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549,804,933
MDExOlB1bGxSZXF1ZXN0MzYyODI4MDkz
31,015
DOC: Fixed documented value of `pd.NA ** 0` (#31005)
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0
2020-01-14T20:38:39Z
2020-01-14T21:33:15Z
2020-01-14T21:33:15Z
CONTRIBUTOR
null
(cherry picked from commit da04c9a8fe6ddbc7028e8721c57d3e62d1da11e3) Closes https://github.com/pandas-dev/pandas/issues/31003
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549,806,027
MDU6SXNzdWU1NDk4MDYwMjc=
31,016
BUG: pivot_table with multi-index columns only and margins=True gives wrong output or fails
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1
2020-01-14T20:40:53Z
2020-01-20T20:08:12Z
2020-01-20T20:08:12Z
MEMBER
null
Discovered in #31013 , when `pivot_table` only defines `columns` with single column and with `margins` set to `True`, it will fail. ```python >>> df = pd.DataFrame({"A": ["foo", "foo", "foo", "foo", "foo","bar", "bar", "bar", "bar"], "B": ["one", "one", "one", "two", "two","one", "one", "two", "two"], "C": ["small", "large", "large", "small","small", "large", "small", "small","large"], "D": [1, 2, 2, 3, 3, 4, 5, 6, 7], "E": [2, 4, 5, 5, 6, 6, 8, 9, 9]}) >>> df.pivot_table(columns="A", margins=True, aggfunc=np.mean) KeyError: 'bar' ``` However, when defining two columns, it magically works, but return a wrong shape: ```python >>> df.pivot_table(columns=["A", "B"], margins=True, aggfunc=np.mean) A B D bar one 4.500000 two 6.500000 foo one 1.666667 two 3.000000 All 3.666667 E bar one 7.000000 two 9.000000 foo one 3.666667 two 5.500000 All 6.000000 ``` This returns a Series, but A, B should be column index, so should get a DataFrame.
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549,807,471
MDExOlB1bGxSZXF1ZXN0MzYyODMwMDg4
31,017
REG: restore format_type attr
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9
2020-01-14T20:43:43Z
2020-01-22T15:47:37Z
2020-01-22T14:16:47Z
MEMBER
null
- [x] closes #30962 cc @TomAugspurger
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549,818,960
MDExOlB1bGxSZXF1ZXN0MzYyODM5MjE2
31,018
BUG: Preserve string dtype in extract
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2
2020-01-14T21:08:01Z
2020-01-15T02:56:40Z
2020-01-15T02:56:37Z
CONTRIBUTOR
null
specifically with multiple capture groups and expand=False Closes https://github.com/pandas-dev/pandas/issues/30969
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Backport PR #31015: DOC: Fixed documented value of `pd.NA ** 0` (#31005)
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xref #30874 which does similar cleanup for TimedeltaIndex. Do all parsing/casting/conversion before call to self._engine or super() methods (xref #30948) Fix+test integers incorrectly getting through.
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2020-01-14T22:33:59Z
2020-01-15T17:06:33Z
2020-01-15T03:10:24Z
MEMBER
null
xref #30874 which does similar cleanup for TimedeltaIndex, #31021 for PeriodIndex Do all parsing/casting/conversion before call to self._engine or super() methods (xref #30948) Needs test for preventing integers and Timedeltas through incorrectly. Some of the casting may be simplified pending #30994.
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549,886,890
MDExOlB1bGxSZXF1ZXN0MzYyODk0Mzc0
31,024
CI: Travis Remove Unrequired Exclude
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2
2020-01-14T23:57:25Z
2020-05-01T22:03:39Z
2020-01-15T00:36:16Z
CONTRIBUTOR
null
Follow up from #30540 this exclusion is no longer required. I checked the build config is the same using https://config.travis-ci.com/explore
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31,025
ENH: Handle extension arrays in algorithms.diff
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20
2020-01-15T00:26:03Z
2020-01-23T19:29:21Z
2020-01-23T19:00:10Z
CONTRIBUTOR
null
Closes https://github.com/pandas-dev/pandas/issues/30889 Closes https://github.com/pandas-dev/pandas/issues/30967 This still needs a few things 1. Additional tests. It's hard to write thorough tests in `extensions/base`, since we don't know what the dtype will be after the `.diff()` (subtracting doesn't necessarily return the same dtype). 2. Decide what we want for BooleanArray.diff. Should that return an IntegerArray probably? 3. (edit) Verify that there's no perf regression for datetime, datetimetz, timedelta. Are we comfortable doing this for 1.0.0?
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Backport PR #31024 on branch 1.0.x (CI: Travis Remove Unrequired Exclude)
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0
2020-01-15T00:36:26Z
2020-01-15T01:38:36Z
2020-01-15T01:38:36Z
NONE
null
Backport PR #31024: CI: Travis Remove Unrequired Exclude
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REF: implement Block._split_op_result
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1
2020-01-15T00:59:10Z
2020-01-15T03:38:03Z
2020-01-15T03:23:13Z
MEMBER
null
Broken off from a branch working on arithmetic performance for `op(df1, df2)`, two changes here: - implement _split_op_result, discussed before [citation needed] - change an unnecessarily-deep copy to non-deep
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31,028
Series.to_json produces invalid JSON with `orient="index"` if index is multilevel
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9
2020-01-15T01:15:11Z
2020-01-25T17:49:55Z
2020-01-25T17:49:55Z
CONTRIBUTOR
null
#### Code Sample, a copy-pastable example if possible ```python dataframe = pd.DataFrame({'x': [1, 2, 3], 'y': ['a', 'b', 'c']}) series = dataframe.stack() print(series.to_json(orient="index")) ``` The keys in the output have unescaped quotes in them, resulting in invalid JSON. Output here is indented for clarity: ```json { "[0,"x"]": 1, "[0,"y"]": "a", "[1,"x"]": 2, "[1,"y"]": "b", "[2,"x"]": 3, "[2,"y"]": "c" } ``` #### Problem description `to_json()` should always either 1) produce valid JSON, or 2) throw an exception if it cannot. #### Expected Output The multilevel index in the output should be properly escaped to produce valid JSON, like so: ```json { "[0,\"x\"]": 1, "[0,\"y\"]": "a", "[1,\"x\"]": 2, "[1,\"y\"]": "b", "[2,\"x\"]": 3, "[2,\"y\"]": "c" } ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : None python : 3.7.3.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.3 numpy : 1.18.1 pytz : 2019.3 dateutil : 2.8.0 pip : 19.3.1 setuptools : 45.0.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : 2.8.4 (dt dec pq3 ext lo64) jinja2 : 2.10.3 IPython : None pandas_datareader: None bs4 : None bottleneck : None fastparquet : None gcsfs : None lxml.etree : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : 0.15.1 pytables : None s3fs : 0.4.0 scipy : None sqlalchemy : 1.3.12 tables : None xarray : None xlrd : None xlwt : None xlsxwriter : None </details>
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Disallow bare pytest.raises
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2020-02-07T17:08:02Z
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- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry https://github.com/pandas-dev/pandas/issues/30999
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Backport PR #31018 on branch 1.0.x (BUG: Preserve string dtype in extract)
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2020-01-15T02:56:49Z
2020-01-15T04:11:23Z
2020-01-15T04:11:23Z
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Backport PR #31018: BUG: Preserve string dtype in extract
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TST: Split test_offsets.py - Test_offsets moved to test_date_offsets
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2020-02-12T00:49:01Z
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In context of [https://github.com/pandas-dev/pandas/pull/30194](30194) First part with move test_offsets to test_date_offsets - [ ] closes #27085 - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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Revert "DEPR: is_copy arg of take (#30615)"
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2020-01-15T07:56:55Z
2020-01-23T14:41:39Z
2020-01-23T14:41:30Z
MEMBER
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This reverts commit 7796be6e2c548de0be16e6adf08f5fca2ab9b4bc. See https://github.com/pandas-dev/pandas/issues/27357#issuecomment-571639242 and https://github.com/pandas-dev/pandas/pull/30615#issuecomment-571637550
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DOC: typo a -> an
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2
2020-01-15T08:53:48Z
2020-01-16T00:15:25Z
2020-01-16T00:15:18Z
CONTRIBUTOR
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550,052,369
MDExOlB1bGxSZXF1ZXN0MzYzMDI2ODI5
31,034
TST: Split test_offsets.py - Added fixtures for date offsets and business date offsets
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2020-01-15T09:03:21Z
2020-03-24T16:12:17Z
2020-03-24T16:12:17Z
NONE
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In context of #30194 and #31031 Second part with added (bussiness-)date offsets fixtures - [ ] closes #27085 - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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550,077,026
MDU6SXNzdWU1NTAwNzcwMjY=
31,035
Incorrect boolean bitwise conversion when dtype=object
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2020-01-15T09:49:51Z
2021-07-27T04:38:40Z
null
NONE
null
#### Code Sample, a copy-pastable example if possible ```python import pandas as pd s = pd.Series([False, True, None]) s[s.isnull()] = False print('incorrect:') print((~s).astype(bool)) print('\ncorrect:') print(s.apply(lambda x: not x)) ``` #### Problem description The above code will produce the following unexpected output: ```bash incorrect: 0 True 1 True 2 True dtype: bool correct: 0 True 1 False 2 True dtype: bool ``` The same issues persist with using `np.nan` or other NULL-like. NULL-like are commonly encountered in data. It is very convenient and common for data scientists to use bitwise operators like |, &, and ~ to slice and dice pandas Series and DataFrames. Bitwise operator ~ returns unexpected behavior when some data has been NULL in the past (implicitly causing the dtype to become object), even after coercion of the offending elements to bool. This can cause subtle problems in data filtering that will go undetected. If it is not fixed, use of bitwise operators on `dtype=object` should at least raise a Warning. #### Expected Output ```bash 0 True 1 False 2 True dtype: bool ``` #### Output of ``pd.show_versions()`` ``` INSTALLED VERSIONS ------------------ commit : None python : 3.7.5.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.3 numpy : 1.17.4 pytz : 2018.7 dateutil : 2.7.5 pip : 19.3.1 setuptools : 41.6.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.10 IPython : 7.11.1 pandas_datareader: None bs4 : None bottleneck : None fastparquet : None gcsfs : None lxml.etree : None matplotlib : 3.0.3 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None s3fs : None scipy : 1.3.3 sqlalchemy : None tables : None xarray : None xlrd : None xlwt : None xlsxwriter : None ```
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550,077,895
MDExOlB1bGxSZXF1ZXN0MzYzMDQ3NTYx
31,036
BUG: AssertionError on Series.append(DataFrame) fix #30975
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3
2020-01-15T09:51:29Z
2020-01-24T20:46:20Z
2020-01-24T03:37:33Z
CONTRIBUTOR
null
- [x] closes #30975 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Series.append() does not throw AssertionError anymore. This fix performs a precheck before proceeding with concatenation. Tests have passed. Whatsnew entry added. Thanks!
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MDExOlB1bGxSZXF1ZXN0MzYzMDg2MDA3
31,037
PERF: improve access of .array
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42
2020-01-15T11:17:29Z
2020-01-24T08:33:02Z
2020-01-24T00:00:16Z
MEMBER
null
xref https://github.com/pandas-dev/pandas/issues/30790 This improves the performance of `.array` access considerably (and thus of `extract_array`, which eg caused the slowdown in the indexing benchmark). The speed-up depends on the dtype (the numpy dtypes are still quite slow ..). This touches quite some code, but I *think* this is OK for 1.0.0 (although I mixed a bit of clean-up into it, I can also remove that again). @jbrockmendel I went the way of adding "yet another array/values like thing", but only on the Block (`Block.array_values()`). I think it might be possible to let `_values` return a DatetimeArray instead of datetime64 ndarray for datetime-like data, but that's something that needs more investigation, and also, even if possible, not something I would like to do on 1.0.0, but only for 1.1. On master: ``` In [1]: s = pd.Series(pd.date_range("2012-01-01", periods=3, tz='UTC')) In [3]: %timeit s.array 17.2 µs ± 219 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) In [4]: s = pd.Series(pd.date_range("2012-01-01", periods=3)) In [6]: %timeit s.array 4.3 µs ± 205 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) In [7]: s = pd.Series([1, 2, 3]) In [9]: %timeit s.array 6.76 µs ± 208 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) ``` With this PR: ``` In [1]: s = pd.Series(pd.date_range("2012-01-01", periods=3, tz='UTC')) In [3]: %timeit s.array 290 ns ± 6.26 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [4]: s = pd.Series(pd.date_range("2012-01-01", periods=3)) In [6]: %timeit s.array 809 ns ± 7.05 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [7]: s = pd.Series([1, 2, 3]) In [9]: %timeit s.array 2.34 µs ± 93.7 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) ```
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CLN: Merge scripts/ and ci/ directories
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2020-01-15T11:24:32Z
2020-09-24T09:52:40Z
2020-09-24T09:52:40Z
MEMBER
null
While conceptually it can make sense to separate the scripts that are mostly called from the CI, than the ones that are not, I think in practice the division between `scripts/` and `ci/` directories is rather arbitrary. An example is `scripts/validate_docstrings.py`. We use it from the CI, but we use it locally too to validate a single function. We have also scripts in `ci/` that are currently not called from the CI (not sure if they are still useful, will create a separate issue to discuss): `ci/check_git_tags.sh`, `ci/check_cache.sh` and `ci/travis_process_gbq_encryption.sh` Personally, I think a different structure would make things clearer. An idea would be the next: ``` dev/release/ <- scripts used for the release dev/validation/ <- scripts used for validation (docstrings, code checks...) dev/deps/ <- `ci/deps` dev/config/ <- `ci/azure` dev/misc/ <- everything else (may be a specific directory for testing stuff?) ``` @jbrockmendel I think we discussed about this some time ago, and you didn't like the proposal then. Does this make sense as proposed here? Any idea if you don't like this proposal, but you agree the current structure is confusing?
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31,039
CLN: Possibly obsolete scripts
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2020-01-15T11:32:30Z
2020-09-24T08:43:49Z
2020-09-24T08:43:49Z
MEMBER
null
xref #31038 I'm unsure if the following scripts are still used: ``` scripts/find_commits_touching_func.py ci/check_cache.sh ci/check_git_tags.sh ci/travis_process_gbq_encryption.sh ``` The next I assume are for the release, but may be there is something obsolete here: ``` scripts/build_dist_for_release.sh scripts/build_dist.sh scripts/download_wheels.py ```
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31,040
DOC: Add CZI to the sponsors page
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2020-01-15T11:59:14Z
2020-01-17T00:25:00Z
2020-01-17T00:25:00Z
MEMBER
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I guess we want to add CZI to the sponsors page: https://pandas.io/about/sponsors.html I think a section similar to Tidelift is the best option. Any other idea?
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31,041
BUG: something wrong at pd.Dataframe.from_dict()
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2020-01-15T12:52:35Z
2020-06-28T04:05:35Z
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#### Code Sample, a copy-pastable example if possible ```python # Your code here A = {"a":[1, 2, 3 ,4], "b":"b", "c":"c"} pd.DataFrame.from_dict(A,orient='index').T B = { "b":"b", "c":"c", "a":[1, 2, 3 ,4],} pd.DataFrame.from_dict(B,orient='index').T ``` #### Problem description the output A ,B are diffrent
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Backport PR #29712 on branch 1.0.x (CI: Fix clipboard problems)
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2020-01-15T13:41:20Z
2020-01-15T14:14:38Z
2020-01-15T14:14:38Z
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Backport PR #29712: CI: Fix clipboard problems
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BUG: nonexistent Timestamp pre-summer/winter DST change with dateutil timezone
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4
2020-01-15T13:48:10Z
2020-01-24T03:33:00Z
2020-01-24T03:33:00Z
MEMBER
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#### Code Sample, a copy-pastable example if possible This is fine: ``` >>> pd.__version__ '0.26.0.dev0+1790.gdd94e0db9' >>> epoch = 1552211999999999871 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t Timestamp('2019-03-10 01:59:59.999999871-0800', tz='dateutil/US/Pacific') >>> t.value 1552211999999999871 >>> pd.Timestamp(t) Timestamp('2019-03-10 01:59:59.999999871-0800', tz='dateutil/US/Pacific') >>> pd.Timestamp(t).value 1552211999999999871 ``` This is also fine: ``` >>> epoch = 1552212000000000000 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t Timestamp('2019-03-10 03:00:00-0700', tz='dateutil/US/Pacific') >>> >>> t.value 1552212000000000000 >>> pd.Timestamp(t) Timestamp('2019-03-10 03:00:00-0700', tz='dateutil/US/Pacific') >>> pd.Timestamp(t).value 1552212000000000000 ``` Meanwhile, this breaks representation and gets us nonexistent times: ``` >>> epoch = 1552211999999999872 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t Timestamp('2019-03-10 01:59:59.999999872-0700', tz='dateutil/US/Pacific') >>> t.value 1552211999999999872 >>> pd.Timestamp(t) Timestamp('2019-03-10 01:59:59.999999872-0800', tz='dateutil/US/Pacific') >>> pd.Timestamp(t).value 1552208399999999872 ``` And right on the cusp, the value breaks too: ``` >>> epoch = 1552211999999999999 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t Timestamp('2019-03-10 01:59:59.999999999-0700', tz='dateutil/US/Pacific') >>> t.value 1552211999999999999 >>> pd.Timestamp(t) Timestamp('2019-03-10 01:59:59.999999999-0800', tz='dateutil/US/Pacific') >>> pd.Timestamp(t).value 1552208399999999999 ``` #### Problem description When we use `dateutil` timezones and try to create a Timestamp that is right on the cusp of the change from winter to summer time, we can get nonexistent times (the clock is supposed to jump from 2 A.M. to 3 A.M. and yet we get 2:59:59). I've investigated this, and it appears that at 128 nanoseconds before the clock jump, DST offset and utcoffset in `dateutil` change, so we end up in a situation when the offsets are what they are supposed to be after the jump, but the time hasn't jumped yet, so the constructor returns a nonexistent time. Calling the constructor again moves the clock 1 hour back. This can be checked out with: ``` >>> epoch = 1552211999999999872 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t.tz.dst(t) datetime.timedelta(seconds=3600) ``` My assumption is that when we need to determine UTC offset, rounding happens at some point, and we round to `epoch=1552212000000000000`, get offset, and then use it on time pre-clock jump. I'd like to try to fix this one. #### Expected Output ``` >>> epoch = 1552211999999999872 >>> t = pd.Timestamp(epoch, tz='dateutil/US/Pacific') >>> t Timestamp('2019-03-10 01:59:59.999999872-0800', tz='dateutil/US/Pacific') >>> t.value 1552211999999999872 >>> pd.Timestamp(t) Timestamp('2019-03-10 01:59:59.999999872-0800', tz='dateutil/US/Pacific') >>> pd.Timestamp(t).value 1552208399999999872 ``` #### Notes This was thought to be part of #24329 but turned to be a separate bug as I worked on closing that issue in PR #30995. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : dd94e0db9556f35a3ea91ce85714c0b1e151a770 python : 3.7.6.final.0 python-bits : 64 OS : Windows OS-release : 10 machine : AMD64 processor : Intel64 Family 6 Model 142 Stepping 10, GenuineIntel byteorder : little LC_ALL : None LANG : ru_RU.UTF-8 LOCALE : None.None pandas : 0.26.0.dev0+1790.gdd94e0db9 numpy : 1.17.4 pytz : 2019.3 dateutil : 2.8.1 pip : 19.3.1 setuptools : 44.0.0.post20200106 Cython : 0.29.14 pytest : 5.3.2 hypothesis : 5.1.5 sphinx : 2.3.1 blosc : None feather : None xlsxwriter : 1.2.7 lxml.etree : 4.4.2 html5lib : 1.0.1 pymysql : None psycopg2 : None jinja2 : 2.10.3 IPython : 7.11.1 pandas_datareader: None bs4 : 4.8.2 bottleneck : 1.3.1 fastparquet : 0.3.2 gcsfs : None lxml.etree : 4.4.2 matplotlib : 3.1.2 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.1 pandas_gbq : None pyarrow : 0.15.1 pytables : None pytest : 5.3.2 s3fs : 0.4.0 scipy : 1.3.1 sqlalchemy : 1.3.12 tables : 3.6.1 tabulate : 0.8.6 xarray : 0.14.1 xlrd : 1.2.0 xlwt : 1.3.0 xlsxwriter : 1.2.7 numba : 0.47.0 </details>
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Backport PR #30905 on branch 1.0.x (BUG: SystemError in df.sum)
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0
2020-01-15T14:19:29Z
2020-01-15T15:03:48Z
2020-01-15T15:03:48Z
NONE
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Backport PR #30905: BUG: SystemError in df.sum
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TST: Disallow bare pytest.raises
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4
2020-01-15T15:38:54Z
2020-01-16T09:12:20Z
2020-01-16T09:12:08Z
CONTRIBUTOR
null
- [ ] ref #30999 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry This pull request is to add appropriate match arguments to bare pytest.raises listed in the comment https://github.com/pandas-dev/pandas/issues/30999#issuecomment-574174389 as described by the referenced issue.
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WEB: Improving the sponsors in the web, and adding CZI
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2020-01-15T16:30:03Z
2020-01-17T00:25:01Z
2020-01-17T00:25:01Z
MEMBER
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- [X] closes #31040 Things addressed here: - Added CZI as sponsor - Adding an arbitrary number of sponsor logos in the home (previously the style only worked for 6) - Adding a `Become a sponsor` section to the sponsors page - Moving all sponsors to the web yaml, and standardizing how we present them in the sponsors page ![Screenshot at 2020-01-15 16-22-57](https://user-images.githubusercontent.com/10058240/72451690-36211480-37b4-11ea-8564-ff5e421b468f.png) ![Screenshot at 2020-01-15 16-23-32](https://user-images.githubusercontent.com/10058240/72451699-39b49b80-37b4-11ea-99ad-50fabe965d9c.png)
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DOC: Add missing docstrings
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2
2020-01-15T16:43:31Z
2020-01-17T13:27:49Z
2020-01-17T13:27:38Z
CONTRIBUTOR
null
Added docstrings: ``` pandas.Index.has_duplicates pandas.Index.is_all_dates pandas.Index.name pandas.Index.is_boolean pandas.Index.is_floating pandas.Index.is_integer pandas.Index.is_interval pandas.Index.is_mixed pandas.Index.is_numeric pandas.Index.is_object ``` There are some other docstrings left - I couldn't find the docstrings below in the code: ``` None:None:GL08:pandas.Index.names:The object does not have a docstring None:None:GL08:pandas.Index.empty:The object does not have a docstring ``` I don't really understand what the function does so I'm leaving the docstring empty for now: ``` pandas/pandas/core/indexes/base.py:639:GL08:pandas.Index.view:The object does not have a docstring ``` cc @datapythonista - [ ] closes #xxxx - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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31,048
FIX: fix interpolate with kwarg limit area and limit direction using pad or bfill
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27
2020-01-15T17:06:53Z
2020-11-27T05:06:53Z
2020-11-27T05:06:52Z
CONTRIBUTOR
null
- [x] closes #26796 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry This separates a large part of the code changes from #25141 to keep things comprehendible.
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31,049
CLN: Remove unused release scripts
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2
2020-01-15T17:07:35Z
2020-01-20T17:38:33Z
2020-01-20T17:38:28Z
MEMBER
null
- [X] ref #31039 Old scripts that are not used anymore. CC: @TomAugspurger
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31,050
HDF5 API docs missing methods
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4
2020-01-15T19:18:50Z
2020-02-13T02:02:53Z
null
CONTRIBUTOR
null
The [user guide IO Tools HDF5 section](https://pandas.io/docs/user_guide/io.html#hdf5-pytables) references a number of methods that are not documented in the [API docs for HDF5](https://pandas.io/docs/reference/io.html#hdfstore-pytables-hdf5). The following `HDFStore` methods/attributes are mentioned only in the user guide: Methods: - `__init__` - `remove` - `create_table_index` - `get_storer` - `select_as_coordinates` - `select_as_multiple` - `append_to_multiple` - `select_column` - `flush` Attributes: - `is_open` - `root` The following are "public" (ie no leading underscore) methods/attributes in 0.25.3 not listed in either location: Methods: - `open` - `close` - `copy` - `get_node` - `items` - `iteritems` Attributes: - `filename` The "storer object" that is the result of `get_storer` doesn't seem to be documented. This can be a `pandas.io.pytables.FrameFixed` or `pandas.io.pytables.AppendableFrameTable` (and maybe others?). The `nrows` and `table` attributes are referenced in the user guide. There are a number of other attributes that appear public but are not documented. Seems this is starting to get into the implementation weeds, but since a method mentioned in the user guide can return this object, it would be nice to have this explicitly documented. It would be useful to document the public methods/attributes of `HDFStore` in the API docs. is there any reason these were omitted originally? I think all the would need to be done would be to add to [io.rst](https://github.com/pandas-dev/pandas/blob/master/doc/source/reference/io.rst). There should probably be a discussion of what should be documented for the storer objects. Perhaps just a reference from the `get_storer` API doc page and a listing of methods/attributes of the abstract base class that are implemented by all subclasses?
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31,051
Feature: Add "random" rank in the group for DataFrame.rank and similar functions.
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4
2020-01-15T19:55:07Z
2020-03-06T13:50:28Z
2020-01-16T04:24:41Z
NONE
null
Feature: Add "random" rank in the group for DataFrame.rank and similar functions. > DataFrame.rank(self, axis=0, method='average', numeric_only=None, na_option='keep', ascending=True, pct=False)[source] > > method : {‘average’, ‘min’, ‘max’, ‘first’, ‘dense’, **‘random’**}, default ‘average’ > > How to rank the group of records that have the same value (i.e. ties): > > - average: average rank of the group > - min: lowest rank in the group > - max: highest rank in the group > - first: ranks assigned in order they appear in the array > - dense: like ‘min’, but rank always increases by 1 between groups > - **random: ranks assigned randomly (between min and max), but each value is picked only once** #### Code Sample, a copy-pastable example if possible ```python import numpy as np import pandas as pd df = pd.DataFrame([1, 2, 1, 3, 3, 2, 1, 3], index=['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h']) In [10]: df Out[10]: 0 a 1 b 2 c 1 d 3 e 3 f 2 g 1 h 3 # Example run 1 In [11]: df.rank(method='random') Out[11]: 0 a 3 b 4 c 1 d 8 e 6 f 5 g 2 h 7 # Example run 2 In [12]: df.rank(method='random') Out[12]: 0 a 2 b 5 c 1 d 7 e 8 f 4 g 3 h 6 ``` It would be nice if it could be implemented in pandas as I have huge dataframes (100G) for which I need this feature. In the worst case, is there a way to do something like this with multiple pandas commands? A slightly related issue: https://github.com/pandas-dev/pandas/issues/9481
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31,052
User guide HDF5 complevel and complib formatting strange
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0
2020-01-15T20:14:34Z
2020-01-20T13:34:12Z
2020-01-20T13:34:12Z
CONTRIBUTOR
null
Formatting for HDF5 `complevel` and `complib` is a bit weird on both the old docs and new docs. https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html#compression https://pandas.io/docs/user_guide/io.html#compression
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DOC: Fix HDF5 complevel and complib formatting
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3
2020-01-15T20:18:05Z
2020-01-20T13:34:23Z
2020-01-20T13:34:12Z
CONTRIBUTOR
null
Fixes formatting of these params. - [x] closes #31052 - [ ] tests added / passed (N/A) - [ ] passes `black pandas` (N/A) - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` (N/A) - [ ] whatsnew entry (N/A) N/A as this PR only updates an rst file for the docs.
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DOC: intended series.loc behavior undocumented for boolean series
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1
2020-01-15T21:05:39Z
2020-08-02T10:18:02Z
2020-08-02T10:18:02Z
NONE
null
#### series.loc when passed a boolean series How will series.loc behave when passed a boolean series whose index contains the same values, but in a different order, than the focal series' index? ```python s1 = pd.Series(list('ab')) mask = [True, False] s2 = pd.Series(mask, pd.Index([1,0])) print(s1.loc[mask]) print(s1.loc[s2]) ``` 0 a dtype: object 1 b dtype: object #### Problem description I expected the index of `s2` to be ignored, in effect treating `s2` as a boolean array input, but I was wrong. The [documentation on master](https://pandas-docs.github.io/pandas-docs-travis/) doesn't list a (boolean) series as an allowed input, hence doesn't provide guidance on which behavior should be expected/is intended. What is the intended behavior? If given guidance, I'll update the documentation. #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here below this line] INSTALLED VERSIONS ------------------ commit : None python : 3.6.6.final.0 python-bits : 64 OS : Linux OS-release : 4.14.152-127.182.amzn2.x86_64 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : en_US.UTF-8 LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.3 numpy : 1.17.3 pytz : 2019.3 dateutil : 2.7.4 pip : 19.3.1 setuptools : 40.4.3 Cython : 0.29.14 pytest : 5.3.2 hypothesis : None sphinx : 2.3.0 blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.10 IPython : 7.0.1 pandas_datareader: None bs4 : 4.8.1 bottleneck : None fastparquet : None gcsfs : None lxml.etree : None matplotlib : 3.1.1 numexpr : 2.7.0 odfpy : None openpyxl : 3.0.3 pandas_gbq : None pyarrow : None pytables : None s3fs : None scipy : 1.4.0.dev0+4dcf606 sqlalchemy : 1.3.11 tables : None xarray : 0.14.1 xlrd : 1.2.0 xlwt : None xlsxwriter : None </details>
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REF: be stricter about what we pass to _simple_new
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2
2020-01-15T21:58:35Z
2020-01-18T16:25:23Z
2020-01-18T16:17:32Z
MEMBER
null
This will take a few passes to get rid of all the checks done in _simple_new that should be done elsewhere
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CLN: assorted cleanups
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2020-01-16T16:30:12Z
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31,057
Split out JSON Date Converters
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2020-01-16T01:13:50Z
2020-01-20T23:44:54Z
2020-01-20T23:44:49Z
MEMBER
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This file is pretty large so trying to make more modular. This separates out conversion routines required for getting from the Python space to JSON, but which don't actually serialize the data
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REF: use _get_string_slice in PeriodIndex.get_value
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2020-01-16T01:19:55Z
2020-01-20T19:54:42Z
2020-01-20T19:53:19Z
MEMBER
null
Most of _get_string_slice is duplicated inside PeriodIndex.get_value, which likely explains why get_string_slice has almost no test [coverage](https://codecov.io/gh/pandas-dev/pandas/src/master/pandas/core/indexes/period.py#L715). This also brings PeriodIndex.get_value into closer alignment with DatetimeIndex.get_value, so we may be able to share code a few steps from here.
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CLN: Removed unused varibles from for loops
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2020-01-16T01:46:28Z
2020-01-16T18:42:41Z
2020-01-16T16:19:00Z
MEMBER
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- [ ] closes #xxxx - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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CLN: Replace Appender and Substitution with simpler doc decorator
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2020-01-16T02:13:33Z
2020-02-13T01:39:28Z
2020-02-12T16:01:46Z
CONTRIBUTOR
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- [X] closes #30933 - [x] tests added / passed - [X] passes `black pandas` - [X] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry A new decorator to handle docstring formatting. There is also an update for an existing case to show how it works.
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WEB: Broken older versions link in the website
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2020-01-16T02:33:33Z
2020-09-24T09:49:26Z
2020-09-24T09:49:26Z
MEMBER
null
In the top navigation of the website (see pandas.io), in the Docs section, the `Older versions` link is broken. In #30891 I proposed to just have a single link to the docs for now, so there is no broken link or inconsistencies. But there is no agreement on getting that merged, and some discussion is needed. Opening this issue, so ideas on what to do can be discussed.
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MDExOlB1bGxSZXF1ZXN0MzYzNDQxMTcz
31,062
TYP/CLN: Replaced "Optional[Hashable]" with "Label" from pandas._typing
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2020-01-16T03:45:13Z
2020-01-16T14:58:49Z
2020-01-16T10:26:01Z
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- [ ] closes #xxxx - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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31,063
DataFrame.GroupBy.apply has unexpected returns in some cases
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2020-01-16T04:04:48Z
2021-04-07T06:53:34Z
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NONE
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#### Code Sample, a copy-pastable example if possible ```python # Your code here def agg(a, b): return a + b x = pd.DataFrame({'A': np.arange(10), 'B': [1] * 10, 'C': np.random.rand(10), 'D': np.random.rand(10)}).set_index(['A', 'B']) x.groupby('B').apply(lambda g: g.C + g.D) ``` #### Problem description This returns a DataFrame of shape (1, 10) This seems to occur when i) The groupby key happens to have a unique value ii) The apply function takes a DataFrame and returns a Series. #### Expected Output I expect it returns a Series of shape (10, 1) #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here below this line] INSTALLED VERSIONS ------------------ commit : None python : 3.7.4.final.0 python-bits : 64 OS : Linux OS-release : 4.15.0-72-generic machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.1 numpy : 1.17.2 pytz : 2019.3 dateutil : 2.8.0 pip : 19.2.3 setuptools : 41.4.0 Cython : 0.29.13 pytest : 5.2.1 hypothesis : None sphinx : 2.2.0 blosc : None feather : None xlsxwriter : 1.2.1 lxml.etree : 4.4.1 html5lib : 1.0.1 pymysql : None psycopg2 : None jinja2 : 2.10.3 IPython : 7.8.0 pandas_datareader: 0.8.1 bs4 : 4.8.0 bottleneck : 1.2.1 fastparquet : None gcsfs : None lxml.etree : 4.4.1 matplotlib : 3.1.1 numexpr : 2.7.0 odfpy : None openpyxl : 3.0.0 pandas_gbq : None pyarrow : 0.13.0 pytables : None s3fs : None scipy : 1.3.1 sqlalchemy : 1.3.9 tables : 3.5.2 xarray : None xlrd : 1.2.0 xlwt : 1.3.0 xlsxwriter : 1.2.1 </details>
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BUG: partial-timestamp slicing near the end of year/quarter/month
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2020-01-16T04:33:04Z
2020-01-18T16:20:56Z
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I'm fairly confident we can refactor this to be a lot less verbose, but will do that separately from the bugfix. - [ ] closes #xxxx - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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31,066
DOC: add plotting backends in visualization.rst
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7
2020-01-16T05:40:06Z
2020-02-05T19:19:30Z
2020-02-05T19:09:05Z
CONTRIBUTOR
null
- [x] closes #30984
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550,643,248
MDU6SXNzdWU1NTA2NDMyNDg=
31,067
pd.to_datetime() time conversion error
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2020-01-16T08:11:40Z
2020-01-16T11:52:16Z
2020-01-16T10:46:45Z
NONE
null
#### Code Sample, a copy-pastable example if possible ```python # Your code here ``` #### Problem description [this should explain **why** the current behaviour is a problem and why the expected output is a better solution.] **Note**: We receive a lot of issues on our GitHub tracker, so it is very possible that your issue has been posted before. Please check first before submitting so that we do not have to handle and close duplicates! **Note**: Many problems can be resolved by simply upgrading `pandas` to the latest version. Before submitting, please check if that solution works for you. If possible, you may want to check if `master` addresses this issue, but that is not necessary. For documentation-related issues, you can check the latest versions of the docs on `master` here: https://pandas-docs.github.io/pandas-docs-travis/ If the issue has not been resolved there, go ahead and file it in the issue tracker. #### Expected Output #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here below this line] </details>
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MDU6SXNzdWU1NTA2NDYxNDk=
31,068
REGR: MultiIndex level names RuntimeError in groupby.apply
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0
2020-01-16T08:17:55Z
2020-01-20T22:25:33Z
2020-01-20T22:25:33Z
MEMBER
null
``` df = pd.DataFrame({ 'A': np.arange(10), 'B': [1, 2] * 5, 'C': np.random.rand(10), 'D': np.random.rand(10)} ).set_index(['A', 'B']) df.groupby('B').apply(lambda x: x.sum()) ``` On master this gives an error: ``` In [40]: df.groupby('B').apply(lambda x: x.sum()) --------------------------------------------------------------------------- RuntimeError Traceback (most recent call last) <ipython-input-40-75bc1ff12251> in <module> ----> 1 df.groupby('B').apply(lambda x: x.sum()) ~/scipy/pandas/pandas/core/groupby/groupby.py in apply(self, func, *args, **kwargs) 733 with option_context("mode.chained_assignment", None): 734 try: --> 735 result = self._python_apply_general(f) 736 except TypeError: 737 # gh-20949 ~/scipy/pandas/pandas/core/groupby/groupby.py in _python_apply_general(self, f) 752 753 return self._wrap_applied_output( --> 754 keys, values, not_indexed_same=mutated or self.mutated 755 ) 756 ~/scipy/pandas/pandas/core/groupby/generic.py in _wrap_applied_output(self, keys, values, not_indexed_same) 1200 if len(keys) == ping.ngroups: 1201 key_index = ping.group_index -> 1202 key_index.name = key_names[0] 1203 1204 key_lookup = Index(keys) ~/scipy/pandas/pandas/core/indexes/base.py in name(self, value) 1171 # Used in MultiIndex.levels to avoid silently ignoring name updates. 1172 raise RuntimeError( -> 1173 "Cannot set name on a level of a MultiIndex. Use " 1174 "'MultiIndex.set_names' instead." 1175 ) RuntimeError: Cannot set name on a level of a MultiIndex. Use 'MultiIndex.set_names' instead. ``` On 0.25.3 this works: ``` In [10]: df.groupby('B').apply(lambda x: x.sum()) Out[10]: C D B 1 2.761792 3.963817 2 1.040950 3.578762 ``` It seems the additional MultiIndex level that is not used to group (['A', 'B'] are index levels, but only grouping by 'B').
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MDExOlB1bGxSZXF1ZXN0MzYzNTE1MTMz
31,069
Fix DataFrame.info() range summary for DatetimeIndex
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2020-01-16T08:20:16Z
2020-02-05T08:02:10Z
2020-02-05T08:02:10Z
NONE
null
**Fix `DataFrame.info()` range summary for DatetimeIndex** This PR aims to provide better description of [DatetimeIndex](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DatetimeIndex.html) within [DataFrame.info](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.info.html) in relation to the display of the range of unsorted indexes, by replacing the original first to last element values with "min date" to "max date" values. Fixes https://github.com/pandas-dev/pandas/issues/31116 <del> This PR fixes range display errors that might occur when [DataFrame.info](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.info.html) describes a [DatetimeIndex](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DatetimeIndex.html) of big dataframes: depending on the dataframe structure, related *"min date" to "max date"* values can be wrong. Example of output produced by `DataFrame.info()`: ```python import pandas as pd idx = pd.date_range('2020-01-15 01:03:05', periods=1000004, freq='ms') df = pd.DataFrame({'count': range(len(idx))}, index=idx) df df.info() ``` `df` output: ``` count 2020-01-15 01:03:05.000 0 2020-01-15 01:03:05.001 1 2020-01-15 01:03:05.002 2 2020-01-15 01:03:05.003 3 2020-01-15 01:03:05.004 4 ... ... 2020-01-15 01:19:44.999 999999 2020-01-15 01:19:45.000 1000000 2020-01-15 01:19:45.001 1000001 2020-01-15 01:19:45.002 1000002 2020-01-15 01:19:45.003 1000003 ``` `df.info()` output: ``` <class 'pandas.core.frame.DataFrame'> DatetimeIndex: 1000004 entries, 2020-01-15 01:03:05 to 2020-01-15 01:19:45.003000 Freq: L Data columns (total 1 columns): count 1000004 non-null int64 dtypes: int64(1) memory usage: 15.3 MB ``` This PR fixes possible errors within the description: `"DatetimeIndex: ... entries, `*date_a*` to `*date_b* output, where *date_a* and *date_b* should respectively show minimum and maximum date range values. </del>
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PERF: add shortcut to Timedelta constructor
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4
2020-01-16T09:57:08Z
2020-01-27T06:54:59Z
2020-01-24T00:36:48Z
MEMBER
null
WIP until #30676 gets merged. - [ ] second half of #30543 - [X] tests added 1 / passed 1 - [X] passes `black pandas` - [X] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [X] whatsnew entry This implements a shortcut in the Timedelta constructor to cut down on processing if Timedelta is passed. We still need to check if any other args are passed. Then, if a Timedelta with no other kwargs was passed, we just return that same Timedelta. A test is added to check that the Timedelta is still the same object.
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31,071
ENH: accept a dictionary in plot colors
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4
2020-01-16T11:25:12Z
2020-02-01T18:19:00Z
2020-01-26T01:04:28Z
MEMBER
null
This is a resurrection of #28659. Have kept the original commit history, just rebased and added docstrings. - [x] closes #8193 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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31,072
CLN/MAINT: Clean and annotate stata reader and writers
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10
2020-01-16T12:09:02Z
2020-07-28T14:41:36Z
2020-01-26T00:42:01Z
CONTRIBUTOR
null
- [X] passes `black pandas` - [X] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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31,073
The IntervalIndex documentation makes no mention of IntervalIndex.get_loc
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2020-01-16T13:08:16Z
2020-02-25T20:52:57Z
null
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#### Code Sample, a copy-pastable example if possible ```python # No code, documentation issue ``` #### Problem description Why doesn't the documentation about IntervalIndex ([here](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.IntervalIndex.html)) contain any mention of the function [IntervalIndex.get_loc](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.IntervalIndex.get_loc.html)? #### Expected Output I would expect the list of class methods to include all the methods.
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31,074
Pandas .plot() on regularly spaced timeseries result in slow plotting/interaction
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2020-01-16T15:24:25Z
2021-07-27T04:42:39Z
null
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#### Code Sample, a copy-pastable example if possible ```python import numpy as np import matplotlib.pyplot as plt import datetime as dt import pandas as pd N = 100000 y = np.linspace(0, 10, N) base_dt = dt.datetime(2000,1,1) dt_range = [base_dt + dt.timedelta(minutes=x) for x in range(N)] plt.figure('pyplot timeseries') plt.plot(dt_range,y) s = pd.Series(index=dt_range, data=y) plt.figure('Pandas plot timeseries') s.plot() s2 = pd.Series(data=y) plt.figure('Pandas plot series') s2.plot() ``` #### Problem description I noticed that plotting time series using .plot() sometimes resulted in very slow and unresponsive plots, where it is difficult to interact with the figure (e.g. pan). I think this happens with regularly spaced time series where there either is a frequency defined or pandas is able to infer the frequency. Perhaps it has something to do with the plot tick labels on the x (time) axis? It does not happen when plotting time series that are irregular, and thus when pandas does not style the plot ticks and tick labels. In the example code the first and the third plot are smooth to interact with, while the second plot is lagging terribly. Also see screenshot of the second plot with the pandas styled tick labels: ![image](https://user-images.githubusercontent.com/2330659/72536770-2d474600-387b-11ea-9dac-0199ea5e0962.png) If changing the dt_range from minute frequency to hour frequency (replace `minutes` with `hours`) the pandas.plot() becomes much smooth to interact with despite having the same series size, and I think because it has much fewer ticks and labels: ![image](https://user-images.githubusercontent.com/2330659/72537014-a0e95300-387b-11ea-9b9a-6f83e2db24dd.png) So it might be a combination of the size of series plotted and how the ticks are drawn/updated? Are there ways to disable the styled pandas ticks somehow? I also notice that pyplot.plot() and pandas.plot() result in very different conversions of timestamps to numeric x values - is there a way to also disable that behavior in pandas so it is compatible with pyplot? #### Expected Output Equally responsive plotting as with pyplot.plot() #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : None python : 3.7.6.final.0 python-bits : 64 OS : Windows OS-release : 10 machine : AMD64 processor : Intel64 Family 6 Model 78 Stepping 3, GenuineIntel byteorder : little LC_ALL : None LANG : en LOCALE : None.None pandas : 0.25.3 numpy : 1.17.4 pytz : 2019.3 dateutil : 2.8.1 pip : 19.3.1 setuptools : 44.0.0.post20200106 Cython : 0.29.14 pytest : 5.3.2 hypothesis : 4.54.2 sphinx : 2.3.1 blosc : None feather : None xlsxwriter : 1.2.7 lxml.etree : 4.4.2 html5lib : 1.0.1 pymysql : None psycopg2 : 2.8.4 (dt dec pq3 ext lo64) jinja2 : 2.10.3 IPython : 7.11.1 pandas_datareader: None bs4 : 4.8.2 bottleneck : 1.3.1 fastparquet : None gcsfs : None lxml.etree : 4.4.2 matplotlib : 3.1.1 numexpr : 2.7.0 odfpy : None openpyxl : 3.0.2 pandas_gbq : None pyarrow : None pytables : None s3fs : None scipy : 1.3.2 sqlalchemy : 1.3.12 tables : 3.6.1 xarray : 0.14.1 xlrd : 1.2.0 xlwt : 1.3.0 xlsxwriter : 1.2.7 </details> Edit: This performance issue might be related to #15071
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31,075
PERF: DataFrame.mean() is slow with datetime columns
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2020-01-16T15:25:28Z
2021-07-27T04:54:35Z
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#### Code Sample, a copy-pastable example if possible ```python import numpy as np import pandas as pd # A DataFrame containing a datetime64 column n = 1000000 df = pd.DataFrame({ "x": np.random.normal(0.0, 1.0, n), "d": pd.date_range(pd.datetime.today(), periods=n, freq="1H").tolist() }) # Calculating the mean of individual columns is pretty much instantaneous df["x"].mean() ## 1000 loops, best of 3: 1.35 ms per loop df["d"].mean() ## 100 loops, best of 3: 2.91 ms per loop # Using the DataFrame's .mean() method, it takes a really long time %timeit df.mean() ## 1 loop, best of 3: 9.23 s per loop ``` #### Problem description When DataFrame contains a `datetime64` column, the time taken to run the `.mean()` method for the whole DataFrame is thousands of times longer than than time taken to run the `.mean()` method on each column individually. #### Expected Output Answer is correct; just too slow. #### Output of ``pd.show_versions()`` <details> pd.show_versions() INSTALLED VERSIONS ------------------ commit : None python : 3.6.1.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 machine : x86_64 processor : i386 byteorder : little LC_ALL : en_US.UTF-8 LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.3 numpy : 1.13.3 pytz : 2017.2 dateutil : 2.7.3 pip : 19.2.3 setuptools : 44.0.0.post20200106 Cython : 0.25.2 pytest : 3.0.7 hypothesis : None sphinx : 1.5.6 blosc : None feather : None xlsxwriter : 0.9.6 lxml.etree : 3.7.3 html5lib : 0.999 pymysql : 0.9.3 psycopg2 : 2.8.3 (dt dec pq3 ext lo64) jinja2 : 2.10.1 IPython : 5.3.0 pandas_datareader: None bs4 : 4.6.0 bottleneck : 1.2.1 fastparquet : None gcsfs : None lxml.etree : 3.7.3 matplotlib : 2.0.2 numexpr : 2.6.2 odfpy : None openpyxl : 2.4.7 pandas_gbq : None pyarrow : None pytables : None s3fs : None scipy : 0.19.1 sqlalchemy : 1.3.8 tables : 3.3.0 xarray : None xlrd : 1.0.0 xlwt : 1.2.0 xlsxwriter : 0.9.6 </details> I asked about this on Stack Overflow (https://stackoverflow.com/questions/59759107/how-to-avoid-poor-performance-of-pandas-mean-with-datetime-columns); one respondent hazarded a guess the the issue may lie with these lines of code (but no rigorous debugging was done). https://github.com/pandas-dev/pandas/blob/v0.25.3/pandas/core/arrays/datetimes.py#L601-L603
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2
2020-01-16T15:38:57Z
2020-01-16T18:41:33Z
2020-01-16T18:34:43Z
MEMBER
null
- [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Some stuff that got the attention of my eye
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dict to series turns tuple keys into single strings
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2020-01-16T17:10:22Z
2021-07-27T04:55:32Z
null
CONTRIBUTOR
null
``` In [69]: pd.Series({('a',): 1, ('a', 'b'): 2}) Out[69]: a 1 a 2 dtype: int64 In [70]: pd.__version__ Out[70]: '0.25.3' ``` I would think this should result in tuple objects. Probably something in core/series.py ... looks like _init_dict and maybe create_series_with_explicit_dtype from poking around.
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CLN: remove unused legacy pickle compat code
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3
2020-01-16T17:57:13Z
2020-01-17T10:07:41Z
2020-01-16T23:50:41Z
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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31,079
TST: Remove bare pytest.raises
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6
2020-01-16T18:02:21Z
2020-01-27T04:45:27Z
2020-01-24T03:57:24Z
CONTRIBUTOR
null
References #30999 Adds match argument to pytest.raises found in the following files. https://github.com/pandas-dev/pandas/issues/30999#issuecomment-574174389 **ToDo:** - [x] pandas/tests/arithmetic/test_numeric - [X] pandas/tests/arithmetic/test_object - [x] pandas/tests/arithmetic/test_timedelta64 - [x] pandas/tests/arrays/interval/test_interval - [ ] add whatsnew entry
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Pandas 0.25.0 breaks np.isin
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2020-01-16T18:18:57Z
2020-07-18T13:35:45Z
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Observed with numpy 1.17.4 as well as (latest) 1.18.1: ```python # pandas 0.24.2: l = [pd.Timestamp] pd.Timestamp == pd.Timestamp >>> True np.isin(l, l) >>> array([ True]) ``` ```python # pandas 0.25.0 l = [pd.Timestamp] pd.Timestamp == pd.Timestamp >>> True np.isin(l, l) >>> array([ False]) ``` #### Problem description Since 0.25.0, the `==` of `pd.Timestamp` is preserved but it doesn't go through `np.isin`. This is observed as well under pandas 0.25.3.
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31,081
CLN: Moved the same code in 'if' and the 'else' outside
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1
2020-01-16T18:50:48Z
2020-01-16T19:52:14Z
2020-01-16T19:49:50Z
MEMBER
null
AFICT this should be ok, right? cc (@WillAyd)
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31,082
CLN: __all__ for core/index.py
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10
2020-01-16T19:03:00Z
2020-01-17T17:59:01Z
2020-01-17T17:40:04Z
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- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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CLN: Remove download_wheels.py, moved to pandas-release
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1
2020-01-16T19:15:37Z
2020-01-16T21:46:34Z
2020-01-16T21:46:29Z
MEMBER
null
- [X] xref #31039 Script being moved to the pandas-release repository in https://github.com/pandas-dev/pandas-release/pull/23
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REF: stricter types for RangeIndex._simple_new
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1
2020-01-16T19:24:11Z
2020-01-17T01:08:23Z
2020-01-16T23:55:08Z
MEMBER
null
xref #31055.
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MDExOlB1bGxSZXF1ZXN0MzYzODEyMjMx
31,085
DOC: automatic 'end' year of copyright
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3
2020-01-16T19:41:07Z
2020-01-16T23:39:35Z
2020-01-16T21:36:54Z
MEMBER
null
#31022 Updated it after nearly 6 years, I think this will update with each new merge, so that should not be a problem from now on, (I think) cc (@datapythonista)
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MDU6SXNzdWU1NTEwMjA3OTM=
31,086
Issue generating a line plot from a Series when previous plots are already defined
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2020-01-16T19:55:39Z
2020-01-18T00:16:25Z
2020-01-17T21:16:04Z
NONE
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#### Code Sample, a copy-pastable example if possible ```python df = self.getStats() # returns a dataFrame with a row called Rounds totalMatches = len(df) if (totalMatches == 0): print("Need to play at least one match for a graph", flush = True) return vc = df["Rounds"].value_counts() x = vc.plot(legend=True, figsize=[10, 8]) x.set_xlabel("Number of Rounds to Win") x.set_ylabel("Occurrences") x.set_title("Value-Count Graph (Matches: " + str(totalMatches) + ")") Occurences = max(vc) + 1 # for small values set y tic mark text if Occurences <= 20: yText = [] # Stores our Y-Axis text for i in range(1, Occurences): yText.append(f'${i}$') plt.yticks(np.arange(1, Occurences), yText, ha="center") plt.show() ``` #### The code above works fine unless the following has been executed to make "popout" graphs %matplotlib qt5 If a previous graph exists from a previous run, and is still up. Then this graph will have additions added directly to it. Please see the images for what is happening. ![Bug report for Pandas](https://user-images.githubusercontent.com/59935634/72558067-9b820d80-3867-11ea-9d69-cf424b63cc05.png) It should be noted, I am using version 0.25.3 of pandas, and I searched and could not find this issue already logged. 1) The reason this is an issue is that it leads to potentially different results each time the program is executed. 2) It only occurs with pandas Series objects. (I tested and it is not an issue for dataFrames.) You can find the full python program at: https://github.com/RickOldenburger/War-Card-Game-Analysis There is a work around and I have applied it in my program. change the statement: x = vc.plot(legend=True, figsize=[10, 8]) to these two statments: plt.figure(figsize=(10, 8)) x = vc.plot.line(legend=True) # no point in having the figsize defined twice **Note**: We receive a lot of issues on our GitHub tracker, so it is very possible that your issue has been posted before. Please check first before submitting so that we do not have to handle and close duplicates! **Note**: Many problems can be resolved by simply upgrading `pandas` to the latest version. Before submitting, please check if that solution works for you. If possible, you may want to check if `master` addresses this issue, but that is not necessary. For documentation-related issues, you can check the latest versions of the docs on `master` here: https://pandas-docs.github.io/pandas-docs-travis/ If the issue has not been resolved there, go ahead and file it in the issue tracker. #### Expected Output #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here below this line] </details>
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31,087
DOC: replace ggpy with plotnine on the ecosystem page
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0
2020-01-16T20:12:08Z
2020-01-18T17:11:21Z
2020-01-18T17:11:21Z
MEMBER
null
We have an entry about ggpy in the visualization section of the ecosystem page (https://dev.pandas.io/docs/ecosystem.html#visualization). However, ggpy is no longer maintained (last commit is more than 3 years ago: https://github.com/yhat/ggpy). While plotnine is an actively developed alternative ggplot-python-interface (https://github.com/has2k1/plotnine/). So I think we can just replace the entry about ggpy with one about plotnine.
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31,088
BUG: df.pivot_table fails when margin is True and only columns is defined
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9
2020-01-16T21:31:59Z
2021-07-03T06:49:58Z
2020-01-20T20:08:12Z
MEMBER
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- [x] closes #31016 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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31,089
CLN: update _simple_new usages
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2
2020-01-16T23:49:23Z
2020-01-18T16:14:58Z
2020-01-18T15:59:28Z
MEMBER
null
In preparation for making the _simple_new constructors stricter, xref #31084, #31055.
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31,090
Clean Up Sphinx Warnings
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2020-01-16T23:56:31Z
2021-04-10T16:13:13Z
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MEMBER
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A fresh build of the docs locally yields all of the below warnings: <details> ```sh as-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) WARNING: [autosummary] failed to import 'pandas.SparseArray.get_values': no module named pandas.SparseArray.get_values /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) /Users/williamayd/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/sphinx/ext/autosummary/__init__.py:635: FutureWarning: The pandas.SparseArray class is deprecated and will be removed from pandas in a future version. Use pandas.arrays.SparseArray instead. obj = getattr(obj, obj_name) WARNING: [autosummary] failed to import 'pandas.SparseArray.values': no module named pandas.SparseArray.values WARNING: [autosummary] failed to import 'pandas.Timestamp.weekday_name': no module named pandas.Timestamp.weekday_name WARNING: [autosummary] failed to import 'pandas.Timestamp.weekday_name': no module named pandas.Timestamp.weekday_name WARNING: [autosummary] failed to import 'pandas.arrays.DatetimeArray.timetuple': no module named pandas.arrays.DatetimeArray.timetuple WARNING: [autosummary] failed to import 'pandas.arrays.DatetimeArray.weekday_name': no module named pandas.arrays.DatetimeArray.weekday_name WARNING: [autosummary] failed to import 'pandas.core.series.Series.as_blocks': no module named pandas.core.series.Series.as_blocks WARNING: [autosummary] failed to import 'pandas.core.series.Series.as_matrix': no module named pandas.core.series.Series.as_matrix WARNING: [autosummary] failed to import 'pandas.core.series.Series.asobject': no module named pandas.core.series.Series.asobject WARNING: [autosummary] failed to import 'pandas.core.series.Series.base': no module named pandas.core.series.Series.base WARNING: [autosummary] failed to import 'pandas.core.series.Series.blocks': no module named pandas.core.series.Series.blocks WARNING: [autosummary] failed to import 'pandas.core.series.Series.clip_lower': no module named pandas.core.series.Series.clip_lower WARNING: [autosummary] failed to import 'pandas.core.series.Series.clip_upper': no module named pandas.core.series.Series.clip_upper WARNING: [autosummary] failed to import 'pandas.core.series.Series.compound': no module named pandas.core.series.Series.compound WARNING: [autosummary] failed to import 'pandas.core.series.Series.compress': no module named pandas.core.series.Series.compress WARNING: [autosummary] failed to import 'pandas.core.series.Series.convert_objects': no module named pandas.core.series.Series.convert_objects WARNING: [autosummary] failed to import 'pandas.core.series.Series.data': no module named pandas.core.series.Series.data WARNING: [autosummary] failed to import 'pandas.core.series.Series.flags': no module named pandas.core.series.Series.flags WARNING: [autosummary] failed to import 'pandas.core.series.Series.from_array': no module named pandas.core.series.Series.from_array WARNING: [autosummary] failed to import 'pandas.core.series.Series.from_csv': no module named pandas.core.series.Series.from_csv WARNING: [autosummary] failed to import 'pandas.core.series.Series.ftype': no module named pandas.core.series.Series.ftype WARNING: [autosummary] failed to import 'pandas.core.series.Series.ftypes': no module named pandas.core.series.Series.ftypes WARNING: [autosummary] failed to import 'pandas.core.series.Series.get_dtype_counts': no module named pandas.core.series.Series.get_dtype_counts WARNING: [autosummary] failed to import 'pandas.core.series.Series.get_ftype_counts': no module named pandas.core.series.Series.get_ftype_counts WARNING: [autosummary] failed to import 'pandas.core.series.Series.get_value': no module named pandas.core.series.Series.get_value WARNING: [autosummary] failed to import 'pandas.core.series.Series.get_values': no module named pandas.core.series.Series.get_values WARNING: [autosummary] failed to import 'pandas.core.series.Series.imag': no module named pandas.core.series.Series.imag WARNING: [autosummary] failed to import 'pandas.core.series.Series.is_copy': no module named pandas.core.series.Series.is_copy WARNING: [autosummary] failed to import 'pandas.core.series.Series.itemsize': no module named pandas.core.series.Series.itemsize WARNING: [autosummary] failed to import 'pandas.core.series.Series.ix': no module named pandas.core.series.Series.ix WARNING: [autosummary] failed to import 'pandas.core.series.Series.nonzero': no module named pandas.core.series.Series.nonzero WARNING: [autosummary] failed to import 'pandas.core.series.Series.ptp': no module named pandas.core.series.Series.ptp WARNING: [autosummary] failed to import 'pandas.core.series.Series.put': no module named pandas.core.series.Series.put WARNING: [autosummary] failed to import 'pandas.core.series.Series.real': no module named pandas.core.series.Series.real WARNING: [autosummary] failed to import 'pandas.core.series.Series.reindex_axis': no module named pandas.core.series.Series.reindex_axis WARNING: [autosummary] failed to import 'pandas.core.series.Series.select': no module named pandas.core.series.Series.select WARNING: [autosummary] failed to import 'pandas.core.series.Series.set_value': no module named pandas.core.series.Series.set_value WARNING: [autosummary] failed to import 'pandas.core.series.Series.strides': no module named pandas.core.series.Series.strides WARNING: [autosummary] failed to import 'pandas.core.series.Series.timetuple': no module named pandas.core.series.Series.timetuple WARNING: [autosummary] failed to import 'pandas.core.series.Series.to_dense': no module named pandas.core.series.Series.to_dense WARNING: [autosummary] failed to import 'pandas.core.series.Series.to_msgpack': no module named pandas.core.series.Series.to_msgpack WARNING: [autosummary] failed to import 'pandas.core.series.Series.to_sparse': no module named pandas.core.series.Series.to_sparse WARNING: [autosummary] failed to import 'pandas.core.series.Series.valid': no module named pandas.core.series.Series.valid ``` </details> I believe these are just removed features and we should probably just remove from the docs as well
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CI/TST: fix failing tests in py37_np_dev
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Fix Segfault (maybe)
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- [X] closes #21824 I have only been able to reproduce this issue once and can't verify that this works, but I think @jorisvandenbossche has had more luck reproducing so maybe can try I noticed `_as_array` showing up in a core dump I was able to get, and this line seems a little suspect so perhaps removing the writeable requirement fixes
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31,093
Pull Request Tips
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4
2020-01-17T00:14:18Z
2020-02-02T01:21:45Z
2020-01-18T16:37:40Z
MEMBER
null
I think these issues pop up on a good deal of PRs but aren't explicitly stated anywhere, so adding a few bullet points to the contributing guide might help
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551,130,055
MDExOlB1bGxSZXF1ZXN0MzYzOTA4NDQ1
31,094
WEB: Styling blog
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0
2020-01-17T00:22:06Z
2020-01-17T16:51:21Z
2020-01-17T16:51:20Z
MEMBER
null
Improving how the blog section looks. Changing a bit the font size, color, and spacing. And also removing html tags from the content, since it's tricky to make titles, images, links... in the posts look good in the preview. Not convinced that the blog looks great, but that's the best I could do, and I think it looks much better than what we've got now. ![Screenshot at 2020-01-17 00-17-27](https://user-images.githubusercontent.com/10058240/72573847-e418e580-38be-11ea-9ba8-f3b252aacd48.png)
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551,151,884
MDExOlB1bGxSZXF1ZXN0MzYzOTI2MTE2
31,095
DOC: Restore ExtensionIndex.dropna.__doc__
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1
2020-01-17T01:46:15Z
2020-01-20T16:27:26Z
2020-01-20T13:35:21Z
MEMBER
null
Per request from @jorisvandenbossche on #30717.
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MDExOlB1bGxSZXF1ZXN0MzYzOTM2NjAx
31,096
ENH: partial string indexing on non-monotonic PeriodIndex
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6
2020-01-17T02:40:30Z
2020-01-21T17:15:54Z
2020-01-21T16:27:25Z
MEMBER
null
Looks like the DatetimeIndex analogue of this was done in #2437 (https://github.com/pandas-dev/pandas/commit/3a173f19b308d2fb7d8e96dfc57f2e5ecd046138) This does _not_ yet support two-sides slicing e.g. `ser["2015":"2016"]`, but im hoping to get that handled before long. Partial overlap with #31058, nothing should actually conflict.
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31,097
DOC: Replace ggpy with plotnine in ecosystem
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1
2020-01-17T04:14:18Z
2020-02-19T03:52:49Z
2020-01-18T17:11:21Z
CONTRIBUTOR
null
- [ ] closes #31087 - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Changed ggpy reference to plotnine.
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31,098
CLN: Regular expression clean
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2020-01-17T07:56:44Z
2020-01-17T13:21:58Z
2020-01-17T10:13:55Z
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- [x] ref https://github.com/pandas-dev/pandas/pull/31091#discussion_r367732954 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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Backport PR #31091 on branch 1.0.x (CI/TST: fix failing tests in py37_np_dev)
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(Manual) Backport PR #31091 on branch 1.0.x (CI/TST: fix failing tests in py37_np_dev) cc @WillAyd
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5
2020-01-17T08:55:32Z
2020-01-19T06:24:48Z
2020-01-18T16:33:48Z
MEMBER
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Really not sure about this change. (Feel free to close this PR at any time, if this file should not be changed).
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BUG: groupby transform fillna produces wrong result
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2020-01-17T12:05:33Z
2020-05-29T10:48:03Z
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- [x] closes #30918 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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BUG: Cannot astype from IntegerArray to BooleanArray with missing values
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2020-01-17T13:08:47Z
2020-01-23T15:26:39Z
2020-01-23T15:26:39Z
MEMBER
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For the boolean -> integer array conversion, I added a special path for that. But `astype`ing integer to boolean is currently not working: ``` In [23]: a = pd.array([1, 0, pd.NA]) In [24]: a Out[24]: <IntegerArray> [1, 0, <NA>] Length: 3, dtype: Int64 In [25]: a.astype("boolean") --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-25-41973ed53ee3> in <module> ----> 1 a.astype("boolean") ~/scipy/pandas/pandas/core/arrays/integer.py in astype(self, dtype, copy) 454 kwargs = {} 455 --> 456 data = self.to_numpy(dtype=dtype, **kwargs) 457 return astype_nansafe(data, dtype, copy=False) 458 ~/scipy/pandas/pandas/core/arrays/masked.py in to_numpy(self, dtype, copy, na_value) 124 ): 125 raise ValueError( --> 126 f"cannot convert to '{dtype}'-dtype NumPy array " 127 "with missing values. Specify an appropriate 'na_value' " 128 "for this dtype." ValueError: cannot convert to 'boolean'-dtype NumPy array with missing values. Specify an appropriate 'na_value' for this dtype. In [26]: a.astype(pd.BooleanDtype()) ... ValueError: cannot convert to 'boolean'-dtype NumPy array with missing values. Specify an appropriate 'na_value' for this dtype. ``` while for conversions to other nullable dtypes, this should be possible.
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CLN: Index._values docstring + Block.internal/external_values
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4
2020-01-17T13:18:53Z
2020-01-17T17:55:46Z
2020-01-17T17:48:43Z
MEMBER
null
@jbrockmendel this is the "clean" part of https://github.com/pandas-dev/pandas/pull/31037, so if you merge this, I will update the other PR so that only the required changes are in the PR for 1.0.0.
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31,104
BUG: inconsistent creation of IntegerArray from boolean values
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2020-01-17T15:06:10Z
2020-01-17T15:06:10Z
null
MEMBER
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When creating a nullable integer array from boolean values, we are being inconsistent between a boolean numpy array and a object array with bools: ```python >>> pd.array(np.array([True, False]), dtype="Int64") <IntegerArray> [1, 0] Length: 2, dtype: Int64 >>> pd.array(np.array([True, False], dtype=object), dtype="Int64") --------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-33-bc23b09ea959> in <module> ----> 1 pd.array(np.array([True, False], dtype=object), dtype="Int64") ~/scipy/pandas/pandas/core/construction.py in array(data, dtype, copy) 282 if is_extension_array_dtype(dtype): 283 cls = cast(ExtensionDtype, dtype).construct_array_type() --> 284 return cls._from_sequence(data, dtype=dtype, copy=copy) 285 286 if dtype is None: ~/scipy/pandas/pandas/core/arrays/integer.py in _from_sequence(cls, scalars, dtype, copy) 346 @classmethod 347 def _from_sequence(cls, scalars, dtype=None, copy=False): --> 348 return integer_array(scalars, dtype=dtype, copy=copy) 349 350 @classmethod ~/scipy/pandas/pandas/core/arrays/integer.py in integer_array(values, dtype, copy) 127 TypeError if incompatible types 128 """ --> 129 values, mask = coerce_to_array(values, dtype=dtype, copy=copy) 130 return IntegerArray(values, mask) 131 ~/scipy/pandas/pandas/core/arrays/integer.py in coerce_to_array(values, dtype, mask, copy) 210 "mixed-integer-float", 211 ]: --> 212 raise TypeError(f"{values.dtype} cannot be converted to an IntegerDtype") 213 214 elif is_bool_dtype(values) and is_integer_dtype(dtype): TypeError: object cannot be converted to an IntegerDtype ```
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31,105
TST: Fix some bare pytest raises
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8
2020-01-17T15:06:45Z
2020-01-18T14:50:41Z
2020-01-17T23:29:05Z
MEMBER
null
- [x] ref #30999 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Follow up for #30998
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31,106
CLN: prune unreachable code
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2020-01-18T16:07:28Z
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Hi everyone. I'm trying to code adaptive lookback indicators in Python/pandas. ```python import pandas as pd import numpy as np def ALB(src, period, TrendParam): change = src.diff(period).abs() volatility = src.diff().abs().rolling(window=period).sum() ER = change / volatility Alpha = 2.0 / (period + 1) VER = np.power((ER - (2 * ER - 1) / 2.0 * (1 - TrendParam) + 0.5), 2) VAlpha = Alpha * VER VLength = round((2.0 / VAlpha) - 1) return VLength def percentrank(src, period): count = src.rolling(window=period, min_periods=1).apply(lambda x: np.count_nonzero(np.where(x[-1] > x[:-1])), raw=True) return 100 * (count / period) time = pd.date_range(start='2020-01-17', periods=1000, freq='min', name='time') price = pd.Index(['price']) df = pd.DataFrame(np.random.rand(1000, 1), time, price) df['ALB'] = ALB(src=df['price'], period=60, TrendParam=1).fillna(0).astype(int) df['PCTRNK'] = percentrank(df['price'], period=df['ALB']) print(df) ``` The code above results in a "ValueError: window must be an integer" ```python Traceback (most recent call last): File "<input>", line 22, in <module> File "<input>", line 15, in percentrank File "C:\Users\dd\PycharmProjects\rolling\venv\lib\site-packages\pandas\core\generic.py", line 10769, in rolling closed=closed, File "C:\Users\dd\PycharmProjects\rolling\venv\lib\site-packages\pandas\core\window.py", line 2849, in rolling return Rolling(obj, **kwds) File "C:\Users\dd\PycharmProjects\rolling\venv\lib\site-packages\pandas\core\window.py", line 93, in __init__ self.validate() File "C:\Users\dd\PycharmProjects\rolling\venv\lib\site-packages\pandas\core\window.py", line 1738, in validate raise ValueError("window must be an integer") ValueError: window must be an integer ``` When using a fixed size window of 60 ```python df['PCTRNK'] = percentrank(df['price'], period=60) ``` I get the following output: ```python price ALB PCTRNK time 2020-01-17 00:00:00 0.728757 0 0.000000 2020-01-17 00:01:00 0.532295 0 0.000000 2020-01-17 00:02:00 0.899849 0 1.666667 2020-01-17 00:03:00 0.742664 0 1.666667 2020-01-17 00:04:00 0.334157 0 0.000000 ... ... ... 2020-01-17 16:35:00 0.781244 226 75.000000 2020-01-17 16:36:00 0.190402 240 16.666667 2020-01-17 16:37:00 0.505205 220 50.000000 2020-01-17 16:38:00 0.791318 233 80.000000 2020-01-17 16:39:00 0.241293 215 18.333333 ``` I would like to use ALB as _window_ (and _min_periods_) input for the .rolling part of the percentrank function, row by row. I think it would make sense if we were able to use a non-fixed size moving window in .rolling and also in .ewm. So ideally the parameters _window_ and _min_periods_ (in .rolling) could also accept Series. This has already been mentioned in issue #26920. but the issue has been closed by @TomAugspurger, stating it looks like a duplicate of #23002. I guess there is a (inefficient, naive) way of doing it, but I'm puzzled how to make it work. A 'workaround' is mentioned [here](https://stackoverflow.com/questions/57064501/pandas-calculate-rolling-cumulative-product-with-variable-window-size) I think, but I'm still struggling. Maybe someone can help?
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31,108
API: inconsistency in casting back to its EA dtype (try_cast_to_ea)
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1
2020-01-17T15:59:47Z
2021-07-27T04:59:51Z
null
MEMBER
null
With the current logic we have in `try_cast_to_ea`: https://github.com/pandas-dev/pandas/blob/a72eef5a86979232337149961d2122f0b555c876/pandas/core/arrays/base.py#L49-L54 it's easy to get inconsistencies, and it depends critically on what `_from_sequence` accepts as valid scalar. For example, we now have this ``` >>> s = pd.Series([0, 1, 2], dtype="Int64") >>> s.combine(0, lambda x, y: x == y) 0 True 1 False 2 False dtype: bool ``` However, if the IntegerArray constructor gets changed slightly to be more willing to accept all kinds of boolean like values (see https://github.com/pandas-dev/pandas/issues/31104 for a current inconsistency on this aspect, and this is what happens in https://github.com/pandas-dev/pandas/pull/30282), you can get: ``` >>> s = pd.Series([0, 1, 2], dtype="Int64") >>> s.combine(0, lambda x, y: x == y) 0 1 1 0 2 0 dtype: Int64 ``` So how "forgiving" the EA constructor is, will determine the output type. Here the example is with `combine`, but the `try_cast_to_ea` function is also used in a part of `groupby`.
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31,109
Return NotImpelmented for arith ops with object-dtype Index subclasses
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2
2020-01-17T16:05:52Z
2020-01-28T20:57:19Z
2020-01-28T20:57:19Z
CONTRIBUTOR
null
This change in 1.0 impacted xarray ```python In [22]: import xarray as xr In [23]: import pandas as pd In [24]: idx = pd.timedelta_range("1D", periods=5, freq="D") In [25]: a = xr.cftime_range("2000", periods=5) In [26]: idx + a /Users/taugspurger/sandbox/pandas/pandas/core/arrays/datetimelike.py:1204: PerformanceWarning: Adding/subtracting array of DateOffsets to TimedeltaArray not vectorized PerformanceWarning, Out[26]: Index([2000-01-02 00:00:00, 2000-01-04 00:00:00, 2000-01-06 00:00:00, 2000-01-08 00:00:00, 2000-01-10 00:00:00], dtype='object') In [27]: a + idx Out[27]: CFTimeIndex([2000-01-02 00:00:00, 2000-01-04 00:00:00, 2000-01-06 00:00:00, 2000-01-08 00:00:00, 2000-01-10 00:00:00], dtype='object') ``` cc @jbrockmendel @dcherian. Brock suggested checking `type(other)`, and returning NotImplemented for index subclasses we don't know about, to give the subclass a chance to take over the op.
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31,110
POC: docstring inheritance
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2020-01-17T17:54:44Z
2020-02-28T00:19:13Z
2020-01-23T02:02:57Z
MEMBER
null
Proof of concept for automatically inheriting docstrings, so we dont have to use `@Appender(parent_class.method.__doc__)` quite so much. This doesnt handle `@Substitution`. If we can make that work for the common case where we're just putting in the class name, we could get a _lot_ less verbose. xref #31095, #31060.
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31,111
Strange groupby apply behaviour
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9
2020-01-17T18:18:39Z
2020-06-20T22:24:25Z
2020-06-20T22:24:25Z
CONTRIBUTOR
null
#### Minimal reproducible example ```python import pandas as pd import numpy as np tdf = pd.DataFrame({"tree": [0, 0, 0, 0, 1, 1, 1, 1], "into": ["0-2", "0-4", "0-10", np.nan, "1-2", "1-3", "1-7", np.nan], "leaf_value": [0,0,0,3,0,0,0,4]}, index=["0-0", "0-2", "0-4", "0-10", "1-0", "1-1", "1-2", "1-7"]) def deduce_tree(df): print("DEDUCING TREE WITH INDEX:\n",df.index) next_id = df.index[0] while isinstance(next_id, str): print(next_id) next_node = df.loc[next_id, :] next_id = df.loc[next_id, "into"] print("RETURNING:\n", next_node) return next_node tdf.groupby("tree").apply(deduce_tree) ``` <details> DEDUCING GREE WITH INDEX: Index(['0-0', '0-2', '0-4', '0-10'], dtype='object') 0-0 0-2 0-4 0-10 RETURNING: tree 0 into NaN leaf_value 3 Name: 0-10, dtype: object DEDUCING GREE WITH INDEX: Index(['1-0', '1-1', '1-2', '1-7'], dtype='object') 1-0 DEDUCING GREE WITH INDEX: Index(['0-0', '0-2', '0-4', '0-10'], dtype='object') 0-0 0-2 0-4 0-10 RETURNING: tree 0 into NaN leaf_value 3 Name: 0-10, dtype: object DEDUCING GREE WITH INDEX: Index(['1-0', '1-1', '1-2', '1-7'], dtype='object') 1-0 1-2 1-7 RETURNING: tree 1 into NaN leaf_value 4 Name: 1-7, dtype: object </details> #### Problem description This came up when trying to analyze a boosted tree internals. As the apply function gets called with a print statement, when it gets to the line `next_node = df.loc[next_id, :]` it just calls the deduce_tree function again, with the group 0. it prints out `DEDUCING TREE WITH INDEX` 3 times as opposed to 2, and for some reason interrupts the function. the result of `tdf.groupby("tree").apply(deduce_tree)` is correct, but it seems to do some unnecessary work and if I want to implement some side effects into `deduce_tree` it gets messed up. Can anyone explain why it works like this? Is this some bug? How can a .loc interrupt a function? #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : None python : 3.7.3.final.0 python-bits : 64 OS : Linux OS-release : 5.2.1-1.el7.elrepo.x86_64 machine : x86_64 processor : byteorder : little LC_ALL : None LANG : C.UTF-8 LOCALE : en_US.UTF-8 pandas : 0.25.3 numpy : 1.18.1 pytz : 2018.4 dateutil : 2.7.3 pip : 19.2.3 setuptools : 41.0.1 Cython : None pytest : 4.1.1 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : 1.0.1 pymysql : None psycopg2 : 2.8.1 (dt dec pq3 ext lo64) jinja2 : 2.10 IPython : 7.8.0 pandas_datareader: None bs4 : None bottleneck : None fastparquet : None gcsfs : None lxml.etree : None matplotlib : 3.1.2 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None s3fs : None scipy : 1.4.1 sqlalchemy : 1.2.8 tables : None xarray : None xlrd : None xlwt : None xlsxwriter : None </details>
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https://api.github.com/repos/pandas-dev/pandas/issues/31112
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551,572,586
MDExOlB1bGxSZXF1ZXN0MzY0MjcwNDcy
31,112
BUG: Index.get_value being called incorrectly
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1
2020-01-17T18:42:42Z
2020-01-18T16:09:12Z
2020-01-18T15:49:04Z
MEMBER
null
AFAICT there aren't user-facing consequences, just built-up kludges in `Series.__getitem__` and `Index.get_value` that we'll be able to get rid of once we fix these inconsistencies. cc @jreback
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551,648,180
MDExOlB1bGxSZXF1ZXN0MzY0MzMyODU1
31,113
BUG: pd.concat fails when handling MultiIndex if repeated index exists
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8
2020-01-17T21:49:53Z
2020-05-21T19:35:00Z
2020-05-21T19:35:00Z
MEMBER
null
xref #20565 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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CI: Adding script to validate consistent and correct capitalization among headings in documentation (#26941)
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34
2020-01-17T22:12:44Z
2020-03-09T16:49:12Z
2020-03-07T20:06:26Z
CONTRIBUTOR
null
Closes #26941 This script should be running correctly to validate capitalization for various rst files. Many keywords will need to be added into the script as more and more files are tested on this script. Currently testing on the following rst files through code_checks.sh: doc/source/development/contributing.rst doc/source/index.rst doc/source/ecosystem.rst contributing.rst and ecosystem.rst should produce an exit code of 1, indicating there are incorrect capitalization in their headings.
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