a1e948edba
Add cumulative option for the new statistics.kde() function. ( #117033 )
2024-03-24 04:35:58 -05:00
6d34eb0e36
gh-115532: Add kernel density estimation to the statistics module (gh-115863)
2024-02-25 17:46:47 -06:00
f3bff4ee9d
gh-112540: Support zero inputs in geometric_mean() (gh-112880)
2023-12-08 12:05:56 -06:00
62405c7867
gh-110150: Fix base case handling in quantiles() (gh-110151)
2023-09-30 23:35:54 -05:00
b9831e5c98
Use unittest test runner for doctests in test_statistics (GH-108921)
2023-09-07 23:08:55 +03:00
f3ba0a74cd
gh-108416: Mark slow test methods with @requires_resource('cpu') (GH-108421)
...
Only mark tests which spend significant system or user time,
by itself or in subprocesses.
2023-09-02 07:45:34 +03:00
52e0797f8e
Extend _sqrtprod() to cover the full range of inputs. Add tests. (GH-107855)
2023-08-11 11:19:19 -05:00
457e4d1a51
GH-102670: Use sumprod() to simplify, speed up, and improve accuracy of statistics functions (GH-102649)
2023-03-13 20:06:43 -05:00
bef9efabc3
GH-99155: Fix `NormalDist` pickle with `0` and `1` protocols (GH99156)
2022-11-06 20:56:41 -06:00
29c8f80760
GH-95861: Add support for Spearman's rank correlation coefficient (GH-95863)
2022-08-18 13:48:27 -05:00
4395ff1e6a
Statistics inv_cdf sync with corresponding random module normal distributions ( #95265 )
2022-07-26 02:23:33 -05:00
e01eeb7b4b
Fix inconsistent return type for statistics median_grouped() gh-92531 ( #92533 )
2022-05-09 02:08:41 -05:00
5212cbc261
Clean-up and simplify median_grouped(). Vastly improve its docstring. ( #92324 )
2022-05-05 03:01:07 -05:00
a39f46afde
bpo-45876: Correctly rounded stdev() and pstdev() for the Decimal case (GH-29828)
2021-11-30 18:20:08 -06:00
af9ee57b96
bpo-45876: Improve accuracy for stdev() and pstdev() in statistics (GH-29736)
...
* Inlined code from variance functions
* Added helper functions for the float square root of a fraction
* Call helper functions
* Add blurb
* Fix over-specified test
* Add a test for the _sqrt_frac() helper function
* Increase the tested range
* Add type hints to the internal function.
* Fix test for correct rounding
* Simplify ⌊√(n/m)⌋ calculation
Co-authored-by: Mark Dickinson <dickinsm@gmail.com>
* Add comment and beef-up tests
* Test for zero denominator
* Add algorithmic references
* Add test for the _isqrt_frac_rto() helper function.
* Compute the 109 instead of hard-wiring it
* Stronger test for _isqrt_frac_rto()
* Bigger range
* Bigger range
* Replace float() call with int/int division to be parallel with the other code path.
* Factor out division. Update proof link. Remove internal type declaration
Co-authored-by: Mark Dickinson <dickinsm@gmail.com>
2021-11-26 22:54:50 -07:00
d2b55b07d2
bpo-45766: Add direct proportion option to linear_regression(). ( #29490 )
...
* bpo-45766: Add direct proportion option to linear_regression().
* Update 2021-11-09-09-18-06.bpo-45766.dvbcMf.rst
* Use ellipsis to avoid round-off issues.
* Update Misc/NEWS.d/next/Library/2021-11-09-09-18-06.bpo-45766.dvbcMf.rst
Co-authored-by: Erlend Egeberg Aasland <erlend.aasland@innova.no>
* Update signature in main docs
* Fix missing comma
Co-authored-by: Erlend Egeberg Aasland <erlend.aasland@innova.no>
2021-11-21 08:39:26 -06:00
48744db70e
bpo-45852: Fix the Counter/iter test for statistics.mode() (GH-29667)
...
Suggested by Stefan Pochmann.
2021-11-20 11:01:09 -06:00
4a5cccb02b
bpo-20499: Rounding error in statistics.pvariance (GH-28230)
2021-09-08 22:00:12 -05:00
793f55bde9
bpo-39218: Improve accuracy of variance calculation (GH-27960)
2021-08-30 20:57:30 -05:00
f5d7a8d29c
bpo-44960: add regression test for geometric_mean with mixed int/floa… ( #27856 )
...
Co-authored-by: Mark Dickinson <dickinsm@gmail.com>
2021-08-20 14:08:21 +01:00
2f3a87856c
bpo-44151: linear_regression() minor API improvements (GH-26199)
2021-05-24 17:30:58 -07:00
be4dd7fcd9
bpo-44150: Support optional weights parameter for fmean() (GH-26175)
2021-05-20 20:22:26 -07:00
09aa6f914d
bpo-38490: statistics: Add covariance, Pearson's correlation, and simple linear regression ( #16813 )
...
Co-authored-by: Tymoteusz Wołodźko <twolodzko+gitkraken@gmail.com
2021-04-25 14:45:09 +03:00
cc3467a57b
bpo-38308: Add optional weighting to statistics.harmonic_mean() (GH-23914)
2020-12-23 19:52:09 -08:00
79bb2c93f2
bpo-40275: Use new test.support helper submodules in tests (GH-21743)
2020-08-06 13:51:29 +02:00
d71ab4f738
bpo-40855: Fix ignored mu and xbar parameters (GH-20835)
2020-06-13 15:55:52 -07:00
b809717c1e
bpo-40331: Increase test coverage for the statistics module (GH-19608)
2020-05-13 13:29:31 +03:00
70f027dd22
bpo-40290: Add zscore() to statistics.NormalDist. (GH-19547)
2020-04-16 10:25:14 -07:00
c18b805ac6
bpo-39002: Fix simple typo: tranlation -> translation (GH-17517)
2019-12-09 09:42:17 -08:00
5eabec022b
bpo-38521: Fix error in NormalDist.__eq__() (GH-16840)
2019-10-18 14:20:35 -07:00
4db25d5c39
bpo-36018: Address more reviewer feedback (GH-15733)
2019-09-08 16:57:58 -07:00
39d87b5471
Fix typos mostly in comments, docs and test names (GH-15209)
2019-08-30 16:21:19 -04:00
8ad22a4226
bpo-37798: Test both Python and C versions in test_statistics.py (GH-15453)
2019-08-24 10:51:20 -07:00
52a48e62c6
bpo-37707: Exclude expensive unit tests from PGO task (GH-15009)
...
Mark some individual tests to skip when --pgo is used. The tests
marked increase the PGO task time significantly and likely don't
help improve optimization of the final executable.
2019-07-30 11:08:18 -07:00
02c91f59b6
bpo-36324: Make internal attributes for statistics.NormalDist() private. (GH-14871)
...
* Make internals private
* Finish making mu and sigma private
* Add missing __hash__() method
* Add blurb
2019-07-21 00:34:47 -07:00
e917f2ed9a
bpo-36546: Add more tests and expand docs ( #13406 )
2019-05-18 10:18:29 -07:00
874ad1b3b4
Fix typo: quaatile to quantile (GH=13001)
2019-05-02 14:20:58 -04:00
b0a2c0fa83
bpo-36018: Test idempotence. Test two methods against one-another. (GH-13021)
2019-04-29 23:47:33 -07:00
db81ba1393
bpo-36546: More tests: type preservation and equal inputs ( #13000 )
2019-04-28 21:31:55 -07:00
9013ccf6d8
bpo-36546: Add statistics.quantiles() ( #12710 )
2019-04-23 00:06:35 -07:00
6463ba3061
bpo-27181: Add statistics.geometric_mean() (GH-12638)
2019-04-07 09:20:03 -07:00
d1e768a677
bpo-36326: Let inspect.getdoc() find docstrings for __slots__ (GH-12498)
2019-03-25 13:01:13 -07:00
2afb598618
bpo-36324: NormalDist() add more tests and update comments (GH-12476)
...
* Improve coverage.
* Note inherent limitations of the accuracy tests
https://bugs.python.org/issue36324
2019-03-20 13:28:59 -07:00
714c60d7ac
bpo-36324: Add inv_cdf() to statistics.NormalDist() (GH-12377)
2019-03-18 20:17:14 -07:00
fc06a192fd
bpo-35892: Fix mode() and add multimode() ( #12089 )
2019-03-12 00:43:27 -07:00
1f58f4fa6a
Refine statistics.NormalDist documentation and improve test coverage (GH-12208)
2019-03-06 23:23:55 -08:00
318d537daa
bpo-36169 : Add overlap() method to statistics.NormalDist (GH-12149)
2019-03-06 22:59:40 -08:00
18ee50d5da
Add more tests for pdf() and cdf() (GH-12190)
2019-03-06 02:31:14 -08:00
ef17fdbc1c
bpo-36018: Add special value tests and make minor tweaks to the docs (GH-12096)
...
https://bugs.python.org/issue36018
2019-02-28 09:16:25 -08:00
9e456bc70e
bpo-36018: Add properties for mean and stdev (GH-12022)
...
Responding to suggestions on the tracker and some off-line suggestions.
Davin suggested that english named accessors instead of greek letters would result in more intelligible user code. Steven suggested that the parameters still need to be *mu* and *theta* which are used elsewhere (and I noted those parameter names are used in linked-to resources).
Michael suggested proving-out the API by seeing whether it generalized to *Lognormal*. I did so and found that Lognormal distribution parameters *mu* and *sigma* do not represent the mean and standard deviation of the lognormal distribution (instead, they are for the underlying regular normal distribution).
Putting these ideas together, we have NormalDist parameterized by *mu* and *sigma* but offering English named properties for accessors. That gives lets us match other API that access mu and sigma, it matches the external resources on the topic, gives us clear english names in user code. The API extends nicely to LogNormal where the parameters and the summary statistic accessors are not the same.
https://bugs.python.org/issue36018
2019-02-24 11:44:55 -08:00
Raymond Hettinger
Serhiy Storchaka
Nikita Sobolev
Irit Katriel
Zack Kneupper
Tymoteusz Wołodźko
Hai Shi
Tzanetos Balitsaris
Tim Gates
Min ho Kim
Dong-hee Na
Neil Schemenauer
Xtreak