Repository navigation
Expand file tree
/
Copy pathcsv_tool.py
More file actions
executable file
·189 lines (134 loc) · 4.5 KB
/
Copy pathcsv_tool.py
File metadata and controls
executable file
·189 lines (134 loc) · 4.5 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
#!/usr/bin/env python3
# Note: requires at least Python 3.2
import sys
import argparse
import csv
import logging
import json
import re
logger = logging.getLogger(__name__)
def get_dialect(f):
""" Get CSV dialect from file. """
sniffer = csv.Sniffer()
dialect = sniffer.sniff(f.read(8192))
f.seek(0)
return dialect
def get_header(f):
""" Return CSV header for file f. """
reader = csv.reader(f, get_dialect(f))
# Read first row
return next(reader)
def join_fields(fields):
""" Join fields with ', ' for display. """
return ', '.join(fields)
def setup_logging(log_level):
# Setup logging
stderr = logging.StreamHandler(sys.stderr)
logger.addHandler(stderr)
numeric_level = getattr(logging, log_level)
logger.setLevel(numeric_level)
def sort_list(i):
""" Return iterable as sorted list. """
l = list(i)
l.sort()
return l
def analyse_fields(files):
""" Return all and common fields for CSV files. """
logger.info('Analysing fields for %s files.', len(files))
common_fields = set()
all_fields = set()
for f in files:
try:
fields = get_header(f)
except:
logger.exception('Error retreiving header from file %s', f.name)
raise
logger.debug('%s: %s', f.name, join_fields(fields))
# From now on, we work with sets
fields = set(fields)
all_fields |= fields
# Initiate on first iteration
if not common_fields:
common_fields = set(fields)
else:
common_fields &= fields
all_fields = sort_list(all_fields)
common_fields = sort_list(common_fields)
return all_fields, common_fields
def json_fields(all_fields, common_fields):
""" Return JSON with field analysis. """
output = dict(
all_fields=all_fields,
common_fields=common_fields
)
print(json.dumps(output, indent=2))
def merge(files, fieldnames, outfile, extra_fields=None):
"""
Merge CSV files.
Takes extra_fields function with file argument to add extra fields
(e.g. based on filename). Results override CSV.
"""
logger.info('Merging %d CSV-files into %s', len(files), outfile.name)
writer = csv.DictWriter(outfile, fieldnames=fieldnames)
writer.writeheader()
count = 0
for f in files:
logger.info('Merging: %s', f.name)
try:
dialect = get_dialect(f)
except:
logger.exception('Error retreiving dialect from file %s', f.name)
raise
reader = csv.DictReader(f, fieldnames, dialect=dialect)
# Skip header, but check if all fields are in there
header = set(next(reader).values())
if not header.issubset(fieldnames):
additional_fields = header.difference(fieldnames)
logger.warning(
"Warninbg: %d unkown field(s) detected: %s",
len(additional_fields), additional_fields
)
for item in reader:
if extra_fields:
item.update(extra_fields(f))
writer.writerow(item)
count += 1
logger.info('%d records written', count)
outfile.close()
def main():
""" Read and parse field headers of CSV. """
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument(
'operation',
metavar='operation', choices=['json_fields', 'merge']
)
parser.add_argument('files', nargs='+', type=argparse.FileType('r'))
parser.add_argument(
'--logging', '-l', help='Log level.', type=str,
default='info', choices=('debug', 'info', 'warn', 'error')
)
parser.add_argument(
'--output', '-o', help='Merge output', type=argparse.FileType('w'),
default='merged.csv'
)
parser.add_argument(
'--extra-fields', '-e',
help='Extra fields (Python statement with re allowed).',
type=lambda code: eval(code, dict(re=re))
)
args = parser.parse_args()
setup_logging(args.logging.upper())
all_fields, common_fields = analyse_fields(args.files)
logger.info('All fields: %s', join_fields(all_fields))
logger.info('Common fields: %s', join_fields(common_fields))
if args.operation == 'json_fields':
json_fields(all_fields, common_fields)
elif args.operation == 'merge':
merge(
args.files, all_fields, args.output,
extra_fields=args.extra_fields
)
for f in args.files:
f.close()
if __name__ == "__main__":
main()