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""" |
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Tests for Timestamp parsing, aimed at pandas/_libs/tslibs/parsing.pyx |
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""" |
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from datetime import datetime |
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import re |
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|
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from dateutil.parser import parse as du_parse |
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from dateutil.tz import tzlocal |
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from hypothesis import given |
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import numpy as np |
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import pytest |
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from pandas._libs.tslibs import ( |
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parsing, |
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strptime, |
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) |
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from pandas._libs.tslibs.parsing import parse_datetime_string_with_reso |
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from pandas.compat import ( |
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ISMUSL, |
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is_platform_windows, |
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) |
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import pandas.util._test_decorators as td |
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import pandas._testing as tm |
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from pandas._testing._hypothesis import DATETIME_NO_TZ |
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@pytest.mark.skipif( |
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is_platform_windows() or ISMUSL, |
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reason="TZ setting incorrect on Windows and MUSL Linux", |
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) |
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def test_parsing_tzlocal_deprecated(): |
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|
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msg = ( |
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"Parsing 'EST' as tzlocal.*" |
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"Pass the 'tz' keyword or call tz_localize after construction instead" |
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) |
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dtstr = "Jan 15 2004 03:00 EST" |
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|
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with tm.set_timezone("US/Eastern"): |
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with tm.assert_produces_warning(FutureWarning, match=msg): |
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res, _ = parse_datetime_string_with_reso(dtstr) |
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assert isinstance(res.tzinfo, tzlocal) |
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with tm.assert_produces_warning(FutureWarning, match=msg): |
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res = parsing.py_parse_datetime_string(dtstr) |
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assert isinstance(res.tzinfo, tzlocal) |
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def test_parse_datetime_string_with_reso(): |
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(parsed, reso) = parse_datetime_string_with_reso("4Q1984") |
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(parsed_lower, reso_lower) = parse_datetime_string_with_reso("4q1984") |
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assert reso == reso_lower |
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assert parsed == parsed_lower |
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def test_parse_datetime_string_with_reso_nanosecond_reso(): |
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parsed, reso = parse_datetime_string_with_reso("2022-04-20 09:19:19.123456789") |
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assert reso == "nanosecond" |
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def test_parse_datetime_string_with_reso_invalid_type(): |
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msg = "Argument 'date_string' has incorrect type (expected str, got tuple)" |
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with pytest.raises(TypeError, match=re.escape(msg)): |
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parse_datetime_string_with_reso((4, 5)) |
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@pytest.mark.parametrize( |
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"dashed,normal", [("1988-Q2", "1988Q2"), ("2Q-1988", "2Q1988")] |
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) |
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def test_parse_time_quarter_with_dash(dashed, normal): |
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(parsed_dash, reso_dash) = parse_datetime_string_with_reso(dashed) |
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(parsed, reso) = parse_datetime_string_with_reso(normal) |
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assert parsed_dash == parsed |
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assert reso_dash == reso |
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@pytest.mark.parametrize("dashed", ["-2Q1992", "2-Q1992", "4-4Q1992"]) |
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def test_parse_time_quarter_with_dash_error(dashed): |
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msg = f"Unknown datetime string format, unable to parse: {dashed}" |
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with pytest.raises(parsing.DateParseError, match=msg): |
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parse_datetime_string_with_reso(dashed) |
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@pytest.mark.parametrize( |
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"date_string,expected", |
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[ |
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("123.1234", False), |
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("-50000", False), |
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("999", False), |
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("m", False), |
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("T", False), |
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("Mon Sep 16, 2013", True), |
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("2012-01-01", True), |
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("01/01/2012", True), |
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("01012012", True), |
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("0101", True), |
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("1-1", True), |
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], |
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) |
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def test_does_not_convert_mixed_integer(date_string, expected): |
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assert parsing._does_string_look_like_datetime(date_string) is expected |
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@pytest.mark.parametrize( |
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"date_str,kwargs,msg", |
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[ |
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( |
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"2013Q5", |
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{}, |
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( |
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"Incorrect quarterly string is given, " |
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"quarter must be between 1 and 4: 2013Q5" |
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), |
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), |
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|
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( |
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"2013Q1", |
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{"freq": "INVLD-L-DEC-SAT"}, |
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( |
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"Unable to retrieve month information " |
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"from given freq: INVLD-L-DEC-SAT" |
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), |
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), |
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], |
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) |
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def test_parsers_quarterly_with_freq_error(date_str, kwargs, msg): |
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with pytest.raises(parsing.DateParseError, match=msg): |
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parsing.parse_datetime_string_with_reso(date_str, **kwargs) |
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@pytest.mark.parametrize( |
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"date_str,freq,expected", |
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[ |
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("2013Q2", None, datetime(2013, 4, 1)), |
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("2013Q2", "Y-APR", datetime(2012, 8, 1)), |
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("2013-Q2", "Y-DEC", datetime(2013, 4, 1)), |
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], |
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) |
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def test_parsers_quarterly_with_freq(date_str, freq, expected): |
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result, _ = parsing.parse_datetime_string_with_reso(date_str, freq=freq) |
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assert result == expected |
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@pytest.mark.parametrize( |
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"date_str", ["2Q 2005", "2Q-200Y", "2Q-200", "22Q2005", "2Q200.", "6Q-20"] |
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) |
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def test_parsers_quarter_invalid(date_str): |
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if date_str == "6Q-20": |
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msg = ( |
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"Incorrect quarterly string is given, quarter " |
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f"must be between 1 and 4: {date_str}" |
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) |
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else: |
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msg = f"Unknown datetime string format, unable to parse: {date_str}" |
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with pytest.raises(ValueError, match=msg): |
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parsing.parse_datetime_string_with_reso(date_str) |
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@pytest.mark.parametrize( |
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"date_str,expected", |
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[("201101", datetime(2011, 1, 1, 0, 0)), ("200005", datetime(2000, 5, 1, 0, 0))], |
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) |
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def test_parsers_month_freq(date_str, expected): |
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result, _ = parsing.parse_datetime_string_with_reso(date_str, freq="ME") |
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assert result == expected |
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@td.skip_if_not_us_locale |
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@pytest.mark.parametrize( |
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"string,fmt", |
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[ |
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("20111230", "%Y%m%d"), |
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("201112300000", "%Y%m%d%H%M"), |
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("20111230000000", "%Y%m%d%H%M%S"), |
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("20111230T00", "%Y%m%dT%H"), |
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("20111230T0000", "%Y%m%dT%H%M"), |
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("20111230T000000", "%Y%m%dT%H%M%S"), |
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("2011-12-30", "%Y-%m-%d"), |
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("2011", "%Y"), |
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("2011-01", "%Y-%m"), |
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("30-12-2011", "%d-%m-%Y"), |
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("2011-12-30 00:00:00", "%Y-%m-%d %H:%M:%S"), |
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("2011-12-30T00:00:00", "%Y-%m-%dT%H:%M:%S"), |
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("2011-12-30T00:00:00UTC", "%Y-%m-%dT%H:%M:%S%Z"), |
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("2011-12-30T00:00:00Z", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+9", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+09", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+090", None), |
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("2011-12-30T00:00:00+0900", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00-0900", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+09:00", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+09:000", None), |
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("2011-12-30T00:00:00+9:0", "%Y-%m-%dT%H:%M:%S%z"), |
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("2011-12-30T00:00:00+09:", None), |
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("2011-12-30T00:00:00.000000UTC", "%Y-%m-%dT%H:%M:%S.%f%Z"), |
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("2011-12-30T00:00:00.000000Z", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+9", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+09", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+090", None), |
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("2011-12-30T00:00:00.000000+0900", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000-0900", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+09:00", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+09:000", None), |
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("2011-12-30T00:00:00.000000+9:0", "%Y-%m-%dT%H:%M:%S.%f%z"), |
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("2011-12-30T00:00:00.000000+09:", None), |
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("2011-12-30 00:00:00.000000", "%Y-%m-%d %H:%M:%S.%f"), |
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("Tue 24 Aug 2021 01:30:48", "%a %d %b %Y %H:%M:%S"), |
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("Tuesday 24 Aug 2021 01:30:48", "%A %d %b %Y %H:%M:%S"), |
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("Tue 24 Aug 2021 01:30:48 AM", "%a %d %b %Y %I:%M:%S %p"), |
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("Tuesday 24 Aug 2021 01:30:48 AM", "%A %d %b %Y %I:%M:%S %p"), |
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("27.03.2003 14:55:00.000", "%d.%m.%Y %H:%M:%S.%f"), |
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], |
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) |
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def test_guess_datetime_format_with_parseable_formats(string, fmt): |
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with tm.maybe_produces_warning( |
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UserWarning, fmt is not None and re.search(r"%d.*%m", fmt) |
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): |
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result = parsing.guess_datetime_format(string) |
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assert result == fmt |
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@pytest.mark.parametrize("dayfirst,expected", [(True, "%d/%m/%Y"), (False, "%m/%d/%Y")]) |
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def test_guess_datetime_format_with_dayfirst(dayfirst, expected): |
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ambiguous_string = "01/01/2011" |
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result = parsing.guess_datetime_format(ambiguous_string, dayfirst=dayfirst) |
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assert result == expected |
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@td.skip_if_not_us_locale |
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@pytest.mark.parametrize( |
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"string,fmt", |
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[ |
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("30/Dec/2011", "%d/%b/%Y"), |
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("30/December/2011", "%d/%B/%Y"), |
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("30/Dec/2011 00:00:00", "%d/%b/%Y %H:%M:%S"), |
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], |
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) |
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def test_guess_datetime_format_with_locale_specific_formats(string, fmt): |
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result = parsing.guess_datetime_format(string) |
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assert result == fmt |
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@pytest.mark.parametrize( |
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"invalid_dt", |
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[ |
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"01/2013", |
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"12:00:00", |
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"1/1/1/1", |
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"this_is_not_a_datetime", |
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"51a", |
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"13/2019", |
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"202001", |
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"2020/01", |
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"87156549591102612381000001219H5", |
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], |
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) |
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def test_guess_datetime_format_invalid_inputs(invalid_dt): |
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assert parsing.guess_datetime_format(invalid_dt) is None |
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@pytest.mark.parametrize("invalid_type_dt", [9, datetime(2011, 1, 1)]) |
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def test_guess_datetime_format_wrong_type_inputs(invalid_type_dt): |
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with pytest.raises( |
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TypeError, |
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match=r"^Argument 'dt_str' has incorrect type \(expected str, got .*\)$", |
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): |
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parsing.guess_datetime_format(invalid_type_dt) |
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@pytest.mark.parametrize( |
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"string,fmt,dayfirst,warning", |
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[ |
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("2011-1-1", "%Y-%m-%d", False, None), |
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("2011-1-1", "%Y-%d-%m", True, None), |
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("1/1/2011", "%m/%d/%Y", False, None), |
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("1/1/2011", "%d/%m/%Y", True, None), |
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("30-1-2011", "%d-%m-%Y", False, UserWarning), |
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("30-1-2011", "%d-%m-%Y", True, None), |
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("2011-1-1 0:0:0", "%Y-%m-%d %H:%M:%S", False, None), |
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("2011-1-1 0:0:0", "%Y-%d-%m %H:%M:%S", True, None), |
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("2011-1-3T00:00:0", "%Y-%m-%dT%H:%M:%S", False, None), |
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("2011-1-3T00:00:0", "%Y-%d-%mT%H:%M:%S", True, None), |
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("2011-1-1 00:00:00", "%Y-%m-%d %H:%M:%S", False, None), |
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("2011-1-1 00:00:00", "%Y-%d-%m %H:%M:%S", True, None), |
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], |
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) |
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def test_guess_datetime_format_no_padding(string, fmt, dayfirst, warning): |
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|
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msg = ( |
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rf"Parsing dates in {fmt} format when dayfirst=False \(the default\) " |
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"was specified. " |
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"Pass `dayfirst=True` or specify a format to silence this warning." |
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) |
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with tm.assert_produces_warning(warning, match=msg): |
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result = parsing.guess_datetime_format(string, dayfirst=dayfirst) |
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assert result == fmt |
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def test_try_parse_dates(): |
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arr = np.array(["5/1/2000", "6/1/2000", "7/1/2000"], dtype=object) |
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result = parsing.try_parse_dates(arr, parser=lambda x: du_parse(x, dayfirst=True)) |
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expected = np.array([du_parse(d, dayfirst=True) for d in arr]) |
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tm.assert_numpy_array_equal(result, expected) |
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def test_parse_datetime_string_with_reso_check_instance_type_raise_exception(): |
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|
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msg = "Argument 'date_string' has incorrect type (expected str, got tuple)" |
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with pytest.raises(TypeError, match=re.escape(msg)): |
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parse_datetime_string_with_reso((1, 2, 3)) |
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|
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result = parse_datetime_string_with_reso("2019") |
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expected = (datetime(2019, 1, 1), "year") |
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assert result == expected |
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|
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@pytest.mark.parametrize( |
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"fmt,expected", |
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[ |
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("%Y %m %d %H:%M:%S", True), |
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("%Y/%m/%d %H:%M:%S", True), |
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(r"%Y\%m\%d %H:%M:%S", True), |
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("%Y-%m-%d %H:%M:%S", True), |
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("%Y.%m.%d %H:%M:%S", True), |
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("%Y%m%d %H:%M:%S", True), |
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("%Y-%m-%dT%H:%M:%S", True), |
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("%Y-%m-%dT%H:%M:%S%z", True), |
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("%Y-%m-%dT%H:%M:%S%Z", False), |
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("%Y-%m-%dT%H:%M:%S.%f", True), |
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("%Y-%m-%dT%H:%M:%S.%f%z", True), |
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("%Y-%m-%dT%H:%M:%S.%f%Z", False), |
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("%Y%m%d", True), |
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("%Y%m", False), |
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("%Y", True), |
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("%Y-%m-%d", True), |
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("%Y-%m", True), |
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], |
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) |
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def test_is_iso_format(fmt, expected): |
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|
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result = strptime._test_format_is_iso(fmt) |
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assert result == expected |
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|
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@pytest.mark.parametrize( |
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"input", |
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[ |
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"2018-01-01T00:00:00.123456789", |
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"2018-01-01T00:00:00.123456", |
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"2018-01-01T00:00:00.123", |
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], |
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) |
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def test_guess_datetime_format_f(input): |
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|
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result = parsing.guess_datetime_format(input) |
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expected = "%Y-%m-%dT%H:%M:%S.%f" |
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assert result == expected |
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|
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def _helper_hypothesis_delimited_date(call, date_string, **kwargs): |
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msg, result = None, None |
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try: |
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result = call(date_string, **kwargs) |
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except ValueError as err: |
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msg = str(err) |
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return msg, result |
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|
|
|
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@given(DATETIME_NO_TZ) |
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@pytest.mark.parametrize("delimiter", list(" -./")) |
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@pytest.mark.parametrize("dayfirst", [True, False]) |
|
@pytest.mark.parametrize( |
|
"date_format", |
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["%d %m %Y", "%m %d %Y", "%m %Y", "%Y %m %d", "%y %m %d", "%Y%m%d", "%y%m%d"], |
|
) |
|
def test_hypothesis_delimited_date( |
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request, date_format, dayfirst, delimiter, test_datetime |
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): |
|
if date_format == "%m %Y" and delimiter == ".": |
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request.applymarker( |
|
pytest.mark.xfail( |
|
reason="parse_datetime_string cannot reliably tell whether " |
|
"e.g. %m.%Y is a float or a date" |
|
) |
|
) |
|
date_string = test_datetime.strftime(date_format.replace(" ", delimiter)) |
|
|
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except_out_dateutil, result = _helper_hypothesis_delimited_date( |
|
parsing.py_parse_datetime_string, date_string, dayfirst=dayfirst |
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) |
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except_in_dateutil, expected = _helper_hypothesis_delimited_date( |
|
du_parse, |
|
date_string, |
|
default=datetime(1, 1, 1), |
|
dayfirst=dayfirst, |
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yearfirst=False, |
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) |
|
|
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assert except_out_dateutil == except_in_dateutil |
|
assert result == expected |
|
|