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Perl Data Language - Revision history
2025-05-30T04:32:35Z
Revision history for this page on the wiki
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<td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 07:45, 3 December 2023</td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Machine learning==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>PDL can be used for [[machine learning]]. It includes modules that are used to perform classic [[k-means clustering]] or general and generalized linear modeling methods such as ANOVA, linear regression, PCA, and logistic regression. Examples of PDL usage for regression modelling tasks include evaluating association between education attainment and ancestry differences of parents,<ref name="pmid25734509">{{cite journal | vauthors = Abdellaoui A, Hottenga JJ, Willemsen G, Bartels M, van Beijsterveldt T, Ehli EA, Davies GE, Brooks A, Sullivan PF, Penninx BW, de Geus EJ, Boomsma DI | title = Educational Attainment Influences Levels of Homozygosity through Migration and Assortative Mating | journal = PLOS ONE | volume = 10 | issue = 3 | pages = e0118935 | date = Mar 2015 | pmid = 25734509 | pmc = 4347978 | doi = 10.1371/journal.pone.0118935 | bibcode = 2015PLoSO..1018935A | doi-access = free }}</ref> comparison of RNA-protein interaction profiles that needs regression-based normalization<ref name="pmid24398258">{{cite journal | vauthors = Wang T, Xie Y, Xiao G | title = dCLIP: a computational approach for comparative CLIP-seq analyses | journal = Genome Biology | volume = 15 | issue = 1 | pages = R11 | date = Jan 2014 | pmid = 24398258 | pmc = 4054096 | doi = 10.1186/gb-2014-15-1-r11 }}</ref> and analysis of spectra of galaxies.<ref>{{cite journal | vauthors = Sánchez SF, Pérez E, Sánchez-Blázquez P, González JJ, Rosález-Ortega FF, Cano-Dí az M, López-Cobá C, Marino RA, Gil de Paz A, Mollá M, López-Sánchez AR, Ascasibar Y, Barrera-Ballesteros J | title = Pipe3D, a pipeline to analyze Integral Field Spectroscopy Data: I. New fitting philosophy of FIT3D | journal = Revista Mexicana de Astronomía y Astrofísica | volume = 52 | pages = 21–53 | date = April 2016 | arxiv = 1509.08552 | bibcode = 2016RMxAA..52...21S }}</ref></div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>PDL can be used for [[machine learning]]. It includes modules that are used to perform classic [[k-means clustering]] or general and generalized linear modeling methods such as ANOVA, linear regression, PCA, and logistic regression. Examples of PDL usage for regression modelling tasks include evaluating association between education attainment and ancestry differences of parents,<ref name="pmid25734509">{{cite journal | vauthors = Abdellaoui A, Hottenga JJ, Willemsen G, Bartels M, van Beijsterveldt T, Ehli EA, Davies GE, Brooks A, Sullivan PF, Penninx BW, de Geus EJ, Boomsma DI | title = Educational Attainment Influences Levels of Homozygosity through Migration and Assortative Mating | journal = PLOS ONE | volume = 10 | issue = 3 | pages = e0118935 | date = Mar 2015 | pmid = 25734509 | pmc = 4347978 | doi = 10.1371/journal.pone.0118935 | bibcode = 2015PLoSO..1018935A | doi-access = free }}</ref> comparison of RNA-protein interaction profiles that needs regression-based normalization<ref name="pmid24398258">{{cite journal | vauthors = Wang T, Xie Y, Xiao G | title = dCLIP: a computational approach for comparative CLIP-seq analyses | journal = Genome Biology | volume = 15 | issue = 1 | pages = R11 | date = Jan 2014 | pmid = 24398258 | pmc = 4054096 | doi = 10.1186/gb-2014-15-1-r11<ins style="font-weight: bold; text-decoration: none;"> | doi-access = free</ins> }}</ref> and analysis of spectra of galaxies.<ref>{{cite journal | vauthors = Sánchez SF, Pérez E, Sánchez-Blázquez P, González JJ, Rosález-Ortega FF, Cano-Dí az M, López-Cobá C, Marino RA, Gil de Paz A, Mollá M, López-Sánchez AR, Ascasibar Y, Barrera-Ballesteros J | title = Pipe3D, a pipeline to analyze Integral Field Spectroscopy Data: I. New fitting philosophy of FIT3D | journal = Revista Mexicana de Astronomía y Astrofísica | volume = 52 | pages = 21–53 | date = April 2016 | arxiv = 1509.08552 | bibcode = 2016RMxAA..52...21S }}</ref></div></td>
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SoloUnEditor: Raku is not Perl and there is no evidence Raku has any PDL-like features
2023-01-02T22:40:27Z
<p>Raku is not Perl and there is no evidence Raku has any PDL-like features</p>
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<td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 22:40, 2 January 2023</td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>PDL is a vectorized [[array programming]] language: the expression syntax is a variation on standard mathematical [[Vector (geometric)|vector]] notation, so that the user can combine and operate on large arrays with simple expressions. In this respect, PDL follows in the footsteps of the [[APL programming language]], and it has been compared to commercial languages such as [[MATLAB]] and [[Interactive Data Language]], and to other free languages such as [[NumPy]] and [[GNU Octave#Octave.2C the language|Octave]].<ref>{{Cite web|url=http://blogs.perl.org/users/lhermida/2011/03/hi-everyone-as-a-bioinformatician.html|title=Putting Perl Back on Top in the Fields of Scientific and Financial Computing}}</ref> Unlike MATLAB and IDL, PDL allows great flexibility in indexing and vectorization: for example, if a subroutine normally operates on a 2-D [[matrix (mathematics)|matrix]] array, passing it a 3-D [[data cube]] will generally cause the same operation to happen to each 2-D layer of the cube.<ref>{{Cite web|url=http://pdl.perl.org/?docs=Threading&title=PDL::Threading|title=PDL online documentation (PDL::Threading section)}}</ref></div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>PDL is a vectorized [[array programming]] language: the expression syntax is a variation on standard mathematical [[Vector (geometric)|vector]] notation, so that the user can combine and operate on large arrays with simple expressions. In this respect, PDL follows in the footsteps of the [[APL programming language]], and it has been compared to commercial languages such as [[MATLAB]] and [[Interactive Data Language]], and to other free languages such as [[NumPy]] and [[GNU Octave#Octave.2C the language|Octave]].<ref>{{Cite web|url=http://blogs.perl.org/users/lhermida/2011/03/hi-everyone-as-a-bioinformatician.html|title=Putting Perl Back on Top in the Fields of Scientific and Financial Computing}}</ref> Unlike MATLAB and IDL, PDL allows great flexibility in indexing and vectorization: for example, if a subroutine normally operates on a 2-D [[matrix (mathematics)|matrix]] array, passing it a 3-D [[data cube]] will generally cause the same operation to happen to each 2-D layer of the cube.<ref>{{Cite web|url=http://pdl.perl.org/?docs=Threading&title=PDL::Threading|title=PDL online documentation (PDL::Threading section)}}</ref></div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>PDL borrows from Perl at least three basic types of program structure: [[imperative programming]], [[functional programming]], and [[pipeline programming]] forms may be combined. Subroutines may be loaded either via a built-in [[autoload]] mechanism or via the usual Perl module mechanism.<del style="font-weight: bold; text-decoration: none;"> In 2000, it was proposed that PDL-like functionality be included in the development of what is now [[Raku (programming language)|Raku]].<ref>{{Cite web|url=http://www.nntp.perl.org/group/perl.perl6.language.data/2000/08/msg160.html|</del></div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>PDL borrows from Perl at least three basic types of program structure: [[imperative programming]], [[functional programming]], and [[pipeline programming]] forms may be combined. Subroutines may be loaded either via a built-in [[autoload]] mechanism or via the usual Perl module mechanism.</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>The PDL API uses the basic Perl 5 object-oriented functionality: PDL defines a new type of Perl scalar object ([[eponym]]ously called a "PDL", or "ndarray") that acts as a Perl scalar, but that contains a conventional [[data type|typed]] [[Array data type|array]] of numeric or character values. All of the standard Perl operators are overloaded so that they can be used on PDL objects transparently, and PDLs can be mixed-and-matched with normal Perl scalars. Several hundred object methods for operating on PDLs are supplied by the core modules.</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>The PDL API uses the basic Perl 5 object-oriented functionality: PDL defines a new type of Perl scalar object ([[eponym]]ously called a "PDL", or "ndarray") that acts as a Perl scalar, but that contains a conventional [[data type|typed]] [[Array data type|array]] of numeric or character values. All of the standard Perl operators are overloaded so that they can be used on PDL objects transparently, and PDLs can be mixed-and-matched with normal Perl scalars. Several hundred object methods for operating on PDLs are supplied by the core modules.</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>{{cite web |url=http://perlcabal.org/syn/S09.html#PDL_support |title=S09 |website=perlcabal.org |url-status=dead |archive-url=https://web.archive.org/web/20061011073202/http://perlcabal.org/syn/S09.html |archive-date=2006-10-11}} </ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>{{cite web |url=http://perlcabal.org/syn/S09.html#PDL_support |title=<del style="font-weight: bold; text-decoration: none;">Archived copy</del> |website=perlcabal.org |url-status=dead |archive-url=https://web.archive.org/web/20061011073202/http://perlcabal.org/syn/S09.html |archive-date=2006-10-11}} </ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>{{cite web |url=http://perlcabal.org/syn/S09.html#PDL_support |title=<ins style="font-weight: bold; text-decoration: none;">S09</ins> |website=perlcabal.org |url-status=dead |archive-url=https://web.archive.org/web/20061011073202/http://perlcabal.org/syn/S09.html |archive-date=2006-10-11}} </ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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Citation bot
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1091869093&oldid=prev
SoloUnEditor: PDL website is https, Raku getting PDL features is from year 2000
2022-06-06T21:36:35Z
<p>PDL website is https, Raku getting PDL features is from year 2000</p>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | license = [[GNU General Public License]], [[Artistic License]]</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> | website = {{URL|<del style="font-weight: bold; text-decoration: none;">http</del>://pdl.perl.org/}}</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div> | website = {{URL|<ins style="font-weight: bold; text-decoration: none;">https</ins>://pdl.perl.org/}}</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>PDL is a vectorized [[array programming]] language: the expression syntax is a variation on standard mathematical [[Vector (geometric)|vector]] notation, so that the user can combine and operate on large arrays with simple expressions. In this respect, PDL follows in the footsteps of the [[APL programming language]], and it has been compared to commercial languages such as [[MATLAB]] and [[Interactive Data Language]], and to other free languages such as [[NumPy]] and [[GNU Octave#Octave.2C the language|Octave]].<ref>{{Cite web|url=http://blogs.perl.org/users/lhermida/2011/03/hi-everyone-as-a-bioinformatician.html|title=Putting Perl Back on Top in the Fields of Scientific and Financial Computing}}</ref> Unlike MATLAB and IDL, PDL allows great flexibility in indexing and vectorization: for example, if a subroutine normally operates on a 2-D [[matrix (mathematics)|matrix]] array, passing it a 3-D [[data cube]] will generally cause the same operation to happen to each 2-D layer of the cube.<ref>{{Cite web|url=http://pdl.perl.org/?docs=Threading&title=PDL::Threading|title=PDL online documentation (PDL::Threading section)}}</ref></div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>PDL is a vectorized [[array programming]] language: the expression syntax is a variation on standard mathematical [[Vector (geometric)|vector]] notation, so that the user can combine and operate on large arrays with simple expressions. In this respect, PDL follows in the footsteps of the [[APL programming language]], and it has been compared to commercial languages such as [[MATLAB]] and [[Interactive Data Language]], and to other free languages such as [[NumPy]] and [[GNU Octave#Octave.2C the language|Octave]].<ref>{{Cite web|url=http://blogs.perl.org/users/lhermida/2011/03/hi-everyone-as-a-bioinformatician.html|title=Putting Perl Back on Top in the Fields of Scientific and Financial Computing}}</ref> Unlike MATLAB and IDL, PDL allows great flexibility in indexing and vectorization: for example, if a subroutine normally operates on a 2-D [[matrix (mathematics)|matrix]] array, passing it a 3-D [[data cube]] will generally cause the same operation to happen to each 2-D layer of the cube.<ref>{{Cite web|url=http://pdl.perl.org/?docs=Threading&title=PDL::Threading|title=PDL online documentation (PDL::Threading section)}}</ref></div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br /></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>PDL borrows from Perl at least three basic types of program structure: [[imperative programming]], [[functional programming]], and [[pipeline programming]] forms may be combined. Subroutines may be loaded either via a built-in [[autoload]] mechanism or via the usual Perl module mechanism. PDL-like functionality <del style="font-weight: bold; text-decoration: none;">is being</del> included in the development of [[Raku (programming language)|Raku]].<ref>{{Cite web|url=http://www.nntp.perl.org/group/perl.perl6.language.data/2000/08/msg160.html|</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>PDL borrows from Perl at least three basic types of program structure: [[imperative programming]], [[functional programming]], and [[pipeline programming]] forms may be combined. Subroutines may be loaded either via a built-in [[autoload]] mechanism or via the usual Perl module mechanism.<ins style="font-weight: bold; text-decoration: none;"> In 2000, it was proposed that</ins> PDL-like functionality <ins style="font-weight: bold; text-decoration: none;">be</ins> included in the development of<ins style="font-weight: bold; text-decoration: none;"> what is now</ins> [[Raku (programming language)|Raku]].<ref>{{Cite web|url=http://www.nntp.perl.org/group/perl.perl6.language.data/2000/08/msg160.html|</div></td>
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SoloUnEditor
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1084583462&oldid=prev
Palosirkka: release info from Wikidata
2022-04-25T10:44:18Z
<p>release info from Wikidata</p>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | released = {{Start date|1996}}</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | developer = [[Karl Glazebrook]], [[Jarle Brinchmann]], [[Tuomas Lukka]], and [[Christian Soeller]]</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | developer = [[Karl Glazebrook]], [[Jarle Brinchmann]], [[Tuomas Lukka]], and [[Christian Soeller]]</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> | latest_release_date = {{Start date and age|2021|08|13|df=yes}}<ref>{{cite web | url=https://metacpan.org/release/PDL | title=Perl Data Language - metacpan.org | date=August 13, 2021 }}</ref></div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | influenced by = [[APL (programming language)|APL]], [[IDL (programming language)|IDL]], [[Perl]]</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div> | operating_system = [[Cross-platform]]</div></td>
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Palosirkka
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1077195452&oldid=prev
Rlink2: /* Raku version */Archiving dead bare references
2022-03-15T01:01:13Z
<p><span class="autocomment">Raku version: </span>Archiving dead bare references</p>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>http://perlcabal.org/syn/S09.html#PDL_support <del style="font-weight: bold; text-decoration: none;">{{Dead</del> <del style="font-weight: bold; text-decoration: none;">link</del>|<del style="font-weight: bold; text-decoration: none;">date</del>=<del style="font-weight: bold; text-decoration: none;">February</del> <del style="font-weight: bold; text-decoration: none;">2022</del>}}</ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref><ins style="font-weight: bold; text-decoration: none;">{{cite web |url=</ins>http://perlcabal.org/syn/S09.html#PDL_support <ins style="font-weight: bold; text-decoration: none;">|title=Archived copy</ins> |<ins style="font-weight: bold; text-decoration: none;">website</ins>=<ins style="font-weight: bold; text-decoration: none;">perlcabal.org</ins> <ins style="font-weight: bold; text-decoration: none;">|url-status=dead |archive-url=https://web.archive.org/web/20061011073202/http://perlcabal.org/syn/S09.html |archive-date=2006-10-11</ins>}}<ins style="font-weight: bold; text-decoration: none;"> </ins></ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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Rlink2
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1076231921&oldid=prev
Surv1v4l1st: /* See also */ Reordered
2022-03-10T01:41:58Z
<p><span class="autocomment">See also: </span> Reordered</p>
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Surv1v4l1st
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1072796590&oldid=prev
BrownHairedGirl: {{Dead link}} tag on bare URL refs which return HTTP 404 or 410
2022-02-19T14:28:39Z
<p>{{<a href="/wiki/Template:Dead_link" title="Template:Dead link">Dead link</a>}} tag on <a href="/wiki/Wikipedia:Bare_URLs" title="Wikipedia:Bare URLs">bare URL</a> refs which return <a href="/wiki/HTTP_404" title="HTTP 404">HTTP 404</a> or <a href="/wiki/List_of_HTTP_status_codes#410" title="List of HTTP status codes">410</a></p>
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Raku version==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>http://perlcabal.org/syn/S09.html#PDL_support</ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>In [[Raku (programming language)|Raku]], PDL is specified as a trait in Synopsis 9.<ref>http://perlcabal.org/syn/S09.html#PDL_support<ins style="font-weight: bold; text-decoration: none;"> {{Dead link|date=February 2022}}</ins></ref> As of January 2013, this feature is not yet implemented in [[Rakudo]].{{outdated section|date=March 2017}}</div></td>
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BrownHairedGirl
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1051743752&oldid=prev
Comp.arch at 10:32, 25 October 2021
2021-10-25T10:32:52Z
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>{{<ins style="font-weight: bold; text-decoration: none;">Short</ins> description|Array programming library for Perl}}</div></td>
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Comp.arch
https://en.wikipedia.org/w/index.php?title=Perl_Data_Language&diff=1044083728&oldid=prev
Citation bot: Add: doi-access. | Use this bot. Report bugs. | Suggested by Headbomb | Linked from Wikipedia:WikiProject_Academic_Journals/Journals_cited_by_Wikipedia/Sandbox | #UCB_webform_linked 550/924
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<td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Machine learning==</div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>PDL can be used for [[machine learning]]. It includes modules that are used to perform classic [[k-means clustering]] or general and generalized linear modeling methods such as ANOVA, linear regression, PCA, and logistic regression. Examples of PDL usage for regression modelling tasks include evaluating association between education attainment and ancestry differences of parents,<ref name="pmid25734509">{{cite journal | vauthors = Abdellaoui A, Hottenga JJ, Willemsen G, Bartels M, van Beijsterveldt T, Ehli EA, Davies GE, Brooks A, Sullivan PF, Penninx BW, de Geus EJ, Boomsma DI | title = Educational Attainment Influences Levels of Homozygosity through Migration and Assortative Mating | journal = PLOS ONE | volume = 10 | issue = 3 | pages = e0118935 | date = Mar 2015 | pmid = 25734509 | pmc = 4347978 | doi = 10.1371/journal.pone.0118935 | bibcode = 2015PLoSO..1018935A }}</ref> comparison of RNA-protein interaction profiles that needs regression-based normalization<ref name="pmid24398258">{{cite journal | vauthors = Wang T, Xie Y, Xiao G | title = dCLIP: a computational approach for comparative CLIP-seq analyses | journal = Genome Biology | volume = 15 | issue = 1 | pages = R11 | date = Jan 2014 | pmid = 24398258 | pmc = 4054096 | doi = 10.1186/gb-2014-15-1-r11 }}</ref> and analysis of spectra of galaxies.<ref>{{cite journal | vauthors = Sánchez SF, Pérez E, Sánchez-Blázquez P, González JJ, Rosález-Ortega FF, Cano-Dí az M, López-Cobá C, Marino RA, Gil de Paz A, Mollá M, López-Sánchez AR, Ascasibar Y, Barrera-Ballesteros J | title = Pipe3D, a pipeline to analyze Integral Field Spectroscopy Data: I. New fitting philosophy of FIT3D | journal = Revista Mexicana de Astronomía y Astrofísica | volume = 52 | pages = 21–53 | date = April 2016 | arxiv = 1509.08552 | bibcode = 2016RMxAA..52...21S }}</ref></div></td>
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<td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>PDL can be used for [[machine learning]]. It includes modules that are used to perform classic [[k-means clustering]] or general and generalized linear modeling methods such as ANOVA, linear regression, PCA, and logistic regression. Examples of PDL usage for regression modelling tasks include evaluating association between education attainment and ancestry differences of parents,<ref name="pmid25734509">{{cite journal | vauthors = Abdellaoui A, Hottenga JJ, Willemsen G, Bartels M, van Beijsterveldt T, Ehli EA, Davies GE, Brooks A, Sullivan PF, Penninx BW, de Geus EJ, Boomsma DI | title = Educational Attainment Influences Levels of Homozygosity through Migration and Assortative Mating | journal = PLOS ONE | volume = 10 | issue = 3 | pages = e0118935 | date = Mar 2015 | pmid = 25734509 | pmc = 4347978 | doi = 10.1371/journal.pone.0118935 | bibcode = 2015PLoSO..1018935A<ins style="font-weight: bold; text-decoration: none;"> | doi-access = free</ins> }}</ref> comparison of RNA-protein interaction profiles that needs regression-based normalization<ref name="pmid24398258">{{cite journal | vauthors = Wang T, Xie Y, Xiao G | title = dCLIP: a computational approach for comparative CLIP-seq analyses | journal = Genome Biology | volume = 15 | issue = 1 | pages = R11 | date = Jan 2014 | pmid = 24398258 | pmc = 4054096 | doi = 10.1186/gb-2014-15-1-r11 }}</ref> and analysis of spectra of galaxies.<ref>{{cite journal | vauthors = Sánchez SF, Pérez E, Sánchez-Blázquez P, González JJ, Rosález-Ortega FF, Cano-Dí az M, López-Cobá C, Marino RA, Gil de Paz A, Mollá M, López-Sánchez AR, Ascasibar Y, Barrera-Ballesteros J | title = Pipe3D, a pipeline to analyze Integral Field Spectroscopy Data: I. New fitting philosophy of FIT3D | journal = Revista Mexicana de Astronomía y Astrofísica | volume = 52 | pages = 21–53 | date = April 2016 | arxiv = 1509.08552 | bibcode = 2016RMxAA..52...21S }}</ref></div></td>
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