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Convert the Yelp Academic dataset from JSON to CSV files with Pandas.
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''' | |
Convert Yelp Academic Dataset from JSON to CSV | |
Requires Pandas (https://pypi.python.org/pypi/pandas) | |
By Paul Butler, No Rights Reserved | |
''' | |
import json | |
import pandas as pd | |
from glob import glob | |
def convert(x): | |
''' Convert a json string to a flat python dictionary | |
which can be passed into Pandas. ''' | |
ob = json.loads(x) | |
for k, v in ob.items(): | |
if isinstance(v, list): | |
ob[k] = ','.join(v) | |
elif isinstance(v, dict): | |
for kk, vv in v.items(): | |
ob['%s_%s' % (k, kk)] = vv | |
del ob[k] | |
return ob | |
for json_filename in glob('*.json'): | |
csv_filename = '%s.csv' % json_filename[:-5] | |
print 'Converting %s to %s' % (json_filename, csv_filename) | |
df = pd.DataFrame([convert(line) for line in file(json_filename)]) | |
df.to_csv(csv_filename, encoding='utf-8', index=False) |
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