Python Enhancement Proposals

PEP 495 – Local Time Disambiguation

PEP
495
Title
Local Time Disambiguation
Author
Alexander Belopolsky <alexander.belopolsky at gmail.com>, Tim Peters <tim.peters at gmail.com>
Discussions-To
datetime-sig@python.org
Status
Final
Type
Standards Track
Created
02-Aug-2015
Python-Version
3.6
Resolution
Datetime-SIG

Contents

Abstract

This PEP adds a new attribute fold to instances of the datetime.time and datetime.datetime classes that can be used to differentiate between two moments in time for which local times are the same. The allowed values for the fold attribute will be 0 and 1 with 0 corresponding to the earlier and 1 to the later of the two possible readings of an ambiguous local time.

Rationale

In most world locations, there have been and will be times when local clocks are moved back. [1] In those times, intervals are introduced in which local clocks show the same time twice in the same day. In these situations, the information displayed on a local clock (or stored in a Python datetime instance) is insufficient to identify a particular moment in time. The proposed solution is to add an attribute to the datetime instances taking values of 0 and 1 that will enumerate the two ambiguous times.

../_images/pep-0495-daylightsavings.png
[1]
People who live in locations observing the Daylight Saving Time (DST) move their clocks back (usually one hour) every Fall.

It is less common, but occasionally clocks can be moved back for other reasons. For example, Ukraine skipped the spring-forward transition in March 1990 and instead, moved their clocks back on July 1, 1990, switching from Moscow Time to Eastern European Time. In that case, standard (winter) time was in effect before and after the transition.

Both DST and standard time changes may result in time shifts other than an hour.

Terminology

When clocks are moved back, we say that a fold [2] is created in time. When the clocks are moved forward, a gap is created. A local time that falls in the fold is called ambiguous. A local time that falls in the gap is called missing.

[2]
The term “fall-backward fold” was invented in 1990s by Paul Eggert of UCLA who used it in various Internet discussions related to the C language standard that culminated in a Defect Report #139.

Proposal

The “fold” attribute

We propose adding an attribute called fold to instances of the datetime.time and datetime.datetime classes. This attribute should have the value 0 for all instances except those that represent the second (chronologically) moment in time in an ambiguous case. For those instances, the value will be 1. [3]

[3]
An instance that has fold=1 in a non-ambiguous case is said to represent an invalid time (or is invalid for short), but users are not prevented from creating invalid instances by passing fold=1 to a constructor or to a replace() method. This is similar to the current situation with the instances that fall in the spring-forward gap. Such instances don’t represent any valid time, but neither the constructors nor the replace() methods check whether the instances that they produce are valid. Moreover, this PEP specifies how various functions should behave when given an invalid instance.

Affected APIs

Attributes

Instances of datetime.time and datetime.datetime classes will get a new attribute fold with two possible values: 0 and 1.

Constructors

The __new__ methods of the datetime.time and datetime.datetime classes will get a new keyword-only argument called fold with the default value 0. The value of the fold argument will be used to initialize the value of the fold attribute in the returned instance.

Methods

The replace() methods of the datetime.time and datetime.datetime classes will get a new keyword-only argument called fold. It will behave similarly to the other replace() arguments: if the fold argument is specified and given a value 0 or 1, the new instance returned by replace() will have its fold attribute set to that value. In CPython, any non-integer value of fold will raise a TypeError, but other implementations may allow the value None to behave the same as when fold is not given. [4] (This is a nod to the existing difference in treatment of None arguments in other positions of this method across Python implementations; it is not intended to leave the door open for future alternative interpretation of fold=None.) If the fold argument is not specified, the original value of the fold attribute is copied to the result.

[4]
PyPy and pure Python implementation distributed with CPython already allow None to mean “no change to existing attribute” for all other attributes in replace().

C-API

Access macros will be defined to extract the value of fold from PyDateTime_DateTime and PyDateTime_Time objects.

int PyDateTime_GET_FOLD(PyDateTime_DateTime *o)

Return the value of fold as a C int.

int PyDateTime_TIME_GET_FOLD(PyDateTime_Time *o)

Return the value of fold as a C int.

New constructors will be defined that will take an additional argument to specify the value of fold in the created instance:

PyObject* PyDateTime_FromDateAndTimeAndFold(
    int year, int month, int day, int hour, int minute,
    int second, int usecond, int fold)

Return a datetime.datetime object with the specified year, month, day, hour, minute, second, microsecond and fold.

PyObject* PyTime_FromTimeAndFold(
    int hour, int minute, int second, int usecond, int fold)

Return a datetime.time object with the specified hour, minute, second, microsecond and fold.

Affected Behaviors

What time is it?

The datetime.now() method called without arguments will set fold=1 when returning the second of the two ambiguous times in a system local time fold. When called with a tzinfo argument, the value of the fold will be determined by the tzinfo.fromutc() implementation. When an instance of the datetime.timezone class (the stdlib’s fixed-offset tzinfo subclass, e.g. datetime.timezone.utc) is passed as tzinfo, the returned datetime instance will always have fold=0. The datetime.utcnow() method is unaffected.

Conversion from naive to aware

A new feature is proposed to facilitate conversion from naive datetime instances to aware.

The astimezone() method will now work for naive self. The system local timezone will be assumed in this case and the fold flag will be used to determine which local timezone is in effect in the ambiguous case.

For example, on a system set to US/Eastern timezone:

>>> dt = datetime(2014, 11, 2, 1, 30)
>>> dt.astimezone().strftime('%D %T %Z%z')
'11/02/14 01:30:00 EDT-0400'
>>> dt.replace(fold=1).astimezone().strftime('%D %T %Z%z')
'11/02/14 01:30:00 EST-0500'

An implication is that datetime.now(tz) is fully equivalent to datetime.now().astimezone(tz) (assuming tz is an instance of a post-PEP tzinfo implementation, i.e. one that correctly handles and sets fold).

Conversion from POSIX seconds from EPOCH

The fromtimestamp() static method of datetime.datetime will set the fold attribute appropriately in the returned object.

For example, on a system set to US/Eastern timezone:

>>> datetime.fromtimestamp(1414906200)
datetime.datetime(2014, 11, 2, 1, 30)
>>> datetime.fromtimestamp(1414906200 + 3600)
datetime.datetime(2014, 11, 2, 1, 30, fold=1)

Conversion to POSIX seconds from EPOCH

The timestamp() method of datetime.datetime will return different values for datetime.datetime instances that differ only by the value of their fold attribute if and only if these instances represent an ambiguous or a missing time.

When a datetime.datetime instance dt represents an ambiguous time, there are two values s0 and s1 such that:

datetime.fromtimestamp(s0) == datetime.fromtimestamp(s1) == dt

(This is because == disregards the value of fold – see below.)

In this case, dt.timestamp() will return the smaller of s0 and s1 values if dt.fold == 0 and the larger otherwise.

For example, on a system set to US/Eastern timezone:

>>> datetime(2014, 11, 2, 1, 30, fold=0).timestamp()
1414906200.0
>>> datetime(2014, 11, 2, 1, 30, fold=1).timestamp()
1414909800.0

When a datetime.datetime instance dt represents a missing time, there is no value s for which:

datetime.fromtimestamp(s) == dt

but we can form two “nice to know” values of s that differ by the size of the gap in seconds. One is the value of s that would correspond to dt in a timezone where the UTC offset is always the same as the offset right before the gap and the other is the similar value but in a timezone the UTC offset is always the same as the offset right after the gap.

The value returned by dt.timestamp() given a missing dt will be the greater of the two “nice to know” values if dt.fold == 0 and the smaller otherwise. (This is not a typo – it’s intentionally backwards from the rule for ambiguous times.)

For example, on a system set to US/Eastern timezone:

>>> datetime(2015, 3, 8, 2, 30, fold=0).timestamp()
1425799800.0
>>> datetime(2015, 3, 8, 2, 30, fold=1).timestamp()
1425796200.0

Aware datetime instances

Users of pre-PEP implementations of tzinfo will not see any changes in the behavior of their aware datetime instances. Two such instances that differ only by the value of the fold attribute will not be distinguishable by any means other than an explicit access to the fold value. (This is because these pre-PEP implementations are not using the fold attribute.)

On the other hand, if an object’s tzinfo is set to a fold-aware implementation, then in a fold or gap the value of fold will affect the result of several methods: utcoffset(), dst(), tzname(), astimezone(), strftime() (if the “%Z” or “%z” directive is used in the format specification), isoformat(), and timetuple().

Combining and splitting date and time

The datetime.datetime.combine() method will copy the value of the fold attribute to the resulting datetime.datetime instance.

The datetime.datetime.time() method will copy the value of the fold attribute to the resulting datetime.time instance.

Pickles

The value of the fold attribute will only be saved in pickles created with protocol version 4 (introduced in Python 3.4) or greater.

Pickle sizes for the datetime.datetime and datetime.time objects will not change. The fold value will be encoded in the first bit of the 3rd byte of the datetime.datetime pickle payload; and in the first bit of the 1st byte of the datetime.time payload. In the current implementation these bytes are used to store the month (1-12) and hour (0-23) values and the first bit is always 0. We picked these bytes because they are the only bytes that are checked by the current unpickle code. Thus loading post-PEP fold=1 pickles in a pre-PEP Python will result in an exception rather than an instance with out of range components.

Implementations of tzinfo in the Standard Library

No new implementations of datetime.tzinfo abstract class are proposed in this PEP. The existing (fixed offset) timezones do not introduce ambiguous local times and their utcoffset() implementation will return the same constant value as they do now regardless of the value of fold.

The basic implementation of fromutc() in the abstract datetime.tzinfo class will not change. It is currently not used anywhere in the stdlib because the only included tzinfo implementation (the datetime.timezone class implementing fixed offset timezones) overrides fromutc(). Keeping the default implementation unchanged has the benefit that pre-PEP 3rd party implementations that inherit the default fromutc() are not accidentally affected.

Guidelines for New tzinfo Implementations

Implementors of concrete datetime.tzinfo subclasses who want to support variable UTC offsets (due to DST and other causes) should follow these guidelines.

Ignorance is Bliss

New implementations of utcoffset(), tzname() and dst() methods should ignore the value of fold unless they are called on the ambiguous or missing times.

In the Fold

New subclasses should override the base-class fromutc() method and implement it so that in all cases where two different UTC times u0 and u1 (u0 <u1) correspond to the same local time t, fromutc(u0) will return an instance with fold=0 and fromutc(u1) will return an instance with fold=1. In all other cases the returned instance should have fold=0.

The utcoffset(), tzname() and dst() methods should use the value of the fold attribute to determine whether an otherwise ambiguous time t corresponds to the time before or after the transition. By definition, utcoffset() is greater before and smaller after any transition that creates a fold. The values returned by tzname() and dst() may or may not depend on the value of the fold attribute depending on the kind of the transition.

../_images/pep-0495-fold-2.png

The sketch above illustrates the relationship between the UTC and local time around a fall-back transition. The zig-zag line is a graph of the function implemented by fromutc(). Two intervals on the UTC axis adjacent to the transition point and having the size of the time shift at the transition are mapped to the same interval on the local axis. New implementations of fromutc() method should set the fold attribute to 1 when self is in the region marked in yellow on the UTC axis. (All intervals should be treated as closed on the left and open on the right.)

Mind the Gap

The fromutc() method should never produce a time in the gap.

If the utcoffset(), tzname() or dst() method is called on a local time that falls in a gap, the rules in effect before the transition should be used if fold=0. Otherwise, the rules in effect after the transition should be used.

../_images/pep-0495-gap.png

The sketch above illustrates the relationship between the UTC and local time around a spring-forward transition. At the transition, the local clock is advanced skipping the times in the gap. For the purposes of determining the values of utcoffset(), tzname() and dst(), the line before the transition is extended forward to find the UTC time corresponding to the time in the gap with fold=0 and for instances with fold=1, the line after the transition is extended back.

Summary of Rules at a Transition

On ambiguous/missing times utcoffset() should return values according to the following table:

fold=0 fold=1
Fold oldoff newoff = oldoff - delta
Gap oldoff newoff = oldoff + delta

where oldoff (newoff) is the UTC offset before (after) the transition and delta is the absolute size of the fold or the gap.

Note that the interpretation of the fold attribute is consistent in the fold and gap cases. In both cases, fold=0 (fold=1) means use fromutc() line before (after) the transition to find the UTC time. Only in the “Fold” case, the UTC times u0 and u1 are “real” solutions for the equation fromutc(u) == t, while in the “Gap” case they are “imaginary” solutions.

The DST Transitions

On a missing time introduced at the start of DST, the values returned by utcoffset() and dst() methods should be as follows

fold=0 fold=1
utcoffset() stdoff stdoff + dstoff
dst() zero dstoff

On an ambiguous time introduced at the end of DST, the values returned by utcoffset() and dst() methods should be as follows

fold=0 fold=1
utcoffset() stdoff + dstoff stdoff
dst() dstoff zero

where stdoff is the standard (non-DST) offset, dstoff is the DST correction (typically dstoff = timedelta(hours=1)) and zero = timedelta(0).

Temporal Arithmetic and Comparison Operators

In mathematicks he was greater
Than Tycho Brahe, or Erra Pater:
For he, by geometric scale,
Could take the size of pots of ale;
Resolve, by sines and tangents straight,
If bread or butter wanted weight,
And wisely tell what hour o’ th’ day
The clock does strike by algebra.
– “Hudibras” by Samuel Butler

The value of the fold attribute will be ignored in all operations with naive datetime instances. As a consequence, naive datetime.datetime or datetime.time instances that differ only by the value of fold will compare as equal. Applications that need to differentiate between such instances should check the value of fold explicitly or convert those instances to a timezone that does not have ambiguous times (such as UTC).

The value of fold will also be ignored whenever a timedelta is added to or subtracted from a datetime instance which may be either aware or naive. The result of addition (subtraction) of a timedelta to (from) a datetime will always have fold set to 0 even if the original datetime instance had fold=1.

No changes are proposed to the way the difference t - s is computed for datetime instances t and s. If both instances are naive or t.tzinfo is the same instance as s.tzinfo (t.tzinfo is s.tzinfo evaluates to True) then t - s is a timedelta d such that s + d == t. As explained in the previous paragraph, timedelta addition ignores both fold and tzinfo attributes and so does intra-zone or naive datetime subtraction.

Naive and intra-zone comparisons will ignore the value of fold and return the same results as they do now. (This is the only way to preserve backward compatibility. If you need an aware intra-zone comparison that uses the fold, convert both sides to UTC first.)

The inter-zone subtraction will be defined as it is now: t - s is computed as (t - t.utcoffset()) - (s - s.utcoffset()).replace(tzinfo=t.tzinfo), but the result will depend on the values of t.fold and s.fold when either t.tzinfo or s.tzinfo is post-PEP. [5]

[5]
Note that the new rules may result in a paradoxical situation when s == t but s - u != t - u. Such paradoxes are not really new and are inherent in the overloading of the minus operator differently for intra- and inter-zone operations. For example, one can easily construct datetime instances t and s with some variable offset tzinfo and a datetime u with tzinfo=timezone.utc such that (t - u) - (s - u) != t - s. The explanation for this paradox is that the minuses inside the parentheses and the two other minuses are really three different operations: inter-zone datetime subtraction, timedelta subtraction, and intra-zone datetime subtraction, which each have the mathematical properties of subtraction separately, but not when combined in a single expression.

Aware datetime Equality Comparison

The aware datetime comparison operators will work the same as they do now, with results indirectly affected by the value of fold whenever the utcoffset() value of one of the operands depends on it, with one exception. Whenever one or both of the operands in inter-zone comparison is such that its utcoffset() depends on the value of its fold fold attribute, the result is False. [6]

[6]
This exception is designed to preserve the hash and equivalence invariants in the face of paradoxes of inter-zone arithmetic.

Formally, t == s when t.tzinfo is s.tzinfo evaluates to False can be defined as follows. Let toutc(t, fold) be a function that takes an aware datetime instance t and returns a naive instance representing the same time in UTC assuming a given value of fold:

def toutc(t, fold):
    u = t - t.replace(fold=fold).utcoffset()
    return u.replace(tzinfo=None)

Then t == s is equivalent to

toutc(t, fold=0) == toutc(t, fold=1) == toutc(s, fold=0) == toutc(s, fold=1)

Backward and Forward Compatibility

This proposal will have little effect on the programs that do not read the fold flag explicitly or use tzinfo implementations that do. The only visible change for such programs will be that conversions to and from POSIX timestamps will now round-trip correctly (up to floating point rounding). Programs that implemented a work-around to the old incorrect behavior may need to be modified.

Pickles produced by older programs will remain fully forward compatible. Only datetime/time instances with fold=1 pickled in the new versions will become unreadable by the older Python versions. Pickles of instances with fold=0 (which is the default) will remain unchanged.

Questions and Answers

Why not call the new flag “isdst”?

A non-technical answer

  • Alice: Bob - let’s have a stargazing party at 01:30 AM tomorrow!
  • Bob: Should I presume initially that Daylight Saving Time is or is not in effect for the specified time?
  • Alice: Huh?

  • Bob: Alice - let’s have a stargazing party at 01:30 AM tomorrow!
  • Alice: You know, Bob, 01:30 AM will happen twice tomorrow. Which time do you have in mind?
  • Bob: I did not think about it, but let’s pick the first.

(same characters, an hour later)


  • Bob: Alice - this Py-O-Clock gadget of mine asks me to choose between fold=0 and fold=1 when I set it for tomorrow 01:30 AM. What should I do?
  • Alice: I’ve never hear of a Py-O-Clock, but I guess fold=0 is the first 01:30 AM and fold=1 is the second.

A technical reason

While the tm_isdst field of the time.struct_time object can be used to disambiguate local times in the fold, the semantics of such disambiguation are completely different from the proposal in this PEP.

The main problem with the tm_isdst field is that it is impossible to know what value is appropriate for tm_isdst without knowing the details about the time zone that are only available to the tzinfo implementation. Thus while tm_isdst is useful in the output of methods such as time.localtime, it is cumbersome as an input of methods such as time.mktime.

If the programmer misspecified a non-negative value of tm_isdst to time.mktime, the result will be time that is 1 hour off and since there is rarely a way to know anything about DST before a call to time.mktime is made, the only sane choice is usually tm_isdst=-1.

Unlike tm_isdst, the proposed fold attribute has no effect on the interpretation of the datetime instance unless without that attribute two (or no) interpretations are possible.

Since it would be very confusing to have something called isdst that does not have the same semantics as tm_isdst, we need a different name. Moreover, the datetime.datetime class already has a method called dst() and if we called fold “isdst”, we would necessarily have situations when “isdst” is zero but dst() is not or the other way around.

Why “fold”?

Suggested by Guido van Rossum and favored by one (but initially disfavored by another) author. A consensus was reached after the allowed values for the attribute were changed from False/True to 0/1. The noun “fold” has correct connotations and easy mnemonic rules, but at the same time does not invite unbased assumptions.

What is “first”?

This was a working name of the attribute chosen initially because the obvious alternative (“second”) conflicts with the existing attribute. It was rejected mostly on the grounds that it would make True a default value.

The following alternative names have also been considered:

later
A close contender to “fold”. One author dislikes it because it is confusable with equally fitting “latter,” but in the age of auto-completion everywhere this is a small consideration. A stronger objection may be that in the case of missing time, we will have later=True instance converted to an earlier time by .astimezone(timezone.utc) that that with later=False. Yet again, this can be interpreted as a desirable indication that the original time is invalid.
which
The original placeholder name for the localtime function branch index was independently proposed for the name of the disambiguation attribute and received some support.
repeated
Did not receive any support on the mailing list.
ltdf
(Local Time Disambiguation Flag) - short and no-one will attempt to guess what it means without reading the docs. (This abbreviation was used in PEP discussions with the meaning ltdf=False is the earlier by those who didn’t want to endorse any of the alternatives.)

Are two values enough?

Several reasons have been raised to allow a None or -1 value for the fold attribute: backward compatibility, analogy with tm_isdst and strict checking for invalid times.

Backward Compatibility

It has been suggested that backward compatibility can be improved if the default value of the fold flag was None which would signal that pre-PEP behavior is requested. Based on the analysis below, we believe that the proposed changes with the fold=0 default are sufficiently backward compatible.

This PEP provides only three ways for a program to discover that two otherwise identical datetime instances have different values of fold: (1) an explicit check of the fold attribute; (2) if the instances are naive - conversion to another timezone using the astimezone() method; and (3) conversion to float using the timestamp() method.

Since fold is a new attribute, the first option is not available to the existing programs. Note that option (2) only works for naive datetimes that happen to be in a fold or a gap in the system time zone. In all other cases, the value of fold will be ignored in the conversion unless the instances use a fold-aware tzinfo which would not be available in a pre-PEP program. Similarly, the astimezone() called on a naive instance will not be available in such program because astimezone() does not currently work with naive datetimes.

This leaves us with only one situation where an existing program can start producing different results after the implementation of this PEP: when a datetime.timestamp() method is called on a naive datetime instance that happen to be in the fold or the gap. In the current implementation, the result is undefined. Depending on the system mktime implementation, the programs can see different results or errors in those cases. With this PEP in place, the value of timestamp will be well-defined in those cases but will depend on the value of the fold flag. We consider the change in datetime.timestamp() method behavior a bug fix enabled by this PEP. The old behavior can still be emulated by the users who depend on it by writing time.mktime(dt.timetuple()) + 1e-6*dt.microsecond instead of dt.timestamp().

Analogy with tm_isdst

The time.mktime interface allows three values for the tm_isdst flag: -1, 0, and 1. As we explained above, -1 (asking mktime to determine whether DST is in effect for the given time from the rest of the fields) is the only choice that is useful in practice.

With the fold flag, however, datetime.timestamp() will return the same value as mktime with tm_isdst=-1 in 99.98% of the time for most time zones with DST transitions. Moreover, tm_isdst=-1-like behavior is specified regardless of the value of fold.

It is only in the 0.02% cases (2 hours per year) that the datetime.timestamp() and mktime with tm_isdst=-1 may disagree. However, even in this case, most of the mktime implementations will return the fold=0 or the fold=1 value even though relevant standards allow mktime to return -1 and set an error code in those cases.

In other words, tm_isdst=-1 behavior is not missing from this PEP. To the contrary, it is the only behavior provided in two different well-defined flavors. The behavior that is missing is when a given local hour is interpreted as a different local hour because of the misspecified tm_isdst.

For example, in the DST-observing time zones in the Northern hemisphere (where DST is in effect in June) one can get

>>> from time import mktime, localtime
>>> t = mktime((2015, 6, 1, 12, 0, 0, -1, -1, 0))
>>> localtime(t)[:]
(2015, 6, 1, 13, 0, 0, 0, 152, 1)

Note that 12:00 was interpreted as 13:00 by mktime. With the datetime.timestamp, datetime.fromtimestamp, it is currently guaranteed that

>>> t = datetime.datetime(2015, 6, 1, 12).timestamp()
>>> datetime.datetime.fromtimestamp(t)
datetime.datetime(2015, 6, 1, 12, 0)

This PEP extends the same guarantee to both values of fold:

>>> t = datetime.datetime(2015, 6, 1, 12, fold=0).timestamp()
>>> datetime.datetime.fromtimestamp(t)
datetime.datetime(2015, 6, 1, 12, 0)
>>> t = datetime.datetime(2015, 6, 1, 12, fold=1).timestamp()
>>> datetime.datetime.fromtimestamp(t)
datetime.datetime(2015, 6, 1, 12, 0)

Thus one of the suggested uses for fold=-1 – to match the legacy behavior – is not needed. Either choice of fold will match the old behavior except in the few cases where the old behavior was undefined.

Strict Invalid Time Checking

Another suggestion was to use fold=-1 or fold=None to indicate that the program truly has no means to deal with the folds and gaps and dt.utcoffset() should raise an error whenever dt represents an ambiguous or missing local time.

The main problem with this proposal, is that dt.utcoffset() is used internally in situations where raising an error is not an option: for example, in dictionary lookups or list/set membership checks. So strict gap/fold checking behavior would need to be controlled by a separate flag, say dt.utcoffset(raise_on_gap=True, raise_on_fold=False). However, this functionality can be easily implemented in user code:

def utcoffset(dt, raise_on_gap=True, raise_on_fold=False):
    u = dt.utcoffset()
    v = dt.replace(fold=not dt.fold).utcoffset()
    if u == v:
        return u
    if (u < v) == dt.fold:
        if raise_on_fold:
            raise AmbiguousTimeError
    else:
        if raise_on_gap:
            raise MissingTimeError
    return u

Moreover, raising an error in the problem cases is only one of many possible solutions. An interactive program can ask the user for additional input, while a server process may log a warning and take an appropriate default action. We cannot possibly provide functions for all possible user requirements, but this PEP provides the means to implement any desired behavior in a few lines of code.

Implementation

Picture Credit

This image is a work of a U.S. military or Department of Defense employee, taken or made as part of that person’s official duties. As a work of the U.S. federal government, the image is in the public domain.


Source: https://github.com/python-discord/peps/blob/main/pep-0495.txt

Last modified: 2022-03-11 20:41:57 GMT