Week 8 updates
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109
week8/agents/deals.py
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109
week8/agents/deals.py
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from pydantic import BaseModel
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from typing import List, Dict, Self
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from bs4 import BeautifulSoup
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import re
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import feedparser
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from tqdm import tqdm
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import requests
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import time
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feeds = [
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"https://www.dealnews.com/c142/Electronics/?rss=1",
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"https://www.dealnews.com/c39/Computers/?rss=1",
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"https://www.dealnews.com/c238/Automotive/?rss=1",
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"https://www.dealnews.com/f1912/Smart-Home/?rss=1",
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"https://www.dealnews.com/c196/Home-Garden/?rss=1",
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]
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def extract(html_snippet: str) -> str:
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"""
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Use Beautiful Soup to clean up this HTML snippet and extract useful text
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"""
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soup = BeautifulSoup(html_snippet, 'html.parser')
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snippet_div = soup.find('div', class_='snippet summary')
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if snippet_div:
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description = snippet_div.get_text(strip=True)
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description = BeautifulSoup(description, 'html.parser').get_text()
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description = re.sub('<[^<]+?>', '', description)
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result = description.strip()
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else:
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result = html_snippet
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return result.replace('\n', ' ')
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class ScrapedDeal:
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"""
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A class to represent a Deal retrieved from an RSS feed
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"""
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category: str
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title: str
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summary: str
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url: str
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details: str
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features: str
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def __init__(self, entry: Dict[str, str]):
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"""
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Populate this instance based on the provided dict
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"""
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self.title = entry['title']
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self.summary = extract(entry['summary'])
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self.url = entry['links'][0]['href']
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stuff = requests.get(self.url).content
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soup = BeautifulSoup(stuff, 'html.parser')
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content = soup.find('div', class_='content-section').get_text()
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content = content.replace('\nmore', '').replace('\n', ' ')
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if "Features" in content:
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self.details, self.features = content.split("Features")
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else:
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self.details = content
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self.features = ""
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def __repr__(self):
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"""
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Return a string to describe this deal
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"""
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return f"<{self.title}>"
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def describe(self):
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"""
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Return a longer string to describe this deal for use in calling a model
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"""
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return f"Title: {self.title}\nDetails: {self.details.strip()}\nFeatures: {self.features.strip()}\nURL: {self.url}"
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@classmethod
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def fetch(cls, show_progress : bool = False) -> List[Self]:
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"""
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Retrieve all deals from the selected RSS feeds
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"""
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deals = []
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feed_iter = tqdm(feeds) if show_progress else feeds
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for feed_url in feed_iter:
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feed = feedparser.parse(feed_url)
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for entry in feed.entries[:10]:
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deals.append(cls(entry))
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time.sleep(0.5)
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return deals
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class Deal(BaseModel):
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"""
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A class to Represent a Deal with a summary description
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"""
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product_description: str
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price: float
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url: str
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class DealSelection(BaseModel):
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"""
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A class to Represent a list of Deals
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"""
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deals: List[Deal]
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class Opportunity(BaseModel):
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"""
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A class to represent a possible opportunity: a Deal where we estimate
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it should cost more than it's being offered
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"""
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deal: Deal
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estimate: float
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discount: float
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