Fast ISO8601 date time parser for Python written in C
Project description
ciso8601 converts ISO 8601 or RFC 3339 date time strings into Python datetime objects.
Since it’s written as a C module, it is much faster than other Python libraries. Tested with Python 2.7, 3.4, 3.5, 3.6, 3.7, 3.8.
Note: ciso8601 doesn’t support the entirety of the ISO 8601 spec, only a popular subset.
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Quick Start
% pip install ciso8601
In [1]: import ciso8601
In [2]: ciso8601.parse_datetime('2014-12-05T12:30:45.123456-05:30')
Out[2]: datetime.datetime(2014, 12, 5, 12, 30, 45, 123456, tzinfo=pytz.FixedOffset(330))
In [3]: ciso8601.parse_datetime('20141205T123045')
Out[3]: datetime.datetime(2014, 12, 5, 12, 30, 45)
Migration to v2
Version 2.0.0 of ciso8601 changed the core implementation. This was not entirely backwards compatible, and care should be taken when migrating See CHANGELOG for the Migration Guide.
Error Handling
Starting in v2.0.0, ciso8601 offers strong guarantees when it comes to parsing strings.
parse_datetime(dt: String): datetime is a function that takes a string and either:
Returns a properly parsed Python datetime, if and only if the entire string conforms to the supported subset of ISO 8601
Raises a ValueError with a description of the reason why the string doesn’t conform to the supported subset of ISO 8601
If time zone information is provided, an aware datetime object will be returned. Otherwise, a naive datetime is returned.
Benchmark
Parsing a timestamp with no time zone information (ex. 2014-01-09T21:48:00):
Module |
Python 3.8 |
Python 3.7 |
Python 3.6 |
Python 3.5 |
Python 3.4 |
Python 2.7 |
Relative Slowdown (versus ciso8601, Python 3.8) |
---|---|---|---|---|---|---|---|
ciso8601 |
201 nsec |
157 nsec |
160 nsec |
139 nsec |
148 nsec |
147 nsec |
N/A |
pendulum |
215 nsec |
232 nsec |
234 nsec |
205 nsec |
192 nsec |
9.44 usec |
1.1x |
udatetime |
906 nsec |
1.06 usec |
767 nsec |
702 nsec |
819 nsec |
923 nsec |
4.5x |
str2date |
5.96 usec |
7.75 usec |
7.27 usec |
6.84 usec |
7.6 usec |
Incorrect Result (None) |
29.7x |
isodate |
10.3 usec |
10 usec |
11.1 usec |
11.9 usec |
12.3 usec |
43.6 usec |
51.3x |
iso8601utils |
10.3 usec |
8.63 usec |
9.16 usec |
10.3 usec |
9.58 usec |
11.1 usec |
51.5x |
iso8601 |
10.9 usec |
11.1 usec |
10.5 usec |
11.2 usec |
11.5 usec |
25.6 usec |
54.2x |
PySO8601 |
13.9 usec |
21.9 usec |
20.2 usec |
15.9 usec |
23.7 usec |
16.4 usec |
69.4x |
aniso8601 |
14.5 usec |
15 usec |
15.8 usec |
15.9 usec |
16.1 usec |
17.2 usec |
72.5x |
zulu |
25.3 usec |
29.9 usec |
28.2 usec |
27.4 usec |
33 usec |
N/A |
126.3x |
maya |
42.9 usec |
57.4 usec |
58.2 usec |
67.5 usec |
87.6 usec |
100 usec |
213.7x |
arrow |
85.7 usec |
81.8 usec |
75.7 usec |
78.7 usec |
N/A |
93.9 usec |
427.1x |
python-dateutil |
122 usec |
82.7 usec |
72.2 usec |
77.1 usec |
74.4 usec |
131 usec |
609.5x |
moment |
3.81 msec |
4.46 msec |
3.12 msec |
3.66 msec |
N/A |
3.59 msec |
19011.9x |
ciso8601 takes 201 nsec, which is 1.1x faster than pendulum, the next fastest ISO 8601 parser in this comparison.
Parsing a timestamp with time zone information (ex. 2014-01-09T21:48:00-05:30):
Module |
Python 3.8 |
Python 3.7 |
Python 3.6 |
Python 3.5 |
Python 3.4 |
Python 2.7 |
Relative Slowdown (versus ciso8601, Python 3.8) |
---|---|---|---|---|---|---|---|
ciso8601 |
207 nsec |
219 nsec |
282 nsec |
262 nsec |
264 nsec |
360 nsec |
N/A |
pendulum |
249 nsec |
225 nsec |
209 nsec |
212 nsec |
209 nsec |
12.9 usec |
1.2x |
udatetime |
806 nsec |
866 nsec |
817 nsec |
827 nsec |
792 nsec |
835 nsec |
3.9x |
str2date |
7.57 usec |
10.7 usec |
7.98 usec |
8.48 usec |
9.06 usec |
Incorrect Result (None) |
36.7x |
isodate |
12 usec |
13.5 usec |
14.7 usec |
15.4 usec |
18.8 usec |
47.6 usec |
58.3x |
iso8601 |
12.8 usec |
14.6 usec |
14.6 usec |
15.2 usec |
17.7 usec |
30 usec |
61.8x |
aniso8601 |
19.4 usec |
30.4 usec |
22.1 usec |
20.5 usec |
21.9 usec |
20.1 usec |
94.0x |
iso8601utils |
22.5 usec |
25.3 usec |
26.4 usec |
25.7 usec |
27 usec |
26.9 usec |
108.9x |
zulu |
25.6 usec |
31.2 usec |
30 usec |
32.3 usec |
30.7 usec |
N/A |
124.1x |
PySO8601 |
25.9 usec |
35.4 usec |
25.6 usec |
29.5 usec |
27.7 usec |
25.7 usec |
125.2x |
maya |
48.5 usec |
46.6 usec |
51.3 usec |
63.2 usec |
68.1 usec |
125 usec |
234.9x |
python-dateutil |
79.3 usec |
88.5 usec |
101 usec |
89.8 usec |
91.9 usec |
160 usec |
384.2x |
arrow |
86.2 usec |
95.2 usec |
95 usec |
101 usec |
N/A |
103 usec |
417.2x |
moment |
Incorrect Result (None) |
Incorrect Result (None) |
Incorrect Result (None) |
Incorrect Result (None) |
N/A |
Incorrect Result (None) |
3442935.3x |
ciso8601 takes 207 nsec, which is 1.2x faster than pendulum, the next fastest ISO 8601 parser in this comparison.
Tested on Darwin 18.7.0 using the following modules:
aniso8601==8.0.0
arrow==0.15.2
ciso8601==2.1.2
iso8601==0.1.12
iso8601utils==0.1.2
isodate==0.6.0
maya==0.6.1
moment==0.8.2
pendulum==2.0.5
PySO8601==0.2.0
python-dateutil==2.8.0
str2date==0.905
udatetime==0.0.16
zulu==1.1.1
Note: ciso8601 doesn’t support the entirety of the ISO 8601 spec, only a popular subset.
For full benchmarking details (or to run the benchmark yourself), see benchmarking/README.rst
Dependency on pytz (Python 2)
In Python 2, ciso8601 uses the pytz library while parsing timestamps with time zone information. This means that if you wish to parse such timestamps, you must first install pytz:
pip install pytz
Otherwise, ciso8601 will raise an exception when you try to parse a timestamp with time zone information:
In [2]: ciso8601.parse_datetime('2014-12-05T12:30:45.123456-05:30')
Out[2]: ImportError: Cannot parse a timestamp with time zone information without the pytz dependency. Install it with `pip install pytz`.
pytz is intentionally not an explicit dependency of ciso8601. This is because many users use ciso8601 to parse only naive timestamps, and therefore don’t need this extra dependency. In Python 3, ciso8601 makes use of the built-in datetime.timezone class instead, so pytz is not necessary.
Supported Subset of ISO 8601
ciso8601 only supports the most common subset of ISO 8601.
Date Formats
The following date formats are supported:
Format |
Example |
Supported |
---|---|---|
YYYY-MM-DD |
2018-04-29 |
✅ |
YYYY-MM |
2018-04 |
✅ |
YYYYMMDD |
2018-04 |
✅ |
--MM-DD (omitted year) |
--04-29 |
❌ |
--MMDD (omitted year) |
--0429 |
❌ |
±YYYYY-MM (>4 digit year) |
+10000-04 |
❌ |
+YYYY-MM (leading +) |
+2018-04 |
❌ |
-YYYY-MM (negative -) |
-2018-04 |
❌ |
Week dates or ordinal dates are not currently supported.
Format |
Example |
Supported |
---|---|---|
YYYY-Www (week date) |
2009-W01 |
❌ |
YYYYWww (week date) |
2009W01 |
❌ |
YYYY-Www-D (week date) |
2009-W01-1 |
❌ |
YYYYWwwD (week date) |
2009-W01-1 |
❌ |
YYYY-DDD (ordinal date) |
1981-095 |
❌ |
YYYYDDD (ordinal date) |
1981095 |
❌ |
Time Formats
Times are optional and are separated from the date by the letter T.
Consistent with RFC 3339, ciso860 also allows either a space character, or a lower-case t, to be used instead of a T.
The following time formats are supported:
Format |
Example |
Supported |
---|---|---|
hh |
11 |
✅ |
hhmm |
1130 |
✅ |
hh:mm |
11:30 |
✅ |
hhmmss |
113059 |
✅ |
hh:mm:ss |
11:30:59 |
✅ |
hhmmss.ssssss |
113059.123456 |
✅ |
hh:mm:ss.ssssss |
11:30:59.123456 |
✅ |
hhmmss,ssssss |
113059,123456 |
✅ |
hh:mm:ss,ssssss |
11:30:59,123456 |
✅ |
Midnight (special case) |
24:00:00 |
✅ |
hh.hhh (fractional hours) |
11.5 |
❌ |
hh:mm.mmm (fractional minutes) |
11:30.5 |
❌ |
Note: Python datetime objects only have microsecond precision (6 digits). Any additional precision will be truncated.
Time Zone Information
Time zone information may be provided in one of the following formats:
Format |
Example |
Supported |
---|---|---|
Z |
Z |
✅ |
z |
z |
✅ |
±hh |
+11 |
✅ |
±hhmm |
+1130 |
✅ |
±hh:mm |
+11:30 |
✅ |
While the ISO 8601 specification allows the use of MINUS SIGN (U+2212) in the time zone separator, ciso8601 only supports the use of the HYPHEN-MINUS (U+002D) character.
Consistent with RFC 3339, ciso860 also allows a lower-case z to be used instead of a Z.
Strict RFC 3339 Parsing
ciso8601 parses ISO 8601 datetimes, which can be thought of as a superset of RFC 3339 (roughly). In cases where you might want strict RFC 3339 parsing, ciso8601 offers a parse_rfc3339 method, which behaves in a similar manner to parse_datetime:
parse_rfc3339(dt: String): datetime is a function that takes a string and either:
Returns a properly parsed Python datetime, if and only if the entire string conforms to RFC 3339.
Raises a ValueError with a description of the reason why the string doesn’t conform to RFC 3339.
Ignoring Timezone Information While Parsing
It takes more time to parse timestamps with time zone information, especially if they’re not in UTC. However, there are times when you don’t care about time zone information, and wish to produce naive datetimes instead. For example, if you are certain that your program will only parse timestamps from a single time zone, you might want to strip the time zone information and only output naive datetimes.
In these limited cases, there is a second function provided. parse_datetime_as_naive will ignore any time zone information it finds and, as a result, is faster for timestamps containing time zone information.
In [1]: import ciso8601
In [2]: ciso8601.parse_datetime_as_naive('2014-12-05T12:30:45.123456-05:30')
Out[2]: datetime.datetime(2014, 12, 5, 12, 30, 45, 123456)
NOTE: parse_datetime_as_naive is only useful in the case where your timestamps have time zone information, but you want to ignore it. This is somewhat unusual. If your timestamps don’t have time zone information (i.e. are naive), simply use parse_datetime. It is just as fast.
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