Test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "605bb2cf-e638-4d6f-8871-3281c3a9548d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c94827-9423-4f45-8e75-104a0b899220",
   "metadata": {},
   "outputs": [],
   "source": [
    "keywords = [\n",
    "    \"Preventive%20Health\",\n",
    "    \"Wellness\",\n",
    "    \"Preventive%20Medicine\",\n",
    "    \"Health%20Tips\",\n",
    "    \"Disease%20Prevention\",\n",
    "    \"Healthy%20Lifestyle\",\n",
    "    \"Immunizations\",\n",
    "    \"Nutrition\",\n",
    "    \"Physical%20Activity\",\n",
    "    \"Stress%20Reduction\",\n",
    "    \"Mental%20Health\",\n",
    "    \"Preventive%20Screenings\",\n",
    "    \"Healthy%20Aging\",\n",
    "    \"Family%20Health\",\n",
    "    \"Community%20Health\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0e734257-bcc6-4aac-8edc-db2ed1284341",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import time\n",
    "import openai\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "accbe032-df5a-4678-b625-d3e266e57c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the OpenAI API key\n",
    "openai.api_key = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ea1fe77e-fdaa-44cf-88f9-6da785402ad9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'url': 'https://www.healthline.com/search?q1=Preventive%20Health'}, {'url': 'https://www.healthline.com/search?q1=Wellness'}, {'url': 'https://www.healthline.com/search?q1=Preventive%20Medicine'}, {'url': 'https://www.healthline.com/search?q1=Health%20Tips'}, {'url': 'https://www.healthline.com/search?q1=Disease%20Prevention'}, {'url': 'https://www.healthline.com/search?q1=Healthy%20Lifestyle'}, {'url': 'https://www.healthline.com/search?q1=Immunizations'}, {'url': 'https://www.healthline.com/search?q1=Nutrition'}, {'url': 'https://www.healthline.com/search?q1=Physical%20Activity'}, {'url': 'https://www.healthline.com/search?q1=Stress%20Reduction'}, {'url': 'https://www.healthline.com/search?q1=Mental%20Health'}, {'url': 'https://www.healthline.com/search?q1=Preventive%20Screenings'}, {'url': 'https://www.healthline.com/search?q1=Healthy%20Aging'}, {'url': 'https://www.healthline.com/search?q1=Family%20Health'}, {'url': 'https://www.healthline.com/search?q1=Community%20Health'}]\n"
     ]
    }
   ],
   "source": [
    "# Generate Keyword searches.\n",
    "kws = list()\n",
    "for keyword in keywords:\n",
    "    kws.append({\"url\": f\"https://www.healthline.com/search?q1={keyword}\"})\n",
    "print(kws)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a8e7a2a-3b99-45bf-ae9e-61e0cfc27030",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install -U selenium\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "399cffd5-50a8-4025-983e-275bfbed7240",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = f\"https://www.healthline.com/search?q1={keywords[0]}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "201cf6bd-ea72-4dd8-bce1-fe30e1b12085",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.healthline.com/search?q1=Preventive%20Health\n"
     ]
    }
   ],
   "source": [
    "print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "48ca3521-8579-4188-a579-05a94303449f",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_tag = \"css-nw354e\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5760d112-78a3-4693-a9e4-7280a961746e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium.webdriver.common.by import By"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f7da19bf-19fb-4d92-9466-70ccec9280bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_article_links(d):\n",
    "    # Perform web automation tasks\n",
    "    elements = d.find_elements(By.CLASS_NAME, a_tag)\n",
    "    \n",
    "    # Extract and print the href attributes of the <a> elements\n",
    "    for element in elements:\n",
    "        href = element.get_attribute('href')\n",
    "        \n",
    "        print(href)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "96bd0487-f30b-4fb7-b3e6-00fe6c5d5722",
   "metadata": {},
   "outputs": [],
   "source": [
    "def summarize_article(url):\n",
    "\n",
    "    # Get the article text using BeautifulSoup\n",
    "    response = requests.get(url)\n",
    "    html_content = response.content\n",
    "    soup = BeautifulSoup(html_content, \"html.parser\")\n",
    "    title = soup.title.string\n",
    "    print(title)\n",
    "    text = soup.get_text()\n",
    "\n",
    "    # Generate a summary using OpenAI GPT-3.5-Turbo\n",
    "    word_count = len(text.split())\n",
    "    summary_length = int(word_count * 0.25)  # 25% of the word count\n",
    "    prompt = f\"Summarize the following article in {summary_length} words:\\n{text}\"\n",
    "    response = openai.ChatCompletion.create(\n",
    "        model=\"gpt-3.5-turbo\",\n",
    "        messages=[\n",
    "            {\"role\": \"system\", \"content\": \"You are called daytwa. You are a helpful assistant bot built to help desigh a preventive health software.\"},\n",
    "            {\"role\": \"user\", \"content\": prompt},\n",
    "        ]\n",
    "    )\n",
    "    summary = response['choices'][0]['message']['content']\n",
    "\n",
    "    print(summary)\n",
    "    return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "d6236910-8efe-4b3a-b49f-d946a187b975",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preventive Health: What Is It and Why Is It Important?\n",
      "Preventive health refers to routine care that individuals receive in order to maintain their health and detect medical conditions before they become serious or difficult to treat. Preventive healthcare is essential in preventing diseases before they happen, but unfortunately, many adults do not receive the recommended preventive care. Only 8% of adults in the United States aged 35 and older received the recommended preventive care in 2018.\n",
      "\n",
      "Preventive health includes a range of services such as tests, screenings, and counseling. For adults, preventive healthcare may involve screenings for conditions like heart disease, diabetes, and cancer, as well as counseling for smoking cessation and healthy eating habits. Children also require preventive care, which includes yearly check-ups, vaccinations, and screenings for conditions like autism and lead poisoning.\n",
      "\n",
      "Most health insurance plans cover the full cost of preventive health services, including private health insurance plans, plans purchased through the Health Insurance Marketplace, Medicaid, and the Children's Health Insurance Program (CHIP).\n",
      "\n",
      "Common preventive screenings for adults include screenings for breast cancer, colorectal cancer, cervical cancer, prostate cancer, blood pressure, cholesterol, and diabetes. Immunizations are also an essential part of preventive care for both children and adults, including vaccines for the flu, COVID-19, and boosters for childhood vaccines. Preventive counseling may be available to help manage chronic conditions, make healthy lifestyle choices, quit smoking, or screen for mental health conditions.\n",
      "\n",
      "Knowing your family health history is crucial in preventive health. If you have close relatives with conditions like diabetes, heart disease, or cancer, you may be at a higher risk, and early or more frequent screenings may be necessary. By understanding your family history, you can take steps to lower your risk and participate in screenings and lifestyle choices to prevent or manage these conditions.\n",
      "\n",
      "It is essential to differentiate between preventive tests and diagnostic tests. Preventive tests are screenings that are conducted before symptoms develop, while diagnostic tests are used to learn more about a condition once symptoms are present. Preventive health is about participating in routine tests, screenings, and immunizations to detect and prevent diseases.\n",
      "\n",
      "Overall, preventive health plays a crucial role in helping individuals stay healthy and detect health issues early on. By participating in preventive care, individuals can take proactive steps in maintaining their health and well-being. It is important to consult with healthcare professionals to understand what screenings and vaccinations are recommended for you and your family members.\n"
     ]
    }
   ],
   "source": [
    "summarize_article(\"https://www.healthline.com/health/what-is-preventive-health-and-why-is-it-important\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "35fc9b3b-9ea7-4cb5-8427-5921a0e31762",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Message: no such window: target window already closed\n",
      "from unknown error: web view not found\n",
      "  (Session info: chrome=118.0.5993.117)\n",
      "Stacktrace:\n",
      "#0 0x5574b2143fb3 <unknown>\n",
      "#1 0x5574b1e174a7 <unknown>\n",
      "#2 0x5574b1df0204 <unknown>\n",
      "#3 0x5574b1e85caf <unknown>\n",
      "#4 0x5574b1e99756 <unknown>\n",
      "#5 0x5574b1e80713 <unknown>\n",
      "#6 0x5574b1e5318b <unknown>\n",
      "#7 0x5574b1e53f7e <unknown>\n",
      "#8 0x5574b21098d8 <unknown>\n",
      "#9 0x5574b210d800 <unknown>\n",
      "#10 0x5574b2117cfc <unknown>\n",
      "#11 0x5574b210e418 <unknown>\n",
      "#12 0x5574b20db42f <unknown>\n",
      "#13 0x5574b21324e8 <unknown>\n",
      "#14 0x5574b21326b4 <unknown>\n",
      "#15 0x5574b2143143 <unknown>\n",
      "#16 0x7f8bfcbeb609 start_thread\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "\n",
    "# Create a new instance of the Chrome driver\n",
    "driver = webdriver.Chrome()\n",
    "\n",
    "# Navigate to a website\n",
    "driver.get(url)\n",
    "\n",
    "\n",
    "current_page = 1\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        print(f'Current Page: {current_page}'\n",
    "\n",
    "        # Find the <ul> element with class \"ais-Pagination-list\"\n",
    "        ul_element = driver.find_element(By.CLASS_NAME, \"ais-Pagination-list\")\n",
    "\n",
    "        # Find the <a> element with the text matching the current page number\n",
    "        next_page_a = ul_element.find_element(By.PARTIAL_LINK_TEXT, str(current_page))\n",
    "        \n",
    "        # get_article_links(driver)\n",
    "       \n",
    "        next_page_a.click()\n",
    "        \n",
    "        # Wait briefly for the page to load (you may need to adjust the wait time)\n",
    "        time.sleep(2)\n",
    "\n",
    "        # Increment the current page counter\n",
    "        current_page += 1\n",
    "    except Exception as e:\n",
    "        # If there are no more pages, break out of the loop\n",
    "        print(e)\n",
    "        break\n",
    "\n",
    "# Close the browser when done\n",
    "driver.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8186c399-44c8-4bf9-8904-52ebf5df5f9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Healthline CSS\n",
    "card = \"css-1hm2gwy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f540fc5-c548-4293-89cc-a3a20542035e",
   "metadata": {},
   "outputs": [],
   "source": [
    "keyword = \"Preventive Health\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3cb48ebd-29f7-4c6d-b0e0-dd9ee722ecf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching Health Line for keyword: Preventive Health\n",
      "Response status code: 200\n",
      "<!DOCTYPE html>\n",
      "<html lang=\"en\"><head>\n",
      "<link as=\"script\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/_next/vendor-8e6da-legacy.js\" rel=\"preload\"/><link as=\"script\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/_next/lib-7b55e-legacy.js\" rel=\"preload\"/><link as=\"script\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/_next/8f26806c-ccea-4fe1-bd70-3db4dc2649ed/hl/pages/search.js-legacy.js\" rel=\"preload\"/>\n",
      "<title>Search Results</title><link href=\"https://www.healthline.com/search\" rel=\"canonical\"><meta content=\"noindex\" name=\"robots\"/><meta content=\"https://assets.healthline.com/content/hl_sharing_v2.jpg\" name=\"twitter:image\"/><meta content=\"https://assets.healthline.com/content/hl_sharing_v2.jpg\" property=\"og:image\"/>\n",
      "<style data-emotion=\"css \"></style><script>\n",
      "(function (){window.dataLayer = window.dataLayer || [];})()\n",
      "</script><script>\n",
      " (function (w, d, s, l, i) { w[l] = w[l] || []; w[l].push({ \"gtm.start\": new Date().getTime(), event: \"gtm.js\" }); var f = d.getElementsByTagName(s)[0], j = d.createElement(s), dl = l != \"dataLayer\" ? \"&l=\" + l : \"\"; j.async = true; j.src = \"https://gtm-server.healthline.com/gtm.js?id=\" + i + dl; f.parentNode.insertBefore(j, f); })(window, document, \"script\", \"dataLayer\", \"GTM-MB6365D\"); \n",
      "</script><script>\n",
      "(function () {window.dataLayer.push({event: \"ABConfig received\", \"ABConfig\": {\"enableDatadogRUM\":false,\"scrollIndicator\":false,\"prerollAdRule\":false,\"postrollAdRule\":false,\"activationReadNext\":true,\"sharedContainers\":false,\"adbDlbFix\":false,\"livedExperienceMVP\":false,\"compareProductCards\":false,\"expandedTableOfContents\":false,\"collapsedTableOfContents\":false,\"experimentalRPM\":\"variant\",\"tiktokPixel\":true,\"drugCostSavingVersion\":\"v1\",\"reducedFontSize\":false,\"cbdPriceSwap\":false,\"updateTCF\":false,\"affiliateDisclaimer\":false}})})()\n",
      "</script><script>\n",
      "(function () {window.dataLayer.push({event: \"Tenant Received\", \"Tenant\": \"hl\"})})()\n",
      "</script><script>\n",
      "(function () {window.dataLayer.push({event: \"TLDDomain Received\", \"TLDDomain\": \"healthline.com\"})})()\n",
      "</script><script>\n",
      "(function () {window.dataLayer.push({event: \"appState Received\", \"appState\": {\"title\":\"Search Results\",\"pageTemplate\":\"Search Results\",\"targeting\":{},\"hidePlacements\":[\"a:head\",\"a:foot\"],\"skipMPD\":true,\"categories\":[],\"canonical\":\"https://www.healthline.com/search\",\"canonicalPath\":\"/search\"}})})()\n",
      "</script><script>\n",
      "(function () {window.dataLayer.push({event: \"Consent Status Received\", \"consent\": true})})()\n",
      "</script><meta content=\"width=device-width, initial-scale=1, user-scalable=no\" name=\"viewport\"/><meta charset=\"utf-8\"/><meta content=\"max-image-preview:large\" name=\"robots\"/><link as=\"font\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/fonts/proxima/v1/32A982_7_0.woff2\" rel=\"preload\" type=\"font/woff2\"><link as=\"font\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/fonts/proxima/v1/32A982_9_0.woff2\" rel=\"preload\" type=\"font/woff2\"><link as=\"font\" crossorigin=\"anonymous\" href=\"https://assets.healthline.com/fonts/proxima/v1/38C507_0_0.woff2\" rel=\"preload\" type=\"font/woff2\"/><link href=\"https://images-prod.healthline.com/hlcmsresource/images/frontend-static/favicon/v1/apple-touch-icon.png\" rel=\"apple-touch-icon\" sizes=\"180x180\"/><link href=\"https://images-prod.healthline.com/hlcmsresource/images/frontend-static/favicon/hl-logo-logomark-circle-black.ico\" rel=\"shortcut icon\"/><link crossorigin=\"true\" href=\"https://securepubads.g.doubleclick.net\" rel=\"preconnect\"/><link crossorigin=\"true\" href=\"https://ib.adnxs.com\" rel=\"preconnect\"/><link crossorigin=\"true\" href=\"https://prebid.media.net\" rel=\"preconnect\"/><link crossorigin=\"true\" href=\"https://tlx.3lift.com\" rel=\"preconnect\"/><link crossorigin=\"true\" href=\"https://static.chartbeat.com\" rel=\"preconnect\"/><link crossorigin=\"true\" href=\"https://adserver-us.adtech.advertising.com\" rel=\"preconnect\"/><style>.css-5r4717{cursor:pointer;text-decoration:none;border-color:currentColor;color:#02838d}.css-5r4717:hover{color:#db1f88}.css-5r4717:hover img,.css-5r4717:hover .image{opacity:0.8}.css-5r4717:hover svg{fill:currentColor}.css-5r4717:active{color:#9b1561}@keyframes 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      "</script><noscript><img alt=\"\" src=\"http://b.scorecardresearch.com/p?c1=2&amp;c2=31824268&amp;cv=2.0&amp;cj=1&amp;\"/></noscript><span>\n",
      "<!--\n",
      "CMS Id: \n",
      "Client Version: c20387e7467ed946d4f0fe6318a1be8d0463a42d\n",
      "Build Number: 231116\n",
      "Tag: \n",
      "--></span><div id=\"menu-host\"></div></body></html>\n",
      "[]\n"
     ]
    }
   ],
   "source": [
    "print(\"Searching Health Line for keyword:\", keyword)\n",
    "\n",
    "response = requests.get(url)\n",
    "print(\"Response status code:\", response.status_code)\n",
    "\n",
    "soup = BeautifulSoup(response.content, \"html.parser\")\n",
    "print(soup)\n",
    "# Find all <div> elements with class \"1hm2gwy\"\n",
    "div_elements = soup.find_all('div', class_=card)\n",
    "print(div_elements)\n",
    "# Extract href from <a> tags inside those <div> elements\n",
    "for div in div_elements:\n",
    "    a_tag = div.find('a')  # Find the <a> tag\n",
    "    if a_tag:\n",
    "        href = a_tag.get('href')  # Get the 'href' attribute\n",
    "        print(href)"
   ]
  },
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   "source": []
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