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Hearthstone cards munging using https://www.kaggle.com/datasets/davbyron/hearthstone-standard-cards
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import pandas as pd | |
cards = pd.read_csv('archive/hearthstone_standard_cards.csv') | |
cards['multiClassIds'] = cards['multiClassIds'].map(eval) | |
cards = cards.explode('multiClassIds') | |
cards['multiClassIds'] = cards['multiClassIds'].fillna(cards['classId']) | |
classes = pd.read_csv('archive/metadata/classes.csv', index_col='id') | |
cards['class'] = cards['multiClassIds'].map(classes['name']) | |
types = pd.read_csv('archive/metadata/types.csv', index_col='id') | |
cards['type'] = cards['cardTypeId'].map(types['name']) | |
rarities = pd.read_csv('archive/metadata/rarities.csv', index_col='id') | |
cards['rarity'] = cards['rarityId'].map(rarities['name']) | |
minion_types = pd.read_csv('archive/metadata/minionTypes.csv', index_col='id') | |
cards['minion_type'] = cards['minionTypeId'].map(minion_types['name']) | |
spell_schools = pd.read_csv('archive/metadata/spellSchools.csv', index_col='id') | |
cards['spell_school'] = cards['spellSchoolId'].map(spell_schools['name']) | |
cards['type_or_school'] = cards['minion_type'].fillna(cards['spell_school']).fillna('Normal') | |
cards.set_index('id')[['class', 'type', 'rarity', 'type_or_school']].to_csv('hearthstone_cards.csv') |
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