💡 This top 5 is already the 16.5% of the total cards. In a fourth place comes the red-green Brushfire Elemental with 1399 and Ox of Agonas closing the top 5 with 1264. The most popular card is the red Bonecrusher Giant with 2292 appearances in 51523 total cards in decks, followed by Lovestruck Beast and Edgewall Inkeeper, both green cards with 19 appearances. Metagameįirst, let's take a dive in the current metagame (october-november 2020) Color distributionĪs most players know, the green color has been being pushed by the design team of Wizards of the Coast for quite some time in Standard format now, and in second place the red color makes an appearance, maybe together in the same decks?Ĭard frequency in all the registered tournaments
⚠️ Limitation note: currently the prices are obtained at the moment of the data extraction, not the date of the tournament.
Card properties like type, set, colors, prices, mana cost and others are the ones provided by the Scryfall API. The goal of this project is to analyze the common factors among the top winner decks in different tournaments with more than 64 players registered. 📊 VisualizationĮxpose statistics of the given decks and its card attributes Analysis Load each deck and card from the json files into the postgreSQL database. Normalize the data into json files at data/processed with the same format and add data retrieved from the scryfall API (prices, image, etc.). 💾 Data ↩️ Extractionĭata is scraped from the websites using Selenium with headless Chrome and stored in the data/raw folder as it is, tagging it by site and tournament. Project structure was created with this ETL blueprint. 🌳 🔥 💀 💧 ☀️ MTG decklist scrapper ☀️ 💧 💀 🔥 🌳Ī Magic the Gathering deck scrapper for the magic and mtgmelee websites using the scryfall API.
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