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<p>hi sebastian,</p>
<p><br>
</p>
<p>proxy works for me,thanks.</p>
<p>but it may not be permanent solution?</p>
<p><br>
</p>
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<div><span style="font-size:12pt">Kind regards,</span></div>
<div>Rahul Ahuja</div>
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<div id="x_divRplyFwdMsg" dir="ltr"><font face="Calibri, sans-serif" color="#000000" style="font-size:11pt"><b>From:</b> scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
<b>Sent:</b> Friday, July 22, 2016 12:20 AM<br>
<b>To:</b> scikit-learn@python.org<br>
<b>Subject:</b> scikit-learn Digest, Vol 4, Issue 38</font>
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or, via email, send a message with subject or body 'help' to<br>
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Today's Topics:<br>
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1. Re: Sklearn website is down in my place (Sebastian Raschka)<br>
<br>
<br>
----------------------------------------------------------------------<br>
<br>
Message: 1<br>
Date: Thu, 21 Jul 2016 15:08:58 -0400<br>
From: Sebastian Raschka <mail@sebastianraschka.com><br>
To: Scikit-learn user and developer mailing list<br>
<scikit-learn@python.org><br>
Subject: Re: [scikit-learn] Sklearn website is down in my place<br>
Message-ID:<br>
<F4D5E0D3-74A9-4A76-AB03-00B1B5EA2459@sebastianraschka.com><br>
Content-Type: text/plain; charset=utf-8<br>
<br>
Hm, typically the unicorn indicates that there?s a GitHub-related issue; however, it still works for me, which is weird. Intuitively, I would say that it may have something to do with a cached version of your browser, yet you mentioned that it also doesn?t
work on other devices either ? Hm, sounds tricky ? Another thing you could try is visiting the site via a proxy. E.g., try to go to
<br>
<br>
<a href="https://hide.me/en/proxy">https://hide.me/en/proxy</a><br>
<br>
and type "scikit-learn.org? into the form field.<br>
<br>
Best,<br>
Sebastian<br>
<br>
> On Jul 21, 2016, at 2:18 PM, Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> <br>
> <br>
> <br>
> yes it does via that link as well. the name of the tab becomes Unicorn! Github<br>
> <br>
> Is there any way that it can be resolved? <br>
> <br>
> <br>
> <br>
> Kind regards,<br>
> Rahul Ahuja<br>
> <br>
> <br>
> From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> Sent: Thursday, July 21, 2016 10:39 PM<br>
> To: scikit-learn@python.org<br>
> Subject: scikit-learn Digest, Vol 4, Issue 34<br>
> <br>
> Send scikit-learn mailing list submissions to<br>
> scikit-learn@python.org<br>
> <br>
> To subscribe or unsubscribe via the World Wide Web, visit<br>
> <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> scikit-learn Info Page - Python<br>
> mail.python.org<br>
> To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> <br>
> <br>
> or, via email, send a message with subject or body 'help' to<br>
> scikit-learn-request@python.org<br>
> <br>
> You can reach the person managing the list at<br>
> scikit-learn-owner@python.org<br>
> <br>
> When replying, please edit your Subject line so it is more specific<br>
> than "Re: Contents of scikit-learn digest..."<br>
> <br>
> <br>
> Today's Topics:<br>
> <br>
> 1. Re: Sklearn website is down in my place (Sebastian Raschka)<br>
> 2. Re: Sklearn website is down in my place (Sebastian Raschka)<br>
> <br>
> <br>
> ----------------------------------------------------------------------<br>
> <br>
> Message: 1<br>
> Date: Thu, 21 Jul 2016 13:25:00 -0400<br>
> From: Sebastian Raschka <mail@sebastianraschka.com><br>
> To: Scikit-learn user and developer mailing list<br>
> <scikit-learn@python.org><br>
> Subject: Re: [scikit-learn] Sklearn website is down in my place<br>
> Message-ID:<br>
> <0A1A773E-9A48-4A12-ACD2-0E3F25FA21BE@sebastianraschka.com><br>
> Content-Type: text/plain; charset=iso-8859-1<br>
> <br>
> Hm, the problem persists if you call it directly via?<br>
> <br>
> <a href="http://scikit-learn.github.io">http://scikit-learn.github.io</a><br>
> <br>
> > On Jul 21, 2016, at 1:18 PM, Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > <br>
> > Hi there,<br>
> > <br>
> > Sklearn is down in my place (location). I have tried to access with multiple devices and internet connections but still can't. I can open github websites though. Is there any way to access sklearn website?<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > <br>
> > <br>
> > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > Sent: Thursday, July 21, 2016 9:59 PM<br>
> > To: scikit-learn@python.org<br>
> > Subject: scikit-learn Digest, Vol 4, Issue 32<br>
> > <br>
> > Send scikit-learn mailing list submissions to<br>
> > scikit-learn@python.org<br>
> > <br>
> > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > scikit-learn Info Page - Python<br>
> > mail.python.org<br>
> > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > <br>
> > <br>
> > or, via email, send a message with subject or body 'help' to<br>
> > scikit-learn-request@python.org<br>
> > <br>
> > You can reach the person managing the list at<br>
> > scikit-learn-owner@python.org<br>
> > <br>
> > When replying, please edit your Subject line so it is more specific<br>
> > than "Re: Contents of scikit-learn digest..."<br>
> > <br>
> > <br>
> > Today's Topics:<br>
> > <br>
> > 1. Re: scikit-learn Digest, Vol 4, Issue 31 (Rahul Ahuja)<br>
> > 2. Re: scikit-learn Digest, Vol 4, Issue 31 (Sebastian Raschka)<br>
> > <br>
> > <br>
> > ----------------------------------------------------------------------<br>
> > <br>
> > Message: 1<br>
> > Date: Thu, 21 Jul 2016 16:27:54 +0000<br>
> > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] scikit-learn Digest, Vol 4, Issue 31<br>
> > Message-ID:<br>
> > <PS1PR01MB1017419626403709DD7B463998090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > <br>
> > Content-Type: text/plain; charset="iso-8859-1"<br>
> > <br>
> > Yes I can open github pages.<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > <br>
> > <br>
> > ________________________________<br>
> > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > Sent: Thursday, July 21, 2016 9:00 PM<br>
> > To: scikit-learn@python.org<br>
> > Subject: scikit-learn Digest, Vol 4, Issue 31<br>
> > <br>
> > Send scikit-learn mailing list submissions to<br>
> > scikit-learn@python.org<br>
> > <br>
> > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > scikit-learn Info Page - Python<<a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a>><br>
> > mail.python.org<br>
> > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > <br>
> > <br>
> > <br>
> > or, via email, send a message with subject or body 'help' to<br>
> > scikit-learn-request@python.org<br>
> > <br>
> > You can reach the person managing the list at<br>
> > scikit-learn-owner@python.org<br>
> > <br>
> > When replying, please edit your Subject line so it is more specific<br>
> > than "Re: Contents of scikit-learn digest..."<br>
> > <br>
> > <br>
> > Today's Topics:<br>
> > <br>
> > 1. sklearn website down in my country Pakistan (Rahul Ahuja)<br>
> > 2. Re: sklearn website down in my country Pakistan (Nelson Liu)<br>
> > 3. How to get the most important features from a RF efficiently<br>
> > (Raphael C)<br>
> > <br>
> > <br>
> > ----------------------------------------------------------------------<br>
> > <br>
> > Message: 1<br>
> > Date: Thu, 21 Jul 2016 14:50:55 +0000<br>
> > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > Subject: [scikit-learn] sklearn website down in my country Pakistan<br>
> > Message-ID:<br>
> > <PS1PR01MB101761ECA4DDE87E85BB999F98090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > <br>
> > Content-Type: text/plain; charset="iso-8859-1"<br>
> > <br>
> > Hi there,<br>
> > <br>
> > <br>
> > Sklearn website has been down for couple of days. Please look into it.<br>
> > <br>
> > <br>
> > I reside in Pakistan, Karachi city.<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 2<br>
> > Date: Thu, 21 Jul 2016 14:58:04 +0000<br>
> > From: Nelson Liu <nfliu@uw.edu><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] sklearn website down in my country<br>
> > Pakistan<br>
> > Message-ID:<br>
> > <CALoLHMKWoEGEH+Phz7XWQAk1Jk4NaT8LfVoKqrLmgc+=0TAa1A@mail.gmail.com><br>
> > Content-Type: text/plain; charset="utf-8"<br>
> > <br>
> > Hi,<br>
> > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > maintainers don't have control over downtime and issues like the one you're<br>
> > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > <br>
> > Thanks<br>
> > Nelson<br>
> > <br>
> > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > <br>
> > > Hi there,<br>
> > ><br>
> > ><br>
> > > Sklearn website has been down for couple of days. Please look into it.<br>
> > ><br>
> > ><br>
> > > I reside in Pakistan, Karachi city.<br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 3<br>
> > Date: Thu, 21 Jul 2016 16:22:09 +0100<br>
> > From: Raphael C <drraph@gmail.com><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: [scikit-learn] How to get the most important features from a<br>
> > RF efficiently<br>
> > Message-ID:<br>
> > <CAFHc1Qb181SQAxdb1=7xTJuNLdR8jYt7npvCtUDs3aFYwW-UTw@mail.gmail.com><br>
> > Content-Type: text/plain; charset=UTF-8<br>
> > <br>
> > I have a set of feature vectors associated with binary class labels,<br>
> > each of which has about 40,000 features. I can train a random forest<br>
> > classifier in sklearn which works well. I would however like to see<br>
> > the most important features.<br>
> > <br>
> > I tried simply printing out forest.feature_importances_ but this takes<br>
> > about 1 second per feature making about 40,000 seconds overall. This<br>
> > is much much longer than the time needed to train the classifier in<br>
> > the first place?<br>
> > <br>
> > Is there a more efficient way to find out which features are most important?<br>
> > <br>
> > Raphael<br>
> > <br>
> > On 21 July 2016 at 15:58, Nelson Liu <nfliu@uw.edu> wrote:<br>
> > > Hi,<br>
> > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > maintainers don't have control over downtime and issues like the one you're<br>
> > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > ><br>
> > > Thanks<br>
> > > Nelson<br>
> > ><br>
> > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > >><br>
> > >> Hi there,<br>
> > >><br>
> > >><br>
> > >> Sklearn website has been down for couple of days. Please look into it.<br>
> > >><br>
> > >><br>
> > >> I reside in Pakistan, Karachi city.<br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >> Kind regards,<br>
> > >> Rahul Ahuja<br>
> > >> _______________________________________________<br>
> > >> scikit-learn mailing list<br>
> > >> scikit-learn@python.org<br>
> > >> <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > ><br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Subject: Digest Footer<br>
> > <br>
> > _______________________________________________<br>
> > scikit-learn mailing list<br>
> > scikit-learn@python.org<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > End of scikit-learn Digest, Vol 4, Issue 31<br>
> > *******************************************<br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/d2af07c7/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/d2af07c7/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 2<br>
> > Date: Thu, 21 Jul 2016 12:58:48 -0400<br>
> > From: Sebastian Raschka <mail@sebastianraschka.com><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] scikit-learn Digest, Vol 4, Issue 31<br>
> > Message-ID:<br>
> > <A15B22A6-CAD1-4642-9584-CB456105B7BA@sebastianraschka.com><br>
> > Content-Type: text/plain; charset=utf-8<br>
> > <br>
> > Hm, the website works fine for me (and I also didn?t have any issues in the last few days).<br>
> > Just to make sure your are using the correct address, it should be <a href="http://scikit-learn.org/">
http://scikit-learn.org/</a> (maybe you used <a href="https://scikit-learn.org">https://scikit-learn.org</a> by accident !?)<br>
> > <br>
> > - Alternatively, maybe try <a href="http://scikit-learn.org/stable/">http://scikit-learn.org/stable/</a><br>
> > - A different browser<br>
> > - clearing the browser cache<br>
> > <br>
> > Hope one of these things work!<br>
> > <br>
> > Best,<br>
> > Sebastian<br>
> > <br>
> > <br>
> > > On Jul 21, 2016, at 12:27 PM, Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > <br>
> > > Yes I can open github pages.<br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > <br>
> > > <br>
> > > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > > Sent: Thursday, July 21, 2016 9:00 PM<br>
> > > To: scikit-learn@python.org<br>
> > > Subject: scikit-learn Digest, Vol 4, Issue 31<br>
> > > <br>
> > > Send scikit-learn mailing list submissions to<br>
> > > scikit-learn@python.org<br>
> > > <br>
> > > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > scikit-learn Info Page - Python<br>
> > > mail.python.org<br>
> > > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > > <br>
> > > <br>
> > > or, via email, send a message with subject or body 'help' to<br>
> > > scikit-learn-request@python.org<br>
> > > <br>
> > > You can reach the person managing the list at<br>
> > > scikit-learn-owner@python.org<br>
> > > <br>
> > > When replying, please edit your Subject line so it is more specific<br>
> > > than "Re: Contents of scikit-learn digest..."<br>
> > > <br>
> > > <br>
> > > Today's Topics:<br>
> > > <br>
> > > 1. sklearn website down in my country Pakistan (Rahul Ahuja)<br>
> > > 2. Re: sklearn website down in my country Pakistan (Nelson Liu)<br>
> > > 3. How to get the most important features from a RF efficiently<br>
> > > (Raphael C)<br>
> > > <br>
> > > <br>
> > > ----------------------------------------------------------------------<br>
> > > <br>
> > > Message: 1<br>
> > > Date: Thu, 21 Jul 2016 14:50:55 +0000<br>
> > > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > > Subject: [scikit-learn] sklearn website down in my country Pakistan<br>
> > > Message-ID:<br>
> > > <PS1PR01MB101761ECA4DDE87E85BB999F98090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > > <br>
> > > Content-Type: text/plain; charset="iso-8859-1"<br>
> > > <br>
> > > Hi there,<br>
> > > <br>
> > > <br>
> > > Sklearn website has been down for couple of days. Please look into it.<br>
> > > <br>
> > > <br>
> > > I reside in Pakistan, Karachi city.<br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > -------------- next part --------------<br>
> > > An HTML attachment was scrubbed...<br>
> > > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html</a>><br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > Message: 2<br>
> > > Date: Thu, 21 Jul 2016 14:58:04 +0000<br>
> > > From: Nelson Liu <nfliu@uw.edu><br>
> > > To: Scikit-learn user and developer mailing list<br>
> > > <scikit-learn@python.org><br>
> > > Subject: Re: [scikit-learn] sklearn website down in my country<br>
> > > Pakistan<br>
> > > Message-ID:<br>
> > > <CALoLHMKWoEGEH+Phz7XWQAk1Jk4NaT8LfVoKqrLmgc+=0TAa1A@mail.gmail.com><br>
> > > Content-Type: text/plain; charset="utf-8"<br>
> > > <br>
> > > Hi,<br>
> > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > maintainers don't have control over downtime and issues like the one you're<br>
> > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > > <br>
> > > Thanks<br>
> > > Nelson<br>
> > > <br>
> > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > <br>
> > > > Hi there,<br>
> > > ><br>
> > > ><br>
> > > > Sklearn website has been down for couple of days. Please look into it.<br>
> > > ><br>
> > > ><br>
> > > > I reside in Pakistan, Karachi city.<br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > > Kind regards,<br>
> > > > Rahul Ahuja<br>
> > > > _______________________________________________<br>
> > > > scikit-learn mailing list<br>
> > > > scikit-learn@python.org<br>
> > > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > -------------- next part --------------<br>
> > > An HTML attachment was scrubbed...<br>
> > > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html</a>><br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > Message: 3<br>
> > > Date: Thu, 21 Jul 2016 16:22:09 +0100<br>
> > > From: Raphael C <drraph@gmail.com><br>
> > > To: Scikit-learn user and developer mailing list<br>
> > > <scikit-learn@python.org><br>
> > > Subject: [scikit-learn] How to get the most important features from a<br>
> > > RF efficiently<br>
> > > Message-ID:<br>
> > > <CAFHc1Qb181SQAxdb1=7xTJuNLdR8jYt7npvCtUDs3aFYwW-UTw@mail.gmail.com><br>
> > > Content-Type: text/plain; charset=UTF-8<br>
> > > <br>
> > > I have a set of feature vectors associated with binary class labels,<br>
> > > each of which has about 40,000 features. I can train a random forest<br>
> > > classifier in sklearn which works well. I would however like to see<br>
> > > the most important features.<br>
> > > <br>
> > > I tried simply printing out forest.feature_importances_ but this takes<br>
> > > about 1 second per feature making about 40,000 seconds overall. This<br>
> > > is much much longer than the time needed to train the classifier in<br>
> > > the first place?<br>
> > > <br>
> > > Is there a more efficient way to find out which features are most important?<br>
> > > <br>
> > > Raphael<br>
> > > <br>
> > > On 21 July 2016 at 15:58, Nelson Liu <nfliu@uw.edu> wrote:<br>
> > > > Hi,<br>
> > > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > > maintainers don't have control over downtime and issues like the one you're<br>
> > > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > > ><br>
> > > > Thanks<br>
> > > > Nelson<br>
> > > ><br>
> > > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > >><br>
> > > >> Hi there,<br>
> > > >><br>
> > > >><br>
> > > >> Sklearn website has been down for couple of days. Please look into it.<br>
> > > >><br>
> > > >><br>
> > > >> I reside in Pakistan, Karachi city.<br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >> Kind regards,<br>
> > > >> Rahul Ahuja<br>
> > > >> _______________________________________________<br>
> > > >> scikit-learn mailing list<br>
> > > >> scikit-learn@python.org<br>
> > > >> <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > ><br>
> > > > _______________________________________________<br>
> > > > scikit-learn mailing list<br>
> > > > scikit-learn@python.org<br>
> > > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > <br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > Subject: Digest Footer<br>
> > > <br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > <br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > End of scikit-learn Digest, Vol 4, Issue 31<br>
> > > *******************************************<br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > <br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Subject: Digest Footer<br>
> > <br>
> > _______________________________________________<br>
> > scikit-learn mailing list<br>
> > scikit-learn@python.org<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > End of scikit-learn Digest, Vol 4, Issue 32<br>
> > *******************************************<br>
> > _______________________________________________<br>
> > scikit-learn mailing list<br>
> > scikit-learn@python.org<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> <br>
> <br>
> <br>
> ------------------------------<br>
> <br>
> Message: 2<br>
> Date: Thu, 21 Jul 2016 13:32:34 -0400<br>
> From: Sebastian Raschka <mail@sebastianraschka.com><br>
> To: Scikit-learn user and developer mailing list<br>
> <scikit-learn@python.org><br>
> Subject: Re: [scikit-learn] Sklearn website is down in my place<br>
> Message-ID:<br>
> <186E2B4F-6EDD-427C-B37E-326C4402EF8F@sebastianraschka.com><br>
> Content-Type: text/plain; charset=iso-8859-1<br>
> <br>
> Hm, just read that this may be yet another weird censorhip regulation; I think your best option would be to download the scikit-learn website, from<br>
> <br>
> <a href="https://github.com/scikit-learn/scikit-learn.github.io">https://github.com/scikit-learn/scikit-learn.github.io</a><br>
> <br>
> and open it locally (via index.html)<br>
> <br>
> <br>
> <br>
> > On Jul 21, 2016, at 1:18 PM, Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > <br>
> > Hi there,<br>
> > <br>
> > Sklearn is down in my place (location). I have tried to access with multiple devices and internet connections but still can't. I can open github websites though. Is there any way to access sklearn website?<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > <br>
> > <br>
> > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > Sent: Thursday, July 21, 2016 9:59 PM<br>
> > To: scikit-learn@python.org<br>
> > Subject: scikit-learn Digest, Vol 4, Issue 32<br>
> > <br>
> > Send scikit-learn mailing list submissions to<br>
> > scikit-learn@python.org<br>
> > <br>
> > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > scikit-learn Info Page - Python<br>
> > mail.python.org<br>
> > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > <br>
> > <br>
> > or, via email, send a message with subject or body 'help' to<br>
> > scikit-learn-request@python.org<br>
> > <br>
> > You can reach the person managing the list at<br>
> > scikit-learn-owner@python.org<br>
> > <br>
> > When replying, please edit your Subject line so it is more specific<br>
> > than "Re: Contents of scikit-learn digest..."<br>
> > <br>
> > <br>
> > Today's Topics:<br>
> > <br>
> > 1. Re: scikit-learn Digest, Vol 4, Issue 31 (Rahul Ahuja)<br>
> > 2. Re: scikit-learn Digest, Vol 4, Issue 31 (Sebastian Raschka)<br>
> > <br>
> > <br>
> > ----------------------------------------------------------------------<br>
> > <br>
> > Message: 1<br>
> > Date: Thu, 21 Jul 2016 16:27:54 +0000<br>
> > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] scikit-learn Digest, Vol 4, Issue 31<br>
> > Message-ID:<br>
> > <PS1PR01MB1017419626403709DD7B463998090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > <br>
> > Content-Type: text/plain; charset="iso-8859-1"<br>
> > <br>
> > Yes I can open github pages.<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > <br>
> > <br>
> > ________________________________<br>
> > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > Sent: Thursday, July 21, 2016 9:00 PM<br>
> > To: scikit-learn@python.org<br>
> > Subject: scikit-learn Digest, Vol 4, Issue 31<br>
> > <br>
> > Send scikit-learn mailing list submissions to<br>
> > scikit-learn@python.org<br>
> > <br>
> > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > scikit-learn Info Page - Python<<a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a>><br>
> > mail.python.org<br>
> > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > <br>
> > <br>
> > <br>
> > or, via email, send a message with subject or body 'help' to<br>
> > scikit-learn-request@python.org<br>
> > <br>
> > You can reach the person managing the list at<br>
> > scikit-learn-owner@python.org<br>
> > <br>
> > When replying, please edit your Subject line so it is more specific<br>
> > than "Re: Contents of scikit-learn digest..."<br>
> > <br>
> > <br>
> > Today's Topics:<br>
> > <br>
> > 1. sklearn website down in my country Pakistan (Rahul Ahuja)<br>
> > 2. Re: sklearn website down in my country Pakistan (Nelson Liu)<br>
> > 3. How to get the most important features from a RF efficiently<br>
> > (Raphael C)<br>
> > <br>
> > <br>
> > ----------------------------------------------------------------------<br>
> > <br>
> > Message: 1<br>
> > Date: Thu, 21 Jul 2016 14:50:55 +0000<br>
> > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > Subject: [scikit-learn] sklearn website down in my country Pakistan<br>
> > Message-ID:<br>
> > <PS1PR01MB101761ECA4DDE87E85BB999F98090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > <br>
> > Content-Type: text/plain; charset="iso-8859-1"<br>
> > <br>
> > Hi there,<br>
> > <br>
> > <br>
> > Sklearn website has been down for couple of days. Please look into it.<br>
> > <br>
> > <br>
> > I reside in Pakistan, Karachi city.<br>
> > <br>
> > <br>
> > <br>
> > <br>
> > <br>
> > Kind regards,<br>
> > Rahul Ahuja<br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 2<br>
> > Date: Thu, 21 Jul 2016 14:58:04 +0000<br>
> > From: Nelson Liu <nfliu@uw.edu><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] sklearn website down in my country<br>
> > Pakistan<br>
> > Message-ID:<br>
> > <CALoLHMKWoEGEH+Phz7XWQAk1Jk4NaT8LfVoKqrLmgc+=0TAa1A@mail.gmail.com><br>
> > Content-Type: text/plain; charset="utf-8"<br>
> > <br>
> > Hi,<br>
> > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > maintainers don't have control over downtime and issues like the one you're<br>
> > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > <br>
> > Thanks<br>
> > Nelson<br>
> > <br>
> > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > <br>
> > > Hi there,<br>
> > ><br>
> > ><br>
> > > Sklearn website has been down for couple of days. Please look into it.<br>
> > ><br>
> > ><br>
> > > I reside in Pakistan, Karachi city.<br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > ><br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 3<br>
> > Date: Thu, 21 Jul 2016 16:22:09 +0100<br>
> > From: Raphael C <drraph@gmail.com><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: [scikit-learn] How to get the most important features from a<br>
> > RF efficiently<br>
> > Message-ID:<br>
> > <CAFHc1Qb181SQAxdb1=7xTJuNLdR8jYt7npvCtUDs3aFYwW-UTw@mail.gmail.com><br>
> > Content-Type: text/plain; charset=UTF-8<br>
> > <br>
> > I have a set of feature vectors associated with binary class labels,<br>
> > each of which has about 40,000 features. I can train a random forest<br>
> > classifier in sklearn which works well. I would however like to see<br>
> > the most important features.<br>
> > <br>
> > I tried simply printing out forest.feature_importances_ but this takes<br>
> > about 1 second per feature making about 40,000 seconds overall. This<br>
> > is much much longer than the time needed to train the classifier in<br>
> > the first place?<br>
> > <br>
> > Is there a more efficient way to find out which features are most important?<br>
> > <br>
> > Raphael<br>
> > <br>
> > On 21 July 2016 at 15:58, Nelson Liu <nfliu@uw.edu> wrote:<br>
> > > Hi,<br>
> > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > maintainers don't have control over downtime and issues like the one you're<br>
> > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > ><br>
> > > Thanks<br>
> > > Nelson<br>
> > ><br>
> > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > >><br>
> > >> Hi there,<br>
> > >><br>
> > >><br>
> > >> Sklearn website has been down for couple of days. Please look into it.<br>
> > >><br>
> > >><br>
> > >> I reside in Pakistan, Karachi city.<br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >><br>
> > >> Kind regards,<br>
> > >> Rahul Ahuja<br>
> > >> _______________________________________________<br>
> > >> scikit-learn mailing list<br>
> > >> scikit-learn@python.org<br>
> > >> <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > ><br>
> > > _______________________________________________<br>
> > > scikit-learn mailing list<br>
> > > scikit-learn@python.org<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > ><br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Subject: Digest Footer<br>
> > <br>
> > _______________________________________________<br>
> > scikit-learn mailing list<br>
> > scikit-learn@python.org<br>
> > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > <br>
> > <br>
> > ------------------------------<br>
> > <br>
> > End of scikit-learn Digest, Vol 4, Issue 31<br>
> > *******************************************<br>
> > -------------- next part --------------<br>
> > An HTML attachment was scrubbed...<br>
> > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/d2af07c7/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/d2af07c7/attachment-0001.html</a>><br>
> > <br>
> > ------------------------------<br>
> > <br>
> > Message: 2<br>
> > Date: Thu, 21 Jul 2016 12:58:48 -0400<br>
> > From: Sebastian Raschka <mail@sebastianraschka.com><br>
> > To: Scikit-learn user and developer mailing list<br>
> > <scikit-learn@python.org><br>
> > Subject: Re: [scikit-learn] scikit-learn Digest, Vol 4, Issue 31<br>
> > Message-ID:<br>
> > <A15B22A6-CAD1-4642-9584-CB456105B7BA@sebastianraschka.com><br>
> > Content-Type: text/plain; charset=utf-8<br>
> > <br>
> > Hm, the website works fine for me (and I also didn?t have any issues in the last few days).<br>
> > Just to make sure your are using the correct address, it should be <a href="http://scikit-learn.org/">
http://scikit-learn.org/</a> (maybe you used <a href="https://scikit-learn.org">https://scikit-learn.org</a> by accident !?)<br>
> > <br>
> > - Alternatively, maybe try <a href="http://scikit-learn.org/stable/">http://scikit-learn.org/stable/</a><br>
> > - A different browser<br>
> > - clearing the browser cache<br>
> > <br>
> > Hope one of these things work!<br>
> > <br>
> > Best,<br>
> > Sebastian<br>
> > <br>
> > <br>
> > > On Jul 21, 2016, at 12:27 PM, Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > <br>
> > > Yes I can open github pages.<br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > <br>
> > > <br>
> > > From: scikit-learn <scikit-learn-bounces+rahul.ahuja=live.com@python.org> on behalf of scikit-learn-request@python.org <scikit-learn-request@python.org><br>
> > > Sent: Thursday, July 21, 2016 9:00 PM<br>
> > > To: scikit-learn@python.org<br>
> > > Subject: scikit-learn Digest, Vol 4, Issue 31<br>
> > > <br>
> > > Send scikit-learn mailing list submissions to<br>
> > > scikit-learn@python.org<br>
> > > <br>
> > > To subscribe or unsubscribe via the World Wide Web, visit<br>
> > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > scikit-learn Info Page - Python<br>
> > > mail.python.org<br>
> > > To see the collection of prior postings to the list, visit the scikit-learn Archives. Using scikit-learn: To post a message to all the list members ...<br>
> > > <br>
> > > <br>
> > > or, via email, send a message with subject or body 'help' to<br>
> > > scikit-learn-request@python.org<br>
> > > <br>
> > > You can reach the person managing the list at<br>
> > > scikit-learn-owner@python.org<br>
> > > <br>
> > > When replying, please edit your Subject line so it is more specific<br>
> > > than "Re: Contents of scikit-learn digest..."<br>
> > > <br>
> > > <br>
> > > Today's Topics:<br>
> > > <br>
> > > 1. sklearn website down in my country Pakistan (Rahul Ahuja)<br>
> > > 2. Re: sklearn website down in my country Pakistan (Nelson Liu)<br>
> > > 3. How to get the most important features from a RF efficiently<br>
> > > (Raphael C)<br>
> > > <br>
> > > <br>
> > > ----------------------------------------------------------------------<br>
> > > <br>
> > > Message: 1<br>
> > > Date: Thu, 21 Jul 2016 14:50:55 +0000<br>
> > > From: Rahul Ahuja <rahul.ahuja@live.com><br>
> > > To: "scikit-learn@python.org" <scikit-learn@python.org><br>
> > > Subject: [scikit-learn] sklearn website down in my country Pakistan<br>
> > > Message-ID:<br>
> > > <PS1PR01MB101761ECA4DDE87E85BB999F98090@PS1PR01MB1017.apcprd01.prod.exchangelabs.com><br>
> > > <br>
> > > Content-Type: text/plain; charset="iso-8859-1"<br>
> > > <br>
> > > Hi there,<br>
> > > <br>
> > > <br>
> > > Sklearn website has been down for couple of days. Please look into it.<br>
> > > <br>
> > > <br>
> > > I reside in Pakistan, Karachi city.<br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > <br>
> > > Kind regards,<br>
> > > Rahul Ahuja<br>
> > > -------------- next part --------------<br>
> > > An HTML attachment was scrubbed...<br>
> > > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/39b64f34/attachment-0001.html</a>><br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > Message: 2<br>
> > > Date: Thu, 21 Jul 2016 14:58:04 +0000<br>
> > > From: Nelson Liu <nfliu@uw.edu><br>
> > > To: Scikit-learn user and developer mailing list<br>
> > > <scikit-learn@python.org><br>
> > > Subject: Re: [scikit-learn] sklearn website down in my country<br>
> > > Pakistan<br>
> > > Message-ID:<br>
> > > <CALoLHMKWoEGEH+Phz7XWQAk1Jk4NaT8LfVoKqrLmgc+=0TAa1A@mail.gmail.com><br>
> > > Content-Type: text/plain; charset="utf-8"<br>
> > > <br>
> > > Hi,<br>
> > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > maintainers don't have control over downtime and issues like the one you're<br>
> > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > > <br>
> > > Thanks<br>
> > > Nelson<br>
> > > <br>
> > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > <br>
> > > > Hi there,<br>
> > > ><br>
> > > ><br>
> > > > Sklearn website has been down for couple of days. Please look into it.<br>
> > > ><br>
> > > ><br>
> > > > I reside in Pakistan, Karachi city.<br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > ><br>
> > > > Kind regards,<br>
> > > > Rahul Ahuja<br>
> > > > _______________________________________________<br>
> > > > scikit-learn mailing list<br>
> > > > scikit-learn@python.org<br>
> > > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > -------------- next part --------------<br>
> > > An HTML attachment was scrubbed...<br>
> > > URL: <<a href="http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html">http://mail.python.org/pipermail/scikit-learn/attachments/20160721/a12c5d84/attachment-0001.html</a>><br>
> > > <br>
> > > ------------------------------<br>
> > > <br>
> > > Message: 3<br>
> > > Date: Thu, 21 Jul 2016 16:22:09 +0100<br>
> > > From: Raphael C <drraph@gmail.com><br>
> > > To: Scikit-learn user and developer mailing list<br>
> > > <scikit-learn@python.org><br>
> > > Subject: [scikit-learn] How to get the most important features from a<br>
> > > RF efficiently<br>
> > > Message-ID:<br>
> > > <CAFHc1Qb181SQAxdb1=7xTJuNLdR8jYt7npvCtUDs3aFYwW-UTw@mail.gmail.com><br>
> > > Content-Type: text/plain; charset=UTF-8<br>
> > > <br>
> > > I have a set of feature vectors associated with binary class labels,<br>
> > > each of which has about 40,000 features. I can train a random forest<br>
> > > classifier in sklearn which works well. I would however like to see<br>
> > > the most important features.<br>
> > > <br>
> > > I tried simply printing out forest.feature_importances_ but this takes<br>
> > > about 1 second per feature making about 40,000 seconds overall. This<br>
> > > is much much longer than the time needed to train the classifier in<br>
> > > the first place?<br>
> > > <br>
> > > Is there a more efficient way to find out which features are most important?<br>
> > > <br>
> > > Raphael<br>
> > > <br>
> > > On 21 July 2016 at 15:58, Nelson Liu <nfliu@uw.edu> wrote:<br>
> > > > Hi,<br>
> > > > If I remember correctly, scikit-learn.org is hosted on GitHub Pages (so the<br>
> > > > maintainers don't have control over downtime and issues like the one you're<br>
> > > > having). Can you connect to GitHub, or any site on GitHub Pages?<br>
> > > ><br>
> > > > Thanks<br>
> > > > Nelson<br>
> > > ><br>
> > > > On Thu, Jul 21, 2016, 07:52 Rahul Ahuja <rahul.ahuja@live.com> wrote:<br>
> > > >><br>
> > > >> Hi there,<br>
> > > >><br>
> > > >><br>
> > > >> Sklearn website has been down for couple of days. Please look into it.<br>
> > > >><br>
> > > >><br>
> > > >> I reside in Pakistan, Karachi city.<br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >><br>
> > > >> Kind regards,<br>
> > > >> Rahul Ahuja<br>
> > > >> _______________________________________________<br>
> > > >> scikit-learn mailing list<br>
> > > >> scikit-learn@python.org<br>
> > > >> <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > ><br>
> > > > _______________________________________________<br>
> > > > scikit-learn mailing list<br>
> > > > scikit-learn@python.org<br>
> > > > <a href="https://mail.python.org/mailman/listinfo/scikit-learn">https://mail.python.org/mailman/listinfo/scikit-learn</a><br>
> > > ><br>
> > > <br>
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