Updated day2_exercise_cl.ipynb
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week1/community-contributions/day2_exercise_cl.ipynb
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week1/community-contributions/day2_exercise_cl.ipynb
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "fc3a96d1-eedf-4e3a-b3ce-151485c574b5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"from bs4 import BeautifulSoup\n",
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"from IPython.display import Markdown, display"
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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": "385dc3d5-f6ce-46d8-958e-83dc1150c24e",
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"metadata": {},
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"outputs": [],
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"source": [
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"OLLAMA_API = \"http://localhost:11434/api/chat\"\n",
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"HEADERS = {\n",
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" \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/117.0.0.0 Safari/537.36\"\n",
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"}\n",
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"MODEL = \"llama3.2\""
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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": "21f7dacc-1fa8-491c-8e94-39238dae52b3",
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"metadata": {},
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"outputs": [],
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"source": [
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"class Website:\n",
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" def __init__(self, url):\n",
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" \"\"\"\n",
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" Create this Website object from the given url using the BeautifulSoup library\n",
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" \"\"\"\n",
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" self.url = url\n",
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" response = requests.get(url, headers=HEADERS)\n",
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" soup = BeautifulSoup(response.content, 'html.parser')\n",
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" self.title = soup.title.string if soup.title else \"No title found\"\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)"
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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": "ca431e32-9191-4940-b62d-f25e8cbac627",
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"metadata": {},
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"outputs": [],
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"source": [
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"web = Website(\"https://silviayomdesign.com/\")\n",
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"print(web.title)\n",
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"print(web.text)"
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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": "76475815-0dbc-451b-ab65-f7e2ea3aaa8a",
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"metadata": {},
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"outputs": [],
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"source": [
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"system_prompt = \"You are an assistant that analyzes the contents of a website \\\n",
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"and provides a short summary, ignoring text that might be navigation related. \\\n",
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"Respond in markdown.\""
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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": "3cf03913-f595-4817-8580-19b182c599de",
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"metadata": {},
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"outputs": [],
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"source": [
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"def user_prompt_for(website):\n",
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" user_prompt = f\"You are looking at a very artistic graphic designer's website titled name {website.title}\"\n",
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" user_prompt += \"\\nHer creativity of her works are as follow;\\\n",
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"please provide a short summary of her works in markdown. \\n\"\n",
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" user_prompt += website.text\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": "6f130cfe-756b-4df8-b1f0-6918956a6162",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(user_prompt_for(web))"
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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": "85d85b64-1452-408f-bfae-d27b52d7dfa7",
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"metadata": {},
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"outputs": [],
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"source": [
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"messages = [\n",
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" {\"role\": \"system\", \"content\": system_prompt},\n",
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" {\"role\": \"user\", \"content\": user_prompt_for(web)}\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": "36d66055-66d6-4123-b092-eceab055829d",
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"metadata": {},
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"outputs": [],
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"source": [
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"payload = {\n",
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" \"model\": MODEL,\n",
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" \"messages\": messages,\n",
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" \"stream\": False\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": "163db8a9-b0eb-49f3-a5f2-1e74cf51c245",
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"metadata": {},
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"outputs": [],
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"source": [
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"response = requests.post(OLLAMA_API, json=payload, headers=HEADERS)\n",
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"print(response.json()[\"message\"][\"content\"])"
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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": "afabfff5-81e5-4b61-aca9-6c19d3584b86",
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"metadata": {},
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"outputs": [],
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"source": [
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"def messages_for(website):\n",
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" return [\n",
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" {\"role\": \"system\", \"content\": system_prompt},\n",
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" {\"role\": \"user\", \"content\": user_prompt_for(web)}\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": "b2e83b58-16fc-4049-8116-24a0cbb3635a",
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"metadata": {},
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"outputs": [],
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"source": [
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"messages_for(web)"
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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": "05ed519a-514f-4ed8-b323-4f4817e1e1c6",
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"metadata": {},
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"outputs": [],
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"source": [
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"import ollama\n",
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"def summarize(url):\n",
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" website = Website(url)\n",
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" response = ollama.chat(\n",
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" model=MODEL, \n",
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" messages=messages\n",
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" )\n",
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" return response[\"message\"][\"content\"]"
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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": "b182f686-0a3e-4959-9bfd-0a59d2befd4c",
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"metadata": {},
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"outputs": [],
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"source": [
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"summarize(\"https://silviayomdesign.com/\")"
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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": "f4f1f807-28d4-4b8b-9698-9b90dcbac59f",
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"metadata": {},
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"outputs": [],
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"source": [
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"def display_summary(url):\n",
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" summary = summarize(url)\n",
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" display(Markdown(summary))"
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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": "a988d29b-ed36-4a40-bd77-0f7d60a29ac3",
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"metadata": {},
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"outputs": [],
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"source": [
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"display_summary(\"https://silviayomdesign.com/\")"
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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": "15e72eeb-1c35-4bb2-9596-6ff2546aa046",
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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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