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76 commits

Author SHA1 Message Date
Raymond Hettinger
0aa0bd0563
bpo-45876: Have stdev() also use decimal specific square root. (GH-29869) 2021-11-30 19:25:57 -06:00
Raymond Hettinger
a39f46afde
bpo-45876: Correctly rounded stdev() and pstdev() for the Decimal case (GH-29828) 2021-11-30 18:20:08 -06:00
Raymond Hettinger
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
Raymond Hettinger
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
Raymond Hettinger
04e03f496c
bpo-45851: Avoid full sort in statistics.multimode() (#29662) 
Suggested by Stefan Pochmann.
 2021-11-20 10:04:37 -06:00
Raymond Hettinger
c3bc0fe5a6
Factor-out constant calculation. (GH-29491) 2021-11-09 10:30:06 -06:00
Raymond Hettinger
4a5cccb02b
bpo-20499: Rounding error in statistics.pvariance (GH-28230) 2021-09-08 22:00:12 -05:00
Raymond Hettinger
793f55bde9
bpo-39218: Improve accuracy of variance calculation (GH-27960) 2021-08-30 20:57:30 -05:00
Raymond Hettinger
3668e118f7
Update nonstandard variable names (GH-26540) 2021-06-04 16:28:31 -07:00
Raymond Hettinger
2f2e703244
bpo-44151: Various grammar, word order, and markup fixes (GH-26344) 2021-05-24 23:04:04 -07:00
Zack Kneupper
2f3a87856c
bpo-44151: linear_regression() minor API improvements (GH-26199) 2021-05-24 17:30:58 -07:00
Raymond Hettinger
be4dd7fcd9
bpo-44150: Support optional weights parameter for fmean() (GH-26175) 2021-05-20 20:22:26 -07:00
Raymond Hettinger
b3f65e819f
Apply edits from Allen Downey's review of the linear_regression docs. (GH-26176) 2021-05-16 19:21:14 -07:00
Raymond Hettinger
fdfea4ab16
Improve speed and accuracy for correlation() (GH-26135) 2021-05-15 11:00:51 -07:00
Raymond Hettinger
55b78ce3c4
Eliminate duplicated calculations and unnecessary work for linear regression (GH-25922) 2021-05-06 07:43:13 -07:00
Raymond Hettinger
1add719516
Fix inconsistent fsum vs sum and fmean vs mean (GH-25898) 2021-05-04 11:27:28 -07:00
Tymoteusz Wołodźko
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
Raymond Hettinger
30a8b28396
bpo-43147: Remove archaic terminology. (GH-24462) 2021-02-07 16:44:42 -08:00
Raymond Hettinger
cc3467a57b
bpo-38308: Add optional weighting to statistics.harmonic_mean() (GH-23914) 2020-12-23 19:52:09 -08:00
Raymond Hettinger
5aad027db9
Some reformatting (suggested by Black) and minor factoring. (GH-20865) 2020-06-13 19:17:28 -07:00
Raymond Hettinger
d71ab4f738
bpo-40855: Fix ignored mu and xbar parameters (GH-20835) 2020-06-13 15:55:52 -07:00
Raymond Hettinger
0400a7f2f8
Minor code cleanups for statistics (GH-19873) 
* Minor cleanups:  Removed unused code.  Move C import near its Python version.

* Clean-up whitespace
 2020-05-02 19:30:24 -07:00
Raymond Hettinger
70f027dd22
bpo-40290: Add zscore() to statistics.NormalDist. (GH-19547) 2020-04-16 10:25:14 -07:00
Raymond Hettinger
733b9a308e
bpo-38385: Fix iterator/iterable terminology in statistics docs (GH-17111) 2019-11-11 23:35:06 -08:00
Raymond Hettinger
5eabec022b
bpo-38521: Fix error in NormalDist.__eq__() (GH-16840) 2019-10-18 14:20:35 -07:00
Raymond Hettinger
7ce4bfa8cf
Minor code and comment cleanup (GH-16315) 2019-09-20 21:46:52 -07:00
Raymond Hettinger
272d0d017a
bpo-36546: No longer a need to make "data" positional only (GH-16252) 2019-09-17 20:45:05 -07:00
Raymond Hettinger
4db25d5c39
bpo-36018: Address more reviewer feedback (GH-15733) 2019-09-08 16:57:58 -07:00
Raymond Hettinger
e4810b2a6c
bpo-36324: Apply review comments from Allen Downey (GH-15693) 2019-09-05 00:18:47 -07:00
Dong-hee Na
0a18ee4be7 bpo-37798: Add C fastpath for statistics.NormalDist.inv_cdf() (GH-15266) 2019-08-23 15:20:30 -07:00
Raymond Hettinger
8183bb8150
bpo-36324: Update comments to include the target hash sums (GH-15110) 2019-08-04 11:52:04 -07:00
Raymond Hettinger
1c0e9bb94b
Minor whitespace, indentation, and quoting changes to improve internal consistency and appease linters (GH-14888) 2019-07-21 12:13:07 -07:00
Raymond Hettinger
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
Raymond Hettinger
eed5e9a956
bpo-36546: Clean-up comments (GH-14857) 2019-07-19 01:57:22 -07:00
Raymond Hettinger
1791128677
bpo-36546: Mark first argument as position only (GH-14363) 2019-06-25 04:39:22 +02:00
Raymond Hettinger
6c01ebcc0d
bpo-37158: Simplify and speed-up statistics.fmean() (GH-13832) 2019-06-05 07:39:38 -07:00
Raymond Hettinger
cba9f84725
bpo-36546: Add design notes to aid future discussions (GH-13769) 2019-06-02 21:07:43 -07:00
Raymond Hettinger
fb8c7d5332
bpo-36018: Make "seed" into a keyword only argument (GH-12921) 2019-04-23 01:46:18 -07:00
Raymond Hettinger
7280048690
bpo-35904: Add missing fmean() entry to the summary table (GH-12919) 2019-04-23 01:35:16 -07:00
Raymond Hettinger
9013ccf6d8
bpo-36546: Add statistics.quantiles() (#12710) 2019-04-23 00:06:35 -07:00
Raymond Hettinger
6463ba3061
bpo-27181: Add statistics.geometric_mean() (GH-12638) 2019-04-07 09:20:03 -07:00
Raymond Hettinger
d1e768a677
bpo-36326: Let inspect.getdoc() find docstrings for __slots__ (GH-12498) 2019-03-25 13:01:13 -07:00
Raymond Hettinger
fe13883f01 bpo-36324: Improved code formatting for the NormalDist.inv_cdf rational approximation (GH-12448) 
https://bugs.python.org/issue36324
 2019-03-19 14:29:13 -07:00
Raymond Hettinger
52a594bd0d NormalDist.inv_cdf(): In-line constants because the variable names were not informative (GH-12446) 2019-03-19 12:48:04 -07:00
Raymond Hettinger
5f1e8b4d24 Add docstrings to the arithmetic methods in NormalDist() (GH-12426) 2019-03-18 22:24:15 -07:00
Raymond Hettinger
714c60d7ac
bpo-36324: Add inv_cdf() to statistics.NormalDist() (GH-12377) 2019-03-18 20:17:14 -07:00
Raymond Hettinger
41f0b78cbf Simplify overlap() formula for case where variances are equal (GH-12323) 2019-03-14 02:25:26 -07:00
Raymond Hettinger
fc06a192fd
bpo-35892: Fix mode() and add multimode() (#12089) 2019-03-12 00:43:27 -07:00
Raymond Hettinger
318d537daa
bpo-36169 : Add overlap() method to statistics.NormalDist (GH-12149) 2019-03-06 22:59:40 -08:00
Raymond Hettinger
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