From choman at gmail.com Mon Jun 6 08:51:20 2016 From: choman at gmail.com (Chad Homan) Date: Mon, 6 Jun 2016 07:51:20 -0500 Subject: [omaha] new python shell? Message-ID: This sounds awesome https://developers.slashdot.org/story/16/06/04/0039245/pythonunix-hybrid-demoed-at-pycon?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Slashdot%2Fslashdot+%28Slashdot%29 Together We Win! Looking for cloud storage, try pCloud (10g free ) -- Chad Some people, when confronted with a problem, think "I know, I'll use Windows." Now they have two problems. Some people claim if you play a Windows Install Disc backwards you'll hear satanic Messages. That's nothing, if you play it forward it installs Windows From jeffh at delasco.com Mon Jun 6 09:28:15 2016 From: jeffh at delasco.com (Jeff Hinrichs) Date: Mon, 6 Jun 2016 08:28:15 -0500 Subject: [omaha] new python shell? In-Reply-To: References: Message-ID: https://www.youtube.com/watch?v=uaje5I22kgE Best, Jeff On Mon, Jun 6, 2016 at 7:51 AM, Chad Homan via Omaha wrote: > This sounds awesome > > > https://developers.slashdot.org/story/16/06/04/0039245/pythonunix-hybrid-demoed-at-pycon?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Slashdot%2Fslashdot+%28Slashdot%29 > > > Together We Win! Looking for cloud storage, try pCloud > (10g free > ) > -- > Chad > > Some people, when confronted with a problem, think "I know, I'll use > Windows." > Now they have two problems. > > Some people claim if you play a Windows Install Disc backwards you'll hear > satanic Messages. > That's nothing, if you play it forward it installs Windows > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From jeffh at dundeemt.com Tue Jun 7 08:03:30 2016 From: jeffh at dundeemt.com (Jeff Hinrichs - DM&T) Date: Tue, 7 Jun 2016 07:03:30 -0500 Subject: [omaha] DoSpace not available on the the 15th Message-ID: In fact, there is not much available @ DoSpace. I'm going to check out other libraries. Unless someone else has a room we can use or another idea. -- Best, Jeff Hinrichs 402.218.1473 From hubert.hickman at gmail.com Tue Jun 7 08:48:29 2016 From: hubert.hickman at gmail.com (Hubert Hickman) Date: Tue, 7 Jun 2016 07:48:29 -0500 Subject: [omaha] DoSpace not available on the the 15th In-Reply-To: References: Message-ID: CoVis is closed - so that option is no longer available either. Hubert On Tue, Jun 7, 2016 at 7:03 AM, Jeff Hinrichs - DM&T via Omaha < omaha at python.org> wrote: > In fact, there is not much available @ DoSpace. > I'm going to check out other libraries. Unless someone else has a room we > can use or another idea. > > > -- > Best, > > Jeff Hinrichs > 402.218.1473 > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From jrguliz at yahoo.com Tue Jun 7 09:14:21 2016 From: jrguliz at yahoo.com (Joe Gulizia) Date: Tue, 7 Jun 2016 13:14:21 +0000 (UTC) Subject: [omaha] DoSpace not available on the the 15th References: <2033885583.276910.1465305261396.JavaMail.yahoo.ref@mail.yahoo.com> Message-ID: <2033885583.276910.1465305261396.JavaMail.yahoo@mail.yahoo.com> Council Bluffs Library might be an option. Ask for Creighton. Joe -------------------------------------------- On Tue, 6/7/16, Jeff Hinrichs - DM&T via Omaha wrote: Subject: [omaha] DoSpace not available on the the 15th To: "Omaha Python Users Group" Cc: "Jeff Hinrichs - DM&T" Date: Tuesday, June 7, 2016, 7:03 AM In fact, there is not much available @ DoSpace. I'm going to check out other libraries.? Unless someone else has a room we can use or another idea. -- Best, Jeff Hinrichs 402.218.1473 _______________________________________________ Omaha Python Users Group mailing list Omaha at python.org https://mail.python.org/mailman/listinfo/omaha http://www.OmahaPython.org From wereapwhatwesow at gmail.com Tue Jun 7 09:17:58 2016 From: wereapwhatwesow at gmail.com (Steve Young) Date: Tue, 7 Jun 2016 08:17:58 -0500 Subject: [omaha] DoSpace not available on the the 15th In-Reply-To: <2033885583.276910.1465305261396.JavaMail.yahoo@mail.yahoo.com> References: <2033885583.276910.1465305261396.JavaMail.yahoo.ref@mail.yahoo.com> <2033885583.276910.1465305261396.JavaMail.yahoo@mail.yahoo.com> Message-ID: The conference room that we used last time at APMA is available. Jeff - are you presenting on Soco? On Tue, Jun 7, 2016 at 8:14 AM, Joe Gulizia via Omaha wrote: > Council Bluffs Library might be an option. Ask for Creighton. > > Joe > -------------------------------------------- > On Tue, 6/7/16, Jeff Hinrichs - DM&T via Omaha wrote: > > Subject: [omaha] DoSpace not available on the the 15th > To: "Omaha Python Users Group" > Cc: "Jeff Hinrichs - DM&T" > Date: Tuesday, June 7, 2016, 7:03 AM > > In fact, there is not much available > @ DoSpace. > I'm going to check out other libraries. Unless someone > else has a room we > can use or another idea. > > > -- > Best, > > Jeff Hinrichs > 402.218.1473 > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From bkealey at unomaha.edu Tue Jun 7 08:37:42 2016 From: bkealey at unomaha.edu (Burch Kealey) Date: Tue, 7 Jun 2016 12:37:42 +0000 Subject: [omaha] DoSpace not available on the the 15th In-Reply-To: References: Message-ID: I can always get access to a conference room at UNO CBA, we have a gated vistors lot in front of our building that should have room given the time of the meetings. Burch ________________________________ From: Omaha on behalf of Jeff Hinrichs - DM&T via Omaha Sent: Tuesday, June 7, 2016 7:03:30 AM To: Omaha Python Users Group Cc: Jeff Hinrichs - DM&T Subject: [omaha] DoSpace not available on the the 15th In fact, there is not much available @ DoSpace. I'm going to check out other libraries. Unless someone else has a room we can use or another idea. -- Best, Jeff Hinrichs 402.218.1473 _______________________________________________ Omaha Python Users Group mailing list Omaha at python.org https://mail.python.org/mailman/listinfo/omaha http://www.OmahaPython.org From wereapwhatwesow at gmail.com Tue Jun 7 12:18:26 2016 From: wereapwhatwesow at gmail.com (Steve Young) Date: Tue, 7 Jun 2016 11:18:26 -0500 Subject: [omaha] DoSpace not available on the the 15th In-Reply-To: References: Message-ID: Thanks Burch. FYI - we do not have a speaker/topic for this month yet - anyone wish to volunteer or have a suggestion/request? Jeff Milewski is scheduled for July. If no one volunteers to speak, we could: - meet and have discussion/questions - meet somewhere with food/drinks and mix python and pleasure - skip the June meeting (this is not unusual during the summer months) Steve On Tue, Jun 7, 2016 at 7:37 AM, Burch Kealey via Omaha wrote: > I can always get access to a conference room at UNO CBA, we have a gated > vistors lot in front of our building that should have room given the time > of the meetings. > > > Burch > > ________________________________ > From: Omaha on behalf > of Jeff Hinrichs - DM&T via Omaha > Sent: Tuesday, June 7, 2016 7:03:30 AM > To: Omaha Python Users Group > Cc: Jeff Hinrichs - DM&T > Subject: [omaha] DoSpace not available on the the 15th > > In fact, there is not much available @ DoSpace. > I'm going to check out other libraries. Unless someone else has a room we > can use or another idea. > > > -- > Best, > > Jeff Hinrichs > 402.218.1473 > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From wereapwhatwesow at gmail.com Mon Jun 13 21:21:18 2016 From: wereapwhatwesow at gmail.com (Steve Young) Date: Mon, 13 Jun 2016 20:21:18 -0500 Subject: [omaha] DoSpace not available on the the 15th In-Reply-To: References: Message-ID: I just realized I cannot make this months meeting. And since there has not been much discussion about topics or locations, lets cancel this months meeting. Jeff M. is presenting in July, so that should be a great time. If you have questions or comments you wanted to share at the meeting - post them to the mailing list! Steve On Tue, Jun 7, 2016 at 11:18 AM, Steve Young wrote: > Thanks Burch. FYI - we do not have a speaker/topic for this month yet - > anyone wish to volunteer or have a suggestion/request? Jeff Milewski is > scheduled for July. > > If no one volunteers to speak, we could: > > - meet and have discussion/questions > - meet somewhere with food/drinks and mix python and pleasure > - skip the June meeting (this is not unusual during the summer months) > > > Steve > > On Tue, Jun 7, 2016 at 7:37 AM, Burch Kealey via Omaha > wrote: > >> I can always get access to a conference room at UNO CBA, we have a gated >> vistors lot in front of our building that should have room given the time >> of the meetings. >> >> >> Burch >> >> ________________________________ >> From: Omaha on >> behalf of Jeff Hinrichs - DM&T via Omaha >> Sent: Tuesday, June 7, 2016 7:03:30 AM >> To: Omaha Python Users Group >> Cc: Jeff Hinrichs - DM&T >> Subject: [omaha] DoSpace not available on the the 15th >> >> In fact, there is not much available @ DoSpace. >> I'm going to check out other libraries. Unless someone else has a room we >> can use or another idea. >> >> >> -- >> Best, >> >> Jeff Hinrichs >> 402.218.1473 >> _______________________________________________ >> Omaha Python Users Group mailing list >> Omaha at python.org >> https://mail.python.org/mailman/listinfo/omaha >> http://www.OmahaPython.org >> _______________________________________________ >> Omaha Python Users Group mailing list >> Omaha at python.org >> https://mail.python.org/mailman/listinfo/omaha >> http://www.OmahaPython.org >> > > From bkealey at unomaha.edu Tue Jun 14 10:30:59 2016 From: bkealey at unomaha.edu (Burch Kealey) Date: Tue, 14 Jun 2016 14:30:59 +0000 Subject: [omaha] Fw: Completely KIDS In-Reply-To: References: Message-ID: Feel free to directly contact Ann Ann I shared this with the Omaha Python User's Group. I scanned the GWC website to see if men were allowed to participate/support/facilitate and didn't see anything against it but the only pictures I saw were of women and girls. There are a few women involved in the group. You might pipe back with how gender is considered. I hope that did not come out in a clumsy manner. ________________________________ From: Ann Lawless Sent: Tuesday, June 14, 2016 9:17 AM To: Burch Kealey Subject: Completely KIDS Burch - I was searching for avenues to help find a volunteer facilitator for a Girls Who Code Club (https://girlswhocode.com/) that we are starting at Completely KIDS and I found the OWH article about the code club you did. I was hoping you might have some ideas of where we could reach out to find some volunteers. Join 40,000 Girls Who Code - girlswhocode girlswhocode.com Before Girls Who Code, I never saw myself as a coder or an engineer. Girls Who Code gave me not just valuable coding skills but a valuable opportunity: to see myself ... Thank you! Ann Lawless Director of Community Services Completely KIDSSM 2566 St. Mary's Avenue - Omaha, Nebraska 68105 Tel: 402.397.5809 ext. 213 - Fax: 402.397.5811 alawless at completelykids.org - www.completelykids.org Strategic * Communication * Restorative * Achiever * Positivity From ALawless at completelykids.org Tue Jun 14 11:24:07 2016 From: ALawless at completelykids.org (Ann Lawless) Date: Tue, 14 Jun 2016 15:24:07 +0000 Subject: [omaha] Completely KIDS In-Reply-To: References: Message-ID: Men are allowed to facilitate - Thank you so much for sharing this with your group - Ann Lawless Director of Community Services Completely KIDSSM 2566 St. Mary's Avenue - Omaha, Nebraska 68105 Tel: 402.397.5809 ext. 213 - Fax: 402.397.5811 alawless at completelykids.org - www.completelykids.org Strategic * Communication * Restorative * Achiever * Positivity From: Burch Kealey [mailto:bkealey at unomaha.edu] Sent: Tuesday, June 14, 2016 9:31 AM To: Omaha Python Users Group Cc: Ann Lawless Subject: Fw: Completely KIDS Feel free to directly contact Ann Ann I shared this with the Omaha Python User's Group. I scanned the GWC website to see if men were allowed to participate/support/facilitate and didn't see anything against it but the only pictures I saw were of women and girls. There are a few women involved in the group. You might pipe back with how gender is considered. I hope that did not come out in a clumsy manner. ________________________________ From: Ann Lawless > Sent: Tuesday, June 14, 2016 9:17 AM To: Burch Kealey Subject: Completely KIDS Burch - I was searching for avenues to help find a volunteer facilitator for a Girls Who Code Club (https://girlswhocode.com/) that we are starting at Completely KIDS and I found the OWH article about the code club you did. I was hoping you might have some ideas of where we could reach out to find some volunteers. Join 40,000 Girls Who Code - girlswhocode girlswhocode.com Before Girls Who Code, I never saw myself as a coder or an engineer. Girls Who Code gave me not just valuable coding skills but a valuable opportunity: to see myself ... Thank you! Ann Lawless Director of Community Services Completely KIDSSM 2566 St. Mary's Avenue - Omaha, Nebraska 68105 Tel: 402.397.5809 ext. 213 - Fax: 402.397.5811 alawless at completelykids.org - www.completelykids.org Strategic * Communication * Restorative * Achiever * Positivity From bkealey at unomaha.edu Tue Jun 14 15:54:15 2016 From: bkealey at unomaha.edu (Burch Kealey) Date: Tue, 14 Jun 2016 19:54:15 +0000 Subject: [omaha] Completely KIDS In-Reply-To: References: , Message-ID: I will note that from what I can see on the GWC website they provide a template for the instruction. That takes a lot of the pain out of the process. I am going to send this to our undergraduates & MBA's and try to see if there are a couple of women who would be interested in doing this under some supervision (from moi of course). However, if anyone else has some ideas please share them with Ann and if you want to more forward then do so. With regards Burch ________________________________ From: Ann Lawless Sent: Tuesday, June 14, 2016 10:24:07 AM To: Burch Kealey; Omaha Python Users Group Subject: RE: Completely KIDS Men are allowed to facilitate - Thank you so much for sharing this with your group - Ann Lawless Director of Community Services Completely KIDSSM 2566 St. Mary's Avenue - Omaha, Nebraska 68105 Tel: 402.397.5809 ext. 213 - Fax: 402.397.5811 alawless at completelykids.org - www.completelykids.org Strategic * Communication * Restorative * Achiever * Positivity From: Burch Kealey [mailto:bkealey at unomaha.edu] Sent: Tuesday, June 14, 2016 9:31 AM To: Omaha Python Users Group Cc: Ann Lawless Subject: Fw: Completely KIDS Feel free to directly contact Ann Ann I shared this with the Omaha Python User's Group. I scanned the GWC website to see if men were allowed to participate/support/facilitate and didn't see anything against it but the only pictures I saw were of women and girls. There are a few women involved in the group. You might pipe back with how gender is considered. I hope that did not come out in a clumsy manner. ________________________________ From: Ann Lawless > Sent: Tuesday, June 14, 2016 9:17 AM To: Burch Kealey Subject: Completely KIDS Burch - I was searching for avenues to help find a volunteer facilitator for a Girls Who Code Club (https://girlswhocode.com/) that we are starting at Completely KIDS and I found the OWH article about the code club you did. I was hoping you might have some ideas of where we could reach out to find some volunteers. Join 40,000 Girls Who Code - girlswhocode girlswhocode.com Before Girls Who Code, I never saw myself as a coder or an engineer. Girls Who Code gave me not just valuable coding skills but a valuable opportunity: to see myself ... Thank you! Ann Lawless Director of Community Services Completely KIDSSM 2566 St. Mary's Avenue - Omaha, Nebraska 68105 Tel: 402.397.5809 ext. 213 - Fax: 402.397.5811 alawless at completelykids.org - www.completelykids.org Strategic * Communication * Restorative * Achiever * Positivity From wereapwhatwesow at gmail.com Wed Jun 15 16:22:45 2016 From: wereapwhatwesow at gmail.com (Steve Young) Date: Wed, 15 Jun 2016 15:22:45 -0500 Subject: [omaha] Data Analysis jumpstart Message-ID: I have been in touch with David Graham since the previous OPUG meeting. He is using Python for data analysis and is looking for some pointers to quickly get going. I was going to email Bob directly, as he has presented and discussed this area frequently, but decided that others are qualified and may be willing to help tutor David. If you are interested, reply to this email, or contact David directly. If several of you are interested, and since the regular meeting was canceled, maybe an impromptu meetup could be arranged. Thanks. Steve From wes.turner at gmail.com Wed Jun 15 17:12:40 2016 From: wes.turner at gmail.com (Wes Turner) Date: Wed, 15 Jun 2016 16:12:40 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: Python Data Science resources: - https://wrdrd.com/docs/tools/#numpy - https://wrdrd.com/docs/tools/#scipy - https://wrdrd.com/docs/consulting/data-science#tensimplerules-for-reproducible-computational-research - https://wrdrd.com/docs/consulting/data-science#visualizing-data-science "The Data Science Venn Diagram" ("danger zones") ... NumPy? Wikipedia: https://en.wikipedia.org/wiki/NumPy Homepage: http://www.numpy.org/ Src: https://github.com/numpy/numpy Docs: http://docs.scipy.org/doc/numpy/ NumPy is a library of array-based mathematical functions implemented in C and Python . - http://nbviewer.ipython.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-2-Numpy.ipynb - https://scipy-lectures.github.io/intro/numpy/index.html - https://scipy-lectures.github.io/advanced/advanced_numpy/index.html NumPy and other languages: - http://wiki.scipy.org/NumPy_for_Matlab_Users - https://github.com/ipython/ipython/wiki/Extensions-Index ... - https://ipgp.github.io/scientific_python_cheat_sheet/ - http://scikit-learn.org/stable/tutorial/machine_learning_map/ "Choosing the right estimator" - https://mobile.twitter.com/westurner/status/733503856898760704 - tpot - https://github.com/rhiever/tpot - scikit-learn grid search - http://scikit-learn.org/stable/modules/grid_search.html - skflow - https://github.com/tensorflow/skflow/blob/master/README.rst#tutorial - https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks - https://github.com/donnemartin/data-science-ipython-notebooks/ - https://wrdrd.com/docs/consulting/data-science#awesome-public-datasets ... also, I'm looking for a Python job here in Omaha (or, I'm trying to decide how to fund these #LinkedReproducibility efforts for all of science): - https://wrdrd.com/docs/consulting/data-science#linked-reproducibility - https://wrdrd.com/docs/consulting/linked-reproducibility On Wednesday, June 15, 2016, Steve Young via Omaha > wrote: > I have been in touch with David Graham since the previous OPUG meeting. He > is using Python for data analysis and is looking for some pointers to > quickly get going. > > I was going to email Bob directly, as he has presented and discussed this > area frequently, but decided that others are qualified and may be willing > to help tutor David. If you are interested, reply to this email, or > contact David directly. > > If several of you are interested, and since the regular meeting was > canceled, maybe an impromptu meetup could be arranged. > > Thanks. > > Steve > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From wes.turner at gmail.com Wed Jun 15 17:19:35 2016 From: wes.turner at gmail.com (Wes Turner) Date: Wed, 15 Jun 2016 16:19:35 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: ... there are a bunch of scikit libraries: https://github.com/edublancas/sklearn-evaluation sklearn-evaluation draws confusion matrix, ROC curve, and precision recall plots for you: https://github.com/edublancas/sklearn-evaluation tpot (linked above) does genetic programming model optimization w/ scikit-learn On Wednesday, June 15, 2016, Wes Turner wrote: > Python Data Science resources: > > > - https://wrdrd.com/docs/tools/#numpy > - https://wrdrd.com/docs/tools/#scipy > - > https://wrdrd.com/docs/consulting/data-science#tensimplerules-for-reproducible-computational-research > - https://wrdrd.com/docs/consulting/data-science#visualizing-data-science > "The Data Science Venn Diagram" ("danger zones") > > ... > NumPy? > Wikipedia: https://en.wikipedia.org/wiki/NumPy > Homepage: http://www.numpy.org/ > Src: https://github.com/numpy/numpy > Docs: http://docs.scipy.org/doc/numpy/ > > NumPy is a library of array-based mathematical functions implemented in C > and Python > . > > - > http://nbviewer.ipython.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-2-Numpy.ipynb > - https://scipy-lectures.github.io/intro/numpy/index.html > - https://scipy-lectures.github.io/advanced/advanced_numpy/index.html > > NumPy and other languages: > > - http://wiki.scipy.org/NumPy_for_Matlab_Users > - https://github.com/ipython/ipython/wiki/Extensions-Index > > ... > > - https://ipgp.github.io/scientific_python_cheat_sheet/ > > - http://scikit-learn.org/stable/tutorial/machine_learning_map/ "Choosing > the right estimator" > > - https://mobile.twitter.com/westurner/status/733503856898760704 > - tpot > - https://github.com/rhiever/tpot > - scikit-learn grid search > - http://scikit-learn.org/stable/modules/grid_search.html > - skflow > - https://github.com/tensorflow/skflow/blob/master/README.rst#tutorial > > - > https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks > - https://github.com/donnemartin/data-science-ipython-notebooks/ > > > - https://wrdrd.com/docs/consulting/data-science#awesome-public-datasets > > ... > > also, > I'm looking for a Python job here in Omaha (or, I'm trying to decide how > to fund these #LinkedReproducibility efforts for all of science): > > - https://wrdrd.com/docs/consulting/data-science#linked-reproducibility > - https://wrdrd.com/docs/consulting/linked-reproducibility > > On Wednesday, June 15, 2016, Steve Young via Omaha > wrote: > >> I have been in touch with David Graham since the previous OPUG meeting. >> He >> is using Python for data analysis and is looking for some pointers to >> quickly get going. >> >> I was going to email Bob directly, as he has presented and discussed this >> area frequently, but decided that others are qualified and may be willing >> to help tutor David. If you are interested, reply to this email, or >> contact David directly. >> >> If several of you are interested, and since the regular meeting was >> canceled, maybe an impromptu meetup could be arranged. >> >> Thanks. >> >> Steve >> _______________________________________________ >> Omaha Python Users Group mailing list >> Omaha at python.org >> https://mail.python.org/mailman/listinfo/omaha >> http://www.OmahaPython.org >> > From shawnhermans at gmail.com Wed Jun 15 17:42:49 2016 From: shawnhermans at gmail.com (Shawn Hermans) Date: Wed, 15 Jun 2016 21:42:49 +0000 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: I am more than willing to provide some pointers on getting started with Python and data analysis. I use NumPy, SciPy, scikit-learn, and Pandas. I've also been using Python with Apache Spark recently. I'm willing to present if anyone is interested. Otherwise, feel free to reach out to me one-on-one. Regards, Shawn On Wed, Jun 15, 2016 at 3:23 PM Steve Young via Omaha wrote: > I have been in touch with David Graham since the previous OPUG meeting. He > is using Python for data analysis and is looking for some pointers to > quickly get going. > > I was going to email Bob directly, as he has presented and discussed this > area frequently, but decided that others are qualified and may be willing > to help tutor David. If you are interested, reply to this email, or > contact David directly. > > If several of you are interested, and since the regular meeting was > canceled, maybe an impromptu meetup could be arranged. > > Thanks. > > Steve > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From davidgraham16 at gmail.com Wed Jun 15 20:56:08 2016 From: davidgraham16 at gmail.com (David Graham) Date: Wed, 15 Jun 2016 19:56:08 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: I would be interested to hear about anyone of the data analysis tools you have listed. Thank You, David Graham On Wed, Jun 15, 2016 at 4:42 PM, Shawn Hermans wrote: > I am more than willing to provide some pointers on getting started with > Python and data analysis. I use NumPy, SciPy, scikit-learn, and Pandas. > I've also been using Python with Apache Spark recently. I'm willing to > present if anyone is interested. Otherwise, feel free to reach out to me > one-on-one. > > Regards, > Shawn > > On Wed, Jun 15, 2016 at 3:23 PM Steve Young via Omaha > wrote: > >> I have been in touch with David Graham since the previous OPUG meeting. >> He >> is using Python for data analysis and is looking for some pointers to >> quickly get going. >> >> I was going to email Bob directly, as he has presented and discussed this >> area frequently, but decided that others are qualified and may be willing >> to help tutor David. If you are interested, reply to this email, or >> contact David directly. >> >> If several of you are interested, and since the regular meeting was >> canceled, maybe an impromptu meetup could be arranged. >> >> Thanks. >> >> Steve >> _______________________________________________ >> Omaha Python Users Group mailing list >> Omaha at python.org >> https://mail.python.org/mailman/listinfo/omaha >> http://www.OmahaPython.org >> > From wes.turner at gmail.com Thu Jun 16 00:56:03 2016 From: wes.turner at gmail.com (Wes Turner) Date: Wed, 15 Jun 2016 23:56:03 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: YW! TDD & Scientific Method https://wrdrd.com/docs/consulting/data-science#scientific-method - https://github.com/westurner/wiki/wiki/awesome-python-testing - https://westurner.org/wiki/awesome-python-testing#benchmarks - https://wrdrd.com/docs/consulting/software-development#test-automation Courses in data science - http://datasciencemasters.org - https://www.quora.com/What-is-the-difference-between-Courseras-data-science-track-via-Johns-Hopkins-and-Udacitys-data-analyst-nano-degree - https://www.class-central.com/search?q=data+science+python - http://datasciencemasters.org/#the-open-source-data-science-curriculum - http://rosalind.info/problems/list-view/ (natural algorithms; unit testing) Python tools - https://github.com/josephmisiti/awesome-machine-learning#python - https://github.com/vinta/awesome-python#science-and-data-analysis On Wednesday, June 15, 2016, David Graham wrote: > Wes, > > Thank you for all of the data analysis resources. I am reviewing them now. > > David Graham > > > > On Wed, Jun 15, 2016 at 4:19 PM, Wes Turner > wrote: > >> ... there are a bunch of scikit libraries: >> https://github.com/edublancas/sklearn-evaluation >> >> sklearn-evaluation draws confusion matrix, ROC curve, and precision >> recall plots for you: >> https://github.com/edublancas/sklearn-evaluation >> >> tpot (linked above) does genetic programming model optimization w/ >> scikit-learn >> >> >> On Wednesday, June 15, 2016, Wes Turner > > wrote: >> >>> Python Data Science resources: >>> >>> >>> - https://wrdrd.com/docs/tools/#numpy >>> - https://wrdrd.com/docs/tools/#scipy >>> - >>> https://wrdrd.com/docs/consulting/data-science#tensimplerules-for-reproducible-computational-research >>> - >>> https://wrdrd.com/docs/consulting/data-science#visualizing-data-science >>> "The Data Science Venn Diagram" ("danger zones") >>> >>> ... >>> NumPy? >>> Wikipedia: https://en.wikipedia.org/wiki/NumPy >>> Homepage: http://www.numpy.org/ >>> Src: https://github.com/numpy/numpy >>> Docs: http://docs.scipy.org/doc/numpy/ >>> >>> NumPy is a library of array-based mathematical functions implemented in >>> C and Python >>> . >>> >>> - >>> http://nbviewer.ipython.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-2-Numpy.ipynb >>> - https://scipy-lectures.github.io/intro/numpy/index.html >>> - https://scipy-lectures.github.io/advanced/advanced_numpy/index.html >>> >>> NumPy and other languages: >>> >>> - http://wiki.scipy.org/NumPy_for_Matlab_Users >>> - https://github.com/ipython/ipython/wiki/Extensions-Index >>> >>> ... >>> >>> - https://ipgp.github.io/scientific_python_cheat_sheet/ >>> >>> - http://scikit-learn.org/stable/tutorial/machine_learning_map/ >>> "Choosing the right estimator" >>> >>> - https://mobile.twitter.com/westurner/status/733503856898760704 >>> - tpot >>> - https://github.com/rhiever/tpot >>> - scikit-learn grid search >>> - http://scikit-learn.org/stable/modules/grid_search.html >>> - skflow >>> - >>> https://github.com/tensorflow/skflow/blob/master/README.rst#tutorial >>> >>> - >>> https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks >>> - https://github.com/donnemartin/data-science-ipython-notebooks/ >>> >>> >>> - https://wrdrd.com/docs/consulting/data-science#awesome-public-datasets >>> >>> ... >>> >>> also, >>> I'm looking for a Python job here in Omaha (or, I'm trying to decide how >>> to fund these #LinkedReproducibility efforts for all of science): >>> >>> - https://wrdrd.com/docs/consulting/data-science#linked-reproducibility >>> - https://wrdrd.com/docs/consulting/linked-reproducibility >>> >>> On Wednesday, June 15, 2016, Steve Young via Omaha >>> wrote: >>> >>>> I have been in touch with David Graham since the previous OPUG >>>> meeting. He >>>> is using Python for data analysis and is looking for some pointers to >>>> quickly get going. >>>> >>>> I was going to email Bob directly, as he has presented and discussed >>>> this >>>> area frequently, but decided that others are qualified and may be >>>> willing >>>> to help tutor David. If you are interested, reply to this email, or >>>> contact David directly. >>>> >>>> If several of you are interested, and since the regular meeting was >>>> canceled, maybe an impromptu meetup could be arranged. >>>> >>>> Thanks. >>>> >>>> Steve >>>> _______________________________________________ >>>> Omaha Python Users Group mailing list >>>> Omaha at python.org >>>> https://mail.python.org/mailman/listinfo/omaha >>>> http://www.OmahaPython.org >>>> >>> > From bob.haffner at gmail.com Thu Jun 16 09:18:11 2016 From: bob.haffner at gmail.com (Bob Haffner) Date: Thu, 16 Jun 2016 08:18:11 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: Hi Shawn, I love hearing how folks are leveraging python for data analysis so you got my vote to present! Bob On Wed, Jun 15, 2016 at 4:42 PM, Shawn Hermans via Omaha wrote: > I am more than willing to provide some pointers on getting started with > Python and data analysis. I use NumPy, SciPy, scikit-learn, and Pandas. > I've also been using Python with Apache Spark recently. I'm willing to > present if anyone is interested. Otherwise, feel free to reach out to me > one-on-one. > > Regards, > Shawn > > On Wed, Jun 15, 2016 at 3:23 PM Steve Young via Omaha > wrote: > > > I have been in touch with David Graham since the previous OPUG meeting. > He > > is using Python for data analysis and is looking for some pointers to > > quickly get going. > > > > I was going to email Bob directly, as he has presented and discussed this > > area frequently, but decided that others are qualified and may be willing > > to help tutor David. If you are interested, reply to this email, or > > contact David directly. > > > > If several of you are interested, and since the regular meeting was > > canceled, maybe an impromptu meetup could be arranged. > > > > Thanks. > > > > Steve > > _______________________________________________ > > Omaha Python Users Group mailing list > > Omaha at python.org > > https://mail.python.org/mailman/listinfo/omaha > > http://www.OmahaPython.org > > > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org > From bob.haffner at gmail.com Thu Jun 16 10:34:01 2016 From: bob.haffner at gmail.com (Bob Haffner) Date: Thu, 16 Jun 2016 09:34:01 -0500 Subject: [omaha] Data Analysis jumpstart In-Reply-To: References: Message-ID: Hi David, I presented to the group awhile back about some things i learned at a pydata conference (blaze, bokeh) and some basics around jupyter notebooks and pandas. Also, the notebook linked below contains some references i found helpful. https://github.com/bobhaffner/omaha_python_june_15/blob/master/omaha_python_june_15.ipynb And speaking of pydata conferences there's one coming up in Chicago http://pydata.org/chicago2016/ Bob On Wed, Jun 15, 2016 at 7:56 PM, David Graham via Omaha wrote: > I would be interested to hear about anyone of the data analysis tools you > have listed. > > Thank You, > > David Graham > > > On Wed, Jun 15, 2016 at 4:42 PM, Shawn Hermans > wrote: > > > I am more than willing to provide some pointers on getting started with > > Python and data analysis. I use NumPy, SciPy, scikit-learn, and Pandas. > > I've also been using Python with Apache Spark recently. I'm willing to > > present if anyone is interested. Otherwise, feel free to reach out to me > > one-on-one. > > > > Regards, > > Shawn > > > > On Wed, Jun 15, 2016 at 3:23 PM Steve Young via Omaha > > wrote: > > > >> I have been in touch with David Graham since the previous OPUG meeting. > >> He > >> is using Python for data analysis and is looking for some pointers to > >> quickly get going. > >> > >> I was going to email Bob directly, as he has presented and discussed > this > >> area frequently, but decided that others are qualified and may be > willing > >> to help tutor David. If you are interested, reply to this email, or > >> contact David directly. > >> > >> If several of you are interested, and since the regular meeting was > >> canceled, maybe an impromptu meetup could be arranged. > >> > >> Thanks. > >> > >> Steve > >> _______________________________________________ > >> Omaha Python Users Group mailing list > >> Omaha at python.org > >> https://mail.python.org/mailman/listinfo/omaha > >> http://www.OmahaPython.org > >> > > > _______________________________________________ > Omaha Python Users Group mailing list > Omaha at python.org > https://mail.python.org/mailman/listinfo/omaha > http://www.OmahaPython.org >