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import pandas as pd
class Dataset:
def __init__(self, path):
self.path = path
try:
self.df = pd.read_csv(path)
except FileNotFoundError:
raise "Couldn't find dataset at: {}".format(path)
self.df.drop(columns=['Index'], inplace=True)
self.df.dropna(inplace=True)
self.df.columns = self.df.columns.str.lower()
self.df.columns = self.df.columns.str.replace(' ', '_')
self.df.rename(columns={'hogwarts_house': 'house'}, inplace=True)
@property
def df_scores(self):
return self.df.loc[:, 'arithmancy':'flying']
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