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''' | |
Command line tool that takes a csv as input and exports | |
a statistical summary of the data points in html format. | |
''' | |
import pandas as pd | |
import pandas_profiling | |
import argparse | |
import os | |
parser = argparse.ArgumentParser(description='data profiler and statistical summary of CSV files') | |
parser.add_argument('file') | |
parser.add_argument('-e', '--encoding') | |
args = parser.parse_args() | |
def encode_dataframe(encode_string): | |
return pd.read_csv(args.file, encoding=encode_string) | |
if args.encoding: | |
df = encode_dataframe(args.encoding) | |
else: | |
try: | |
df = encode_dataframe('UTF-8') | |
except UnicodeDecodeError: | |
try: | |
df = encode_dataframe('ISO-8859-1') | |
except UnicodeDecodeError: | |
print('The encoding type threw an error, please try again.') | |
print(df.describe()) | |
print('-------------------------------') | |
print('generating data profile file...') | |
pfr = pandas_profiling.ProfileReport(df) | |
file_name = args.file.split('.')[0] | |
pfr.to_file(file_name + '.html') | |
print("'" + file_name + ".html'" + ' has been created!') |
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