347 lines
11 KiB
Plaintext
347 lines
11 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "5787d599-798e-4161-a473-970e8d948db3",
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"metadata": {},
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"source": [
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"# Community contribution\n",
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"\n",
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"Generating a sports brochure - and then in Spanish! Many thanks for the contribution."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "4ed9b1c0-50dc-48ea-b1b6-6be3264255b6",
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"metadata": {},
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"outputs": [],
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"source": [
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"# imports\n",
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"\n",
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"import os\n",
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"import requests\n",
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"import json\n",
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"from typing import List\n",
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"from dotenv import load_dotenv\n",
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"from bs4 import BeautifulSoup\n",
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"from IPython.display import Markdown, display, update_display\n",
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"from openai import OpenAI"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "23cc579a-43eb-44b5-8105-8ec3d46ec029",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Initialize and constants\n",
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"\n",
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"load_dotenv()\n",
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"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
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"MODEL = 'gpt-4o-mini'\n",
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"openai = OpenAI()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "0206cf1d-00c5-401d-8aa0-88a83aeb8c83",
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"metadata": {},
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"outputs": [],
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"source": [
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"# A class to represent a Webpage\n",
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"\n",
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"class Website:\n",
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" url: str\n",
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" title: str\n",
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" body: str\n",
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" links: List[str]\n",
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"\n",
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" def __init__(self, url):\n",
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" self.url = url\n",
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" response = requests.get(url)\n",
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" self.body = response.content\n",
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" soup = BeautifulSoup(self.body, 'html.parser')\n",
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" self.title = soup.title.string if soup.title else \"No title found\"\n",
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" if soup.body:\n",
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" for irrelevant in soup.body([\"script\", \"style\", \"img\", \"input\"]):\n",
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" irrelevant.decompose()\n",
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" self.text = soup.body.get_text(separator=\"\\n\", strip=True)\n",
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" else:\n",
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" self.text = \"\"\n",
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" links = [link.get('href') for link in soup.find_all('a')]\n",
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" self.links = [link for link in links if link]\n",
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"\n",
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" def get_contents(self):\n",
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" return f\"Webpage Title:\\n{self.title}\\nWebpage Contents:\\n{self.text}\\n\\n\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e1ab939b-0a81-4301-8820-abdc1b740a86",
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"metadata": {},
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"outputs": [],
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"source": [
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"caps = Website(\"https://www.nhl.com/capitals/\")\n",
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"print(caps.get_contents())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "6bc9763c-e8cb-47f4-a5f0-fccbdb34f5f9",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(caps.links)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "11a407e0-6d23-4199-bb58-344352178978",
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"metadata": {},
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"outputs": [],
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"source": [
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"link_system_prompt = \"You are provided with a list of links found on a webpage. \\\n",
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"You are able to decide which of the links would be most relevant to include in a brochure about the team, \\\n",
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"such as links to an About page, Team, News, Schedule, History, Stats pages.\\n\"\n",
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"link_system_prompt += \"You should respond in JSON as in this example:\"\n",
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"link_system_prompt += \"\"\"\n",
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"{\n",
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" \"links\": [\n",
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" {\"type\": \"about page\", \"url\": \"https://full.url/goes/here/about\"},\n",
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" {\"type\": \"team page\", \"url\": \"https://full.url/goes/here/team\"},\n",
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" {\"type\": \"news page\": \"url\": \"https://another.full.url/news\"},\n",
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" {\"type\": \"schedule page\": \"url\": \"https://another.full.url/schedule\"},\n",
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" {\"type\": \"history page\": \"url\": \"https://another.full.url/history\"},\n",
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" {\"type\": \"stats page\": \"url\": \"https://another.full.url/stats\"},\n",
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" {\"type\": \"standings page\": \"url\": \"https://another.full.url/standings\"},\n",
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" ]\n",
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"}\n",
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"\"\"\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b45c01f5-e27d-47d6-b9e7-7500940da3c0",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_links_user_prompt(website):\n",
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" user_prompt = f\"Here is the list of links on the website of {website.url} - \"\n",
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" user_prompt += \"please decide which of these are relevant web links for a brochure about the team, respond with the full https URL in JSON format. \\\n",
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"Do not include Terms of Service, Privacy, Tickets, Video, Listen, Community, Fans, Youth Hockey, Shop, League, email links.\\n\"\n",
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" user_prompt += \"Links (some might be relative links):\\n\"\n",
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" user_prompt += \"\\n\".join(website.links)\n",
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" return user_prompt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "9dbfc365-b3c7-45d2-bd6d-79efb2372f43",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(get_links_user_prompt(caps))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "410c113b-a5b2-4639-aace-2203a8631dbc",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_links(url):\n",
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" website = Website(url)\n",
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" completion = openai.chat.completions.create(\n",
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" model=MODEL,\n",
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" messages=[\n",
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" {\"role\": \"system\", \"content\": link_system_prompt},\n",
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" {\"role\": \"user\", \"content\": get_links_user_prompt(website)}\n",
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" ],\n",
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" response_format={\"type\": \"json_object\"}\n",
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" )\n",
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" result = completion.choices[0].message.content\n",
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" return json.loads(result)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b8a5d809-c85e-4a97-9a81-61114b635027",
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"metadata": {},
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"outputs": [],
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"source": [
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"get_links(\"https://www.nhl.com/capitals/\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "ffb4dbdf-758c-4180-aa4f-3c18899493eb",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_all_details(url):\n",
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" result = \"Landing page:\\n\"\n",
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" result += Website(url).get_contents()\n",
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" links = get_links(url)\n",
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" print(\"Found links:\", links)\n",
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" for link in links[\"links\"]:\n",
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" result += f\"\\n\\n{link['type']}\\n\"\n",
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" result += Website(link[\"url\"]).get_contents()\n",
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" return result"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b7546e12-c819-4092-a783-7be23d4d7b8c",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(get_all_details(\"https://www.nhl.com/capitals/\"))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "3d9aa466-e68d-4119-95e4-10893d774ebf",
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"metadata": {},
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"outputs": [],
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"source": [
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"system_prompt = \"You are a sports marketing analyst that analyzes the contents of several relevant pages from a sports team website \\\n",
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"and creates a short brochure about the team for prospective fans and players to recruit. Respond in markdown.\\\n",
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"Include details of team history, team culture, team news, and team stats if you have the information.\"\n",
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"\n",
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"# Or uncomment the lines below for a more humorous brochure - this demonstrates how easy it is to incorporate 'tone':\n",
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"\n",
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"# system_prompt = \"You are an assistant that analyzes the contents of several relevant pages from a company website \\\n",
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"# and creates a short humorous, entertaining, jokey brochure about the company for prospective customers, investors and recruits. Respond in markdown.\\\n",
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"# Include details of company culture, customers and careers/jobs if you have the information.\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "07097603-5196-47cc-9e61-b412c14b62c6",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_brochure_user_prompt(company_name, url):\n",
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" user_prompt = f\"You are looking at a company called: {company_name}\\n\"\n",
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" user_prompt += f\"Here are the contents of its landing page and other relevant pages; use this information to build a short brochure of the team in markdown.\\n\"\n",
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" user_prompt += get_all_details(url)\n",
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" user_prompt = user_prompt[:40_000] # Truncate if more than 40,000 characters\n",
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" return user_prompt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "36d42b59-0a96-41b7-b9fc-02ae37659f7a",
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"metadata": {},
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"outputs": [],
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"source": [
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"def create_brochure(company_name, url):\n",
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" response = openai.chat.completions.create(\n",
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" model=MODEL,\n",
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" messages=[\n",
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" {\"role\": \"system\", \"content\": system_prompt},\n",
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" {\"role\": \"user\", \"content\": get_brochure_user_prompt(company_name, url)}\n",
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" ],\n",
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" )\n",
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" result = response.choices[0].message.content\n",
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" display(Markdown(result))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "6e642228-092a-4bf5-a3c2-1ab78822453a",
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"metadata": {},
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"outputs": [],
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"source": [
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"create_brochure(\"Washington Capitals\", \"https://www.nhl.com/capitals\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "1ccee810-3a11-48ec-8a69-d12efcbeb1cd",
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "markdown",
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"id": "d392b8a2-9d1a-40bb-a8c1-5b88ad7e463d",
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"metadata": {},
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"source": [
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"# Translate to Spanish"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "7bc08bb5-c02e-4685-bbd1-5afa084b7f18",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_brochure_user_prompt(company_name, url):\n",
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" user_prompt = f\"You are looking at a company called: {company_name}\\n\"\n",
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" user_prompt += f\"Here are the contents of its landing page and other relevant pages; use this information to build a short brochure in spanish of the team in markdown.\\n\"\n",
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" user_prompt += get_all_details(url)\n",
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" user_prompt = user_prompt[:40_000] # Truncate if more than 40,000 characters\n",
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" return user_prompt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "a40a2437-499a-4665-8d45-8241705477d6",
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"metadata": {},
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"outputs": [],
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"source": [
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"create_brochure(\"Washington Capitals\", \"https://www.nhl.com/capitals\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "36f5d6d7-952c-4d50-894c-9b01e29cebc8",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.11"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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