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Backport PR #36061 on branch 1.1.x (BUG: groupby and agg on read-only array gives ValueError: buffer source array is read-only)
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2020-09-04T14:28:47Z
2020-09-04T17:59:04Z
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Backport PR #36061: BUG: groupby and agg on read-only array gives ValueError: buffer source array is read-only
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REGR: ensure closed attribute of IntervalIndex is preserved in pickle roundtrip
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2
2020-09-04T14:30:02Z
2020-09-04T15:59:48Z
2020-09-04T15:17:10Z
MEMBER
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Closes #35658 cc @jbrockmendel (I suppose the long term way would rather to properly pickle the IntervalArray itself and restore from that, instead of restoring from the left/right arrays, but would rather leave such a change for 1.2)
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Backport PR #36118 on branch 1.1.x (REGR: ensure closed attribute of IntervalIndex is preserved in pickle roundtrip)
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2020-09-04T15:59:58Z
2020-09-04T17:49:50Z
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Backport PR #36118: REGR: ensure closed attribute of IntervalIndex is preserved in pickle roundtrip
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TYP: io
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1
2020-09-04T16:17:42Z
2020-09-04T17:53:49Z
2020-09-04T17:34:50Z
MEMBER
null
@simonjayhawkins are there any typing-related areas that you'd suggest I prioritize?
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36,121
Bug 29764 groupby loses index name sometimes
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1
2020-09-04T16:42:54Z
2020-09-05T19:04:08Z
2020-09-05T03:18:13Z
MEMBER
null
- [x] closes #29764 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry´ Issue was fixed for sum and any with c9144ca54dcc924995acae3d9dcb890a5802d7c0. So the only thing left was to add the index name in `_wrap_transformed_output`. I kept the tests from #33111, to show, that alle cases are now handled correctly. I hope it is okay, to add a new PR for this?
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36,122
Regression in pandas/io/excel/_odfreader.py (UnboundLocalError: local variable 'spaces' referenced before assignment)
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2
2020-09-04T16:45:44Z
2020-09-14T11:29:05Z
2020-09-13T22:57:45Z
NONE
null
An OpenDocument spreadsheet with a single cell containing a superscript causes a `UnboundLocalError: local variable 'spaces' referenced before assignment` crash in Pandas. I'm attaching the .ods file. This used to work fine (one month ago on my machine). I tried upgrading to Pandas 1.1.1 and get the same bug. It looks like what's below: ``` In [2]: import pandas as pd In [3]: pd.read_excel('/home/meuser/tmp/pandas-bug.ods', sheet_name='Sheet1', engine='odf') --------------------------------------------------------------------------- UnboundLocalError Traceback (most recent call last) <ipython-input-3-0fec79f4321d> in <module> ----> 1 pd.read_excel('/home/meuser/tmp/pandas-bug.ods', sheet_name='Sheet1', engine='odf') ~/.local/lib/python3.8/site-packages/pandas/util/_decorators.py in wrapper(*args, **kwargs) 294 ) 295 warnings.warn(msg, FutureWarning, stacklevel=stacklevel) --> 296 return func(*args, **kwargs) 297 298 return wrapper ~/.local/lib/python3.8/site-packages/pandas/io/excel/_base.py in read_excel(io, sheet_name, header, names, index_col, usecols, squeeze, dtype, engine, converters, true_values, false_values, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, parse_dates, date_parser, thousands, comment, skipfooter, convert_float, mangle_dupe_cols) 309 ) 310 --> 311 return io.parse( 312 sheet_name=sheet_name, 313 header=header, ~/.local/lib/python3.8/site-packages/pandas/io/excel/_base.py in parse(self, sheet_name, header, names, index_col, usecols, squeeze, converters, true_values, false_values, skiprows, nrows, na_values, parse_dates, date_parser, thousands, comment, skipfooter, convert_float, mangle_dupe_cols, **kwds) 904 DataFrame from the passed in Excel file. 905 """ --> 906 return self._reader.parse( 907 sheet_name=sheet_name, 908 header=header, ~/.local/lib/python3.8/site-packages/pandas/io/excel/_base.py in parse(self, sheet_name, header, names, index_col, usecols, squeeze, dtype, true_values, false_values, skiprows, nrows, na_values, verbose, parse_dates, date_parser, thousands, comment, skipfooter, convert_float, mangle_dupe_cols, **kwds) 441 sheet = self.get_sheet_by_index(asheetname) 442 --> 443 data = self.get_sheet_data(sheet, convert_float) 444 usecols = _maybe_convert_usecols(usecols) 445 ~/.local/lib/python3.8/site-packages/pandas/io/excel/_odfreader.py in get_sheet_data(self, sheet, convert_float) 89 for j, sheet_cell in enumerate(sheet_cells): 90 if sheet_cell.qname == table_cell_name: ---> 91 value = self._get_cell_value(sheet_cell, convert_float) 92 else: 93 value = self.empty_value ~/.local/lib/python3.8/site-packages/pandas/io/excel/_odfreader.py in _get_cell_value(self, cell, convert_float) 173 return float(cell_value) 174 elif cell_type == "string": --> 175 return self._get_cell_string_value(cell) 176 elif cell_type == "currency": 177 cell_value = cell.attributes.get((OFFICENS, "value")) ~/.local/lib/python3.8/site-packages/pandas/io/excel/_odfreader.py in _get_cell_string_value(self, cell) 209 if fragment.qname == text_s: 210 spaces = int(fragment.attributes.get((TEXTNS, "c"), 1)) --> 211 value.append(" " * spaces) 212 return "".join(value) UnboundLocalError: local variable 'spaces' referenced before assignment > /home/meuser/.local/lib/python3.8/site-packages/pandas/io/excel/_odfreader.py(211)_get_cell_string_value() 208 elif isinstance(fragment, Element): 209 if fragment.qname == text_s: 210 spaces = int(fragment.attributes.get((TEXTNS, "c"), 1)) --> 211 value.append(" " * spaces) 212 return "".join(value) ``` [pandas-bug.zip](https://github.com/pandas-dev/pandas/files/5176030/pandas-bug.zip) Versions: In [2]: pd.show_versions() ``` INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.8.2.final.0 python-bits : 64 OS : Linux OS-release : 5.4.0-45-generic Version : #49-Ubuntu SMP Wed Aug 26 13:38:52 UTC 2020 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_CA.UTF-8 LOCALE : en_CA.UTF-8 pandas : 1.1.1 numpy : 1.17.4 pytz : 2019.3 dateutil : 2.7.3 pip : 20.0.2 setuptools : 45.2.0 Cython : 0.29.21 pytest : 4.6.9 hypothesis : None sphinx : 1.8.5 blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.0 html5lib : 1.0.1 pymysql : None psycopg2 : 2.8.4 (dt dec pq3 ext lo64) jinja2 : 2.10.1 IPython : 7.13.0 pandas_datareader: None bs4 : 4.8.2 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.2.1 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.3 pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.4.1 sqlalchemy : None tables : 3.6.1 tabulate : None xarray : None xlrd : 1.1.0 xlwt : 1.3.0 numba : None ```
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36,123
BUG: GroupBy.mean() is extremely slow with sparse arrays
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2020-09-04T18:18:44Z
2021-08-13T02:18:25Z
null
NONE
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- [x ] I have checked that this issue has not already been reported. - [ x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python import pandas as pd import numpy as np np.random.seed(0) df = pd.DataFrame(np.random.rand(1000, 1000) > 0.8, dtype=int) df['g'] = ['A' if x else 'B' for x in np.random.rand(1000) > 0.5] %timeit -n 3 -r 5 df.groupby('g').mean() sdf = df.set_index('g').astype('Sparse[int]').reset_index() %timeit -n 3 -r 5 sdf.groupby('g').mean() ``` Output: Dense: `11 ms ± 430 µs per loop (mean ± std. dev. of 5 runs, 3 loops each)` Sparse: `3.91 s ± 33.5 ms per loop (mean ± std. dev. of 5 runs, 3 loops each)` or subset of a real-word dataset: ```python import pandas as pd df = pd.read_csv('https://github.com/pandas-dev/pandas/files/5176354/pbmc-sparse-df.csv.gz', index_col=0).astype(int).reset_index() %timeit -n 3 -r 5 df.groupby('Cell type').mean() sdf = df.set_index('Cell type').astype(pd.SparseDtype(int, fill_value=0)).reset_index() %timeit -n 3 -r 5 sdf.groupby('Cell type').mean() ``` Output: Dense: `9.2 ms ± 403 µs per loop (mean ± std. dev. of 5 runs, 3 loops each)` Sparse: `3.73 s ± 126 ms per loop (mean ± std. dev. of 5 runs, 3 loops each)` #### Problem description `GroupBy.mean()` with the SparseArray seems extremely slow compared to dense matrices (here around 355 times). #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.8.5.final.0 python-bits : 64 OS : Darwin OS-release : 19.6.0 Version : Darwin Kernel Version 19.6.0: Thu Jun 18 20:49:00 PDT 2020; root:xnu-6153.141.1~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.1 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.1 pip : 20.2.1 setuptools : 49.2.1.post20200802 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.17.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : 0.8.0 fastparquet : None gcsfs : None matplotlib : 3.3.0 numexpr : 2.7.1 odfpy : None openpyxl : None pandas_gbq : None pyarrow : 1.0.0 pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : None tables : 3.6.1 tabulate : None xarray : None xlrd : None xlwt : None numba : 0.50.1 </details> I attached the file here for reproducibility. [pbmc-sparse-df.csv.gz](https://github.com/pandas-dev/pandas/files/5176354/pbmc-sparse-df.csv.gz)
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ENH: Display IntEnums by name rather then value
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null
15
2020-09-04T19:16:21Z
2020-10-02T23:30:22Z
null
NONE
null
#### Is your feature request related to a problem? When displaying dataframes that contain IntEnums in the index, columns, or data, it would be nice if they displayed similar to Enum types by using the Enum names that correspond to the value rather then the integer values, which somewhat defeats the prupose of using IntEnums over just ints with alias names. #### Describe the solution you'd like I would like pandas to display IntEnums in the same way as Enums. #### API breaking implications Non that I am aware of, as this request is only for a display change. #### Describe alternatives you've considered I have considered two solution which both have drawbacks. First was to monkey patch Int Array Formatter. This ended up not working as Pandas appears to case IntEnums to regulat ints as soon as they are put into the frame. The second was to change the IntEnums to be categorical, which makes logical sense, but to get them to display properly I need to map the data to the names of the enums which changes the underlying data to strings. #### Additional context Here is a simple example. ```python from enum import Enum, IntEnum import pandas as pd class Colors(Enum): red = 1 blue = 2 class IntColors(IntEnum): red = 1 blue = 2 df = pd.DataFrame({Colors.red:[1,2,3], Colors.blue:[5,6,6]}) int_df = pd.DataFrame({IntColors.red:[1,2,3], IntColors.blue:[5,6,6]}) print('This is how I want the dataframe to display') print(df) print() print('This is how it is displayed') print(int_df) ``` Which outputs: ``` This is how I want the dataframe to display Colors.red Colors.blue 0 1 5 1 2 6 2 3 6 This is how it is displayed 1 2 0 1 5 1 2 6 2 3 6 ```
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36,125
DOC: add missing data handling info to pd.Categorical docstring
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2
2020-09-04T19:21:33Z
2020-09-05T10:50:58Z
2020-09-05T10:50:58Z
MEMBER
null
- [x] closes #35162 - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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36,126
Make ExtensionDtype.construct_array_type a regular method
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2020-09-04T20:22:25Z
2021-08-13T02:26:37Z
null
CONTRIBUTOR
null
Currently ExtensionDtype.consruct_array_type is a classmethod. This makes it hard to use a single dtype with multiple array classes where the array type depends on some parameter of the dtype. I'd like to change construct_array_type to be a regular method rather than a classmethod. AFAICT, this is fine for pandas since everywhere we use construct_array_type we have an instance rather than a type. It should be fine for 3rd party arrays to continue to use classmethods since you can call a classmethod on an instance. The API breaking change would be for 3rd-party code relying on `ExtensionDtype.construct_array_type()` working (i.e. calling it on the class). My motivation is for allowing a parametrized `StringDtype` that can be used for either the current StringArray and an Arrow-backed StringArray.
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36,127
Backport PR #36050 on branch 1.1.x (BUG: incorrect year returned in isocalendar for certain dates)
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0
2020-09-04T20:29:38Z
2020-09-04T21:58:14Z
2020-09-04T21:58:13Z
NONE
null
Backport PR #36050: BUG: incorrect year returned in isocalendar for certain dates
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36,128
CLN: remove xfails/skips for no-longer-supported numpys
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36,129
CLN: remove unused args/kwargs
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CLN: De-privatize
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36,131
BUG: Timestamp == date match stdlib
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- [ ] closes #xxxx - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry ATM we have one reasonable behavior `Timestamp("2020-09-04") == date(2020, 9, 4)` and two un-reasonable behaviors: ``Timestamp("2020-09-04").tz_localize("US/Pacific") == date(2020, 9, 4)`, `Timestamp.now() == Timestamp.now().date()`. Since the stdlib datetime doesnt consider `datetime(2020, 9, 4) == date(2020, 9, 4)`, this follows the stdlib and considers them never equal. <s>I'm still getting one test failure locally.</s> cc @mroeschke
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- [x] closes #36040 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Creating PR to solve [Issue 36040](https://github.com/pandas-dev/pandas/issues/36040). The old `FixedWindowIndexer.get_window_bounds` function provided unintuitive bounds that went beyond the length of the original array. Additionally, to do a centered rolling operation, it required NaN values to be appended to the end of original array to enable some roundabout way of achieving the centering. I replaced it with one that seems much simpler and actually creates "fixed" size windows (at least prior to clipping the ends), which the previous function did not. That being said, I know this PR fails some tests, I'm would appreciate some advice on how best to proceed!
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#34479, #36076 - [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry cc @jorisvandenbossche this feels klunky, and the axis==1 part im pretty unsure of. how would you approach this?
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BUG: shows correct package name when import_optional_dependency is ca…
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12
2020-09-05T04:19:41Z
2020-09-07T19:30:44Z
2020-09-07T11:16:12Z
CONTRIBUTOR
null
…lled. fixes #35948 - [x] closes #35948 - [x] tests added / passed - [x] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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36,135
Backport PR #36114 on branch 1.1.x (REGR: fix consolidation/cache issue with take operation)
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2020-09-05T06:05:41Z
2020-09-05T07:56:14Z
2020-09-05T07:56:14Z
NONE
null
Backport PR #36114: REGR: fix consolidation/cache issue with take operation
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API: Make ExtensionDtype.construct_array_type a method
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2020-09-05T11:10:53Z
2020-10-19T19:04:26Z
2020-10-19T14:01:43Z
CONTRIBUTOR
null
This allows a single dtype to support multiple array classes. For arrow-backed strings, we'll likely want a separate array class for ease of implementation, clarity. But we'll have a parametrized dtype. ```python class StringDtype: def __init__(self, storage="python"): self.storage = storage def construct_array_type(self): # regular method if self.storage == "python": return StringArray else: return ArrowStringArray ``` Closes #36126
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TYP: Check for use of Union[Series, DataFrame] instead of FrameOrSeriesUnion alias
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36,139
Updated series documentation to close #35406
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2
2020-09-05T13:52:12Z
2020-09-13T15:28:37Z
2020-09-05T14:44:27Z
CONTRIBUTOR
null
- [x ] closes #35406 - [x ] tests added / passed - [ x] passes `black pandas` - [ x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Not sure how to do whatsnew entry for this - first contribution! Do let me know how to improve. Output of scripts/validate_docstring.py: ``` ################################################################################ ########################## Docstring (pandas.Series) ########################## ################################################################################ One-dimensional ndarray with axis labels (including time series). Labels need not be unique but must be a hashable type. The object supports both integer- and label-based indexing and provides a host of methods for performing operations involving the index. Statistical methods from ndarray have been overridden to automatically exclude missing data (currently represented as NaN). Operations between Series (+, -, /, *, **) align values based on their associated index values-- they need not be the same length. The result index will be the sorted union of the two indexes. Parameters ---------- data : array-like, Iterable, dict, or scalar value Contains data stored in Series. .. versionchanged:: 0.23.0 If data is a dict, argument order is maintained for Python 3.6 and later. index : array-like or Index (1d) Values must be hashable and have the same length as `data`. Non-unique index values are allowed. Will default to RangeIndex (0, 1, 2, ..., n) if not provided. If data is dict-like and index is None, then the values in the index are used to reindex the Series after it is created using the keys in the data. dtype : str, numpy.dtype, or ExtensionDtype, optional Data type for the output Series. If not specified, this will be inferred from `data`. See the :ref:`user guide <basics.dtypes>` for more usages. name : str, optional The name to give to the Series. copy : bool, default False Copy input data. ################################################################################ ################################## Validation ################################## ################################################################################ 3 Errors found: Parameters {'fastpath'} not documented See Also section not found No examples section found ```
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TYP: remove string literals for type annotations in pandas\core\frame.py
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2020-09-05T14:17:16Z
2020-09-05T15:09:24Z
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36,141
BUG: copying series into empty dataframe does not preserve dataframe index name
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9
2020-09-05T14:58:57Z
2020-09-18T11:34:07Z
2020-09-08T13:45:09Z
CONTRIBUTOR
null
- [x] closes #31368 - [x] tests added / passed `indexing/test_partial.py:TestPartialSetting:test_index_name_empty` - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry
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36,142
Arrow string array dtype
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2020-09-05T14:59:38Z
2021-02-19T14:05:49Z
2021-02-19T13:48:10Z
CONTRIBUTOR
null
This is a continuation of https://github.com/pandas-dev/pandas/pull/35259, updated to use a single `StringDtype` parameterized by `storage` (python or pyarrow). We do use different classes for the array though. I wouldn't recommend reviewing this yet. In particular, I need to refactor the string ops implementation. That will likely be done in a separate PR to keep things smaller here. ```python In [1]: import pandas as pd In [2]: a = pd.Series(pd.array([pd.NA, pd.NA], dtype=pd.StringDtype("python"))) In [3]: b = pd.Series(pd.array([pd.NA, pd.NA], dtype=pd.StringDtype("pyarrow"))) In [4]: a.array Out[4]: <StringArray> [<NA>, <NA>] Length: 2, dtype: StringDtype[python] In [5]: b.array Out[5]: <ArrowStringArray> [<NA>, <NA>] Length: 2, dtype: StringDtype[pyarrow] ``` Closes https://github.com/pandas-dev/pandas/issues/35169
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STY+CI: check for private function access across modules
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2020-09-05T15:03:38Z
2021-04-12T15:30:07Z
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The added checks here are broken off from #36055.
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2020-09-05T15:39:27Z
2020-09-06T05:16:07Z
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- [x] closes #35684 - [x] whatsnew entry
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2020-09-13T12:29:54Z
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- [x] closes #35534 - [x] closes #35747 - [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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DEPR: disallow tznaive datetimes when indexing tzaware datetimeindex
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9
2020-09-05T20:05:51Z
2020-10-07T20:31:19Z
2020-10-07T20:29:37Z
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry cc @mroeschke
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694,181,735
MDExOlB1bGxSZXF1ZXN0NDgwNTk3MzEx
36,149
Make to_numeric default to correct precision
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14
2020-09-05T20:59:20Z
2020-09-18T11:34:47Z
2020-09-08T15:30:37Z
CONTRIBUTOR
null
- [x] closes #31364 - [x] tests added / passed - tools/test_to_numeric.py:test_precision - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry This relates to a very old issue #8002 where the default precision for CSV files could create wrong answers in the last bit. @jreback was involved in the PR review for that, which created the default to not be the high precision parser. For `to_numeric()`, I switched it to use `precise_xstrtod` instead of `xstrtod` by default. Unknown whether there are performance implications for `to_numeric()`, although this comment https://github.com/pandas-dev/pandas/issues/17154#issuecomment-319917647 from @jorisvandenbossche indicates that maybe we should consider switching to the higher precision parser by default in `read_csv()` anyway. Open question as to whether performance analysis of *this* PR is needed beyond what is shown below, which seems to indicate that using `precise_xstrtod` is *faster* than `xstrtod` The other possibility is to use a keyword argument in `to_numeric` that would allow the higher precision parser.
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36,150
REF: use BlockManager.apply in csv code
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3
2020-09-05T22:56:02Z
2020-09-12T21:30:15Z
2020-09-12T21:28:01Z
MEMBER
null
This doesn't get rid of internals usage entirely, but makes that access 1 layer less deep
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MDU6SXNzdWU2OTQyMDI5OTM=
36,151
ENH/API: errors argument for ExtensionArray.astype
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2020-09-05T23:05:18Z
2020-10-12T16:33:18Z
2020-10-12T16:33:17Z
MEMBER
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`Series.astype` and `DataFrame.astype` both allow control over whether the original object should be returned on errors in conversion by setting the `errors` argument to either `"ignore"` or `"raise"`. Should `ExtensionArray.astype` also allow this? https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.astype.html https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.astype.html xref https://github.com/pandas-dev/pandas/pull/35979
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Fix compressed multiindex for output of groupby.rolling
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2
2020-09-05T23:16:51Z
2020-09-07T21:14:34Z
2020-09-07T21:06:30Z
MEMBER
null
- [x] closes #36018 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry The number of leves for MultiIndex in input was compressed to one, because the tuples representing the Index rows were not unpacked. Also name was used instead of names -> resulted in missing name for every MultiIndex.
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36,153
API: ser[dt64].astype("string") vs ser[dt64]._values.astype("string")
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3
2020-09-05T23:47:32Z
2021-08-13T02:30:57Z
null
MEMBER
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``` ser = pd.Series([pd.NaT, pd.Timestamp.now()]) >>> ser.astype("string") 0 NaT 1 2020-09-05 16:44:52.259773 dtype: string >>> pd.Series(ser._values.astype("string")) 0 <NA> 1 2020-09-05 16:44:52.259773 dtype: string ``` It would be nice to have the Series code (i.e. the Block.astype) dispatch to the array code. Note also: ``` vals = ser._values.astype("string") >>> vals.astype(ser.dtype) ValueError: Could not convert object to NumPy datetime >>> pd.Series(vals, dtype=ser.dtype) ValueError: Could not convert object to NumPy datetime >>> pd.to_datetime(vals) # <-- works ```
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36,154
REF: share more EA methods
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2020-09-06T00:05:22Z
2020-09-06T19:29:40Z
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36,155
CLN: backport mpl warning fix to 1.1.2
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1
2020-09-06T02:44:40Z
2020-09-06T17:18:15Z
2020-09-06T17:17:54Z
MEMBER
null
backport #35946 and #36145
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STY: De-privatize imported names
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2020-09-06T03:06:33Z
2020-09-06T19:04:13Z
2020-09-06T17:05:36Z
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getting close to being able to enable a code_check for these
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DOC: Fix capitalization among headings in doc/source/user_guide/ part…
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2020-09-06T03:08:46Z
2020-11-26T01:34:49Z
2020-11-26T01:34:49Z
NONE
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… 1 (#32550) - [ ] xref #32550 - [ ] tests added / passed - [x] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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36,158
BUG: indices and get_group raise exception with GroupBy initialized using lambda or named function with tuple values as group names (Multi-dimensional groups)
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11
2020-09-06T05:49:12Z
2020-10-31T19:11:34Z
2020-10-31T19:11:34Z
CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. **UPD**: bug does not exist anymore in latest master branch, yet still present in 1.1.3 from pip. Updated version details: <details> INSTALLED VERSIONS ------------------ commit : db08276bc116c438d3fdee492026f8223584c477 python : 3.7.3.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 78 Stepping 3, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : None.None pandas : 1.1.3 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.0 pip : 20.2.3 setuptools : 40.8.0 Cython : 0.29.21 pytest : 6.0.1 hypothesis : 5.36.0 sphinx : 3.2.1 blosc : None feather : None xlsxwriter : None lxml.etree : 4.3.4 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : 2.10.1 IPython : 7.18.1 pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.0 numexpr : None odfpy : None openpyxl : 3.0.4 pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : 1.3.19 tables : None tabulate : 0.8.7 xarray : None xlrd : 1.2.0 xlwt : None numba : None </details> **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. **Edit**: removed everything related to categorical rhetoric, updated with findings. Corrected several mistypes. --- #### Code Sample, a copy-pastable example **UPD**: A clearer sample [provided](https://github.com/pandas-dev/pandas/issues/36158#issuecomment-697977693) by @AlexanderCecile which addresses that bug appears on group names inside lambda, not due to tuples in cell values. ```python import random import pandas as pd df = pd.DataFrame({"col_1": [random.randint(0, 5) for _ in range(5)]}) print(df, end="\n\n") grp_tuples = [("a", "b"), ("c", "d"), ("e", "f")] # grp_res = df.groupby(by="col_1") grp_res = df.groupby(by=lambda x: grp_tuples[x % len(grp_tuples)]) for key, grp in grp_res: print(f"key: {key}\ngroup:\n{grp}\n") print(grp_res.indices) print(grp_res.grouper.indices) ``` ##### Original sample ```python df = pd.DataFrame({'Tuples': ((x, y) for x in [0, 1] for y in np.random.randint(3, 5, 5))}) df.groupby('Tuples').grouper.indices df.groupby(lambda x: df.iloc[x,0]).indices ``` ||0|1|2|3|4|5|6|7|8|9| |-|-|-|-|-|-|-|-|-|-|-| |'Tuples'|(0,3)|(0,3)|(0,3)|(0,3)|(0,3)|(1,4)|(1,4)|(1,4)|(1,3)|(1,4)| --- ### Problem description **Problem**: .indices do not work on lambda made group by with tuples In the sample above two different **.groupby** in crude terms do the same thing and provide groups with same characteristics - grouping DataFrame by column values which are represented by tuples. Technically single column **DF** is a **Series** object, but issue remains the same if some other columns are added. However these groups share some weird behavior: - Both have same output for **.groups**: > {(0, 3): [0, 1, 2, 3, 4], (1, 3): [8], (1, 4): [5, 6, 7, 9]} - Both show same .**head**(), .**size**() some other methods [listed here](https://pandas.pydata.org/pandas-docs/stable/reference/groupby.html). Groups can be selected with tuple key `(0, 3)` with all same output. And here come the differences: ```diff gb.transform('size') + just shows the index of a DF - IndexError: Column(s) Tuples already selected gb1.sum() / gb1.agg(sum) + shows column 'Tuples' with recurring tuples, e.g. (0, 3), (1, 3) + in case GroupBy is prepared with as_index=False, also shows index - show index and 'Tuples' column where tuples are added per group - on each line: (0, 3, 0, 3, 0, 3), (1, 3, 1, 3) gb.all() + index with tuples per line, e.g. (0, 3), (1, 3) + if as_index=False: + ValueError: Length mismatch: Expected axis has 0 elements, new values have 3 elements - table with tuples (indexes if as_index=False) and True values gb.count() + Tuples column and no counts + if as_index=False: + IndexError: list index out of range - table with tuples (indexes if as_index=False) and actual count of groups ``` Basically all aggregated methods have same result as above. However if **GroupBy** is made on Series `df['Tuples'].groupby(df['Tuples'])` majority of aggregated functions start working as for lambda made **GroupBy**, output is the same, but does not show as table in jupyter, just plain-text, yet I guess that's an unexpected behavior. That's __sapid__, but whatever, these are the differences one can live with. ## Main issue **Tuple** group names in **lambda** or named function ***GroupBy*** break method **.get_group()** and attribute **.indices**. As mentioned in [docs](https://pandas.pydata.org/docs/user_guide/groupby.html#piping-function-calls) **GroupBy** works pretty well with two-dimensional keys, although missing handful level selectors that MultiIndex has. Perhaps that's a topic for __feature-request__, not an issue. Sample in [docs](https://pandas.pydata.org/docs/user_guide/groupby.html#piping-function-calls) produces same tuple groups `dict_keys( [ ('Store_1', 'Product_1'), ... () ]`, this should not be a problem. Also **GroupBy** made with lambda works all fine with numeric / string labels. In case with tuples, **.indices** and **.get_group** fall with error `NotImplementedError: isna is not defined for MultiIndex`. </br> **.get_group()** <details><summary>.get_group() Traceback</summary><blockquote> <details><summary>ERROR</summary><blockquote> ```python df.groupby(lambda x: df.iloc[x,0]).get_group((0,3)) ``` ```diff - --------------------------------------------------------------------------- - NotImplementedError Traceback (most recent call last) - <ipython-input-3-c37a9ee93781> in <module> - ----> 1 df.groupby(lambda x: df.iloc[x,0]).get_group((0,3)) ``` </details><details><summary>Part 1 => .get_indices</summary><blockquote> ##### c:\python37\lib\site-packages\pandas\core\groupby\groupby.py in get_group(self, name, obj) 806 obj = self._selected_obj 807 --> 808 inds = self._get_index(name) 809 if not len(inds): 810 raise KeyError(name) ##### c:\python37\lib\site-packages\pandas\core\groupby\groupby.py in _get_index(self, name) 628 Safe get index, translate keys for datelike to underlying repr. 629 """ --> 630 return self._get_indices([name])[0] 631 632 @cache_readonly ##### c:\python37\lib\site-packages\pandas\core\groupby\groupby.py in _get_indices(self, names) 593 return [] 594 --> 595 if len(self.indices) > 0: 596 index_sample = next(iter(self.indices)) 597 else: ##### c:\python37\lib\site-packages\pandas\core\groupby\groupby.py in indices(self) 572 """ 573 self._assure_grouper() --> 574 return self.grouper.indices 575 576 def _get_indices(self, names): #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() </details><details><summary>Part 2 => Categories nan</summary><blockquote> ##### c:\python37\lib\site-packages\pandas\core\groupby\ops.py in indices(self) 222 """ dict {group name -> group indices} """ 223 if len(self.groupings) == 1: --> 224 return self.groupings[0].indices 225 else: 226 codes_list = [ping.codes for ping in self.groupings] #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\groupby\grouper.py in indices(self) 558 return self.grouper.indices 559 --> 560 values = Categorical(self.grouper) 561 return values._reverse_indexer() 562 ##### c:\python37\lib\site-packages\pandas\core\arrays\categorical.py in __init__(self, values, categories, ordered, dtype, fastpath) 360 361 # we're inferring from values --> 362 dtype = CategoricalDtype(categories, dtype.ordered) 363 364 elif is_categorical_dtype(values.dtype): ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in __init__(self, categories, ordered) 161 162 def __init__(self, categories=None, ordered: Ordered = False): --> 163 self._finalize(categories, ordered, fastpath=False) 164 165 @classmethod ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in _finalize(self, categories, ordered, fastpath) 315 316 if categories is not None: --> 317 categories = self.validate_categories(categories, fastpath=fastpath) 318 319 self._categories = categories ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in validate_categories(categories, fastpath) 487 if not fastpath: 488 --> 489 if categories.hasnans: 490 raise ValueError("Categorical categories cannot be null") 491 </details><details><summary>Part 3 => nan, Multiindex</summary><blockquote> #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\indexes\base.py in hasnans(self) 2046 """ 2047 if self._can_hold_na: -> 2048 return bool(self._isnan.any()) 2049 else: 2050 return False #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\indexes\base.py in _isnan(self) 2026 """ 2027 if self._can_hold_na: -> 2028 return isna(self) 2029 else: 2030 # shouldn't reach to this condition by checking hasnans beforehand ##### c:\python37\lib\site-packages\pandas\core\dtypes\missing.py in isna(obj) 122 Name: 1, dtype: bool 123 """ --> 124 return _isna(obj) 125 126 ##### c:\python37\lib\site-packages\pandas\core\dtypes\missing.py in _isna(obj, inf_as_na) 151 # hack (for now) because MI registers as ndarray 152 elif isinstance(obj, ABCMultiIndex): --> 153 raise NotImplementedError("isna is not defined for MultiIndex") 154 elif isinstance(obj, type): 155 return False ### NotImplementedError: isna is not defined for MultiIndex **>>> End of Traceback <<<** </details></details> **.indices** <details> <summary>.indices Traceback</summary><blockquote> <details><summary>ERROR</summary><blockquote> ```python df.groupby(lambda x: df.iloc[x,0]).indices ``` ```diff - --------------------------------------------------------------------------- - NotImplementedError Traceback (most recent call last) - <ipython-input-5-fd5a9f33be4e> in <module> - ----> 1 df.groupby(lambda x: df.iloc[x,0]).indices ``` </details><details><summary>Part 1 => groupings, Categorical</summary><blockquote> ##### c:\python37\lib\site-packages\pandas\core\groupby\groupby.py in indices(self) 572 """ 573 self._assure_grouper() --> 574 return self.grouper.indices 575 576 def _get_indices(self, names): #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\groupby\ops.py in indices(self) 222 """ dict {group name -> group indices} """ 223 if len(self.groupings) == 1: --> 224 return self.groupings[0].indices 225 else: 226 codes_list = [ping.codes for ping in self.groupings] #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\groupby\grouper.py in indices(self) 558 return self.grouper.indices 559 --> 560 values = Categorical(self.grouper) 561 return values._reverse_indexer() 562 ##### c:\python37\lib\site-packages\pandas\core\arrays\categorical.py in __init__(self, values, categories, ordered, dtype, fastpath) 360 361 # we're inferring from values --> 362 dtype = CategoricalDtype(categories, dtype.ordered) 363 364 elif is_categorical_dtype(values.dtype): ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in __init__(self, categories, ordered) 161 162 def __init__(self, categories=None, ordered: Ordered = False): --> 163 self._finalize(categories, ordered, fastpath=False) 164 165 @classmethod ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in _finalize(self, categories, ordered, fastpath) 315 316 if categories is not None: --> 317 categories = self.validate_categories(categories, fastpath=fastpath) 318 319 self._categories = categories </details><details><summary>Part 2 => Categories nan</summary><blockquote> ##### c:\python37\lib\site-packages\pandas\core\dtypes\dtypes.py in validate_categories(categories, fastpath) 487 if not fastpath: 488 --> 489 if categories.hasnans: 490 raise ValueError("Categorical categories cannot be null") 491 #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\indexes\base.py in hasnans(self) 2046 """ 2047 if self._can_hold_na: -> 2048 return bool(self._isnan.any()) 2049 else: 2050 return False #### pandas\_libs\properties.pyx in pandas._libs.properties.CachedProperty.__get__() ##### c:\python37\lib\site-packages\pandas\core\indexes\base.py in _isnan(self) 2026 """ 2027 if self._can_hold_na: -> 2028 return isna(self) 2029 else: 2030 # shouldn't reach to this condition by checking hasnans beforehand ##### c:\python37\lib\site-packages\pandas\core\dtypes\missing.py in isna(obj) 122 Name: 1, dtype: bool 123 """ --> 124 return _isna(obj) 125 126 ##### c:\python37\lib\site-packages\pandas\core\dtypes\missing.py in _isna(obj, inf_as_na) 151 # hack (for now) because MI registers as ndarray 152 elif isinstance(obj, ABCMultiIndex): --> 153 raise NotImplementedError("isna is not defined for MultiIndex") 154 elif isinstance(obj, type): 155 return False ### NotImplementedError: isna is not defined for MultiIndex **>>> End of Traceback <<<** </details></details></br> ~~Seems like in both cases problem starts on **Categorical(self.grouper)** and no categories are found, that's just my doubt.~~ Problem starts during grouper init ([line 413](https://github.com/pandas-dev/pandas/blob/master/pandas/core/groupby/grouper.py#L413)), if lambda or function is used, grouper is assigned lambda or named function respectively and [line 440](https://github.com/pandas-dev/pandas/blob/master/pandas/core/groupby/grouper.py#L440) is skipped as it does not see MultiIndex behind it. Later on [line 512](https://github.com/pandas-dev/pandas/blob/master/pandas/core/groupby/grouper.py#L512) changes are triggered and [line 518](https://github.com/pandas-dev/pandas/blob/master/pandas/core/groupby/grouper.py#L518) assigns actual value (MultiIndex) instead of a function, however this case skips [line 440](https://github.com/pandas-dev/pandas/blob/master/pandas/core/groupby/grouper.py#L440) casting and bug appears. Most of the methods listed in grouper.py for lambda made **GroupBy grouper** are working, to name a few: **codes**, **ngroups**, **result_index**. Everything the _BaseGrouper_ has. Only indices and get_group do not work. Pandas is a great module and I'm happy to use it without those indices especially that I can get the same output performing a `for` loop on .groups __PrettyDict__, yet that's a bug and usage of multiple-level group names is a potential growth area for the module. I will be happy to continue digging on this problem further on my own and will appreciate any input on the course of this error. #### Expected Output ``` >>> df.groupby(lambda x: df.iloc[x,0]).indices {(0, 3): array([0, 1, 2, 3, 4], dtype=int64), (1, 3): array([8], dtype=int64), (1, 4): array([5, 6, 7, 9], dtype=int64)} ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : d9fff2792bf16178d4e450fe7384244e50635733 python : 3.7.3.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 78 Stepping 3, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : None.None pandas : 1.1.0 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.0 pip : 20.2.2 setuptools : 40.8.0 Cython : None pytest : 6.0.1 hypothesis : None sphinx : 3.2.1 blosc : None feather : None xlsxwriter : None lxml.etree : 4.3.4 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.10.1 IPython : 7.18.1 pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.0 numexpr : None odfpy : None openpyxl : 3.0.4 pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : 1.3.19 tables : None tabulate : 0.8.7 xarray : None xlrd : 1.2.0 xlwt : None numba : None </details>
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ENH: add set_td_classes method for CSS class addition to data cells
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2020-09-06T11:59:10Z
2020-09-13T14:04:17Z
2020-09-13T12:52:43Z
CONTRIBUTOR
null
- [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Simple extension to Styler to allow cells to be assigned CSS classes from a DataFrame of strings. Seems to be a reasonably common request. The existing framework, i.e. the `cell_context` dictionary (which previously did nothing) is leveraged. @TomAugspurger
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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 All if statements above the changed block return, so we can remove the else's and flatten out the structure a bit.
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BUG: Enable Series.equals to compare numpy arrays to scalars
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2020-09-06T12:50:08Z
2020-09-19T20:29:49Z
2020-09-19T20:29:44Z
CONTRIBUTOR
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- [x] closes #35267 - [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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Backport PR #36054 on branch 1.1.x (BUG: Don't raise when constructing Series from ordered set)
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2020-09-06T12:59:34Z
2020-09-06T15:13:55Z
2020-09-06T15:13:54Z
NONE
null
Backport PR #36054: BUG: Don't raise when constructing Series from ordered set
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36,163
Backport PR #35914 on branch 1.1.x (Make MultiIndex.get_loc raise for unhashable type)
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2020-09-06T13:01:29Z
2020-09-06T15:13:33Z
2020-09-06T15:13:33Z
NONE
null
Backport PR #35914: Make MultiIndex.get_loc raise for unhashable type
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36,164
TST verify groupby doesn't alter unit64s to floats #30859
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1
2020-09-06T14:12:04Z
2020-09-07T20:47:44Z
2020-09-07T20:47:40Z
CONTRIBUTOR
null
- [x] closes #30859 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Logic of the test is to check that the value hasn't changes and that the dtype remains uint64.
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BUG: Adding offset produces NonExistentTimeError
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7
2020-09-06T14:25:34Z
2021-07-27T08:16:45Z
2020-09-07T12:38:28Z
MEMBER
null
In #36160, Travis had the following failure: ```` pandas/tests/tseries/offsets/test_offsets_properties.py:88: [snip] ---------------------------------- Hypothesis ---------------------------------- Falsifying example: test_on_offset_implementations( dt=datetime.datetime(1900, 1, 1, 0, 0, tzinfo=tzfile('/usr/share/zoneinfo/Iceland')), offset=<96 * MonthBegins>, ) You can reproduce this example by temporarily adding @reproduce_failure('5.29.0', b'AAEAMgAAAAAAAAAAAABgAA==') as a decorator on your test case ```` Can reproduce with: from datetime import datetime import pytz from pandas.tseries.offsets import MonthBegin dt = datetime(1900, 1, 1, 0, 0, tzinfo=pytz.timezone('Iceland')) offset = MonthBegin(96) dt + offset which produces the trace: ```` File "pandas/_libs/tslibs/offsets.pyx", line 422, in pandas._libs.tslibs.offsets.BaseOffset.__add__ File "pandas/_libs/tslibs/offsets.pyx", line 424, in pandas._libs.tslibs.offsets.BaseOffset.__add__ File "pandas/_libs/tslibs/offsets.pyx", line 172, in pandas._libs.tslibs.offsets.apply_wraps.wrapper File "pandas/_libs/tslibs/timestamps.pyx", line 1317, in pandas._libs.tslibs.timestamps.Timestamp.tz_localize File "pandas/_libs/tslibs/tzconversion.pyx", line 63, in pandas._libs.tslibs.tzconversion.tz_localize_to_utc_single File "pandas/_libs/tslibs/tzconversion.pyx", line 319, in pandas._libs.tslibs.tzconversion.tz_localize_to_utc pytz.exceptions.NonExistentTimeError: 1908-01-01 00:00:00 ```` Not sure if this is a bug or an invalid input.
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Backport PR #36115 on branch 1.1.x (REGR: append tz-aware DataFrame with tz-naive values)
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2020-09-06T17:05:57Z
2020-09-06T18:07:56Z
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NONE
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Backport PR #36115: REGR: append tz-aware DataFrame with tz-naive values
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Backport PR #35979 on branch 1.1.x (BUG: Respect errors="ignore" during extension astype)
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Backport PR #35979: BUG: Respect errors="ignore" during extension astype
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Comma cleanup
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1
2020-09-06T17:10:01Z
2020-09-07T19:04:48Z
2020-09-07T19:04:43Z
CONTRIBUTOR
null
- [x] pandas/tests/indexing/test_iloc.py - [x] pandas/tests/indexing/test_indexing.py - [x] pandas/tests/indexing/test_loc.py - [x] pandas/tests/internals/test_internals.py - [x] pandas/tests/io/formats/test_css.py - [x] pandas/tests/io/formats/test_info.py - [x] pandas/tests/io/json/test_compression.py - [x] pandas/tests/io/json/test_pandas.py - [x] pandas/tests/io/parser/test_c_parser_only.py - [x] pandas/tests/io/parser/test_parse_dates.py - [x] pandas/tests/io/parser/test_usecols.py
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BUG GH31355 fixed by adding more relevant error message
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2020-09-06T18:47:12Z
2020-09-13T13:36:56Z
2020-09-13T13:31:49Z
CONTRIBUTOR
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- [ ] closes #31355 - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Added a test to trigger the reported error using code from the issue. An if statement was included to return a more helpful error message - borrowing the solution from the issue.
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DOC: index described as a "set" but permits duplicates -- change to multiset or list?
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2020-09-06T19:04:28Z
2020-09-09T22:25:32Z
2020-09-09T22:25:32Z
NONE
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#### Location of the documentation https://pandas.pydata.org/pandas-docs/stable/reference/indexing.html #### Documentation problem Index is described as a "set", but behaves as a multiset: len() counts each occurrent of a duplicate element separately. Also, Index is described as an "ordered set", but that term connotes a set with an order relation on the _values_ of its elements. #### Suggested fix for documentation An index seems more like an immutable ordered _list_; maybe, describe it as that?
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DTA/TDA/PA use self._data instead of self.asi8 for self._ndarray
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2020-09-06T20:26:35Z
2020-09-07T21:51:02Z
2020-09-07T20:46:34Z
MEMBER
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This in turn will let us share more methods with the parent class, at the cost of re-shuffling where we do some of the view-casting.
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36,172
Clarify docs for df.to_sql `chunksize`
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2020-09-14T20:25:13Z
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- [x] closes #35891 - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Note: this is a docs pr, so not adding tests or a whatsnew entry.
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REF: collect methods by topic
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BUG: Ensure read_spss accepts pathlib Paths (GH33666)
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4
2020-09-06T21:28:24Z
2020-09-13T20:33:16Z
2020-09-13T20:29:42Z
CONTRIBUTOR
null
- [x] closes #33666 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Wrapped the `path` passed into `pandas.io.spss.read_spss` in a `pandas.io.common.stringify_path` call prior to passing it to `pyreadstat.read_sav`. This fixes #33666. I've also included tests validating `pd.read_spss` accepts strings and `pathlib.Path`s.
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BUG: read_excel for ods files raising UnboundLocalError in certain cases
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2020-09-06T22:58:37Z
2021-01-05T09:37:02Z
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CONTRIBUTOR
null
- [x] closes #36122 - [x] closes #35802 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Need some guidance on tests here. Do we need tests for other file formats here as well? Also unsure about naming conventions. The primary bug in this case (apart from the indentation problem in the original code) is that the code was ignoring cases where the XML of the cell had multiple child nodes that were not spaces reverted implementation from #33233 incorporating part of its modifications.
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COMPAT: match numpy behavior for searchsorted on dt64/td64
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2020-09-06T23:14:17Z
2020-09-08T00:17:02Z
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- [x] closes #29884 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Should whatsnew be considered a bug or breaking change?
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Move sort index to generic
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2020-09-06T23:57:53Z
2020-09-15T15:14:21Z
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- [x] closes #8283 - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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STY: de-privatize names imported across modules
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2020-09-07T00:02:21Z
2020-09-08T23:04:44Z
2020-09-08T22:41:30Z
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getting close to the end of this and enabling a code_check
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DEPR: string indexing along index for datetimes
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2020-09-07T02:21:18Z
2020-09-27T01:04:33Z
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- [x] closes #31476 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Let's get ourselves one less special case to worry about
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REF: implement Categorical._validate_setitem_value
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2
2020-09-07T02:28:46Z
2020-09-08T00:12:46Z
2020-09-07T22:41:00Z
MEMBER
null
Moving towards sharing more methods
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694,649,310
MDExOlB1bGxSZXF1ZXN0NDgwOTk4NjMx
36,181
REF: use _validate_foo pattern in Categorical
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1
2020-09-07T02:57:23Z
2020-09-07T20:10:41Z
2020-09-07T19:56:19Z
MEMBER
null
Similar to how we did it in datetimelike, eventually these validator methods are going to end up sharing most of their code
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36,182
DOC: release date for 1.1.2
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1
2020-09-07T09:03:18Z
2020-09-09T08:46:02Z
2020-09-08T11:50:14Z
MEMBER
null
pr for tomorrow
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DOC: Start 1.1.3
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3
2020-09-07T09:10:51Z
2020-09-09T08:37:11Z
2020-09-08T22:43:53Z
MEMBER
null
pr for tomorrow
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DOC: Insert "pandas" into json_normalize examples
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2020-09-07T09:49:50Z
2020-09-08T00:30:20Z
2020-09-08T00:30:20Z
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#### Location of the documentation https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.json_normalize.html #### Documentation problem It seems that in the examples cells the json_normalize is not preceded by pandas. (i.e. pandas dot) This does not allow to simply copy and paste the examples. #### Suggested fix for documentation Just insert " pandas. " preceding the json_normalize() method in the example cells where it is missing.
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36,185
BUG: pandas.DataFrame().stack() raise an error, while expected is empty
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26
2020-09-07T10:07:24Z
2020-11-27T07:29:39Z
2020-11-26T15:54:44Z
CONTRIBUTOR
null
- [ ] closes #36113 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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36,186
RLS: 1.1.3
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29
2020-09-07T10:32:12Z
2020-10-29T13:27:08Z
2020-10-29T13:15:36Z
MEMBER
null
[![Tag Release](https://github.com/simonjayhawkins/pandas-release/workflows/Tag%20Release/badge.svg)](https://github.com/simonjayhawkins/pandas-release/actions?query=workflow%3A%22Tag+Release%22) Tracking issue for the 1.1.3 release. https://github.com/pandas-dev/pandas/milestone/77 Please do not remove/change milestones from these issues without a note explaining the reasoning (changing milestones doesn't trigger notification) During issue triage, regressions from 1.0.5 onwards should be milestoned 1.1.3 in the first instance. cc @pandas-dev/pandas-triage
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DOC: move release note for #36155
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3
2020-09-07T11:28:54Z
2020-09-07T19:44:44Z
2020-09-07T19:41:43Z
MEMBER
null
xref https://github.com/pandas-dev/pandas/pull/36155#issuecomment-687846461 does not need backport. release note already in 1.1.2 on backport branch
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Backport PR #35882 on branch 1.1.x (BUG: item_cache invalidation in get_numeric_data)
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2020-09-07T11:34:34Z
2020-09-07T19:06:15Z
2020-09-07T19:06:15Z
NONE
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Backport PR #35882: BUG: item_cache invalidation in get_numeric_data
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BUG: Inconsistent behavior of index values for `DataFrame.apply` and `Series.apply`
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6
2020-09-07T11:52:53Z
2020-09-13T15:53:38Z
2020-09-13T15:53:38Z
NONE
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python import pandas as pd pdf = pd.DataFrame([[4, 9]] * 3, columns=['A', 'B']) pdf.apply(["sum", lambda df: df.sum(), lambda df: df.sum()]) # lambdas have postfix 0, 1 ... A B sum 12 27 <lambda_0> 12 27 <lambda_1> 12 27 s = pd.Series([4] * 3) s.apply(["sum", lambda df: df.sum(), lambda df: df.sum()]) # lambdas have not postfix 0, 1 ... sum 12 <lambda> 12 <lambda> 12 dtype: int64 ``` #### Problem description Could anyone explain please? Is it normal behavior? Why DataFrame's index has postfix for lambdas, but Series's index hasn't. The same behavior is observed for `agg`. There is no such behavior in pandas==1.0.5. #### Output of ``pd.show_versions()`` <details> pandas : 1.1.1 numpy : 1.18.4 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 41.2.0 Cython : None pytest : 5.4.2 hypothesis : None sphinx : None blosc : None feather : 0.4.1 xlsxwriter : None lxml.etree : 4.5.0 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.14.0 pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : 0.7.3 fastparquet : None gcsfs : None matplotlib : 3.2.1 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.3 pandas_gbq : None pyarrow : 0.16.0 pytables : None pyxlsb : None s3fs : 0.4.2 scipy : 1.4.1 sqlalchemy : 1.3.17 tables : 3.6.1 tabulate : None xarray : 0.15.1 xlrd : 1.2.0 xlwt : None numba : None </details>
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36,190
BUG: Inconsistent conversion of to_datetime
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2
2020-09-07T12:11:10Z
2020-09-07T13:04:29Z
2020-09-07T12:30:43Z
NONE
null
- [x] I have checked that this issue has not already been reported. I've looked through all issues regarding `to_datetime`, but I could've missed something. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. #### Code Sample, a copy-pastable example ```python pd.to_datetime(["13.12.2020", "12.13.2020"]) # DatetimeIndex(['2020-12-13', '2020-12-13'], dtype='datetime64[ns]', freq=None) ``` #### Problem description Two different inputs produce the same result. The reason is that the function uses a different format for different entries. I don't know what the usecase of this is, but usually all the data has the same format. The error also passes silently. #### Expected Output Either an error that something is wrong with the hint to use `days_first=True` or detect the format for all values and apply it. I'm aware that the format can't always be determined, but it is possible to detect if something is wrong. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.8.3.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 78 Stepping 3, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : de_DE.cp1252 pandas : 1.1.1 numpy : 1.18.5 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 47.3.1.post20200622 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.1 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.16.1 pandas_datareader: None bs4 : None bottleneck : None fsspec : 0.7.4 fastparquet : None gcsfs : None matplotlib : 3.3.0 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : 0.17.1 pytables : None pyxlsb : None s3fs : 0.4.2 scipy : 1.3.2 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : 1.2.0 xlwt : None numba : 0.48.0 </details>
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36,191
TST: update test_series_factorize_na_sentinel_none for 32bit
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2
2020-09-07T12:11:14Z
2020-09-07T19:41:30Z
2020-09-07T19:39:16Z
MEMBER
null
xref https://github.com/pandas-dev/pandas/issues/35831#issuecomment-688163069 (I've not tested this locally, after backport can retrigger https://github.com/MacPython/pandas-wheels/pull/97 to check)
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36,192
TST: test_datetime64_factorize on 32bit
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1
2020-09-07T12:16:13Z
2020-09-07T19:07:35Z
2020-09-07T19:05:51Z
MEMBER
null
- [ ] closes #35921 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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MDExOlB1bGxSZXF1ZXN0NDgxNDk1NTg0
36,193
CLN: remove unnecessary trailing commas on issues #35925
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6
2020-09-07T15:40:32Z
2020-09-09T13:24:19Z
2020-09-09T13:24:15Z
CONTRIBUTOR
null
#35925 - pandas/tests/arrays/categorical/test_replace.py - pandas/tests/arrays/sparse/test_array.py - pandas/tests/arrays/test_array.py - pandas/tests/arrays/test_timedeltas.py - pandas/tests/base/test_conversion.py - pandas/tests/dtypes/test_missing.py - pandas/tests/extension/base/methods.py - pandas/tests/extension/test_sparse.py - pandas/tests/frame/indexing/test_setitem.py please give me a feedback if there is something that I have to change.. thank you before
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36,194
pandas docs json_normalize example
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9
2020-09-07T16:00:38Z
2020-09-08T03:37:02Z
2020-09-08T00:30:20Z
CONTRIBUTOR
null
- [x] closes #36184 - [x] Inserted " pandas. " preceding the json_normalize() method in the example cells where it was missing. Documentation Location : [https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.json_normalize.html](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.json_normalize.html)
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Proposal for future copy / view semantics in indexing operations
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71
2020-09-07T16:55:17Z
2021-10-29T22:16:54Z
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CONTRIBUTOR
null
Update: concrete proposal for Copy-on-Write: https://docs.google.com/document/d/1ZCQ9mx3LBMy-nhwRl33_jgcvWo9IWdEfxDNQ2thyTb0/edit?usp=sharing --- [_original post_] Hi all, During the recent sprint we discussed copy / view semantics in indexing operations. I've tried to summarize *a* proposal that came out of it. The tldr is 1. Indexing operations always return a view *where possible* (always when indexing columns, if possible when indexing the rows). 2. For consistent behavior, we implement either Copy on Write or Error on Write (explained in the proposal) 3. For readability / understandability, we give users the tools to control in code whether mutations to a "child" dataframe (result of an indexing operation) propagate to the parent, while avoiding unnecessary "defensive" copies. The full proposal is available at https://docs.google.com/document/d/1csGE4qigPR2vzmU2--jwURn3sK5k5eVewinxd8OUPk0/edit. I'd like to collect comments there and then propose properly by adding it to the roadmap. cc @pandas-dev/pandas-core
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36,196
CLN: remove unused return value in _create_blocks
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0
2020-09-07T17:38:01Z
2020-09-08T15:31:24Z
2020-09-08T15:29:03Z
MEMBER
null
The blocks are made unnecessary by the recent changes to use BlockManager.apply
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BUG: DataFrameGroupBy.rolling on an empty DataFrame throws a ValueError
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1
2020-09-07T18:39:53Z
2020-09-08T09:51:21Z
2020-09-08T09:51:21Z
NONE
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python import pandas as pd pd.DataFrame({"s1": []}).groupby("s1").rolling(window=1).sum() ``` #### Problem description Since a pandas update, the groupby above started failing in the edge case of an empty DataFrame. It used to simply return an empty DataFrame before, which seems like a more robust behaviour to me. #### Expected Output ``` >>> pd.DataFrame({"s1": []}).groupby("s1").rolling(window=1).sum() Empty DataFrame Columns: [] Index: [] ``` #### Actual Output ``` >>> pd.DataFrame({"s1": []}).groupby("s1").rolling(window=1).sum()' Traceback (most recent call last): File "<string>", line 1, in <module> File "site-packages/pandas/core/window/rolling.py", line 2072, in sum return super().sum(*args, **kwargs) File "site-packages/pandas/core/window/rolling.py", line 1424, in sum window_func, center=self.center, floor=0, name="sum", **kwargs File "site-packages/pandas/core/window/rolling.py", line 2194, in _apply **kwargs, File "site-packages/pandas/core/window/rolling.py", line 528, in _apply blocks, obj = self._create_blocks(self._selected_obj) File "site-packages/pandas/core/window/rolling.py", line 2230, in _create_blocks list(self._groupby.grouper.indices.values()) File "<__array_function__ internals>", line 6, in concatenate ValueError: need at least one array to concatenate ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.7.9.final.0 python-bits : 64 OS : Linux OS-release : 5.7.17-200.fc32.x86_64 Version : #1 SMP Fri Aug 21 15:23:46 UTC 2020 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.1 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.7.3 pip : 19.3.1 setuptools : 42.0.2 Cython : None pytest : 5.1.1 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.3.3 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.10.1 IPython : 7.3.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : 0.8.0 fastparquet : None gcsfs : None matplotlib : 3.0.3 numexpr : None odfpy : None openpyxl : 3.0.4 pandas_gbq : None pyarrow : 0.12.1 pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : 1.2.0 xlwt : None numba : None </details>
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36,198
[BUG]: Groupy and Resample miscalculated aggregation
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2020-09-07T19:30:14Z
2020-11-26T19:03:29Z
2020-11-26T19:03:29Z
MEMBER
null
- [x] closes #27343 - [x] closes #33548 - [x] closes #35275 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry I think I found a solution for this issue. We used `obj.index` to get the Index values. In case of resample `obj.index` had the original index. This index was not necessarily a RangeIndex of course -> resulted in a IndexError. In case of a RangeIndex the object `self._grouper` may have been resorted -> Wrong elements were selected. The object `self.obj` stored the original DataFrame, but already sorted in the first go around (is overwritten later). I stored the mapping from original index to a new synthetic RangeIndex (sorted after the grouping column). This allows us to replace the Index of obj in a way, that the take function works.
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Backport PR #36134: BUG: shows correct package name when import_optional_dependency is ca…
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0
2020-09-07T19:30:17Z
2020-09-07T20:51:23Z
2020-09-07T20:35:19Z
MEMBER
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xref #36134
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Backport PR #36191 on branch 1.1.x (TST: update test_series_factorize_na_sentinel_none for 32bit)
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Backport PR #36191: TST: update test_series_factorize_na_sentinel_none for 32bit
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BUG: Don't raise for NDFrame.mask with nullable boolean
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9
2020-09-07T19:51:30Z
2021-03-30T20:16:43Z
2020-11-06T18:03:18Z
MEMBER
null
- [x] closes https://github.com/pandas-dev/pandas/issues/35429 - [x] closes https://github.com/pandas-dev/pandas/issues/36395 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry ~(Need to wait until the v1.1.3 whatsnew gets merged before adding a release note.)~ This is taking the approach of treating NA as False within NDFrame.mask and NDFrame.where when dealing with a nullable boolean mask.
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MDExOlB1bGxSZXF1ZXN0NDgxNjE5MTY4
36,202
TST: DataFrame.replace: TypeError: Cannot compare types 'ndarray(dtype=int64)' and 'unicode'
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2
2020-09-07T19:54:48Z
2020-09-07T21:13:36Z
2020-09-07T21:11:30Z
MEMBER
null
- [x] closes #16784 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Thanks @jbrockmendel for fixing my related issue
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Backport PR #36152 on branch 1.1.x (Fix compressed multiindex for output of groupby.rolling)
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0
2020-09-07T21:13:12Z
2020-09-07T22:10:03Z
2020-09-07T22:10:03Z
NONE
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Backport PR #36152: Fix compressed multiindex for output of groupby.rolling
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36,204
BUG: Incorrect parsing of ISO 8601 durations
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3
2020-09-07T22:06:02Z
2020-10-17T00:07:07Z
2020-10-17T00:07:07Z
NONE
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- [x ] I have checked that this issue has not already been reported. - [ x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python pd.Timedelta('P1Y') pd.Timedelta('P1M') pd.Timedelta('P1W') pd.Timedelta('P1D') pd.Timedelta('P1DT1H') pd.Timedelta('PT1H') pd.Timedelta('P1H') ``` #### Problem description Trying [most iso8601 duration formats](https://en.wikipedia.org/wiki/ISO_8601#Durations) fails. For above examples: * Expected pd.Timedelta instances of 1yr, 1mo, 1wk, 1d, 1d 1hr * ... but got `ValueError: Invalid ISO 8601 Duration format - ...` on Y/M/W, PT1H * ... 1D was '0' * ... 1DT1H was '1d' (no hr) Encountered while trying to figure out neo4j.time.Duration().isoformat() -> pandas ->arrow > rapids cudf timedelta[*] . Neo4j returns values like `P1Y3M15DT2H3M` and `P1Y3M`.
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DOC: doc fix
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1
2020-09-07T22:06:54Z
2020-09-08T10:23:17Z
2020-09-08T10:22:20Z
MEMBER
null
https://github.com/pandas-dev/pandas/issues/35831#issuecomment-688518465
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REF: implement Categorical._box_func, make _box_func a method
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2020-09-08T00:50:57Z
2020-09-08T23:10:51Z
2020-09-08T22:24:55Z
MEMBER
null
Defining `_box_func` on `Categorical` is to facilitate more code sharing with datetimelike. Also there are a bunch of places that do something _similar_ but slightly different that I want to standardize within `Categorical`. Changing `_box_func` from a property-lambda to a method on the datetimelike arrays gives a slight perf boost: ``` In [1]: import pandas as pd In [2]: dti = pd.date_range("2016-01-01", periods=3) In [3]: %timeit dti[1] 8.73 µs ± 50.8 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) # <-- master 8.08 µs ± 119 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each) # <-- PR ```
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2020-09-08T01:52:16Z
2020-09-08T23:15:16Z
2020-09-08T13:01:44Z
CONTRIBUTOR
null
- [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] Changed `pandas.` to `pd.` in the docstring of `pandas.json_normalize`. Fixed the expected results.
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BUG: GroupbyRolling with an empty frame
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2020-09-08T02:01:13Z
2020-11-12T05:15:26Z
2020-09-08T09:51:21Z
MEMBER
null
- [x] closes #36197 - [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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REF: share more EA methods
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36,210
API/DEPR: casting bool-indexer to slice in dt64/td64/period
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6
2020-09-08T03:03:56Z
2020-10-12T01:23:58Z
2020-10-12T01:23:57Z
MEMBER
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We use special logic for dt64/td64/period dtypes that makes view/copy behavior different from other dtypes: ``` dti = pd.date_range("2016-01-01", periods=4, tz="US/Pacific") key = np.array([True, True, False, False]) ser1 = pd.Series(dti._data) ser2 = pd.Series(range(4)) res1 = ser1[key] res2 = ser2[key] >>> res1._values._data.base is None False >>> res2._values.base is None True ``` cc @jorisvandenbossche IIRC you advocated not doing this special casing.
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36,211
BUG: to_json for DataFrame containing Path objects crash with infinite recursion
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2020-09-08T07:43:18Z
2020-09-16T22:44:58Z
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- When trying to convert a DataFrame that contains Path objects to json it crashes: ```python import pandas as pd from pathlib import Path df = pd.DataFrame({'a': [Path('m1')]}) df.to_json() ``` output ``` Traceback (most recent call last): File "<ipython-input-67-05359facf0e6>", line 1, in <module> df.to_json() File "/home/rikard/.local/lib/python3.7/site-packages/pandas/core/generic.py", line 2305, in to_json indent=indent, File "/home/rikard/.local/lib/python3.7/site-packages/pandas/io/json/_json.py", line 84, in to_json indent=indent, File "/home/rikard/.local/lib/python3.7/site-packages/pandas/io/json/_json.py", line 144, in write self.indent, File "/home/rikard/.local/lib/python3.7/site-packages/pandas/io/json/_json.py", line 244, in _write indent, File "/home/rikard/.local/lib/python3.7/site-packages/pandas/io/json/_json.py", line 166, in _write indent=indent, OverflowError: Maximum recursion level reached ``` It might be that Path objects are not supported by to_json, but I wouldn't expect an infinite recursion. <details> INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.7.5.final.0 python-bits : 64 OS : Linux OS-release : 5.3.0-64-generic Version : #58-Ubuntu SMP Fri Jul 10 19:33:51 UTC 2020 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.1 numpy : 1.16.2 pytz : 2019.2 dateutil : 2.7.3 pip : 18.1 setuptools : 41.1.0 Cython : None pytest : 3.7.4 hypothesis : None sphinx : 2.4.4 blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.0 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.10.2 pandas_datareader: None bs4 : 4.9.0 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.1.2 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.1.0 sqlalchemy : None tables : None tabulate : None xarray : 0.14.1 xlrd : None xlwt : None numba : None </details>
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36,212
BUG: df agg() issue when dataframe has a column called 'name'
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2
2020-09-08T09:35:01Z
2020-09-13T13:15:07Z
2020-09-13T13:15:07Z
NONE
null
- [ ] I have checked that this issue has not already been reported. - [ ] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python import pandas as pd data = {"name": ["abc", "xyz"]} df = pd.DataFrame(data) print(df.agg({'name': 'count'})) ``` #### Problem description In the above code snippet, there is a column called 'name' in the dataframe and when executing it an exception is being thrown. Following the stacktrace , it is observed that in line 475 of core/base.py , df.name is being passed to the `name` argument of result = Series(result, name=getattr(self, "name", None)) when the dataframe has a column called 'name'. The same code snippet works fine for any other column name. For example, if we change the column name to `nameee`. It executes fine. Stack trace ``` --------------------------------------------------------------------------- ValueError Traceback (most recent call last) ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/base.py in _aggregate(self, arg, *args, **kwargs) 470 try: --> 471 result = DataFrame(result) 472 except ValueError: ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/frame.py in __init__(self, data, index, columns, dtype, copy) 467 elif isinstance(data, dict): --> 468 mgr = init_dict(data, index, columns, dtype=dtype) 469 elif isinstance(data, ma.MaskedArray): ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/internals/construction.py in init_dict(data, index, columns, dtype) 282 ] --> 283 return arrays_to_mgr(arrays, data_names, index, columns, dtype=dtype) 284 ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/internals/construction.py in arrays_to_mgr(arrays, arr_names, index, columns, dtype, verify_integrity) 77 if index is None: ---> 78 index = extract_index(arrays) 79 else: ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/internals/construction.py in extract_index(data) 386 if not indexes and not raw_lengths: --> 387 raise ValueError("If using all scalar values, you must pass an index") 388 ValueError: If using all scalar values, you must pass an index During handling of the above exception, another exception occurred: TypeError Traceback (most recent call last) ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/frame.py in aggregate(self, func, axis, *args, **kwargs) 7358 try: -> 7359 result, how = self._aggregate(func, axis=axis, *args, **kwargs) 7360 except TypeError as err: ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/frame.py in _aggregate(self, arg, axis, *args, **kwargs) 7383 return result, how -> 7384 return super()._aggregate(arg, *args, **kwargs) 7385 ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/base.py in _aggregate(self, arg, *args, **kwargs) 474 # we have a dict of scalars --> 475 result = Series(result, name=getattr(self, "name", None)) 476 ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/series.py in __init__(self, data, index, dtype, name, copy, fastpath) 228 --> 229 name = ibase.maybe_extract_name(name, data, type(self)) 230 ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/indexes/base.py in maybe_extract_name(name, obj, cls) 5658 if not is_hashable(name): -> 5659 raise TypeError(f"{cls.__name__}.name must be a hashable type") 5660 TypeError: Series.name must be a hashable type The above exception was the direct cause of the following exception: TypeError Traceback (most recent call last) <ipython-input-6-efe06ed8dce0> in <module> 2 data = {"name": ["abc", "xyz"]} 3 df = pd.DataFrame(data) ----> 4 print(df.agg({'name': 'count'})) ~/.virtualenvs/dimensions-connectors/lib/python3.7/site-packages/pandas/core/frame.py in aggregate(self, func, axis, *args, **kwargs) 7363 f"incompatible data and dtype: {err}" 7364 ) -> 7365 raise exc from err 7366 if result is None: 7367 return self.apply(func, axis=axis, args=args, **kwargs) TypeError: DataFrame constructor called with incompatible data and dtype: Series.name must be a hashable type ``` #### Expected Output name 2 dtype: int64 #### Output of ``pd.show_versions()`` INSTALLED VERSIONS ------------------ commit : f2ca0a2665b2d169c97de87b8e778dbed86aea07 python : 3.7.5.final.0 python-bits : 64 OS : Darwin OS-release : 17.4.0 Version : Darwin Kernel Version 17.4.0: Sun Dec 17 09:19:54 PST 2017; root:xnu-4570.41.2~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : en_US.UTF-8 LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.1 numpy : 1.18.4 pytz : 2019.3 dateutil : 2.8.1 pip : 20.1 setuptools : 46.1.3 Cython : 0.29.16 pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : 0.9.3 psycopg2 : None jinja2 : 2.11.2 IPython : 7.16.1 pandas_datareader: None bs4 : None bottleneck : None fsspec : 0.7.4 fastparquet : None gcsfs : None matplotlib : 3.2.1 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.4.1 sqlalchemy : 1.3.11 tables : None tabulate : 0.7.7 xarray : None xlrd : 1.2.0 xlwt : None numba : None <details> </details>
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Backport PR #36208 on branch 1.1.x (BUG: GroupbyRolling with an empty frame)
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0
2020-09-08T09:53:16Z
2020-09-08T10:49:23Z
2020-09-08T10:49:23Z
NONE
null
Backport PR #36208: BUG: GroupbyRolling with an empty frame
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ENH: add sep argument to DataFrame/Series.explode
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3
2020-09-08T10:09:42Z
2020-09-08T12:32:39Z
2020-09-08T12:32:39Z
CONTRIBUTOR
null
Right now both `DataFrame.explode` and `Series.explode` will unnest a list to rows. But most of the times the origin of the problem is that we have a concatenated string with a seperator. So the solution is to overwrite the column while splitting it to a list and then calling `DataFrame.explode`: ```python df = pd.DataFrame({ "a":["string1;string2;string3", "string4;string5"] }) a 0 string1;string2;string3 1 string4;string5 df.assign(a=df["a"].str.split(";")).explode("a") a 0 string1 0 string2 0 string3 1 string4 1 string5 ``` What would be more convenient is to have a `sep` argument which then checks if the column dtype is "object" or "string" and does the splitting itself: ``` df.explode("a", sep=";") a 0 string1 0 string2 0 string3 1 string4 1 string5 ``` Note: if argument `sep` is given and the column values is list-like, it should raise.
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36,215
Backport PR #36205 on branch 1.1.x (DOC: doc fix)
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0
2020-09-08T10:22:30Z
2020-09-08T11:05:52Z
2020-09-08T11:05:52Z
NONE
null
Backport PR #36205: DOC: doc fix
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36,216
Refactor StringMethods for extension arrays
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0
2020-09-08T11:17:48Z
2020-09-30T12:22:25Z
2020-09-30T12:22:25Z
CONTRIBUTOR
null
This is an issue to track a refactor of StringMethods that'll be necessary for ArrowStringArray to use pyarrow compute algorithms. We'll need to update StringMethods 1. Extract the array from the Series / Index 2. Dispatch the string methods 3. Wrap the result So in my proposal, we'll have something like ```python class StringMethods: def __init__(self, data, ...): self._array = data.array ... def upper(self): return self._wrap_result(self._array._str.upper()) ``` cc @xhochy. I have a branch started and will hopefully finish it off this week.
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