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Georg Brandl8ec7f652007-08-15 14:28:01 +00001
2:mod:`csv` --- CSV File Reading and Writing
3===========================================
4
5.. module:: csv
6 :synopsis: Write and read tabular data to and from delimited files.
7.. sectionauthor:: Skip Montanaro <skip@pobox.com>
8
9
10.. versionadded:: 2.3
11
12.. index::
13 single: csv
14 pair: data; tabular
15
16The so-called CSV (Comma Separated Values) format is the most common import and
17export format for spreadsheets and databases. There is no "CSV standard", so
18the format is operationally defined by the many applications which read and
19write it. The lack of a standard means that subtle differences often exist in
20the data produced and consumed by different applications. These differences can
21make it annoying to process CSV files from multiple sources. Still, while the
22delimiters and quoting characters vary, the overall format is similar enough
23that it is possible to write a single module which can efficiently manipulate
24such data, hiding the details of reading and writing the data from the
25programmer.
26
27The :mod:`csv` module implements classes to read and write tabular data in CSV
28format. It allows programmers to say, "write this data in the format preferred
29by Excel," or "read data from this file which was generated by Excel," without
30knowing the precise details of the CSV format used by Excel. Programmers can
31also describe the CSV formats understood by other applications or define their
32own special-purpose CSV formats.
33
34The :mod:`csv` module's :class:`reader` and :class:`writer` objects read and
35write sequences. Programmers can also read and write data in dictionary form
36using the :class:`DictReader` and :class:`DictWriter` classes.
37
38.. note::
39
40 This version of the :mod:`csv` module doesn't support Unicode input. Also,
41 there are currently some issues regarding ASCII NUL characters. Accordingly,
42 all input should be UTF-8 or printable ASCII to be safe; see the examples in
43 section :ref:`csv-examples`. These restrictions will be removed in the future.
44
45
46.. seealso::
47
48 .. % \seemodule{array}{Arrays of uniformly types numeric values.}
49
50 :pep:`305` - CSV File API
51 The Python Enhancement Proposal which proposed this addition to Python.
52
53
54.. _csv-contents:
55
56Module Contents
57---------------
58
59The :mod:`csv` module defines the following functions:
60
61
62.. function:: reader(csvfile[, dialect='excel'][, fmtparam])
63
64 Return a reader object which will iterate over lines in the given *csvfile*.
Georg Brandle7a09902007-10-21 12:10:28 +000065 *csvfile* can be any object which supports the :term:`iterator` protocol and returns a
Georg Brandl8ec7f652007-08-15 14:28:01 +000066 string each time its :meth:`next` method is called --- file objects and list
67 objects are both suitable. If *csvfile* is a file object, it must be opened
68 with the 'b' flag on platforms where that makes a difference. An optional
69 *dialect* parameter can be given which is used to define a set of parameters
70 specific to a particular CSV dialect. It may be an instance of a subclass of
71 the :class:`Dialect` class or one of the strings returned by the
72 :func:`list_dialects` function. The other optional *fmtparam* keyword arguments
73 can be given to override individual formatting parameters in the current
74 dialect. For full details about the dialect and formatting parameters, see
75 section :ref:`csv-fmt-params`.
76
77 All data read are returned as strings. No automatic data type conversion is
78 performed.
79
80 .. versionchanged:: 2.5
81 The parser is now stricter with respect to multi-line quoted fields. Previously,
82 if a line ended within a quoted field without a terminating newline character, a
83 newline would be inserted into the returned field. This behavior caused problems
84 when reading files which contained carriage return characters within fields.
85 The behavior was changed to return the field without inserting newlines. As a
86 consequence, if newlines embedded within fields are important, the input should
87 be split into lines in a manner which preserves the newline characters.
88
89
90.. function:: writer(csvfile[, dialect='excel'][, fmtparam])
91
92 Return a writer object responsible for converting the user's data into delimited
93 strings on the given file-like object. *csvfile* can be any object with a
94 :func:`write` method. If *csvfile* is a file object, it must be opened with the
95 'b' flag on platforms where that makes a difference. An optional *dialect*
96 parameter can be given which is used to define a set of parameters specific to a
97 particular CSV dialect. It may be an instance of a subclass of the
98 :class:`Dialect` class or one of the strings returned by the
99 :func:`list_dialects` function. The other optional *fmtparam* keyword arguments
100 can be given to override individual formatting parameters in the current
101 dialect. For full details about the dialect and formatting parameters, see
102 section :ref:`csv-fmt-params`. To make it
103 as easy as possible to interface with modules which implement the DB API, the
104 value :const:`None` is written as the empty string. While this isn't a
105 reversible transformation, it makes it easier to dump SQL NULL data values to
106 CSV files without preprocessing the data returned from a ``cursor.fetch*`` call.
107 All other non-string data are stringified with :func:`str` before being written.
108
109
110.. function:: register_dialect(name[, dialect][, fmtparam])
111
112 Associate *dialect* with *name*. *name* must be a string or Unicode object. The
113 dialect can be specified either by passing a sub-class of :class:`Dialect`, or
114 by *fmtparam* keyword arguments, or both, with keyword arguments overriding
115 parameters of the dialect. For full details about the dialect and formatting
116 parameters, see section :ref:`csv-fmt-params`.
117
118
119.. function:: unregister_dialect(name)
120
121 Delete the dialect associated with *name* from the dialect registry. An
122 :exc:`Error` is raised if *name* is not a registered dialect name.
123
124
125.. function:: get_dialect(name)
126
127 Return the dialect associated with *name*. An :exc:`Error` is raised if *name*
128 is not a registered dialect name.
129
Skip Montanarod469ff12007-11-04 15:56:52 +0000130 .. versionchanged:: 2.5
Georg Brandl9c466ba2007-11-04 17:43:49 +0000131 This function now returns an immutable :class:`Dialect`. Previously an
132 instance of the requested dialect was returned. Users could modify the
133 underlying class, changing the behavior of active readers and writers.
Georg Brandl8ec7f652007-08-15 14:28:01 +0000134
135.. function:: list_dialects()
136
137 Return the names of all registered dialects.
138
139
140.. function:: field_size_limit([new_limit])
141
142 Returns the current maximum field size allowed by the parser. If *new_limit* is
143 given, this becomes the new limit.
144
145 .. versionadded:: 2.5
146
147The :mod:`csv` module defines the following classes:
148
149
Brett Cannon1f67a672007-10-16 23:24:06 +0000150.. class:: DictReader(csvfile[, fieldnames=None[, restkey=None[, restval=None[, dialect='excel'[, *args, **kwds]]]]])
Georg Brandl8ec7f652007-08-15 14:28:01 +0000151
152 Create an object which operates like a regular reader but maps the information
153 read into a dict whose keys are given by the optional *fieldnames* parameter.
154 If the *fieldnames* parameter is omitted, the values in the first row of the
155 *csvfile* will be used as the fieldnames. If the row read has fewer fields than
156 the fieldnames sequence, the value of *restval* will be used as the default
157 value. If the row read has more fields than the fieldnames sequence, the
158 remaining data is added as a sequence keyed by the value of *restkey*. If the
159 row read has fewer fields than the fieldnames sequence, the remaining keys take
160 the value of the optional *restval* parameter. Any other optional or keyword
161 arguments are passed to the underlying :class:`reader` instance.
162
163
164.. class:: DictWriter(csvfile, fieldnames[, restval=''[, extrasaction='raise'[, dialect='excel'[, *args, **kwds]]]])
165
166 Create an object which operates like a regular writer but maps dictionaries onto
167 output rows. The *fieldnames* parameter identifies the order in which values in
168 the dictionary passed to the :meth:`writerow` method are written to the
169 *csvfile*. The optional *restval* parameter specifies the value to be written
170 if the dictionary is missing a key in *fieldnames*. If the dictionary passed to
171 the :meth:`writerow` method contains a key not found in *fieldnames*, the
172 optional *extrasaction* parameter indicates what action to take. If it is set
173 to ``'raise'`` a :exc:`ValueError` is raised. If it is set to ``'ignore'``,
174 extra values in the dictionary are ignored. Any other optional or keyword
175 arguments are passed to the underlying :class:`writer` instance.
176
177 Note that unlike the :class:`DictReader` class, the *fieldnames* parameter of
178 the :class:`DictWriter` is not optional. Since Python's :class:`dict` objects
179 are not ordered, there is not enough information available to deduce the order
180 in which the row should be written to the *csvfile*.
181
182
183.. class:: Dialect
184
185 The :class:`Dialect` class is a container class relied on primarily for its
186 attributes, which are used to define the parameters for a specific
187 :class:`reader` or :class:`writer` instance.
188
189
190.. class:: excel()
191
192 The :class:`excel` class defines the usual properties of an Excel-generated CSV
193 file. It is registered with the dialect name ``'excel'``.
194
195
196.. class:: excel_tab()
197
198 The :class:`excel_tab` class defines the usual properties of an Excel-generated
199 TAB-delimited file. It is registered with the dialect name ``'excel-tab'``.
200
201
202.. class:: Sniffer()
203
204 The :class:`Sniffer` class is used to deduce the format of a CSV file.
205
206The :class:`Sniffer` class provides two methods:
207
208
209.. method:: Sniffer.sniff(sample[, delimiters=None])
210
211 Analyze the given *sample* and return a :class:`Dialect` subclass reflecting the
212 parameters found. If the optional *delimiters* parameter is given, it is
213 interpreted as a string containing possible valid delimiter characters.
214
215
216.. method:: Sniffer.has_header(sample)
217
218 Analyze the sample text (presumed to be in CSV format) and return :const:`True`
219 if the first row appears to be a series of column headers.
220
221The :mod:`csv` module defines the following constants:
222
223
224.. data:: QUOTE_ALL
225
226 Instructs :class:`writer` objects to quote all fields.
227
228
229.. data:: QUOTE_MINIMAL
230
231 Instructs :class:`writer` objects to only quote those fields which contain
232 special characters such as *delimiter*, *quotechar* or any of the characters in
233 *lineterminator*.
234
235
236.. data:: QUOTE_NONNUMERIC
237
238 Instructs :class:`writer` objects to quote all non-numeric fields.
239
240 Instructs the reader to convert all non-quoted fields to type *float*.
241
242
243.. data:: QUOTE_NONE
244
245 Instructs :class:`writer` objects to never quote fields. When the current
246 *delimiter* occurs in output data it is preceded by the current *escapechar*
247 character. If *escapechar* is not set, the writer will raise :exc:`Error` if
248 any characters that require escaping are encountered.
249
250 Instructs :class:`reader` to perform no special processing of quote characters.
251
252The :mod:`csv` module defines the following exception:
253
254
255.. exception:: Error
256
257 Raised by any of the functions when an error is detected.
258
259
260.. _csv-fmt-params:
261
262Dialects and Formatting Parameters
263----------------------------------
264
265To make it easier to specify the format of input and output records, specific
266formatting parameters are grouped together into dialects. A dialect is a
267subclass of the :class:`Dialect` class having a set of specific methods and a
268single :meth:`validate` method. When creating :class:`reader` or
269:class:`writer` objects, the programmer can specify a string or a subclass of
270the :class:`Dialect` class as the dialect parameter. In addition to, or instead
271of, the *dialect* parameter, the programmer can also specify individual
272formatting parameters, which have the same names as the attributes defined below
273for the :class:`Dialect` class.
274
275Dialects support the following attributes:
276
277
278.. attribute:: Dialect.delimiter
279
280 A one-character string used to separate fields. It defaults to ``','``.
281
282
283.. attribute:: Dialect.doublequote
284
285 Controls how instances of *quotechar* appearing inside a field should be
286 themselves be quoted. When :const:`True`, the character is doubled. When
287 :const:`False`, the *escapechar* is used as a prefix to the *quotechar*. It
288 defaults to :const:`True`.
289
290 On output, if *doublequote* is :const:`False` and no *escapechar* is set,
291 :exc:`Error` is raised if a *quotechar* is found in a field.
292
293
294.. attribute:: Dialect.escapechar
295
296 A one-character string used by the writer to escape the *delimiter* if *quoting*
297 is set to :const:`QUOTE_NONE` and the *quotechar* if *doublequote* is
298 :const:`False`. On reading, the *escapechar* removes any special meaning from
299 the following character. It defaults to :const:`None`, which disables escaping.
300
301
302.. attribute:: Dialect.lineterminator
303
304 The string used to terminate lines produced by the :class:`writer`. It defaults
305 to ``'\r\n'``.
306
307 .. note::
308
309 The :class:`reader` is hard-coded to recognise either ``'\r'`` or ``'\n'`` as
310 end-of-line, and ignores *lineterminator*. This behavior may change in the
311 future.
312
313
314.. attribute:: Dialect.quotechar
315
316 A one-character string used to quote fields containing special characters, such
317 as the *delimiter* or *quotechar*, or which contain new-line characters. It
318 defaults to ``'"'``.
319
320
321.. attribute:: Dialect.quoting
322
323 Controls when quotes should be generated by the writer and recognised by the
324 reader. It can take on any of the :const:`QUOTE_\*` constants (see section
325 :ref:`csv-contents`) and defaults to :const:`QUOTE_MINIMAL`.
326
327
328.. attribute:: Dialect.skipinitialspace
329
330 When :const:`True`, whitespace immediately following the *delimiter* is ignored.
331 The default is :const:`False`.
332
333
334Reader Objects
335--------------
336
337Reader objects (:class:`DictReader` instances and objects returned by the
338:func:`reader` function) have the following public methods:
339
340
341.. method:: csvreader.next()
342
343 Return the next row of the reader's iterable object as a list, parsed according
344 to the current dialect.
345
346Reader objects have the following public attributes:
347
348
349.. attribute:: csvreader.dialect
350
351 A read-only description of the dialect in use by the parser.
352
353
354.. attribute:: csvreader.line_num
355
356 The number of lines read from the source iterator. This is not the same as the
357 number of records returned, as records can span multiple lines.
358
359 .. versionadded:: 2.5
360
361
362Writer Objects
363--------------
364
365:class:`Writer` objects (:class:`DictWriter` instances and objects returned by
366the :func:`writer` function) have the following public methods. A *row* must be
367a sequence of strings or numbers for :class:`Writer` objects and a dictionary
368mapping fieldnames to strings or numbers (by passing them through :func:`str`
369first) for :class:`DictWriter` objects. Note that complex numbers are written
370out surrounded by parens. This may cause some problems for other programs which
371read CSV files (assuming they support complex numbers at all).
372
373
374.. method:: csvwriter.writerow(row)
375
376 Write the *row* parameter to the writer's file object, formatted according to
377 the current dialect.
378
379
380.. method:: csvwriter.writerows(rows)
381
382 Write all the *rows* parameters (a list of *row* objects as described above) to
383 the writer's file object, formatted according to the current dialect.
384
385Writer objects have the following public attribute:
386
387
388.. attribute:: csvwriter.dialect
389
390 A read-only description of the dialect in use by the writer.
391
392
393.. _csv-examples:
394
395Examples
396--------
397
398The simplest example of reading a CSV file::
399
400 import csv
401 reader = csv.reader(open("some.csv", "rb"))
402 for row in reader:
403 print row
404
405Reading a file with an alternate format::
406
407 import csv
408 reader = csv.reader(open("passwd", "rb"), delimiter=':', quoting=csv.QUOTE_NONE)
409 for row in reader:
410 print row
411
412The corresponding simplest possible writing example is::
413
414 import csv
415 writer = csv.writer(open("some.csv", "wb"))
416 writer.writerows(someiterable)
417
418Registering a new dialect::
419
420 import csv
421
422 csv.register_dialect('unixpwd', delimiter=':', quoting=csv.QUOTE_NONE)
423
424 reader = csv.reader(open("passwd", "rb"), 'unixpwd')
425
426A slightly more advanced use of the reader --- catching and reporting errors::
427
428 import csv, sys
429 filename = "some.csv"
430 reader = csv.reader(open(filename, "rb"))
431 try:
432 for row in reader:
433 print row
434 except csv.Error, e:
435 sys.exit('file %s, line %d: %s' % (filename, reader.line_num, e))
436
437And while the module doesn't directly support parsing strings, it can easily be
438done::
439
440 import csv
441 for row in csv.reader(['one,two,three']):
442 print row
443
444The :mod:`csv` module doesn't directly support reading and writing Unicode, but
445it is 8-bit-clean save for some problems with ASCII NUL characters. So you can
446write functions or classes that handle the encoding and decoding for you as long
447as you avoid encodings like UTF-16 that use NULs. UTF-8 is recommended.
448
Georg Brandlcf3fb252007-10-21 10:52:38 +0000449:func:`unicode_csv_reader` below is a :term:`generator` that wraps :class:`csv.reader`
Georg Brandl8ec7f652007-08-15 14:28:01 +0000450to handle Unicode CSV data (a list of Unicode strings). :func:`utf_8_encoder`
Georg Brandlcf3fb252007-10-21 10:52:38 +0000451is a :term:`generator` that encodes the Unicode strings as UTF-8, one string (or row) at
Georg Brandl8ec7f652007-08-15 14:28:01 +0000452a time. The encoded strings are parsed by the CSV reader, and
453:func:`unicode_csv_reader` decodes the UTF-8-encoded cells back into Unicode::
454
455 import csv
456
457 def unicode_csv_reader(unicode_csv_data, dialect=csv.excel, **kwargs):
458 # csv.py doesn't do Unicode; encode temporarily as UTF-8:
459 csv_reader = csv.reader(utf_8_encoder(unicode_csv_data),
460 dialect=dialect, **kwargs)
461 for row in csv_reader:
462 # decode UTF-8 back to Unicode, cell by cell:
463 yield [unicode(cell, 'utf-8') for cell in row]
464
465 def utf_8_encoder(unicode_csv_data):
466 for line in unicode_csv_data:
467 yield line.encode('utf-8')
468
469For all other encodings the following :class:`UnicodeReader` and
470:class:`UnicodeWriter` classes can be used. They take an additional *encoding*
471parameter in their constructor and make sure that the data passes the real
472reader or writer encoded as UTF-8::
473
474 import csv, codecs, cStringIO
475
476 class UTF8Recoder:
477 """
478 Iterator that reads an encoded stream and reencodes the input to UTF-8
479 """
480 def __init__(self, f, encoding):
481 self.reader = codecs.getreader(encoding)(f)
482
483 def __iter__(self):
484 return self
485
486 def next(self):
487 return self.reader.next().encode("utf-8")
488
489 class UnicodeReader:
490 """
491 A CSV reader which will iterate over lines in the CSV file "f",
492 which is encoded in the given encoding.
493 """
494
495 def __init__(self, f, dialect=csv.excel, encoding="utf-8", **kwds):
496 f = UTF8Recoder(f, encoding)
497 self.reader = csv.reader(f, dialect=dialect, **kwds)
498
499 def next(self):
500 row = self.reader.next()
501 return [unicode(s, "utf-8") for s in row]
502
503 def __iter__(self):
504 return self
505
506 class UnicodeWriter:
507 """
508 A CSV writer which will write rows to CSV file "f",
509 which is encoded in the given encoding.
510 """
511
512 def __init__(self, f, dialect=csv.excel, encoding="utf-8", **kwds):
513 # Redirect output to a queue
514 self.queue = cStringIO.StringIO()
515 self.writer = csv.writer(self.queue, dialect=dialect, **kwds)
516 self.stream = f
517 self.encoder = codecs.getincrementalencoder(encoding)()
518
519 def writerow(self, row):
520 self.writer.writerow([s.encode("utf-8") for s in row])
521 # Fetch UTF-8 output from the queue ...
522 data = self.queue.getvalue()
523 data = data.decode("utf-8")
524 # ... and reencode it into the target encoding
525 data = self.encoder.encode(data)
526 # write to the target stream
527 self.stream.write(data)
528 # empty queue
529 self.queue.truncate(0)
530
531 def writerows(self, rows):
532 for row in rows:
533 self.writerow(row)
534