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.gitignore

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# Other editor files #
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######################
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.idea/
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# Cursor #
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##########
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.cursor
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.cursorignore
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.windsurfrules
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.clinerules
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# AI coding agents #
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####################
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CLAUDE.md
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GEMINI.md

CHANGELOG.md

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<section class="release" id="unreleased">
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## Unreleased (2025-05-06)
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## Unreleased (2025-10-29)
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<section class="features">
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<details>
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- [`3b39228`](https://github.com/stdlib-js/stdlib/commit/3b39228e76a9586ede35c2c128939f21c6982d09) - **docs:** replace manual `for` loop in examples [(#8263)](https://github.com/stdlib-js/stdlib/pull/8263) _(by Harsh Yadav)_
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- [`fc438e0`](https://github.com/stdlib-js/stdlib/commit/fc438e0edbad0689d6923d6f3edb959b96597662) - **test:** use standardized assertion messages and fix lint errors _(by Philipp Burckhardt)_
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- [`9c21fd2`](https://github.com/stdlib-js/stdlib/commit/9c21fd20ef8b8a6a88abb96d80ea6d8e4c5434eb) - **test:** use .strictEqual() instead of .equal() _(by Philipp Burckhardt)_
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- [`736fe31`](https://github.com/stdlib-js/stdlib/commit/736fe3118504faef9a2b6ac064debe426c8f9a24) - **feat:** add C implementation for `stats/base/dists/lognormal/skewness` [(#4166)](https://github.com/stdlib-js/stdlib/pull/4166) _(by Manvith M, Philipp Burckhardt, stdlib-bot)_
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- [`ae08a29`](https://github.com/stdlib-js/stdlib/commit/ae08a29eb928357ae97532f0c3f398b0fef58ebd) - **bench:** refactor random number generation in `stats/base/dists/lognormal` [(#5164)](https://github.com/stdlib-js/stdlib/pull/5164) _(by Saurabh Singh)_
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- [`4a70790`](https://github.com/stdlib-js/stdlib/commit/4a707903dfef7c2b56216000165706497d19a251) - **style:** add missing spaces _(by Philipp Burckhardt)_
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### Contributors
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A total of 3 people contributed to this release. Thank you to the following contributors:
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A total of 4 people contributed to this release. Thank you to the following contributors:
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- Harsh Yadav
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- Manvith M
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- Philipp Burckhardt
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- Saurabh Singh

CONTRIBUTORS

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# Contributors listed in alphabetical order.
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Aadish Jain <jain.aadishj@gmail.com>
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Aarya Balwadkar <142713127+AaryaBalwadkar@users.noreply.github.com>
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Aarya Balwadkar <aaryabalwadkar2005@gmail.com>
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Aayush Khanna <aayushiitbhu23@gmail.com>
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Abdelrahman Samir <60700731+abdelrahman04@users.noreply.github.com>
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Abdul Kaium <97376242+impawstarlight@users.noreply.github.com>
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Abhay Punia <156515195+Hecker165@users.noreply.github.com>
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Abhijit Raut <abhijitmraut8010@gmail.com>
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Abhishek G <166795493+AbhishekG-Codes@users.noreply.github.com>
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Abhishek Jain <40913033+abhishekblue@users.noreply.github.com>
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Adarsh Palaskar <adarshpalaskar99@gmail.com>
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Aditya Sapra <adityaework@gmail.com>
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Aditya Singh <adityasinghk099@gmail.com>
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Ahmed Atwa <Ahmedatwa866@yahoo.com>
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Ahmed Kashkoush <ahmedkashkoush464@gmail.com>
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Ahmed Khaled <kahmd1444@gmail.com>
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Aksshay Balasubramanian <119944779+Aksshay88@users.noreply.github.com>
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Aleksandr <112382387+alextes90@users.noreply.github.com>
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Ali Salesi <ali_sal1381@yahoo.com>
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AlyAbdelmoneim <148393799+AlyAbdelmoneim@users.noreply.github.com>
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Aman Bhansali <bhansali.1@iitj.ac.in>
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AmanBhadkariya <140033975+AmanBhadkariya@users.noreply.github.com>
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Aly Abdelmoneim <148393799+AlyAbdelmoneim@users.noreply.github.com>
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Aman Bhadkariya <140033975+AmanBhadkariya@users.noreply.github.com>
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Aman Bhansali <amanbhansali65@gmail.com>
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Amisha Chhajed <amishhhaaaa@gmail.com>
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Amit Jimiwal <amitjimiwal45@gmail.com>
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Anshu Kumar <132515490+anxhukumar@users.noreply.github.com>
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Anmol Sah <annifind010@gmail.com>
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Annamalai Prabu <apfossdev@gmail.com>
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Anshu Kumar <contact.anshukumar@protonmail.com>
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Anshuman Singh <anshu.1239.as@gmail.com>
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Anudeep Sanapala <anudeep0306@gmail.com>
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Arihant Pal <arihant0pal@gmail.com>
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Aryan Bhirud <112156883+AryanBhirud@users.noreply.github.com>
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Aryan J <18aryanj2006@gmail.com>
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Athan Reines <kgryte@gmail.com>
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Ayaka <73595362+USERSATOSHI@users.noreply.github.com>
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Bhavishy Agrawal <90029607+bhavishy2801@users.noreply.github.com>
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Atharva Patil <anpatil.1223@gmail.com>
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Bhavishy Agrawal <bhavishyrocker2801@gmail.com>
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Bhupesh Kumar <bkumar_be23@thapar.edu>
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Brendan Graetz <bguiz@users.noreply.github.com>
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Bruno Fenzl <brunofenzl@gmail.com>
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Bryan Elee <rxbryn@gmail.com>
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Chinmay Joshi <86140365+JawHawk@users.noreply.github.com>
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Christopher Dambamuromo <chridam@gmail.com>
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Dan Rose <danoftheroses@gmail.com>
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Daniel Hernandez Gomez <156333015+dhernandeez13@users.noreply.github.com>
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Daniel Killenberger <daniel.killenberger@gmail.com>
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Daniel Yu <40680511+Daniel777y@users.noreply.github.com>
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Debashis Maharana <debashismaharana7854@gmail.com>
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Deep Trivedi <128926685+thedeeppp@users.noreply.github.com>
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Desh Deepak Kant <118960904+DeshDeepakKant@users.noreply.github.com>
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Deep Trivedi <deepbtrivedi04@gmail.com>
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Deepak Singh <78257493+Deepak91168@users.noreply.github.com>
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Deepak Singh <negid0253@gmail.com>
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Desh Deepak Kant <deshdeepakkant@gmail.com>
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Devshree Bhati <147095250+devshree-bhati@users.noreply.github.com>
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Divyansh Seth <59174836+sethdivyansh@users.noreply.github.com>
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Dhruvil Mehta <dhruvilmehta2606@gmail.com>
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Dipjyoti Das <dipexplorerid23@gmail.com>
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Ditsu S <170345142+ditsus@users.noreply.github.com>
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Divyansh Seth <divyanshseth08@gmail.com>
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Dominik Moritz <domoritz@gmail.com>
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Dudhat Hemil Pravinkumar <138382078+Hemil36@users.noreply.github.com>
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Fadio <48636283+fadiothman22@users.noreply.github.com>
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GK Bishnoi <gkishan1kyt@gmail.com>
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Gaurav <gaurav70380@gmail.com>
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Gaurav Jadhav <gaurav70380@gmail.com>
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Geo Daoyu <geodaoyu@foxmail.com>
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Gitty Harsha <hnarayana788@gmail.com>
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Gopi Kishan <gkishan1kyt@gmail.com>
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Gunj Joshi <gunjjoshi8372@gmail.com>
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Gururaj Gurram <gururajgurram1512@gmail.com>
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Harishchandra Reddy <harish.7000@gmail.com>
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Haroon Rasheed <51189276+haroon26@users.noreply.github.com>
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Harsh <harshyadav6078@gmail.com>
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HarshaNP <96897754+GittyHarsha@users.noreply.github.com>
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Harsh Yadav <harshyadav6078@gmail.com>
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Harshita Kalani <harshitakalani02@gmail.com>
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Hemang Choudhary <coehemang@gmail.com>
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Hridyanshu <124202756+HRIDYANSHU054@users.noreply.github.com>
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Iryna Andrushko <ira.andrushko2@gmail.com>
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Jaison Dsouza <jaisondz9360@gmail.com>
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Jalaj Kumar <142599224+jalajk3004@users.noreply.github.com>
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James Gelok <jdgelok@gmail.com>
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Jay Soni <jaygsoni14@gmail.com>
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Jaysukh Makvana <jaysukhmakvana2004@gmail.com>
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Jenish <thisisjenish05@gmail.com>
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Jenish Thapa <141203631+jenish-thapa@users.noreply.github.com>
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Jithin KS <jithinks112@gmail.com>
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Joel Mathew Koshy <joelmathewkoshy@gmail.com>
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Joey Reed <joeyrreed@gmail.com>
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Jordan Gallivan <115050475+Jordan-Gallivan@users.noreply.github.com>
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Joris Labie <joris.labie1@gmail.com>
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jsai28 <54253219+jsai28@users.noreply.github.com>
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Justin Dennison <justin1dennison@gmail.com>
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Justyn Shelby <96994781+ShelbyJustyn@users.noreply.github.com>
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Karan Anand <anandkarancompsci@gmail.com>
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Karan Vasudevamurthy <karanlvm123@gmail.com>
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Karan Yadav <77043443+karanBRAVO@users.noreply.github.com>
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Karthik Prakash <116057817+skoriop@users.noreply.github.com>
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Kohantika Nath <145763549+kohantikanath@users.noreply.github.com>
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Krishnam Agarwal <83017176+888krishnam@users.noreply.github.com>
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Krishnendu Das <86651039+itskdhere@users.noreply.github.com>
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lohithganni <116790357+lohithganni@users.noreply.github.com>
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Lokesh Ranjan <lokesh.ranjan.phe23@itbhu.ac.in>
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Lovelin Dhoni J B <100030865+lovelindhoni@users.noreply.github.com>
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MANI <77221000+Eternity0207@users.noreply.github.com>
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Mahfuza Humayra Mohona <mhmohona@gmail.com>
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MANI <77221000+Eternity0207@users.noreply.github.com>
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Manik Sharma <maniksharma.rke@gmail.com>
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Manvith M <148960168+manvith2003@users.noreply.github.com>
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Marcus Fantham <mfantham@users.noreply.github.com>
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Milan Raj <rajsite@users.noreply.github.com>
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Mohammad Bin Aftab <48010758+MohammadBinAftab@users.noreply.github.com>
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Mohammad Kaif <mdkaifprofession@gmail.com>
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Mohsin <122507740+thisisairo@users.noreply.github.com>
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Momtchil Momtchev <momtchil@momtchev.com>
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Muhammad Haris <harriskhan047@outlook.com>
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Muhammad Taaha Tariq <166188821+Taaha-Tariq@users.noreply.github.com>
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Muhmmad Saad <106260977+saad-imran-dev@users.noreply.github.com>
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Nakul Krishnakumar <nakulkrishnakumar86@gmail.com>
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Naresh Jagadeesan <naresh.naresh000@gmail.com>
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Naveen Kumar <stupiddint@gmail.com>
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Navyansh Kesarwani <91735202+navyansh007@users.noreply.github.com>
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navyansh007 <91735202+navyansh007@users.noreply.github.com>
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NEEKUorAAYUSH <aayush10072004@gmail.com>
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Neeraj Pathak <neerajrpathak710@gmail.com>
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Nithin Katta <88046362+nithinkatta@users.noreply.github.com>
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Nourhan Hasan <109472010+TheNourhan@users.noreply.github.com>
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Ognjen Jevremović <ognjenjevremovic@users.noreply.github.com>
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olenkabilonizhka <62379231+olenkabilonizhka@users.noreply.github.com>
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Oneday12323 <107678750+Oneday12323@users.noreply.github.com>
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Ori Miles <97595296+orimiles5@users.noreply.github.com>
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Payal Goswami <payalgoswami9711@gmail.com>
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Philipp Burckhardt <pburckhardt@outlook.com>
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Pierre Forstmann <15964998+pierreforstmann@users.noreply.github.com>
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Piyush Goel <piyush.goel2704@gmail.com>
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Pradyumn Prasad <pradyumnprasad.567@gmail.com>
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Prajwal Kulkarni <prajwalkulkarni76@gmail.com>
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Pranav Goswami <pranavchiku11@gmail.com>
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pranav-1720 <123018993+pranav-1720@users.noreply.github.com>
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Pranjal Jha <97080887+PraneGIT@users.noreply.github.com>
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Prashant Kumar Yadav <144602492+0PrashantYadav0@users.noreply.github.com>
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rei2hu <reimu@reimu.ws>
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Rishav <115060907+rishav2404@users.noreply.github.com>
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Yaswanth Kosuru <116426380+yaswanthkosuru@users.noreply.github.com>
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Yernar Yergaziyev <yernar.yergaziyev@erg.kz>
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youzi-forge <liuxingyou666@outlook.com>
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Yugal Kaushik <yugalkaushik14@gmail.com>
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Yuvi Mittal <128018763+yuvi-mittal@users.noreply.github.com>
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devshree-bhati <147095250+devshree-bhati@users.noreply.github.com>
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ditsu <170345142+ditsus@users.noreply.github.com>
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ekambains <bainsinbusiness@gmail.com>
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fadiothman22 <48636283+fadiothman22@users.noreply.github.com>
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iraandrushko <71790513+iraandrushko@users.noreply.github.com>
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lohithganni <116790357+lohithganni@users.noreply.github.com>
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olenkabilonizhka <62379231+olenkabilonizhka@users.noreply.github.com>
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pranav-1720 <123018993+pranav-1720@users.noreply.github.com>
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rahulrangers <127782777+rahulrangers@users.noreply.github.com>
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rainn <88160429+AmCodesLame@users.noreply.github.com>
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rei2hu <reimu@reimu.ws>
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zhanggy <geodaoyu@foxmail.com>
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Zuhair Ahmad <157193652+Zuhair-CS@users.noreply.github.com>

README.md

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Original file line numberDiff line numberDiff line change
@@ -147,20 +147,17 @@ y = skewness( 0.0, -1.0 );
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<!-- eslint no-undef: "error" -->
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```javascript
150-
var randu = require( '@stdlib/random-base-randu' );
150+
var uniform = require( '@stdlib/random-array-uniform' );
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var logEachMap = require( '@stdlib/console-log-each-map' );
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var skewness = require( '@stdlib/stats-base-dists-lognormal-skewness' );
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var sigma;
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var mu;
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var y;
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var i;
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var opts = {
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'dtype': 'float64'
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};
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var mu = uniform( 10, -5.0, 5.0, opts );
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var sigma = uniform( 10, 0.0, 20.0, opts );
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for ( i = 0; i < 10; i++ ) {
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mu = ( randu()*10.0 ) - 5.0;
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sigma = randu() * 20.0;
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y = skewness( mu, sigma );
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console.log( 'µ: %d, σ: %d, skew(X;µ,σ): %d', mu.toFixed( 4 ), sigma.toFixed( 4 ), y.toFixed( 4 ) );
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}
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logEachMap( 'µ: %0.4f, σ: %0.4f, skew(X;µ,σ): %0.4f', mu, sigma, skewness );
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```
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</section>

examples/index.js

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'use strict';
2020

21-
var randu = require( '@stdlib/random-base-randu' );
21+
var uniform = require( '@stdlib/random-array-uniform' );
22+
var logEachMap = require( '@stdlib/console-log-each-map' );
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var skewness = require( './../lib' );
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var sigma;
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var mu;
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var y;
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var i;
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var opts = {
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'dtype': 'float64'
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};
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var mu = uniform( 10, -5.0, 5.0, opts );
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var sigma = uniform( 10, 0.0, 20.0, opts );
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for ( i = 0; i < 10; i++ ) {
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mu = ( randu()*10.0 ) - 5.0;
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sigma = randu() * 20.0;
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y = skewness( mu, sigma );
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console.log( 'µ: %d, σ: %d, skew(X;µ,σ): %d', mu.toFixed( 4 ), sigma.toFixed( 4 ), y.toFixed( 4 ) );
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}
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logEachMap( 'µ: %0.4f, σ: %0.4f, skew(X;µ,σ): %0.4f', mu, sigma, skewness );

package.json

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@@ -48,11 +48,12 @@
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},
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"devDependencies": {
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"@stdlib/array-float64": "^0.2.2",
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"@stdlib/console-log-each-map": "github:stdlib-js/console-log-each-map#main",
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"@stdlib/constants-float64-eps": "^0.2.2",
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"@stdlib/constants-float64-ninf": "^0.2.2",
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"@stdlib/constants-float64-pinf": "^0.2.2",
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"@stdlib/math-base-special-abs": "^0.2.2",
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"@stdlib/random-base-randu": "^0.2.1",
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"@stdlib/random-array-uniform": "^0.2.1",
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"@stdlib/random-base-uniform": "^0.2.1",
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"@stdlib/utils-try-require": "^0.2.2",
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"tape": "git+https://github.com/kgryte/tape.git#fix/globby",

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