Sorted L-On Penalized Estimation

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Project description

sortedl1

sortedl1 is a python package for Sorted L-One Penalized Estimation.

Installing

sortedl1 is currently only available on github. To install it, run

pip install -U git+https://github.com/jolars/sortedl1

Usage

Estimators in sortedl1 are compatible with the scikit-learn interface.

import numpy as np
from numpy.random import default_rng

from sortedl1 import Slope

# Generate some random data
n = 100
p = 3

seed = 31
rng = default_rng(seed)

x = rng.standard_normal((n, p))
beta = rng.standard_normal(p)
y = x @ beta + rng.standard_normal(n)

# Fit the model
model = Slope(alpha=0.1)
model.fit(x, y)

# Print the coefficients
print(model.coef_)

Contributing

The backbone of the package is written in C++ and developed in a separate repository at https://github.com/jolars/libslope. So if you have any issues with the package other than such that are specific to the python interface, please report them there. But feel free to request features here.

Project details

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Release history Release notifications | RSS feed

0.2.3

Feb 7, 2024

0.2.2

Dec 14, 2023

This version

0.2.1

Dec 11, 2023

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MD5	`8c352ec7616599975fdba0fc408c1291`
BLAKE2b-256	`4edc71d0889edb18f60a5617aae5e4741413365f5517fbffddeef8f48d846354`

Hashes for sortedl1-0.2.1-cp312-cp312-win_amd64.whl

Hashes for sortedl1-0.2.1-cp312-cp312-win_amd64.whl
Algorithm	Hash digest
SHA256	`55f841d5c5d5b6cf4cb038b99ab25736e0ac3102284ad7eac88fef5b698c95f9`
MD5	`efe044d6f626f46188bd55be2719159d`
BLAKE2b-256	`54fe7404f53e02b01822dc4406408e2f8be3bce85b579b0b9736cc33a843afa8`

Hashes for sortedl1-0.2.1-cp312-cp312-win32.whl

Hashes for sortedl1-0.2.1-cp312-cp312-win32.whl
Algorithm	Hash digest
SHA256	`87273c0f799328f8665b45c33674efe1fffed394818c582b90be9715c71971f8`
MD5	`4418e9812d4b90a8e7872c82fc8959c8`
BLAKE2b-256	`f1eb52d2b3fce43af82f25800a5cdf3712854a73f7979554c52d46440c964a9f`

Hashes for sortedl1-0.2.1-cp312-cp312-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp312-cp312-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`0109ec8c2edb544a130ad145f177b43ba3bd336fbee48810479f06e254b0d702`
MD5	`34869a2fe23cadff3ea6f562d5bf1fa0`
BLAKE2b-256	`df9ab5707d2db327d6dbf60afa77b371c637bb843ab6f63c49ab9ae271dbab0f`

Hashes for sortedl1-0.2.1-cp312-cp312-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp312-cp312-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`6d6aa7fb5917ae13dbe18294aae77cf20b154973d251bb322fd64c8cac1b0367`
MD5	`965335a29d250fdb28585845d373035d`
BLAKE2b-256	`45f39957774a10b1541f1db78557607574323528e941a79ebb5d1913eefe031e`

Hashes for sortedl1-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`6d9a14712f389016b80267e7be62c1e5858570d1e13aa06a7fdeda1c2d95ad9e`
MD5	`b3a6d3ac49ab3be084ac8f8c89c34993`
BLAKE2b-256	`6c076164a006cf7b5630e5793e926a2cc526a3b0cdab3c8b3514019bd51c4f32`

Hashes for sortedl1-0.2.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`04420928108aa7be593ff095b2b298fddae1f60b8a5bbc58e32fbf65e8af71c7`
MD5	`ca54e0b1041fc3b9b66c542c766360eb`
BLAKE2b-256	`2e11fdb3462e725626923359fd70598983beafb5a0817e4da095881e452a9f1a`

Hashes for sortedl1-0.2.1-cp312-cp312-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`1af9b45724b36d7633ca95bace0dd9c4dfa00182c7e60be7e5807d201bee4399`
MD5	`48a040c04f9204d1720f1df334dac520`
BLAKE2b-256	`8c23348c051baf7eeb1437c0c6cb35c4b5026f9678a53e9a0286d50fc2413c2f`

Hashes for sortedl1-0.2.1-cp311-cp311-win_amd64.whl

Hashes for sortedl1-0.2.1-cp311-cp311-win_amd64.whl
Algorithm	Hash digest
SHA256	`e38f1bd9a2da8fad54300754d23f2cbb3b827ca0e043015114ef2fae26d2a65a`
MD5	`0c65f2e2e35a865e74bff455f8ff48f3`
BLAKE2b-256	`9ba5b0bd36c94fcef3e92baebead5f8b9036507ed6493776c1382b27d238b7b6`

Hashes for sortedl1-0.2.1-cp311-cp311-win32.whl

Hashes for sortedl1-0.2.1-cp311-cp311-win32.whl
Algorithm	Hash digest
SHA256	`125ebca0eb41df6ddfc8863366c8b33f036e48c84daf6621f09c472c8462cdec`
MD5	`1b62823ebf2d53bebf703b274250c2bd`
BLAKE2b-256	`b0b5adaef2126b805a94eb886fc129da2b749dfeded00e569f7629c370983a7a`

Hashes for sortedl1-0.2.1-cp311-cp311-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`2cbb7f4162c5c876d5888c3fa2275e5fd98573b5f35b80e33386f318f65a093a`
MD5	`d366a7d5616708e3f61471689cc6b32f`
BLAKE2b-256	`d3bfb36f53d791a6a85121fff0c0f2a4b8bc847ba0864b7c07c570ff2270ffca`

Hashes for sortedl1-0.2.1-cp311-cp311-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp311-cp311-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`0c431b09cf4b20c1ea93f9da828ce253341310418f209bef954540e6eeb49a1c`
MD5	`a2b58e17347e4210d4c5d8cbcdc262ac`
BLAKE2b-256	`facb330b765fd6d0e0d4d3f47a1a9fe8b831e73f432b954e4b2110825ce228dc`

Hashes for sortedl1-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`2e53cc82f1764b976ea0e5f5acc07fa406c3cc82c6dd1861fca7617e7be133a1`
MD5	`d22e82cdeaea090c7ea0eb35ad488c3f`
BLAKE2b-256	`10ebb8b323a5fe067bee30f7b0b8942097669017b8c829e4c8a4299eddc57a8e`

Hashes for sortedl1-0.2.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`371d64b252bd1e86aaabb108e27eb49f8dfa36d3fd00279af23fd3fc753ea3c2`
MD5	`019dee6be4298dfd65ea55ea3d28db93`
BLAKE2b-256	`963f4d34768724ae709dc8b4eeb4c81eaee007db766340c91cd7d12bece1b360`

Hashes for sortedl1-0.2.1-cp311-cp311-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`d9679d28b2c16bbae29e95c526ae881c4e8d404e7ece99b7fa0150e34eb2134e`
MD5	`67d97c3c25274a76d7ff3b402f4e057c`
BLAKE2b-256	`f06a3bc2491a502ebbf2aad09e14b09d98634c8d83defa278f6125f2a25813a8`

Hashes for sortedl1-0.2.1-cp310-cp310-win_amd64.whl

Hashes for sortedl1-0.2.1-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`cfa5da652f7a7ebbf98cb87d3786d274fcb841bca108428f250533177337bd83`
MD5	`ee7df97faf8e61439d981d011a28a1f8`
BLAKE2b-256	`d64017520e8de190a171263d9e94bec5e4ec5115998034c946007afd267fc164`

Hashes for sortedl1-0.2.1-cp310-cp310-win32.whl

Hashes for sortedl1-0.2.1-cp310-cp310-win32.whl
Algorithm	Hash digest
SHA256	`b48a42750248538d37223306c29abd1056c79fa114f653e6d0212082e3fd9e8f`
MD5	`426a9fa4a8217f7524cb9b150b47a3dc`
BLAKE2b-256	`af5838aab1e0aefbb7ed73cb266b1f9a2ec136515b3aef3a8701c22516d306ab`

Hashes for sortedl1-0.2.1-cp310-cp310-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`cf5bac6fc86eefc4653c508937ca494153d9dfa0f79840d555b125ec402d507b`
MD5	`19461533f7e234adbedcdcf7cf8fc558`
BLAKE2b-256	`7e47698df9186cda825d92fa4b135e2f1fcb4ec99d8a3c080d7813950ccfafba`

Hashes for sortedl1-0.2.1-cp310-cp310-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp310-cp310-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`f0e4e08f537c4c7829dd322695bad4ddee82e8195c0f04229a4e9a5adda34561`
MD5	`aa2308af533b38709d51385d774d0179`
BLAKE2b-256	`033201010c3273100921c48560f44809a46c1277fc8fb654e91e6f3cd02e633c`

Hashes for sortedl1-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`83d36f458a4134282bf0da75077960c664e2838c2d07808704065543441bdbe7`
MD5	`3f0fefd90af9e197955c492910de0418`
BLAKE2b-256	`e41ce45cfe054d52657189c85646cdf8c91b8aba38755968400bb7863f16b912`

Hashes for sortedl1-0.2.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`7d6f8f35a6eb0eb982845e545d7b39c91c9003c819a1102d0b8fba40c935e362`
MD5	`5ef2231eb2ab3e01f2e0524452fa1412`
BLAKE2b-256	`8ab454791fdd3966438f9ffe14f7071907ad16599c2466dfaf5017badeaf41e6`

Hashes for sortedl1-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`9937f264ce440482f4f81069a36da2a695aa62359ac589fcc4f693e48b56d971`
MD5	`54afd908d16cb9a40fce0dd87b9d74a7`
BLAKE2b-256	`9aafbf369357c84de8e2a14fc834ad6faeba819e0b0b61838aba71dd75f011b1`

Hashes for sortedl1-0.2.1-cp39-cp39-win_amd64.whl

Hashes for sortedl1-0.2.1-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`e23149bc197531d855e1fabdf37ed3ad7d500b8b37f47e68bd40cf520fbdace1`
MD5	`401013520fa1124a2a30866331375cc3`
BLAKE2b-256	`05f1ab11755f687cbf9693710aeedb11fc0f617a56447312856fed1a4929ac55`

Hashes for sortedl1-0.2.1-cp39-cp39-win32.whl

Hashes for sortedl1-0.2.1-cp39-cp39-win32.whl
Algorithm	Hash digest
SHA256	`4817c424d314d2d8dcc2863840a4a572ed0078bf530406a4431d146b59b03ef3`
MD5	`6f207dfa97bb1450c810163fff8655bc`
BLAKE2b-256	`9c79bc722c627b14f7287f2a4bd5b51f3ac35c72312ce9380a3462f0a0e1352e`

Hashes for sortedl1-0.2.1-cp39-cp39-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`e67ca8360f1aa9bb7655d1573abae20be3d519f634ad8138b04c6bc5387a2ec0`
MD5	`5d1ae2ae5c45a92963b4039ffcaf359a`
BLAKE2b-256	`1bca71a2542861b28284dad980c29ac7f5023a7db5b995c6d25c503703bcf083`

Hashes for sortedl1-0.2.1-cp39-cp39-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp39-cp39-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`68784004fc33255e7a998a93acf1015d8e813ed258087255a5cc7d721ccc2835`
MD5	`2d1992554de36544385812dab0d1d8df`
BLAKE2b-256	`7eafb42cb05aaf9a6b9ab3b67c59a980f76df34c66229becf9e1ff4ac31a022f`

Hashes for sortedl1-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`71c99963948b662e39feefe7a5998c6121fcdf84375d46055c0563de672eec9e`
MD5	`4411182d11b77bbf9cf86143191c618c`
BLAKE2b-256	`f97749ffe83409dafb0f6000335173b3ef6fce52462391faa303824ba84a5c62`

Hashes for sortedl1-0.2.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`97f0570ce367e43d0725712231d770522d45e49f5c0d45977f3386367c4886f8`
MD5	`5a5d1dd72a3cc92d78915a30896ae524`
BLAKE2b-256	`f2ceb9dbd4580f71d115323d44687e3711fb63489f04a83fc9e06c0efc462a0c`

Hashes for sortedl1-0.2.1-cp39-cp39-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`9c0655a560d18fc44e75142689c99c4ff3a3bdfed651ff351ec121a2420c1e61`
MD5	`c513117101271a68da6c38b6f4f52c45`
BLAKE2b-256	`6f92879843b91e6c65f1c73e47baefcecdfee59359c8e5eb6055f0ae8a20db78`

Hashes for sortedl1-0.2.1-cp38-cp38-win_amd64.whl

Hashes for sortedl1-0.2.1-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`2c613a475592e5d67c0e0bd3a620fe1d08053d1ebc8a7dc91a62257e1f143826`
MD5	`03f417c83a1fb973fe43788b177da32f`
BLAKE2b-256	`87e3617ef00dacdc95186857bdfa8d48d06e96ffd534b95b60bbca73aee8d791`

Hashes for sortedl1-0.2.1-cp38-cp38-win32.whl

Hashes for sortedl1-0.2.1-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`04faa4ba910433e53be833a685727e306e54900e4b706e60d50e11cfb222dcc7`
MD5	`fe9f40fe0369f28059528b7f2bfe7b6c`
BLAKE2b-256	`1a6530cd76b70fe22cd1176a51b5644178921034d9aa1062e48d173bc1357e94`

Hashes for sortedl1-0.2.1-cp38-cp38-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`2467b9bac4ed68c310b4f4d60e1da406a84471c65e34069875f1b6939cdc847f`
MD5	`f42f15dfb7e5b3814eabab93549a5e06`
BLAKE2b-256	`1944d3b2c909ed4ba429bee125eca828a8941a886c06dfbc89a53d71e8ce49ac`

Hashes for sortedl1-0.2.1-cp38-cp38-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp38-cp38-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`21c90cccc1e0b5c597f29a8eda6483bf72764abef9cef67f23e3c892346702a7`
MD5	`0941f24a22903e0683e3197a175de557`
BLAKE2b-256	`7a6c9b377736a54b27897c406da08e10299b3652320c072a5271bdf01a41fdb7`

Hashes for sortedl1-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`9df973d868a34d4cb2a811acaaaa9977f102948eb65c6075f4e7071ad50d1fe7`
MD5	`a074925fb3327e239c494739d2ed8d5d`
BLAKE2b-256	`1f5203e84fc82aa583aabab87d47cd24f48318ca437ae3ce963dca842917f830`

Hashes for sortedl1-0.2.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`3dc129c6d9009c033f328270451d26924dbbafe7cf28c5e7e33c869da8eb91d3`
MD5	`47a514835c29982c7838c5e1421498bd`
BLAKE2b-256	`51328fec8ea27d6cc533e4f316eb1eeb3ec8b849f91be4c61f9417e2e0a86bfd`

Hashes for sortedl1-0.2.1-cp38-cp38-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`b7904c8f81a1021f0b28342d8e279259bd1836331e540f05613933b7741a64f1`
MD5	`7c0e71fee28b5247b745cd416ac6a02c`
BLAKE2b-256	`9ce40f575b077fccfab2d9f3c7502d34e568410bfd3a03b006ffb406b7019a98`

Hashes for sortedl1-0.2.1-cp37-cp37m-win_amd64.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`5c4729b9076cd1cea1670dc2a19aa3928486fc84facc2f8bf54030b47ece07c7`
MD5	`58437197e1b56c194f48519d1aaa11fa`
BLAKE2b-256	`0d79363583668345cee966ee6b293e8713c1eeed182193f61b433c6cd2bab091`

Hashes for sortedl1-0.2.1-cp37-cp37m-win32.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`2914f2eda7fd5aa08822b27b52fe3920a9d3655ebfadf02a43817243bde18b5e`
MD5	`c28e129b1b1e30f3d69a686df06c593a`
BLAKE2b-256	`f4a6c77be9ac4b6f4fb400f57bdf4b9f6bd3636ac07a2c1438f1d2b859631e30`

Hashes for sortedl1-0.2.1-cp37-cp37m-musllinux_1_1_x86_64.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`1820d1d6bb1691f7641362f675656c670b1765ca69111708f45408e59114de58`
MD5	`571b1b3bc93d7ed666de67165a3b3bfa`
BLAKE2b-256	`39d25d265baa1ebd2f9e06eac788af7a491023a63d478e6085ee6685f1051f6a`

Hashes for sortedl1-0.2.1-cp37-cp37m-musllinux_1_1_i686.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`a3c3b1327ef135bb6b215c9e528d21de6eae8b47045a5bb60c6c3e3e5c9cf473`
MD5	`fb36b430651b6762e59abd42e4b55e95`
BLAKE2b-256	`04b5be9cd48b854333763b025a21d75e802c690eff647d1a7a4331d55be46d86`

Hashes for sortedl1-0.2.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`838f6e5b70d479175cbbdf95007231263241c3e9d4203ff669f0d4aa43c794e1`
MD5	`378dc3ca93dcdbcc088ac7ee7462bbcd`
BLAKE2b-256	`43112730aeabb0b98975d19787334907985cafa58d5ca401bc2012706c9afef2`

Hashes for sortedl1-0.2.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`812b82bf4f61a987cd2dcc4ba589fde8009e94a15c10e6853a43b3cb86378081`
MD5	`ca1fb4819598c9be1853e6807ea16f58`
BLAKE2b-256	`df1e436185ec8ca15418f50a34736b57f47a56178039d733052b80a338001cc5`

Hashes for sortedl1-0.2.1-cp37-cp37m-macosx_10_9_x86_64.whl

Hashes for sortedl1-0.2.1-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`2845ca04e3cbcf40244ce1db1ac94a542a263f104c9ff0108f5510fd60d9a06c`
MD5	`bf1bd9ec822e05dedebc1c5d044b6a80`
BLAKE2b-256	`4c2e84513af6ed2a6a61ba89d7d5d1404265711da8b2e309f9257bd932487919`