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912,031,756
MDExOlB1bGxSZXF1ZXN0NjYyMjM3NTQ2
41,820
Move deprecation whatsnew to 1.3
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4
"2021-06-05T00:14:04Z"
"2021-06-06T08:18:59Z"
"2021-06-05T01:42:59Z"
MEMBER
null
cc @simonjayhawkins
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912,041,109
MDExOlB1bGxSZXF1ZXN0NjYyMjQ1OTI2
41,821
BUG: wrong exception when slicing on TimedeltaIndex
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3
"2021-06-05T00:45:07Z"
"2021-06-17T18:51:07Z"
"2021-06-17T17:48:14Z"
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry inching towards sharing _maybe_cast_slice_bound between DTI/PI/TDI
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912,089,647
MDExOlB1bGxSZXF1ZXN0NjYyMjg4MzM4
41,822
DOC: Whatsnew1.3 grammar
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1
"2021-06-05T03:50:57Z"
"2021-06-07T20:23:38Z"
"2021-06-07T16:45:25Z"
MEMBER
null
- [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them This contains the non-controversial edits (in my opinion) from #41747, but is almost all grammar edits.
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912,106,294
MDU6SXNzdWU5MTIxMDYyOTQ=
41,823
BUG: MultiIndex.unique incorrect when NA value is present
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3
"2021-06-05T05:13:47Z"
"2021-06-18T06:54:35Z"
"2021-06-18T04:39:27Z"
MEMBER
null
drop_duplicates looks right, while unique (and _get_unique_index) keep a duplicate entry containing an NA value. Example based on test_intersection_with_missing_values_on_both_sides. The analogous problem crops up for every entry in nulls_fixture ``` nulls_fixture = np.nan mi1 = pd.MultiIndex.from_arrays([[3, nulls_fixture, 4, nulls_fixture], [1, 2, 4, 2]]) >>> mi1.unique() MultiIndex([(3.0, 1), (nan, 2), (4.0, 4), (nan, 2)], ) >>> mi1.drop_duplicates() MultiIndex([(3.0, 1), (nan, 2), (4.0, 4)], ) ```
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912,109,064
MDExOlB1bGxSZXF1ZXN0NjYyMzA0NjY4
41,824
REF: de-duplicate Index._intersection + MultiIndex._intersection
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0
"2021-06-05T05:31:30Z"
"2021-06-08T23:20:49Z"
"2021-06-08T23:16:54Z"
MEMBER
null
With a bit more work I think we can further de-duplicate these methods.
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REF: share wrapping in MultiIndex setops
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If we can push _wrap_mi_setop_result further down into wrap_setop_result (not at all trivial bc different setops have different desired behavior on empty results) then we can share most of the rest of the MultiIndex setops code. This PR changes the levels in the result of an empty .difference: ``` mi = pd.MultiIndex.from_product([range(3), ["a", "b"]]) mi2 = mi.repeat(2) >>> mi.difference(mi2) MultiIndex([], ) >>> mi.difference(mi2).levels FrozenList([[], []]) # <-- master FrozenList([[0, 1, 2], ['a', 'b']]) # <-- PR ``` I think this makes more sense, as a .difference should always be dtype-preserving, which for MultiIndex corresponds to levels-preserving. In both the PR and in master, .intersection is levels-preserving when the intersection is empty, but it is less obvious to me that this is desirable. In particular, it is mutually exclusive with .intersection being commutative. cc @phofl?
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ENH: Allow different senses of "distance" for method=nearest indexing
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#### Is your feature request related to a problem? `Index.get_loc` with the method keyword has been quite useful for me, but I often find myself using data (e.g. atmospheric pressure levels) where the truest sense of the word 'nearest' is actually the closest value in log(p), not the normal number line. #### Describe the solution you'd like My first thought was to simply request a "log_nearest" option to the method parameter, but I think it is easier to get much more functionality essentially "for free" with a different construction: Index.get_loc (and subsequently Index._get_nearest_indexer) could accept a parameter (Let's call it "pre", but I think there are certainly better options I haven't thought of) which is a ufunc of one variable, and apply that to the target values and left and right indexed values before calculating their distances. e.g.: ```python >>> idx = pd.Index([10, 0.1, 0.01]) >>> idx.get_loc(2.0, method='nearest') 1 >>> idx.get_loc(2.0, method='nearest', pre=np.log) 0 ``` #### API breaking implications This should not affect any existing usages of the API #### Describe alternatives you've considered An alternative solution to my specific problem is to store the index in the log-space version, but this is considerably less human-readable in general. #### Additional context Besides changing the signatures and documentation, I believe this change can primarily be implemented with edits to this section of the indexing code https://github.com/pandas-dev/pandas/blob/2cb96529396d93b46abab7bbc73a208e708c642e/pandas/core/indexes/base.py#L3269-L3277 There may also need to be some additional code added to the higher-up functions to produce errors if this parameter is passed when method != "nearest", as I don't believe it makes sense in that context. It is also worth noting that this has the potential to fail (e.g, if a point in the indexer is 0 or negative, the log function will not work). Pandas may want to trap those errors and report them differently, but a garbage-in-garbage-out disclaimer may be helpful in general
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BUG: DataFrame `isin` function randomly selects values (instead of using them all) when on Intel CPU and input is a torch Tensor
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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. --- #### Code Sample, a copy-pastable example ```python from typing import Tuple import numpy as np from pandas import DataFrame from torch.tensor import Tensor from torchvision import transforms, datasets import torch def __loadMNISTData() -> Tuple[DataFrame, DataFrame]: trans = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (1.0,))]) # if not exist, download mnist dataset trainSet = datasets.MNIST("data", train=True, transform=trans, download=True) testSet = datasets.MNIST("data", train=False, transform=trans, download=True) # Scale pixel intensities to [-1, 1] xTrain: Tensor = trainSet.train_data xTrain = 2 * (xTrain.float() / 255.0) - 1 # list of 2D images to 1D pixel intensities xTrain = xTrain.flatten(1, 2).numpy() yTrain = trainSet.train_labels.numpy() # Scale pixel intensities to [-1, 1] xtest: Tensor = testSet.test_data.clone().detach() xtest = 2 * (xtest.float() / 255.0) - 1 # list of 2D images to 1D pixel intensities xTest: np.ndarray = xtest.flatten(1, 2).numpy() yTest: np.ndarray = testSet.test_labels.numpy() trainDataframe = DataFrame(zip(xTrain, yTrain)) testDataframe = DataFrame(zip(xTest, yTest)) trainDataframe.columns = testDataframe.columns = ["data", "labels"] return trainDataframe, testDataframe def _filterDataByLabel( labels: Tensor, trainDataframe: DataFrame, testDataframe: DataFrame ) -> Tuple[DataFrame, DataFrame]: print("\nEntering _filterDataByLabel()") print(f"labels: {labels}") print(f"Lengths: {len(trainDataframe)}, {len(testDataframe)}") trainDataframe = trainDataframe[trainDataframe["labels"].isin(labels)] testDataframe = testDataframe[testDataframe["labels"].isin(labels)] print(f"Lengths: {len(trainDataframe)}, {len(testDataframe)}") print(f"Unique values: {trainDataframe['labels'].unique()}") print("Exiting _filterDataByLabel()\n") return trainDataframe, testDataframe data = __loadMNISTData() labels = torch.tensor(range(10)) trainDataframe, testDataframe = self._filterDataByLabel(labels, *data) ``` #### Problem description So for some reason, the labels that are passed into the `isin` function, aren't the same as the unique values. E.g. I'll put 0-9 in and get back a random amount each time even though I set the seeds for python, np, torch and cuda. If I change labels from a Tensor into a list then this no longer happens. The weirdest part is that this doesn't happen on my AMD Ryzen 5600x but it does happen on 6th and 8th gen Intel i7 laptop CPUs. #### Expected Output The unique values should always be the same as the labels going in even if it's a tensor and no matter what CPU is used. #### Output of ``pd.show_versions()`` These are the details from my laptop containing the 8th gen i7 cpu <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.8.8.final.0 python-bits : 64 OS : Linux OS-release : 5.11.0-17-generic Version : #18-Ubuntu SMP Thu May 6 20:10:11 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_GB.UTF-8 LOCALE : en_GB.UTF-8 pandas : 1.2.4 numpy : 1.19.4 pytz : 2021.1 dateutil : 2.8.1 pip : 21.0.1 setuptools : 52.0.0.post20210125 Cython : 0.29.23 pytest : 6.2.3 hypothesis : None sphinx : 4.0.1 blosc : None feather : None xlsxwriter : 1.3.8 lxml.etree : 4.6.3 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : 2.11.3 IPython : 7.22.0 pandas_datareader: None bs4 : 4.9.3 bottleneck : 1.3.2 fsspec : 0.9.0 fastparquet : None gcsfs : None matplotlib : 3.3.2 numexpr : 2.7.3 odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : 1.4.15 tables : 3.6.1 tabulate : None xarray : None xlrd : 2.0.1 xlwt : 1.3.0 numba : 0.53.1 None </details>
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ENH: retain attrs when concat dataframes
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"2021-06-06T11:28:24Z"
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#### Is your feature request related to a problem? I wish the attrs could be retained when concat data frames. ``` d = {'col1': [1, 2], 'col2': [3, 4]} df1 = pd.DataFrame(data=d) df1.attrs = {1:1} df2 = pd.DataFrame(data=d) df2.attrs = {1:1} pd.concat([df1, df2]).attrs {} ``` #### Describe the solution you'd like ``` d = {'col1': [1, 2], 'col2': [3, 4]} df1 = pd.DataFrame(data=d) df1.attrs = {1:1} df2 = pd.DataFrame(data=d) df2.attrs = {1:1} pd.concat([df1, df2]).attrs {1: 1} ``` #### API breaking implications N/A #### Describe alternatives you've considered N/A
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CI: Re-enable Circle CI
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5
"2021-06-05T17:38:50Z"
"2021-09-16T22:43:35Z"
"2021-09-16T22:37:50Z"
MEMBER
null
I contacted CircleCI to check if they could be interested in sponsoring our ARM builds. Will update if I hear from them. For now looks like we're getting the 2,500 credits that @lithomas1 mentioned (not the 400,000 for open source projects for Linux builds). So, not much we can do with those. I updated this PR so we don't add the CircleCI build, but still, it has everything else so the build passes when it can be added wherever. Only thing is that we now need to disable Circle CI, so the build doesn't fail after we remove the configuration. But only an admin of the pandas-dev organization can do it. @jreback do you mind going to https://app.circleci.com/settings/project/github/pandas-dev/pandas?return-to=https%3A%2F%2Fapp.circleci.com%2Fpipelines%2Fgithub%2Fpandas-dev%2Fpandas%2F30%2Fworkflows%2Ff9a6db17-510a-4eaf-a10c-b3a800e0a6c4%2Fjobs%2F30872 and clickig on "Stop builds" please? _Originally posted by @datapythonista in https://github.com/pandas-dev/pandas/issues/41739#issuecomment-852446796_ We should re-enable Circle CI if we receive the Circle CI credits. cc @datapythonista for updates on this
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0
"2021-06-05T18:50:56Z"
"2021-06-11T14:52:26Z"
"2021-06-11T11:17:36Z"
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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BUG: IntervalIndex([np.nan, np.nan]).is_monotonic returns True
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1
"2021-06-05T19:24:41Z"
"2021-06-10T15:52:25Z"
"2021-06-10T15:52:25Z"
MEMBER
null
I'm pretty sure this is related to other questionable behavior: ``` index = pd.IntervalIndex([np.nan, np.nan]) other = pd.IntervalIndex([np.nan]) In [4]: index.is_monotonic # should be False Out[4]: True In [5]: index._index_as_unique # should be False Out[5]: True In [6]: index.get_indexer_for(other) # shouldn't raise InvalidIndexError: Reindexing only valid with uniquely valued Index objects ```
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REF: de-duplicate IntervalIndex setops
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"2021-06-08T23:17:19Z"
"2021-06-08T23:15:30Z"
MEMBER
null
I expect we'll be able to get rid of the last ones once #41831 is fixed
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REF: de-duplicate symmetric_difference, _union
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7
"2021-06-05T19:53:54Z"
"2021-06-25T20:40:38Z"
"2021-06-09T12:19:04Z"
MEMBER
null
Also fixes buglet in CategoricalIndex.equals(MultiIndex)
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41,834
BUG: Odd timezone offset change with old datetimes with tz_convert
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"2021-08-21T02:15:44Z"
"2021-08-21T02:15:38Z"
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. --- **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 [ pd.to_datetime(["1900-01-01"]).tz_localize("UTC").tz_convert("Australia/Broken_Hill"), pd.to_datetime(["1900-01-01"]).tz_localize("UTC").tz_convert("Pacific/Marquesas"), pd.to_datetime(["2000-01-01"]).tz_localize("UTC").tz_convert("Pacific/Marquesas"), pd.to_datetime(["2000-01-01"]).tz_localize("UTC").tz_convert("Australia/Broken_Hill"), pd.to_datetime(["1900-01-01"]).tz_localize("UTC").tz_convert("Etc/GMT-9"), pd.to_datetime(["2000-01-01"]).tz_localize("UTC").tz_convert("Etc/GMT-9"), ] ``` Returns: ``` [DatetimeIndex(['1900-01-01 09:26:00+09:26'], dtype='datetime64[ns, Australia/Broken_Hill]', freq=None), DatetimeIndex(['1899-12-31 14:42:00-09:18'], dtype='datetime64[ns, Pacific/Marquesas]', freq=None), DatetimeIndex(['1999-12-31 14:30:00-09:30'], dtype='datetime64[ns, Pacific/Marquesas]', freq=None), DatetimeIndex(['2000-01-01 10:30:00+10:30'], dtype='datetime64[ns, Australia/Broken_Hill]', freq=None), DatetimeIndex(['1900-01-01 09:00:00+09:00'], dtype='datetime64[ns, Etc/GMT-9]', freq=None), DatetimeIndex(['2000-01-01 09:00:00+09:00'], dtype='datetime64[ns, Etc/GMT-9]', freq=None)] ``` #### Problem description Timezone offset seems to change when it shouldn't? I'm not 100% this is not the correct behavior but it seems odd. I hope this is known behavior and not something esoteric. #### Expected Output Probably this: ``` [DatetimeIndex(['1900-01-01 10:30:00+10:30'], dtype='datetime64[ns, Australia/Broken_Hill]', freq=None), DatetimeIndex(['1899-12-31 14:30:00-09:30'], dtype='datetime64[ns, Pacific/Marquesas]', freq=None), DatetimeIndex(['1999-12-31 14:30:00-09:30'], dtype='datetime64[ns, Pacific/Marquesas]', freq=None), DatetimeIndex(['2000-01-01 10:30:00+10:30'], dtype='datetime64[ns, Australia/Broken_Hill]', freq=None), DatetimeIndex(['1900-01-01 09:00:00+09:00'], dtype='datetime64[ns, Etc/GMT-9]', freq=None), DatetimeIndex(['2000-01-01 09:00:00+09:00'], dtype='datetime64[ns, Etc/GMT-9]', freq=None)] ``` I'm not sure these timezones even existed then so this might be an invalid calculation. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.7.0.final.0 python-bits : 64 OS : Linux OS-release : 5.4.0-73-lowlatency Version : #82-Ubuntu SMP PREEMPT Wed Apr 14 19:19:50 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.2.4 numpy : 1.19.1 pytz : 2020.5 dateutil : 2.8.1 pip : 20.2.3 setuptools : 50.3.0.post20201006 Cython : None pytest : 6.2.1 hypothesis : None sphinx : 2.4.4 blosc : None feather : None xlsxwriter : None lxml.etree : 4.6.2 html5lib : None pymysql : None psycopg2 : 2.8.6 (dt dec pq3 ext lo64) jinja2 : 2.11.2 IPython : 7.18.1 pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.1 numexpr : None odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : 1.0.1 pyxlsb : None s3fs : None scipy : 1.5.2 sqlalchemy : 1.3.19 tables : None tabulate : 0.8.7 xarray : None xlrd : 2.0.1 xlwt : None numba : None </details>
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Backport PR #41806 on branch 1.2.x"
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"2021-06-06T08:14:48Z"
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CONTRIBUTOR
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Backport PR #41806
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_libs.hashtable.ismember incorrect with tuples containing nan
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"2021-06-16T22:15:36Z"
MEMBER
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It looks like the equality check being done on tuples is checking NA values for identity, so separately instantiated `float("nan")` objects aren't considered matching. ``` from pandas.core.algorithms import isin values = [("a", float("nan")), ("b", 1)] comps = [("a", float("nan"))] alt = ("a", values[0][1]) >>> isin(values, comps) array([False, False]) >>> isin(values, [alt]) array([ True, False]) ``` cc @realead
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ENH: DataFrame.to_expr() method
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#### Is your feature request related to a problem? I would like to write some unit tests for my Pandas code. I want to test that some `DataFrame` is equal to an expected value. The expected value is complicated and I would like an easy way to get the Python code to construct it. My program already computes the expected `DataFrame` value but I need a way to serialize/deserialize it for use in my test code. [Here is a StackOverflow question with more detail](https://stackoverflow.com/questions/67845199/how-can-i-get-a-repr-of-a-dataframe-that-is-a-valid-python-expression). #### Describe the solution you'd like I would like there to be a `DataFrame.to_expr()` method. It should return a `str` containing valid Python code that can be used to re-construct the `DataFrame`. To the greatest extent possible, it should be true that `pd.testing.assert_frame_equal(df1, eval(df2.to_expr()))` throws an `AssertionError` if and only if `pd.testing.assert_frame_equal(df1, df2)` throws an `AssertionError`. I am using `assert_frame_equal` because it checks column dtypes, whereas `DataFrame.equals()` does not. Concretely, I think the return value of `.to_expr()` should be something like ``` pandas.DataFrame({'column_1': pandas.Series([1, 2, 3], dtype='int64'), 'column_2': pandas.Series([1.0, 2.0, 3.0], dtype='float64')}) ``` Note that on many Python objects, this `.to_expr()` method is called `__repr__()`. [The Python docs state:](https://docs.python.org/3/library/functions.html#repr) > For many types, [`__repr__`] makes an attempt to return a string that would yield an object with the same value when passed to `eval()`... However, `DataFrame.__repr__` is already defined to print a different representation (which **is** arguably more useful in an interactive environment). #### API breaking implications This is a backwards-compatible change. #### Describe alternatives you've considered I've used `DataFrame.to_dict()` and `DataFrame.from_dict()` for this purpose in the past. However, this doesn't preserve the type, and so it doesn't work if you're working with an empty `DataFrame`. I also worry that `from_dict` will sometimes fail to infer the original type even for non-empty `DataFrame`s.
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41,838
ENH: Using transparentpath in read_csv
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"2021-06-06T08:41:07Z"
"2021-08-21T02:19:13Z"
"2021-08-21T02:19:12Z"
NONE
null
Hi Guys, First of all, Thanks for your work! I wish I could use pandas with transparentpath in read_csv function. In short, transparentpath can contain gscfs paths and local paths. for more information see [this example](https://towardsdatascience.com/transparentpath-a-python-package-to-manage-paths-on-google-cloud-storage-ae25a15a44d5) Thanks, Michael
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DOC: Input/Output page contains only input functions
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"2021-06-06T16:36:13Z"
"2021-06-16T23:07:45Z"
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CONTRIBUTOR
null
#### Location of the documentation https://pandas.pydata.org/pandas-docs/dev/reference/io.html#html #### Documentation problem The title is Input/Output but all linked methods are `read_xyz()`, and there is little if any reference to any `write_xyz()` or `to_xyzz methods. #### Suggested fix for documentation Perform a review and enure all input/output methods are referenced on the page.
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doc: add highlight_quantile to style.rst
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"2021-06-07T16:51:33Z"
"2021-06-07T16:42:35Z"
CONTRIBUTOR
null
oversight when adding the method.
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"2021-06-11T03:02:49Z"
"2021-06-11T03:02:35Z"
CONTRIBUTOR
null
This adds the suggested changes from closed pull request (#38627): https://github.com/pandas-dev/pandas/pull/39091/files/80819f65402e46caa29ff7192b34d43f91c1a0ee After updated commit. - remove noqa - change line back to single quotes - rename `df1` to `reversed_df` - add reference to `FixedForwardWindowIndexer` - remove repeated `df` initialization in code example - rename `df2` to `reversed_df` - move code example - [x] closes #38627 - [ ] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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BUG: `tseries.offsets.MonthEnd` is leaving out full 24h of period
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"2021-06-06T22:58:01Z"
"2021-06-15T12:30:09Z"
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#### Code Sample, a copy-pastable example ```python >>> pd.Timestamp('2021-05-20') + pd.tseries.offsets.MonthEnd Timestamp('2021-05-31 00:00:00') ``` `MonthEnd` gets me the first second of the last day, while I was expecting the last second of the last day of month (`Timestamp('2021-05-31 23:59:59.99999999')`). This yields strange consequences as showed below. #### A consequence of unexpected behavior When using `df.resample('M').ffill()` to get the last known value for a month, data for the last 24h of a month are ignored. ```python >>> df=pd.DataFrame({'val': { pd.Timestamp('2021-03-24 12:03:00'): 1.0, pd.Timestamp('2021-03-31 12:00:00'): 1001.0, pd.Timestamp('2021-04-28 12:03:00'): 1.0, pd.Timestamp('2021-04-30 23:59:00'): 1002.0, pd.Timestamp('2021-05-30 00:00:01'): 1.0, pd.Timestamp('2021-05-31 12:00:00'): 1003.0 }}) >>> df val 2021-03-24 12:03:00 1.0 2021-03-31 12:00:00 1001.0 2021-04-28 12:03:00 1.0 2021-04-30 23:59:00 1002.0 2021-05-30 00:00:01 1.0 2021-05-31 12:00:00 1003.0 >>> df.resample('M').ffill() val 2021-03-31 1.0 2021-04-30 1.0 2021-05-31 1.0 ``` The expected behavior for the `ffill` operation is >1000 for all `MonthEnd`. On the other hand, a `sum` operation works as expected: ```python >>> df.resample('M').sum() val 2021-03-31 1002.0 2021-04-30 1003.0 2021-05-31 1004.0 ``` #### Output of ``pd.show_versions()`` <details> ``` INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.8.2.final.0 python-bits : 64 OS : Darwin OS-release : 20.5.0 Version : Darwin Kernel Version 20.5.0: Sat May 8 05:10:33 PDT 2021; root:xnu-7195.121.3~9/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : None LOCALE : en_US.UTF-8 pandas : 1.2.4 numpy : 1.20.1 pytz : 2021.1 dateutil : 2.8.1 pip : 21.1 setuptools : 41.2.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.6.3 html5lib : None pymysql : 1.0.2 psycopg2 : None jinja2 : 2.11.3 IPython : 7.20.0 pandas_datareader: 0.9.0 bs4 : 4.9.3 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.4 numexpr : None odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : 3.0.0 pyxlsb : None s3fs : None scipy : 1.6.1 sqlalchemy : 1.3.23 tables : None tabulate : None xarray : None xlrd : 2.0.1 xlwt : None numba : 0.53.1 ``` </details>
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"2021-06-16T23:08:03Z"
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CONTRIBUTOR
null
- [x] closes #41839 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry Screenshot below for updated docs <img width="558" alt="Screen Shot 2021-06-06 at 7 03 23 PM" src="https://user-images.githubusercontent.com/59709552/120942916-e53bf400-c6f9-11eb-96bc-d16dc852f45c.png">
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CONTRIBUTOR
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Minor changes only in docstrings: capitalisation, hyphenation, "indexes" -> "indices", typos. - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry Apologies for not testing, as the changes are minor and only affect docstrings. No `whatsnew` entry either because minor.
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- [ ] closes #xxxx - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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BUG: Unable to create DateOffset from two dates
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CONTRIBUTOR
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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 I'm trying to replicate the behaviour of `dateutil.relativedelta.relativedelta` using pandas `DateOffset`. With regular Python + dateutil, I would do this: ```python In [1]: from datetime import date In [2]: from dateutil.relativedelta import relativedelta In [3]: date_of_birth = date(1992, 1, 1) In [4]: today = date(2021, 6, 7) In [5]: relativedelta(today, date_of_birth) Out[5]: relativedelta(years=+29, months=+5, days=+6) ``` However, when I try to do the same with `DateOffset`, I get an error: ``` python In [1]: import pandas as pd In [2]: df = pd.DataFrame({'date_of_birth': pd.to_datetime(['1992-01-01', '1994-03-18']), 'today': date.today()}) In [3]: df Out[3]: date_of_birth today 0 1992-01-01 2021-06-07 1 1994-03-18 2021-06-07 In [4]: pd.tseries.offsets.DateOffset(df['today'], df['date_of_birth']) --------------------------------------------------------------------------- TypeError Traceback (most recent call last) pandas\_libs\tslibs\offsets.pyx in pandas._libs.tslibs.offsets.BaseOffset._validate_n() c:\users\dwales\.local\pipx\venvs\jupyterlab\lib\site-packages\pandas\core\series.py in wrapper(self) 140 return converter(self.iloc[0]) --> 141 raise TypeError(f"cannot convert the series to {converter}") 142 TypeError: cannot convert the series to <class 'int'> During handling of the above exception, another exception occurred: TypeError Traceback (most recent call last) <ipython-input-36-429217dd8eab> in <module> ----> 1 pd.tseries.offsets.DateOffset(df['today'], df['date_of_birth']) pandas\_libs\tslibs\offsets.pyx in pandas._libs.tslibs.offsets.RelativeDeltaOffset.__init__() pandas\_libs\tslibs\offsets.pyx in pandas._libs.tslibs.offsets.BaseOffset.__init__() pandas\_libs\tslibs\offsets.pyx in pandas._libs.tslibs.offsets.BaseOffset._validate_n() TypeError: `n` argument must be an integer, got <class 'pandas.core.series.Series'> ``` #### Problem description This is confusing to me, because the docs for `DateOffset` say: > Works exactly like relativedelta in terms of the keyword args you pass in I'm guessing the issue is that [`relativedelta` has two distinct modes of operation](https://dateutil.readthedocs.io/en/latest/relativedelta.html). The first mode expects two datetime or date instances as positional arguments, and returns a `relativedelta` between them. The second mode expects relative years, months, days, etc as keyword arguments and allows you to manually construct a required `relativedelta`. So far as I can tell, `DateOffset` operates similarly to the second (keyword argument) mode of `relativedelta`. However, I can't find anything in pandas which operates like the first (positional argument) mode. #### Expected Output ``` python In [3]: df Out[3]: date_of_birth today 0 1992-01-01 2021-06-07 1 1994-03-18 2021-06-07 In [4]: pd.tseries.offsets.DateOffset(df['today'], df['date_of_birth']) Out[4]: 0 <DateOffset: days=6, months=5, years=29> 1 <DateOffset: days=20, months=2, years=27> dtype: object ``` #### Workaround ``` python In [5]: df.apply(lambda df: relativedelta(df['today'], df['date_of_birth']), axis=1) Out[5]: 0 relativedelta(years=+29, months=+5, days=+6) 1 relativedelta(years=+27, months=+2, days=+20) dtype: object ``` If you have `NaT` values in your data, you will need to handle them: ``` python df.apply(lambda df: relativedelta(df['today'], df['date_of_birth']) if (pd.notna(df['today']) & pd.notna(df['date_of_birth'])) else pd.NaT, axis=1) ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.9.0.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 : English_Australia.1252 pandas : 1.2.4 numpy : 1.19.4 pytz : 2020.4 dateutil : 2.8.1 pip : 21.1.2 setuptools : 57.0.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : 7.19.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.4.2 numexpr : None odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : 4.0.1 pyxlsb : None s3fs : None scipy : None sqlalchemy : 1.4.17 tables : None tabulate : None xarray : None xlrd : 2.0.1 xlwt : None numba : None </details>
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ENH: Specify how pandas infers dtype on objects
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Hello there #### Is your feature request related to a problem? [this should provide a description of what the problem is, e.g. "I wish I could use pandas to do [...]"] Context : I am creating a package to handle physical units (yes, another one), and I started working on the pandas interface implementation. I looked into pandas extension page, as well as what `pint` did with `pint-pandas`. I am pretty satisfied with the result, except for one thing : When creating pandas objects (Series of DataFrame), I have to explicitly specify what dtype (using my DtypeExtension for my "Quantity" class) pandas should use to cast my Quantity object to the correspond QuantityArrayExtension. Categorical objects kinda exhibit the same problem : ```python # create indeed a Categorical dtype s = pd.Series(["a", "b", "c", "a"], dtype="category") # use "object" as dtype pd.Series(["a", "b", "c", "a"]) from physipy import m # import the "meter" object from physipy import QuantityDtype # import the DtypeExtension for Quantity object # create indeed a QuantityDtype serie s = pd.Series([1, 2, 3]*m, dtype=DtypeExtension) # casts into integers, dropping the "unit" (because bypasses my object by accessing its "array" value directly pd.Series([1, 2, 3]*m) ``` Now, I understand that for the Categorical example, it is not obvious what kind of dtype pandas should use, but for my custom class, I would like to be able to tell pandas how to behave. #### Describe the solution you'd like I would expect some interface like this : ```python import pandas as pd from physipy import Quantity, QuantityDtype # tell pandas to use QuantityDtype when a Quantity object is passed pd.dtype_lut[Quantity] = QuantityDtype # then a series can be created directly my_quantity_object = [1, 2, 3]*m # this is a Quantity object s = pd.Series(my_quantity_object)) # note the absence of dtype specification ``` Here, pandas admits it doesn't know the passed object's type, and so check in its `dtype_lut` if a corresponding dtype is set. Another interface would be to add a method, pandas-specifically named, to Quantity that does this look-up table : ```python # into my Quantity object class Quantity: .... def pd_dtype(self): return QuantityDtype ``` so that when pandas encounters an unknown object type, it first tries to get its Dtype using "obj.pd_type()" Cheers
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⬆️ UPGRADE: Autoupdate pre-commit config
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DOC: sync doc/source/whatsnew/v1.2.5.rst with master
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DOC: remove versionadded/changed:: 0.24
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1
"2021-06-07T11:31:06Z"
"2021-06-09T10:33:33Z"
"2021-06-08T20:50:15Z"
MEMBER
null
release Jan 25, 2019 https://github.com/pandas-dev/pandas/releases/tag/v0.24.0
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913,487,621
MDExOlB1bGxSZXF1ZXN0NjYzNTEyNDIw
41,852
DOC/CLN versionadded etc for 1.3 -> 1.3.0
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"2021-06-08T12:16:28Z"
"2021-06-08T12:16:23Z"
MEMBER
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913,659,822
MDExOlB1bGxSZXF1ZXN0NjYzNjU4Mjkw
41,853
REF: split out grouped masked cummin/max algo
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3
"2021-06-07T15:10:59Z"
"2021-06-09T18:26:34Z"
"2021-06-09T18:17:56Z"
MEMBER
null
No user-facing change here, but I think makes logic clearer and future changes easier to understand Benchmarks look unaffected: <details> ``` before after ratio [3f67dc33] [51f8f9c8] <master> <masked_cummin_ref> 17.0±2ms 16.3±2ms 0.96 groupby.CumminMax.time_frame_transform('Float64', 'cummax') 17.7±2ms 18.4±2ms 1.04 groupby.CumminMax.time_frame_transform('Float64', 'cummin') 20.8±3ms 16.9±0.3ms ~0.81 groupby.CumminMax.time_frame_transform('Int64', 'cummax') 20.7±3ms 18.2±3ms ~0.88 groupby.CumminMax.time_frame_transform('Int64', 'cummin') 15.7±2ms 13.0±0.3ms ~0.83 groupby.CumminMax.time_frame_transform('float64', 'cummax') 15.5±0.7ms 13.6±0.7ms ~0.88 groupby.CumminMax.time_frame_transform('float64', 'cummin') 29.8±0.7ms 28.0±0.4ms 0.94 groupby.CumminMax.time_frame_transform('int64', 'cummax') 29.9±1ms 30.0±2ms 1.00 groupby.CumminMax.time_frame_transform('int64', 'cummin') 19.2±2ms 16.9±3ms ~0.88 groupby.CumminMax.time_frame_transform_many_nulls('Float64', 'cummax') 22.6±2ms 15.6±2ms ~0.69 groupby.CumminMax.time_frame_transform_many_nulls('Float64', 'cummin') 15.7±3ms 19.3±3ms ~1.23 groupby.CumminMax.time_frame_transform_many_nulls('Int64', 'cummax') 19.5±2ms 14.7±1ms ~0.75 groupby.CumminMax.time_frame_transform_many_nulls('Int64', 'cummin') 14.5±2ms 11.4±0.8ms ~0.79 groupby.CumminMax.time_frame_transform_many_nulls('float64', 'cummax') 13.2±1ms 12.4±0.2ms 0.94 groupby.CumminMax.time_frame_transform_many_nulls('float64', 'cummin') 14.2±1ms 13.1±0.1ms 0.92 groupby.CumminMax.time_frame_transform_many_nulls('int64', 'cummax') 14.1±0.5ms 13.4±0.4ms 0.95 groupby.CumminMax.time_frame_transform_many_nulls('int64', 'cummin') ``` </details>
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913,687,725
MDExOlB1bGxSZXF1ZXN0NjYzNjgyMzU2
41,854
BUG/ENH: group cummin/max handle skipna
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5
"2021-06-07T15:38:49Z"
"2021-07-31T01:25:41Z"
"2021-07-31T00:58:17Z"
MEMBER
null
- [x] xref #34047 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry Built on #41853 Previously `skipna` was just ignored, so there was a behavior difference between cummin/max and other cumulative functions eg ``` >>> df = pd.DataFrame({"a": [1, np.nan, 1]}) >>> df.groupby([1, 1, 1]).cumsum(skipna=False) a 0 1.0 1 NaN 2 NaN >>> df.groupby([1, 1, 1]).cummax(skipna=False) a 0 1.0 1 NaN 2 1.0 ``` Benchmarks unaffected: <details> ``` before after ratio [3f67dc33] [3c869ce4] <master> <group_cummin_max_skipna> 21.9±1ms 21.1±2ms 0.96 groupby.CumminMax.time_frame_transform('Float64', 'cummax') 22.8±2ms 23.4±2ms 1.02 groupby.CumminMax.time_frame_transform('Float64', 'cummin') 19.3±4ms 18.1±1ms 0.94 groupby.CumminMax.time_frame_transform('Int64', 'cummax') 26.3±2ms 22.2±3ms ~0.84 groupby.CumminMax.time_frame_transform('Int64', 'cummin') 19.7±0.7ms 13.7±1ms ~0.70 groupby.CumminMax.time_frame_transform('float64', 'cummax') 16.4±1ms 13.9±0.2ms ~0.84 groupby.CumminMax.time_frame_transform('float64', 'cummin') 34.6±3ms 31.1±4ms ~0.90 groupby.CumminMax.time_frame_transform('int64', 'cummax') 30.5±0.6ms 29.1±0.4ms 0.95 groupby.CumminMax.time_frame_transform('int64', 'cummin') 23.3±2ms 21.0±3ms ~0.90 groupby.CumminMax.time_frame_transform_many_nulls('Float64', 'cummax') 21.1±3ms 21.3±3ms 1.01 groupby.CumminMax.time_frame_transform_many_nulls('Float64', 'cummin') 21.1±1ms 22.2±2ms 1.06 groupby.CumminMax.time_frame_transform_many_nulls('Int64', 'cummax') 19.7±2ms 20.1±3ms 1.02 groupby.CumminMax.time_frame_transform_many_nulls('Int64', 'cummin') 16.1±0.8ms 13.6±1ms ~0.85 groupby.CumminMax.time_frame_transform_many_nulls('float64', 'cummax') 13.9±1ms 14.0±0.8ms 1.01 groupby.CumminMax.time_frame_transform_many_nulls('float64', 'cummin') 15.8±1ms 14.2±0.2ms ~0.90 groupby.CumminMax.time_frame_transform_many_nulls('int64', 'cummax') 15.0±0.6ms 16.6±0.9ms ~1.11 groupby.CumminMax.time_frame_transform_many_nulls('int64', 'cummin') ``` </details>
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pandas.notnull documentation showing code examples from pandas.notna
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4
"2021-06-07T16:28:36Z"
"2021-07-09T12:19:01Z"
null
NONE
null
The code examples are from the previous page in the documentation. Need examples for using notnull please. Thanks! https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.notnull.html
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API: astype("string") behavior
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"2021-06-07T17:54:45Z"
"2021-08-21T02:21:46Z"
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MEMBER
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in https://github.com/pandas-dev/pandas/pull/39908#issuecomment-855889758 @jorisvandenbossche wrote --- Bringing the "deferred" storage mode lookup for `StringDtype` discussion (originally here: https://github.com/pandas-dev/pandas/pull/39908#discussion_r585573328) in the main thread, and trying to recap. Currently, doing `pd.StringDtype()` (without specifying the storage), will already look up the option. In the default case, you get: ```python >>> pd.StringDtype().storage 'python' ``` which also means that `pandas_dtype()` already "fully initializes" the string dtype: ```python >>> pd.api.types.pandas_dtype("string") string[python] ``` As a consequence, doing `astype("string")` will actually convert the values if your string dtype doesn't match the globab setting: ```python >>> s = pd.Series(['a', 'b'], dtype=pd.StringDtype(storage="pyarrow")) >>> s.dtype string[pyarrow] >>> s.astype("string").dtype string[python] ``` While I think it could make sense for `.astype("string")` to mean: "ensure I have *a* string dtype", and thus don't convert to another storage backend if I already had a string dtype to start with. We do something similar for CategoricalDtype (`"category"` means a categorical dtype with no categories, but `astype("category")` does not remove your categories, it preserves any existing categorical dtype as is). We could still have the `astype("string")` behave in the way I suggest by special casing this in the `astype` implementations (as suggested in https://github.com/pandas-dev/pandas/pull/39908#discussion_r643867763)), but I think that's something we would ideally avoid (any `astype` implementation accepting string dtype values as input would need to handle this case?)
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9
"2021-06-07T19:50:36Z"
"2021-06-09T00:39:38Z"
"2021-06-09T00:32:18Z"
MEMBER
null
- [x] xref #40956 - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry Think a lot more can be squeezed out, so not closing the issue. Initial results: <details> ``` before after ratio [dae5c597] [d60902af] <master> <perf/corr> 69M 69.7M 1.01 stat_ops.Correlation.peakmem_corr_wide('spearman') 1.47±0.02ms 1.60±0.6ms 1.09 stat_ops.Correlation.time_corr('spearman') 690±20μs 629±90μs 0.91 stat_ops.Correlation.time_corr_series('spearman') - 30.4±1ms 13.9±0.4ms 0.46 stat_ops.Correlation.time_corr_wide('spearman') 589±60ms 528±20ms ~0.90 stat_ops.Correlation.time_corr_wide_nans('spearman') 12.0±2ms 9.02±0.9ms ~0.75 stat_ops.Correlation.time_corrwith_cols('spearman') 253±10ms 241±4ms 0.95 stat_ops.Correlation.time_corrwith_rows('spearman') ``` </details> This speedup factor increases the larger the frame since more time gets spent in the ~O(N^2K) algo. With the nogil added, we could also explore using `prange` on the outer loop and exposing some new `kwarg` to allow cython parallelism.
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913,979,853
MDExOlB1bGxSZXF1ZXN0NjYzOTM0OTk0
41,858
BUG: groupby.shift returns different columns when fill_value is specified
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- [x] closes #41556 - [x] closes #26615 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry This fixes the minimal reproducing examples from the original bug report #41556. **With master**, specifying `fill_value` causes the index columns to be returned and to include the `fill_value` in the grouping columns. ``` In [4]: import pandas as pd ...: ...: df = pd.DataFrame({'a': [2, 1, 2, 1], 'b': ['x', 'x', 'y', 'y']}) ...: ...: df.groupby('a').shift(1) Out[4]: b 0 NaN 1 NaN 2 x 3 x In [5]: df.groupby('a').shift(1, fill_value='fill') Out[5]: a b 0 fill fill 1 fill fill 2 2 x 3 1 x ``` **With this PR**, only the value columns are returned in both cases, and the fill is applied correctly. ``` In [1]: import pandas as pd ...: ...: # On master, using fill_value causes the index columns to be returned ...: df = pd.DataFrame({'a': [2, 1, 2, 1], 'b': ['x', 'x', 'y', 'y']}) ...: ...: df.groupby('a').shift(1) Out[1]: b 0 NaN 1 NaN 2 x 3 x In [2]: df.groupby('a').shift(1, fill_value='fill') Out[2]: b 0 fill 1 fill 2 x 3 x ``` On master, if `fill_value=None` then `_get_cythonized_result` was used. But if `fill_value` was specified, then `self.apply` was used, because `_get_cythonized_result` couldn't take the `fill_value`. I've updated `_get_cythonized_result` so it can handle the `fill_value` itself. This means `Groupby.shift` follows the same code path and returns the same structure of output, whether or not `fill_value` is specified. **Test** The bug reported in the original issue should have been caught by an existing test, except that the existing test extracts the values columns ( `[['Z']]` ), before doing its comparison to the expected output. This was hiding the fact that the structure of the result depended on `fill_value` being specified. https://github.com/pandas-dev/pandas/blob/1.2.x/pandas/tests/groupby/test_groupby_shift_diff.py#L52 Removing the extraction of the data column ( `[['Z']]` ) means we now have a test that catches the bug reported in the original issue. (The test fails on master, but passes on this PR).
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- [x] closes #28122 - [x] tests added/passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them The performance regression reported in the original issue was fixed somewhere between 0.25.1 and 1.2.4. This PR just adds an ASV test to monitor for the same regression in the future.
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TST/REF: split out group min/max tests
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Just a move
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Besides avoiding an array allocation, thus avoids the np.asarray call that was one of the main offenders in #41632
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- [x] closes #24860 - [ ] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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MEMBER
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- [x] closes #41831 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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914,237,758
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41,864
Clean up ujson initialization
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"2021-06-08T03:17:34Z"
"2021-06-08T20:48:42Z"
"2021-06-08T20:48:37Z"
MEMBER
null
The way we do this now is a little wonky as we are declaring the C API in the objToJSON file for re-use by JSONToObj; this happens to work because we call the objToJSON initialization function in the main extension module, but it's a bit funky and prone to errors on refactor More background info: https://numpy.org/doc/stable/reference/c-api/array.html#importing-the-api https://stackoverflow.com/a/35362918/621736
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Timezone specification like +HHMM without colon gives incorrect minutes
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"2021-08-21T02:22:08Z"
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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 # good: # Australia/Adelaide print(pd.Timestamp(0, tz="+09:30")) # 1970-01-01 09:30:00+09:30 # Asia/Kathmandu print(pd.Timestamp(0, tz="+05:45")) # 1970-01-01 05:45:00+05:45 # bad: print(pd.Timestamp(0, tz="+0930")) # 1970-01-01 09:00:00+09:00 print(pd.Timestamp(0, tz="+0545")) # 1970-01-01 05:05:00+05:05 # bonus: # pd.Timestamp(0, tz="+09") # ValueError: invalid literal for int() with base 10: '+' pd.show_versions() ``` #### Problem description A timezone specified as an explicit offset without a colon (`[+-]HHMM`) is passed incorrectly through args like `Timestamp(tz=...)` and functions like `tz_localize`. In particular, it looks like the code assumes that any string that starts with `+` or `-` will be formatted like `[+-]HH:MM` without validation (and similarly `UTC[+-]HH:MM`): https://github.com/pandas-dev/pandas/blob/dae5c5972aa539dcd5ba633e8d56735d61cfe7ae/pandas/_libs/tslibs/timezones.pyx#L125-L132 A timezone offset without a colon is apparently valid in ISO8601 https://en.wikipedia.org/wiki/ISO_8601#Time_offsets_from_UTC (it is not valid RFC3339, which requires a colon). `+HH` is also valid ISO8601, and that results in an exception (see "bonus" section in the example). The lack of validation this also allows weird and wacky specifications, like `+09%30abcdef1234`, equivalent to `+09:30`. #### Expected Output The "bad" section should have the same output as the "good" section in the example, with the timezone passed through without losing the minutes details. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.8.7.final.0 python-bits : 64 OS : Darwin OS-release : 20.2.0 Version : Darwin Kernel Version 20.2.0: Wed Dec 2 20:40:21 PST 2020; root:xnu-7195.60.75~1/RELEASE_ARM64_T8101 machine : arm64 processor : arm byteorder : little LC_ALL : None LANG : en_AU.UTF-8 LOCALE : en_AU.UTF-8 pandas : 1.2.4 numpy : 1.20.2 pytz : 2021.1 dateutil : 2.8.1 pip : 21.1.1 setuptools : 49.2.1 Cython : None pytest : 6.1.2 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : 2.8.6 (dt dec pq3 ext lo64) jinja2 : 2.11.3 IPython : 7.22.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : None sqlalchemy : 1.3.20 tables : None tabulate : None xarray : None xlrd : None xlwt : None </details>
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41,866
ENH: add `environment`, e.g. "longtable", to `Styler.to_latex`
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3
"2021-06-08T07:07:18Z"
"2021-07-28T17:32:29Z"
"2021-07-28T01:15:43Z"
CONTRIBUTOR
null
checks an item off #41649 closes #37443 adds the longtable template, similar to DataFrame.to_latex. also allows for a custom environment if \begin{table} should be replaced by \begin{figure} etc.
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Update series.py
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"2021-06-08T08:24:08Z"
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null
Added drop_duplicates_index function to base series object. very useful when working with time series. - [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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ENH: drop_duplicates_index function to base series object.
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1
"2021-06-08T08:27:41Z"
"2021-10-04T00:18:38Z"
"2021-10-04T00:18:32Z"
NONE
null
Added drop_duplicates_index function to base series object. very useful when working with time series. - [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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PERF: clipping with scalar
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4
"2021-06-08T11:05:42Z"
"2021-08-24T11:59:33Z"
"2021-06-09T12:17:06Z"
CONTRIBUTOR
null
Removes conversion of boolean series to array-like in `_clip_with_scalar`. - [x] closes #41434 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry I may also add type annotations to `_clip_with_scalar`, let me know if that's welcome.
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Tst interval index NaN uniqueness
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5
"2021-06-08T12:31:42Z"
"2021-06-09T14:46:38Z"
"2021-06-09T14:06:14Z"
CONTRIBUTOR
null
add test cases for interval-indexer with unique NaN value and non-unique NaN values.
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ENH: Add option to surpress timezone warning
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1
"2021-06-08T12:52:58Z"
"2021-06-08T14:23:46Z"
"2021-06-08T14:23:46Z"
NONE
null
I have a column of DateTime objects that includes their timezone information. However, I know that all the timezones will always be the same. When I call `df.dt.to_period('M')` I get the following error: ``` /home/$USER/anaconda3/envs/crime_data/lib/python3.6/site-packages/pandas/core/arrays/datetimes.py:1091: UserWarning: Converting to PeriodArray/Index representation will drop timezone information. UserWarning, ``` Should be able to pass a variable to suppress the warning
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41,872
BUG: Pie chart with categorical values fails
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"2021-06-08T13:50:27Z"
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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 pd.Series(pd.Categorical(['cat'], categories=['cat'], ordered=True)).plot.pie() ``` #### Problem description It should be possible to plot a pie chart with categorical values. Traceback: <details><pre> Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/usr/lib/python3/dist-packages/pandas/plotting/_core.py", line 1528, in pie return self(kind="pie", **kwargs) File "/usr/lib/python3/dist-packages/pandas/plotting/_core.py", line 949, in __call__ return plot_backend.plot(data, kind=kind, **kwargs) File "/usr/lib/python3/dist-packages/pandas/plotting/_matplotlib/__init__.py", line 60, in plot plot_obj = PLOT_CLASSES[kind](data, **kwargs) File "/usr/lib/python3/dist-packages/pandas/plotting/_matplotlib/core.py", line 1506, in __init__ data = data.fillna(value=0) File "/usr/lib/python3/dist-packages/pandas/core/series.py", line 4530, in fillna return super().fillna( File "/usr/lib/python3/dist-packages/pandas/core/generic.py", line 6061, in fillna new_data = self._mgr.fillna( File "/usr/lib/python3/dist-packages/pandas/core/internals/managers.py", line 594, in fillna return self.apply( File "/usr/lib/python3/dist-packages/pandas/core/internals/managers.py", line 409, in apply applied = getattr(b, f)(**kwargs) File "/usr/lib/python3/dist-packages/pandas/core/internals/blocks.py", line 1779, in fillna values = values.fillna(value=value, limit=limit) File "/usr/lib/python3/dist-packages/pandas/core/arrays/categorical.py", line 1721, in fillna raise ValueError("fill value must be in categories") ValueError: fill value must be in categories </pre></details> #### Expected Output It should generate pie chart without errors. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : b5958ee1999e9aead1938c0bba2b674378807b3d python : 3.9.5.final.0 python-bits : 64 OS : Linux OS-release : 5.8.0-50-generic Version : #56-Ubuntu SMP Mon Apr 12 17:18:36 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.1.5 numpy : 1.19.5 pytz : 2021.1 dateutil : 2.8.1 pip : 20.3.4 setuptools : 52.0.0 Cython : 0.29.21 pytest : 6.0.2 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.6.3 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : None pandas_datareader: None bs4 : 4.9.3 bottleneck : 1.2.1 fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.4 numexpr : 2.7.2 odfpy : None openpyxl : 3.0.3 pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : None tables : 3.6.1 tabulate : None xarray : None xlrd : None xlwt : 1.3.0 numba : None </details> #### Additional context Might be linked to #39320 and #32414
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PERF: performance regression in indexing UInt64Index with an array-like
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See eg https://pandas.pydata.org/speed/pandas/#indexing.NumericSeriesIndexing.time_loc_list_like?python=3.8&Cython=0.29.21&p-index_dtype=%3Cclass%20'pandas.core.indexes.numeric.UInt64Index'%3E&p-index_structure='unique_monotonic_inc' Up to 180x slowdown in the `indexing.NumericSeriesIndexing.time_loc_array/time_loc_list_like` benchmarks with UInt64Index. Indicated range of responsible commits is https://github.com/pandas-dev/pandas/compare/21d61451...c9d50d82 Didn't check, but potential candidate: https://github.com/pandas-dev/pandas/pull/41777 or #41804 cc @jbrockmendel
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Surprised at lack of impact here - doesn't noticeably affect benchmarks. Targeting the cython algo specifically shows an improvement (but smaller than I'd expect given the removed operations): ``` import numpy as np import pandas._libs.groupby as libgroupby N = 4_000_000 vals = np.random.randint(0, 10, (N, 5), dtype=np.int64) result = np.empty_like(vals) %timeit libgroupby.group_cumsum(result, vals, np.ones(N, dtype="int"), 1, False) # 28.9 ms ± 805 µs per loop (mean ± std. dev. of 7 runs, 10 loops each) # this pr # 37.3 ms ± 206 µs per loop (mean ± std. dev. of 7 runs, 10 loops each) # master ```
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- [ ] closes #xxxx - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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BUG: seemingly unexpected behavior with errrors='ignore' in json_normalize()
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"2021-06-08T17:11:05Z"
"2021-07-15T04:21:22Z"
"2021-07-15T04:21:22Z"
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. --- **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 # raises a KeyError due to the missing 'id' in the second element, even though errors='ignore' was passed pd.json_normalize( data=[{"id": 1, "outer": {"inner": [{"field": 2}]}}, {"outer": {"inner": [{"field": 3}]}}], record_path=["outer", "inner"], meta=["id"], errors="ignore", ) # no issues since both elements have an 'id', and shows that it is looking for 'id' at the right level pd.json_normalize( data=[{"id": 1, "outer": {"inner": [{"field": 2}]}}, {"id": 4, "outer": {"inner": [{"field": 3}]}}], record_path=["outer", "inner"], meta=["id"], errors="ignore", ) # no issues when record_path has length 1 pd.json_normalize( data=[{"id": 1, "outer": [{"field": 2}]}, {"outer": [{"field": 3}]}], record_path=["outer"], meta=["id"], errors="ignore", ) ``` #### Problem description I would expect the first case above to return the same output as the third case (i.e., with missing ids filled with `np.nan`). Is the absence of a try...except around the [first _pull_field() call](https://github.com/pandas-dev/pandas/blob/1cad9e52ee1028db3bb4b9e86998104eb4d6b0ee/pandas/io/json/_normalize.py#L304) intentional? #### Expected Output ``` field id 0 2 1 1 3 NaN ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : None python : 3.7.9.final.0 python-bits : 64 OS : Linux OS-release : 4.14.67-ts1 machine : x86_64 processor : byteorder : little LC_ALL : None LANG : en_US.utf8 LOCALE : en_US.UTF-8 pandas : 1.0.5 numpy : 1.16.6 pytz : 2020.4 dateutil : 2.8.0 pip : 19.3.1 setuptools : 42.0.2 Cython : None pytest : 5.3.1 hypothesis : 3.57.0 sphinx : 3.2.1 blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.2 html5lib : 1.0.1 pymysql : None psycopg2 : 2.8.5 (dt dec pq3 ext lo64) jinja2 : 2.11.1 IPython : 7.14.0 pandas_datareader: None bs4 : 4.9.1 bottleneck : 1.2.1 fastparquet : None gcsfs : None lxml.etree : 4.5.2 matplotlib : 3.0.3 numexpr : 2.6.4 odfpy : None openpyxl : None pandas_gbq : None pyarrow : 1.0.1 pytables : None pytest : 5.3.1 pyxlsb : None s3fs : 0.4.2 scipy : 1.5.1 sqlalchemy : 1.3.18 tables : None tabulate : 0.8.3 xarray : None xlrd : 1.1.0 xlwt : None xlsxwriter : None numba : 0.50.1 </details>
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QST: ExtensionDtype made available with arguments to `astype` method
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"2021-06-26T17:41:24Z"
"2021-06-09T18:06:21Z"
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- [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 Hello, I have been attempting to create a new ExtensionDtype and ExtensionArray. The Dtype can take in arguments. I was looking into how to replicate the behaviour of `Categorical` when assigning a dtype to a series. If the user does not provide arguments ```python pd.Series(['a', 'b', 'c']).astype('category') # or pd.Series(['a', 'b', 'c']).astype(pd.CategoricalDtype()) ``` Returns: ``` 0 a 1 b 2 c dtype: category Categories (2, object): ['a', 'b'] ``` If the user provides the `categories` list: ```python pd.Series(['a', 'b', 'c']).astype(pd.CategoricalDtype(['a', 'b'])) ``` Then the argument is given to the Array constructor which now returns a missing value: ``` 0 a 1 b 2 NaN dtype: category Categories (2, object): ['a', 'b'] ``` But for now, with my custom Dtype called in a similar fashion, the default values are used no matter the given arguments: Running: ```python pd.Series([1, 2, 3]).astype(DiscreteNumericalDtype(lower=0, upper=3, inc=1)) ``` expected to return ``` 0 1.0 1 2.0 2 3.0 dtype: discrete ``` but actually returns: ``` 0 1.0 1 NaN 2 NaN dtype: discrete ``` which is the results of using the default argument (lower=0, upper=1, inc=.1) ### More detail about the custom types: The goal is to create an array where float values have to be between a min and a max value, [lower, upper] and at an interval `inc`. For example, [0, 1, 5.3] mapped onto [1, 6] with an inc=1 should return: [NaN, 1, 5], and with an inc=0.2 should return [NaN, 1, 5.2]. Here is the full code I have so far. I did not ask the question on StackOverflow as I believe the answer to this question should be added into panda's Documentation as well. **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 from typing import Type, List, Optional import numpy as np from druid.pandas.dtypes import DiscreteNumericalDtype from pandas._typing import DtypeObj from pandas.core.arrays import ExtensionArray from pandas.core.dtypes.base import register_extension_dtype, ExtensionDtype class DiscreteNumericalDtypeType(type): """ the type of DiscreteNumericalDtype, this metaclass determines subclass ability """ pass @register_extension_dtype class DiscreteNumericalDtype(ExtensionDtype): name = 'discrete' type: Type[DiscreteNumericalDtypeType] = DiscreteNumericalDtypeType base = np.dtype("O") def __init__(self, lower: float = 0., upper: float = 1., inc: float = 0.1): self.lower = lower self.upper = upper self.inc = inc @property def type(self) -> Type: return np.float @classmethod def construct_array_type(cls) -> Type['DiscreteNumericalArray']: from druid.pandas.arrays import DiscreteNumericalArray return DiscreteNumericalArray def _is_numeric(self) -> bool: return True def _is_boolean(self) -> bool: return False def _get_common_dtype(self, dtypes: List[DtypeObj]) -> Optional[DtypeObj]: raise NotImplementedError('TODO') class DiscreteNumericalArray(ExtensionArray): """ Represent a Continuous value into bins between [Lower, Upper] and a step size. """ _dtype = DiscreteNumericalDtype() ndim: int = 1 def __init__(self, values, lower: Optional[float] = 0., upper: Optional[float] = 1., inc: float = 0.1): values = np.asarray(values, dtype=float) if lower is None: lower = np.min(values) if upper is None: upper = np.max(values) values[values > upper] = np.nan values[values < lower] = np.nan self._dtype = DiscreteNumericalDtype(lower=lower, upper=upper + inc, inc=inc) bins = self.bins self.codes = np.searchsorted(bins, values, side='right') - 1 self.codes[np.isnan(values)] = -1 @property def values(self): values = self.bins[self.codes] values[self.codes == -1] = np.nan return values @property def dtype(self) -> DiscreteNumericalDtype: return self._dtype @property def bins(self): return np.arange(start=self.dtype.lower, stop=self.dtype.upper, step=self.dtype.inc, dtype=float) @classmethod def _from_sequence(cls, scalars, *, dtype=None, copy=False): return DiscreteNumericalArray(scalars) @property def _constructor(self) -> Type['DiscreteNumericalArray']: return DiscreteNumericalArray @classmethod def _from_factorized(cls, values, original): return original._constructor(values, lower=original.dtype.lower, upper=original.dtype.upper, inc=original.dtype.inc) def astype(self, dtype, copy=True): raise NotImplementedError('TODO') def isna(self): return self.codes == -1 def __len__(self): return len(self.codes) def __getitem__(self, key): return self.values[key] ```
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Proof of concept for Copy-on-Write implementation
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"2021-06-08T19:09:17Z"
"2021-11-16T12:04:59Z"
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An experiment to implement one of the proposals discussed in https://github.com/pandas-dev/pandas/issues/36195/, described in more detail in https://docs.google.com/document/d/1ZCQ9mx3LBMy-nhwRl33_jgcvWo9IWdEfxDNQ2thyTb0/edit This PR adds Copy-on-Write (CoW) functionality to the DataFrame/Series when using ArrayManager. It does this by adding a new `.refs` attribute to the `ArrayManager` that, if populated, keeps a list of `weakref` references (one per columns, so `len(mgr.arrays) == len(mgr.refs)` to the array it is viewing. This ensures that if we are modifying an array of a child manager, we can check if it is referencing (viewing) another array, and if needed do a copy on write. And also if we are modifying an array of a parent manager, we can check if that array is being referenced by another array and if needed do a copy on write in this parent frame. (of course, a manager can both be parent and child at the same time, so those two checks always happen both) A very brief summary of the behaviour you get (longer description at https://github.com/pandas-dev/pandas/issues/36195#issuecomment-786654449): - *Any* subset (so also a slice, single column access, etc) uses CoW (or is already a copy) - DataFrame methods that return a new DataFrame return shallow copies (using CoW) if applicable (for this POC I implemented that for `reset_index` and `rename` to test, needs to be expanded to other methods) I added a `test_copy_on_write.py` which already tests a set of cases (which of course needs to be expanded), going through that file should give an idea of the kind of behaviours (and how it changes compared to current master/BlockManager). Link to that file in the diff: [click here](https://github.com/pandas-dev/pandas/pull/41878/files#diff-2abca9577897e44acf7b37c1412c9fc324b0464723cdf1d68a0f1467834a9245) (I only added new, targeted tests in that file, I didn't yet start updating existing tests, as I imagine there will be quite a lot) This is a proof-of-concept PR, so the feedback I am looking for / what I want to get out of it: - A concrete starting point for an implementation, to stir the discussion on this topic https://github.com/pandas-dev/pandas/issues/36195/ (and a concrete implementation you can play with, to get feedback on the proposed semantics) - Review of the actual implementation using `weakrefs` (it's quite simple at the moment, but not too simple? Will this be robust enough?) - Other corner cases that should certainly be tested - ... And to be clear, not yet everything is covered (there are some `# TODO`'s in `array_manager.py`, but only fixing those while also adding tests that require it) TODO: - [ ] Series and DataFrame constructors cc @pandas-dev/pandas-core
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REF: avoid mutating Series._values directly in setitem but defer to Manager method
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"2021-08-07T16:32:27Z"
"2021-08-07T16:32:23Z"
MEMBER
null
There are currently two cases where the Series code directly modifies the underlying values itself (`self._values[..] = ..`), while most setitem code paths end up going through a specific indexing method that all end up in the Manager doing the actual modification of the values. Apart from being a bit inconsistent (it's good to have all eventual modifications consistently happening inside the manager, I think), I also need to move this to the manager for being able to check for copy-on-write in https://github.com/pandas-dev/pandas/pull/41878. Since I think this is a generally useful change, moving it out of the CoW PR.
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Replaced value assignment by location accessor.
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NONE
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Changed self.obj[key] = value to self.obj.loc[:, key] = value to disable warning. - [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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REF: simplify indexes.base._maybe_cast_data_without_dtype
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- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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BUG: Index.get_indexer_for with mixed tuples
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``` idx = pd.Index(["i", "i", "j"]) other = pd.Index([('i', 'i'), ('i', 'j'), ('j', 'i'), 'j']) >>> idx.get_indexer_for(other) ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all() mi = pd.MultiIndex.from_tuples(other[:-1]) mi.get_indexer(other) # works! ```
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BUG: IntervalIndex.intersection
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aimed at current failures on master
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"2021-06-09T15:01:14Z"
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MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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xref #40956 The diff looks much more complicated than it is because of indentation changes - the change is basically allowing a fast path for computation without nans by pulling up a slightly modified computation of `sumx, sumxx, sumyy` before missing value handling. Benchmarks: ``` before after ratio [b73c38e2] [efeac916] <perf/grp_cumsum_int~7> <nancorr_spearman_perf2> 70.3M 71M 1.01 stat_ops.Correlation.peakmem_corr_wide('spearman') - 1.39±0.06ms 1.01±0.02ms 0.73 stat_ops.Correlation.time_corr('spearman') 669±20μs 641±40μs 0.96 stat_ops.Correlation.time_corr_series('spearman') - 26.3±0.6ms 8.36±0.3ms 0.32 stat_ops.Correlation.time_corr_wide('spearman') 491±3ms 473±9ms 0.96 stat_ops.Correlation.time_corr_wide_nans('spearman') 8.04±0.5ms 7.97±0.6ms 0.99 stat_ops.Correlation.time_corrwith_cols('spearman') 215±1ms 213±2ms 0.99 stat_ops.Correlation.time_corrwith_rows('spearman') ```
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"2021-06-09T03:18:26Z"
"2021-06-10T00:33:15Z"
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MEMBER
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Some parameterizations, removal of unused vars.
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BUG: Incorrect read_csv values for NaN when using regex sep argument
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"2021-06-09T04:38:33Z"
"2021-08-21T02:23:17Z"
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#### Code Sample ```python import numpy as np import pandas as pd file_path = "temp.csv" df1 = pd.DataFrame({"x": [np.nan, 1]}) df1.to_csv(file_path, index=False) df1_regex = pd.read_csv(file_path, sep=',|\t') df2 = pd.DataFrame({"x1": [np.nan, 1], "x2": [np.nan, np.nan]}) df2.to_csv(file_path, index=False) df2_regex = pd.read_csv(file_path, sep=',|\t') print(f"-----------\ndf1\n{df1}") print(f"-----------\ndf1_regex\n{df1_regex}") print(f"-----------\ndf2\n{df2}") print(f"-----------\ndf2_regex\n{df2_regex}") ``` **Output** ```python ----------- df1 x 0 NaN 1 1.0 ----------- df1_regex x 0 "" 1 1.0 ----------- df2 x1 x2 0 NaN NaN 1 1.0 NaN ----------- df2_regex x1 x2 0 NaN NaN 1 1.0 NaN ``` #### Problem description - When I provide any regex value for `sep` in `read_csv`, I get `""` instead of `NaN` for blank cells - This only happens if the CSV only has a single column #### Expected Output `df1_regex` should have `NaN` in the first column like `df2_regex` does, not `""` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e python : 3.8.9.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.19041 machine : AMD64 processor : AMD64 Family 25 Model 33 Stepping 0, AuthenticAMD byteorder : little LC_ALL : None LANG : None LOCALE : English_United States.1252 pandas : 1.2.4 numpy : 1.20.2 pytz : 2021.1 dateutil : 2.8.1 pip : 21.1.2 setuptools : 49.2.1 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.3 IPython : 7.21.0 pandas_datareader: None bs4 : 4.9.3 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.4 numexpr : None odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : 3.0.0 pyxlsb : None s3fs : None scipy : 1.6.1 sqlalchemy : 1.4.11 tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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- [x] xref #41673 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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- [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them We are implementing a common seed explained in https://asv.readthedocs.io/en/latest/writing_benchmarks.html. Added a code check as well
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ENH: Add `drop_na` keyword to "to_json()" function
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__What's new__ This PR introduces a new keyword, `drop_na`, to the `to_json()` function. It can be set to either `True` or `False`. When `drop_na=False`, `to_json()` works just like it did before. When `drop_na=True`, items with value `null` in the output of `to_json()` will be removed. Using this feature is (currently) only possible in combination with `orient="records"` and when the input object is of type `pd.DataFrame`. Removing the `null` items is done through string substitution with `re.sub()` in a new helper function (`remove_null_items()` in `_normalize.py`). - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them __Notes__ I imagine that, ideally, the `ultrajson`/`ujson` package had a `drop_none` parameter that would be adapted to include `NaN` values from pandas. IMO, this would be a better solution because it 1) is likely much faster and 2) avoids the use of regex. I started implementing such a parameter in `ujson` (see [here](https://github.com/romanhaa/ultrajson/commits/drop_none)), but and wondered whether it would introduce too much conditionality to be compatible with their philosophy (being ultra-fast). That's why I decided to propose a sub-optimal but working solution to `pandas` directly. __Performance__ I ran some performance tests and compared it to a [workaround](https://stackoverflow.com/a/46955083) intended to achieve the same goal. The input is a dataframe with 214,066 rows and 12 columns (read from a `.json` file, 58M in size, that can be found [here](http://ftp.ebi.ac.uk/pub/databases/opentargets/genetics/20022712/v2g/)). Code snippet for testing: ```py df = pd.read_json('part-00001-7a4fb376-056a-4f34-ad92-248989cd92d4-c000.json', lines=True) print("export with `drop_na=False`") start_time = time.time() df.to_json("~/some_file_1.json", orient="records", lines=False, drop_na=False) print("--- %s seconds ---" % (time.time() - start_time)) print("export with `drop_na=True`") start_time = time.time() df.to_json("~/some_file_2.json", orient="records", lines=False, drop_na=True) print("--- %s seconds ---" % (time.time() - start_time)) print("export with workaround") start_time = time.time() with open("/Users/roman/some_file_3.json", "w", encoding="utf-8") as f: json.dump([row.dropna().to_dict() for index, row in df.iterrows()], f) print("--- %s seconds ---" % (time.time() - start_time)) ``` Output: ``` export with `to_json(orient='records', drop_na=False)` --- 0.4323728084564209 seconds --- export with `to_json(orient='records', drop_na=True)` --- 1.6985130310058594 seconds --- export with workaround --- 79.73292803764343 seconds --- ``` The implementation I propose is not only (much) faster than the workaround, but is also compatible with generating output in `jsonlines` format.
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BUG: Setting column on empty DataFrame with loc / avoiding SettingWithCopyWarning for potentially empty DataFrames/copies/views
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CONTRIBUTOR
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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, a copy-pastable example ```python import pandas as pd df = pd.DataFrame() # Option 1: works on empty dataframes (adding an empty column) # but shows the SettingWithCopyWarning for non-empty views/copies df["a"] = 1 # Option 2: works without warning for views/copies but raises ValueError on empty dataframe df.loc[:, "a"] = 1 ``` #### Problem description Let's consider a function `add_column` that adds a column. * If we use `df[column] = value` (Option 1), then the function will throw the `SettingWithCopyWarning` whenever it is called on a copy/view (even if we don't care about propagating the change to the original dataframe). * The recommended workaround for this warning is to use `df.loc[:, column] = value` (Option 2). However this throws, as soon as the dataframe is empty, i.e. doesn't contain any rows This then requires ugly solutions like the following ```python def add_column(df): if df.empty: # Still want to make sure to add the column to avoid KeyErrors later df["column"] = 1 # doesn't show SettingWithCopyWarning return df.loc[:, "column"] = 1 ``` whenever we might be dealing with dataframes or their copies/views that are possibly empty. <details> INSTALLED VERSIONS ------------------ commit : 2cb96529396d93b46abab7bbc73a208e708c642e 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 : 1.2.4 numpy : 1.18.1 pytz : 2019.2 dateutil : 2.7.3 pip : 20.3.3 setuptools : 41.1.0 Cython : None pytest : 5.3.2 hypothesis : None sphinx : 3.0.0 blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.0 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.10.3 IPython : 5.8.0 pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : 0.7.4 fastparquet : None gcsfs : None matplotlib : 3.4.2 numexpr : 2.7.1 odfpy : None openpyxl : None pandas_gbq : None pyarrow : 3.0.0 pyxlsb : None s3fs : None scipy : 1.4.1 sqlalchemy : 1.3.16 tables : 3.6.1 tabulate : 0.8.7 xarray : 0.17.0 xlrd : 2.0.1 xlwt : None numba : 0.51.2 </details>
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TYP: use from __future__ import annotations more - batch 1
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I'm fairly sure that we agreed we would do this but leave it to just before the 1.3 release to reduce the chance of auto backports failing
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CONTRIBUTOR
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Checks an item on #41648 and #41693 Currently Styler has the `apply` and `applymap` methods to **perform conditional styling on the data elements**. Recent additions to `Styler.set_table_styles` allows styling of index and column headers if the key-labels are directly specified. But this solution cannot work with LaTeX, nor excel output, and is obviously not conditionally applied. This PR adds the mechanics to **perform conditional styling on per level index labels** Follow-ons are: - [x] updating LaTeX templates to incorporate the styles. (#41993) - [x] updating Excel output to incorporate the styles. (#41995) - [x] update Styler user guide ![Screen Shot 2021-06-13 at 10 32 40](https://user-images.githubusercontent.com/24256554/121800538-d3df7400-cc32-11eb-9aaf-8124ba221171.png)
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CONTRIBUTOR
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- [ ] closes #xxxx - [X] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [X] whatsnew entry
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Closes #39956 Stop referring to pyarrow.serialize/deserialize, since those are deprecated (see https://arrow.apache.org/docs/python/ipc.html#arbitrary-object-serialization)
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last one.
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xref https://github.com/pandas-dev/pandas/pull/41892#issuecomment-857834651
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CONTRIBUTOR
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Converts dummy codes to categorical variables. - [x] Closes [#8745](https://github.com/pandas-dev/pandas/issues/8745) - [x] Passes atomic options tests - [x] Passes linting tests - [ ] Whatsnew entry Tests will be expaneded with composite options and edgecases as soon as definition of final scope is complete. ~~I tried to mirror the `get_dummes` function wherever possible to ensure an as close inverse of the function as possible~~ Primary goal of the draft is to demonstrate the options I had in mind, optimization is the next step as soon as we decided what we want to keep, cut, or add. (Docstrings etc. will be added based on results) Integration as method of `categorical`, as proposed in [#34426](https://github.com/pandas-dev/pandas/pull/34426), can be considerd as a next step if moving in that direction is planed. ## Current Options: ### no arguments - Assumes all columns to be cateogries of the same variable which is called `categories` - example: ```python >>> dummies a b c d 0 1 0 0 0 1 0 1 0 0 2 1 0 0 0 3 0 0 0 1 4 0 0 1 0 >>> from_dummies(dummies) categories 0 a 1 b 2 a 3 d 4 c ``` ### subset - Select which columns of the input `DataFrame` to include for decoding. - `None`: - Assumes the entire passed `DataFrame` consists of dummy coded variables - `List` or `Index`: - Just returns the decoded subset passed in the list. - example: ```python >>> dummies C col1_a col1_b col2_a col2_b col2_c 0 1 1 0 0 1 0 1 2 0 1 1 0 0 2 3 1 0 0 0 1 >>> from_dummies(dummies, sep="_", subset=["col1_a", "col1_b", "col2_a", "col2_b", "col2_c"]) col1 col2 0 a b 1 b a 2 a c ``` ### variables **-- [REMOVED](https://github.com/pandas-dev/pandas/pull/41902#discussion_r650566136) --** - Inverts the `prefix` argument of `get_dummies` - Using: ```python >>> dummies col1_a col1_b col2_a col2_b col2_c 0 1 0 0 1 0 1 0 1 1 0 0 2 1 0 0 0 1 ``` - `None`: - Variable names are taken from prefix. - example: ```python >>> from_dummies(dummies, sep="_", variables=None) col1 col2 0 a b 1 b a 2 a c ``` - `str`: - Variable names are numbered from the passed string. - example: ```python >>> from_dummies(dummies, sep="_", variables="Varname") Varname1 Varname2 0 a b 1 b a 2 a c ``` - `List`: - Variable names are obtained (in order) from the passed list. - example: ```python >>> from_dummies(dummies, sep="_", variables=["One", "Two"]) One Two 0 a b 1 b a 2 a c ``` - `Dict`: - Variable names are obtained from passed prefix to variable mapping. - Currently orders the returned columns by index in the passed dictionary, not sure if that should be changed to strictly follow the order of prefixes in the dummy-data. - example: ```python >>> from_dummies(dummies, sep="_", variables={"col2": "One", "col1": "Two"}) One Two 0 b a 1 a b 2 c a ``` ### sep - Separator used in the column names of the dummy categories they are character indicating the separation of the categorical names from the prefixes. For example, if your column names are `prefix_A` and `prefix_B`, you can strip the underscore by specifying `sep='_'`. - Required argument if prefixes are to be separated as there is no default separator. - `str`: - Splits columns by first instance of passed string to obtain variables and elements. - example: ```python >>> dummies col1_a col1_b col2_a col2_b col2_c 0 1 0 0 1 0 1 0 1 1 0 0 2 1 0 0 0 1 >>> from_dummies(dummies, sep="_") col1 col2 0 a b 1 b a 2 a c ``` - `list`: - Splits columns by first instance of any of the seperators passed in the list. - example: ```python >>> dummies col1_a col1_b col2-a col2-b col2-c 0 1 0 0 1 0 1 0 1 1 0 0 2 1 0 0 0 1 >>> from_dummies(dummies, sep=["_", "-"]) col1 col2 0 a b 1 b a 2 a c ``` - `list`: - Splits columns with prefix by first instance of corresponding seperator. - example: ```python >>> dummies col1_a-a col1_b-b col_2-a col_2-b col_2-c 0 1 0 0 1 0 1 0 1 1 0 0 2 1 0 0 0 1 >>> from_dummies(dummies, sep={"col1": "_", "col_2": "-"}) col1 col_2 0 a-a b 1 b-b a 2 a-a c ``` ### dummy_na **-- [REMOVED](https://github.com/pandas-dev/pandas/pull/41902#discussion_r652048588) --** - mirrors the `dummy_na` argument of `get_dummies` - `False` but contains NaN: - Considers row with no assignments as NaN. - example: ```python >>> dummies col1_a col1_b col2_a col2_b col2_c 0 1 0 0 0 0 1 0 1 1 0 0 2 0 0 0 0 1 >>> from_dummies(dummies, sep="_", dummy_na=False) col1 col2 0 a NaN 1 b a 2 NaN c ``` - `True`: - Considers row with no assignments as NaN. - example: ```python >>> dummies col1_a col1_b col1_NaN col2_a col2_b col2_c col2_NaN 0 1 0 0 0 0 0 1 1 0 1 0 1 0 0 0 2 0 0 1 0 0 1 0 >>> from_dummies(dummies, sep="_", dummy_na=True) col1 col2 0 a NaN 1 b a 2 NaN c ``` ### dropped_first - Inverts the `drop_first` argument of `get_dummies` - Using: ```python >>> dummies col1_a col1_b col2_a col2_b col2_c 0 1 0 0 0 0 1 0 1 1 0 0 2 0 0 0 0 1 ``` - `None`: **-- [REMOVED](https://github.com/pandas-dev/pandas/pull/41902#discussion_r683637232) --** - Without `dummy_na=True` non-asigned rows are considered NaN. - example: ```python >>> from_dummies(dummies, sep="_", dropped_first=None) col1 col2 0 a NaN 1 b a 2 NaN c ``` - `str`: - Assumes all missing assignemtns to be dropped category of the passed type. - example: ```python >>> from_dummies(dummies, sep="_", dropped_first="x") col1 col2 0 a x 1 b a 2 x c ``` - `List`: - Dropped cateogries for variables are obtained (in order) from the passed list. - example: ```python >>> from_dummies(dummies, sep="_", dropped_first=["x", "y"]) col1 col2 0 a y 1 b a 2 x c ``` - `Dict`: - Dropped cateogries for variables are obtained from the passed prefix to dropped category mapping. - example: ```python >>> from_dummies(dummies, sep="_", dropped_first={"col2": "x", "col1": "y"}) col1 col2 0 a x 1 b a 2 y c ``` ### fillna **-- [REMOVED](https://github.com/pandas-dev/pandas/pull/41902#discussion_r663350073) --** - Using: ```bash >>> dummies col1_a col1_b col2_a col2_b col2_c 0 1 0 0 NaN 0 1 0 1 1 0 0 2 0 Nan 0 0 1 ``` - `True`: - Can result in double assignemnt, which will raise the respective error. - example: ```bash >>> from_dummies(dummies, sep="_", fillna=True) col1 col2 0 a b 1 b a 2 b c ``` - `False`: - Can result in unassigned row which will be treated as any other unassigned row. - example: ```bash >>> from_dummies(dummies, sep="_", fillna=False) col1 col2 0 a NaN 1 b a 2 NaN c ``` ## To Discuss: 1. Change, remove, or add options? ## To-Do - [x] Add handling of NA values in input - [ ] Adapt discussed changes ([~~C1~~](https://github.com/pandas-dev/pandas/pull/41902#discussion_r650566136), [~~C2~~](https://github.com/pandas-dev/pandas/pull/41902#discussion_r652048588)) - [ ] Expand tests - [ ] Work on optimization ([O1](https://github.com/pandas-dev/pandas/pull/41902#discussion_r652048104)) - [ ] Raise relevant errors - [ ] Whatsnew entry
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TYP: to_csv accepts IO[bytes] and fix FilePathOrBuffer
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"2021-06-09T17:16:48Z"
"2021-06-11T11:27:29Z"
"2021-06-10T22:59:39Z"
CONTRIBUTOR
null
Two small typing fixes: - `to_csv` accepts `IO[bytes]` (replace `FilePathOrBuffer[str]` with `FilePathOrBuffer[AnyStr]`) - pyright was not able to parse `FilePathOrBuffer` because the unconstrained TypeVar `pandas._typing.T` was used when the constrained TyepVar `typing.AnyStr` should have been used: Could not specialize type "Buffer[AnyStr@Buffer]"   Type "T@FileOrBuffer" is incompatible with constrained type variable "AnyStr"
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41,904
Fixed file format based on coding standards
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"2021-06-09T17:29:35Z"
"2021-06-11T03:11:00Z"
"2021-06-11T03:11:00Z"
NONE
null
Moved late imports, fixed whitespace issues, cleaned up comments.
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BUG: read_json chunksize parameter does not work
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"2021-06-10T11:06:07Z"
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If I set chunksize=100 without nrows then it crashes with a memory error. If I set chunksize and nrows then it returns the maximum rows of the two. The workaround of setting nrows to a high number does not work as it just crashes with a memory error even with low chunksize. I am using ubuntu20 wsl2/windows10, python=3.8, pandas=1.2.4 This has been reported in other closed issues but does not seem to be fixed. https://github.com/pandas-dev/pandas/issues/34548 https://github.com/pandas-dev/pandas/issues/36791
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BUG: pytz.AmbiguousTimeError not caught in hypothesis `test_on_offset_implementations`
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"2021-06-16T00:28:31Z"
"2021-06-16T00:17:20Z"
CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [ ] 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. --- **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 (Hypothesis) Test name: `test_on_offset_implementations` Test location: `pandas/tests/tseries/offsets/test_offsets_properties.py` The following pair of test inputs at some point came up as failed for the hypothesis test in the checks for #41488, with `pytz.AmbiguousTimeError`. ``` dt = datetime.datetime(1900, 1, 1, 0, 0, tzinfo=pytz.timezone('Africa/Kinshasa')) offset = pd.offsets.MonthBegin(66) ``` I didn't get the blob for `@reproduce_failure`, but we can similarly reproduce with `@example` as follows. **Please let me know if there is less messy, more copy-and-paste-able way to reproduce the test failure.** ```python from hypothesis import example import datetime dt = datetime.datetime(1900, 1, 1, 0, 0, tzinfo=pytz.timezone('Africa/Kinshasa')) offset = MonthBegin(66) @example(dt, offset) # ------ prepend the code snippet above to reproduce test failure ------ @pytest.mark.arm_slow @given(gen_random_datetime, gen_yqm_offset) def test_on_offset_implementations(dt, offset): assume(not offset.normalize) # check that the class-specific implementations of is_on_offset match # the general case definition: # (dt + offset) - offset == dt try: compare = (dt + offset) - offset except pytz.NonExistentTimeError: # dt + offset does not exist, assume(False) to indicate # to hypothesis that this is not a valid test case assume(False) assert offset.is_on_offset(dt) == (compare == dt) ``` #### Expected Output `dt + offset` yields `pd.Timestamp('1905-07-01', tzinfo=pytz.timezone('Africa/Kinshasa'))`, which I think is correctly an DST-ambiguous timestamp given the following `pytz` specifications. So we should probably **catch the exception and directly assume(False)**. ``` In[16]: import pytz ...: print(pytz.timezone('Africa/Kinshasa')._utc_transition_times[1]) ...: print(pytz.timezone('Africa/Kinshasa')._transition_info[1]) ...: 1905-06-30 23:46:25 (datetime.timedelta(0), datetime.timedelta(0), 'GMT') ``` #### Actual Output ``` ============================================== FAILURES ============================================== ___________________________________ test_on_offset_implementations ___________________________________ @example(dt, offset) > # ------ prepend code snippet to reproduce test failure ------ @pytest.mark.arm_slow @given(gen_random_datetime, gen_yqm_offset) pandas/tests/tseries/offsets/test_offsets_properties.py:99: _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ pandas/tests/tseries/offsets/test_offsets_properties.py:108: in test_on_offset_implementations compare = (dt + offset) - offset pandas/_libs/tslibs/offsets.pyx:430: in pandas._libs.tslibs.offsets.BaseOffset.__add__ return other.__add__(self) pandas/_libs/tslibs/offsets.pyx:432: in pandas._libs.tslibs.offsets.BaseOffset.__add__ return self.apply(other) pandas/_libs/tslibs/offsets.pyx:178: in pandas._libs.tslibs.offsets.apply_wraps.wrapper result = result.tz_localize(tz) pandas/_libs/tslibs/timestamps.pyx:1705: in pandas._libs.tslibs.timestamps.Timestamp.tz_localize value = tz_localize_to_utc_single(self.value, tz, pandas/_libs/tslibs/tzconversion.pyx:74: in pandas._libs.tslibs.tzconversion.tz_localize_to_utc_single return tz_localize_to_utc( _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ > raise pytz.AmbiguousTimeError( E pytz.exceptions.AmbiguousTimeError: Cannot infer dst time from 1905-07-01 00:00:00, try using the 'ambiguous' argument pandas/_libs/tslibs/tzconversion.pyx:284: AmbiguousTimeError --------------------------------------------- Hypothesis --------------------------------------------- Falsifying explicit example: test_on_offset_implementations( dt=datetime.datetime(1900, 1, 1, 0, 0, tzinfo=<DstTzInfo 'Africa/Kinshasa' LMT+0:14:00 STD>), offset=<66 * MonthBegins>, ) ``` </details> #### Problem description See above. #### Output of ``pd.show_versions()`` ``` INSTALLED VERSIONS ------------------ commit : 4d1019487a73d3e1791e1bace774522307ec2bbc python : 3.8.8.final.0 python-bits : 64 OS : Linux OS-release : 5.8.0-55-generic Version : #62~20.04.1-Ubuntu SMP Wed Jun 2 08:55:04 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.3.0.dev0+1850.g4d1019487a.dirty numpy : 1.20.1 pytz : 2021.1 dateutil : 2.8.1 pip : 21.0.1 setuptools : 49.6.0.post20210108 Cython : 0.29.22 pytest : 6.2.2 hypothesis : 6.8.1 sphinx : 3.5.3 blosc : None feather : None xlsxwriter : 1.3.7 lxml.etree : 4.6.2 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : 2.11.3 IPython : 7.21.0 pandas_datareader: None bs4 : 4.9.3 bottleneck : 1.3.2 fsspec : 0.8.7 fastparquet : 0.5.0 gcsfs : 0.7.2 matplotlib : 3.3.4 numexpr : 2.7.3 odfpy : None openpyxl : 3.0.7 pandas_gbq : None pyarrow : 3.0.0 pyxlsb : None s3fs : 0.5.2 scipy : 1.6.1 sqlalchemy : 1.4.2 tables : 3.6.1 tabulate : 0.8.9 xarray : 0.17.0 xlrd : 2.0.1 xlwt : 1.3.0 numba : 0.53.0 ``` </details>
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BUG: pytz.AmbiguousTimeError not caught in hypothesis test test_on_offset_implementations (GH41906)
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- [x] closes #41906 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry: let me know if needed
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DOC clean up positional-args deprecation warnings in whatsnew
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- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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ENH: Add subset to fillna
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"2021-08-21T02:24:17Z"
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#### Is your feature request related to a problem? When filling NAs, I need to use different methods for different columns or ignore some columns. Filling with different values per column works by passing a dict to `values` but it's not possible to do something similar for `method`-based filling, e.g. bfill `x` and ffill `y` of ```python >>> df = pd.DataFrame({'x':[1, None, 2]}).assign(y=lambda df: df.x) >>> df x y 0 1.0 1.0 1 NaN NaN 2 3.0 3.0 ``` #### Describe the solution you'd like I see 3 options to implement this in pandas (with examples how to solve the task above): 1. Allow the `method` argument of `fillna` to accept a dict mapping column/index-label to requested method (similar to how the `value` argument is working) ```python df.fillna(method={'x':'bfill', 'y':'ffill'}) ``` when dealing with many columns, this will turn into: ```python df.fillna(method={'col1': 'bfill', 'col2': 'ffill', 'col3': 'nearest', 'col4': 'bfill', 'col5': 'bfill'}) ``` 2. Allow `method` to take a dict which maps methods to lists of column/index-labels. This would allow more-concise code than the 1. option but will also add inconsistency between `method` and `value` arguments. ```python df.fillna(method={'bfill': 'x', 'ffill':'y'}) ``` when dealing with many columns, this will turn into: ```python df.fillna(method={'bfill':['col1', 'col4', 'col5'], 'ffill':'col2', 'nearest':'col3'}) ``` 3. Add a `subset` argument working the same as with [`dropna()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.dropna.html) and [`drop_duplicates()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.drop_duplicates.html). This should also be available in the method-specific methods, e.g. [`bfill()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.bfill.html) ```python df.bfill(subset=['x']).ffill(subset=['y']) ``` and ```python df.bfill(subset=['col1', 'col4', 'col5']).ffill(subset='col2').fillna(method='nearest', subset='col3') ``` #### API breaking implications There should be none because arguments will added or existing arguments will accept types currently not allowed. #### Describe alternatives you've considered It's always possible to re-assign subsets of the data frame, e.g. ```python df['x'] = df['x'].bfill() df['y'] = df['y'].ffill() ``` But this involves a lot of boilerplate code which adds noise to the code in total.
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REF: split out sorted_rank algo
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3
"2021-06-09T20:30:45Z"
"2021-06-10T00:33:46Z"
"2021-06-10T00:26:49Z"
MEMBER
null
No behavior change here, but two main advantages can follow this refactor: - Right now `rank_2d` does the ranking portion of the algo with different logic. `rank_2d` can instead call this function, which will allow removing lots of `rank_2d` code and make keeping behaviors in sync easier. `rank_2d` also does not use `nogil`, which this would fix. - `nancorr_spearman` can use this for a simplified (and hopefully faster) reranking handling when nulls are present. The diff looks more complicated than it is because the structure was changed from ``` if object: ... else: with nogil: .... ``` to ``` if object: with gil: ... else: .... ``` Benchmarks look unaffected: <details> ``` before after ratio [8b9b1a1d] [c7a91ac3] <master> <ref/rank_1d_sorted> 264±10μs 297±20μs ~1.13 groupby.GroupByMethods.time_dtype_as_field('datetime', 'rank', 'direct') 259±10μs 293±8μs ~1.13 groupby.GroupByMethods.time_dtype_as_field('datetime', 'rank', 'transformation') 416±20μs 399±10μs 0.96 groupby.GroupByMethods.time_dtype_as_field('float', 'rank', 'direct') 414±4μs 405±40μs 0.98 groupby.GroupByMethods.time_dtype_as_field('float', 'rank', 'transformation') 406±30μs 374±8μs 0.92 groupby.GroupByMethods.time_dtype_as_field('int', 'rank', 'direct') 509±200μs 413±40μs ~0.81 groupby.GroupByMethods.time_dtype_as_field('int', 'rank', 'transformation') 1.31±0.03ms 1.42±0.03ms 1.09 groupby.GroupByMethods.time_dtype_as_field('object', 'rank', 'direct') 1.37±0.06ms 1.41±0.09ms 1.03 groupby.GroupByMethods.time_dtype_as_field('object', 'rank', 'transformation') 354±40μs 406±9μs ~1.15 groupby.GroupByMethods.time_dtype_as_field('uint', 'rank', 'direct') 387±10μs 368±7μs 0.95 groupby.GroupByMethods.time_dtype_as_field('uint', 'rank', 'transformation') 350±9μs 378±20μs 1.08 groupby.GroupByMethods.time_dtype_as_group('datetime', 'rank', 'direct') 366±20μs 390±10μs 1.06 groupby.GroupByMethods.time_dtype_as_group('datetime', 'rank', 'transformation') 339±10μs 368±10μs 1.09 groupby.GroupByMethods.time_dtype_as_group('float', 'rank', 'direct') 350±20μs 375±20μs 1.07 groupby.GroupByMethods.time_dtype_as_group('float', 'rank', 'transformation') 347±30μs 370±10μs 1.07 groupby.GroupByMethods.time_dtype_as_group('int', 'rank', 'direct') 348±30μs 380±20μs 1.09 groupby.GroupByMethods.time_dtype_as_group('int', 'rank', 'transformation') 270±20μs 277±10μs 1.03 groupby.GroupByMethods.time_dtype_as_group('object', 'rank', 'direct') 259±10μs 272±20μs 1.05 groupby.GroupByMethods.time_dtype_as_group('object', 'rank', 'transformation') 340±20μs 377±20μs ~1.11 groupby.GroupByMethods.time_dtype_as_group('uint', 'rank', 'direct') 364±7μs 387±20μs 1.06 groupby.GroupByMethods.time_dtype_as_group('uint', 'rank', 'transformation') 1.05±0.07ms 1.02±0.04ms 0.98 groupby.RankWithTies.time_rank_ties('datetime64', 'average') 1.04±0.05ms 1.05±0.04ms 1.00 groupby.RankWithTies.time_rank_ties('datetime64', 'dense') 1.12±0.1ms 1.10±0.04ms 0.98 groupby.RankWithTies.time_rank_ties('datetime64', 'first') 1.21±0.2ms 1.01±0.02ms ~0.84 groupby.RankWithTies.time_rank_ties('datetime64', 'max') 1.01±0.03ms 996±30μs 0.99 groupby.RankWithTies.time_rank_ties('datetime64', 'min') 1.03±0.03ms 997±20μs 0.97 groupby.RankWithTies.time_rank_ties('float32', 'average') 1.06±0.05ms 1.03±0.02ms 0.97 groupby.RankWithTies.time_rank_ties('float32', 'dense') 1.07±0.03ms 1.22±0.2ms ~1.14 groupby.RankWithTies.time_rank_ties('float32', 'first') 1.02±0.04ms 1.02±0.06ms 1.01 groupby.RankWithTies.time_rank_ties('float32', 'max') 1.06±0.03ms 1.08±0.1ms 1.02 groupby.RankWithTies.time_rank_ties('float32', 'min') 1.08±0.03ms 1.03±0.04ms 0.96 groupby.RankWithTies.time_rank_ties('float64', 'average') 1.03±0.04ms 1.01±0.06ms 0.98 groupby.RankWithTies.time_rank_ties('float64', 'dense') 1.04±0.06ms 995±30μs 0.95 groupby.RankWithTies.time_rank_ties('float64', 'first') 1.05±0.04ms 1.03±0.06ms 0.98 groupby.RankWithTies.time_rank_ties('float64', 'max') 1.11±0.05ms 1.01±0.04ms ~0.91 groupby.RankWithTies.time_rank_ties('float64', 'min') 1.09±0.09ms 1.15±0.07ms 1.06 groupby.RankWithTies.time_rank_ties('int64', 'average') 1.12±0.1ms 1.04±0.07ms 0.93 groupby.RankWithTies.time_rank_ties('int64', 'dense') 1.05±0.09ms 1.02±0.03ms 0.97 groupby.RankWithTies.time_rank_ties('int64', 'first') 1.15±0.1ms 1.07±0.07ms 0.93 groupby.RankWithTies.time_rank_ties('int64', 'max') 1.02±0.2ms 999±30μs 0.98 groupby.RankWithTies.time_rank_ties('int64', 'min') 10.1±0.8ms 10.0±0.9ms 0.99 series_methods.Rank.time_rank('float') 7.71±0.4ms 7.99±0.9ms 1.04 series_methods.Rank.time_rank('int') 48.4±0.7ms 57.1±2ms ~1.18 series_methods.Rank.time_rank('object') 8.09±0.7ms 7.07±0.3ms ~0.87 series_methods.Rank.time_rank('uint') ``` </details>
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PERF: reductions
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11
"2021-06-09T21:14:30Z"
"2021-06-10T14:40:44Z"
"2021-06-10T11:20:37Z"
MEMBER
null
Discussed on today's call
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REF: simplify Series.__setitem__
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2
"2021-06-09T21:24:39Z"
"2021-06-18T02:05:32Z"
"2021-06-18T01:49:03Z"
MEMBER
null
Motivating goal is to get rid of the Series methods that use `self.index._engine.get_loc`, as these are a mine field (xref #41846). The correct method would be to use `self.index.get_loc`, the trouble being that we are inconsistent about what kinds of exceptions we raise in engine.get_loc vs Index.get_loc (and Index subclasses). This is a bite-size step towards this goal.
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Revert "CI: Pin jinja2 to version lower than 3.0"
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"2021-06-09T22:17:35Z"
"2021-06-10T02:23:19Z"
"2021-06-10T00:13:28Z"
MEMBER
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closes #41450 Reverts pandas-dev/pandas#41452
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BUG: Categorical.fillna with non-category tuple
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BUG: MultiIndex.difference incorrectly raising TypeError when indexes contain non-sortable entries
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REF: give rank1d/2d same nan filling
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A piece broken off the `rank_2d` deduplication
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PERF: cache _should_fallback_to_positional
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Doesn't really make a difference ATM, but some of the possible solutions to #33469 may be affected, so getting this out of the way to trim that diff.
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BUG: inconsistent validation for get_indexer
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"2021-06-10T05:25:54Z"
"2021-06-10T23:44:39Z"
"2021-06-10T23:37:05Z"
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By putting all the validation up-front, we'll be able to safely move some short-circuiting checks from the subclasses _get_indexer methods up to the single get_indexer method
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REF: de-duplicate Categorical _validate_foo_value
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MEMBER
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- [ ] closes #xxxx - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry TypeError is "more correct" for these anyway, and we come within striking distance of sharing with datetimelike.
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