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In this video, we will scrape results from the World Cup using BeautifulSoup, store the scraped data with Django's ORM, and use the data to produce a Plotly bar chart of the highest scoring teams in the tournament. This video will demonstrate how you can turn unstructured web/HTML data into a structured format in the database, and produce meaningful charts that give insight into that data. We will scrape the fixture data from the BBC results pages: https://www.bbc.com/sport/football/wo... Starter code is available here: https://github.com/bugbytes-io/django... 📌 𝗖𝗵𝗮𝗽𝘁𝗲𝗿𝘀: 00:00 Intro 00:52 Scraping World Cup results with Django management command 02:46 Defining a list of URLs to scrape data from the BBC 06:59 Extracting URL code to a dedicated model-method 07:56 Sending requests to get HTML content with the requests Python module 08:36 Extracting data from webpage with BeautifulSoup 13:09 Adding scraped data to the database with Django model 14:20 Fetching data in a Django view 15:41 Using Django Q Objects for OR expression 19:24 Plotting goals scored as Plotly bar-chart ▶️ Full Playlist: • Django, Charts and Data Visualization ☕️ 𝗕𝘂𝘆 𝗺𝗲 𝗮 𝗰𝗼𝗳𝗳𝗲𝗲: To support the channel and encourage new videos, please consider buying me a coffee here: https://ko-fi.com/bugbytes 𝗦𝗼𝗰𝗶𝗮𝗹 𝗠𝗲𝗱𝗶𝗮: 📖 Blog: https://www.bugbytes.io/posts/ 👾 Github: https://github.com/bugbytes-io/django... 🐦 Twitter: / bugbytesio 📚 𝗙𝘂𝗿𝘁𝗵𝗲𝗿 𝗿𝗲𝗮𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻: Plotly Bar Charts: https://plotly.com/python/bar-charts/ Django Q-Objects: https://docs.djangoproject.com/en/4.1... BeautifulSoup: https://beautiful-soup-4.readthedocs.... BBC World Cup Fixtures: https://www.bbc.com/sport/football/wo... Github Starter Code: https://github.com/bugbytes-io/django... #django #python #beautifulsoup