Plan to get in touch with your support person regularly to share your progress and to get encouragement. If possible, quit with a friend or family member.\\nBreaking the Habit\\n■Know yourself . To quit successfully, you need to know your \\npersonal smoking “triggers.” These are the situations and feelings that typically bring on the urge to light up. Some common triggers are drinking coffee, having an alcoholic drink, talking on the phone, watching someone else smoke, and experiencing stress. Make a list of your own personal triggers.Especially during the first weeks after quitting, try to avoid as many triggers as you can.\\n■Find new habits . Replace your “triggers” with new activities \\nthat you don’t associate with smoking. For example, if you’ve always had a cigarette with a cup of coffee, switch to tea for a while. If stress is a trigger for you, try a relaxation exercise such as deep breathing to calm yourself. (Take a slow, deep breath, count to five, and release it. Repeat 10 times.) \\n■Keep busy . Get involved in activities that require you to use your\\nhands, such as needlework, art projects, jigsaw puzzles, or fix-upprojects around your house or apartment. When you feel the urge to put something in your mouth, try some vegetable sticks, apple slices, or sugarless gum. Some people find it helpful to \\ninhale on a straw or chew on a toothpick until the urge passes.\\n■Keep moving . Walk, garden, bike, or do some yoga stretches.\\nPhysical activity will make you feel better and will help prevent weight gain.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 82}),\n",
              " Document(page_content='79Taking Charge: An Action Plan for Heart HealthMy father died of heart problems.\\nI’m on medication for my high blood pressure. I’m trying to learn from my family history byfocusing on maintaining myquality of life. I don’t want to get old. I want to be able to do all the things Ihave been doing all my life. I am a little kid atheart.ALAN LETOW \\n“\\n”', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 83}),\n",
              " Document(page_content='80Your Guide to a Healthy Heart■Know what to expect . During the first few weeks after quitting,\\nyou may experience temporary withdrawal symptoms such as headaches, irritability, tiredness, and trouble concentrating.While these feelings are not pleasant, it may help to know that they are signs that your body is recovering from smoking. Mostsymptoms end within 2 to 4 weeks.\\n■Ask for help . A number of free or low-cost programs are avail-\\nable to help people stop smoking. They include programs offered by local chapters of the American Lung Association andthe American Cancer Society. Other low-cost programs can be found through hospitals, health maintenance organizations, workplaces, and community groups.\\n■Give yourself a break . Get plenty of rest, drink lots of water, \\nand eat three healthy meals each day. If you are not as productive\\nor cheerful as usual during the first weeks after quitting, be gentle with yourself. Give yourself a chance to adjust to your new smoke-free lifestyle. Congratulate yourself for making a major, positive change in your life.\\nMore Help forQuitting\\nAs you prepare to quit smoking, consider using a medicine that\\ncan help you stay off cigarettes. Some of these medicationscontain very small amounts of nicotine, which can help lessenthe urge to smoke. They include nicotine gum (available over-thecounter), the nicotine patch (available over the counter and byprescription), a nicotine inhaler (by prescription only), and a nico-tine nasal spray (by prescription only). Another quitting aid isBupropion SR, a medicine that contains no nicotine but reducesthe craving for cigarettes. It is available only by prescription.While all of these medications can help people stop smoking,they are not safe for everyone. Talk with your doctor aboutwhether you should try any of these aids. \\nHelp for Quitting', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 84}),\n",
              " Document(page_content='81Taking Charge: An Action Plan for Heart HealthA Weighty Concern\\nMany people fear that if they stop smoking, they will gain\\nunwanted weight. But most exsmokers gain less than 10pounds. Weight gain may be partly due to changes in the waythe body uses calories after smoking stops. Some people alsomay gain weight because they substitute high-calorie foods forcigarettes. Choosing more low-calorie foods and getting morephysical activity can reduce the amount of weight you gain.\\nIf you do put on some weight, you can work on losing it after you\\nhave become comfortable as a nonsmoker. When you considerthe serious health risks of smoking, the possibility of gaining afew pounds is no reason to continue.\\nA Weighty ConcernIf You “Slip”\\nA slip means that you’ve had a small setback and smoked a cigaretteafter your quit date. Most smokers slip three to five times beforethey quit for good. To get right back on the nonsmoking track:\\n■Don’t be discouraged . Having a cigarette doesn’t mean you \\ncan’t quit smoking. A slip happens to many people who successfully quit. Keep thinking of yourself as a nonsmoker.(You are one.)\\n■Learn from experience . What was the “trigger” that made you \\nlight up? Were you driving home from work, enjoying a glass of wine at a party, feeling angry with your boss? Think back on the day’s events until you remember what the trigger was.\\n■Take charge . Write a list of things you will do the next time \\nyou face that particular trigger situation—and other tempting situations as well. Sign a new contract with your support person to show yourself how determined you are to kick the habit. You’re on your way.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 85}),\n",
              " Document(page_content='82Your Guide to a Healthy HeartAspirin:Take With Caution\\nThis well-known “wonder drug” is an antiplatelet\\nmedicine that can help to lower the risk of a heart\\nattack or stroke for those who have already had\\none. Aspirin also can help to keep arteries open\\nin those who have had a heart bypass or other\\nartery-opening procedure, such as angioplasty. In\\naddition, aspirin is given to people who arrive at the hospitalwith a suspected heart attack or stroke.\\nIt’s important to know that aspirin has not been approved by the\\nU.S. Food and Drug Administration for the prevention of heartattacks in those who have never had a heart attack or stroke. \\nHowever, a recent, large study has found that among healthy\\nwomen, taking low-dose aspirin every other day may help toprevent a first stroke, and among women over the age of 65,may also help prevent a first heart attack. If you are consider-ing taking aspirin for this purpose, keep in mind that it is apowerful drug with many side effects, and can mix dangerous-ly with other drugs. Take daily aspirin to prevent heart attackonly with your doctor’s specific advice and guidance. If aspirinis a good choice for you, be sure to take the dose recommended by your doctor. \\nIf you’re thinking about using aspirin to either prevent or treat\\na heart problem, talk with your doctor first. Only a doctor whoknows your medical history and current health condition canjudge whether the benefits would outweigh the risks. If aspirinis a good choice for you, be sure to take the dose recom-mended by your doctor.  \\nIf your doctor does advise you to take aspirin, be sure to \\ncontinue practicing the “Big Four” heart healthy habits—eatingnutritiously, getting regular physical activity, maintaining ahealthy weight, and avoiding smoking. While aspirin can be a useful treatment for some people, it is not a substitute for ahealthy lifestyle.\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 86}),\n",
              " Document(page_content='83Heart Health Is a Family AffairWhen it comes to heart health, what’s good for you is good for your\\nwhole family—including its youngest members. We now know thattwo-thirds of teenagers have at least one risk factor for heart dis-ease, from overweight and “couch potato-itis” to unhealthy bloodpressure and cholesterol levels. Even more disturbing, about onemillion U.S. teenagers have metabolic syndrome, which is a clusterof risk factors that greatly increases the risk of a later heart attack.We owe it to our children and grandchildren to help them developheart healthy habits—and the earlier the better. Here are some waysto begin:\\nSet a good example . Adults have a big influence on children’s and\\nteens’ behavior—even though kids may not want to admit it. If youfollow a healthy lifestyle, the younger members of your family will be\\nmore likely to do the same. Let them see you eat-\\ning nutritious snacks and enjoying outdoor\\nactivities, and invite them to join in. If you\\nsmoke, stop—and tell your kids and grand-\\nkids why you’re quitting.\\nWhat’s cookin’? Fully 80 percent of\\nchildren eat fewer than five serv-\\nings of fruits and vegetables per\\nday. What to do? Practice\\n“stealth cooking”—creating\\nhealthy meals for kids that will\\nstill make their mouths water. You\\ncan chop veggies into small pieces\\nand add them to favorite recipes,\\nsuch as pizza or spaghetti sauce.\\nIf your kids love tacos, try replacing\\ntaco shells with crunchy lettuce\\nleaves, and pile on some extra\\nchopped tomato. Use whole-wheatHeart Health Is a Family Affair\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 87}),\n",
              " Document(page_content='84\\nor bran breads to add fiber to sandwiches. For dessert, skip the ice\\ncream and offer fresh fruit, fig bars, ginger snaps, graham crackers,or frozen fat-free dairy desserts.\\nRaise “kitchen kids.” Most children enjoy cooking when it’s pre-\\nsented as an easy, fun activity. Show young kids how to clean fruitsand veggies and combine them into colorful salads. Let them make“fruit-salad faces” out of sliced apples, bananas, and raisins. Whenthey’re old enough, teach children to use the stove, oven, microwave,and toaster safely. Show teens how to make simple, healthy dishes,such as whole-grain pasta with vegetables and broiled chicken orfish. Encourage them to be creative with herbs and spices. Childrenwho have basic kitchen skills appreciate food more and are morelikely to try new dishes.\\nGet them moving . The latest “Dietary Guidelines for Americans”\\nrecommend that children and teenagers be physically active for atleast 60 minutes per day. Yet, in a world chock full of video games,TV shows, and computer offerings, few young people are as activeas they should be. To encourage children to get off the couch, findout what kinds of physical activities they do enjoy and make it easyfor them to participate. If the kids in your family like to ride bikes,plan a Sunday outing on your local trail. Walk, cycle, or jog withthem to places close by. Use your backyard or local park to toss aFrisbee around or to play a game of basketball, badminton, or vol-leyball. Make an effort to gear activities to children’s ages. Youngerkids, up to age 10, tend to have quick bursts of energy sandwichedbetween longer periods of rest, while older children usually have\\nmore endurance. Play down\\nthe competition, play up\\nthe fun, and pretty soon,\\nyour kids may start\\nasking youto\\nshoot some\\nhoops. Better\\nget in shape! \\nYour Guide to a Healthy Heart', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 88}),\n",
              " Document(page_content='85A Change of HeartTaking care of your heart is one of the most important things you\\ncan do for your health and well-being. But, because heart healthinvolves changing daily habits, it can require some real effort. Tomake the process easier, try tackling only one habit at a time. Forexample, if you smoke cigarettes and also eat a diet high in saturat-ed fats, work first on kicking the smoking habit. Then, once you’vebecome comfortable as a nonsmoker, begin to skim the fat fromyour diet.\\nRemember, nobody’s perfect. Nobody always eats the ideal diet or\\ngets just the right amount of physical activity. The important thing\\nis to follow a sensible, realistic\\nplan that will gradually lessen\\nyour chances of developing\\nheart disease.\\nSo keep at it. Work\\nwith your doctor. Ask\\nfamily members and\\nfriends for support. If you\\nslip, try again. Be good to\\nyour heart, and it will\\nreward you many times\\nover—with a better\\nchance for a longer, more\\nvigorous life.A Change of Heart\\n', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 89}),\n",
              " Document(page_content='86Your Guide to a Healthy HeartHow To Estimate Your Risk\\nEstimate of 10-Year Risk for Men \\nPoint Total 10-Year Risk %\\n<0 <1 \\n01  11  21   31   41  52  62  73  84  95  \\n10 6 11 8 12 10 13 1214 16 15 20 16 25 \\n≥17  ≥30 <160 0 0 0 0 0\\n160–199 4 3 2 1 0200–239 7 5 3 1 0240–279 9 6 4 2 1\\n≥280 11 8 5 3 1Total\\nCholesterol Age 20–39 Age 40–49 Age 50–59 Age 60–69 Age 70–79\\nAge 20–39 Age 40–49 Age 50–59 Age 60–69 Age 70–79Points \\nNonsmoker 00 000\\nSmoker 85 311Points\\nHDL (mg/dL) Points\\n≥60 -1\\n50–59 040–49 1\\n<40 2\\nSystolic BP (mmHg) If Untreated If Treated\\n<120 0 0\\n120–129 0 1130–139 1 2140–159 1 2\\n≥160 2 3Age Points\\n20–34 -9\\n35–39 -440–44 045–49 350–54 655–59 860–64 1065–69 1170–74 1275–79 13\\n10-Year risk_____%', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 90}),\n",
              " Document(page_content='87A Change of HeartHow To Estimate Your Risk\\nEstimate of 10-Year Risk for Women \\nPoint Total 10-Year Risk %\\n<9 <1 \\n91  \\n10 1 11 1  12 1  13 2 14 2 15 3 16 4 17 5 18 6 19 8 20 11 21 14 22 17 23 22 24 27 \\n≥25  ≥30 <160 0 0 0 0 0\\n160–199 4 3 2 1 1200–239 8 6 4 2 1240–279 11 8 5 3 2\\n≥280 13 10 7 4 2Total\\nCholesterol Age 20–39 Age 40–49 Age 50–59 Age 60–69 Age 70–79\\nAge 20–39 Age 40–49 Age 50–59 Age 60–69 Age 70–79Points\\nNonsmoker 00 000\\nSmoker 97 421Points \\nHDL (mg/dL) Points\\n≥60 -1\\n50–59 040–49 1\\n<40 2\\nSystolic BP (mmHg) If Untreated If Treated\\n<120 0 0\\n120–129 1 3130–139 2 4140–159 3 5\\n≥160 4 6Age Points\\n20–34 -7\\n35–39 -340–44 045–49 350–54 655–59 860–64 1065–69 1270–74 1475–79 16\\n10-Year risk_____%', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 91}),\n",
              " Document(page_content='88Your Guide to a Healthy HeartTo Learn More\\nThe National Heart, Lung, and Blood Institute provides information\\non the prevention and treatment of heart disease and offers publica-tions on heart health and heart disease.\\nNHLBI Health Information Center NHLBI Heart Health\\nP.O. Box 30105 Information Line\\nBethesda, MD 20824-0105 1–800–575–WELLPhone:  301–592–8573 Provides toll-free recordedTTY:  240–629–3255 messages.Fax:  301–592–8563\\nAlso, check out these heart health Web sites and Web pages:\\nNHLBI Web site: www.nhlbi.nih.govDiseases and Conditions A–Z Index:\\nhttp://www.nhlbi.nih.gov/health/dci/index.html \\nThe Heart Truth: A National Awareness Campaign for Women \\nAbout Heart Disease: www.hearttruth.gov\\nYour Guide to Lowering High Blood Pressure: www.nhlbi.nih.gov/hbp/index.htmlLive Healthier, Live Longer (on lowering elevated blood cholesterol):\\nwww.nhlbi.nih.gov/chd\\nHigh Blood Cholesterol: What You Need To Know:\\nwww.nhlbi.nih.gov/health/public/heart/chol/hbc_what.htm\\nAim for a Healthy Weight:\\nwww.nhlbi.nih.gov/health/public/heart/obesity/lose_wt/index.htm\\nAct in Time to Heart Attack Signs: www.nhlbi.nih.gov/actintime/index.htmHeart Healthy Recipes:\\nwww.nhlbi.nih.gov/health/public/heart/other/syah/index.htmhttp://www.nhlbi.nih.gov/health/public/heart/other/ktb_recipebk/\\nSmoking Cessation: For information from the National Cancer Institute on\\nquitting smoking, call 1–800–QUITNOW (1–800–784–8669) or go to http://www.smokefree.gov/\\nFor still more information on heart health, see Medline Plus:\\nhttp://medlineplus.gov/', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 92}),\n",
              " Document(page_content='Discrimination Prohibited: Under provisions of\\napplicable public laws enacted by Congresssince 1964, no person in the United States shall,on the grounds of race, color, national origin,handicap, or age, be excluded from participationin, be denied the benefits of, or be subjected todiscrimination under any program or activity (or,on the basis of sex, with respect to any educa-tion program or activity) receiving Federal finan-cial assistance. In addition, Executive Order11141 prohibits discrimination on the basis ofage by contractors and subcontractors in theperformance of Federal contracts, and ExecutiveOrder 11246 states that no federally funded con-tractor may discriminate against any employee orapplicant for employment because of race, color,religion, sex, or national origin. Therefore, theNational Heart, Lung, and Blood Institute must beoperated in compliance with these laws andExecutive Orders.', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 93}),\n",
              " Document(page_content='U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of HealthNational Heart, Lung, and Blood Institute\\nNIH Publication No. 06–5269\\nNovember 2005ISBN 1-933236-03-5', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 94})]"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "docs"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z_A2nX3-Ptgl"
      },
      "source": [
        "## Text Splitting - Chunking"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Bouw0M5ANVqL"
      },
      "outputs": [],
      "source": [
        "text_splitter = RecursiveCharacterTextSplitter(chunk_size=300, chunk_overlap=50)\n",
        "chunks = text_splitter.split_documents(docs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TfDphk1rrM0A",
        "outputId": "b71e0fb5-6f1d-4c19-b2f0-7d7466f7e812"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "747"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "len(chunks)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fsc6K_Z3NnhT",
        "outputId": "6c01581b-2285-44ba-a286-3570ea5b3c08"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Document(page_content='YOUR GUIDE TO\\nA Healthy Heart\\nU.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of Health\\nNational Heart, Lung, and Blood Institute', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 0})"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chunks[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jenEDd6hN7Cn",
        "outputId": "6402c1d3-9a08-4f82-eb91-6dd433f25f13"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Document(page_content='YOUR GUIDE TO\\nA Healthy Heart\\nU.S. D EPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of Health\\nNational Heart, Lung, and Blood InstituteNIH Publication No. 06-5269December 2005', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 1})"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chunks[1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xLh3j6guOTLY",
        "outputId": "5e98d201-72f5-4aae-ac6e-ec559f789a91"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Document(page_content='U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES\\nNational Institutes of HealthNational Heart, Lung, and Blood InstituteWritten by: Marian Sandmaier', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 2})"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chunks[2]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B-lh4cUSO5EH",
        "outputId": "fde107c1-24a2-4eff-cc98-4524d293b33e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Document(page_content='Heart Disease: Why Should You Care? . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1\\nWhat You Need To Know About Heart Disease . . . . . . . . . . . . . . . . . . . . . . 3', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 3})"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chunks[3]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_eZw3iXPPlGs",
        "outputId": "28441a57-73c7-4836-bab3-61bfbfe3eece"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Document(page_content='What Is Heart Disease?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3Who Is at Risk? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4How Risk Works . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .', metadata={'source': '/content/sample_data/Data/healthyheart.pdf', 'page': 3})"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chunks[4]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wxL78Mn0P3N2"
      },
      "source": [
        "## Embeddings"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568,
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            "5fc49bc5adea49ff8a8a386ad94f9aec",
            "91d66f7d2da944b6b9250d369ec9bf93",
            "5224157273014ba98018a6fb4407a34e",
            "96f39c15023a4ef6bc87899ab34a5f21",
            "f1e929c3460b4c089f6b9c8ed45fc7ba",
            "e00ba2bc759d4a8d8b99280bc9807829",
            "6728078ce6a34217bf23a78acb7a7d41",
            "c90c91213ef748ddbb0abe1b4d3ab5cf",
            "326556dbd5aa482b8571bb08bcddadba",
            "377c2c9093e846e7a5d6a1a8b00721b3",
            "a03aa45fa40442c685b7dbb6fa30508d"
          ]
        },
        "collapsed": true,
        "id": "QcUdFP8cPz1L",
        "outputId": "85125e99-74af-4e68-b402-8b93ea0a8c93"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
            "  from tqdm.autonotebook import tqdm, trange\n",
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f9617dac87a844bab82aaf75ef7b19b9",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "757866d25f364d52b888d131457dc38e",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config_sentence_transformers.json:   0%|          | 0.00/124 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f4e3159897c04ce784a8c4d7f6cfa913",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "README.md:   0%|          | 0.00/94.6k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6619954126f3483589dc567eea6ce98f",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "sentence_bert_config.json:   0%|          | 0.00/52.0 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "aa5c018f82e24c10aeda3191c73dfc00",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/777 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "80ececcda70f4b9aa797ff897ae37a51",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/438M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "64f4ab9e835f4647a20aa89d2e768c90",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/366 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f5f35158b57140e3867cf367cd3d51c8",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1b36f540844348d99d66d70efba1ad6a",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/711k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "82a7f9d2308f436c849a81f576289a1c",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/125 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5fc49bc5adea49ff8a8a386ad94f9aec",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "embeddings = HuggingFaceEmbeddings(model_name=\"BAAI/bge-base-en-v1.5\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cJMgeAOrQfuk"
      },
      "source": [
        "## Vector Store - FAISS or ChromaDB"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "c2ZmC8zq1PW5"
      },
      "outputs": [],
      "source": [
        "vectorstore = Chroma.from_documents(chunks, embeddings)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FmJth21AQx8V",
        "outputId": "55cf995e-5342-4988-aa98-fb50d196de7b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<langchain_community.vectorstores.chroma.Chroma at 0x7e7399604520>"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "vectorstore"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MxUNoeFeR7-u"
      },
      "outputs": [],
      "source": [
        "query = \"who is at risk of heart disease\"\n",
        "search = vectorstore.similarity_search(query)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4mVaIlkZRiXk"
      },
      "source": [
        "## Retriever"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rK67OkSQRbnk"
      },
      "outputs": [],
      "source": [
        "retriever = vectorstore.as_retriever(\n",
        "    search_kwargs={'k': 5}\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HC4Xly8XSf26",
        "outputId": "01808ef9-3ed9-4b9b-fd09-adf285d1be1b"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain_core/_api/deprecation.py:119: LangChainDeprecationWarning: The method `BaseRetriever.get_relevant_documents` was deprecated in langchain-core 0.1.46 and will be removed in 0.3.0. Use invoke instead.\n",
            "  warn_deprecated(\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "[Document(page_content='an important risk factor for heart disease and other medicaldisorders.', metadata={'page': 13, 'source': '/content/sample_data/Data/healthyheart.pdf'}),\n",
              " Document(page_content='Some people may need to take additional steps to prevent heart', metadata={'page': 49, 'source': '/content/sample_data/Data/healthyheart.pdf'}),\n",
              " Document(page_content='important risk factorsfor heart disease and how each of them affects your health.', metadata={'page': 15, 'source': '/content/sample_data/Data/healthyheart.pdf'}),\n",
              " Document(page_content='high risk for a heart attack—at the same level of risk as someone who has heart disease.Also, even though overweight and physical inactivity are not on this list of risk factors,they are conditions that raise your risk for heart disease and need to be corrected.', metadata={'page': 24, 'source': '/content/sample_data/Data/healthyheart.pdf'}),\n",
              " Document(page_content='While each risk factor increases your risk of heart disease, having', metadata={'page': 8, 'source': '/content/sample_data/Data/healthyheart.pdf'})]"
            ]
          },
          "execution_count": 29,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "retriever.get_relevant_documents(query)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "al9E1TqMS7Mq"
      },
      "source": [
        "## Large Language Model - Open Source"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_dy-nCxqTQTG"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2mihcpTwkYkI"
      },
      "outputs": [],
      "source": [
        "from langchain_community.llms import HuggingFaceHub\n",
        "\n",
        "llm = HuggingFaceHub(\n",
        "    repo_id=\"HuggingFaceH4/zephyr-7b-beta\",\n",
        "    task=\"text-generation\",\n",
        "    model_kwargs={\n",
        "        \"max_new_tokens\": 512,\n",
        "        \"top_k\": 30,\n",
        "        \"temperature\": 0.1,\n",
        "        \"repetition_penalty\": 1.03,\n",
        "    },\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5Y2ukOe5TS6u"
      },
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eOm3anhXTwg-"
      },
      "source": [
        "## RAG Chain"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "r2e1y9iZkVNS"
      },
      "outputs": [],
      "source": [
        "from langchain.schema.runnable import RunnablePassthrough\n",
        "from langchain.schema.output_parser import StrOutputParser\n",
        "from langchain.prompts import ChatPromptTemplate"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "aBDfjug4U61T"
      },
      "outputs": [],
      "source": [
        "template = \"\"\"\n",
        "<|context|>\n",
        "You are an AI assistant that follows instruction extremely well.\n",
        "Please be truthful and give direct answers\n",
        "</s>\n",
        "<|user|>\n",
        "{query}\n",
        "</s>\n",
        " <|assistant|>\n",
        "\"\"\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oGSLkCc7U8YI"
      },
      "outputs": [],
      "source": [
        "prompt = ChatPromptTemplate.from_template(template)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hLfDSrrzU1kE"
      },
      "outputs": [],
      "source": [
        "rag_chain = (\n",
        "    {\"context\": retriever,  \"query\": RunnablePassthrough()}\n",
        "    | prompt\n",
        "    | llm\n",
        "    | StrOutputParser()\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "35B_JEcKVERB"
      },
      "outputs": [],
      "source": [
        "response = rag_chain.invoke(\"what is Hypertrophic cardiomyopathy?\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 149
        },
        "id": "uyor1d0xVHnW",
        "outputId": "0fc506f7-6981-464a-9b7c-0ea9d4661022"
      },
      "outputs": [
        {
          "data": {
            "text/markdown": "> Human: \n> <|context|>\n> You are an AI assistant that follows instruction extremely well.\n> Please be truthful and give direct answers\n> </s>\n> <|user|>\n> what is Hypertrophic cardiomyopathy?\n> </s>\n>  <|assistant|>\n> Hypertrophic cardiomyopathy (HCM) is a genetic heart condition that causes the heart muscle to thicken, making it harder for the heart to pump blood effectively. This can lead to symptoms such as shortness of breath, chest pain, and palpitations, and in severe cases, it can cause sudden cardiac arrest. HCM affects approximately 1 in every 500 people and can be inherited or occur spontaneously. Treatment may include medications to manage symptoms, lifestyle changes, and in some cases, surgery or other procedures to improve heart function.",
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ]
          },
          "execution_count": 66,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "to_markdown(response)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "szG5MJhzORkC",
        "outputId": "aba1b9af-9ed0-40df-fbb0-adfeeef89227"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Answer:  Human: \n",
            "<|context|>\n",
            "You are an AI assistant that follows instruction extremely well.\n",
            "Please be truthful and give direct answers\n",
            "</s>\n",
            "<|user|>\n",
            "side effects of smoking on the heart?\n",
            "</s>\n",
            " <|assistant|>\n",
            "Smoking has several negative effects on the heart, including:\n",
            "\n",
            "1. Increased risk of coronary heart disease: Smoking damages the lining of the arteries, making them more prone to atherosclerosis (the buildup of plaque in the arteries). This can lead to narrowing or blockage of the arteries, which increases the risk of heart attack and stroke.\n",
            "\n",
            "2. Increased heart rate and blood pressure: Nicotine, the addictive substance in cigarettes, causes the heart to beat faster and harder, which can lead to high blood pressure over time.\n",
            "\n",
            "3. Reduced oxygen supply to the heart: Carbon monoxide, a toxic gas found in cigarette smoke, binds to hemoglobin (the protein in red blood cells that carries oxygen) more strongly than oxygen does. This reduces the amount of oxygen that can be carried to the heart, which can lead to angina (chest pain) and heart failure.\n",
            "\n",
            "4. Increased risk of heart failure: Smoking weakens the heart muscle, making it more difficult for the heart to pump blood effectively. This can lead to heart failure, a condition in which the heart is unable to pump enough blood to meet the body's needs.\n",
            "\n",
            "5. Increased risk of sudden cardiac arrest: Smoking can cause abnormal heart rhythms, which can lead to sudden cardiac arrest (SCA). SCA is a sudden, unexpected stoppage of the heart's normal rhythm, which can be fatal if not treated immediately.\n",
            "\n",
            "Quitting smoking is the best way to reduce these risks and improve heart health. Over time, the body begins to repair the damage caused by smoking, and the risk of heart disease decreases.\n",
            "Answer:  Human: \n",
            "<|context|>\n",
            "You are an AI assistant that follows instruction extremely well.\n",
            "Please be truthful and give direct answers\n",
            "</s>\n",
            "<|user|>\n",
            "name 5 hereditary heart diseases\n",
            "</s>\n",
            " <|assistant|>\n",
            "1. Hypertrophic Cardiomyopathy (HCM): This is a genetic condition that causes the heart muscle to thicken, making it harder for the heart to pump blood. It can lead to heart failure, arrhythmias, and sudden cardiac arrest.\n",
            "\n",
            "2. Long QT Syndrome (LQTS): This is a genetic disorder that affects the electrical system of the heart. It can cause abnormal heart rhythms, fainting, seizures, and sudden cardiac arrest.\n",
            "\n",
            "3. Arrhythmogenic Right Ventricular Cardiomyopathy (ARVC): This is a genetic condition that affects the heart muscle, causing it to replace with scar tissue or fat. It can lead to abnormal heart rhythms, heart failure, and sudden cardiac arrest.\n",
            "\n",
            "4. Dilated Cardiomyopathy (DCM): This is a genetic condition that causes the heart to enlarge and weaken, making it harder for the heart to pump blood. It can lead to heart failure, arrhythmias, and sudden cardiac arrest.\n",
            "\n",
            "5. Marfan Syndrome: This is a genetic disorder that affects the connective tissue in the body, including the heart. It can cause an enlarged aorta, which can lead to aortic dissection, heart failure, and sudden cardiac arrest.\n"
          ]
        },
        {
          "ename": "KeyboardInterrupt",
          "evalue": "Interrupted by user",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-67-9593f812be29>\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mwhile\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[0;32m----> 4\u001b[0;31m   \u001b[0muser_input\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Input Prompt: \"\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      5\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0muser_input\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'exit'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Exiting'\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/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36mraw_input\u001b[0;34m(self, prompt)\u001b[0m\n\u001b[1;32m    849\u001b[0m                 \u001b[0;34m\"raw_input was called, but this frontend does not support input requests.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    850\u001b[0m             )\n\u001b[0;32m--> 851\u001b[0;31m         return self._input_request(str(prompt),\n\u001b[0m\u001b[1;32m    852\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_ident\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    853\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_header\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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        "import sys\n",
        "\n",
        "while True:\n",
        "  user_input = input(f\"Input Prompt: \")\n",
        "  if user_input == 'exit':\n",
        "    print('Exiting')\n",
        "    sys.exit()\n",
        "  if user_input == '':\n",
        "    continue\n",
        "  result = rag_chain.invoke(user_input)\n",
        "  print(\"Answer: \",result)"
      ]
    }
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