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703,304,273
MDExOlB1bGxSZXF1ZXN0NDg4NDM2MTYy
36,417
REF: use BlockManager.to_native_types in formatting code
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1
2020-09-17T06:21:39Z
2020-09-17T18:40:47Z
2020-09-17T16:07:49Z
MEMBER
null
Small follow-up on https://github.com/pandas-dev/pandas/pull/36150
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703,316,573
MDExOlB1bGxSZXF1ZXN0NDg4NDQ2MjEx
36,418
DEPR: Index.to_native_types
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3
2020-09-17T06:46:25Z
2020-09-19T07:38:07Z
2020-09-19T02:13:31Z
MEMBER
null
Closes #28867
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703,329,499
MDU6SXNzdWU3MDMzMjk0OTk=
36,419
ENH: I wish add a parameter to adjust bar function's height in Styler
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11
2020-09-17T07:08:43Z
2021-09-11T04:09:56Z
2021-07-13T12:02:03Z
NONE
null
#### Is your feature request related to a problem? I have a 'Styler' object, I wish add a parameter that can adjust bar's spacing to the [bar function](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.io.formats.style.Styler.bar.html). eg: now the bar example like bottom: ![image](https://user-images.githubusercontent.com/36298417/93431626-fc7e4b80-f8f6-11ea-8ebe-453b6ce4d3b9.png) but I wish like bottom: ![image](https://user-images.githubusercontent.com/36298417/93431767-2fc0da80-f8f7-11ea-8284-61b7fe02df1b.png) Thx!!!
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36,420
Occuring error when trying to install with setup.py (from source code) and tar file from pypi is not working
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2020-09-17T08:08:25Z
2020-09-17T11:10:56Z
2020-09-17T11:10:56Z
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[16/40] Cythonizing pandas\_libs/reduction.pyx Error compiling Cython file: ------------------------------------------------------------ ... self.orig_data = self.buf.data self.orig_len = self.buf.shape[0] self.orig_stride = self.buf.strides[0] self.buf.data = self.values.data ^ ------------------------------------------------------------ pandas\_libs\reduction.pyx:318:16: Assignment to a read-only property Error compiling Cython file: ------------------------------------------------------------ ... cdef move(self, int start, int end): """ For slicing """ self.buf.data = self.values.data + self.stride * start ^ ------------------------------------------------------------ pandas\_libs\reduction.pyx:325:16: Assignment to a read-only property Error compiling Cython file: ------------------------------------------------------------ ... self.buf.shape[0] = end - start cdef reset(self): self.buf.shape[0] = self.orig_len self.buf.data = self.orig_data ^ ------------------------------------------------------------ pandas\_libs\reduction.pyx:331:16: Assignment to a read-only property Error compiling Cython file: ------------------------------------------------------------ ... # move blocks for i in range(self.nblocks): arr = self.blocks[i] # axis=1 is the frame's axis=0 arr.data = self.base_ptrs[i] + arr.strides[1] * start ^ ------------------------------------------------------------ pandas\_libs\reduction.pyx:452:15: Assignment to a read-only property Error compiling Cython file: ------------------------------------------------------------ ... # reset blocks for i in range(self.nblocks): arr = self.blocks[i] # axis=1 is the frame's axis=0 arr.data = self.base_ptrs[i] ^ ------------------------------------------------------------ pandas\_libs\reduction.pyx:472:15: Assignment to a read-only property Traceback (most recent call last): File "setup.py", line 791, in <module> setup_package() File "setup.py", line 761, in setup_package ext_modules=maybe_cythonize(extensions, compiler_directives=directives), File "setup.py", line 540, in maybe_cythonize return cythonize(extensions, *args, **kwargs) File "D:\Pickle Examples\examples_aix\example_aix\lib\site-packages\Cython\Build\Dependencies.py", line 1110, in cythonize cythonize_one(*args) File "D:\Pickle Examples\examples_aix\example_aix\lib\site-packages\Cython\Build\Dependencies.py", line 1277, in cythonize_one raise CompileError(None, pyx_file) Cython.Compiler.Errors.CompileError: pandas\_libs/reduction.pyx
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36,421
BUG: Pandas doesn't build with Cython3.0 pre-release
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1
2020-09-17T09:22:47Z
2020-09-17T11:07:04Z
2020-09-17T11:07:04Z
CONTRIBUTOR
null
This [line ](https://github.com/pandas-dev/pandas/blob/20569007ea256d3126214ab845190d08f88c73a9/pandas/_libs/reduction.pyx#L318): ```python self.buf.data = self.values.data ``` will no longer build once Cython3.0 is released, due to this change: https://github.com/cython/cython/commit/22a49f403b6f00f1674664e01ee0f8212c06ef13#diff-24bcfc3298e43281fed97318a554550dL247. `data` is no longer ``` ctypedef class numpy.ndarray [object PyArrayObject, check_size ignore]: .... char * data ``` but ``` ctypedef class numpy.ndarray [object PyArrayObject, check_size ignore]: ... @property cdef inline char* data(self) nogil: """The pointer to the data buffer as a char*. This is provided for legacy reasons to avoid direct struct field access. For new code that needs this access, you probably want to cast the result of `PyArray_DATA()` instead. """ return PyArray_BYTES(self) ``` #### Error: ``` Error compiling Cython file: ------------------------------------------------------------ ... self.buf.data = self.values.data pandas\_libs\reduction.pyx:472:15: Assignment to a read-only property ``` #### Expected: Should build.
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36,422
CLN: infer_dtype has no skipna argument
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1
2020-09-17T09:42:55Z
2020-09-21T18:26:55Z
2020-09-21T18:26:55Z
CONTRIBUTOR
null
infer_dtype function in `lib.py` has no `skipna` argument, although it is documented in the docstring: ```python def infer_dtype(foo=None, bar=None): # real signature unknown; restored from __doc__ """ Efficiently infer the type of a passed val, or list-like array of values. Return a string describing the type. Parameters ---------- value : scalar, list, ndarray, or pandas type skipna : bool, default True Ignore NaN values when inferring the type. Returns ------- str Describing the common type of the input data. Results can include: ``` The method is called a couple times with the `skipna=True` argument. For example in: - `pandas/core/algorithms.py` line 220 - `pandas/core/dtypes/cast.py` line 131 Is this expected behaviour? Should I rename `foo -> value` and `bar -> skipna`?
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36,423
ENH: Multiple dataframe groupby/apply
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1
2020-09-17T09:58:37Z
2020-09-17T12:21:07Z
2020-09-17T12:20:54Z
NONE
null
#### Is your feature request related to a problem? When working with larger separate data frames, it may be computationally more efficient to not join them. However, in scenarios I have personally encountered, I might still want to perform a group by/apply to both data frames while accessing both subframes based #### Describe the solution you'd like An example solution would be: ```python def func(df_sub1, df_sub2): # perform computations. return df_sub1, df_sub2 df1, df2 = pd.grouped_apply([df1, df2], on='key', func) ``` Or if results from a single data frame are only of importance: ```python def func(df_sub1, df_sub2): # perform computations. return df_sub1 df1 = df.groupby(by='key', dfs=[df2]).apply(func) ``` #### API breaking implications Some constraints might have to be in place such as treating this as a left join, where df2 may potentially not have any values for a given key. #### Describe alternatives you've considered Standard merge/join/etc, which consumes a large number of resources. Can also do the following: ```python dict1 = dict(tuple(df1.groupby('Date_A'))) dict2 = dict(tuple(df2.groupby('Date_A'))) for k, df_sub1 in dict1.items(): df_sub2 = dict2[k] dict1[k], dict2[k] = func(df_sub1, df_sub2) ``` #### Additional context Please forgive me if this makes no sense whatsoever :)!
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36,424
QST: Replace subset of DataFrame by another subset of DataFrame
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7
2020-09-17T12:29:07Z
2020-09-22T23:24:01Z
2020-09-22T23:24:01Z
NONE
null
- [x] I have searched the [[pandas] tag](https://stackoverflow.com/questions/tagged/pandas) on StackOverflow for similar questions. - [ ] I have asked my usage related question on [StackOverflow](https://stackoverflow.com). --- #### Question about pandas **Note**: If you'd still like to submit a question, 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 question. ```python # Your code here, if applicable import numpy as np import pandas as pd dic = {'A': [1, 4, 1, 4], 'B': [9, 2, 5, 3], 'C': [0, 0, 5, 3]} df = pd.DataFrame(dic) df.index = [0, 0, 1, 1] df1 = df.copy() df1[:] = np.nan df1.loc[0]['A'] = df.loc[0]['A'] ``` original `df`: ``` A B C 0 1 9 0 0 4 2 0 1 1 5 5 1 4 3 3 ``` I want to replace the subset of the copy with the subset of original `df`: ``` A B C 0 1 NaN NaN 0 4 NaN NaN 1 NaN NaN NaN 1 NaN NaN NaN ``` However, it shows no change at all: ``` A B C 0 NaN NaN NaN 0 NaN NaN NaN 1 NaN NaN NaN 1 NaN NaN NaN ```
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36,425
BUG: If a dataframe element is a list, using `.extend()` method affects the whole column
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2020-09-17T12:51:38Z
2020-09-17T13:56:42Z
2020-09-17T13:56:41Z
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. --- #### Code Sample in pandas 1.1.1: ```python import pandas as pd df = pd.DataFrame({'a': [[]]*10}, index = range(10)) df.loc[0,'a'].extend([1]) assert (df.a.str.len()).sum() == 1 # fails ``` #### Problem description The entire `a` column should not be filled when using `.loc` to reference a single element. Instead, we get this ```python >>> df a 0 [1] 1 [1] 2 [1] 3 [1] 4 [1] 5 [1] 6 [1] 7 [1] 8 [1] 9 [1] ``` I am not aware of another way of doing this, now that `.ix` has been removed. It is inelegant to store iterables inside of df elements, but often necessary (e.g. temporary records of inconsistent length) or when `result_type='expand'` is not appropriate. #### Expected Output The script at the top should not trigger the assert; `df` should be: ```python >>> df a 0 [1] 1 [] 2 [] 3 [] 4 [] 5 [] 6 [] 7 [] 8 [] 9 [] ``` #### 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 : 2019.3 dateutil : 2.8.1 pip : 20.2.3 setuptools : 47.1.0 Cython : 0.29.20 pytest : 6.0.1 hypothesis : 5.33.1 sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.1 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.18.1 pandas_datareader: None bs4 : None bottleneck : None fsspec : None 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 : None scipy : 1.5.2 sqlalchemy : None tables : None tabulate : 0.8.7 xarray : 0.15.1 xlrd : None xlwt : 1.3.0 numba : 0.51.2 </details>
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36,426
BUG: Inconsistent lint environments
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2020-09-17T12:54:27Z
2021-02-14T11:38:42Z
2021-02-14T11:38:42Z
CONTRIBUTOR
null
As of https://github.com/pandas-dev/pandas/blob/3a15e47374762cbc89a6742c4239a069414dbbfc/.pre-commit-config.yaml#L8 , pre-commit uses flake8 3.8, where the other checks use 3.7. As of https://github.com/pandas-dev/pandas/blob/11d5fc9e89ad8e238ece42890482bae875d9de98/environment.yml#L23 , conda environments use isort 5.2, where pre-commit uses 4.3. This makes it impossible to create a commit which passes pre-commit and CI.
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MDExOlB1bGxSZXF1ZXN0NDg4NjgxMjc2
36,427
DOC: Fix typo in docstring 'handler' --> 'handle'
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3
2020-09-17T13:46:49Z
2020-09-17T21:20:13Z
2020-09-17T21:20:06Z
CONTRIBUTOR
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703,623,672
MDExOlB1bGxSZXF1ZXN0NDg4Njk1OTg4
36,428
Update isort version in pre-commit config
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1
2020-09-17T14:06:12Z
2020-09-17T16:34:16Z
2020-09-17T16:34:11Z
CONTRIBUTOR
null
Previously, a mismatch between the isort versions specified by pre-commit and by the files used on CI made it impossible to make a commit which passed both pre-commit and CI lints. See #36426 . This is not a complete solution as the flake8 version differences are intentional and hopefully temporary (see https://github.com/pandas-dev/pandas/pull/36412#issuecomment-694072443 ), but it should resolve the current breakage.
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36,429
test_c_parser_only on linux py_3.8_32 failing on MacPython.pandas-wheels
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2020-09-17T15:14:10Z
2020-11-27T15:05:49Z
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MEMBER
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https://dev.azure.com/pandas-dev/pandas-wheels/_build/results?buildId=42365&view=logs&j=bb1c2637-64c6-57bd-9ea6-93823b2df951&t=9c62e7ff-391e-517d-ede1-af63bc6a25da ``` =========================== short test summary info ============================ FAILED ../../venv/lib/python3.8/site-packages/pandas/tests/io/parser/test_c_parser_only.py::test_float_precision_options[c_high] FAILED ../../venv/lib/python3.8/site-packages/pandas/tests/io/parser/test_c_parser_only.py::test_float_precision_options[c_low] = 2 failed, 66511 passed, 7439 skipped, 1144 xfailed, 6 xpassed, 15 warnings in 434.87s (0:07:14) = ```
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REGR: period_range giving incorrect values for large datetimes
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2
2020-09-17T15:29:36Z
2020-09-22T22:08:21Z
2020-09-22T22:08:21Z
MEMBER
null
From the pandas-dev mailing list: > I encountered a bug in pandas 1.1.0 after updating from 1.0.5 that I wanted to pass along. If a period range is created that extends past the maximum timestamp date of 2262-04-11, then the period range is shifted back by an hour after this date. The screenshots below show an example with the shifted times highlighted in yellow. ```python import pandas as pd from datetime import datetime start = datetime(2000, 1, 1) end = datetime(2500, 1, 1) idx = pd.period_range(start, end, freq="6H") assert idx[-1].hour % 2 == 0 # raises idx # PeriodIndex(['2000-01-01 00:00', '2000-01-01 06:00', '2000-01-01 12:00', # '2000-01-01 18:00', '2000-01-02 00:00', '2000-01-02 06:00', # '2000-01-02 12:00', '2000-01-02 18:00', '2000-01-03 00:00', # '2000-01-03 06:00', # ... # '2499-12-29 17:00', '2499-12-30 23:00', '2499-12-30 05:00', # '2499-12-30 11:00', '2499-12-30 17:00', '2499-12-31 23:00', # '2499-12-31 05:00', '2499-12-31 11:00', '2499-12-31 17:00', # '2500-01-01 23:00'], # dtype='period[6H]', length=730489, freq='6H') pd.__version__ # '1.1.0' ```
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703,741,796
MDExOlB1bGxSZXF1ZXN0NDg4Nzk1MTY0
36,431
BUG: get_indexer returned dtype
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3
2020-09-17T16:35:37Z
2020-09-19T20:24:21Z
2020-09-19T19:56:06Z
MEMBER
null
- [x] closes #36359 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Changed the return dtype of IndexEngine’s `get_indexer()` and `get_indexer_non_unique()`. I decided to not include tests because dtypes are already implicitly tested in the following: - pandas/tests/indexes/test_base.py (TestIndex.test_get_indexer) - pandas/tests/base/test_misc.py (test_get_indexer_non_unique_dtype_mismatch) Also, I ran the asv benchmarks: ``` asv continuous -f 1.1 upstream/master HEAD -b ^indexing_engines BENCHMARKS NOT SIGNIFICANTLY CHANGED. ```
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PERF: construct DataFrame with string array and dtype=str
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5
2020-09-17T18:06:58Z
2020-09-19T20:06:51Z
2020-09-19T19:54:17Z
CONTRIBUTOR
null
Avoid inefficient call to `arr.astype()` when dtype is `str`, and use ensure_string_array instead. Performance example: ```python >>> x = np.array([str(u) for u in range(1_000_000)], dtype=object).reshape(500_000, 2) >>> %timeit pd.DataFrame(x, dtype=str) 391 ms ± 17.7 ms per loop # master 11.9 ms ± 131 µs per loop # after this PR ``` xref #35519, #36304 & #36317.
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36,433
[DOC]: Add warning about rolling sums with large values
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1
2020-09-17T18:53:37Z
2020-09-18T22:11:36Z
2020-09-18T21:59:25Z
MEMBER
null
- [x] closes #11645 - [x] closes #28244 (probably closes that one too) - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Added a warning within the user guide.
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REF: pandas/io/formats/format.py
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8
2020-09-17T19:34:09Z
2020-09-25T19:10:18Z
2020-09-19T22:05:38Z
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Partially addresses https://github.com/pandas-dev/pandas/issues/36407 Before splitting ``DataFrameFormatter`` into more dedicated classes, I decided to refactor the class itself, to make the outstanding refactoring more manageable. As suggested by @jreback, I made this refactor small, trying to split big functions into smaller ones and find some better naming. Yet, rather small changes are done so far, just to keep diffs readable. Once approved, I will move on to further refactor.
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36,435
DOC: read_excel supports skiprows argument like read_csv, but tests and docs needed
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3
2020-09-17T21:05:54Z
2020-09-18T12:50:06Z
2020-09-18T12:50:06Z
CONTRIBUTOR
null
#### Location of the documentation https://pandas.pydata.org/docs/reference/api/pandas.read_excel.html https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html #### Documentation problem In `read_csv`, we say that we support: **skiprows list-like, int or callable, optional** _Line numbers to skip (0-indexed) or number of lines to skip (int) at the start of the file._ _If callable, the callable function will be evaluated against the row indices, returning True if the row should be skipped and False otherwise. An example of a valid callable argument would be lambda x: x in [0, 2]._ In `read_excel`, we say that we support: **skiprows list-like** _Rows to skip at the beginning (0-indexed)._ It turns out that the `int` and `callable` arguments work fine with `read_excel()`, so we should indicate that in the documentation. We also need to add tests for those 2 cases. #### Suggested fix for documentation and additional tests - copy the `read_csv` doc for `skiprows` over to `read_excel` - add tests to `tests/io/excel/test_readers.py` for the `int` and `callable` options
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CI: Failed Travis jobs due to GBQ
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3
2020-09-17T22:37:52Z
2020-09-18T21:30:42Z
2020-09-18T21:30:42Z
MEMBER
null
Lots of failed jobs coming from Travis lately with tracebacks like this: ```python @pytest.fixture() def gbq_dataset(self): # Setup Dataset _skip_if_no_project_id() _skip_if_no_private_key_path() dataset_id = "pydata_pandas_bq_testing_" + generate_rand_str() > self.client = _get_client() pandas/tests/io/test_gbq.py:160: _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ pandas/tests/io/test_gbq.py:68: in _get_client return bigquery.Client(project=project_id, credentials=credentials) ../../../miniconda3/envs/pandas-dev/lib/python3.7/site-packages/google/cloud/bigquery/client.py:179: in __init__ project=project, credentials=credentials, _http=_http ../../../miniconda3/envs/pandas-dev/lib/python3.7/site-packages/google/cloud/client.py:250: in __init__ Client.__init__(self, credentials=credentials, client_options=client_options, _http=_http) _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ self = <google.cloud.bigquery.client.Client object at 0x7f5c46e157d0> credentials = <google.oauth2.service_account.Credentials object at 0x7f5c46e15bd0> _http = None client_options = ClientOptions: {'api_endpoint': None, 'client_cert_source': None} def __init__(self, credentials=None, _http=None, client_options=None): if isinstance(client_options, dict): client_options = google.api_core.client_options.from_dict(client_options) if client_options is None: client_options = google.api_core.client_options.ClientOptions() > if credentials and client_options.credentials_file: E AttributeError: 'ClientOptions' object has no attribute 'credentials_file' ``` Line that's raising: https://github.com/pandas-dev/pandas/blob/c8b44dda08ab3a2feb2c4572be960469c3f065f7/pandas/tests/io/test_gbq.py#L160 Sample Travis log: https://api.travis-ci.org/v3/job/728073325/log.txt cc @tswast if any ideas
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MDExOlB1bGxSZXF1ZXN0NDg4OTkzMTQ3
36,437
DOC: read_excel skiprows documentation matches read_csv (#36435)
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1
2020-09-18T00:08:52Z
2020-09-18T14:02:19Z
2020-09-18T12:50:06Z
CONTRIBUTOR
null
- [x] closes #36435 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry Updated `read_excel` documentation to match `read_csv` for the `skiprows` parameter. Changed `test_read_excel_skiprows_list` to `test_read_excel_skiprows`: now also tests `read_excel` with an `int` and a `callable`.
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REF: collect IntervalArray methods by topic
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1
2020-09-18T00:50:43Z
2020-09-18T14:27:30Z
2020-09-18T13:01:35Z
MEMBER
null
cosmetic edits I find myself tempted to do on a bunch of branches
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2020-09-18T02:25:08Z
2020-09-18T14:24:39Z
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36,440
REGR: Series[numeric] comparison with str raising on numexpr path
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2020-09-18T03:57:06Z
2020-09-19T08:12:40Z
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MEMBER
null
- [x] closes #36377, closes #35700 - [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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1
2020-09-18T04:10:34Z
2020-09-18T08:06:31Z
2020-09-18T06:55:30Z
CONTRIBUTOR
null
#35925 Checked the following file to make sure they are ready for black : - pandas/tests/groupby/transform/test_numba.py CC @MarcoGorelli
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2020-09-18T16:50:59Z
2020-09-18T16:50:59Z
NONE
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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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2020-09-18T06:06:52Z
2020-09-23T19:39:08Z
2020-09-18T21:30:42Z
MEMBER
null
- [x] closes #36436
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36,444
BUG: inconsistent replace
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19
2020-09-18T06:50:27Z
2020-09-26T08:26:17Z
2020-09-26T01:25:20Z
CONTRIBUTOR
null
- [x] tests added - [x] tests passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] release note in `doc/source/whatsnew/v1.1.3.rst` Must fix some replace in IntBlock if called with float integer (such as 1.0). closes #35376
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704,173,545
MDU6SXNzdWU3MDQxNzM1NDU=
36,445
import pandas doesn't work using VS Code through Anaconda.
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2020-09-18T07:56:58Z
2020-09-18T07:58:34Z
2020-09-18T07:58:34Z
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 # Your code here import pandas as pd ``` output: ``` PS C:\Users\19712\OneDrive\Desktop\sentiment\Scripts> & C:/Users/19712/anaconda3/python.exe c:/Users/19712/OneDrive/Desktop/sentiment/Scripts/clean.py Traceback (most recent call last): File "c:/Users/19712/OneDrive/Desktop/sentiment/Scripts/clean.py", line 1, in <module> import pandas as pd File "C:\Users\19712\anaconda3\lib\site-packages\pandas\__init__.py", line 32, in <module> from pandas._libs import hashtable as _hashtable, lib as _lib, tslib as _tslib File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_libs\__init__.py", line 3, in <module> from .tslibs import ( File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_libs\tslibs\__init__.py", line 3, in <module> from .conversion import localize_pydatetime, normalize_date File "pandas\_libs\tslibs\c_timestamp.pyx", line 1, in init pandas._libs.tslibs.c_timestamp File "pandas\_libs\tslibs\tzconversion.pyx", line 1, in init pandas._libs.tslibs.tzconversion File "pandas\_libs\tslibs\timedeltas.pyx", line 1, in init pandas._libs.tslibs.timedeltas File "pandas\_libs\tslibs\offsets.pyx", line 1, in init pandas._libs.tslibs.offsets File "pandas\_libs\tslibs\ccalendar.pyx", line 12, in init pandas._libs.tslibs.ccalendar File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_config\__init__.py", line 19, in <module> from pandas._config import dates # noqa:F401 File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_config\dates.py", line 18, in <module> cf.register_option( File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_config\config.py", line 732, in inner return func(pkey, *args, **kwds) File "C:\Users\19712\anaconda3\lib\site-packages\pandas\_config\config.py", line 456, in register_option if not re.match("^" + tokenize.Name + "$", k): # type: ignore AttributeError: module 'tokenize' has no attribute 'Name' ```
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704,250,992
MDExOlB1bGxSZXF1ZXN0NDg5MjA5NjUw
36,446
CLN: 35925 rm trailing commas
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1
2020-09-18T09:58:06Z
2020-09-18T13:00:20Z
2020-09-18T13:00:16Z
CONTRIBUTOR
null
#35925 Checked the following files to make sure they are ready for black : - /pandas/tests/indexes/base_class/test_indexing.py - /pandas/tests/indexes/test_common.py - /pandas/tests/indexes/test_numeric.py
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MDExOlB1bGxSZXF1ZXN0NDg5MjUwMTUx
36,447
CLN: remove trailing commas for black update
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2
2020-09-18T11:17:13Z
2020-09-19T18:40:45Z
2020-09-19T18:40:45Z
NONE
null
File edited: pandas/tests/io/test_sql.py
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MDU6SXNzdWU3MDQzMTQ1NDc=
36,448
DOC: broken link in warning message
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5
2020-09-18T11:44:10Z
2020-09-21T17:08:56Z
2020-09-21T17:08:56Z
NONE
null
I couldn't figure out the spot in the code, sorry about that, but the link in this message is broken: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy It should be: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
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CLN upgrade to Python3.7+ syntax
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1
2020-09-18T13:37:11Z
2020-09-18T13:38:26Z
2020-09-18T13:38:19Z
MEMBER
null
Given that the next version will be Python3.7+, there's some nice updates we can make
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CLN upgrade to Python3.7+ syntax
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2
2020-09-18T13:43:02Z
2020-09-18T22:20:50Z
2020-09-18T22:20:32Z
MEMBER
null
Given that the next release will we Python3.7+, we might as well upgrade some of the syntax, e.g. ```diff - for make_index_func in make_index_funcs: - yield make_index_func + yield from make_index_funcs ``` or ```diff - return "%s[%s, %s]" % (cls, tp_repr, metadata_reprs) + return f"{cls}[{tp_repr}, {metadata_reprs}]" ``` We can do this using [pyupgrade](https://github.com/asottile/pyupgrade). Here are the files that can be upgraded: - [ ] pandas/_config/display.py - [ ] pandas/_testing.py - [ ] pandas/_vendored/typing_extensions.py - [ ] pandas/_version.py - [x] pandas/core/arrays/datetimes.py - [x] pandas/core/arrays/sparse/array.py - [x] pandas/core/common.py - [x] pandas/core/computation/expr.py - [x] pandas/core/computation/pytables.py - [x] pandas/core/generic.py - [x] pandas/core/groupby/base.py - [x] pandas/core/groupby/generic.py - [x] pandas/core/indexes/base.py - [x] pandas/core/indexes/datetimelike.py - [x] pandas/core/reshape/merge.py - [ ] pandas/io/clipboard/__init__.py - [ ] pandas/io/formats/excel.py - [ ] pandas/io/html.py - [ ] pandas/io/json/_json.py - [ ] pandas/io/pytables.py - [ ] pandas/io/stata.py - [ ] pandas/plotting/_matplotlib/core.py - [ ] pandas/tests/arrays/categorical/test_constructors.py - [ ] pandas/tests/arrays/integer/test_construction.py - [ ] pandas/tests/extension/decimal/array.py - [ ] pandas/tests/extension/test_categorical.py - [ ] pandas/tests/frame/test_constructors.py - [ ] pandas/tests/groupby/test_groupby.py - [ ] pandas/tests/groupby/test_grouping.py - [ ] pandas/tests/indexes/test_base.py - [ ] pandas/tests/indexing/test_indexing.py - [ ] pandas/tests/io/formats/test_format.py - [ ] pandas/tests/io/formats/test_to_csv.py - [ ] pandas/tests/io/formats/test_to_html.py - [ ] pandas/tests/io/formats/test_to_latex.py - [ ] pandas/tests/io/json/test_ujson.py - [ ] pandas/tests/io/parser/test_c_parser_only.py - [ ] pandas/tests/io/parser/test_common.py - [ ] pandas/tests/io/parser/test_encoding.py - [ ] pandas/tests/io/parser/test_read_fwf.py - [ ] pandas/tests/io/pytables/common.py - [ ] pandas/tests/io/test_common.py - [ ] pandas/tests/io/test_html.py - [ ] pandas/tests/io/test_sql.py - [ ] pandas/tests/reshape/test_get_dummies.py - [ ] pandas/tests/scalar/test_na_scalar.py - [ ] pandas/tests/series/test_analytics.py - [ ] pandas/tests/series/test_constructors.py - [ ] pandas/tests/series/test_dtypes.py - [ ] pandas/tests/series/test_io.py - [ ] scripts/validate_rst_title_capitalization.py - [ ] scripts/validate_unwanted_patterns.py - [ ] setup.py - [ ] versioneer.py If you're intereseted in helping out, please choose a batch of 10-15 to run pyupgrade on. Install pyupgrade with: ``` pip install pyupgrade==2.7.2 ``` Then, run ``` pyupgrade <files you want to upgrade> --py37-plus ``` e.g. ``` pyupgrade pandas/tests/io/test_html.py pandas/tests/io/json/test_ujson.py --py37-plus ``` See #36453 for an example PR. Once this is done, we can add it to pre-commit / CI.
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BUG: conversion of float32 to string shows too much precision
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4
2020-09-18T14:55:41Z
2020-09-21T06:47:19Z
2020-09-21T06:47:19Z
MEMBER
null
On master (but also on 1.1): ``` In [4]: pd.Series([0.1], dtype="float64").astype("string") Out[4]: 0 0.1 dtype: string In [5]: pd.Series([0.1], dtype="float32").astype("string") Out[5]: 0 0.10000000149011612 dtype: string ``` When converting to the object-dtype string, it works as expected: ``` In [6]: pd.Series([0.1], dtype="float64").astype("str") Out[6]: 0 0.1 dtype: object In [7]: pd.Series([0.1], dtype="float32").astype("str") Out[7]: 0 0.1 dtype: object ``` cc @topper-123
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36,452
ASV: added benchamark tests for DataFrame.to_numpy() and .values
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4
2020-09-18T15:08:47Z
2020-09-20T03:48:42Z
2020-09-19T19:55:02Z
CONTRIBUTOR
null
- [x] closes #35023 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Adds benchmarks with single dtype and mixed frames of varying sizes. xref #34999
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CLN Upgrade pandas/core syntax
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1
2020-09-18T16:32:11Z
2020-10-10T14:14:44Z
2020-09-18T19:33:01Z
MEMBER
null
xref #36450
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MDExOlB1bGxSZXF1ZXN0NDg5NDI1NjY5
36,454
[TST]: Wrong Corr with Timedelta index
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11
2020-09-18T16:40:00Z
2020-10-26T16:50:56Z
2020-10-26T14:49:46Z
MEMBER
null
- [x] xref #31286 (closes the issue, if there is no way around the numerical issues) - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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MDExOlB1bGxSZXF1ZXN0NDg5NDQ3MDA0
36,455
CLN: Clean some formatting
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4
2020-09-18T17:26:21Z
2020-09-18T20:21:59Z
2020-09-18T20:21:56Z
MEMBER
null
ref https://github.com/pandas-dev/pandas/issues/36450
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36,456
DOC: replaced link to the documentation about setting a value on a co…
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1
2020-09-18T17:41:11Z
2020-09-18T19:01:31Z
2020-09-18T18:58:49Z
NONE
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…py of a slice from a DataFrame - [x] closes #36448 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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MDExOlB1bGxSZXF1ZXN0NDg5NDg1MDgy
36,457
CLN: Update files (as per #36450) to Python 3.7+ syntax
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1
2020-09-18T18:52:33Z
2020-09-19T16:48:19Z
2020-09-18T22:20:32Z
CONTRIBUTOR
null
Ran `pyupgrade` on all files unchecked in #36450. formatter pre-commit hook had no complaints; removed unnecessary imports from the following to satisfy `flake8` hook: ``` pandas/tests/io/test_sql.py pandas/test/series/test_io.py ``` - [x] closes #36450 - [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]: Rolling.sum() calculated wrong values when axis is one and dtypes are mixed
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8
2020-09-18T19:39:19Z
2020-09-19T22:17:54Z
2020-09-19T22:04:01Z
MEMBER
null
- [x] closes #20649 - [x] closes #35596 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry In case of ``axis=1`` and mixed dtypes, the ``_apply_blockwise`` did not calculate the sum for a complete row. Through converting the obj and consolidating the blocks we can avoid this.
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704,653,275
MDExOlB1bGxSZXF1ZXN0NDg5NTM3NjU1
36,459
Align cython and python reduction code paths
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1
2020-09-18T20:57:43Z
2020-09-19T16:46:13Z
2020-09-19T15:34:45Z
MEMBER
null
Get rid of a few of the small behavior differences between these (entirely disabling the cython path leads to 4 currently-xfailed tests passing, so there is still some subtle difference after this)
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1
2020-09-18T22:28:42Z
2020-09-18T22:50:25Z
2020-09-18T22:50:18Z
MEMBER
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--- labels: "Needs Review" --- I don't know if this change had the intended effect, so opening this (partially as a test if it actually works) Edit: Yeah, it didn't. I guess this doesn't work like the issue templates.
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REF: MultiIndex._validate_insert_value, IntervaArray._validate_setitem_value
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2020-09-18T23:27:35Z
2020-09-19T01:03:08Z
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removed unnecessary trailing commas
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2020-09-18T23:57:33Z
2020-09-19T00:05:30Z
2020-09-19T00:04:29Z
CONTRIBUTOR
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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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MDExOlB1bGxSZXF1ZXN0NDg5NTk1MDc3
36,464
BUG: Fix astype from float32 to string
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3
2020-09-19T00:43:45Z
2020-09-21T12:18:46Z
2020-09-21T06:47:19Z
MEMBER
null
- [x] closes #36451 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [x] whatsnew entry It seems both bugs were caused by the same behavior from numpy: ```python [ins] In [1]: import numpy as np [ins] In [2]: arr = np.array([0.1], dtype=np.float32) [ins] In [3]: arr Out[3]: array([0.1], dtype=float32) [ins] In [4]: np.asarray(arr, dtype="object") Out[4]: array([0.10000000149011612], dtype=object) ```
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CI: sql tests failures casued by pymysql
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2020-09-19T01:07:54Z
2021-06-11T12:30:46Z
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MEMBER
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While working on #36443, I found several sql tests failures related to the latest pymysql and sqlalchemy (could be one of them or both, not sure). See https://travis-ci.org/github/pandas-dev/pandas/jobs/728346186 ``` FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemy::test_to_sql_with_negative_npinf[load_iris_data0-input0] FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemy::test_to_sql_with_negative_npinf[load_iris_data0-input1] FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemy::test_to_sql_with_negative_npinf[load_iris_data0-input2] FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemyConn::test_to_sql_with_negative_npinf[load_iris_data0-input0] FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemyConn::test_to_sql_with_negative_npinf[load_iris_data0-input1] FAILED pandas/tests/io/test_sql.py::TestMySQLAlchemyConn::test_to_sql_with_negative_npinf[load_iris_data0-input2] = 6 failed, 76075 passed, 1025 skipped, 1209 xfailed, 6 xpassed, 264 warnings in 1626.88s ``` ``` pymysql 0.10.1 pyh9f0ad1d_0 conda-forge sqlalchemy 1.3.19 py37h8f50634_0 conda-forge ``` Now those two packages have been pinned to their minimal support versions. ``` pymysql 0.7.11 py_0 conda-forge sqlalchemy 1.3.0 py37h14c3975_0 conda-forge ``` ### Update The problem is from pymysql. #34431 handled inf dtype for to_sql. But it failed to capture that error while using the latest pymysql as sql driver. The test failed for pymysql>=0.10
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36,466
API Consistency: validations on no-ops
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2
2020-09-19T01:38:42Z
2021-08-13T02:57:44Z
null
MEMBER
null
We are not consistent about whether we do validation checks on no-ops Examples of no-ops: - `datetimelike_array[empty_indexer] = empty_values_wrong_dtype` # <-- we do not raise - `series_dt64[empty_indexer] = empty_object_dtype` # <-- we cast to object, meaning we did raise internally - `arr_with_no_nas.fillna(invalid_fill_value)` # <-- we mostly dont raise, see below - `interval_index.take(indexer_with_no_negative_ones, fill_value=something_invalid)` # <-- we do not raise ``` pd.array([1, 4, 6]).fillna("foo") pd.array([1.0, 4.9, 6.0]).fillna("foo") pd.IntervalIndex.from_breaks(range(3)).fillna("foo") dti = pd.date_range("2016-01-01", periods=3) dti.fillna("foo") (dti - dti).fillna("foo") dti.to_period("D").fillna("foo") pd.Categorical(dti).fillna("foo") <-- raises ``` I think we should (with deprecation cycles where necessary) aim to be consistently strict in this genre of check. Update: listing related issues as I find them - [ ] #18561 BUG: drop(level=.) doesn't raise if label is absent
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CI: ResourceWarning in `pandas/tests/io/test_html.py`
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1
2020-09-19T04:08:12Z
2020-11-13T15:26:41Z
2020-11-13T15:26:35Z
MEMBER
null
It occurs occasionally on the travis-37-cov build. ``` _____________ TestReadHtml.test_banklist_url_positional_match[bs4] _____________ [gw0] linux -- Python 3.7.8 /home/travis/miniconda3/envs/pandas-dev/bin/python self = <pandas.tests.io.test_html.TestReadHtml object at 0x7f40f8fef450> @tm.network def test_banklist_url_positional_match(self): url = "http://www.fdic.gov/bank/individual/failed/banklist.html" # Passing match argument as positional should cause a FutureWarning. with tm.assert_produces_warning(FutureWarning): df1 = self.read_html( > url, "First Federal Bank of Florida", attrs={"id": "table"} ) pandas/tests/io/test_html.py:130: _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ self = <contextlib._GeneratorContextManager object at 0x7f40f9070190> type = None, value = None, traceback = None def __exit__(self, type, value, traceback): if type is None: try: > next(self.gen) E AssertionError: Caused unexpected warning(s): [('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=18, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 54722), raddr=('172.217.204.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=17, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 54720), raddr=('172.217.204.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=21, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 52284), raddr=('142.250.97.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=23, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 54628), raddr=('173.194.210.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=22, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 37618), raddr=('173.194.215.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=24, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 38812), raddr=('173.194.217.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=28, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 38824), raddr=('173.194.217.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85), ('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=27, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 54640), raddr=('173.194.210.95', 443)>"), '/home/travis/miniconda3/envs/pandas-dev/lib/python3.7/site-packages/html5lib/_utils.py', 85)] ../../../miniconda3/envs/pandas-dev/lib/python3.7/contextlib.py:119: AssertionError ```
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CI: xfail html test #36467
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BUG: failed to setup dev environment (pip)
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BUG: groupby(..., dropna=False) excludes NA values when grouping on MultiIndex levels
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2021-08-13T03:00:10Z
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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. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample ```python In [3]: mi = pd.MultiIndex.from_tuples([('a',np.nan), ('b', 2)], names=['ltr','num']) In [4]: df = pd.DataFrame({'foo': range(mi.size)}, index=mi) In [5]: df Out [5]: foo ltr num a NaN 0 b 2 1 # grouping on multindex levels In [6]: df.groupby(df.index.names, dropna=False).sum() Out [6]: foo ltr num b 2 1 # grouping on same information as columns In [7]: df.reset_index().groupby(df.index.names, dropna=False).sum() Out [7]: foo ltr num a NaN 0 b 2.0 1 # grouping on multiindex levels for pd.Series In [8]: df['foo'].groupby(s.index.names, dropna=False).sum() Out [8]: ltr num b 2 1 Name: foo, dtype: int64 ``` #### Problem description The desired behavior of dropna=False, namely including NA values in the groups, does not work when grouping on MultiIndex levels, but does work when grouping on DataFrame columns. #### Expected Output ```python foo ltr num a NaN 0 b 2.0 1 ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.6.7.final.0 python-bits : 64 OS : Linux OS-release : 4.14.193-149.317.amzn2.x86_64 Version : #1 SMP Thu Sep 3 19:04:44 UTC 2020 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 : 1.1.2 numpy : 1.19.0 pytz : 2020.1 dateutil : 2.7.4 pip : 20.1.1 setuptools : 40.4.3 Cython : None pytest : 5.4.3 hypothesis : None sphinx : 3.1.2 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 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.0 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : None sqlalchemy : 1.2.12 tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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36,471
CI: add pre-commit action, include pyupgrade
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14
2020-09-19T07:15:22Z
2020-09-25T18:27:43Z
2020-09-22T14:31:08Z
MEMBER
null
xref this comment https://github.com/pandas-dev/pandas/issues/36426#issuecomment-694238629 by @TomAugspurger > I would recommend running the linting commands on CI through pre-commit. That way the versions in .pre-commit-config.yaml are used everywhere. So, this PR does that. It also adds pyupgrade as a pre-commit hook (xref #36450 ) and removes some unnecessary configurations from the `.pre-commit-config.yaml` file (all of these hooks already specify `language: python`, see e.g. https://github.com/psf/black/blob/master/.pre-commit-hooks.yaml ) TODO ---- update https://pandas.pydata.org/docs/development/contributing.html#code-standards (thanks Ali!)
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MDU6SXNzdWU3MDQ4MzA4MzE=
36,472
BUG: Regex parameter from replace function doesn't work on string dtype
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1
2020-09-19T07:57:51Z
2020-09-20T04:47:44Z
2020-09-20T04:47:44Z
CONTRIBUTOR
null
>>>import pandas as pd >>>print(pd.__version__) 1.1.1 >>>s1 = pd.Series(['a','b'], dtype='string') >>>s2 = pd.Series(['a','b'], dtype='object') >>>s1.replace(r'[a]',pd.NA,regex=True) 0 a 1 b dtype: string >>>s2.replace(r'[a]',pd.NA,regex=True) 0 <NA> 1 b dtype: object Hi, it seems that regex doesn't function well for the replace method on string dtype, but normal on object dtype. Besides, I also find setting pd.NA as repl of str.replace method will raise error, both on string and object. Yet I think it may be better not to raise this error because the pd.NA indeed could be a missing string value. >>>pd.Series(['a','b'],dtype='string').str.replace('a',pd.NA) TypeError: repl must be a string or callable >>>pd.Series(['a','b'],dtype='object').str.replace('a',pd.NA) TypeError: repl must be a string or callable Thanks!
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Backport PR #36440 on branch 1.1.x (REGR: Series[numeric] comparison with str raising on numexpr path)
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2020-09-19T08:13:15Z
2020-09-19T10:20:14Z
2020-09-19T10:20:14Z
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Backport PR #36440: REGR: Series[numeric] comparison with str raising on numexpr path
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Backport PR #36266:: BUG: fix isin with nans and large arrays
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1
2020-09-19T09:57:09Z
2020-09-19T11:14:46Z
2020-09-19T11:14:40Z
MEMBER
null
#36266
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TYP: FrameOrSeriesUnion
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2020-09-19T12:10:19Z
2020-09-20T17:06:01Z
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MEMBER
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From the discussion in PR #36409 it was mentioned that it is undesirable to type API functions as `NDFrame` as this may be confusing from a user perspective since it shows up in the docs. Currently the difference between `NDFrame` and `FrameOrSeriesUnion = Union[DataFrame, Series]` is that the former can be used in methods of NDFrame (and those called from NDFrame methods) whereas the latter cannot. Is there a benefit to this restriction? If not, I propose changing `FrameOrSeriesUnion` to be an alias of `NDFrame`. This would then be user-friendly for the docs. cc @simonjayhawkins @WillAyd @jreback
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Turn on stale PR GitHub action
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2
2020-09-19T13:33:28Z
2020-09-19T20:04:59Z
2020-09-19T19:52:25Z
MEMBER
null
I think it makes sense to turn this on now (it's only labeling stale PRs for now, and after doing a lot of this manually it seems to have calmed down). Later can add some sort of friendly reminder to update the PR. Also rather than closing these stalled PRs I'm wondering if they could serve as starting points for new contributors who want to pick up where someone else left off. Some recent workflows here (you can search for the string "Marking" in the logs to find PRs that would have been labeled): https://github.com/pandas-dev/pandas/actions?query=workflow%3A%22Stale+PRs%22 @simonjayhawkins You'd mentioned doing this more frequently in debug mode, would you prefer longer intervals when running live?
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Backport PR #36385 on branch 1.1.x (BUG: Always cast to Categorical in lexsort_indexer)
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1
2020-09-19T14:04:10Z
2020-09-19T15:07:17Z
2020-09-19T15:07:17Z
NONE
null
Backport PR #36385: BUG: Always cast to Categorical in lexsort_indexer
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CLN: aggregation.transform
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9
2020-09-19T17:21:59Z
2020-10-11T13:22:02Z
2020-10-06T22:47:09Z
MEMBER
null
- [x] closes #36330 - [ ] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Followup to #35964 - Moved whatsnew to reshaping - Use is_list_like/is_dict_like in aggregate.transform - Broke out dict-like and str/callable computations to own functions to split up the transform function - Added/refined typing
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MDU6SXNzdWU3MDQ5NDIwNTQ=
36,479
BUG: KeyError after groupby().size() when index is multiindex and involves nan
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2020-09-19T17:30:49Z
2020-09-26T14:03:01Z
2020-09-26T14:03:01Z
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. --- **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 # Your code here import pandas as pd data = [[pd.NA, 10], [pd.NA,10], [2, pd.NA]] df = pd.DataFrame(data, columns=['A1', 'A2']) print(df) counts = df.groupby(['A1', 'A2'],dropna=False).size() print(counts) # If you uncomment the lines below, it works # pk_file = 'tmp.df' # counts.to_pickle(pk_file) # counts = pd.read_pickle(pk_file) idx = counts.index[0] print(counts.loc[idx]) # KeyError: (2.0, nan) ``` #### Problem description Unable to access the Series returned from groupby using apparently valid key Line "print(counts.loc[idx]" raises KeyError. If I uncomment the lines that store/load the data with pickle, then it works. No KeyError is raised. [this should explain **why** the current behaviour is a problem and why the expected output is a better solution] #### Expected Output The Series returned from groupby is accessible with loc with valid keys #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here leaving a blank line after the details tag] ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.8.5.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 Version : Darwin Kernel Version 18.7.0: Thu Jun 18 20:50:10 PDT 2020; root:xnu-4903.278.43~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.2 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 47.1.0 Cython : 0.29.21 pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.1 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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1
2020-09-19T17:41:23Z
2020-09-19T19:59:15Z
2020-09-19T19:59:11Z
CONTRIBUTOR
null
- [x] ref #36467 AssertionError: Caused unexpected warning(s): [('ResourceWarning', ResourceWarning("unclosed <ssl.SSLSocket fd=18, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('10.20.0.43', 54722), raddr=('**172.217.204.95**', 443)>"), ), **This is a google address** -> which leads me to believe this resource warning is coming from our `network` function in `_testing.py` since it calls `urllib.request.urlopen("https://www.google.com")` Note: this doesn't solve the problem but we should use https. (Avoids a redirect)
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Commas edit
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2020-09-19T18:42:22Z
2020-09-19T19:01:36Z
2020-09-19T19:01:36Z
NONE
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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36,482
Complex Dtype Support for Hashmap Algos
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22
2020-09-19T18:58:54Z
2021-09-04T14:25:00Z
2021-09-04T14:25:00Z
CONTRIBUTOR
null
- [x] fixes #17927 #26475 - [x] tests added / passed - [x] passes black pandas - [x] passes git diff upstream/master -u -- "*.py" | flake8 --diff Ref: https://github.com/pandas-dev/pandas/issues/18009 Based on https://github.com/pandas-dev/pandas/pull/27599 First set of tests for complex number handling + sensible results from functions that rely on hash tables. Use generic object hashing for now. @jbrockmendel you interested in reviewing?
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REF: share IntervalArray._validate_foo
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2020-09-19T22:56:37Z
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2020-09-19T22:10:39Z
2020-10-02T23:06:30Z
2020-10-02T21:51:24Z
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Needs tests, hopefully i can tweak fixture usage in tests.arithmetic
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1
2020-09-19T22:36:42Z
2020-09-20T02:59:28Z
2020-09-20T02:13:12Z
MEMBER
null
Split off from a branch that shares `fillna` code between some of our EAs. Preliminary to a PR that allows for an actually-inplace fillna implementation.
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add a test for loc method; check if a warning raise when replacing a …
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2020-09-19T22:52:42Z
2020-09-22T23:24:07Z
2020-09-22T23:24:02Z
CONTRIBUTOR
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…subframe - [x] closes #36424 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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Don't unlabel stale PR on update
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1
2020-09-20T01:25:08Z
2020-09-20T02:49:13Z
2020-09-20T02:13:55Z
MEMBER
null
Apparently the bot unlabels on any activity (not just activity from the owner), e.g., https://github.com/pandas-dev/pandas/pull/34584#issuecomment-693107104, so if you ask the person for an update and they don't respond, the PR is no longer stale. Probably better to do this manually for now.
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REF: share fillna
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0
2020-09-20T03:04:35Z
2021-02-21T22:42:04Z
2020-09-21T23:53:16Z
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Near-identical implementations in DatetimeLikeArray and PandasArray
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2020-09-20T03:52:17Z
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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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2020-09-23T18:45:20Z
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705,044,414
MDExOlB1bGxSZXF1ZXN0NDg5ODU2MzQ4
36,491
TST: DataFrame.to_parquet accepts pathlib.Path with partition_cols defined
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6
2020-09-20T04:44:49Z
2020-09-23T14:42:17Z
2020-09-23T11:20:14Z
MEMBER
null
- [x] closes #35902 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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705,045,382
MDU6SXNzdWU3MDUwNDUzODI=
36,492
BUG: pd.NA in str.replace raises error
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1
2020-09-20T04:55:11Z
2020-09-20T06:20:52Z
2020-09-20T06:20:52Z
CONTRIBUTOR
null
>>>pd.__version__ 1.1.1 I find setting pd.NA as repl of str.replace method will raise error, both on string and object. Yet I think it may be better not to raise this error because the pd.NA indeed could be a missing string value. >>>pd.Series(['a','b'],dtype='string').str.replace('a',pd.NA) TypeError: repl must be a string or callable >>>pd.Series(['a','b'],dtype='object').str.replace('a',pd.NA) TypeError: repl must be a string or callable And also, pd.NA can't be the pat of str.replace. Maybe reasonable to allow this. >>>pd.Series([pd.NA,'a'],dtype='string').str.replace(pd.NA,'1') TypeError: object of type 'NAType' has no len()
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36,493
CI: Update version of 'black'
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4
2020-09-20T06:57:43Z
2020-09-23T12:17:25Z
2020-09-22T13:37:59Z
MEMBER
null
closes #35925 Not many files left so am making a PR to close this off
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MDU6SXNzdWU3MDUwNjAwNzg=
36,494
Update outdated instructions in scripts/generate_pip_deps_from_conda.py
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3
2020-09-20T07:14:28Z
2020-09-21T21:12:09Z
2020-09-21T21:11:46Z
MEMBER
null
It says ``` Usage: Generate `requirements-dev.txt` $ ./conda_to_pip Compare and fail (exit status != 0) if `requirements-dev.txt` has not been generated with this script: $ ./conda_to_pip --compare ``` but it should be ``` Usage: Generate `requirements-dev.txt` $ python scripts/generate_pip_deps_from_conda.py Compare and fail (exit status != 0) if `requirements-dev.txt` has not been generated with this script: $ python scripts/generate_pip_deps_from_conda.py --compare ``` No need to ask if you can work on this, feel free to just submit a PR
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36,495
REGR: fillna not filling NaNs after pivot without explicitly listing pivot values
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5
2020-09-20T07:26:51Z
2020-11-26T17:00:20Z
2020-11-26T17:00:20Z
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. --- Hi, I have this (simplified) piece of code which seems to have stopped working correctly in Pandas 1.1: ```python import pandas as pd data = [ [1, 1, 1, 1.], [2, 2, 2, 2.], [3, 3, 3, 3.], ] df = pd.DataFrame(data, columns=['i1', 'i2', 'i3', 'f1']) df = df.pivot('i1', 'i2') df = df.fillna(0) print(df) ``` #### Problem description This is the output in Pandas 1.1.2: ``` i3 f1 i2 1 2 3 1 2 3 i1 1 1.0 NaN NaN 1.0 0.0 0.0 2 NaN 2.0 NaN 0.0 2.0 0.0 3 NaN NaN 3.0 0.0 0.0 3.0 ``` It contains NaNs after using fillna. It can be fixed by explicitly providing remaining columns as values to pivot (which should be the default): `df = df.pivot('i1', 'i2', values=['i3', 'f1'])` It also works if all columns are of the same type, like when I change f1 to contain ints instead of floats. In that case I don't need to specify the values. #### Expected Output This is the output on Pandas 1.0.5 and 0.25.3: ``` i3 f1 i2 1 2 3 1 2 3 i1 1 1.0 0.0 0.0 1.0 0.0 0.0 2 0.0 2.0 0.0 0.0 2.0 0.0 3 0.0 0.0 3.0 0.0 0.0 3.0 ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.7.8.final.0 python-bits : 32 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 158 Stepping 9, GenuineIntel byteorder : little LC_ALL : None LANG : C.UTF-8 LOCALE : None.None pandas : 1.1.2 numpy : 1.19.2 pytz : 2020.1 dateutil : 2.8.1 pip : 20.2.3 setuptools : 50.3.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.2 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.18.1 pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.1 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : 1.3.18 tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None None </details>
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Update outdated instructions in scripts/generate_pip_deps_from_conda.py #36494
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2020-09-20T08:17:23Z
2020-09-21T21:11:51Z
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CONTRIBUTOR
null
- [x] closes #36494 - [x] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
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PERF: DataFrame initialisation with dict with single key/value pair
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2020-09-20T11:52:01Z
2020-09-20T12:02:12Z
2020-09-20T12:02:12Z
CONTRIBUTOR
null
Faster initialisation of DataFrames, when the data is a single-item dict: ```python >>> x = np.arange(1_000_000) >>> %timeit pd.DataFrame(dict(a=x)) 2.16 ms ± 66.7 µs per loop # master 282 µs ± 4.63 µs per loop # this PR >>> x = np.array([str(u) for u in range(1_000_000)], dtype=object) >>> %timeit pd.DataFrame(dict(a=x)) 29.5 ms ± 131 µs per loop # master 12.6 ms ± 55.8 µs per loop # this PR ``` I don't think it's possible to optimize the case with more than 1 key/value pair, as concatenation will always take some time to perform.
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Maintain inplace operation on series
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2020-09-20T12:47:33Z
2020-10-30T10:25:45Z
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CONTRIBUTOR
null
- [ ] closes #36373 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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BUG: concat series with NA in multiindex fail to combine rows of same index
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2020-09-20T15:14:59Z
2021-08-13T03:02:46Z
2021-08-13T03:02:45Z
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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. --- **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 # Your code here import pandas as pd names=['A1','A2'] idx1 = pd.MultiIndex.from_tuples([(1,1), (2, pd.NA)], names=names) idx2 = pd.MultiIndex.from_tuples([(2, pd.NA), (3,3)], names=names) s1 = pd.Series([11,12], index=idx1) s2 = pd.Series([13,14], index=idx2) s3 = pd.concat([s1, s2], axis=1) print (s3) # s3 fails to combine the two rows with index (2, NaN) # 0 1 # A1 A2 # 1 1.0 11.0 NaN # 2 NaN 12.0 13.0 # NaN 12.0 13.0 # 3 3.0 NaN 14.0 # Workaround is to use merge after reset index s1 = s1.reset_index() s2 = s2.reset_index() s3 = pd.merge(s1,s2,on=names,how='outer') s3 = s3.set_index(names) print (s3) # Now the result is expected # A1 A2 # 1 1.0 11.0 NaN # 2 NaN 12.0 13.0 # 3 3.0 NaN 14.0 ``` #### Problem description [this should explain **why** the current behaviour is a problem and why the expected output is a better solution] #### Expected Output #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here leaving a blank line after the details tag] INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.8.5.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 Version : Darwin Kernel Version 18.7.0: Thu Jun 18 20:50:10 PDT 2020; root:xnu-4903.278.43~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.2 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 47.1.0 Cython : 0.29.21 pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.1 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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BUG: concat series returns error result when indexes use tuples with NA in them
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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. --- **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 # Your code here import pandas as pd names=['A1','A2'] idx1 = [(1,1), (2, pd.NA)] idx2 = [(2, pd.NA), (3,3)] s1 = pd.Series([11,12], index=idx1) s2 = pd.Series([13,14], index=idx2) s3 = pd.concat([s1, s2], axis=1) print (s3) # 0 1 # 1 1 11.0 NaN # 2 NaN NaN NaN <= expect 12.0 13.0 as the values # 3 3 NaN 14.0 ``` #### Problem description [this should explain **why** the current behaviour is a problem and why the expected output is a better solution] #### Expected Output #### Output of ``pd.show_versions()`` <details> [paste the output of ``pd.show_versions()`` here leaving a blank line after the details tag] INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.8.5.final.0 python-bits : 64 OS : Darwin OS-release : 18.7.0 Version : Darwin Kernel Version 18.7.0: Thu Jun 18 20:50:10 PDT 2020; root:xnu-4903.278.43~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.2 numpy : 1.19.1 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 47.1.0 Cython : 0.29.21 pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.1 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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MDExOlB1bGxSZXF1ZXN0NDg5OTMzOTYy
36,501
Modify doc/source/whatsnew7
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4
2020-09-20T17:41:27Z
2020-10-07T02:42:07Z
2020-10-07T02:42:03Z
CONTRIBUTOR
null
- [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] modify files in doc/source/whatsnew 'v0.25.0.rst' 'v0.25.1.rst' 'v0.25.2.rst' 'v0.25.3.rst' 'v1.0.0.rst' 'v1.0.1.rst' 'v1.0.2.rst' 'v1.0.3.rst' 'v1.0.4.rst' 'v1.05.rst' 'v1.1.0.rst'
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MDU6SXNzdWU3MDUxNTQzMjM=
36,502
BUG: to_numeric casts floats incorrectly
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2020-09-20T17:54:30Z
2020-09-20T23:46:53Z
2020-09-20T23:46:53Z
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 df = pd.DataFrame({'A': ['0.09', '0.63', '0.121909', '0.117863']}) df['B'] = pd.to_numeric(df['A']) df['C'] = df['A'].astype(float) ``` #### Problem description When floats as strings are passed to a column of a DataFrame, pd.to_numeric casts some of the given strings incorrectly. In the above case df['C'] and df['A'] should have exactly the same values, but they differ in some decimals: df['B'] = (0, 0.09) (1, 0.63) (2, 0.12190899999999999) (3, 0.11786300000000001) df['C'] = (0, 0.09) (1, 0.63) (2, 0.121909) (3, 0.117863) df['C'] is correct but df['B'] is incorrect. The above issue does not occur when the same input is passed as list w = pd.to_numeric(['0.09', '0.63', '0.121909', '0.117863']) [0.09 0.63 0.121909 0.117863] [this should explain **why** the current behaviour is a problem and why the expected output is a better solution] #### Expected Output #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.8.5.final.0 python-bits : 32 OS : Windows OS-release : 10 Version : 10.0.19041 machine : AMD64 processor : Intel64 Family 6 Model 142 Stepping 12, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : English_United States.1252 pandas : 1.1.2 </details>
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MDExOlB1bGxSZXF1ZXN0NDg5OTM3MDIx
36,503
BUG: alignment changing index on input series
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3
2020-09-20T18:08:38Z
2020-09-25T00:33:21Z
2020-09-25T00:31:58Z
MEMBER
null
- [x] closes #33671 - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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36,504
CLN: Unify Series case in _wrap_applied_output
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3
2020-09-20T18:19:53Z
2020-09-26T12:00:06Z
2020-09-21T21:59:47Z
MEMBER
null
One block of _wrap_applied_output is only executed when `first_not_none` is a Series; moved it to the else clause.
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36,505
QST: Wish to know how to properly avoid SettingwithCopyWarning without changing dtype
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4
2020-09-20T18:30:27Z
2020-09-20T23:32:54Z
2020-09-20T23:30:57Z
NONE
null
- [X] I have searched the [[pandas] tag](https://stackoverflow.com/questions/tagged/pandas) on StackOverflow for similar questions. - [ ] I have asked my usage related question on [StackOverflow](https://stackoverflow.com). --- #### Question about pandas The data dataframe's label column is dtype: float64, and consists of four numbers, `[ 0., 2., 1., 3., nan]`. ```python data[label_column][data[label_column] != 2] = 0 ``` produces a SettingWithCopyWarning as it should. However, ```python data.loc[data[label_column] != 2, label_column] = 0 ``` does not produce a SettingWithCopyWarning, but changes the column to dtype: object. I recognize `.loc` tries to cast back to the original dtype on assignment and `[]` does not based on [the getting started docs](http://pandas-docs.github.io/pandas-docs-travis/getting_started/basics.html), but I would like to know if the expected behaviour in this situation is expected and what the proper syntax I should use to avoid the warning but preserve the dtype.
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36,506
DOC: Update generate_pip_deps_from_conda.py #36494
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2020-09-20T19:22:38Z
2020-09-21T19:12:29Z
2020-09-21T19:12:29Z
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- [x] closes #36494 - [ ] tests added / passed - [ ] passes `black pandas` - [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry
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36,507
ENH: Allow as_index=False on SeriesGroupBy
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2020-09-20T19:29:31Z
2020-10-19T21:15:11Z
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MEMBER
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Would make the code: s.to_frame(s.name).groupby(groups, as_index=False).sum() Become: s.groupby(groups, as_index=False).sum() The change should just amount to calling a function like: ``` def adjust_for_as_index(self, result: FrameOrSeries) -> DataFrame: if result.ndim == 1: result = result.to_frame(result.name) self._insert_inaxis_grouper_inplace(result) result.index = np.arange(len(result)) ``` in various methods of SeriesGroupBy (and could be used in DataFrameGroupBy). This would close #13666 and make #35443 to be just about error reporting for the `axis=1` case.
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36,508
BUG: aggfunc use different default arguments in pivot_table
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2020-09-20T20:19:47Z
2021-08-13T03:05:47Z
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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. --- **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 import numpy as np df = pd.DataFrame({'A': ['a', 'a'], 'X': [5, 9]}) # standard deviation of X: np.std(df['X']) # 2.0 # aggfunc returns the same standard deviation as np.std as expected with this trick pd.pivot_table(df, index='A', values='X', aggfunc=lambda x: np.std(x)) # X # A # a 2 # aggfunc returns the unbiased standard deviation unexpectedly pd.pivot_table(df, index='A', values='X', aggfunc=np.std) # X # A # a 2.828427 ``` #### Problem description The default value of ddof for np.std is 0: numpy.std(a, axis=None, dtype=None, out=None, ddof=0, keepdims=<no value>) When np,std passed to aggfunc to calculate the standard deviation of X it returns the unbiased standard deviation, because it picks different ddof =1 and does not pick up the default ddof = 0. On the other hand the expected behavior if we have a function f, when we pass it to aggfunc: aggfunc=f and aggfunc=lambda x: f(x) must return exactly the same result. #### Expected Output 1) When np.std is passed to aggfunc directly it picks up ddof=1 by default (this is unexpected as the default ddof for np.std is 0). 2) When np.std is passed to aggfunc by using lambda x: np.std(x), it picks up correctly the default ddof=0 from numpy as expected. To summerize, the expected behavior is to use the function's default arguments when it is passed to aggregate values in pd.pivot_table. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2a7d3326dee660824a8433ffd01065f8ac37f7d6 python : 3.8.5.final.0 python-bits : 32 OS : Windows OS-release : 10 Version : 10.0.19041 machine : AMD64 processor : Intel64 Family 6 Model 142 Stepping 12, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : English_United States.1252 pandas : 1.1.2 numpy : 1.19.2 </details>
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36,509
MultiIndex.from_product could accept MultiIndex
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2020-09-20T20:58:36Z
2021-08-13T03:06:16Z
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#### Is your feature request related to a problem? The problem is in xarray.DataArray.to_dataframe() which uses MultiIndex.from_product() to build the index based on the array coordinates. When an xarray has a MultiIndex as one of the coordinates, from_product is called with a Multiindex as one of the iterable. This raises an exception, as discussed here https://github.com/pydata/xarray/issues/3008 #### Describe the solution you'd like I've implemented a solution in xarray [PR ##4442], this close the issue for xarray. However, the solution could be ported to from_product to allow this method to accept MultiIndex. I'm not sure it is of great interest for the users, but at least the solution exists and is relatively simple. #### API breaking implications none breaking #### Describe alternatives you've considered none
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REF: dataframe formatters/outputs
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11
2020-09-20T21:09:09Z
2020-10-20T23:19:04Z
2020-10-20T23:18:59Z
MEMBER
null
- [ ] closes #xxxx - [x] tests added / passed - [x] passes `black pandas` - [x] passes `git diff upstream/master -u -- "*.py" | flake8 --diff` - [ ] whatsnew entry Partially addresses #36407 This is a continuation of https://github.com/pandas-dev/pandas/pull/36434. - Separated ``StringFormatter`` (or better ``ConsoleFormatter``?) from ``DataFrameFormatter``. Placed it into the new module (subject to discussion). - Used composition of ``DataFrameFormatter`` in ``HTMLFormatter``, ``LatexFormatter``, ``CSVFormatter`` and ``StringFormatter``. It turned out that the inheritance of each of the formatters from the base ``DataFrameFormatter`` was too complicated to comprehend. The composition seems to suit here better. - Created new class ``DataFrameRenderer`` to keep methods for outputs in each of the formats. This is not the ultimate refactoring, but just one more step.
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705,189,170
MDExOlB1bGxSZXF1ZXN0NDg5OTYxMjA3
36,511
CI: troubleshoot segfault
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4
2020-09-20T21:25:49Z
2021-11-20T23:21:19Z
2020-09-21T12:28:24Z
MEMBER
null
I can't reproduce the CI failures locally, so just rolling back a few commits to narrow it down.
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705,233,260
MDU6SXNzdWU3MDUyMzMyNjA=
36,512
DOC: default value for pd.DateOffset() is 24 hours instead of 1 calendar day
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7
2020-09-21T01:43:17Z
2020-10-31T23:00:18Z
2020-10-31T23:00:18Z
CONTRIBUTOR
null
```python >>>pd.__version__ 1.1.1 >>>ts = pd.Timestamp('2011-3-27 00:00:00', tz='Europe/Helsinki') >>>ts + pd.DateOffset(days=1) Timestamp('2011-03-28 00:00:00+0300', tz='Europe/Helsinki') >>>ts + pd.DateOffset() Timestamp('2011-03-28 01:00:00+0300', tz='Europe/Helsinki') >>>ts + pd.DateOffset(hours=24) Timestamp('2011-03-28 01:00:00+0300', tz='Europe/Helsinki') ``` The default action for pd.DateOffset seems to be equal to pd.DateOffset(hours=24) instead of pd.DateOffset(days=1). But the user guide says DateOffset object defaults to 1 calendar day. <img width="611" alt="捕获" src="https://user-images.githubusercontent.com/41546976/93727690-db677480-fbee-11ea-9439-24979ebb85ce.PNG">
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705,239,726
MDU6SXNzdWU3MDUyMzk3MjY=
36,513
BUG: Series.replace does not work as intended when replacing values with None
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3
2020-09-21T02:15:15Z
2020-09-21T16:33:26Z
2020-09-21T16:33:26Z
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 >>> pd.Series([1, 2,2 ,3, 3]) >>> s.replace(2, None) 0 1 1 1 2 1 3 3 4 3 dtype: int64 ``` #### Problem description This should replace all the 2's with None. #### Expected Output ``` 0 1.0 1 NaN 2 NaN 3 3.0 4 3.0 ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : d9fff2792bf16178d4e450fe7384244e50635733 python : 3.7.7.final.0 python-bits : 64 OS : Linux OS-release : 3.10.0-957.el7.x86_64 Version : #1 SMP Thu Nov 8 23:39:32 UTC 2018 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.0 numpy : 1.18.5 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 49.1.0.post20200710 Cython : 0.29.20 pytest : 5.4.3 hypothesis : 5.18.3 sphinx : 3.1.2 blosc : None feather : None xlsxwriter : 1.2.9 lxml.etree : 4.5.1 html5lib : 1.1 pymysql : 0.10.1 psycopg2 : None jinja2 : 2.11.2 IPython : 7.16.1 pandas_datareader: None bs4 : 4.9.1 bottleneck : 1.3.2 fsspec : 0.7.4 fastparquet : None gcsfs : None matplotlib : 3.2.2 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.4 pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.4.1 sqlalchemy : 1.3.18 tables : 3.6.1 tabulate : None xarray : None xlrd : 1.2.0 xlwt : 1.3.0 numba : 0.50.1 </details>
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36,514
CI/CLN: update travis
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5
2020-09-21T02:55:11Z
2020-10-03T05:41:40Z
2020-09-24T14:58:54Z
MEMBER
null
update and cleanup Travis closes #36601
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705,253,577
MDExOlB1bGxSZXF1ZXN0NDkwMDEwOTUx
36,515
Update outdated instructions in scripts/generate_pip_deps_from_conda.py
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2020-09-21T03:14:37Z
2020-09-21T04:28:19Z
2020-09-21T04:28:13Z
CONTRIBUTOR
null
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705,271,026
MDExOlB1bGxSZXF1ZXN0NDkwMDI1MTMy
36,516
DOC: Correct inconsistent description on default DateOffset setting
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21
2020-09-21T04:20:50Z
2020-10-31T23:50:19Z
2020-10-31T23:00:19Z
CONTRIBUTOR
null
correct inconsistent doc description on default DateOffset setting - [x] closes #36512
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