03_agentic_search.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fee7efd8-4441-4c60-88e0-0c6d03e56d10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting duckduckgo-search\n",
      "  Downloading duckduckgo_search-7.3.0-py3-none-any.whl.metadata (17 kB)\n",
      "Collecting click>=8.1.8 (from duckduckgo-search)\n",
      "  Downloading click-8.1.8-py3-none-any.whl.metadata (2.3 kB)\n",
      "Collecting primp>=0.11.0 (from duckduckgo-search)\n",
      "  Downloading primp-0.11.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",
      "Collecting lxml>=5.3.0 (from duckduckgo-search)\n",
      "  Downloading lxml-5.3.0-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (3.8 kB)\n",
      "Downloading duckduckgo_search-7.3.0-py3-none-any.whl (19 kB)\n",
      "Downloading click-8.1.8-py3-none-any.whl (98 kB)\n",
      "Downloading lxml-5.3.0-cp312-cp312-manylinux_2_28_x86_64.whl (4.9 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m5.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
      "\u001b[?25hDownloading primp-0.11.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.3 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m7.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
      "\u001b[?25hInstalling collected packages: primp, lxml, click, duckduckgo-search\n",
      "  Attempting uninstall: lxml\n",
      "    Found existing installation: lxml 5.2.1\n",
      "    Uninstalling lxml-5.2.1:\n",
      "      Successfully uninstalled lxml-5.2.1\n",
      "  Attempting uninstall: click\n",
      "    Found existing installation: click 8.1.7\n",
      "    Uninstalling click-8.1.7:\n",
      "      Successfully uninstalled click-8.1.7\n",
      "Successfully installed click-8.1.8 duckduckgo-search-7.3.0 lxml-5.3.0 primp-0.11.0\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "!{sys.executable} -m pip install duckduckgo-search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "98b7e7c2-9e4d-4966-bbd2-edd4988bf25a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# libraries\n",
    "from dotenv import load_dotenv\n",
    "import os\n",
    "from tavily import TavilyClient\n",
    "\n",
    "# load environment variables from .env file\n",
    "_ = load_dotenv()\n",
    "\n",
    "# connect\n",
    "client = TavilyClient(api_key=os.environ.get(\"TAVILY_API_KEY\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4d0444d5-1d47-4e9e-b6e8-167f2734efef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"The new Nvidia Blackwell GPU features the Grace Blackwell Superchips, which combine advanced neural processing units with the AWS Nitro System's virtualization and networking for enhanced AI research and development. The architecture powers the RTX 50-series GPUs, offering upgrades like DLSS 4, Reflex 2, and mega geometry for improved performance and efficiency in AI workloads.\""
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# run search\n",
    "result = client.search(\"What is in Nvidia's new Blackwell GPU?\",\n",
    "                       include_answer=True)\n",
    "\n",
    "# print the answer\n",
    "result[\"answer\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c87b0d51-a4e9-499b-aacd-61a55225bb80",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regular Search\n",
    "\n",
    "city = \"Berlin\"\n",
    "query = f\"\"\"\n",
    "    what is the current weather in {city}?\n",
    "    Should I travel there today?\n",
    "    \"weather.com\"\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89c53c5f-7fd8-45a2-94c0-c7a21b6b11e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://weather.com/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\n",
      "https://weather.com/weather/hourbyhour/l/Medina+OH?canonicalCityId=57da01730985c71883330f27f1a1996beb441e267f193461252b7748bc5e1f8a\n",
      "https://weather.com/weather/tenday/l/d8d389839961218e1cfda5163b46a6fc2e77abdb14ac965e2328833cca6fe4df\n",
      "https://weather.com/weather/hourbyhour/l/Berlin+NJ?canonicalCityId=38d7bdd0da44aa7b06211a51cc8717a22bf0dad17caf3e5508b76d3abe139ad0\n",
      "https://weather.com/weather/today/l/New+Berlin+WI?canonicalCityId=1624aa768327e48f9ed55490375dab2e5c82583b852785a887f8bb6ec4dcfa1b\n",
      "https://weather.com/\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from duckduckgo_search import DDGS\n",
    "import re\n",
    "\n",
    "ddg = DDGS()\n",
    "\n",
    "def search(query, max_results=6):\n",
    "    try:\n",
    "        results = ddg.text(query, max_results=max_results)\n",
    "        return [i[\"href\"] for i in results]\n",
    "    except Exception as e:\n",
    "        print(f\"returning previous results due to exception reaching ddg.\")\n",
    "        results = [ # cover case where DDG rate limits due to high deeplearning.ai volume\n",
    "            \"https://weather.com/weather/today/l/USCA0987:1:US\",\n",
    "            \"https://weather.com/weather/hourbyhour/l/54f9d8baac32496f6b5497b4bf7a277c3e2e6cc5625de69680e6169e7e38e9a8\",\n",
    "        ]\n",
    "        return results  \n",
    "\n",
    "\n",
    "for i in search(query):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "67e01c5a-617c-4483-9c83-c485daf78ee3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def scrape_weather_info(url):\n",
    "    \"\"\"Scrape content from the given URL\"\"\"\n",
    "    if not url:\n",
    "        return \"Weather information could not be found.\"\n",
    "    \n",
    "    # fetch data\n",
    "    headers = {'User-Agent': 'Mozilla/5.0'}\n",
    "    response = requests.get(url, headers=headers)\n",
    "    if response.status_code != 200:\n",
    "        return \"Failed to retrieve the webpage.\"\n",
    "\n",
    "    # parse result\n",
    "    soup = BeautifulSoup(response.text, 'html.parser')\n",
    "    return soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8d3dd1f8-1caa-4883-94ca-29fb3b83d63e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Website: https://weather.com/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\n",
      "\n",
      "\n",
      "<body><div class=\"appWrapper DaybreakLargeScreen LargeScreen lightTheme twcTheme DaybreakLargeScreen--appWrapper--ZkDop gradients--cloudyFoggyNight--O3uQX gradients--cloudyFoggyNight-top--Oklha\" id=\"appWrapper\"><div class=\"region-meta\"><div class=\"removeIfEmpty\" id=\"WxuHtmlHead-meta-\"></div></div><div class=\"region-topAds regionTopAds DaybreakLargeScreen--regionTopAds--sDajQ\"><div class=\"removeIfEmpty\" id=\"WxuAd-topAds-53dce052-5465-4609-a555-c3a20ab64ab0\"><div class=\"adWrapper BaseAd--adWrapper--ANZ1O BaseAd--card--cqv7t BaseAd--hide--hCG8L\"><div class=\"adLabel BaseAd--adLabel--JGSp6\">Advertisement</div><div class=\"ad_module BaseAd--ad_module--ajh9S subs-undefined BaseAd--placeholder--ofteC\" id=\"WX_Hidden\"></div></div></div><div class=\"removeIfEmpty\" id=\"WxuAd-topAds-fe926b10-58bc-448a-ab09-47e692334250\"><div class=\"adWrapper BaseAd--adWrapper--ANZ1O BaseAd--card--cqv7t BaseAd--hide--hCG8L\"><div class=\"adLabel 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0-.305.047s-.164.164-.258.188-.281.164-.188.188c.07.023.07.211.023.328s-.047.305-.023.492.188.305.328.422.211.164.352.047.211-.047.234-.023c.047.023.141-.07.117-.188-.047-.117.047-.234.188-.211.047 0 .117 0 .188-.023.07 0 .141-.023.188-.023.117 0 .141.258 0 .375-.164.117-.07.281-.094.398s-.141.141 0 .141.094.023.188.047.164-.07.281-.094c.094 0 .328.211.281.305a.983.983 0 00-.07.469c.047.164.07.164.117.234.023.047.141.164.258.117s.234-.094.281-.141.305.094.281.141c-.023.023.094.07.164.023.094-.023.117-.094.188-.211a.672.672 0 01.281-.211c.047 0 .211-.164.328-.141.094.023-.047.164-.047.234 0 .094 0 .305.047.328.07 0 .047-.164.117-.281.07-.141.211-.188.281-.188s.117.258.211.211c.094-.07.281-.047.328.023.023.07.07.117.07.117s.07-.047.07-.117c0-.094.211-.141.352-.07s.094.094.164.117c.07 0 .141-.164.164-.188.047-.023 0 .211-.094.328-.117.094.07.07.094.117.023.023.047.023.094 0 .047 0 .117 0 .141.023.047.047.164.094.234.258.094.117.211.094.375.07s.375.07.539.258c.164.164.117.305.234.305s.141.141.141.188-.234.164-.352.188c-.141 0-.141.141.07.117.211-.047.117-.117.258-.141.141-.047.258.047.164.211-.141.164-.375.164-.164.188s.094-.047.211-.188c.117-.164.117-.117.188-.117.094 0 .258.047.328.094s.234.141.352.188c.117.07.258.047.328.023s.328.07.398.188c.07.094.258.117.375.164.094.047.234.188.234.328.023.141-.141.422-.141.492-.023.047-.234.305-.422.469s-.07.352-.07.422c.023.07-.141.375-.094.445s-.047.211-.141.328c-.094.094-.141.258-.188.352-.07.094-.234.07-.398.117-.164.023-.234.07-.234.07s-.305.117-.445.234c-.164.117.047.305-.023.445s-.164.141-.234.305c-.047.117-.094.094-.117.07-.023 0-.047-.023-.07 0-.07.047-.117.141-.117.258-.023.094-.141.211-.328.375-.164.164-.281.141-.469.07-.188-.047-.164-.516-.188-.445s-.023.305.023.352c.023.047.117.211.164.234.07.047.047.117 0 .164-.047.07-.211.305-.258.328s-.469.07-.563.023c-.07-.047-.117.094-.117.188.023.094.094.164-.07.141s-.352-.117-.352-.047.047.211.117.211.164-.047.117.047-.141.164-.211.211c-.047.047-.117.164-.258.258s-.141.141-.117.188.234.023.281.047-.047.211-.094.258-.281.234-.375.281-.094.211-.047.328c4.453-1.406 7.781-5.344 8.273-10.125-.117-.094-.047-.211-.07-.328-.023-.141-.164-.188-.094-.211s.047-.094.234-.281c0-.141.023-.281.023-.422v-.094c-.047-.094-.117-.258-.023-.422a11.765 11.765 0 00-2.766-7.125 5.65 5.65 0 01-.398.047c-.094 0-.234.211-.258.258s-.328 0-.422 0-.188.117-.375.141c-.164.023-.094.141-.07.234 0 .094-.047.141-.141.117-.117-.023-.094.047-.117.117s.023.188-.094.281c-.094.07-.141.117-.258.094-.117 0-.117-.211-.141-.188-.047 0-.234.141-.281.07s-.281-.234-.375-.258c-.094-.047-.164-.188-.188-.258-.047-.07.117-.07.07-.07-.047-.023-.211-.047-.258-.094s-.141-.258-.164-.328c0-.07.141-.164.141-.211 0-.023-.141-.023-.188-.023s-.117-.141-.047-.281.211-.094.211-.094h.117c.07 0 .047.164.023.234s.047.07.094.094.07-.07.07-.117c0-.07-.117-.211-.188-.281-.047-.07-.234-.094-.258-.047s-.164.234-.211.188-.047-.445-.117-.563-.328-.141-.445-.211c-.094-.047-.492-.117-.563-.117-.023 0-.094 0-.141.023a.482.482 0 01-.258 0c-.094-.023-.094-.211-.094-.211s-.07.188-.094.234c-.047.047-.141.07-.188.047s-.164-.234-.281-.258h-.117c-.047 0-.094 0-.164-.047-.141-.117.258-.094.281-.094s.328-.07.352-.141c0-.094.094-.188.234-.141.141.023.211-.094.188-.211s.258-.234.305-.164c.047.047.281 0 .211-.117s.281-.211.609-.234.422.023.492.07.281.047.398-.023A11.889 11.889 0 0011.992.304c-3.469 0-6.586 1.5-8.766 3.867z\"></path></svg><span class=\"LanguageSelector--LanguageSelectorStatus--bxy1o\" data-testid=\"languageSelectorStatus\">US</span><span class=\"LanguageSelector--unitDisplay--8FGMs\">°F</span><svg class=\"LanguageSelector--arrowIcon--3yZiR Icon--icon--ySD-o Icon--lightTheme--Mqfrs\" data-testid=\"Icon\" name=\"triangle-down\" set=\"ui\" style=\"width:17px\" theme=\"light\" viewbox=\"0 0 24 24\"><title>Arrow down</title><path d=\"M23.765 5.167h-23.53l11.75 13.666 11.779-13.666z\"></path></svg></div></button><nav aria-hidden=\"true\" class=\"ExpandableMenu--ExpandableMenu--DLqTu ExpandableMenu--fullWidth--IQ-7i LanguageSelector--LanguageSelectorMenu--zgBne\" hidden=\"\" tabindex=\"-1\"><div class=\"ExpandableMenu--inner--d7mmL ExpandableMenu--bottomRoundBorder--jWs31 ExpandableMenu--outline--U4tFj ExpandableMenu--fullWidthInner--f9K1d\"><div class=\"ExpandableMenu--innerPadding--t-XyG\"><section class=\"UnitSelector--UnitSelector--P+TRg LanguageSelector--unitSelectorContainer--rEQQ3\" data-testid=\"unitSelectorSection\"><ul aria-labelledby=\"UnitSelectorTabsLabel\" class=\"TabList--tabList--9QUOW UnitSelector--UnitSelectorTabList--pVhsa TabList--center--iDXfC\" data-testid=\"unitSelectorBar\" id=\"UnitSelectorTabs\" role=\"tablist\"><li aria-controls=\"UnitSelectorTabs-tabpanel_0\" aria-selected=\"true\" class=\"UnitSelector--UnitSelectorInactiveTab--wj0Uj TabList--tab--2mk3x TabList--default--IQyjF UnitSelector--UnitSelectorActiveTab--UrPsj undefined TabList--tabSelected--T4YuL\" data-testid=\"degreesFbutton\" id=\"UnitSelectorTabs-tab_0\" role=\"tab\" selected=\"\" tabindex=\"0\">°F</li><li aria-controls=\"UnitSelectorTabs-tabpanel_1\" aria-selected=\"false\" class=\"UnitSelector--UnitSelectorInactiveTab--wj0Uj TabList--tab--2mk3x TabList--default--IQyjF UnitSelector--UnitSelectorInactiveTab--wj0Uj\" data-testid=\"degreesCbutton\" id=\"UnitSelectorTabs-tab_1\" role=\"tab\" tabindex=\"0\">°C</li><li aria-controls=\"UnitSelectorTabs-tabpanel_2\" aria-selected=\"false\" class=\"UnitSelector--UnitSelectorInactiveTab--wj0Uj TabList--tab--2mk3x TabList--default--IQyjF UnitSelector--UnitSelectorInactiveTab--wj0Uj\" data-testid=\"hybridButton\" id=\"UnitSelectorTabs-tab_2\" role=\"tab\" tabindex=\"0\">Hybrid</li></ul><div aria-hidden=\"false\" aria-labelledby=\"UnitSelectorTabs-tab_0\" id=\"UnitSelectorTabs-tabpanel_0\" role=\"tabpanel\" theme=\"default\"><div class=\"UnitSelector--UnitSelectorPanel--GB-wb\" data-testid=\"imperialUnits\">Imperial - F / mph / miles / inches</div></div><div aria-hidden=\"true\" aria-labelledby=\"UnitSelectorTabs-tab_1\" hidden=\"\" id=\"UnitSelectorTabs-tabpanel_1\" role=\"tabpanel\" theme=\"default\"></div><div aria-hidden=\"true\" aria-labelledby=\"UnitSelectorTabs-tab_2\" hidden=\"\" id=\"UnitSelectorTabs-tabpanel_2\" role=\"tabpanel\" theme=\"default\"></div></section><div class=\"CountryList--languageSection--dx-S7\" data-testid=\"LanguageSection\"><details class=\"LanguageSelector--LanguageSection--wi4vW Disclosure--themeList--vEbAF\"><summary class=\"Disclosure--Summary--kMIqY CountryList--Summary--ZaOpZ LanguageSelector--Summary--PpuWo\"><div class=\"Disclosure--SummaryDefault--h4p1H\">Americas<svg class=\"Disclosure--SummaryIcon--ldYIx Icon--icon--ySD-o\" data-testid=\"Icon\" name=\"caret-down\" set=\"ui\" theme=\"\" viewbox=\"0 0 24 24\"><title>Arrow Down</title><path d=\"M12 16.086l7.293-7.293a1 1 0 1 1 1.414 1.414l-8 8a1 1 0 0 1-1.414 0l-8-8a1 1 0 1 1 1.414-1.414L12 16.086z\"></path></svg></div></summary><div class=\"LanguageSelector--Content--IY8mH\"><div class=\"CountryList--listContainer--CGSwd LanguageSelector--RegionBlock--xZ5YM\"><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-AG/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Antigua and Barbuda | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-AR/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Argentina | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-BS/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Bahamas | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-BB/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Barbados | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-BZ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Belize | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-BO/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Bolivia | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/pt-BR/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Brazil | Português</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-CA/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Canada | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CA/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Canada | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-CL/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Chile | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-CO/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Colombia | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-CR/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Costa Rica | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-DM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Dominica | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-DO/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Dominican Republic | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-EC/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Ecuador | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-SV/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">El Salvador | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-GD/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Grenada | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-GT/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Guatemala | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-GY/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Guyana | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-HT/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Haiti | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-HN/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Honduras | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-JM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Jamaica | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-MX/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Mexico | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-NI/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Nicaragua | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-PA/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Panama | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-PA/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Panama | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-PY/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Paraguay | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-PE/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Peru | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-KN/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">St. Kitts and Nevis | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-LC/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">St. Lucia | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-VC/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">St. Vincent and the Grenadines | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/nl-SR/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Suriname | Nederlands</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-TT/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Trinidad and Tobago | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-UY/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Uruguay | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">United States | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-US/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">United States | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-VE/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Venezuela | Español</a></div></div></details><details class=\"LanguageSelector--LanguageSection--wi4vW Disclosure--themeList--vEbAF\"><summary class=\"Disclosure--Summary--kMIqY CountryList--Summary--ZaOpZ LanguageSelector--Summary--PpuWo\"><div class=\"Disclosure--SummaryDefault--h4p1H\">Africa<svg class=\"Disclosure--SummaryIcon--ldYIx Icon--icon--ySD-o\" data-testid=\"Icon\" name=\"caret-down\" set=\"ui\" theme=\"\" viewbox=\"0 0 24 24\"><title>Arrow Down</title><path d=\"M12 16.086l7.293-7.293a1 1 0 1 1 1.414 1.414l-8 8a1 1 0 0 1-1.414 0l-8-8a1 1 0 1 1 1.414-1.414L12 16.086z\"></path></svg></div></summary><div class=\"LanguageSelector--Content--IY8mH\"><div class=\"CountryList--listContainer--CGSwd LanguageSelector--RegionBlock--xZ5YM\"><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-DZ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Algeria | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-DZ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Algeria | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/pt-AO/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Angola | Português</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-BJ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Benin | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-BF/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Burkina Faso | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-BI/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Burundi | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Cameroon | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-CM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Cameroon | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/pt-CV/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Cape Verde | Português</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CF/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Central African Republic | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-TD/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Chad | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-TD/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Chad | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-KM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Comoros | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-KM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Comoros | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CD/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Democratic Republic of the Congo | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CG/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Republic of Congo | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-CI/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Côte d'Ivoire | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-DJ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Djibouti | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-DJ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Djibouti | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-EG/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Egypt | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/es-GQ/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Equatorial Guinea | Español</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-ER/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Eritrea | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-GA/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Gabon | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-GM/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Gambia | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-GH/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Ghana | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/fr-GN/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Guinea | Français</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/pt-GW/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Guinea-Bissau | Português</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-KE/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Kenya | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-LS/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Lesotho | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/en-LR/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Liberia | English</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" href=\"/ar-LY/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\" target=\"_self\">Libya | العربية</a><a class=\"ListItem--listItem--UuEqg ListItem--disableBorder--mVHYd CountryList--DisclosureLink--mHV3q LanguageSelector--RegionLink--DISY0 Button--default--osTe5\" \n"
     ]
    }
   ],
   "source": [
    "# use DuckDuckGo to find websites and take the first result\n",
    "url = search(query)[0]\n",
    "\n",
    "# scrape first wesbsite\n",
    "soup = scrape_weather_info(url)\n",
    "\n",
    "print(f\"Website: {url}\\n\\n\")\n",
    "print(str(soup.body)[:50000]) # limit long outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98b87e6e-fd36-401a-8c49-7e719ebfa7ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Website: https://weather.com/weather/tenday/l/5ca23443513a0fdc1d37ae2ffaf5586162c6fe592a66acc9320a0d0536be1bb9\n",
      "\n",
      "\n",
      "recents Weather Forecasts Radar & Maps News & Media Products Health & Wellness Account Lifestyle Privacy Specialty Forecasts 10 Day Weather - Berlin, Germany Moderate Warning for Low Temperature Tonight Fri 31 | Night Cloudy skies. Cold. Low 33F. Winds light and variable. Heads-up Just Released: Your February Temperature Outlook Sat 01 Sat 01 | Day Overcast. High 41F. Winds light and variable. Sat 01 | Night Cloudy. Cold. Low 32F. Winds light and variable. Sun 02 Sun 02 | Day Overcast. High 39F. Winds light and variable. Sun 02 | Night Cloudy skies early, then partly cloudy after midnight. Very cold. Low near 30F. Winds light and variable. Mon 03 Mon 03 | Day Sunshine and clouds mixed. High 39F. Winds light and variable. Mon 03 | Night Mostly clear skies. Widespread frost likely. Low 26F. Winds light and variable. Tue 04 Tue 04 | Day Mainly sunny. High around 40F. Winds S at 5 to 10 mph. Tue 04 | Night Clear skies. Hard freeze expected. Low around 25F. Winds light and variable. Wed 05 Wed 05 | Day Partly cloudy skies. High 41F. Winds WSW at 5 to 10 mph. Wed 05 | Night Cloudy skies. Low 32F. Winds NW at 5 to 10 mph. Thu 06 Thu 06 | Day Considerable cloudiness. High 41F. Winds NNW at 5 to 10 mph. Thu 06 | Night Mostly cloudy skies early, then partly cloudy after midnight. Low near 30F. Winds NE at 5 to 10 mph. Fri 07 Fri 07 | Day Mainly cloudy. High 39F. Winds E at 5 to 10 mph. Fri 07 | Night Mostly cloudy. Low around 30F. Winds E at 5 to 10 mph. Sat 08 Sat 08 | Day Mainly cloudy. High 37F. Winds E at 5 to 10 mph. Sat 08 | Night Mostly cloudy skies. Low near 30F. Winds ENE at 5 to 10 mph. Sun 09 Sun 09 | Day Considerable cloudiness. High 38F. Winds E at 5 to 10 mph. Sun 09 | Night Partly cloudy skies. Low 29F. Winds ENE at 5 to 10 mph. Mon 10 Mon 10 | Day Sunshine and clouds mixed. High 37F. Winds E at 5 to 10 mph. Mon 10 | Night A few clouds from time to time. Low 28F. Winds E at 5 to 10 mph. Tue 11 Tue 11 | Day Partly cloudy. High 36F. Winds E at 5 to 10 mph. Tue 11 | Night Partly cloudy. Low 29F. Winds E at 5 to 10 mph. Wed 12 Wed 12 | Day Partly cloudy. High 39F. Winds ESE at 5 to 10 mph. Wed 12 | Night Partly cloudy skies early will give way to considerable cloudiness and fog after midnight. Low near 30F. Winds E at 5 to 10 mph. Thu 13 Thu 13 | Day Areas of fog early, then partly cloudy in the afternoon. High 39F. Winds ESE at 5 to 10 mph. Thu 13 | Night Foggy early, then partly cloudy later at night. Low around 30F. Winds E at 5 to 10 mph. Fri 14 Fri 14 | Day Mostly cloudy. High near 40F. Winds ESE at 5 to 10 mph. Fri 14 | Night Partly to mostly cloudy. Low near 30F. Winds E at 5 to 10 mph. Don't Miss Radar Wellness In Winter Home, Garage & Garden Trending Now Winter Central Is The Groundhog Often Right? Sun & Moon Stay Healthy These Facial Steamers Are The Must-Have Winter Accessory 10 Columbia Winter Fleece Favorites Starting At $24 27 Valentine’s Day Gift Ideas For The Whole Family Air Purifier Guide: How It Works And Our Top Picks Stay Safe Air Quality Index Air quality is considered satisfactory, and air pollution poses little or no risk. Health & Activities Seasonal Allergies and Pollen Count Forecast No pollen detected in your area We recognize our responsibility to use data and technology for good. We may use or share your data with our data vendors. Take control of your data. The Weather Channel is the world's most accurate forecaster according to ForecastWatch, Global and Regional Weather Forecast Accuracy Overview , 2017-2022, commissioned by The Weather Company. © The Weather Company, LLC 2025\n"
     ]
    }
   ],
   "source": [
    "# extract text\n",
    "weather_data = []\n",
    "for tag in soup.find_all(['h1', 'h2', 'h3', 'p']):\n",
    "    text = tag.get_text(\" \", strip=True)\n",
    "    weather_data.append(text)\n",
    "\n",
    "# combine all elements into a single string\n",
    "weather_data = \"\\n\".join(weather_data)\n",
    "\n",
    "# remove all spaces from the combined text\n",
    "weather_data = re.sub(r'\\s+', ' ', weather_data)\n",
    "    \n",
    "print(f\"Website: {url}\\n\\n\")\n",
    "print(weather_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4ae188ee-f42d-4ec2-95ac-933e666b19ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'location': {'name': 'Berlin', 'region': 'Berlin', 'country': 'Germany', 'lat': 52.5167, 'lon': 13.4, 'tz_id': 'Europe/Berlin', 'localtime_epoch': 1738376454, 'localtime': '2025-02-01 03:20'}, 'current': {'last_updated_epoch': 1738376100, 'last_updated': '2025-02-01 03:15', 'temp_c': 0.2, 'temp_f': 32.4, 'is_day': 0, 'condition': {'text': 'Clear', 'icon': '//cdn.weatherapi.com/weather/64x64/night/113.png', 'code': 1000}, 'wind_mph': 6.5, 'wind_kph': 10.4, 'wind_degree': 279, 'wind_dir': 'W', 'pressure_mb': 1031.0, 'pressure_in': 30.45, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 86, 'cloud': 0, 'feelslike_c': -3.2, 'feelslike_f': 26.3, 'windchill_c': -0.5, 'windchill_f': 31.0, 'heatindex_c': 2.4, 'heatindex_f': 36.4, 'dewpoint_c': 0.2, 'dewpoint_f': 32.4, 'vis_km': 10.0, 'vis_miles': 6.0, 'uv': 0.0, 'gust_mph': 9.9, 'gust_kph': 15.9}}\n"
     ]
    }
   ],
   "source": [
    "# Agentic Search\n",
    "\n",
    "# run search\n",
    "result = client.search(query, max_results=1)\n",
    "\n",
    "# print first result\n",
    "data = result[\"results\"][0][\"content\"]\n",
    "\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "dba26938-dfb5-4db7-882b-36921a225f74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m    \u001b[39;49;00m\u001b[94m\"location\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m{\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"name\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"Berlin\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"region\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"Berlin\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"country\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"Germany\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"lat\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m52.5167\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"lon\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m13.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"tz_id\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"Europe/Berlin\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"localtime_epoch\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m1738376454\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"localtime\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"2025-02-01 03:20\"\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m    \u001b[39;49;00m},\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m    \u001b[39;49;00m\u001b[94m\"current\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m{\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"last_updated_epoch\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m1738376100\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"last_updated\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"2025-02-01 03:15\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"temp_c\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0.2\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"temp_f\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m32.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"is_day\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"condition\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m{\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m            \u001b[39;49;00m\u001b[94m\"text\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"Clear\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m            \u001b[39;49;00m\u001b[94m\"icon\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"//cdn.weatherapi.com/weather/64x64/night/113.png\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m            \u001b[39;49;00m\u001b[94m\"code\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m1000\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m},\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"wind_mph\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m6.5\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"wind_kph\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m10.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"wind_degree\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m279\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"wind_dir\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[33m\"W\"\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"pressure_mb\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m1031.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"pressure_in\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m30.45\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"precip_mm\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"precip_in\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"humidity\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m86\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"cloud\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"feelslike_c\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m-3.2\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"feelslike_f\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m26.3\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"windchill_c\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m-0.5\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"windchill_f\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m31.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"heatindex_c\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m2.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"heatindex_f\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m36.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"dewpoint_c\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0.2\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"dewpoint_f\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m32.4\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"vis_km\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m10.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"vis_miles\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m6.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"uv\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m0.0\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"gust_mph\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m9.9\u001b[39;49;00m,\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m        \u001b[39;49;00m\u001b[94m\"gust_kph\"\u001b[39;49;00m:\u001b[37m \u001b[39;49;00m\u001b[34m15.9\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n",
      "\u001b[37m    \u001b[39;49;00m}\u001b[37m\u001b[39;49;00m\n",
      "}\u001b[37m\u001b[39;49;00m\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "from pygments import highlight, lexers, formatters\n",
    "\n",
    "# parse JSON\n",
    "parsed_json = json.loads(data.replace(\"'\", '\"'))\n",
    "\n",
    "# pretty print JSON with syntax highlighting\n",
    "formatted_json = json.dumps(parsed_json, indent=4)\n",
    "colorful_json = highlight(formatted_json,\n",
    "                          lexers.JsonLexer(),\n",
    "                          formatters.TerminalFormatter())\n",
    "\n",
    "print(colorful_json)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "40732cb4-4ab5-43fc-a6be-c433051f175f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src='./berlin-weather.png' width='800' height='600'>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "display(HTML(\"<img src='./berlin-weather.png' width='800' height='600'>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f06d6bf2-d30e-4c8f-937a-29763bde90d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}