comments

created title subreddit n-chars score
2015-01-28-22:26:30 shell=true with subprocess methods Python 205 2
2015-01-27-03:30:00 Python Web Frameworks? Python 1120 1
2015-01-24-00:37:59 wasavi - online vi editor. Connects to dropbox. vim 111 1
2015-01-23-16:36:26 How would you go about embedding a Vim editor within a website? vim 430 1
2015-01-24-00:30:35 How to export sqlite3 .db files to excel? Python 472 1
2015-01-24-00:26:26 How to export sqlite3 .db files to excel? Python 553 1
2015-01-16-22:30:23 Your Python Stock Trading Algorithm, $100,000 of Our Money, & You Keep the Profit Python 125 0
2015-01-15-18:20:29 jeffknupp/sandman - ENH: Linked Data Platform API (RDF (Turtle), JSON-LD) semanticweb 316 1
2015-01-15-18:14:10 CSV on the Web: new W3C-drafts including JSON and RDF conversion semanticweb 641 1
2015-01-10-18:23:43 Visualizing World Development Indicators with Python Python 561 2
2015-01-07-10:55:10 Software Carpentry: Using the IPython Notebook as a Teaching Tool IPython 1681 1
2015-01-05-10:17:18 Ways to plot classifier performance? pystats 1181 2
2015-01-02-21:37:30 Pyramid vs. Django + DRF Python 529 -1
2015-01-02-21:28:55 Using Python for Statistics and Machine Learning on databases Python 1005 2
2015-01-02-21:10:13 Pyramid vs. Django + DRF Python 242 2
2015-01-02-21:06:14 Pyramid vs. Django + DRF Python 1384 1
2014-12-30-21:13:13 Industrial Engineers already have base knowledge for data science? datascience 727 1
2014-12-30-21:09:08 Industrial Engineers already have base knowledge for data science? datascience 1150 1
2014-12-30-00:23:17 Should I always use virtualenv? Python 319 2
2014-12-30-00:17:14 Pandas pivot_table explained Python 387 0
2014-12-30-00:16:52 Know of any good 'introduction to Pandas' classes that are either free or free for students? Something that starts with ELI5 Pandas and moves on to specific applications? Python 381 2
2014-12-28-02:02:48 How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP? semanticweb 481 0
2014-12-27-20:39:36 How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP? semanticweb 6762 0
2014-12-25-23:46:05 IPython repr Method Examples IPython 589 1
2014-12-25-23:42:47 IPython repr Method Examples IPython 1127 1
2014-12-25-23:23:47 What is the best Data Science resource you wish everyone knew about? datascience 719 5
2014-12-25-22:30:48 Learning python: I have completed codecademy Python training. What would you suggest me to learn next? (and where) Python 271 1
2014-12-24-10:35:18 webargs: A friendly library for parsing HTTP request arguments, with support for Flask, Django, Bottle, Tornado, and Pyramid Python 1182 1
2014-12-22-07:21:35 Systematic data modeling techniques? semanticweb 230 1
2014-12-21-03:02:19 Linked Data Patterns - A pattern catalogue for modelling, publishing, and consuming Linked Data semanticweb 102 1
2014-12-21-02:54:05 Open-world assumption semanticweb 478 1
2014-12-21-02:51:53 Guido van Rossum: The Theory of Type Hinting for Python 3.5 Python 740 2
2014-12-20-05:20:48 TIL about neural networks with sklearn-theano/sklearn-theano pystats 468 1
2014-12-20-05:20:45 TIL about neural networks with sklearn-theano/sklearn-theano pystats 330 1
2014-12-20-05:12:10 I Have A Few Hours To Teach Python To 25 Mechanical Engineers. What Should I Cover? Python 1054 1
2014-12-20-04:58:47 Structlog: this logging library deservers much, much wider recognition. Python 244 1
2014-12-20-03:41:51 Discussion: Can the Semantic Web be User Friendly? semanticweb 1553 1
2014-12-20-03:32:15 Discussion: Can the Semantic Web be User Friendly? semanticweb 205 1
2014-12-20-03:26:26 Discussion: Can the Semantic Web be User Friendly? semanticweb 2461 0
2014-12-20-03:11:53 Why triples? semanticweb 1062 2
2014-12-15-06:59:05 How do you separate your services and why? (VMs and Virtual Appliances) homelab 816 2
2014-12-15-00:02:05 Free/Open Source Video Editors? freesoftware 515 9
2014-12-14-23:56:55 pydata '14 conference videos online Python 344 1
2014-12-13-10:10:42 Patterns for expressing plural labels? semanticweb 363 1
2014-12-12-13:57:34 Best way to learn data science? Python 361 6
2014-12-12-08:13:47 Have you seen the new pen that writes underwater, upside down and in outer space? dadjokes 96 1
2014-12-12-08:06:30 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? artificial 428 2
2014-12-12-01:16:06 What do you guys use to create topology diagrams? homelab 295 3
2014-12-12-01:06:59 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? artificial 119 1
2014-12-12-01:02:50 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? artificial 1297 1
2014-12-12-00:31:27 Get all new dhcp leases, but only the new leases since last check in bash linuxadmin 419 1
2014-12-12-00:17:44 Visualizing Wikipedia Categories Python 528 1
2014-12-12-00:14:54 Semantic Web tools usable from, or with, Python #linkeddata Python 184 1
2014-12-11-10:19:35 Backing up files to a remote server using python [noob question] Python 718 4
2014-12-11-08:46:47 Only one instance of vim in i3-wm vim 280 1
2014-12-11-08:22:02 execute collectstatic each time a script runs? django 1089 1
2014-12-11-08:03:45 Only one instance of vim in i3-wm vim 478 1
2014-12-11-07:58:47 Only one instance of vim in i3-wm vim 1134 1
2014-12-11-05:33:19 Semantic Web tools usable from, or with, Python #linkeddata Python 385 1
2014-12-11-01:54:45 Semantic Web tools usable from, or with, Python #linkeddata Python 111 1
2014-12-11-01:53:42 Semantic Web tools usable from, or with, Python #linkeddata Python 77 1
2014-12-11-01:46:52 10 Myths of Enterprise Python Python 166 3
2014-12-10-03:44:40 Are there any tutorials out there on how to bind RDF datasources to ASP.NET controls? semanticweb 275 1
2014-12-10-03:41:14 Time sequenced data in a semantic model? semanticweb 271 1
2014-12-09-08:07:55 My current approach to ending requests for free tech support is working - feel free to give it a try. sysadmin 160 1
2014-12-08-02:13:58 Tracking down a performance issue. Linux server will sometimes show extremely high load, but little cpu utilization and practically no disk wait linuxadmin 855 1
2014-12-08-01:50:02 Is there a file in /proc/pid_of_process with a value that shows how much RAM a process is consuming? linuxadmin 760 1
2014-12-07-05:37:53 Is there a file in /proc/pid_of_process with a value that shows how much RAM a process is consuming? linuxadmin 178 3
2014-12-07-05:37:17 Is there a file in /proc/pid_of_process with a value that shows how much RAM a process is consuming? linuxadmin 180 3
2014-12-06-23:54:30 New to web design and development: what are the "need to knows"? Entrepreneur 185 1
2014-12-06-23:43:35 New to web design and development: what are the "need to knows"? Entrepreneur 1406 1
2014-12-06-22:56:00 Trying to make an interactive visualization of a relatively large directed graph - any tips? Python 136 1
2014-12-06-22:54:50 Trying to make an interactive visualization of a relatively large directed graph - any tips? Python 1923 1
2014-12-06-01:58:03 Beginner question-If I want to make games (in blender) what aspects of python do I have to have the most rigorous skills in?(having only learnt the absolute basics to date) Python 698 2
2014-12-06-01:39:08 Suggestions for Middle School Presentation Python 1339 2
2014-12-05-21:37:26 Wanted to share a "Home Notification Centre" I built recently. Python 533 1
2014-12-05-21:35:10 Wanted to share a "Home Notification Centre" I built recently. Python 281 1
2014-12-05-21:29:40 Citing IPython in an academic publication. IPython 279 1
2014-12-05-21:26:52 What headings and files would you add to a reproducible IPython notebook project template (e.g. with cookiecutter)? IPython 2389 1
2014-12-05-21:23:56 What headings and files would you add to a reproducible IPython notebook project template (e.g. with cookiecutter)? IPython 318 1
2014-12-05-06:14:14 What are the best opensource softwares for general intelligence? singularity 2216 1
2014-12-05-06:04:11 What are the best opensource softwares for general intelligence? singularity 449 1
2014-12-05-00:17:53 Linked Data Patterns - A pattern catalogue for modelling, publishing, and consuming Linked Data semanticweb 52 1
2014-12-04-23:59:42 Building a GUI-App with Python in school Python 684 1
2014-12-04-01:34:18 ANN: Spyder 2.3.2 is released! Python 147 4
2014-12-01-17:17:44 Common Excel tasks shown in pandas Python 1910 1
2014-12-01-16:52:08 Common Excel tasks shown in pandas Python 715 5
2014-11-28-21:45:37 How to work with CSV like a two-dimensional array? Python 177 1
2014-11-28-16:35:39 How to work with CSV like a two-dimensional array? Python 118 1
2014-11-28-16:30:43 How to work with CSV like a two-dimensional array? Python 597 1
2014-11-28-09:26:18 Do python web-apps depending on ORM really scale well? Python 1072 1
2014-11-28-06:12:34 Are you replacing virtualenv with docker, or are you using them in conjonction? Python 236 1
2014-11-27-16:36:05 W3C HTML JSON form submission programming 237 1
2014-11-25-23:39:58 Tips for coding for long periods of time? Python 103 1
2014-11-25-01:15:53 Tips for coding for long periods of time? Python 364 1
2014-11-23-18:29:13 Indoor Positioning SDK for Android announced by CSR androiddev 79 1
2014-11-23-06:43:34 Indoor Positioning SDK for Android announced by CSR androiddev 248 1
2014-11-22-15:25:06 awesome-machine-learning#python pystats 185 1
2014-11-22-15:23:54 Indoor Positioning SDK for Android announced by CSR androiddev 291 1
2014-11-22-15:15:56 TED has finally added Chromecast support. Android 73 1
2014-11-22-13:42:32 Can someone explain the basics of Category Theory to me? math 37 1
2014-11-22-12:22:19 RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index? semanticweb 2212 1
2014-11-22-12:13:50 RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index? semanticweb 2021 1
2014-11-22-12:08:37 RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index? semanticweb 2372 1
2014-11-22-02:22:20 Is there an awesome-semanticweb or an awesome-linkeddata or an awesome-linked-data? semanticweb 128 1
2014-11-22-02:21:33 Is there an awesome-semanticweb or an awesome-linkeddata or an awesome-linked-data? semanticweb 728 1
2014-11-22-02:17:32 A Team of Researchers Has Found a Way to Predict the Stock Market Using Search Terms business 123 2
2014-11-22-02:04:54 Is there an awesome-semanticweb or an awesome-linkeddata or an awesome-linked-data? semanticweb 1795 1
2014-11-21-20:52:05 Does anyone use rdf/semantic web technologies to replace traditional RDBMS or other databases? semanticweb 844 1
2014-11-16-07:12:37 Python in Notepad++ Python 656 1
2014-11-13-04:14:04 What is the best practice for using packages within a project? Python 319 2
2014-11-09-07:36:08 Job hunting - Programming req'd? linguistics 2661 4
2014-11-08-12:28:53 What is this called? cummean? pystats 899 1
2014-11-08-18:38:39 What is this called? cummean? pystats 412 1
2014-11-08-18:33:35 Newbie who wants to use d3 to visualize account balance over time. Overwhelmed and need pointers on how to get started. webdev 603 1
2014-11-08-10:28:53 What is this called? cummean? pystats 650 1
2014-11-08-10:14:01 What is this called? cummean? pystats 214 1
2014-11-08-01:52:25 What is this called? cummean? pystats 104 1
2014-11-07-10:46:06 IPython notebooks are being distributed as supplementary materials in peer-reviewed academic publications to enable readers to reproduce the computational aspects of the work. Python 721 2
2014-11-07-10:18:05 Third PyCharm 4 EAP: NumPy array viewer, IPython notebook improvements, and more Python 229 2
2014-11-07-10:11:54 log_calls: a Py3 debugging & profiling decorator that eliminates reams of boilerplate code Python 37 1
2014-11-07-10:07:07 Chkconfig For SystemD linuxadmin 394 1
2014-11-07-02:04:36 Chkconfig For SystemD linuxadmin 241 2
2014-11-07-02:01:51 Creating internal RPM build environment? linuxadmin 1817 2
2014-11-06-08:04:26 Terminal purists: What do you use for DB administration? vim 1253 3
2014-11-04-23:06:03 Which Graphing and Charting Software Is Best? visualization 305 2
2014-11-04-23:03:05 . /etc/sysconfig/tomcat6 - Does what, exactly? linuxadmin 281 6
2014-11-04-21:24:40 Found an 1857 edition of Euclid's elements in the back of a small bookstore in Edinburgh for 5 pounds. math 221 1
2014-11-03-15:21:56 Please remove mitsuhiko/* Python 227 2
2014-11-03-15:09:29 Please remove mitsuhiko/* Python 616 3
2014-10-31-00:34:41 I'm trying to write a program that will search a list of tasks and print out which tasks you should do based on your input. Python 629 2
2014-10-31-05:30:48 What did “The Art of Computer Programming” look like before TeX? compsci 447 -3
2014-10-30-22:13:05 I'm trying to write a program that will search a list of tasks and print out which tasks you should do based on your input. Python 637 1
2014-10-30-21:55:36 I'm trying to write a program that will search a list of tasks and print out which tasks you should do based on your input. Python 2125 0
2014-10-30-00:43:42 Official IPython Docker hub repos: ipython, scipyserver, scipystack, notebook, nbviewer IPython 105 1
2014-10-30-00:43:19 Official jupyter Docker hub repos: demo, nature-demo, tmpnb, jupyterhub, single user, configurable-http-proxy, nbcache, nbindex, colaboratory IPython 113 1
2014-10-28-03:16:11 Convincing colleagues to use Python instead of Matlab/C for a basic computer science class. Python 1210 1
2014-10-25-11:23:54 Recommendations for dynamic DNS providers? homelab 1290 1
2014-10-25-06:07:48 Recommendations for dynamic DNS providers? homelab 1250 2
2014-10-25-06:03:04 The Fourier Transform, explained in one sentence (an oldie, but a goodie) math 139 3
2014-10-25-01:28:41 Why do you need a framework to do web development with Python? Python 749 2
2014-10-23-10:33:00 Best practices, source installs vs package manager linuxadmin 3125 1
2014-10-23-10:05:26 Handling reddit comments in strings/HTML Python 560 1
2014-10-23-09:33:12 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 299 1
2014-10-23-09:21:53 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 493 1
2014-10-23-09:11:24 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 214 1
2014-10-22-18:47:37 The RDF Data Cube Vocabulary (qb: http://purl.org/linked-data/cube#) semanticweb 170 1
2014-10-23-01:47:11 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 174 1
2014-10-23-01:45:56 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 862 1
2014-10-23-01:42:42 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 385 1
2014-10-23-01:40:37 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 87 1
2014-10-22-19:06:01 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 824 1
2014-10-22-18:38:50 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 94 1
2014-10-22-16:27:50 Do you use vim as a server or as a single instance? vim 860 1
2014-10-22-14:48:51 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 133 1
2014-10-21-15:45:21 Python Bubble Sort Implementations, and Benchmarks. Why Does timeit take so long on first run? Python 175 1
2014-10-20-18:26:48 Pandas 0.15.0 just released Python 529 1
2014-10-20-09:36:01 What is the current state of reproducible science in the field of machine learning? MachineLearning 1166 1
2014-10-20-07:27:11 Pandas 0.15.0 just released Python 469 4
2014-10-20-03:07:19 Pandas 0.15.0 just released Python 161 4
2014-10-19-01:44:35 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 64 1
2014-10-19-01:38:42 Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it Python 474 1
2014-10-18-05:31:52 VisMet - Corpus of Visual Metaphors cognitivelinguistics 760 1
2014-10-18-01:54:30 Can anyone recommend some tranquil ambient electronica? Music 432 2
2014-10-17-18:52:58 Can anyone recommend some tranquil ambient electronica? Music 37 2
2014-10-18-01:52:22 Can anyone recommend some tranquil ambient electronica? Music 507 1
2014-10-17-20:15:58 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 53 1
2014-10-16-20:52:15 How can I make this algorithm run faster and more efficiently? [bioinformatics context] Python 442 1
2014-10-17-02:47:17 Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it Python 598 1
2014-10-16-19:45:29 Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it Python 1008 2
2014-10-16-19:39:15 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 411 3
2014-10-16-04:13:17 Is there confirmation bias in starting with e.g. simple regression analysis? Which factors did we know we were capturing? askscience 206 1
2014-10-15-21:12:29 Is there confirmation bias in starting with e.g. simple regression analysis? Which factors did we know we were capturing? askscience 350 1
2014-10-15-21:09:38 Is there confirmation bias in starting with e.g. simple regression analysis? Which factors did we know we were capturing? askscience 496 1
2014-10-15-21:02:36 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 329 2
2014-10-16-04:01:11 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 201 2
2014-10-14-17:46:09 awesome-sphinxdoc: A curated list of awesome stuffs for Sphinx Python Documentation Generator Python 314 4
2014-10-14-10:08:13 Data Science vs Bioinformatics - Help datascience 1720 1
2014-10-14-01:42:36 How do I get experience in A/B testing? datascience 272 1
2014-10-14-01:34:39 pyramid_sacrud — SQLAlchemy Jinja2 CRUD (like django.contrib.admin) Pyramid 117 1
2014-10-14-05:44:21 Scientists at Nanyang Technology University (NTU Singapore) have developed ultra-fast charging batteries that can be recharged up to 70 per cent in only two minutes. The new generation batteries also have a long lifespan of over 20 years, more than 10 times compared to existing lithium-ion batteries science 137 1
2014-10-14-02:44:01 Python programming syllabus for 2nd year college students Python 849 1
2014-10-14-02:34:16 Problems with Teaching Python in School Python 1639 1
2014-10-13-14:30:57 Problems with Teaching Python in School Python 1691 1
2014-10-13-10:24:59 Is there a mind map out there that shows what Computer Science is all about? compsci 277 1
2014-10-11-19:35:10 Vim Shortcuts for Webbrowsers vim 358 1
2014-10-07-21:59:19 os.fork() equivalent in multiprocessing? Python 387 1
2014-10-06-16:28:45 How important is a degree/certificate to land a web developer job? (Is portfolio + Javascript knowledge enough)? webdev 1389 1
2014-10-06-03:11:06 Are PyPI download numbers real? Python 826 2
2014-10-05-23:16:37 Custom matplotlib stylesheets in v. 1.4 IPython 84 1
2014-10-05-23:07:14 Web Scraping Nobel Prize Data Using LXML and Pandas IPython 1297 1
2014-10-05-23:04:30 Web Scraping Nobel Prize Data Using LXML and Pandas IPython 947 1
2014-10-05-21:35:46 How to monetize incredible medicinal knowledge (non-doctor) Entrepreneur 393 1
2014-10-04-07:56:14 Founder of the SageMath project says it is failing. Python 702 2
2014-10-02-20:45:37 Open Source Ticket/Issue Tracking Software? linuxadmin 483 2
2014-10-02-20:43:57 Open Source Ticket/Issue Tracking Software? linuxadmin 545 0
2014-10-01-04:41:52 TIL: why shelve can't use namedtuples by default. Python 1830 1
2014-10-01-04:32:13 Best way to distribute a package with required dependencies bundled (for Windows)? -- see Text. Python 735 1
2014-10-01-04:24:36 How to run a command in Python to the terminal? Python 393 1
2014-09-30-23:32:10 Is there anything cooler we can do with <a type="tel">? webdev 115 2
2014-09-30-23:31:22 Is there anything cooler we can do with <a type="tel">? webdev 99 1
2014-09-30-22:09:04 What are easiest sources for learning Multi-core/Multi-Threaded Technology? compsci 1983 1
2014-09-30-03:45:07 TIL we all live in the Laniakea Supercluster todayilearned 385 1
2014-09-30-01:09:53 Help or guide on using inferencing and reasoning to fill in related attributes? semanticweb 912 2
2014-09-30-01:01:08 MySQL 5.7 - It is official: MySQL listens to HTTP and speaks JSON programming 186 1
2014-09-29-18:17:20 Help or guide on using inferencing and reasoning to fill in related attributes? semanticweb 285 2
2014-09-29-18:09:33 Help or guide on using inferencing and reasoning to fill in related attributes? semanticweb 985 2
2014-09-29-06:23:26 What are the goals of Precalculus and Trigonometry? What should students take notice of and get excited about? math 1696 -2
2014-09-29-06:11:59 Visualizing Calculus math 759 1
2014-09-29-05:58:59 The Web-SIG mailing list is currently discussing a new WSGI spec (HTTP2, WebSockets, ...). Best chance to get involved is right now. Python 142 1
2014-09-29-05:57:35 The Web-SIG mailing list is currently discussing a new WSGI spec (HTTP2, WebSockets, ...). Best chance to get involved is right now. Python 209 1
2014-09-28-03:55:38 People Who Are Consciously Aware of Their Emotions Deal With Them More Effectively, Study Shows psychology 127 1
2014-09-27-15:27:58 How To Migrate 50MM+ Records From Mongo To PostgreSQL In Less Than A Day Python 470 1
2014-09-27-15:18:05 Finding a more testable web framework? Python 361 5
2014-09-27-15:01:28 What Python skills do I need to become a data scientist? MachineLearning 416 1
2014-09-26-04:17:38 ⊍∩⋮ℂ⊚⊃∈ ⋔Δ⊤∦ ∫ᵧ⋔ᵦ⊙⌊∫ {unicode math symbols} math 977 2
2014-09-26-00:21:12 TIL a male honey bee ejaculates so forcefully that it dies shortly after todayilearned 37 1
2014-09-26-00:19:59 Eric Cartman brilliantly mocks the "lazy startup" culture nowadays Entrepreneur 974 -3
2014-09-24-23:51:42 Request: The "Sunlight Foundation" analyzed FCC comments for net neutrality: is anyone able to find an existing dataset of the comments? opendata 1318 1
2014-09-24-23:43:58 Comcast: “virtually all” people who submitted comments to the FCC support the merger. technology 477 2
2014-09-24-23:43:13 Comcast: “virtually all” people who submitted comments to the FCC support the merger. technology 833 3
2014-09-24-21:20:54 Comcast: “virtually all” people who submitted comments to the FCC support the merger. technology 506 1
2014-09-24-09:17:23 awesome-sqlalchemy: A curated list of awesome tools for SQLAlchemy Python 141 1
2014-09-22-00:04:58 LPT: When mentioning time on the Internet, use 'x hours ago' or 'y hours from now' instead of your local time zone LifeProTips 244 0
2014-09-21-00:03:09 Critique of dependency bundling in requests Python 969 1
2014-09-20-06:35:20 Critique of dependency bundling in requests Python 362 1
2014-09-20-05:00:09 Logging tool for data science experiments datascience 582 1
2014-09-17-14:27:45 Recommendations on Books/Courses for Startup? Entrepreneur 271 1
2014-09-16-09:26:33 The relative speeds of str.format and % Python 179 1
2014-09-13-03:10:04 I'm a teenager looking to start a small business in my free time Entrepreneur 293 5
2014-09-13-01:48:25 Learning to code as a mathematician math 535 1
2014-09-13-01:41:21 Teaching an old dog new tricks — or, how I learned to love Python’s str.format, and gave up on % Python 1363 1
2014-09-12-01:07:46 Good Primer on Deep Learning artificial 131 -2
2014-09-12-01:05:01 Pyvenv, OSX terminal, arrow keys and the Python console Python 239 1
2014-09-12-00:51:17 Learning to code as a mathematician math 267 2
2014-09-11-21:36:16 Why you should write documentation Python 213 1
2014-09-11-21:34:51 Pyvenv, OSX terminal, arrow keys and the Python console Python 183 4
2014-09-11-21:33:23 wasavi: vi in browser text areas, but not everywhere else vim 303 1
2014-09-10-06:04:15 Is it possible to produce graphene out of air? graphene 260 1
2014-09-10-00:02:50 Is it possible to produce graphene out of air? graphene 197 2
2014-09-06-14:21:19 Cheap Drinking Water From The Sun, Aided By A Pop Of Pencil Shavings -- "He and a team at MIT have developed a cheap material that desalinates water efficiently and fast using solar energy. And the secret to the new technology was sitting right on their desks: the graphite in pencils" science 275 9
2014-09-06-13:43:25 Is it possible to produce graphene out of air? graphene 368 1
2014-09-06-13:39:29 Is it possible to produce graphene out of air? graphene 187 1
2014-09-06-13:35:31 Is it possible to produce graphene out of air? graphene 560 1
2014-09-06-13:11:13 Is it possible to produce graphene out of air? graphene 1454 1
2014-09-06-12:58:00 Is it possible to produce graphene out of air? graphene 2542 1
2014-09-06-12:25:09 TIL that toxoplasmosis infection increases the probability of traffic accidents by twice in individuals having negative blood groups. todayilearned 436 1
2014-09-06-12:09:54 Tuesdays with MRSA WTF 317 1
2014-09-06-11:55:26 New study concludes that there is 99.999% certainty humans are driving global warming science 353 1
2014-09-06-11:45:29 Reading: General Systemantics (The Systems Bible) by John Gall SystemsTheory 127 1
2014-09-06-11:08:35 Is it possible to produce graphene out of air? graphene 830 2
2014-09-05-14:06:05 datasciencemasters/go - The Open Source Data Science Masters datascience 230 1
2014-09-05-14:03:23 The Data Science Skills Network IOPsychology 310 1
2014-09-05-13:52:37 The Data Science Skills Network IOPsychology 1811 1
2014-09-04-16:59:29 The Whitehouse releases "TechFAR" explicitly encouraging the use of Agile in Federal IT agile 250 1
2014-09-04-16:55:56 The Whitehouse releases "TechFAR" explicitly encouraging the use of Agile in Federal IT agile 1222 1
2014-09-04-16:41:46 The Whitehouse releases "TechFAR" explicitly encouraging the use of Agile in Federal IT agile 1025 1
2014-09-04-16:30:29 Why isn't semweb taking over the world after over a decade? semanticweb 491 1
2014-09-04-16:05:25 Why isn't semweb taking over the world after over a decade? semanticweb 2973 1
2014-09-04-15:37:55 Django 1.7 released programming 224 1
2014-09-04-00:37:48 python-whelp: all the micropython goodness with a TCP/IP topping. All you need for fast prototyping IoT on bare metal ARM Python 365 1
2014-09-04-00:33:07 College Has Gotten 12 Times More Expensive In One Generation Economics 646 1
2014-09-04-00:00:00 Questions about Child Support with Mint personalfinance 751 2
2014-09-03-16:55:01 The unstoppable TI-84 Plus: How an outdated calculator still holds a monopoly on classrooms TrueReddit 787 11
2014-09-03-23:53:37 The unstoppable TI-84 Plus: How an outdated calculator still holds a monopoly on classrooms TrueReddit 503 8
2014-09-03-23:43:41 Anyone know how to edit files on Amazon S3 directly with vim? vim 295 3
2014-08-30-18:10:25 Why did Reddit choose pylons in particular? Python 207 1
2014-08-30-18:09:22 Why did Reddit choose pylons in particular? Python 259 2
2014-08-30-18:04:31 Why is there no "dotted dict"? Python 549 1
2014-08-30-15:38:37 Replace bash with Python Python 429 6
2014-08-29-18:29:54 Serotonin not found to be a major player in depression. science 166 0
2014-08-29-18:23:38 Learning Python for data analysis - Any tips? opendata 213 1
2014-08-29-18:18:00 Is there a complete list of CS papers? compsci 215 2
2014-08-29-18:16:04 Is there a complete list of CS papers? compsci 511 1
2014-08-22-02:02:20 Ftrace: The hidden light switch [x-post /r/linux_programming] kernel 700 1
2014-08-22-01:33:24 How to Use SQLAlchemy Magic to Cut Peak Memory and Server Costs in Half Python 115 1
2014-08-21-08:43:21 SSL module improvements land for Python 2.7 Python 182 3
2014-08-19-20:58:34 How to Use SQLAlchemy Magic to Cut Peak Memory and Server Costs in Half Python 504 1
2014-08-15-13:16:05 Can someone write a book on learning Calculus with Python? Python 394 -1
2014-08-15-13:09:05 TA for AI class in University. Please suggest interesting exercises, readings, videos or concepts to generate interest! MachineLearning 563 1
2014-08-15-12:55:51 Vim keybindings in IPython notebook Python 37 1
2014-08-15-12:29:34 Can someone write a book on learning Calculus with Python? Python 1209 -1
2014-08-14-16:43:57 [Python-ideas] Proposal: Use mypy syntax for function annotations Python 1899 2
2014-08-14-09:35:36 [Python-ideas] Proposal: Use mypy syntax for function annotations Python 255 3
2014-08-13-02:57:01 Is it possible to produce graphene out of air? graphene 157 1
2014-08-13-02:56:33 Is it possible to produce graphene out of air? graphene 232 1
2014-08-12-04:14:53 Pandas with numba? pystats 318 1
2014-08-11-02:06:22 Resources for learning about ensemble learning? MachineLearning 389 -2
2014-08-06-17:37:39 Mouse with tmux vim 172 2
2014-08-07-00:32:40 How to install with pip directly from GitHub? Python 1457 0
2014-08-07-00:25:29 How many miles can you drive on one hour's wages? 100 years of data in one chart Economics 1054 3
2014-08-06-16:47:05 How to install with pip directly from GitHub? Python 1540 1
2014-08-06-00:13:05 IPython Notebook with interactive plots: Extracting the Impact Factor for a few journals Python 1426 1
2014-08-05-00:56:47 TIL "Critical Thinking" is a skill for which there are procedures todayilearned 303 0
2014-08-05-07:13:25 TIL "Critical Thinking" is a skill for which there are procedures todayilearned 648 1
2014-08-05-06:56:22 Would AI bring with it free fully accredited one-on-one personal education for anyone with a desire to learn? singularity 1695 1
2014-08-05-04:30:23 Critique on a common design pattern of mine i've noticed... Python 3155 1
2014-08-05-03:55:58 Can we get a gigantic sticky for /r/learnpython? Python 95 1
2014-08-04-19:08:40 Asynchronous I/O made easy - very detailed and illustrated article about gevent Python 1339 1
2014-08-04-17:56:10 Newbie here wanting to learn about devops. What are the first things I should look at and try to learn devops 828 2
2014-08-04-17:45:03 What's the difference between RDF, linked data and LDA (linked data api)? semanticweb 622 3
2014-08-04-17:40:09 What's the difference between RDF, linked data and LDA (linked data api)? semanticweb 1489 3
2014-08-04-01:45:32 List of useful libraries for "Data Science" in Python Python 111 1
2014-07-30-20:45:01 Markov Chains - A visual explanation statistics 145 1
2014-07-28-01:40:25 Help me move from R to python! Python 3736 4
2014-07-27-17:01:21 New-ish Stanford Encyclopedia of Philosophy article on Computational Linguistics compling 299 0
2014-07-27-22:05:35 How closely connected are computational linguistics and information theory? compling 2147 1
2014-07-18-00:52:24 One-liner for chaining functions, anyone have suggestions for making it shorter/better? Python 753 1
2014-07-16-21:27:16 CS major jumping into introductory statistics - can anyone recommend data sets to work on? datasets 897 1
2014-07-16-03:28:28 Best way to prepare myself for discrete mathematics and probability theory? compsci 357 1
2014-07-16-00:44:15 How to use Python for statistical analysis?? statistics 3902 5
2014-07-15-19:56:31 Is deploying Python really this frustrating? Python 96 -1
2014-07-15-05:23:18 I'm a CS Masters student working in Data Mining. I need help developing statistical rigor in my lab. statistics 1112 2
2014-07-15-04:27:04 Is deploying Python really this frustrating? Python 415 1
2014-07-15-04:24:47 Is deploying Python really this frustrating? Python 765 2
2014-07-12-14:58:17 About Feature Scaling and Normalization and the effect of standardization for machine learning algorithms pystats 405 0
2014-07-05-21:25:13 Scientific Updating as a Social Process cogsci 433 0
2014-07-05-20:34:02 Learning Python for new job, tips? Python 911 2
2014-07-05-11:30:32 Science programmers: I need to analyse a diet & symptom log for possible causal relationships Python 2393 1
2014-07-05-09:07:30 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 703 1
2014-07-05-01:32:47 Science programmers: I need to analyse a diet & symptom log for possible causal relationships Python 5730 1
2014-07-04-06:58:52 A booklist for someone interested in Applied Mathematics without knowing ~any Mathematics? math 1207 0
2014-07-01-15:09:57 Are there PhD programs at any universities studying data science using functional programming? datascience 333 1
2014-07-01-18:00:17 Schema.org: Introducing 'Role' semanticweb 427 1
2014-07-01-17:52:02 New State of Matter Discovered science 452 7
2014-07-01-17:47:16 " Graph the data. If you cannot see the effect with your bare eyes, it's not worth caring about." Valid statement? statistics 1307 1
2014-07-01-17:14:16 Pandas with numba? pystats 993 2
2014-07-01-16:59:43 Are there PhD programs at any universities studying data science using functional programming? datascience 910 3
2014-06-29-23:46:24 A comparison of Go to Rust and Haskell rust 37 3
2014-06-29-01:31:59 Before launching a website, what's your general go-to list of requirements before going live? webdev 142 12
2014-06-28-18:13:58 kahun/awesome-sysadmin - A curated list of amazingly awesome open source sysadmin resources devops 147 0
2014-06-29-01:12:05 What are some funny ways to answer a call? AskReddit 66 1
2014-06-29-00:46:14 watermark - an IPython magic function to conveniently add date- and time-stamps and various system info to IPython notebooks Python 327 1
2014-06-28-17:37:31 Sea salt can replace solar panel component for 0.3% the cost RenewableEnergy 339 1
2014-06-27-12:22:00 Structural Equation Modeling - Help choosing the right model specifications statistics 161 1
2014-06-27-12:13:23 Structural Equation Modeling - Help choosing the right model specifications statistics 2766 1
2014-06-23-05:43:01 Structural Equation Modeling - Help choosing the right model specifications statistics 1143 1
2014-06-22-11:00:55 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 3503 1
2014-06-22-17:06:55 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 1812 2
2014-06-22-11:17:52 What is required to work as an entry level data scientist/engineer? MachineLearning 1423 1
2014-06-22-10:24:25 Wealth of machine learning and artificial intelligence material by Russell (University of California) & Norvig (Google) MachineLearning 155 1
2014-06-22-10:21:07 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 2134 1
2014-06-22-03:33:30 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 190 2
2014-06-22-03:20:33 What is the difference between data mining, statistics, machine learning and AI? statistics 700 1
2014-06-21-22:05:20 What is the difference between data mining, statistics, machine learning and AI? statistics 342 1
2014-06-21-21:49:44 Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once? statistics 1219 0
2014-06-21-10:05:19 What is the biggest misconception that people still today believe? AskReddit 161 1
2014-06-20-17:30:57 Binstar is out of beta Python 1366 1
2014-06-20-17:15:30 Python a toy language? Python 2078 2
2014-06-19-00:40:50 reddit changes: individual up/down vote counts no longer visible, "% like it" closer to reality, major improvements to "controversial" sorting announcements 205 4
2014-06-18-15:58:34 How should I go about creating a file structure and CSV based on a SQL query? Python 293 1
2014-06-17-13:04:35 We still don’t know how to eliminate the severe cancer risk of an Earth to Mars mission, says Peter Guida, the head of the NASA Space Radiation Lab. space 108 3
2014-06-17-13:04:05 We still don’t know how to eliminate the severe cancer risk of an Earth to Mars mission, says Peter Guida, the head of the NASA Space Radiation Lab. space 58 1
2014-06-15-02:29:08 UMLS and the new OpenFDA APIs? medicalprogramming 169 1
2014-06-15-02:26:36 Opportunities for integration with Open Annotation Data Model (W3C Community Draft) medicalprogramming 260 1
2014-06-15-02:23:47 UMLS and the new OpenFDA APIs? medicalprogramming 3256 1
2014-06-14-10:28:17 Welcome To The Bizarre World Of Purity Balls - For those unfamiliar with the ritual, a purity ball is a religious ceremony in which fathers and daughters dress up in ball gown attire, spend a night of dinner and dancing together, and end the evening with a vow to abstain from sex until marriage. creepy 42 1
2014-06-14-02:35:46 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 464 1
2014-06-14-01:30:49 Dixon's Q test to identify outliers for small sample sizes (in an IPython notebook) pystats 279 1
2014-06-14-01:26:49 Useful and short video series on Logical Connectives. algorithms 159 1
2014-06-14-01:09:35 Employees sue company claiming they were forced to say “I love you” to managers and participate in religious activities at work news 36 1
2014-06-14-00:44:54 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 207 1
2014-06-14-00:43:07 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 1482 1
2014-06-14-00:04:04 Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements) Python 102 1
2014-06-13-13:37:02 Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements) Python 742 1
2014-06-13-13:15:03 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 58 0
2014-06-13-08:29:30 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 312 0
2014-06-13-04:12:23 Open-source operating system for netbook without internet? compsci 201 1
2014-06-13-03:56:41 Frequentism and Bayesianism II: When Results Differ - Jake Vanderplas IPython 1537 1
2014-06-13-03:52:28 Frequentism and Bayesianism II: When Results Differ - Jake Vanderplas IPython 643 1
2014-06-13-02:58:09 CoreOS enables warehouse-scale computing on top of a minimal, modern operating system. devops 117 1
2014-06-13-02:36:07 Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements) Python 2717 1
2014-06-13-02:30:34 Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements) Python 175 1
2014-06-13-01:25:57 A reservoir of water three times the volume of all the oceans has been discovered deep beneath the Earth's surface. science 149 1
2014-06-13-00:58:30 Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts. Omaha 1033 0
2014-06-12-20:03:39 'Cool' kids at school are more likely to do worse in later life - "Pseudomature behaviour may not simply predict future problems, but may also predict the development of more serious adjustment problems over long periods of time" science 241 -1
2014-06-12-19:58:17 Cross-platform Rust Rewrite of the GNU Coreutils programming 295 -1
2014-06-12-05:07:59 TIL that Grit is suggested as a sixth personality trait todayilearned 1587 1
2014-06-12-04:58:58 What will people 100 years from now write TILs about? AskReddit 322 1
2014-06-12-01:58:53 Nebraska legislative panel seeks defined 'vision' for education system (survey link) Omaha 556 1
2014-06-11-15:17:40 is it better to install AMP on OSX or LAMP on my apple mac mini for the purpose of hosting emails and a few websites ?? webdev 125 1
2014-06-11-02:18:48 Last week there was a beautiful visual proof for Sum of Squares. Here's my attempt at one for Sum of Cubes. math 143 2
2014-06-11-02:04:42 Click 1.0 Released — the microframework for command line applications ;-) Python 191 1
2014-06-11-01:26:56 "After years of looking at the data, Google has found that College GPA and transcripts are almost worthless in hiring." news 231 1
2014-06-11-01:14:43 I made a minimal app that plays any YouTube playlist like a TV station, in sync with anyone who views the URL. webdev 145 0
2014-06-11-01:02:10 Ideas for first project for econometric/statistical analysis? pystats 2843 1
2014-06-11-00:28:34 How are Nebraska curriculum standards different from Common Core? Omaha 242 1
2014-06-11-00:24:40 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 2156 1
2014-06-10-08:57:18 Red supergiant replaced its core with a neutron star science 241 -2
2014-06-10-08:21:27 How are Nebraska curriculum standards different from Common Core? Omaha 790 1
2014-06-10-08:17:57 How are Nebraska curriculum standards different from Common Core? Omaha 900 1
2014-06-10-08:15:03 How are Nebraska curriculum standards different from Common Core? Omaha 1096 1
2014-06-10-08:07:22 How are Nebraska curriculum standards different from Common Core? Omaha 1539 1
2014-06-10-02:51:03 How are Nebraska curriculum standards different from Common Core? Omaha 146 1
2014-06-10-01:17:22 How are Nebraska curriculum standards different from Common Core? Omaha 1375 1
2014-06-10-00:59:57 How are Nebraska curriculum standards different from Common Core? Omaha 807 1
2014-06-10-00:56:41 How are Nebraska curriculum standards different from Common Core? Omaha 467 2
2014-06-10-00:51:36 How are Nebraska curriculum standards different from Common Core? Omaha 1882 2
2014-06-10-00:33:30 Regular expression for URLs Python 117 1
2014-06-09-23:53:51 How are Nebraska curriculum standards different from Common Core? Omaha 306 3
2014-06-09-23:41:29 Why should Nebraska share online courses as MOOCs? Nebraska 157 1
2014-06-09-23:39:52 Why should Nebraska share online courses as MOOCs? (x-post from /r/Nebraska) Omaha 157 1
2014-06-09-21:40:07 Why should Nebraska share online courses as MOOCs? Nebraska 249 1
2014-06-09-21:39:37 Why should Nebraska share online courses as MOOCs? (x-post from /r/Nebraska) Omaha 281 1
2014-06-09-21:23:24 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 225 1
2014-06-09-21:20:45 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 543 1
2014-06-09-19:24:23 A cheat sheet for Numeric matrix manipulation including my favorite: Python NumPy Python 37 2
2014-06-09-19:19:55 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 369 1
2014-06-09-19:17:45 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 792 2
2014-06-09-19:11:24 dependency_links will go. How to deal with non-PyPi VCS dependencies? Python 418 1
2014-06-09-02:47:43 What are your favorite scientific misconceptions in movies? AskReddit 163 4
2014-06-09-02:45:31 What are your favorite scientific misconceptions in movies? AskReddit 143 4
2014-06-07-16:16:44 What If Hospitals Gave Patients Electronic Access To Their Therapists' Notes? [X-Post from /r/neurodiversity] psychology 251 -1
2014-06-07-15:44:22 Our quest for self-esteem is out of control: Why We All Need an Antidote to Optimism psychology 485 2
2014-06-07-15:30:12 Is There a Role for Carbohydrate Restriction in the Treatment and Prevention of Cancer? ketoscience 315 1
2014-06-07-15:27:31 Prolonged Fasting Reduces IGF-1/PKA to Promote Hematopoietic-Stem-Cell-Based Regeneration and Reverse Immunosuppression (2014) gerontology 119 1
2014-06-06-22:59:51 Can you know yourself? If you can, then you can design strong ai. If you cannot, you cannot. A theory... artificial 3426 2
2014-06-05-04:24:29 Wikipedia vs Peer-Reviewed Medical Literature for Information About the 10 Most Costly Medical Conditions TL;DR -- 9/10 articles contained errors science 111 1
2014-06-05-04:13:43 subprocess.call and automation Python 205 3
2014-06-04-00:25:08 What have you recently *removed* from your Vim configuration? vim 37 1
2014-06-03-08:48:28 Sorry for such a basic question here: Could someone explain how matrix/array broadcasting works in numpy? pystats 791 1
2014-06-01-02:03:03 Going to start learning vim, pretty overwhelmed! vim 93 3
2014-05-30-09:49:09 How do you download stock market data for analysis? personalfinance 291 1
2014-05-29-10:50:01 Thoughts on using Python in distributed enterprise solutions? Python 1776 1
2014-05-28-22:15:14 New breed of solar cells: Quantum-dot photovoltaics set new record for efficiency in such devices science 127 1
2014-05-28-22:11:14 The cost of a college degree has risen by 1,120% since 1978 -- far outpacing increases in food, health care and housing prices. As a result, we have more than $1.1 trillion in student loan debt, and 7 million Americans are in default on their student loans (more than 270 days late on a payment). politics 260 1
2014-05-28-07:42:59 Thoughts on using Python in distributed enterprise solutions? Python 250 0
2014-05-28-07:25:04 Thoughts on using Python in distributed enterprise solutions? Python 3082 0
2014-05-28-03:13:57 Schools in California that offer a degree in MIS? business 121 1
2014-05-27-02:22:05 TIL Hypothes.is is built with Pyramid (OpenAnnotation) Pyramid 138 1
2014-05-27-02:21:46 TIL Hypothes.is is built with Pyramid (OpenAnnotation) Pyramid 111 1
2014-05-27-02:03:04 Why is type checking not "pythonic"? Python 117 2
2014-05-26-23:36:48 Why is type checking not "pythonic"? Python 127 7
2014-05-26-23:33:05 Learning python: does it matter if I prefer to use while and for loops? Python 405 2
2014-05-25-23:00:25 Best place to learn Python Python 137 4
2014-05-25-19:13:46 What's one TED Talk (or equivalent) that everyone should watch, and why? AskReddit 37 1
2014-05-25-18:57:09 If I shine a flashlight at Mars, does a small amount of the light actually reach it? askscience 37 1
2014-05-25-00:11:29 Cox To Offer 1GHz Service by the End of the Year and Double Preferred and Premier Speeds Omaha 446 2
2014-05-24-23:51:54 Cox To Offer 1GHz Service by the End of the Year and Double Preferred and Premier Speeds Omaha 287 1
2014-05-24-23:22:44 How can I automatically generate a UML diagram from Python code? Python 600 1
2014-05-24-21:59:42 Female ‘A’ Students End Up Making Less Than Male ‘C’ Students news 218 1
2014-05-24-10:34:51 Setting up a project correctly for publishing on PyPi and Github using Conda Python 442 1
2014-05-24-10:30:18 How can I do a self-assessment on my Python proficiency for my resume? Python 166 1
2014-05-16-00:41:44 Real-time fuzzy matching in the command line? vim 360 1
2014-05-15-21:15:11 Real-time fuzzy matching in the command line? vim 190 1
2014-05-14-00:49:02 Create asyncio web application with pyramid Python 323 1
2014-05-10-01:24:03 Interactive vim cheat sheet vim 105 2
2014-05-10-01:12:06 Content aggregation website for asyncio Python 362 1
2014-05-10-01:07:09 Content aggregation website for asyncio Python 399 1
2014-04-28-12:14:53 TIL about zero_buffer Python 207 2
2014-04-28-12:13:10 Github for data dumps? semanticweb 935 2
2014-04-26-08:37:38 From Source to Code: How CPython's Compiler Works (PyCon CA 2013) Python 116 1
2014-04-26-08:02:45 Controlling for Concussion, TBI, CTE (and PTSD): Complications of traumatic brain injury psychology 311 1
2014-04-26-08:02:11 Controlling for Concussion, TBI, CTE (and PTSD): Complications of traumatic brain injury psychology 389 1
2014-04-26-07:26:26 What should be included in a freshman 'Mathematics for computer programmers' course? compsci 445 1
2014-04-25-23:55:01 TIL about zero_buffer Python 245 1
2014-04-25-23:37:27 The Python 2.3 Method Resolution Order (C3 Linearization) Python 137 2
2014-04-25-23:34:57 From Source to Code: How CPython's Compiler Works (PyCon CA 2013) Python 3831 4
2014-04-25-23:23:36 From Source to Code: How CPython's Compiler Works (PyCon CA 2013) Python 350 2
2014-04-25-22:54:19 Artificial intelligence and insight on Hofstadter's introspective process. artificial 1171 1
2014-04-16-04:04:49 How 'DevOps' Is Killing The Developer programming 1461 2
2014-04-13-02:24:33 If Google promoted you to head of special projects with unlimited budget, what would be your first project? AskReddit 163 1
2014-04-13-02:23:12 If Google promoted you to head of special projects with unlimited budget, what would be your first project? AskReddit 375 1
2014-04-13-01:12:21 [Request] Looking for some guidance on how to best go about ranking US states. MachineLearning 323 0
2014-04-13-00:17:57 Pelini brings his cat onto the field during the Tunnel Walk Omaha 217 3
2014-04-13-00:14:29 [Request] Looking for some guidance on how to best go about ranking US states. MachineLearning 634 1
2014-04-12-16:54:01 A dataset that ranks countries based on healthcare with a quantitative system? datasets 901 1
2014-04-11-04:04:27 5 ★ Open Data : Costs and Benefits for Linked Open Data opendata 715 1
2014-04-10-00:45:14 Pyramid 1.5 final released Python 65 4
2014-04-01-23:21:43 RFC: Reproducible Statistics and Linked Data? semanticweb 5802 1
2014-04-01-22:36:09 RFC: Reproducible Statistics and Linked Data? semanticweb 446 1
2014-04-01-22:22:05 Why is pandas so hard? Python 143 1
2014-04-01-22:20:23 Why is pandas so hard? Python 1045 1
2014-04-01-06:40:58 RFC: Reproducible Statistics and Linked Data? semanticweb 176 1
2014-04-01-06:17:31 Python IDE similar to RStudio? pystats 285 1
2014-04-01-05:58:47 What kind of computer-based skills do I need to learn to be a good research assistant/graduate school candidate? AcademicPsychology 2528 1
2014-03-29-22:06:47 CS PhD with academic experience only, what are some of the skills I should invest to become hire-able Python 7434 5
2014-03-29-09:13:57 Design flaws in task queue frameworks - Wichert Akkerman Python 4148 2
2014-03-28-03:46:23 5 ★ Open Data : Costs and Benefits for Linked Open Data datascience 325 1
2014-03-28-03:46:11 5 ★ Open Data : Costs and Benefits for Linked Open Data datascience 249 1
2014-03-27-21:55:10 Implement "hook" support for package signature verification. · Issue #1035 · pypa/pip · GitHub Python 232 1
2014-03-27-21:28:08 What is the proper way to mix regular python usage, pip, and GitHub? Python 1597 5
2014-03-27-03:46:31 Multi-party quantum communication now possible, physicists demonstrate cogsci 145 1
2014-03-27-03:36:38 Question about Bayesian Statistics statistics 2266 1
2014-03-27-03:30:18 I'm a student interested in the Data Science field, any tips? datascience 2329 1
2014-03-27-03:18:51 Looking for any large dataset of 1 million+ records datasets 105 1
2014-03-27-02:33:28 What are some future techs that actually have a shot of becoming a reality? Futurology 163 1
2014-03-24-02:08:18 "How does knowledge lead to action?" artificial 2986 1
2014-03-24-01:26:02 Artificial intelligence and insight on Hofstadter's introspective process. artificial 2694 1
2014-03-23-22:34:06 Principles of good data analysis datascience 270 1
2014-03-23-21:35:31 Is anyone here in Desktop support that uses Python at work? Python 718 0
2014-03-23-21:29:34 Is anyone here in Desktop support that uses Python at work? Python 219 2
2014-03-23-21:05:17 Is anyone here in Desktop support that uses Python at work? Python 483 1
2014-03-23-21:02:58 Is anyone here in Desktop support that uses Python at work? Python 761 1
2014-03-23-03:18:48 (x-post) How to visualize non-exclusive categorical data? AcademicPsychology 529 2
2014-03-22-12:48:26 Explain it to me like I'm five: asyncio Python 2171 2
2014-03-20-22:57:44 AI, The Internet of Things, And The Brave Little Toaster singularity 284 -1
2014-03-20-22:35:41 AI, The Internet of Things, And The Brave Little Toaster singularity 1428 -5
2014-03-20-21:42:58 Math classes most applicable to theoretical computer science and AI? math 1218 1
2014-03-20-19:49:48 The Myth of the Science and Engineering Shortage: The truth is that there is little credible evidence of the claimed widespread shortages in the U.S. science and engineering workforce. Economics 146 1
2014-03-20-11:46:38 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling psychology 1738 1
2014-03-20-11:46:25 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling psychology 255 1
2014-03-20-11:43:54 5 ★ Open Data : Costs and Benefits for Linked Open Data opendata 325 1
2014-03-20-11:42:54 BibTeX, RDF, and Citations: PDF or HTML? semanticweb 139 1
2014-03-20-11:36:29 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling medicine 1738 1
2014-03-20-11:31:22 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling medicine 89 1
2014-03-20-09:20:57 The Myth of the Science and Engineering Shortage: The truth is that there is little credible evidence of the claimed widespread shortages in the U.S. science and engineering workforce. Economics 2667 1
2014-03-20-08:19:35 Joint Declaration of Data Citation Principles - Human Understandable and Machine-Actionable opendata 253 1
2014-03-18-21:13:37 [Request] Longitudinal Data on Broadband speeds and number of ISPs in the United States down to state or even county level. datasets 360 1
2014-03-18-21:08:37 How to upgrade python packages that are installed by root, without sudo access? Python 1283 2
2014-03-18-14:20:37 [Request] Longitudinal Data on Broadband speeds and number of ISPs in the United States down to state or even county level. datasets 2059 1
2014-03-18-01:05:52 PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article science 237 1
2014-03-18-00:42:15 Hypothes.is - The Revolution Will Be Annotated semanticweb 510 1
2014-03-18-00:37:03 Open Annotation Data Model - W3C Community Draft (RDF) semanticweb 122 1
2014-03-18-00:35:01 Open Annotation Data Model - W3C Community Draft (RDF) semanticweb 627 2
2014-03-18-00:33:07 Open Annotation Data Model - W3C Community Draft (RDF) semanticweb 2908 1
2014-03-18-00:26:33 Hypothes.is - The Revolution Will Be Annotated semanticweb 218 1
2014-03-18-00:24:05 Hypothes.is - The Revolution Will Be Annotated semanticweb 286 1
2014-03-16-11:12:48 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 1468 1
2014-03-16-11:10:24 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 588 1
2014-03-16-11:08:25 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 1623 1
2014-03-16-10:49:16 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 308 1
2014-03-16-10:41:43 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 65 1
2014-03-16-10:40:52 I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting. Python 309 1
2014-03-13-22:36:30 Cornice: A REST Framework for Pyramid Pyramid 258 1
2014-03-13-22:32:19 Cornice: A REST Framework for Pyramid Pyramid 139 2
2014-03-13-22:29:07 Pyramid Tutorials — The Pyramid Tutorials v0.1 Pyramid 139 1
2014-03-13-22:28:44 Pyramid Cookbook — The Pyramid Cookbook v0.1 Pyramid 137 1
2014-03-13-06:07:24 Trying to get Python interpreter to recognize a command we give it IPython 305 1
2014-03-13-05:58:05 Pyramid resources Python 65 1
2014-03-11-22:17:57 Discover client used for remote SSH sessions? linuxadmin 339 1
2014-03-11-22:03:35 What is the AP Computer Science A test like? compsci 243 1
2014-03-11-21:51:41 Several FDA-approved anti-cancer drugs induce stem cell tumors: Using a new approach to systematically test chemotherapy drugs in an unusual animal model, a research team reports that several have a serious side effect - Inducing hyperproliferation in stem cells - that could lead to tumor recurrence science 159 1
2014-03-10-09:13:53 Is it my imagination or is IPython setup kind of awkward? IPython 1715 1
2014-03-10-05:35:04 Markdown Editor with Live Preview ideasfortheadmins 362 1
2014-03-10-05:21:28 Markdown Editor with Live Preview ideasfortheadmins 164 1
2014-03-10-05:19:22 Markdown Editor with Live Preview ideasfortheadmins 74 1
2014-03-10-05:18:54 Markdown Editor with Live Preview redditdev 74 1
2014-03-10-05:13:33 Markdown Editor with Live Preview ideasfortheadmins 112 1
2014-03-10-04:56:04 Markdown Editor with Live Preview redditdev 45 2
2014-03-10-01:01:38 Is it my imagination or is IPython setup kind of awkward? IPython 4857 2
2014-03-09-05:14:55 Is it my imagination or is IPython setup kind of awkward? IPython 6428 1
2014-03-08-20:20:30 My simple typecheck decorator - do other people use something like this? Python 465 3
2014-03-08-04:07:51 Controlling for Diet: "Food Labeling: Revision of the Nutrition and Supplement Facts Labels" [FDA] (comment period open until Jun 2 2014) psychology 285 1
2014-03-08-03:46:41 What types of jobs are available for a student with a master's in I/O Psychology IOPsychology 1385 0
2014-03-07-05:27:16 What are some good, recent books on the semantic web? semanticweb 117 2
2014-03-06-21:37:03 If random data is incompressible, is incompressible data indistinguishable from random data? compsci 201 1
2014-03-06-12:37:11 Acetaminophen(Tylenol) Reduces Social Pain science 1619 1
2014-03-06-04:32:26 MIT chemists devise a reaction that traps carbon dioxide and turns it into something useful. science 561 1
2014-03-06-04:18:12 Organizing Schema for Algorithms and Data Structures compsci 627 2
2014-03-06-04:07:59 WebOb and Werkzeug compared Python 343 1
2014-03-05-23:50:31 WebOb and Werkzeug compared Python 569 2
2014-03-05-23:46:21 One liner to read a file without the newline character Python 496 2
2014-03-05-23:43:21 One liner to read a file without the newline character Python 382 1
2014-03-05-16:04:16 Can any existing Machine Learning structures perfectly emulate recursive functions like the Fibonacci sequence? MachineLearning 283 4
2014-03-04-23:54:05 FDA proposes updates to Nutrition Facts label on food packages designthought 2879 1
2014-03-02-21:45:00 The Fourth Bubble in the Data Science Venn Diagram: Social Sciences (DSA) psychology 877 1
2014-03-02-21:34:52 The Fourth Bubble in the Data Science Venn Diagram: Social Sciences (DSA) psychology 247 1
2014-03-02-20:46:07 Statistical data -- to zip or not to zip? Python 321 1
2014-03-02-03:01:53 Built-in http server or framework Python 332 2
2014-03-02-02:57:46 Built-in http server or framework Python 989 1
2014-03-01-07:01:24 What do you recommend to read to start web scraping? Python 259 1
2014-03-01-02:51:20 Struggling with RDF, OWL, and ontology concepts semanticweb 8673 1
2014-03-01-00:47:20 BibTeX, RDF, and Citations: PDF or HTML? semanticweb 5164 1
2014-02-28-23:55:42 Will data scientists be automated away? datascience 456 2
2014-02-28-23:41:06 Joint Declaration of Data Citation Principles - Human Understandable and Machine-Actionable semanticweb 275 1
2014-02-28-23:30:40 Will data scientists be automated away? datascience 2723 1
2014-02-28-23:15:25 Ten Simple Rules for Reproducible Computational Research (PLoS) datascience 961 1
2014-02-28-23:15:07 Ten Simple Rules for Reproducible Computational Research (PLoS) datascience 711 1
2014-02-26-05:49:36 Pint: a Python units library (with NumPy support) Python 480 2
2014-02-26-03:04:56 Looking for any large dataset of 1 million+ records datasets 234 1
2014-02-26-02:59:31 Looking for any large dataset of 1 million+ records datasets 171 1
2014-02-26-02:58:39 Looking for any large dataset of 1 million+ records datasets 269 1
2014-02-26-02:57:08 Looking for any large dataset of 1 million+ records datasets 411 2
2014-02-25-22:44:19 PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article science 469 1
2014-02-25-22:06:56 PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article science 3321 1
2014-02-25-21:53:54 PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article science 7750 1
2014-02-21-17:38:14 What are folks using for unit, mock, and integration testing on modern production projects? Python 231 2
2014-02-21-15:26:55 Correlation is evidence of causation statistics 216 1
2014-02-21-08:07:27 Can't run IPython Notebook (Windows, non-ascii characters) IPython 620 2
2014-02-21-06:59:07 Correlation is evidence of causation statistics 300 1
2014-02-20-23:55:42 What should I be minoring in as an undergrad majoring in Statistics? statistics 1370 1
2014-02-20-22:45:00 I'm looking for a good statistics review or instructional site for AP Statistics. statistics 1223 1
2014-02-20-22:27:12 After combing through the health records of 1.3 million people over 10 years, researchers found an unusual link between cat bites and depression science 746 1
2014-02-20-23:03:33 Correlation is evidence of causation statistics 347 1
2014-02-20-22:53:28 Correlation is evidence of causation statistics 194 1
2014-02-20-22:02:03 Correlation is evidence of causation statistics 92 1
2014-02-20-12:33:29 Looking for any large dataset of 1 million+ records datasets 1072 2
2014-02-19-18:41:17 Reference list for pandas operations? Python 169 3
2014-02-19-18:35:53 The Redesigned Python.org Python 232 3
2014-02-19-15:26:57 UNO PKI Engineering Omaha 653 1
2014-02-17-18:46:00 readline alternatives? Python 111 1
2014-02-17-18:45:24 Study finds switching buses and trucks from traditional diesel fuel to natural gas could actually harm the planet’s climate. science 540 3
2014-02-17-17:16:39 readline alternatives? Python 1458 1
2014-02-17-16:14:10 Hey Datascientists! Do you use version control? datascience 160 2
2014-02-17-16:11:36 Hey Datascientists! Do you use version control? datascience 572 1
2014-02-17-12:20:09 readline alternatives? Python 189 2
2014-02-17-13:19:26 Schema: How to classify a FAQ? semanticweb 138 1
2014-02-16-21:26:56 Schema: Is there a benefit to having multiple Schema "types" in one listing? semanticweb 689 1
2014-02-16-21:20:47 Schema: How to classify a FAQ? semanticweb 2242 1
2014-02-15-21:29:13 Do any of you work with OWL files? if so which editors do you like? artificial 520 3
2014-02-15-21:11:42 Newbie knows python- Learn numpy + py libraries or Julia lang + py libraries? datascience 1400 1
2014-02-15-17:44:48 Ten Simple Rules for Reproducible Computational Research (PLOS) statistics 291 1
2014-02-15-17:30:18 You have 30 minutes to teach business folk about data science - go datascience 6261 1
2014-02-14-05:32:42 Interesting concept for sphinx-style type checking decorator library Python 211 2
2014-02-13-22:51:16 Data sets to 'practise' with while studying machine learning? MachineLearning 113 1
2014-02-13-17:08:56 Data sets to 'practise' with while studying machine learning? MachineLearning 1067 2
2014-02-13-02:45:35 How to make python fun for teenagers at school? Python 802 1
2014-02-12-00:15:37 The other kind of software debt - competence debt programming 3025 1
2014-02-11-22:53:53 HTTP/2.0 For Python Python 519 1
2014-02-11-22:38:45 HTTP/2.0 For Python Python 611 2
2014-02-11-22:26:52 Should I take the AP Computer Science test? compsci 1113 1
2014-02-11-21:40:39 What version of python should I use to learn on. I'm taking the MIT open course ware. Python 1916 1
2014-02-11-01:58:21 Vim + Latex + github setup for beginner. vim 2626 2
2014-02-10-23:08:56 Web Scraping: Beyond BeautifulSoup Python 259 2
2014-02-08-05:10:00 Python IDE similar to RStudio? pystats 855 0
2014-02-08-04:54:22 If you could change something in Python what would it be? Python 268 2
2014-02-08-04:50:03 If you could change something in Python what would it be? Python 1339 2
2014-02-08-04:40:32 If you could change something in Python what would it be? Python 251 1
2014-02-08-04:14:17 If you could change something in Python what would it be? Python 260 1
2014-02-08-03:42:40 Economics Simulation - Peter Norvig IPython 235 2
2014-02-04-13:53:42 Let's make a best practice boilerplate for 2.7 + 3.3 python packages. Python 205 1
2014-02-04-13:51:27 Let's make a best practice boilerplate for 2.7 + 3.3 python packages. Python 373 2
2014-02-03-16:30:32 Best free Project Management Software for Software Development? softwaredevelopment 1308 2
2014-02-03-04:45:48 Caffeine use disorder - a widespread health problem that needs more attention: A recent study indicates that more people are dependent on caffeine than anything else; they suffer withdrawal symptoms and are unable to reduce caffeine consumption even when a health condition necessitates it science 212 0
2014-02-02-20:30:34 In a study of congenitally blind children who underwent surgery to restore vision, researchers have found that the brain can learn to "see" much later in life than previously thought. science 132 1
2014-02-03-03:41:29 Let developers develop: how to deal with overly detailed project management rotting your soul programming 463 3
2014-02-03-03:04:14 Let developers develop: how to deal with overly detailed project management rotting your soul programming 618 -2
2014-02-02-11:00:45 RDFLib-jsonld - JSON-LD Linked Data parser and serializer Python 335 2
2014-02-02-11:53:51 Manu Sporny: JSON-LD and Why I Hate the Semantic Web semanticweb 1134 1
2014-02-02-11:49:17 ELI5 why most semantic web libraries I've found online are for object-oriented languages. semanticweb 115 1
2014-02-02-11:48:07 ELI5 why most semantic web libraries I've found online are for object-oriented languages. semanticweb 129 1
2014-01-29-11:16:52 Why Python is Powerful Enough for Google Python 911 5
2014-01-29-10:17:33 Updates of Kurzweil's Projections and Graphs singularity 257 1
2014-01-29-09:50:52 Why Python is Powerful Enough for Google Python 1409 2
2014-01-29-08:55:54 Why Python is Powerful Enough for Google Python 929 2
2014-01-28-20:34:58 Why Python is Powerful Enough for Google Python 116 2
2014-01-28-12:15:02 Why Python is Powerful Enough for Google Python 217 5
2014-01-25-23:05:41 Ten Simple Rules for Reproducible Computational Research (PLOS) pystats 494 1
2014-01-25-23:04:37 Automated Workflow Software sysadmin 52 1
2014-01-25-22:59:25 Code review for science: what Mozilla and PLOS Computational Biology learned putting code from scientific papers through formal code review compsci 108 1
2014-01-25-22:15:11 need to schedule oracle db extraction, want a front end to manage the scheduled tasks Python 1033 2
2014-01-25-18:10:29 need to schedule oracle db extraction, want a front end to manage the scheduled tasks Python 545 2
2014-01-25-05:41:11 How to test python code on multiple platforms? Python 791 2
2014-01-22-06:59:08 Web developer noob question: database? webdev 1886 1
2014-01-22-06:27:52 Economics Simulation (by Peter Norvig) programming 1757 1
2014-01-21-21:32:00 Where is the best looking library in Omaha? I'm looking for a good place to take engagement photos. Omaha 275 2
2014-01-21-21:15:23 Rosetta is awake! space 41 1
2014-01-21-20:53:08 Economics Simulation (by Peter Norvig) programming 230 3
2014-01-20-03:27:43 Data science degree (MS) online: Where? datascience 103 4
2014-01-20-00:14:53 (Ana)conda seems to have a nicely set up library for data analysis, and switching between python 2 and 3 environments is a breeze. Why should I keep using pip instead? Python 439 2
2014-01-20-00:04:42 Ideas for 4th year Computer Science Honours Project compsci 477 -3
2014-01-19-23:55:11 [AF] What's the best way to SECURELY store plaintext credentials serverside? flask 213 1
2014-01-19-21:17:28 New StackOverflow reddit bot, tell me if you think this would be helpful or annoying/spammy. redditdev 1364 2
2014-01-19-20:49:47 New StackOverflow reddit bot, tell me if you think this would be helpful or annoying/spammy. redditdev 64 6
2014-01-19-20:48:25 New StackOverflow reddit bot, tell me if you think this would be helpful or annoying/spammy. redditdev 1104 2
2014-01-19-10:08:04 I recently read about a tool for managing version numbers when cutting releases from a VCS. I can't for the life of me remember what it was called. Anybody know what it could have been? Python 1056 1
2014-01-19-08:33:06 I recently read about a tool for managing version numbers when cutting releases from a VCS. I can't for the life of me remember what it was called. Anybody know what it could have been? Python 262 1
2014-01-19-08:29:12 I recently read about a tool for managing version numbers when cutting releases from a VCS. I can't for the life of me remember what it was called. Anybody know what it could have been? Python 322 1
2014-01-16-16:54:53 SQLAlchemy and Race Conditions: Implementing `get_one_or_create()` Python 1095 1
2014-01-15-07:33:10 Additional resources for undergrad operating systems course? compsci 179 1
2014-01-15-07:23:31 Additional resources for undergrad operating systems course? compsci 180 2
2014-01-14-21:17:35 Is there a standard way to use namespace packages in python Python 183 2
2014-01-14-21:13:57 A Python guide for open data file formats Python 535 1
2014-01-14-21:08:00 A Python guide for open data file formats Python 272 1
2014-01-14-21:03:56 A Python guide for open data file formats Python 649 1
2014-01-14-21:03:16 A Python guide for open data file formats Python 227 1
2014-01-14-21:02:31 A Python guide for open data file formats Python 168 1
2014-01-14-10:54:44 A Python guide for open data file formats Python 141 1
2014-01-11-23:17:00 Difference between WSGI utilities and Web Servers. Python 1824 1
2014-01-11-00:40:54 why Python is steadily eating other languages’ lunch in scientific computing Python 576 1
2014-01-11-00:37:25 why Python is steadily eating other languages’ lunch in scientific computing Python 1461 1
2014-01-11-00:34:51 why Python is steadily eating other languages’ lunch in scientific computing Python 339 3
2014-01-11-00:26:35 Mozilla hacker et al teaches scientists to write maintainable code programming 483 4
2014-01-07-03:53:39 Is IPython Notebook ever used as an IDE, or merely for presentations? IPython 487 1
2014-01-05-15:54:19 Prosthetic Cornea x-post /r/pics Futurology 68 1
2014-01-04-22:28:29 Theoretical Computer Science Cheat Sheet (10 pgs) [PDF] compsci 280 1
2014-01-04-23:21:11 IPython-BeautifulSoup - integrate beautifulsoup in ipython notebook Python 76 2
2014-01-04-22:10:07 IPython-BeautifulSoup - integrate beautifulsoup in ipython notebook Python 613 1
2014-01-02-16:31:35 Readline vi mode: pkrumins/bash-vi-editing-mode-cheat-sheet (PDF, TEX, TXT) vim 515 1
2014-01-02-11:47:31 Readline vi mode: pkrumins/bash-vi-editing-mode-cheat-sheet (PDF, TEX, TXT) vim 114 1
2013-12-31-21:50:58 feedback on new build/command line tool Python 492 1
2013-12-30-19:43:15 Why do you use Pandas instead of SQL? Python 276 1
2013-12-30-18:51:45 Is there an equivalent to Feynman's Lectures on Physics for Computer Science? compsci 159 1
2013-12-30-17:12:24 I had no idea Vi-shortcuts existed in bash! vim 263 1
2013-12-30-13:39:25 If Mayor Stothert handed you a blank check to do any public works, park, etc. type project in the city of Omaha, what would you do? Omaha 183 2
2013-12-28-16:11:04 Chicago Makes Computer Science a Core Subject programming 183 2
2013-12-28-12:04:12 How to start a project with software development methods correctly? softwaredevelopment 1339 2
2013-12-27-01:51:06 Chicago Makes Computer Science a Core Subject programming 115 2
2013-12-26-22:44:05 Chicago Makes Computer Science a Core Subject programming 133 2
2013-12-26-12:28:23 Creativity is rejected: Teachers and bosses don’t value out-of-the-box thinking. IOPsychology 149 1
2013-12-23-21:32:52 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 1840 1
2013-12-23-21:08:28 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 206 -2
2013-12-23-20:32:50 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 338 -4
2013-12-23-19:13:15 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 180 -2
2013-12-23-20:04:17 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 168 -4
2013-12-23-18:44:22 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 2697 0
2013-12-23-17:56:18 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 178 -4
2013-12-23-16:49:49 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 2574 -2
2013-12-23-17:21:28 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 2334 -4
2013-12-23-16:46:29 “The big question is whether we should take trained computer scientists and teach them the hands-on bench science or whether we should take those physical and natural scientists and teach them CS.” compsci 229 1
2013-12-23-16:30:25 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 1304 -7
2013-12-23-16:10:23 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 71 -4
2013-12-23-15:50:08 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 990 -6
2013-12-23-14:33:27 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 1027 -6
2013-12-23-15:17:25 Congratulations r/Python! You are the SUBREDDIT OF THE DAY! Python 161 9
2013-12-23-15:05:27 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 663 -10
2013-12-23-14:42:16 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 1843 0
2013-12-23-14:29:47 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 917 -7
2013-12-23-12:51:29 Anyone know what is happening at UNO? Omaha 214 0
2013-12-23-12:46:59 Omaha area students urge lawmakers to ban possession of shark fins Omaha 411 2
2013-12-23-11:21:43 Is there an algorithm that can be given a set of rules (a game like tic tac toe), then learn to play the game successfully? algorithms 37 1
2013-12-22-10:24:35 ENH: Linked Datasets (RDF) · Issue #3402 · pydata/pandas pystats 228 1
2013-12-22-09:22:33 ENH: Linked Datasets (RDF) · Issue #3402 · pydata/pandas pystats 77 1
2013-12-22-10:05:35 Only 2 per cent of professionals working in FOSS are women, compared to 28 per cent in proprietary software. Should the FSF care? freesoftware 1078 2
2013-12-21-13:20:22 How much code is there in the Python Package Index? Python 279 1
2013-12-21-13:09:52 What do you do to get around pypi flakiness? Python 72 1
2013-12-21-13:04:08 What do you do to get around pypi flakiness? Python 717 1
2013-12-21-12:47:05 Wordpress python alternative? Python 575 2
2013-12-19-15:34:05 Lets remove bundling urllib3 from requests Python 384 2
2013-12-19-11:26:25 Lets remove bundling urllib3 from requests Python 136 1
2013-12-19-11:19:39 Lets remove bundling urllib3 from requests Python 775 2
2013-12-19-10:06:48 Advanced Python Constructs Python 159 1
2013-12-19-11:01:29 Lets remove bundling urllib3 from requests Python 304 2
2013-12-19-10:54:42 Do you trust GitHub to host your code publicly, or worry that others would steal it? compsci 95 1
2013-12-19-10:41:35 Lets remove bundling urllib3 from requests Python 501 1
2013-12-18-12:25:05 Linked Data extensions for the Javascript MVC framework Backbone semanticweb 37 1
2013-12-18-06:00:02 For teaching purposes: What are some exceptionally well-coded Python modules? Python 201 1
2013-12-17-14:43:20 What will the post-Javascript era will be like? programming 317 -5
2013-12-17-15:13:36 What are the currently used standards in semantic webservices? semanticweb 786 1
2013-12-17-01:00:28 What are the currently used standards in semantic webservices? semanticweb 651 0
2013-12-16-23:54:21 Framework for real time stock analysis Python 403 1
2013-12-17-00:49:58 mod_wsgi slow to respond on a Raspberry Pi Python 196 2
2013-12-15-23:09:39 STL with Python/Pandas pystats 307 0
2013-12-12-10:34:15 W3C’s Semantic Web Activity Folds Into New Data Activity semanticweb 713 1
2013-12-10-05:58:35 Computer science exploration related to math? compsci 948 1
2013-12-10-04:10:24 Request from my company - Plots that they can manipulate in Power Point without me present pystats 195 1
2013-12-10-03:00:58 What makes Python static analysis hard and interesting Python 454 4
2013-12-10-01:06:41 pandas computational tools - covariance, correlation, ranking, rolling window, EW pystats 177 1
2013-12-09-16:33:02 pandas computational tools - covariance, correlation, ranking, rolling window, EW pystats 153 1
2013-12-09-03:30:44 Do any of you know of any good graphing calculator software? Preferably free and offline? It's for 8th graders who don't have access to actual graphing calculators or internet in the classroom. math 1202 1
2013-12-09-03:09:29 Do any of you know of any good graphing calculator software? Preferably free and offline? It's for 8th graders who don't have access to actual graphing calculators or internet in the classroom. math 295 1
2013-12-08-10:05:36 For employable purposes: What skills do I need to learn for making my Python knowledge useful within larger development teams? Python 839 1
2013-12-08-09:54:06 For employable purposes: What skills do I need to learn for making my Python knowledge useful within larger development teams? Python 3919 1
2013-12-08-09:52:52 For employable purposes: What skills do I need to learn for making my Python knowledge useful within larger development teams? Python 201 1
2013-12-08-01:46:18 pandas computational tools - covariance, correlation, ranking, rolling window, EW pystats 1448 1
2013-12-07-22:57:22 Do Cats Control My Mind? -- New neuroscience research says that Toxo—the cysts in our brains from cats—can improve our self-control. For the 30 percent of people who have this infection, it's about more than promiscuity, schizophrenia, and car crashes. cogsci 157 1
2013-12-07-22:40:06 Maximal Information-based Nonparametric Exploration (MINE) and Python? Why or why not? pystats 486 1
2013-12-07-22:22:23 pandas computational tools - covariance, correlation, ranking, rolling window, EW pystats 1087 1
2013-12-06-18:38:30 Python tool similar to labview Python 199 2
2013-12-06-17:33:28 Python packaging thoughts, from the author of NumPy Python 1158 4
2013-12-05-14:13:52 Developing a Python CMS for simple sites/blogs Python 677 1
2013-12-05-13:53:14 Python Objects for working with URLs and URIs (URLObject, RDFLib, pyfilesystem) Python 58 1
2013-12-05-13:48:18 Python 3.0.0 was released 5 years ago! Python 131 1
2013-12-05-13:47:48 Python 3.0.0 was released 5 years ago! Python 392 1
2013-12-05-13:36:25 Please stop piping curl(1) to sh(1) sysadmin 185 1
2013-12-05-13:29:03 Please stop piping curl(1) to sh(1) sysadmin 155 2
2013-12-04-11:06:49 Freelance web dev - Should I manage my own servers? linuxadmin 223 1
2013-12-04-10:11:06 What is Asynchronous IO Support? Python 249 1
2013-12-04-10:06:44 Writing a web crawler... Python or R or something else? Python 239 1
2013-12-04-05:24:44 How does Data Mining work in Python? pystats 249 1
2013-12-04-05:23:47 A tutorial on statistical-learning for scientific data processing (sklean docs) pystats 1143 2
2013-12-04-05:12:08 SciPy 2013 Keynote: The New Scientific Publishers - Reproducibility (YouTube) pystats 256 1
2013-12-04-05:06:18 Is there an advantage to creating a database in python vs. Excel? pystats 1447 2
2013-12-04-05:03:08 Ten Simple Rules for Reproducible Computational Research (PLOS) pystats 961 2
2013-12-04-05:02:50 Ten Simple Rules for Reproducible Computational Research (PLOS) pystats 494 1
2013-12-02-06:55:32 Do you read a lot of ArXiv papers but don't have a place to discuss them? Come to /r/Xiv and help build a new community. compsci 112 3
2013-12-02-12:36:02 Mathematics for Computer Science PDF Book (November 2013) compsci 49 1
2013-12-02-05:59:43 Do people really love angular, or is it just a "herd of sheep" kind of thing instrumented by Google? javascript 2018 -1
2013-12-01-15:28:01 wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series pystats 680 1
2013-12-01-05:43:33 wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series pystats 2633 3
2013-12-01-04:40:29 Ten Simple Rules for Reproducible Computational Research (PLOS) statistics 135 1
2013-12-01-04:28:18 Ten Simple Rules for Reproducible Computational Research (PLOS) statistics 961 1
2013-12-01-04:17:22 Ten Simple Rules for Reproducible Computational Research (PLOS) statistics 288 1
2013-12-01-04:07:01 RFC: Blinding, Bias, Null Hypotheses, Reproducibility and Statistical Analysis statistics 466 1
2013-12-01-04:05:08 RFC: Blinding, Bias, Null Hypotheses, Reproducibility and Statistical Analysis statistics 67 1
2013-12-01-03:19:23 wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series pystats 155 2
2013-12-01-03:08:01 How do you begin to scrape data from websites? datasets 573 4
2013-11-30-19:51:46 Interactive IPython graphs with Plotly IPython 107 2
2013-11-30-19:48:07 IPython with widgets preview (video) IPython 568 1
2013-11-30-19:35:39 Request from my company - Plots that they can manipulate in Power Point without me present pystats 2233 1
2013-11-30-02:15:47 You have 1 trillion dollars, you must spend it on only one project to better the future of humanity, and the project must come to fruition (or produce results) in twenty years. What project would you spend the money on and why? Futurology 367 1
2013-11-30-02:09:39 You have 1 trillion dollars, you must spend it on only one project to better the future of humanity, and the project must come to fruition (or produce results) in twenty years. What project would you spend the money on and why? Futurology 494 1
2013-11-27-08:51:28 Creating a compression loop using Python Imaging Library? Python 510 1
2013-11-27-03:09:38 Documentation, Testing, and Packaging - by Jake Vanderplas IPython 231 1
2013-11-27-03:09:01 Documentation, Testing, and Packaging - by Jake Vanderplas IPython 962 1
2013-11-26-17:23:50 What is bytecode? Python 890 2
2013-11-24-09:42:30 Data Structures/Algorithms in major open source projects compsci 321 0
2013-11-24-09:31:30 Besides the UNO library, what are some good places to do homework? Omaha 313 3
2013-11-24-04:46:04 Observatory in Antarctica has detected 28 neutrinos that arrived from outside the solar system and possibly from across the universe. science 829 1
2013-11-23-21:11:45 What level of mathematics knowledge would I need to have in order to be able to understand the 'why's underpinning statistics? statistics 910 -1
2013-11-23-00:24:29 Automated Workflow Software sysadmin 2340 2
2013-11-22-23:17:52 Best sledding sites? Omaha 61 1
2013-11-22-23:11:31 What Do Tim O’Reilly, Lady Gaga, and Marissa Mayer All Have In Common? [IPython Notebook] Python 64 0
2013-11-22-23:10:52 What Do Tim O’Reilly, Lady Gaga, and Marissa Mayer All Have In Common? [IPython Notebook] Python 175 1
2013-11-22-23:08:21 Hey, /r/python, is there any reason to invest the time into learning Python for a Windows sysadmin if I am already adept at PowerShell? Python 257 -1
2013-11-22-11:33:27 PEP 428 -- The pathlib module has been approved Python 593 2
2013-11-22-11:15:22 PEP 428 -- The pathlib module has been approved Python 458 1
2013-11-22-11:07:17 Python Objects for working with URLs and URIs (URLObject, RDFLib, pyfilesystem) Python 2011 1
2013-11-21-21:13:13 Config Handler Python 145 2
2013-11-21-21:08:06 PEP 3156 - Asynchronous IO Support (AKA Tulip) has been accepted Python 555 4
2013-11-21-05:24:48 Is it a Good Idea to Write Tests for Legacy Code? programming 1537 3
2013-11-20-18:34:36 I've been using Python for 3 years and I've never defined a Class Python 681 1
2013-11-20-18:22:09 Distributing Python 3 applications, very tempted to include the whole Python installation with an application. Python 478 1
2013-11-20-01:48:59 Distributing Python 3 applications, very tempted to include the whole Python installation with an application. Python 2673 1
2013-11-19-05:21:29 When to use assert Python 194 2
2013-11-19-05:17:22 I've been using Python for 3 years and I've never defined a Class Python 625 1
2013-11-19-05:10:12 I've been using Python for 3 years and I've never defined a Class Python 1144 1
2013-11-19-04:52:51 Distributing Python 3 applications, very tempted to include the whole Python installation with an application. Python 371 1
2013-11-19-04:42:50 Distributing Python 3 applications, very tempted to include the whole Python installation with an application. Python 1489 0
2013-11-18-19:12:56 The New Scientific Publishers - Reproducibility (SciPy 2013 Keynote) science 295 1
2013-11-18-19:08:29 The New Scientific Publishers - Reproducibility (SciPy 2013 Keynote) science 298 1
2013-11-18-18:53:00 The New Scientific Publishers - Reproducibility (SciPy 2013 Keynote) science 245 1
2013-11-18-18:51:15 The New Scientific Publishers - Reproducibility (SciPy 2013 Keynote) science 951 1
2013-11-18-18:33:31 Study on Business Models for Linked Open Government Data semanticweb 569 1
2013-11-18-18:10:10 Realistically, how my Python do I have to learn before I'm employable? Python 1087 3
2013-11-18-18:01:12 My Favorite Database is the Network Python 517 1
2013-11-18-17:55:55 My Favorite Database is the Network Python 454 1
2013-11-17-23:05:37 I remember seeing a person, on reddit, make a game in which two people could create python scripts that would "battle" each other. Does anyone have a link to this? Python 419 1
2013-11-17-22:15:39 CFFI 0.8 is out (and you should check it if you call C and never checked it before) Python 340 5
2013-11-17-08:20:43 PyParallel: how we removed the GIL and exploited all cores programming 537 3
2013-11-17-08:18:15 PyParallel: how we removed the GIL and exploited all cores programming 759 3
2013-11-17-05:18:31 The MPAA wants schools to teach first-graders the dangers of digital piracy technology 139 0
2013-11-16-22:52:51 Best way to scrape this string I need using BeautifulSoup? Python 728 4
2013-11-16-21:57:56 /r/Science Has Expanded Link Flair, Submissions May Now Be Tagged As: Animal Science, Cancer, Anthropology, Nanoscience and Paleontology science 229 0
2013-11-15-21:40:00 LOGO language to Python (turle module drawing) Python 163 1
2013-11-15-05:58:06 webscraping: Selenium vs conventional tools (urllib2, scrapy, requests, etc) Python 2947 6
2013-11-14-02:33:07 Running a public IPython Notebook service for teaching in university courses IPython 1618 1
2013-11-14-02:23:26 An ambitious experiment in Data Science takes off IPython 335 1
2013-11-13-23:27:36 Teen night owls likely to perform worse academically, emotionally "The results present a compelling argument in favor of later middle and high school start times in the face of intense academic, social and technological pressures, researchers said" science 438 1
2013-11-13-23:23:05 A new framework for data visualization Python 284 2
2013-11-13-23:17:23 A new framework for data visualization Python 209 2
2013-11-13-23:03:48 What python framework(s) do you use? AppEngine 161 1
2013-11-13-04:08:50 dataset: databases for lazy people Python 235 6
2013-11-13-04:04:05 Do not use a "debugger." A debugger is like doing a full-body scan on a sick person. You do not get any specific useful information, and you find a whole lot of information that doesn't help and is just confusing. Python 242 2
2013-11-13-03:35:00 I have just started learning some axiomatic semantics. It looks interesting, but wondering what some practical uses of it might be. compsci 693 2
2013-11-12-10:28:39 Shrink (film) psychology 143 1
2013-11-12-10:21:47 The trial period's over - how do you feel about /r/psychology being for links only? psychology 163 1
2013-11-12-10:20:25 Clean Language (symbolic modeling) psychology 228 1
2013-11-12-10:13:49 Need help working with ontologies. semanticweb 557 1
2013-11-12-09:26:55 Psychology: An Introduction (free eBook) psychology 458 1
2013-11-12-09:20:39 Why the left brain right brain myth will probably never die psychology 347 1
2013-11-12-09:06:04 Three reasons why the Semantic Web has failed semanticweb 1097 1
2013-11-12-07:27:20 Beautiful codebase nominations Python 591 1
2013-11-12-07:24:43 Beautiful codebase nominations Python 1831 1
2013-11-12-07:13:22 Why do object()s not have a __dict__ to support arbitrary attribute assignment? Python 439 1
2013-11-12-06:05:50 Web framework suggestions needed Python 470 1
2013-11-12-05:45:38 Why do object()s not have a __dict__ to support arbitrary attribute assignment? Python 1101 -1
2013-11-10-21:23:19 New technique allows scientists to edit any part of the human genome with extreme precision to potentially cure cancer, HIV, and any inherited genetic disorders. science 260 6
2013-11-10-21:02:42 Very basic 'plugin' system? Python 842 3
2013-11-06-10:11:57 Best open courses that satisfy the fundamental curriculum for BS in Computer Science? compsci 668 1
2013-11-04-20:55:52 Teaching Python at a 3rd Grade Level -- Need Help! Python 170 1
2013-11-03-21:01:30 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 1749 2
2013-11-03-02:19:07 Absolute beginner of Ubuntu trying to install things such as NumPy and SciPy for Python and have no idea what any of the stuff on the internet means. Python 324 1
2013-11-01-07:51:35 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 524 0
2013-10-30-14:42:27 Why is pyglet slower than pygame for animating 5000 moving squares in 2D? Python 161 1
2013-10-30-21:12:26 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 91 1
2013-10-30-10:24:06 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 207 2
2013-10-30-10:20:59 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 162 1
2013-10-30-10:19:33 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 90 1
2013-10-30-03:18:18 Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013) Python 179 1
2013-10-30-00:51:25 Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions? Python 827 1
2013-10-29-23:34:09 Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions? Python 1218 2
2013-10-29-02:13:18 what's it like being a UX/UI designer? product_design 145 0
2013-10-29-02:05:47 Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions? Python 149 2
2013-10-29-09:04:18 Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions? Python 816 1
2013-10-29-08:15:11 Ask /r/Python - Would you use an automatic code quality tool? (like coveralls/travis but for pyflakes/pep8/others) Python 157 2
2013-10-29-01:12:52 Python 3.3.3rc1 has been released with virtuelenv support in core. Python 732 1
2013-10-29-08:03:55 Ask /r/Python - Would you use an automatic code quality tool? (like coveralls/travis but for pyflakes/pep8/others) Python 403 1
2013-10-29-08:00:22 Ask /r/Python - Would you use an automatic code quality tool? (like coveralls/travis but for pyflakes/pep8/others) Python 262 1
2013-10-28-03:31:20 Any tip how to integrate Backbone app in Pyramid app ? Python 184 2
2013-10-27-20:30:14 What is Python's equivalent to Java's Effective Java book Python 137 0
2013-10-27-20:27:06 Request for feedback on Python bioinformatics problem set Python 518 0
2013-10-24-02:19:04 What is a typical use for pickling? Python 101 2
2013-10-24-02:16:23 What is a typical use for pickling? Python 286 1
2013-10-22-23:09:50 The hazards of twitter style integration on sites dealing with python code. Python 1093 2
2013-10-23-05:56:33 How does Tulip/asyncio relate to Go and Clojure's core.async? Python 2457 2
2013-10-22-06:51:44 a new business model for python package developers ? Python 185 3
2013-10-22-02:32:20 Maximizing memory performance with python Python 416 1
2013-10-19-11:51:50 Is anyone using CoVim? vim 431 2
2013-10-19-11:50:02 Is anyone using CoVim? vim 313 8
2013-10-18-18:23:53 Pandas BigQuery IO Module · GitHub bigquery 220 1
2013-10-16-18:47:02 Innovative Linear Algebra Open Online Course / MOOC compsci 193 1
2013-10-16-15:04:28 f.lux just received a big update after years in development. Tons of new features and bug fixes. technology 129 0
2013-10-13-20:41:01 Some Help Please? I'm the founder of rbutr, a database of rebuttal based connections (URL X rebuts URL Y) and I am wondering how we can work with the W3C and the Semantic Web standards semanticweb 3299 1
2013-10-13-02:50:02 Best way to distribute media assets for a python package Python 609 1
2013-10-12-21:09:38 Some Help Please? I'm the founder of rbutr, a database of rebuttal based connections (URL X rebuts URL Y) and I am wondering how we can work with the W3C and the Semantic Web standards semanticweb 1460 1
2013-10-12-20:50:31 W3C Workshop Report on RDF Validation: Practical Assurances for Quality RDF Data semanticweb 1789 1
2013-10-11-23:39:00 Innovative Linear Algebra Open Online Course / MOOC compsci 109 0
2013-10-11-22:49:02 Any great ideas for a quick Python introduction? Python 310 1
2013-10-11-21:37:27 Examples of data analysis opendata 2096 8
2013-10-11-21:23:06 Python Certification? Python 1128 3
2013-10-11-19:29:02 Github for Open Data Sharing opendata 407 2
2013-10-11-19:28:05 Github for Open Data Sharing opendata 397 3
2013-10-11-19:26:29 Github for Open Data Sharing opendata 163 2
2013-10-11-19:18:18 Innovative Linear Algebra Open Online Course / MOOC compsci 2580 1
2013-10-11-17:20:40 Vim for screenwriting -- fountain.vim, VOom, VimRoom vim 580 1
2013-10-11-17:17:14 Vim for screenwriting -- fountain.vim, VOom, VimRoom vim 1098 2
2013-10-11-01:35:00 Fastest database for Tornado Python 1034 0
2013-10-11-01:12:19 Learn Pandas -- Pandas Data Analysis lessons with IPython notebook IPython 283 2
2013-10-10-23:17:01 Vim for screenwriting -- fountain.vim, VOom, VimRoom vim 667 1
2013-10-10-23:13:19 Vim for screenwriting -- fountain.vim, VOom, VimRoom vim 283 3
2013-10-10-22:16:00 Using Python to create music? Python 1012 2
2013-10-10-20:51:44 Moving around the buffer quicker in vim. vim 301 3
2013-10-10-20:46:32 Best python editor for Linux systems? Python 588 1
2013-10-10-19:23:11 Learn Pandas -- Pandas Data Analysis lessons with IPython notebook IPython 250 2
2013-10-10-18:40:16 Functional programming in Python Python 268 1
2013-10-10-18:33:06 What Developers Can Learn from healthcare.gov programming 519 1
2013-10-10-18:23:58 What Developers Can Learn from healthcare.gov programming 507 2
2013-10-10-18:19:21 Best way to distribute media assets for a python package Python 1416 3
2013-10-10-03:37:06 What Developers Can Learn from healthcare.gov programming 719 2
2013-10-10-03:29:31 What Developers Can Learn from healthcare.gov programming 301 1
2013-10-10-02:55:54 Pandas BigQuery IO Module · GitHub bigquery 241 1
2013-10-10-02:48:27 Pandas BigQuery IO Module · GitHub bigquery 880 1
2013-10-10-02:41:45 My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him? Python 753 1
2013-10-10-02:29:51 Pandas BigQuery IO Module · GitHub bigquery 525 1
2013-10-09-06:41:58 Python Graphing/chart tools/libraries Python 159 1
2013-10-09-06:23:48 Packages to use for a scientific app that needs a GUI? Python 898 2
2013-10-09-04:01:29 Functional programming in Python Python 420 0
2013-10-09-03:55:26 Functional programming in Python Python 3432 6
2013-10-08-21:23:47 Visualizing 40,000 student code submissions programming 645 -2
2013-10-04-19:17:31 Can data analysis be automated? statistics 263 1
2013-10-04-19:13:13 “The big question is whether we should take trained computer scientists and teach them the hands-on bench science or whether we should take those physical and natural scientists and teach them CS.” compsci 1052 2
2013-10-04-11:48:39 Unconventional - Students are discouraged to learn python before joining the class Python 623 19
2013-10-03-20:33:47 I'm looking for a more nuts and bolt version of Python's history... does anybody know of one? Python 906 1
2013-10-03-19:54:42 Can sentiment analysis of YouTube comments be done? Python 253 2
2013-10-03-19:41:51 Pynsive: Dead Simple Plugins via PEP302 Python 261 1
2013-10-03-12:38:00 Pynsive: Dead Simple Plugins via PEP302 Python 117 1
2013-10-03-19:37:08 Pynsive: Dead Simple Plugins via PEP302 Python 716 1
2013-10-03-18:55:38 Redesigning a curses app for the browser Python 610 2
2013-10-03-00:20:28 Pandas/ SciPy/ Numpy/ Quandl cheat sheet. Looking for feedback please. Python 184 2
2013-09-30-17:14:52 Pudb, a full-screen, console-based Python debugger Python 857 2
2013-09-30-13:30:44 vim-unstack · Vim plugin for parsing stack traces and opening the files (Python, Ruby, C#, Perl, Go) Python 251 1
2013-09-30-13:14:45 Pudb, a full-screen, console-based Python debugger Python 333 2
2013-09-28-16:39:50 Breaking out of secured Python environments Python 378 1
2013-09-27-18:16:17 Unstack: a Vim plugin for opening stack traces programming 37 1
2013-09-24-15:47:15 ConverterToRdf - Convert things to RDF (W3C Wiki) semanticweb 131 1
2013-09-24-18:46:09 ConverterToRdf - Convert things to RDF (W3C Wiki) semanticweb 653 1
2013-09-24-15:05:40 ConverterToRdf - Convert things to RDF (W3C Wiki) semanticweb 788 1
2013-09-24-14:51:39 Supreme Court citations are falling apart as web links begin to change and disappear cyberlaws 1636 1
2013-09-22-05:44:49 The Black Keys - Chulahoma [1000x1000] AlbumArtPorn 185 2
2013-09-22-05:33:25 Using Python to create music? Python 1768 15
2013-09-21-14:16:08 All about the metaclasses in Python! Python 622 1
2013-09-21-14:06:44 What you do not like in Python? Python 306 1
2013-09-21-13:59:40 Lightweight Markup Languages programming 159 5
2013-09-21-13:52:08 Publishing RDF views for Django resources semanticweb 587 1
2013-09-19-04:26:38 What you do not like in Python? Python 158 1
2013-09-19-04:24:57 What you do not like in Python? Python 535 2
2013-09-19-04:15:51 What you do not like in Python? Python 93 1
2013-09-19-04:13:55 What you do not like in Python? Python 291 1
2013-09-17-08:11:17 Architectural Design Patterns in Pyramid: What is Inversion of Control? Pyramid 365 1
2013-09-17-08:06:28 Spectacular examples of Python uses? Python 1088 2
2013-09-17-07:54:24 When writing listcomps, how much is too much? Python 265 2
2013-09-16-20:48:33 Architectural Design Patterns in Pyramid: What is Inversion of Control? Pyramid 3092 1
2013-09-10-19:20:40 Do I really have to use 42 bytes per integer? Is there a more memory efficient way to work with large arrays? Python 1425 3
2013-09-10-19:10:03 Do I really have to use 42 bytes per integer? Is there a more memory efficient way to work with large arrays? Python 550 1
2013-09-09-16:30:44 Best practices for working with SPARQL in Javascript? semanticweb 701 2
2013-09-09-07:57:14 If Machine Learning did not exist, what set of subjects/concepts would fully constitute the same body of knowledge? MachineLearning 145 1
2013-09-09-07:04:01 Best practices for working with SPARQL in Javascript? semanticweb 1084 2
2013-09-09-06:33:07 Best practices for working with SPARQL in Javascript? semanticweb 2376 2
2013-09-09-03:32:32 Debugging code — Scipy lecture notes Python 802 0
2013-09-09-03:21:53 Best practices for working with SPARQL in Javascript? semanticweb 2193 1
2013-09-09-02:41:12 Best practices for working with SPARQL in Javascript? semanticweb 708 2
2013-09-09-01:57:20 Best practices for working with SPARQL in Javascript? semanticweb 954 2
2013-09-09-01:53:10 Best practices for working with SPARQL in Javascript? semanticweb 723 2
2013-09-08-23:24:09 Best practices for working with SPARQL in Javascript? semanticweb 968 2
2013-09-08-23:09:03 Best practices for working with SPARQL in Javascript? semanticweb 2156 2
2013-09-08-22:38:21 Best practices for working with SPARQL in Javascript? semanticweb 1660 2
2013-09-08-14:18:31 We launched a wildly successful kickstarter three days ago ($27,000 so far) for our solar cooker. It seems like we have a business now! Entrepreneur 42 1
2013-09-08-04:20:24 Debugging code — Scipy lecture notes Python 393 0
2013-09-08-03:51:26 A new interface for DBpedia (Dutch only, click upper-right) semanticweb 170 1
2013-09-08-03:35:40 Best practices for working with SPARQL in Javascript? semanticweb 857 2
2013-09-08-02:58:44 Best practices for working with SPARQL in Javascript? semanticweb 1512 2
2013-09-08-02:51:11 Best practices for working with SPARQL in Javascript? semanticweb 5440 2
2013-09-07-22:25:21 Would someone kindly explain the motion of the stars to me as if I were a 10 year old? Astronomy 37 1
2013-09-07-22:18:55 Linux admins: Give me all your favorite tools that output data structures. sysadmin 3360 12
2013-09-07-09:40:56 Best practice for server side database connectivity Python 153 7
2013-09-06-14:42:29 Quick Tour of Pyramid — The Pyramid Web Framework Pyramid 243 1
2013-09-06-14:32:36 A new interface for DBpedia (Dutch only, click upper-right) semanticweb 810 -2
2013-09-06-12:40:03 Want to learn a python micro web framework. Flask, web.py, bottle? Where should I begin? learnpython 491 1
2013-09-06-12:33:18 Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems. artificial 382 2
2013-09-06-10:32:44 Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems. artificial 510 1
2013-09-06-01:18:15 Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems. artificial 3015 5
2013-09-05-21:51:57 Could someone please explain to me what an API written in Python is? Python 1004 1
2013-09-05-20:40:18 Leiden University Medical Center IPython Programming Course IPython 172 1
2013-09-05-20:11:04 Best written projects on Python GitHub? Python 2575 6
2013-09-05-13:43:53 Automatically turn messy Python imports into clean sorted sections using isort. Python 267 1
2013-09-05-12:16:58 Best written projects on Python GitHub? Python 837 1
2013-09-05-12:14:11 Best written projects on Python GitHub? Python 285 16
2013-09-03-18:22:43 What is Linked Data? semanticweb 304 1
2013-09-03-16:53:14 Linked Data Glossary: 132 core linked data concepts defined semanticweb 111 1
2013-09-03-16:22:20 The Package Dependency Blues Python 704 1
2013-09-03-06:16:13 How to embed image into notebook (ver 1.0) IPython 1119 1
2013-09-03-05:35:47 What to do when git won't pull IPython 3278 1
2013-09-03-00:35:56 What kind of jobs/positions are good for new python programmers? Python 493 1
2013-09-02-12:02:08 Best Python interpreter for Android tablet? Python 171 0
2013-09-02-11:25:38 List of good updated ressources about new python modules. Python 93 1
2013-09-02-11:22:27 The Package Dependency Blues Python 217 2
2013-09-01-21:30:28 Learn Data Science, in IPython notebooks Python 718 0
2013-09-01-21:18:44 A simple and ultra minimalist way to support Python 2.6 - 3+ Python 440 1
2013-09-02-01:23:25 Coverity says CPython sets a new level of quality for open source software [pdf] Python 46 1
2013-09-02-01:18:03 Where do I go from here? Python 1313 1
2013-09-02-00:32:07 Any links to a great free Operating Systems courseware? Yes, I checked MIT OS Engineering. compsci 2165 1
2013-09-01-23:15:23 Learn Data Science, in IPython notebooks Python 893 2
2013-09-01-22:48:16 Help for AP Computer Science A compsci 654 1
2013-09-01-11:42:07 List of good updated ressources about new python modules. Python 91 1
2013-09-01-07:08:30 "How I Started Learning Python": one autodidact's experience Python 152 2
2013-09-01-05:53:26 Can python be used to gather Operating System info? Python 117 2
2013-09-01-02:17:49 Why graphing calculators are more effective to encourage autonomous, self-directed learning programming 2482 4
2013-09-01-00:22:18 Bored over the long weekend. What's a cool python library I should accustom myself to? Python 97 1
2013-09-01-00:18:12 Best tutorial to learn numpy Python 129 -1
2013-09-01-00:16:05 Best tutorial to learn numpy Python 1334 1
2013-08-29-22:32:31 Can I combine many small regressions to answer “what was most related?” statistics 279 -1
2013-08-29-22:14:49 The return of the stat – Computing for Data Analysis & Data Analysis back on Coursera! statistics 283 -4
2013-08-29-06:06:12 Anything like codecademy for OOP and '@' in classes? learnpython 501 1
2013-08-28-22:49:55 What's the best way to parameterize SPARQL queries? semanticweb 478 1
2013-08-29-05:46:47 Best scripting language for RDF project? semanticweb 643 1
2013-08-29-05:45:28 Best scripting language for RDF project? semanticweb 333 1
2013-08-29-05:17:15 Long vent about self-learning statistics on the job statistics 660 2
2013-08-28-21:54:25 Need a richer CSV-like format for distributing open data sets (specifically surveys)? datasets 955 1
2013-08-26-23:25:30 Good introductory material on relational database design? compsci 320 2
2013-08-26-20:09:07 University of Nebraska at Omaha UNOmaha 463 1
2013-08-26-19:30:32 University of Nebraska at Omaha UNOmaha 1387 1
2013-08-26-17:01:51 JSON-LD is the Bee’s Knees semanticweb 121 1
2013-08-26-16:40:26 Any other UNO students on here? Omaha 1489 1
2013-08-26-16:26:17 Any other UNO students on here? Omaha 674 1
2013-08-26-15:39:02 Exploring grain settling with Python IPython 1026 1
2013-08-26-15:19:00 I want to develop a Web Application, I have a pretty good idea of what features I want implemented. Can you help me understand what I'm up against in terms of being a newbie Python beginner? Python 1079 -2
2013-08-26-01:20:35 Exploring grain settling with Python IPython 643 1
2013-08-24-17:32:19 Print combinations in ascending order of sum? algorithms 221 2
2013-08-24-02:35:02 What is the best module to learn networking in Python? Python 1244 5
2013-08-24-02:17:41 My wife is teaching an introductory Stats class for high school students and is currently looking for a textbook. Any recommendations? mathbooks 253 1
2013-08-24-02:17:25 Do you have any ideas for teaching intro stat? statistics 1429 1
2013-08-23-21:30:43 Help with Python web ecosystem (WSGI, etc) Python 6852 3
2013-08-22-21:31:59 Free to code: Python - Putting dot in the dict Python 371 0
2013-08-22-21:20:53 True story, hope you like :-) Python 793 1
2013-08-22-02:23:44 Anyone know of a bookmark package/app with full text indexing of each bookmark? sysadmin 189 1
2013-08-22-01:50:10 What's changed in the web framework world? Python 886 0
2013-08-21-15:46:20 Is Django capable of a web ui? django 212 5
2013-08-21-15:26:57 Is Django capable of a web ui? django 3201 4
2013-08-21-00:10:48 Should objects return data or bind attributes? Python 1281 1
2013-08-19-19:57:01 How to set up users for web hosting? linuxadmin 2387 2
2013-08-19-19:29:05 How to set up users for web hosting? linuxadmin 190 1
2013-08-19-17:45:26 Is there a good website that critiques ML research? MachineLearning 731 -1
2013-08-19-03:46:20 How can i make a script/service/application start-up on system boot on a debian 7 based server? (xpost /r/linuxquestions) linuxadmin 121 2
2013-08-19-03:41:17 How can i make a script/service/application start-up on system boot on a debian 7 based server? (xpost /r/linuxquestions) linuxadmin 419 11
2013-08-18-21:46:02 A few questions about algorithms and the travelling salesman problem... compsci 159 1
2013-08-18-21:43:40 Can someone help me understand O() notation better? compsci 810 0
2013-08-18-21:34:58 How can i make a script/service/application start-up on system boot on a debian 7 based server? (xpost /r/linuxquestions) linuxadmin 587 5
2013-08-18-15:46:41 What are some cool things some of you have done with Arrays/Lists? Python 1518 0
2013-08-18-15:30:31 Need to know the scope of GUI toolkits like wxpython/Glade/Qt Python 652 2
2013-08-18-15:25:28 Need to know the scope of GUI toolkits like wxpython/Glade/Qt Python 619 1
2013-08-18-01:34:06 Open sourcing a Python project the right way Python 2544 2
2013-08-16-22:42:25 Best way to count number of subscriptions to a newsletter in SQLAlchemy? flask 382 1
2013-08-15-16:14:03 pdoc is a documentation generator to replace epydoc (it comes with an HTTP server that supports automatic cross linking between modules) Python 2276 2
2013-08-14-03:44:47 [Ask Sysadmin] What do you guys want to see on a résumé? sysadmin 223 1
2013-08-14-03:18:05 schema.org health/medicine docs: Linked Data types like MedicalScholarlyArticle, MedicalWebPage, MedicalGuideline, Dataset, and MedicalEntity medicine 2462 1
2013-08-14-02:31:15 IamA splat, editor/moderator/reviewer on overclockers.com and sysadmin at a cancer research organization. AMA! IAmA 1313 1
2013-08-14-01:59:01 Change sources.list via Preseed linuxadmin 674 1
2013-08-14-01:33:58 Reddit's code is open source, so why has it never been forked? opensource 596 2
2013-08-14-01:13:12 Google open-sources Gumbo: A C library for parsing HTML5 programming 255 2
2013-08-14-01:04:05 I tried multithreading but I don't seem to see the problem with GIL. Python 419 0
2013-08-14-00:52:41 understanding queues Python 1903 1
2013-08-13-18:29:19 PEP 450: Adding A Statistics Module To The Standard Library Python 187 1
2013-08-13-18:02:57 Looking for a visual, natural language input based, RDF modeling tool. semanticweb 874 2
2013-08-13-17:51:43 Looking for a visual, natural language input based, RDF modeling tool. semanticweb 1506 3
2013-08-13-17:36:20 Has anyone tried using linked-data to query linked-data instead of using specialized query languages such as SPARQL? semanticweb 1471 2
2013-08-11-15:03:28 Still having trouble understanding how the heck Python handles imports when it comes to tests (nose) and packages. Python 281 1
2013-08-11-14:59:14 PEP 450: Adding A Statistics Module To The Standard Library Python 88 1
2013-08-10-21:40:13 Installing iPython 1.0 in Windows IPython 282 1
2013-08-10-21:36:36 Installing iPython 1.0 in Windows IPython 246 1
2013-08-10-21:15:23 What is going on behind the scenes when working with decorators with arguments? Python 576 2
2013-08-10-19:51:09 PEP 450: Adding A Statistics Module To The Standard Library Python 274 -1
2013-08-10-19:38:18 PEP 450: Adding A Statistics Module To The Standard Library Python 706 1
2013-08-10-19:29:17 PEP 450: Adding A Statistics Module To The Standard Library Python 578 0
2013-08-10-19:11:43 PEP 450: Adding A Statistics Module To The Standard Library Python 445 0
2013-08-10-19:09:55 PEP 450: Adding A Statistics Module To The Standard Library Python 296 1
2013-08-10-19:02:47 PEP 450: Adding A Statistics Module To The Standard Library Python 871 0
2013-08-10-18:34:16 json-ld is unnecessary semanticweb 77 2
2013-08-10-06:29:03 json-ld is unnecessary semanticweb 1268 6
2013-08-09-04:27:39 Finding Django modules. django 271 1
2013-08-06-02:54:11 A use case for RDF taxonomies in biodiversity informatics semanticweb 1299 1
2013-08-06-02:17:20 I am writing a Django project using API-based views. How do I implement authentication and Django sessions? django 446 1
2013-08-05-12:26:29 Computer Science Multi-Reddit compsci 86 1
2013-08-05-12:22:12 Looking for a text template solution Python 164 2
2013-08-04-14:01:23 5 Steps Towards an Accessible Web Form programming 37 -1
2013-08-04-08:26:50 Since Python is an interpreted and not compiled, how does one "hide" their code to prevent someone else from learning how something was made? Is there any way to make Python code without exposing the source? Python 1652 1
2013-08-01-19:10:45 Why are most examples in written in OO rather than a procedural approach? Python 171 1
2013-08-01-19:10:05 Why are most examples in written in OO rather than a procedural approach? Python 1795 2
2013-08-01-16:02:02 Greenhouse gas could be a huge untapped source of energy, generating '400 times as much power as the Hoover Dam' science 237 1
2013-08-01-14:43:47 The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses math 787 -1
2013-08-01-03:58:48 Do you debug python with breakpoints? Python 59 1
2013-08-01-02:08:24 The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses math 522 -2
2013-08-01-01:54:22 The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses math 204 -1
2013-07-31-14:50:05 The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses math 72 0
2013-07-31-04:38:25 The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses math 2416 -5
2013-07-31-04:10:40 Machine Learning Books MachineLearning 559 0
2013-07-30-18:30:47 Taking my python to the next level Python 2134 1
2013-07-30-18:09:55 Linux-only "domain" without Samba linuxadmin 2300 3
2013-07-30-17:09:34 Network Connection Sharing - CentOS linuxadmin 2058 1
2013-07-30-16:45:06 Simple Centralized Log Monitoring linuxadmin 131 1
2013-07-30-15:52:27 [OC] Myers-Briggs personality type by subreddit subscriptions. dataisbeautiful 171 1
2013-07-30-15:37:15 textblob -- Simplified text processing (sentiment analysis, tagging, noun phrase extraction, and more) Python 516 6
2013-07-29-19:19:43 Good references for sorting algorithms compsci 499 2
2013-07-29-15:50:36 Would it not be better if indent was managed by your IDE instead of hard coded into the source file (Virtual Indentation)? java 1700 1
2013-07-29-15:33:50 Semantic Web for Visual Resources semanticweb 279 1
2013-07-29-15:30:46 Semantic Web for Visual Resources semanticweb 715 1
2013-07-28-15:06:32 Would it not be better if indent was managed by your IDE instead of hard coded into the source file (Virtual Indentation)? java 1231 0
2013-07-28-01:39:18 A quick regression question (if that is okay here) about statistically significant differences between coefficients. statistics 200 2
2013-07-28-01:17:10 Is a career in statistics right for me: what questions to ask myself? statistics 1040 1
2013-07-27-16:05:17 Don't Make Me Think (About Linked Data) semanticweb 793 1
2013-07-27-16:01:50 Don't Make Me Think (About Linked Data) semanticweb 634 1
2013-07-27-04:43:04 Where can I find useful ontologies? semanticweb 172 1
2013-07-26-23:01:43 Building a periodic table of programming languages; suggestions/feedback? compsci 442 1
2013-07-26-22:30:42 Semantic Web for Visual Resources semanticweb 219 1
2013-07-26-22:30:04 Where can I find useful ontologies? semanticweb 100 1
2013-07-26-01:00:13 CVE-ID Syntax Change netsec 276 1
2013-07-26-00:53:28 Self learning sites Python 1015 1
2013-07-25-23:36:02 Does anyone know of any good resources on distributed systems? compsci 760 2
2013-07-25-23:16:29 Using dill to pickle anything IPython 721 1
2013-07-25-23:14:05 Using dill to pickle anything IPython 210 1
2013-07-25-22:50:40 Got fed up with logging configuration, wrote this to simplify it. Comments and criticism highly welcome. Python 521 1
2013-07-25-22:50:07 Got fed up with logging configuration, wrote this to simplify it. Comments and criticism highly welcome. Python 247 2
2013-07-25-21:56:28 Most flexible and full-featured document creation module? Python 1233 3
2013-07-25-17:24:51 TIL about %<tab> for IPython magic functions like %timeit??, %doctest_mode and %run -i -t IPython 200 1
2013-07-25-16:49:41 How to fake database design (x-post from /r/perl). Python 177 0
2013-07-25-16:10:30 Sphinx extension with support for Google style docstrings Python 1602 1
2013-07-25-16:01:06 Sphinx extension with support for Google style docstrings Python 1296 1
2013-07-25-15:43:40 How to fake database design (x-post from /r/perl). Python 352 0
2013-07-25-01:12:52 Recommendations for Graph Algorithm books? compsci 155 2
2013-07-25-01:07:53 How to find the weighted "center" of a graph algorithms 666 1
2013-07-25-00:53:33 How to fake database design (x-post from /r/perl). Python 908 2
2013-07-25-00:47:30 Will pandas DataFrame, Series, and Panel types ever end up as built-in with a core python build? Python 123 2
2013-07-25-00:46:42 Will pandas DataFrame, Series, and Panel types ever end up as built-in with a core python build? Python 749 2
2013-07-25-00:23:40 How to fake database design (x-post from /r/perl). Python 1317 3
2013-07-24-14:28:06 [] is not [] equals True Python 245 1
2013-07-24-13:57:13 [] is not [] equals True Python 1884 3
2013-07-24-11:58:26 sandman: A Boilerplate-free Python REST API Generator for Existing Databases Python 287 1
2013-07-24-01:00:06 Perl or Python for system administrator? linuxadmin 95 2
2013-07-24-00:58:55 Perl or Python for system administrator? linuxadmin 1122 0
2013-07-23-22:57:55 Can someone please show me how to extrapolate this graph to 5, 10, 20, 40 years into the future? singularity 229 1
2013-07-23-21:53:21 Do artificial neural networks learn the way we do? science 1154 4
2013-07-23-21:30:11 Newbie coder, first-ever program: download time calculator Python 671 1
2013-07-23-20:10:09 Researchers identify 146 contemporary medical practices offering no net benefits science 1512 0
2013-07-23-19:06:52 On python template libraries Python 318 1
2013-07-23-19:02:37 On python template libraries Python 1072 2
2013-07-23-16:45:12 sandman: A Boilerplate-free Python REST API Generator for Existing Databases Python 1552 3
2013-07-23-01:44:46 Newbie coder, first-ever program: download time calculator Python 252 1
2013-07-23-01:38:04 A few testing questions... Python 993 1
2013-07-22-16:58:10 Just read post about pydoc -p 6060 ; wouldn't it be better styled like this ? Python 169 1
2013-07-22-16:45:27 Why does pylab interface with C instead of Fortran? Python 1631 2
2013-07-22-15:45:51 Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats Python 435 2
2013-07-22-15:15:17 Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats Python 1721 2
2013-07-22-14:15:07 Web development frameworks for a total beginner on web development frameworks Python 914 -1
2013-07-22-14:06:40 Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats Python 610 2
2013-07-22-14:00:37 Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats Python 1303 3
2013-07-22-13:50:46 Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats Python 160 3
2013-07-22-12:11:35 TIL the CPython documentation is written with ReStructuredText and Sphinx and also hosted through ReadTheDocs Python 867 1
2013-07-22-12:00:37 Python launcher runs code and immediately closes Python 319 1
2013-07-21-21:23:03 Semantic Versioning 2.0.0 programming 599 2
2013-07-21-19:02:42 Just read post about pydoc -p 6060 ; wouldn't it be better styled like this ? Python 161 -2
2013-07-21-18:03:56 TIL the CPython documentation is written with ReStructuredText and Sphinx and also hosted through ReadTheDocs Python 228 0
2013-07-21-17:54:21 Just read post about pydoc -p 6060 ; wouldn't it be better styled like this ? Python 1505 2
2013-07-21-17:53:57 Just read post about pydoc -p 6060 ; wouldn't it be better styled like this ? Python 336 -2
2013-07-21-17:29:14 TIL: $ pydoc -p 6060 => instant Python docs at localhost:6060 Python 885 1
2013-07-21-17:20:39 TIL: $ pydoc -p 6060 => instant Python docs at localhost:6060 Python 1431 8
2013-07-21-08:36:01 schema.org health/medicine docs: Linked Data types like MedicalScholarlyArticle, MedicalWebPage, MedicalGuideline, Dataset, and MedicalEntity medicine 267 1
2013-07-21-08:24:46 What is difference between Python and Java when it comes to programming? Which one is better? Python 371 1
2013-07-21-08:23:50 What is difference between Python and Java when it comes to programming? Which one is better? Python 335 1
2013-07-21-08:18:58 What is difference between Python and Java when it comes to programming? Which one is better? Python 269 1
2013-07-19-19:44:17 Most efficient algorithm to get all the numbers from 1 to 1,000,000 randomly algorithms 266 3
2013-07-19-19:37:20 Khan Academy's Python Style Guide - PEP8 and then some Python 95 1
2013-07-19-19:35:32 Khan Academy's Python Style Guide - PEP8 and then some Python 395 1
2013-07-19-19:34:21 Khan Academy's Python Style Guide - PEP8 and then some Python 1337 1
2013-07-19-17:10:48 Statistical Data Analysis in Python, SciPy2013 Tutorial IPython 37 1
2013-07-19-14:04:25 Khan Academy's Python Style Guide - PEP8 and then some Python 283 1
2013-07-19-03:11:12 How can I open programs on my desktop (say, photoshop or firefox) using python? Python 419 0
2013-07-18-17:00:43 Khan Academy's Python Style Guide - PEP8 and then some Python 219 1
2013-07-18-16:43:52 How many instructions in a print statement? Python 1547 1
2013-07-18-10:42:15 Khan Academy's Python Style Guide - PEP8 and then some Python 256 1
2013-07-17-23:19:55 As a college student, how can I learn not just to code, but to code well? compsci 1600 0
2013-07-17-22:19:41 How many instructions in a print statement? Python 317 1
2013-07-17-22:17:24 How many instructions in a print statement? Python 1354 1
2013-07-17-21:42:17 Khan Academy's Python Style Guide - PEP8 and then some Python 1942 1
2013-07-17-21:37:04 Khan Academy's Python Style Guide - PEP8 and then some Python 37 1
2013-07-17-20:29:54 Linus Torvalds defends his right to shame Linux kernel developers programming 902 -1
2013-07-17-20:18:32 How many instructions in a print statement? Python 273 1
2013-07-17-19:59:44 Mathematicians usually complain about quantumphysics notation, what would they do differnt? math 508 3
2013-07-17-17:33:40 Good places to learn Software Architecture (Patterns, techniques, etc.) compsci 1789 2
2013-07-17-13:25:44 Where do you keep your personal datasets? datasets 265 1
2013-07-17-13:17:13 Why do pop-science writers so frequently fail to link to the academic papers they are writing about? semanticweb 422 1
2013-07-17-13:12:01 Where do you keep your personal datasets? datasets 239 1
2013-07-17-13:09:21 Where do you keep your personal datasets? datasets 282 1
2013-07-17-13:04:41 OCRopus Processing Steps IPython 177 2
2013-07-17-13:00:05 General approach for running a python web server off my own computer. Python 410 1
2013-07-17-04:00:08 PySCP - A small Python wrapper around SCP that supports mapping local directories to remote locations Python 254 1
2013-07-16-18:10:42 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 80 0
2013-07-16-18:04:19 Computer smart as a 4-year-old singularity 849 1
2013-07-16-17:33:57 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 693 2
2013-07-16-17:23:53 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 662 1
2013-07-16-17:12:06 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 332 1
2013-07-16-17:01:26 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 661 1
2013-07-16-16:33:02 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 142 0
2013-07-16-15:49:41 What would be a good minor to be paired with a CS major? compsci 647 1
2013-07-16-15:40:14 Good places to learn Software Architecture (Patterns, techniques, etc.) compsci 360 2
2013-07-16-15:33:55 Computer scientist and biologist team up to create "social network" for linking genes and diseases compsci 414 13
2013-07-16-15:09:41 Two dimensional number mapping math 621 1
2013-07-16-15:03:19 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 400 -1
2013-07-16-14:51:03 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 441 -2
2013-07-16-14:37:06 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 181 -2
2013-07-16-14:33:17 Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even? math 177 -1
2013-07-16-14:19:58 The word for "word" in European languages linguistics 431 2
2013-07-16-09:30:53 General approach for running a python web server off my own computer. Python 1219 2
2013-07-15-00:22:37 Any ideas on how to reduce Python memory usage? Python 409 3
2013-07-13-08:35:52 My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him? Python 525 0
2013-07-13-01:44:19 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 258 1
2013-07-13-01:37:17 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 139 1
2013-07-13-01:03:08 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 206 1
2013-07-13-00:55:39 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 375 1
2013-07-13-00:52:54 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 206 1
2013-07-12-15:20:31 Responsive Web Design Patterns programming 207 1
2013-07-12-13:43:34 Math, Science Popular Until Students Realize They're Hard science 1300 1
2013-07-12-11:48:36 My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him? Python 648 1
2013-07-12-11:30:39 My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him? Python 1416 8
2013-07-12-09:57:48 My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him? Python 1067 6
2013-07-11-18:30:41 Very Basic Linux Monitoring linuxadmin 527 2
2013-07-10-13:19:57 Could Self Improving A.I. be created in a garage by a few individuals? singularity 285 1
2013-07-10-13:16:51 Could Self Improving A.I. be created in a garage by a few individuals? singularity 237 2
2013-07-10-12:48:09 Old Norse influence on peripheral Swedish dialects? linguistics 818 0
2013-07-10-10:08:54 What are some easy projects I can get started in so I can put my beginner skills to use? Python 125 1
2013-07-10-09:35:23 How did you learn Python? Python 2596 2
2013-07-10-09:14:15 Creating N-Gram Indexes With Python Python 381 2
2013-07-10-09:08:52 Maintaining PreOwned Linux VMs linuxadmin 347 1
2013-07-10-05:34:03 Seeking advice for introducing iPython in high school setting. IPython 150 1
2013-07-10-04:32:05 New Device Can Sterilize Medical Equipment Using Solar Power Alone science 245 1
2013-07-10-00:07:03 "Medical research shows a clear link between marijuana and mental illness, especially schizophrenia" science 431 1
2013-07-09-16:38:12 Don't Treat Paths Like Strings programming 170 2
2013-07-09-16:29:06 I need some help with designing a search algorithm. algorithms 929 1
2013-07-09-16:08:58 Don't Treat Paths Like Strings programming 412 2
2013-07-09-14:28:19 Shuffle/Permutation with local restrictions algorithms 539 0
2013-07-09-13:07:32 Don't Treat Paths Like Strings programming 445 9
2013-07-09-12:48:59 Don't Treat Paths Like Strings programming 40 2
2013-07-09-12:44:04 Don't Treat Paths Like Strings programming 182 1
2013-07-09-12:36:29 Don't Treat Paths Like Strings programming 93 -2
2013-07-09-12:29:43 Don't Treat Paths Like Strings programming 393 -2
2013-07-09-12:21:47 Don't Treat Paths Like Strings programming 102 -2
2013-07-09-12:17:17 Don't Treat Paths Like Strings programming 552 0
2013-07-09-12:13:10 Don't Treat Paths Like Strings programming 590 1
2013-07-09-12:11:18 Don't Treat Paths Like Strings programming 1486 -3
2013-07-09-04:08:18 mypy - A New Python Variant with Dynamic and Static Typing (now with Python-compatible syntax, self-hosting) Python 328 2
2013-07-08-23:00:31 undead - The quickest way to daemonize your code! Python 793 11
2013-07-08-13:55:51 Creating an equivalent to the periodic table for self-assembling nanoparticles science 181 2
2013-07-08-09:45:56 What happens to the source code to old, published papers? compsci 295 2
2013-07-08-09:36:39 What happens to the source code to old, published papers? compsci 2256 3
2013-07-08-03:32:22 Creating an equivalent to the periodic table for self-assembling nanoparticles science 674 2
2013-07-08-01:16:02 Good psychology activity ideas for high schoolers? Recommendations would be appreciated! AcademicPsychology 135 1
2013-07-08-01:12:57 My wife is teaching an introductory Stats class for high school students and is currently looking for a textbook. Any recommendations? mathbooks 163 1
2013-07-07-23:15:59 I have never taken a physics class, but I would like to understand how to apply the math classes that I've taken to physics. physicsbooks 1957 2
2013-07-07-22:17:37 Question about the 'speed' of the singularity singularity 696 0
2013-07-07-19:00:13 My wife is teaching an introductory Stats class for high school students and is currently looking for a textbook. Any recommendations? mathbooks 552 1
2013-07-07-12:33:06 MetaModel – Providing Uniform Data Access Across Various Data Stores java 782 2
2013-07-07-00:39:02 My wife is teaching an introductory Stats class for high school students and is currently looking for a textbook. Any recommendations? mathbooks 1393 1
2013-07-07-00:16:56 My wife is teaching an introductory Stats class for high school students and is currently looking for a textbook. Any recommendations? mathbooks 795 1
2013-07-07-00:06:05 Good single+multivariable calculus and linear algebra books without proof-based questions (for physics student) mathbooks 291 2
2013-07-06-23:44:15 Video Lectures to go with Calculus-1 by Tom.M.Apostol ? mathbooks 743 1
2013-07-06-22:33:10 Video Lectures to go with Calculus-1 by Tom.M.Apostol ? mathbooks 606 0
2013-07-06-22:25:59 Video Lectures to go with Calculus-1 by Tom.M.Apostol ? mathbooks 962 1
2013-07-06-10:48:30 :BaseKB Fundamentals (Freebase in RDF Documentation) semanticweb 117 1
2013-07-06-10:47:10 Where can I find useful ontologies? semanticweb 441 1
2013-07-06-10:46:31 Where can I find useful ontologies? semanticweb 281 1
2013-07-06-10:43:51 Zen, a faster alternative to NetworkX Python 315 0
2013-07-06-10:33:06 Trying to create a navigable map of algorithmic problems compsci 2764 -1
2013-07-06-09:04:51 What are some good business/personal finance/entrepreneurial books I can read? personalfinance 141 0
2013-07-05-22:25:19 How did or do you study data structures and algorithms? compsci 165 3
2013-07-05-22:21:33 How did or do you study data structures and algorithms? compsci 341 1
2013-07-05-21:31:03 Crash Course in Python for Scientists IPython 504 1
2013-07-05-18:05:20 Notebook converter tool IPython 931 3
2013-07-05-17:10:57 Zen, a faster alternative to NetworkX Python 1358 -2
2013-07-05-16:29:00 Graph data: Always via an intermediary semanticweb 185 1
2013-07-05-16:25:19 Graph data: Always via an intermediary semanticweb 82 1
2013-07-05-16:22:56 Graph data: Always via an intermediary semanticweb 551 1
2013-07-05-16:12:34 Crash Course in Python for Scientists IPython 501 1
2013-07-05-04:53:00 Proper Way to Start Programming Python Python 622 3
2013-07-05-04:40:13 This guy is keeping his eye keenly on the upcoming singularity: Kevin Slavin singularity 907 2
2013-07-05-04:21:17 Graph data: Always via an intermediary semanticweb 817 1
2013-07-05-01:36:35 Graph data: Always via an intermediary semanticweb 431 0
2013-07-04-15:52:27 How to design functions in Python + doctest Python 539 0
2013-07-04-15:35:58 Setuptools-Distribute merge announcement Python 210 1
2013-07-04-13:45:52 Broad knowledge vs. Specialization. How do you find a clear path while studying computer science? compsci 3135 2
2013-07-04-13:31:56 Online beginner course in Computer Architecture? compsci 246 2
2013-07-04-13:19:41 Is it possible to yield graphene from CO2? graphene 674 2
2013-07-04-12:49:21 Is it possible to yield graphene from CO2? graphene 371 2
2013-07-04-12:42:47 Is it possible to yield graphene from CO2? graphene 204 2
2013-07-04-12:10:30 Explain it like I'm five: Python and Unicode? Python 1854 1
2013-07-04-11:35:43 The Updated Guide to Unicode on Python | Armin Ronacher's Thoughts and Writings Python 365 1
2013-07-04-10:54:14 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 205 1
2013-07-04-10:51:52 Came across something intriguing called Grey System Theory - anyone here heard of it? Apparently even with tiny data sets (as few as 4-6 data points), it's capable of outperforming many bread-and-butter time series algorithms with 10-100x larger data sets. MachineLearning 361 1
2013-07-04-10:37:11 Crash Course in Python for Scientists IPython 1090 1
2013-07-04-10:27:32 Crash Course in Python for Scientists IPython 748 1
2013-07-04-10:08:11 Linked Data Glossary: 132 core linked data concepts defined semanticweb 161 1
2013-07-04-09:59:17 Wikidata:Glossary semanticweb 356 1
2013-07-04-09:57:36 Wikidata:Glossary semanticweb 463 1
2013-07-04-08:02:16 Add History and Tab Completion to the Default Python Shell Python 159 0
2013-07-03-22:17:21 Crash Course in Python for Scientists IPython 852 2
2013-07-03-20:47:16 Python package index down for anyone else? Seems to 503 for me... Python 338 1
2013-07-03-19:53:01 Current Python package management / framework(s) Python 717 1
2013-07-03-18:08:14 Sending html to the browser? Python 651 2
2013-07-03-17:50:24 Shakespeare's Plays: A Comparison of Speech and Word Counts [OC] dataisbeautiful 303 0
2013-07-03-17:37:23 Sending html to the browser? Python 108 1
2013-07-03-17:23:17 Sending html to the browser? Python 470 0
2013-07-03-08:15:07 The Updated Guide to Unicode on Python | Armin Ronacher's Thoughts and Writings Python 232 1
2013-07-03-06:30:27 The Updated Guide to Unicode on Python | Armin Ronacher's Thoughts and Writings Python 428 3
2013-07-03-04:41:10 An interesting paper in JPSP examines how the personality characteristics associated with entrepreneurship cluster in regions. cogsci 497 2
2013-07-03-04:28:50 Using Ghost.py and matplotlib to test JavaScript's Math.random function Python 215 1
2013-07-03-04:11:50 Current Python package management / framework(s) Python 595 1
2013-07-03-04:08:49 Current Python package management / framework(s) Python 507 1
2013-07-02-22:25:34 Suggestion for topic for computer science introduction class? compsci 524 1
2013-07-02-22:12:48 Currently I'm generating a series of pretty documents by importing data from a spreadsheet into Word templates. It's a painful experience. Would it be possible for me to substitute Word for something more suitable, like Inkscape? libredesign 367 1
2013-07-02-21:27:16 new version: pyramid_appengine 0.8.2-a1 AppEngine 69 1
2013-07-02-21:15:07 Python e-Commerce system sugestions? Python 616 2
2013-07-02-20:35:58 Current Python package management / framework(s) Python 361 1
2013-07-02-19:26:16 Python package index down for anyone else? Seems to 503 for me... Python 137 3
2013-07-02-19:09:10 New DBpedia Overview Article semanticweb 186 1
2013-07-02-19:03:17 Linked Data Glossary: 132 core linked data concepts defined semanticweb 416 1
2013-07-02-18:48:00 Current Python package management / framework(s) Python 340 1
2013-07-02-18:46:05 Current Python package management / framework(s) Python 820 1
2013-07-02-18:42:01 Current Python package management / framework(s) Python 219 0
2013-07-02-18:40:10 Current Python package management / framework(s) Python 582 2
2013-07-02-18:18:02 Current Python package management / framework(s) Python 569 1
2013-07-02-13:10:26 Anyone know how to plot unittest/nose/pytest junit xml without jenkins/hudson Python 347 1
2013-07-02-13:02:17 Current Python package management / framework(s) Python 190 1
2013-07-02-10:42:15 gspread: a (standalone) Google Spreadsheets Python API Python 200 1
2013-07-02-02:13:59 Alternatives to scipy.optimize.curve_fit() Python 218 1
2013-07-02-02:10:02 Python package index down for anyone else? Seems to 503 for me... Python 452 1
2013-07-01-17:19:24 [QUESTION] Occupation/What Company You Work For Python 341 1
2013-07-01-17:15:40 [QUESTION] Occupation/What Company You Work For Python 101 2
2013-07-01-09:07:44 [QUESTION] Occupation/What Company You Work For Python 400 0
2013-06-30-16:50:19 Google API client for Python Python 793 1
2013-06-30-00:17:00 MathJax script now on userscripts.org math 168 1
2013-06-29-23:34:27 Twitter sentiment analysis using Python and NLTK Python 218 2
2013-06-29-21:55:19 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 821 1
2013-06-29-21:44:56 gspread: a (standalone) Google Spreadsheets Python API Python 196 1
2013-06-29-21:41:48 gspread: a (standalone) Google Spreadsheets Python API Python 52 0
2013-06-29-21:36:50 gspread: a (standalone) Google Spreadsheets Python API Python 48 0
2013-06-29-21:33:38 Can data analysis be automated? statistics 202 -1
2013-06-29-21:30:41 gspread: a (standalone) Google Spreadsheets Python API Python 111 0
2013-06-29-10:19:01 Hi friends, help me cut through the crap: How should I get started learning about the Semantic Web? semanticweb 651 2
2013-06-29-10:15:08 Hi friends, help me cut through the crap: How should I get started learning about the Semantic Web? semanticweb 403 0
2013-06-29-10:11:41 Hi friends, help me cut through the crap: How should I get started learning about the Semantic Web? semanticweb 499 1
2013-06-29-03:02:47 Python version question Python 386 1
2013-06-28-18:27:29 Why is defaultdict all lowercase, but OrderDict in camel case? Python 2250 0
2013-06-28-05:59:53 Why is defaultdict all lowercase, but OrderDict in camel case? Python 701 -1
2013-06-28-05:55:47 Stupid Python Ideas: MISRA-C and Python Python 245 1
2013-06-28-05:42:43 Why is defaultdict all lowercase, but OrderDict in camel case? Python 551 0
2013-06-28-05:33:31 Why is defaultdict all lowercase, but OrderDict in camel case? Python 620 -2
2013-06-28-02:27:47 Seeking advice for introducing iPython in high school setting. IPython 229 1
2013-06-28-02:26:00 Seeking advice for introducing iPython in high school setting. IPython 291 1
2013-06-28-02:20:49 Seeking advice for introducing iPython in high school setting. IPython 129 1
2013-06-28-01:53:35 A brief comparison of fundamental AOP techniques programming 703 1
2013-06-28-00:50:01 MIT researchers have invented a “plug-and-play” carbon dioxide scrubbing system that they say could be added relatively easily to any existing power plant, and uses less power than existing systems science 510 2
2013-06-28-00:42:40 How to access various Web Services in Python. Python 1118 2
2013-06-28-00:25:59 Go deh!: Filtering an iterator into N parts lazily Python 241 2
2013-06-27-22:30:03 Can data analysis be automated? statistics 241 -1
2013-06-27-19:38:49 Stupid Python Ideas: MISRA-C and Python Python 576 2
2013-06-27-19:21:44 Stupid Python Ideas: MISRA-C and Python Python 175 1
2013-06-27-12:33:03 Stupid Python Ideas: MISRA-C and Python Python 141 -4
2013-06-27-10:46:46 Stupid Python Ideas: MISRA-C and Python Python 307 -1
2013-06-27-10:31:35 Can we make a list of some easy to code programmers that beginners can try for practice? Python 41 1
2013-06-27-10:30:02 Best program for coding Python? Python 361 0
2013-06-27-10:28:43 Best program for coding Python? Python 646 1
2013-06-27-10:24:49 Can we make a list of some easy to code programmers that beginners can try for practice? Python 137 2
2013-06-27-10:23:03 Can we make a list of some easy to code programmers that beginners can try for practice? Python 97 0
2013-06-27-10:22:38 Can we make a list of some easy to code programmers that beginners can try for practice? Python 157 1
2013-06-27-10:19:04 Defining a (context-free) grammar easily? Python 177 -4
2013-06-27-10:10:40 Defining a (context-free) grammar easily? Python 425 -2
2013-06-26-16:46:24 Dead code detection tool? Python 389 -4
2013-06-26-00:41:23 Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in. Python 917 3
2013-06-26-00:31:40 Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in. Python 227 3
2013-06-24-18:41:58 Search modules for Python? Python 179 1
2013-06-24-18:40:05 Search modules for Python? Python 333 2
2013-06-24-15:21:05 Plants do sums to get through the night, researchers show science 262 1
2013-06-24-15:10:19 Is there a site like codeacademy.com, where I can learn Java? java 376 1
2013-06-24-13:33:30 Adventures in Signal Processing with Python (MATLAB? We don’t need no stinkin' MATLAB!) Python 517 2
2013-06-24-13:27:02 Can someone please show me how to extrapolate this graph to 5, 10, 20, 40 years into the future? singularity 151 -1
2013-06-24-13:20:59 Python and Real-time Web Python 133 0
2013-06-24-13:20:13 Python and Real-time Web Python 37 1
2013-06-24-13:12:05 Adventures in Signal Processing with Python (MATLAB? We don’t need no stinkin' MATLAB!) Python 169 2
2013-06-24-04:37:04 Can someone please show me how to extrapolate this graph to 5, 10, 20, 40 years into the future? singularity 745 0
2013-06-23-22:09:40 KMeans in sklearn. IPython 646 1
2013-06-23-19:01:08 Command line tab view (curses) Python 117 2
2013-06-23-17:29:43 Plants do sums to get through the night, researchers show science 351 -3
2013-06-22-15:20:32 A list of front end development resources programming 222 5
2013-06-22-15:16:17 Currently learning Python from Codecademy, tried downloading an IDE (sublime text). Completely clueless. learnprogramming 427 2
2013-06-22-15:13:36 Currently learning Python from Codecademy, tried downloading an IDE (sublime text). Completely clueless. learnprogramming 442 2
2013-06-22-15:01:03 Currently learning Python from Codecademy, tried downloading an IDE (sublime text). Completely clueless. learnprogramming 785 2
2013-06-22-14:56:46 University is killing my love of programming learnprogramming 251 1
2013-06-22-14:53:39 Putting together a resource to help folks set up Python on their computer. Would like feedback on improving it. Python 454 1
2013-06-22-14:31:41 Putting together a resource to help folks set up Python on their computer. Would like feedback on improving it. Python 211 1
2013-06-22-14:30:23 Putting together a resource to help folks set up Python on their computer. Would like feedback on improving it. Python 1170 7
2013-06-22-14:11:37 A list of front end development resources programming 162 -6
2013-06-21-21:54:22 A Javascript Viewer for Matplotlib Animations IPython 171 1
2013-06-21-19:29:47 A social network for your neighborhood Omaha 241 1
2013-06-21-19:25:23 A social network for your neighborhood Omaha 231 0
2013-06-21-19:24:16 A social network for your neighborhood Omaha 361 0
2013-06-21-19:17:07 A social network for your neighborhood Omaha 247 0
2013-06-21-18:50:45 Version control for fun and profit IPython 421 0
2013-06-21-17:07:11 Rya: a scalable RDF triple store for the clouds (RDF and SPARQL through Accumulo) [2012 ACM PDF] semanticweb 119 0
2013-06-21-17:03:12 If Omaha was to go into a war between North, South, and West Omaha, what side would you pick and why? Omaha 162 1
2013-06-21-16:12:43 Help using the HTML5 Canvas html5 109 3
2013-06-21-15:47:59 Welcome new recruit Victoria, Keeper of the Tapes. blog 59 2
2013-06-21-15:41:04 Python Graphing/chart tools/libraries Python 574 1
2013-06-21-15:34:26 Python Graphing/chart tools/libraries Python 129 2
2013-06-21-15:31:51 Playing with SVG graphics in IPython IPython 286 1
2013-06-21-15:30:16 Python Graphing/chart tools/libraries Python 179 2
2013-06-21-15:26:27 Is python a good tool for data visualisation? Python 165 1
2013-06-21-15:25:23 Python Graphing/chart tools/libraries Python 275 1
2013-06-21-15:21:07 Python Graphing/chart tools/libraries Python 317 2
2013-06-21-15:19:14 Python Graphing/chart tools/libraries Python 176 1
2013-06-21-15:17:42 Python Graphing/chart tools/libraries Python 167 1
2013-06-21-15:15:56 Python Graphing/chart tools/libraries Python 256 1
2013-06-21-15:13:49 Python Graphing/chart tools/libraries Python 950 2
2013-06-21-15:11:40 Python Graphing/chart tools/libraries Python 662 2
2013-06-20-20:45:27 ZODB actively maintained! Python 3 beta available. Python 446 1
2013-06-20-20:36:01 ZODB actively maintained! Python 3 beta available. Python 474 1
2013-06-20-20:24:40 ZODB actively maintained! Python 3 beta available. Python 401 1
2013-06-20-15:58:34 A Javascript Viewer for Matplotlib Animations IPython 293 1
2013-06-20-15:08:41 ZODB actively maintained! Python 3 beta available. Python 166 1
2013-06-20-14:26:36 PyHTML: HTML generation library Python 530 1
2013-06-20-01:37:26 NLP : How can I get the computer to understand the sentiment of text? compsci 2676 39
2013-06-19-14:59:49 What are some easy projects I can get started in so I can put my beginner skills to use? Python 205 1
2013-06-19-14:51:03 What are some easy projects I can get started in so I can put my beginner skills to use? Python 1199 9
2013-06-18-17:46:37 A security hole via unicode usernames programming 556 1
2013-06-18-17:41:15 A security hole via unicode usernames programming 164 1
2013-06-18-17:17:58 A security hole via unicode usernames programming 35 1
2013-06-18-16:01:21 Improving the Pyramid community Pyramid 341 0
2013-06-18-13:40:16 A couple Software Carpentry tutorials IPython 213 3
2013-06-18-13:35:42 A security hole via unicode usernames programming 144 -2
2013-06-18-05:18:15 Creating python command-line applications Python 103 4
2013-06-18-02:40:05 Dealing with Blank Nodes: An Extended Turtle Format semanticweb 155 2
2013-06-18-00:15:16 Creating python command-line applications Python 179 1
2013-06-18-00:11:17 Creating python command-line applications Python 1438 10
2013-06-17-13:01:51 How can I help my portfolio (self-hosted Wordpress) outrank my social media accounts in Google searches? webdev 608 1
2013-06-17-12:57:57 How can I help my portfolio (self-hosted Wordpress) outrank my social media accounts in Google searches? webdev 249 1
2013-06-17-12:54:20 Explain Linked Data like I'm Five semanticweb 349 0
2013-06-17-12:46:55 What is skolemization? (RDF) semanticweb 185 1
2013-06-17-12:44:45 What is skolemization? (RDF) semanticweb 437 1
2013-06-17-12:38:55 What programs use the Python GUI tools? Python 306 -1
2013-06-17-12:33:23 Need help with reposync linuxadmin 161 1
2013-06-16-16:50:29 What programs use the Python GUI tools? Python 145 -2
2013-06-16-15:20:43 Explain Linked Data like I'm Five semanticweb 71 1
2013-06-16-15:02:37 Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions? semanticweb 211 1
2013-06-16-14:58:53 Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions? semanticweb 432 1
2013-06-16-14:52:59 Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions? semanticweb 709 1
2013-06-15-17:15:48 Good psychology activity ideas for high schoolers? Recommendations would be appreciated! AcademicPsychology 163 2
2013-06-15-17:11:42 Good psychology activity ideas for high schoolers? Recommendations would be appreciated! AcademicPsychology 413 2
2013-06-15-17:08:42 Good psychology activity ideas for high schoolers? Recommendations would be appreciated! AcademicPsychology 237 2
2013-06-15-17:00:14 What programs use the Python GUI tools? Python 783 -7
2013-06-15-13:49:00 A Case for a OneToMany Relationship in Django Python 702 0
2013-06-15-13:47:07 A Case for a OneToMany Relationship in Django Python 452 1
2013-06-14-20:45:05 Category Theory for Programming programming 305 1
2013-06-14-20:40:28 Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions? semanticweb 249 2
2013-06-14-20:33:38 Good psychology activity ideas for high schoolers? Recommendations would be appreciated! AcademicPsychology 147 1
2013-06-14-20:03:37 Go deh!: Filtering an iterator into N parts lazily Python 667 1
2013-06-14-19:51:17 Book titles on semantic web semanticweb 129 3
2013-06-14-19:50:34 Book titles on semantic web semanticweb 253 2
2013-06-14-19:41:37 Book titles on semantic web semanticweb 1374 3
2013-06-12-16:12:38 Explain it like I'm five: Python and Unicode? Python 260 2
2013-06-12-12:35:04 d3js in IPython IPython 59 1
2013-06-11-12:51:57 IPython display hookery IPython 165 2
2013-06-10-02:08:27 Invitation to discussion: How can we make Python refreshingly easy on the web? Python 430 1
2013-06-09-13:43:03 Invitation to discussion: How can we make Python refreshingly easy on the web? Python 183 1
2013-06-09-13:40:01 Invitation to discussion: How can we make Python refreshingly easy on the web? Python 641 1
2013-06-08-14:23:28 Project structure (I'm using bottle), for both web and apps in general. Python 1392 4
2013-06-07-19:32:10 What single-dispatch generic functions mean for you Python 959 1
2013-06-07-18:33:37 Python debugging tools (an overview) Python 37 2
2013-06-06-17:35:53 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 352 0
2013-06-06-17:33:28 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 166 1
2013-06-06-16:35:46 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 1563 0
2013-06-06-16:28:14 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 147 1
2013-06-06-16:27:33 I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas. Python 112 1
2013-06-06-15:38:27 Moving from Wordpress.com to a self-run blog. Any solid Python options? Python 37 1
2013-06-06-15:37:48 Moving from Wordpress.com to a self-run blog. Any solid Python options? Python 197 1
2013-06-06-11:31:53 I'm writing a book on TDD for Python web development. Please help! Python 146 1
2013-06-06-02:34:21 Version Check script Python 81 1
2013-06-06-02:33:49 Version Check script Python 668 2
2013-06-06-02:22:02 Moving from Wordpress.com to a self-run blog. Any solid Python options? Python 257 0
2013-06-06-02:20:14 Moving from Wordpress.com to a self-run blog. Any solid Python options? Python 692 2
2013-06-06-01:19:53 What single-dispatch generic functions mean for you Python 874 -1
2013-06-06-00:18:48 What single-dispatch generic functions mean for you Python 310 1
2013-06-06-00:16:21 What single-dispatch generic functions mean for you Python 774 0
2013-06-06-00:00:34 What single-dispatch generic functions mean for you Python 48 2
2013-06-05-23:58:30 What single-dispatch generic functions mean for you Python 181 0
2013-06-05-23:54:03 What single-dispatch generic functions mean for you Python 625 -1
2013-06-05-23:38:24 What single-dispatch generic functions mean for you Python 252 1
2013-06-05-18:05:06 What single-dispatch generic functions mean for you Python 375 1
2013-06-05-17:58:40 Use IRC for your GitHub project? Make it easier for users to find your channel javascript 2019 3
2013-06-05-17:01:21 Is AngularJS a hoax? javascript 75 1
2013-06-05-15:28:16 Creating a download link for in-memory data IPython 248 1
2013-06-05-15:26:11 Creating a download link for in-memory data IPython 135 1
2013-06-05-15:01:08 I'm writing a book on TDD for Python web development. Please help! Python 1900 2
2013-06-05-14:09:12 I'm writing a book on TDD for Python web development. Please help! Python 324 1
2013-06-05-13:55:55 What single-dispatch generic functions mean for you Python 268 3
2013-06-05-13:08:57 PyPy - STM on the drawing board Python 177 0
2013-06-05-13:07:10 I'm writing a book on TDD for Python web development. Please help! Python 449 2
2013-06-05-12:27:12 Currently I'm generating a series of pretty documents by importing data from a spreadsheet into Word templates. It's a painful experience. Would it be possible for me to substitute Word for something more suitable, like Inkscape? libredesign 1165 1
2013-06-05-12:22:05 Currently I'm generating a series of pretty documents by importing data from a spreadsheet into Word templates. It's a painful experience. Would it be possible for me to substitute Word for something more suitable, like Inkscape? libredesign 2758 3
2013-06-04-17:51:13 Lectures introducing scientific computing with Python using IPython IPython 118 1
2013-06-04-17:42:12 Photo Effects in Python Python 373 1
2013-06-04-17:39:27 Photo Effects in Python Python 165 1
2013-06-04-17:37:20 Photo Effects in Python Python 259 1
2013-06-04-06:00:53 Where can I find useful ontologies? semanticweb 163 2
2013-06-04-02:00:06 Need help downloading pages from a tricky website with redirects. learnpython 221 2
2013-06-04-01:43:11 Tornado: Secure private REST api learnpython 722 1
2013-06-04-01:34:34 WorldCat has now proper content negotiation for its linked dataset of 290+ million bibliographic resources semanticweb 1292 1
2013-06-04-01:10:47 The future of software, the end of apps, and why UX designers should care about type theory programming 709 0
2013-06-04-00:54:19 Is Python 3 that obsolete? What is going on with some libraries? Python 444 1
2013-06-03-22:56:57 Is Python 3 that obsolete? What is going on with some libraries? Python 495 0
2013-06-03-22:45:50 Is Python 3 that obsolete? What is going on with some libraries? Python 113 0
2013-06-03-22:43:40 Is Python 3 that obsolete? What is going on with some libraries? Python 155 2
2013-06-03-22:40:58 Is Python 3 that obsolete? What is going on with some libraries? Python 218 0
2013-06-03-22:33:32 Is Python 3 that obsolete? What is going on with some libraries? Python 1305 1
2013-06-03-22:23:13 Self hosted Python web hosting platforms Python 157 0
2013-06-03-16:39:58 I have a complaint Python 182 1
2013-06-03-16:37:39 I have a complaint Python 234 1
2013-06-03-16:27:10 I have a complaint Python 3627 1
2013-06-03-15:29:17 Haskell's HLearn library cross-validates more than 400x faster than Weka due to new monoid based algorithm MachineLearning 119 2
2013-06-03-15:28:30 Haskell's HLearn library cross-validates more than 400x faster than Weka due to new monoid based algorithm MachineLearning 99 2
2013-06-03-14:06:29 Practicing DRY Principles through Python Decorators Python 46 2
2013-06-03-14:02:08 An alternative way to run a notebook as a script. IPython 585 2
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2013-06-03-13:34:39 Does anyone know how they did this? IPython 235 1
2013-06-03-13:28:42 Practicing DRY Principles through Python Decorators Python 452 9
2013-06-03-13:22:12 Self hosted Python web hosting platforms Python 493 2
2013-06-02-23:03:56 Are there any packaged tools designed to automate this procedure, or will be I forced to bang together various components and invent a wheel? linuxadmin 409 2
2013-06-02-22:58:54 Are there any packaged tools designed to automate this procedure, or will be I forced to bang together various components and invent a wheel? linuxadmin 121 1
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2013-06-02-22:32:02 Brython, replace javascript with python Python 200 1
2013-06-02-22:31:28 Brython, replace javascript with python Python 92 0
2013-06-02-20:40:57 new version: pyramid_appengine 0.8.2-a1 AppEngine 37 2
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2013-06-02-01:15:06 Dependency injection packages Python 194 1
2013-06-02-01:12:53 Dependency injection packages Python 108 1
2013-05-31-20:37:48 I'm a teacher making an app that scans multiple choice tests from a mobile phone. We currently can scan up to 100 question tests on an iPhone. Any thoughts on marketing techniques or suggestions? Entrepreneur 360 2
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2013-05-31-19:49:49 edX Code - Open Source Learning Management System: edx-platform, XBlock, EASE, discern, Configuration, CodeJail Python 157 0
2013-05-31-19:49:22 edX Code - Open Source Learning Management System: edx-platform, XBlock, EASE, discern, Configuration, CodeJail Python 91 0
2013-05-31-19:47:40 edX Code - Open Source Learning Management System: edx-platform, XBlock, EASE, discern, Configuration, CodeJail Python 111 0
2013-05-31-16:52:54 Configuring the Apache HTTP Server to generate logs in RDF Turtle semanticweb 303 1
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2013-05-31-14:16:30 List of Ontologies semanticweb 213 1
2013-05-31-14:11:12 List of Ontologies semanticweb 632 2
2013-05-31-14:05:41 List of Ontologies semanticweb 520 2
2013-05-31-13:52:52 A Mind Map of All the Packages You Will Need for Big Data with R and Python statistics 348 2
2013-05-31-13:29:22 Python PaaS that supports private repos and git urls in requirements.txt properly? (xpost from /r/django ) Python 447 2
2013-05-30-19:10:44 List of open source design tools and links to some of their more useful resources: documents, bug tracking, wikis, etc. Have I missed any? opensource 1119 2
2013-05-30-10:43:35 IDEs vs. Text editors - Is there a significant difference between the two, specifically on Windows? Python 307 1
2013-05-30-10:39:01 A comprehensive guide for pragmatic RESTful API design programming 447 1
2013-05-30-10:34:52 IDEs vs. Text editors - Is there a significant difference between the two, specifically on Windows? Python 355 3
2013-05-30-01:02:02 A comprehensive guide for pragmatic RESTful API design programming 132 1
2013-05-30-00:54:25 A comprehensive guide for pragmatic RESTful API design programming 111 1
2013-05-30-00:52:31 A comprehensive guide for pragmatic RESTful API design programming 209 1
2013-05-30-00:37:22 Playing with SVG graphics in IPython IPython 344 0
2013-05-29-21:20:46 A comprehensive guide for pragmatic RESTful API design programming 166 2
2013-05-29-21:20:10 A comprehensive guide for pragmatic RESTful API design programming 195 1
2013-05-29-21:01:27 Is there a way to get the snazzy Pandas HTML table display of frames, without using Pandas? IPython 210 1
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2013-05-29-20:51:59 Playing with SVG graphics in IPython IPython 909 -1
2013-05-29-20:03:09 Is there a way to get the snazzy Pandas HTML table display of frames, without using Pandas? IPython 1311 -1
2013-05-29-16:17:12 PEP 426, 440: draft PEPs for JSON based metadata published. Python 330 0
2013-05-29-16:12:00 PEP 426, 440: draft PEPs for JSON based metadata published. Python 608 1
2013-05-29-13:03:38 Python launcher runs code and immediately closes Python 566 1
2013-05-29-12:55:49 managing/automating ssh configurations with python Python 744 1
2013-05-29-12:35:59 Need help getting matplotlib graph to display over ssh connection Python 173 2
2013-05-29-12:35:03 Need help getting matplotlib graph to display over ssh connection Python 65 1
2013-05-29-12:33:08 Need help getting matplotlib graph to display over ssh connection Python 424 2
2013-05-29-03:20:56 Ladies, move to LA. Gentlemen, move to NYC. Here's a visualization of gender imbalances for singles in various metropolitan areas. dataisbeautiful 374 1
2013-05-29-02:05:24 Kids Coding Lesson Using Python Turtles: Today YOU be the computer... Python 445 1
2013-05-29-02:03:15 Kids Coding Lesson Using Python Turtles: Today YOU be the computer... Python 1133 1
2013-05-29-01:01:04 Curious about what config systems you guys use... Python 407 1
2013-05-29-00:18:43 Open Government Data Sets (US) datasets 430 2
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2013-05-28-17:22:42 Best way to include data (that will populate IndexedDB) with offline HTML5 app? html5 886 1
2013-05-28-16:49:16 Open Government Data Sets (US) datasets 397 2
2013-05-28-16:40:12 Sirens in midtown at 1.30 in the morning? Omaha 1017 2
2013-05-28-04:06:17 Curious about what config systems you guys use... Python 830 2
2013-05-28-01:29:32 PyPI Download Counts Removed Python 729 0
2013-05-28-00:48:56 PyPI Download Counts Removed Python 512 1
2013-05-27-21:19:59 PyPI Download Counts Removed Python 734 1
2013-05-25-22:42:22 Setuptools and Distribute are now unforked Python 119 3
2013-05-25-22:09:31 DBN libraries in R or Python? MachineLearning 123 1
2013-05-25-21:55:20 DBN libraries in R or Python? MachineLearning 229 1
2013-05-25-13:17:28 I want to learn to code and plot with Python. What are the differences between Python, iPython, and Pylab? Python 644 2
2013-05-24-21:25:17 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 74 1
2013-05-24-18:11:10 TIL tap water cost < bottled water cost water 1262 -2
2013-05-24-18:01:16 I wrote a tutorial about RPython: the subset of Python that you can compile to C, and what PyPy is written in. Python 147 2
2013-05-24-17:38:05 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 229 1
2013-05-24-17:34:17 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 282 1
2013-05-24-17:31:23 How to compare different water governance systems? water 173 1
2013-05-24-17:23:57 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 546 1
2013-05-24-17:17:59 charity: water - a non-profit organization bringing clean, safe drinking water to people in developing countries water 197 2
2013-05-24-17:17:25 charity: water - a non-profit organization bringing clean, safe drinking water to people in developing countries water 131 1
2013-05-24-17:04:37 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 440 1
2013-05-24-16:59:52 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 163 1
2013-05-24-16:48:10 Current proposal for handling sameThingAs-links in Schema.org semanticweb 269 1
2013-05-24-16:32:58 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 1038 3
2013-05-24-16:28:38 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 352 1
2013-05-24-16:23:59 Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design? Python 141 2
2013-05-24-15:20:05 I wrote a tutorial about RPython: the subset of Python that you can compile to C, and what PyPy is written in. Python 201 4
2013-05-24-14:37:07 I wrote a tutorial about RPython: the subset of Python that you can compile to C, and what PyPy is written in. Python 80 3
2013-05-24-14:34:01 I wrote a tutorial about RPython: the subset of Python that you can compile to C, and what PyPy is written in. Python 127 3
2013-05-24-14:28:46 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 212 1
2013-05-24-14:23:39 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 117 1
2013-05-24-14:21:53 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 127 1
2013-05-24-14:17:17 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 366 2
2013-05-24-14:14:52 It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up. MachineLearning 327 1
2013-05-23-21:08:10 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 87 1
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2013-05-23-13:13:21 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 239 0
2013-05-23-12:13:31 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 514 1
2013-05-23-12:08:15 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 402 2
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2013-05-23-11:52:55 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 596 4
2013-05-23-11:48:07 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 159 2
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2013-05-23-10:45:29 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 549 3
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2013-05-23-10:38:07 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 718 2
2013-05-23-10:25:58 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 3124 10
2013-05-23-08:45:35 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 618 2
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2013-05-23-07:59:45 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 161 1
2013-05-23-07:56:54 I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer? Python 6460 18
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2013-05-22-17:06:03 Making IPython notebook runnable as a script (am I misinterpreting the docs?) IPython 221 1
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2013-05-22-16:11:48 ipython_doctester - an @test decorator for doctesting classes and functions in IPython notebook IPython 244 1
2013-05-22-16:09:09 ipython_doctester - an @test decorator for doctesting classes and functions in IPython notebook IPython 385 1
2013-05-22-09:36:58 Making IPython notebook runnable as a script (am I misinterpreting the docs?) IPython 802 1
2013-05-22-09:21:50 Which pure mathematics class is most useful for a Computer Science student? compsci 1883 2
2013-05-22-08:17:55 Making IPython notebook runnable as a script (am I misinterpreting the docs?) IPython 1403 2
2013-05-22-05:54:18 Is RDBMSs and SQL still part of the standard curriculum in most comp.sci degrees? compsci 193 1
2013-05-22-05:44:58 Gmail adds support for embedding semantic data in your emails (microformat or JSON-LD) semanticweb 752 0
2013-05-20-14:51:17 Hi r/python, I was asked to do a python workshop at my job, one week 2 hour session, could you help me built the syllabus? I have no idea where to start or end. Python 790 2
2013-05-19-21:23:37 Do you use a debugger? Which one? Python 351 1
2013-05-16-14:46:43 Python website tuts that don't use Django Python 121 1
2013-05-16-06:31:00 Python website tuts that don't use Django Python 161 1
2013-05-16-00:52:03 Functional programming, iterators, generators, and using IPython_nose to run tests using Nose in IPython. IPython 267 0
2013-05-16-00:48:40 ipython/jsplugins - IPython Notebook Javascript extension for d3 renderings of NetworkX graphs as JSON IPython 228 1
2013-05-16-00:42:26 ipython/jsplugins - IPython Notebook Javascript extension for d3 renderings of NetworkX graphs as JSON IPython 554 1
2013-05-15-14:30:46 Restart Python functions while they are running after code change Python 537 0
2013-05-15-14:19:00 Python Wiki on a Stick Python 92 0
2013-05-15-14:13:06 Python Wiki on a Stick Python 332 4
2013-05-15-14:08:21 Python website tuts that don't use Django Python 113 1
2013-05-15-06:47:15 My biology teacher's website mapping the entire tree of life. I think it has a lot of potential science 436 1
2013-05-15-06:15:43 Question re: pandas. Any way to switch specific columns? Python 1369 3
2013-05-15-04:44:29 How is Python an "extensible language"? Python 125 2
2013-05-15-04:42:11 How is Python an "extensible language"? Python 135 1
2013-05-15-04:40:42 How is Python an "extensible language"? Python 211 5
2013-05-15-04:31:20 How is Python an "extensible language"? Python 696 14
2013-05-15-01:05:11 Linux Data Analysis Tool suggestions? datascience 7218 6
2013-05-14-23:28:00 Python website tuts that don't use Django Python 159 1
2013-05-14-23:23:39 Python website tuts that don't use Django Python 476 1
2013-05-14-20:59:04 Python website tuts that don't use Django Python 5773 19
2013-05-14-20:43:57 Python website tuts that don't use Django Python 131 1
2013-05-14-20:34:18 Python website tuts that don't use Django Python 147 3
2013-05-13-20:28:12 The love story of mysql_query and $_GET on Github. [xpost from /r/lolphp] programming 805 1
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2013-05-13-13:20:56 Is RDBMSs and SQL still part of the standard curriculum in most comp.sci degrees? compsci 2143 1
2013-05-13-12:43:48 Copying system packages into virtualenv site-packages Python 152 1
2013-05-13-12:41:22 Copying system packages into virtualenv site-packages Python 1341 1
2013-05-13-12:36:20 Is RDBMSs and SQL still part of the standard curriculum in most comp.sci degrees? compsci 622 1
2013-05-13-09:42:10 Kivy 1.7.0 released Python 185 3
2013-05-12-20:21:09 How relevant is computer science to careers outside software development, IT, etc? compsci 617 1
2013-05-12-19:33:02 How relevant is computer science to careers outside software development, IT, etc? compsci 318 1
2013-05-12-19:13:44 Possible undergraduate research project ideas ? compsci 205 1
2013-05-12-18:53:03 Is RDBMSs and SQL still part of the standard curriculum in most comp.sci degrees? compsci 121 1
2013-05-12-16:53:42 How relevant is computer science to careers outside software development, IT, etc? compsci 544 1
2013-05-12-16:46:04 How relevant is computer science to careers outside software development, IT, etc? compsci 390 1
2013-05-12-16:39:51 How relevant is computer science to careers outside software development, IT, etc? compsci 384 1
2013-05-12-16:33:35 1 Gig Internet Availability Omaha 131 2
2013-05-12-16:31:39 Need a solid data structure that can compute "recommended items" compsci 741 1
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2013-05-12-03:35:58 Need a solid data structure that can compute "recommended items" compsci 195 2
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2013-05-12-02:05:41 Is RDBMSs and SQL still part of the standard curriculum in most comp.sci degrees? compsci 2174 1
2013-05-11-18:18:54 Building/embedding a Logic Programming system in an app compsci 461 1
2013-05-11-16:39:38 [Convention] What are the advantages and disadvantages of using the underscore prefix notation to name 'private' instance variables and methods? Python 1272 3
2013-05-11-16:31:18 Building/embedding a Logic Programming system in an app compsci 277 -1
2013-05-11-06:05:12 Building/embedding a Logic Programming system in an app compsci 1899 3
2013-05-11-04:17:50 What sort of Maths should a future linguist have under her belt? linguistics 1455 0
2013-05-10-18:37:48 [Convention] What are the advantages and disadvantages of using the underscore prefix notation to name 'private' instance variables and methods? Python 1591 7
2013-05-10-18:15:48 Sentiment Analysis tools and/or word dictionaries? datasets 365 3
2013-05-10-17:34:32 lmf - Linked Media Framework - A step-by-step guide helping you to publish your data as Linked Data semanticweb 598 2
2013-05-10-17:30:46 lmf - Linked Media Framework - A step-by-step guide helping you to publish your data as Linked Data semanticweb 430 1
2013-05-10-17:30:40 lmf - Linked Media Framework - A step-by-step guide helping you to publish your data as Linked Data semanticweb 132 1
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2013-05-10-11:21:32 Petition: International Semantic Web Conference: ISWC calls to allow scientific research submission in Web friendly formats semanticweb 243 0
2013-05-10-11:02:48 W3C: JSON-LD 1.0 is a Last Call Working Draft semanticweb 448 1
2013-05-10-09:50:57 Help: Tips on starting up a coders club at the local library. Python 85 1
2013-05-10-08:20:40 Something I don't see often enough in Java - the (expr)? (evalIfTrue) : (evalIfFalse) pattern java 113 1
2013-05-09-12:58:47 Elasticsearch Plugins semanticweb 207 1
2013-05-09-12:41:08 Converting the Kennedys Ontology to schema.org with SPINMap semanticweb 430 1
2013-05-09-12:36:07 Converting the Kennedys Ontology to schema.org with SPINMap semanticweb 1983 1
2013-05-09-02:55:57 Why not model computer programs? It's just as fun and challenging as natural language modelling. =) MachineLearning 261 1
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2013-05-09-02:07:11 My HTML5/Canvas game involves lots of mouse dragging. How do I make this work for touch screen? html5 358 0
2013-05-09-01:26:50 Why not model computer programs? It's just as fun and challenging as natural language modelling. =) MachineLearning 3453 4
2013-05-09-00:44:49 What is Python not a good language for? Python 183 1
2013-05-09-00:35:04 The D2RQ Platform – Accessing Relational Databases as Virtual RDF Graphs semanticweb 464 2
2013-05-09-00:19:17 Converting the Kennedys Ontology to schema.org with SPINMap semanticweb 137 0
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2013-05-08-21:04:33 What is Python not a good language for? Python 171 0
2013-05-08-21:02:49 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 887 0
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2013-05-08-13:36:12 programmer-competency-checklist: competency-checklist.appspot.com/ programming 173 1
2013-05-08-12:10:13 OpenStack: Open source software for building private and public clouds Python 177 1
2013-05-08-11:00:25 W3C: New vCard in RDF Ontology draft semanticweb 231 1
2013-05-08-10:42:18 W3C: New vCard in RDF Ontology draft semanticweb 1642 1
2013-05-08-10:16:22 Graph database / bindings recommendations? Python 727 1
2013-05-08-09:49:55 Graph database / bindings recommendations? Python 255 2
2013-05-08-08:08:23 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 351 0
2013-05-08-07:57:59 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 53 0
2013-05-07-20:45:39 What is Python not a good language for? Python 100 -1
2013-05-07-20:45:29 What is Python not a good language for? Python 285 -2
2013-05-07-20:20:50 What is Python not a good language for? Python 164 1
2013-05-07-20:17:11 What is Python not a good language for? Python 472 -3
2013-05-07-20:09:05 What is Python not a good language for? Python 686 1
2013-05-07-19:58:39 What is Python not a good language for? Python 135 -2
2013-05-07-17:42:17 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 203 0
2013-05-07-14:53:49 ENH: /w/Wikipedia links to en.wikipedia.org/wiki/Wikipedia ideasfortheadmins 149 1
2013-05-07-14:11:32 Almost a Hundred Python Resources, Libraries and Tutorials Python 249 -1
2013-05-07-13:45:29 Almost a Hundred Python Resources, Libraries and Tutorials Python 105 -2
2013-05-07-13:44:22 What is Python not a good language for? Python 284 -1
2013-05-07-13:34:23 What is Python not a good language for? Python 121 -1
2013-05-07-13:11:46 Almost a Hundred Python Resources, Libraries and Tutorials Python 204 -2
2013-05-07-13:02:10 Petition: International Semantic Web Conference: ISWC calls to allow scientific research submission in Web friendly formats semanticweb 247 1
2013-05-07-12:49:11 Seeking advice for introducing iPython in high school setting. IPython 91 2
2013-05-07-12:40:06 Almost a Hundred Python Resources, Libraries and Tutorials Python 87 -8
2013-05-07-12:33:14 Fresnel - Display Vocabulary for RDF semanticweb 141 2
2013-05-07-10:52:49 Vega - a JSON visualization grammar for visualization designs in HTML5 canvas or SVG visualization 251 1
2013-05-07-10:49:28 Vega - a JSON visualization grammar for visualization designs in HTML5 canvas or SVG visualization 350 1
2013-05-07-10:39:23 Fresnel - Display Vocabulary for RDF semanticweb 151 1
2013-05-07-10:36:25 Fresnel - Display Vocabulary for RDF semanticweb 1361 2
2013-05-07-10:08:14 Best Framework/Libraries for a small, REST-Based application Python 167 1
2013-05-07-09:46:37 Petition: International Semantic Web Conference: ISWC calls to allow scientific research submission in Web friendly formats semanticweb 160 1
2013-05-07-09:44:22 Nanoporous graphene could outperform best commercial water desalination techniques water 105 1
2013-05-07-09:29:42 What is Python not a good language for? Python 981 -4
2013-05-07-08:38:49 What is Python not a good language for? Python 107 0
2013-05-07-08:34:29 What is Python not a good language for? Python 331 0
2013-05-07-08:17:37 What is Python not a good language for? Python 2427 -5
2013-05-07-07:58:11 What is Python not a good language for? Python 220 -2
2013-05-07-07:45:53 What is Python not a good language for? Python 699 0
2013-05-07-07:33:06 What is Python not a good language for? Python 80 2
2013-05-07-07:32:04 What is Python not a good language for? Python 103 1
2013-05-07-07:29:44 What is Python not a good language for? Python 271 1
2013-05-07-07:24:07 What is Python not a good language for? Python 115 0
2013-05-07-02:05:02 What is Python not a good language for? Python 119 -26
2013-05-07-01:49:38 What is Python not a good language for? Python 734 -17
2013-05-07-01:13:48 Getting inventions from labs to market is goal at UNO, Creighton Omaha 187 1
2013-05-07-01:13:26 Getting inventions from labs to market is goal at UNO, Creighton Omaha 217 1
2013-05-07-01:12:52 Getting inventions from labs to market is goal at UNO, Creighton Omaha 183 1
2013-05-06-23:31:37 What is Python not a good language for? Python 733 -6
2013-05-06-23:15:59 What is Python not a good language for? Python 757 -35
2013-05-06-23:12:03 What is Python not a good language for? Python 378 -15
2013-05-06-23:11:48 What is Python not a good language for? Python 437 -9
2013-05-06-20:21:54 Getting started with automated testing Python 48 1
2013-05-06-19:09:55 Seeking advice for introducing iPython in high school setting. IPython 105 1
2013-05-06-19:09:06 Help: Tips on starting up a coders club at the local library. Python 105 1
2013-05-06-18:15:21 Elasticsearch Plugins semanticweb 365 1
2013-05-06-18:02:15 Petition: International Semantic Web Conference: ISWC calls to allow scientific research submission in Web friendly formats semanticweb 2463 1
2013-05-06-11:20:02 Getting started with automated testing Python 137 2
2013-05-06-11:18:05 Getting started with automated testing Python 139 3
2013-05-06-11:02:47 Getting started with automated testing Python 18987 29
2013-05-06-08:54:15 Elasticsearch Plugins semanticweb 111 1
2013-05-06-08:50:41 Elasticsearch Plugins semanticweb 247 1
2013-05-06-08:47:04 Elasticsearch Plugins semanticweb 105 1
2013-05-06-08:42:00 Elasticsearch Plugins semanticweb 121 1
2013-05-06-08:40:32 Elasticsearch Plugins semanticweb 133 1
2013-05-06-08:37:10 Elasticsearch Plugins semanticweb 1623 1
2013-05-06-08:27:23 TIL scottish scientists created a pizza that has 30% of your daily recommended nutrients. You can eat it for breakfast, lunch, and dinner for a complete day's worth. todayilearned 127 1
2013-05-06-07:04:53 Getting started with automated testing IPython 235 2
2013-05-05-20:11:15 Getting inventions from labs to market is goal at UNO, Creighton Omaha 119 2
2013-05-05-20:09:33 Getting inventions from labs to market is goal at UNO, Creighton Omaha 179 1
2013-05-05-19:50:12 Hey Reddit, I made a life finances sheet in Excel. Check it out! personalfinance 37 1
2013-05-05-19:45:18 Help: Tips on starting up a coders club at the local library. Python 131 1
2013-05-05-19:11:56 Elasticsearch Plugins semanticweb 171 1
2013-05-05-19:00:18 python -m <module.script>: (pydoc, pyclbr, pdb, pstats, timeit, ...) Python 778 5
2013-05-05-18:53:39 python -m <module.script>: (pydoc, pyclbr, pdb, pstats, timeit, ...) Python 210 8
2013-05-05-18:22:18 Elasticsearch Plugins semanticweb 237 1
2013-05-05-17:41:15 pypi:rfc3987: regex parsing and validation of URIs (RFC 3986) and IRIs (RFC 3987) Python 159 0
2013-05-05-17:30:20 Help: Tips on starting up a coders club at the local library. Python 255 2
2013-05-05-17:24:07 Help: Tips on starting up a coders club at the local library. Python 372 2
2013-05-05-17:19:36 Help: Tips on starting up a coders club at the local library. Python 473 2
2013-05-05-17:16:15 Help: Tips on starting up a coders club at the local library. Python 137 2
2013-05-05-17:04:51 Help: Tips on starting up a coders club at the local library. Python 137 2
2013-05-05-16:28:42 UN proposes ban killer robots: they 'should not have the power of life and death over human beings' technology 212 1
2013-05-05-15:48:56 pypi:rfc3987: regex parsing and validation of URIs (RFC 3986) and IRIs (RFC 3987) Python 610 -1
2013-05-05-15:47:07 pypi:rfc3987: regex parsing and validation of URIs (RFC 3986) and IRIs (RFC 3987) Python 217 0
2013-05-05-15:15:19 UN proposes ban killer robots: they 'should not have the power of life and death over human beings' technology 536 1
2013-05-05-15:03:09 W3C Technical Note published: "Publishing and Linking on the Web" semanticweb 303 1
2013-05-05-14:58:41 Big-O Cheat Sheet programming 324 1
2013-05-05-07:26:56 W3C Technical Note published: "Publishing and Linking on the Web" semanticweb 149 1
2013-05-05-06:35:11 Seeking advice for introducing iPython in high school setting. IPython 85 1
2013-05-05-06:09:25 Debian 7.0 "Wheezy" released linux 492 0
2013-05-05-04:41:30 Help configuring jquery isotope to filter *and* sort simultaneously onclick jquery 554 1
2013-05-05-03:27:12 RDFa API Concept Diagram semanticweb 308 1
2013-05-05-03:24:16 RDFa API Concept Diagram semanticweb 459 1
2013-05-05-03:17:37 Best experience for YouTube viewing on TV? cordcutters 799 1
2013-05-05-03:10:23 Big-O Cheat Sheet programming 769 1
2013-05-05-02:59:25 As a computer science major, would it be more beneficial that I take multivariable calculus or linear algebra, and why? compsci 212 1
2013-05-05-02:35:24 Big-O Cheat Sheet programming 358 1
2013-05-05-02:24:39 Looking for database library Python 183 1
2013-05-05-02:02:26 Turbulenz Engine Goes Open Source html5 135 1
2013-05-05-01:33:14 As a computer science major, would it be more beneficial that I take multivariable calculus or linear algebra, and why? compsci 992 1
2013-05-04-17:25:45 Big-O Algorithm Complexity Cheat Sheet compsci 135 1
2013-05-04-17:11:36 Nanoporous graphene could outperform best commercial water desalination techniques water 113 1
2013-05-04-17:10:55 Nanoporous graphene could outperform best commercial water desalination techniques water 119 1
2013-05-04-17:09:55 Nanoporous graphene could outperform best commercial water desalination techniques water 143 1
2013-05-04-15:04:25 RDFa API Concept Diagram semanticweb 162 1
2013-05-04-14:51:15 Seeking advice for introducing iPython in high school setting. IPython 556 1
2013-05-04-14:48:06 Seeking advice for introducing iPython in high school setting. IPython 242 1
2013-05-04-14:38:39 Seeking advice for introducing iPython in high school setting. IPython 903 1
2013-05-04-13:48:44 Tools we used to write Two Scoops of Django Python 97 1
2013-05-04-13:48:19 Tools we used to write Two Scoops of Django Python 349 1
2013-05-04-03:53:18 OpenStack: Open source software for building private and public clouds Python 101 1
2013-05-04-01:44:10 Looking for recommendation for alternate libreadline bindings Python 223 1
2013-05-03-18:26:00 Graph database / bindings recommendations? Python 73 2
2013-05-03-18:24:59 Graph database / bindings recommendations? Python 408 1
2013-05-03-18:06:34 Seeking advice for introducing iPython in high school setting. IPython 36 1
2013-05-03-17:53:25 Seeking advice for introducing iPython in high school setting. IPython 218 1
2013-05-03-17:50:20 Seeking advice for introducing iPython in high school setting. IPython 275 1
2013-05-03-17:28:58 Seeking advice for introducing iPython in high school setting. IPython 296 1
2013-05-03-17:26:30 Seeking advice for introducing iPython in high school setting. IPython 413 1
2013-05-03-17:20:35 Seeking advice for introducing iPython in high school setting. IPython 6584 1
2013-05-03-09:12:21 NIMH rejects the DSM-5 psychology 143 1
2013-05-02-18:43:12 Keeping up-to date with IPython IPython 409 1
2013-05-02-18:40:05 Converting presentation slides to HTML blog post with images Python 129 1
2013-05-02-18:35:05 Anaconda and IPython learnpython 374 1
2013-05-02-01:06:09 Help? learnpython 325 2
2013-05-02-00:58:57 Extracting variables from a while loop for use in another script learnpython 407 1
2013-05-02-00:55:40 The benefits of Python "with" statement learnpython 295 1
2013-05-02-00:52:56 Anaconda and IPython learnpython 1214 1
2013-05-02-00:47:18 What is the point of using %? learnpython 494 2
2013-05-02-00:43:13 Deploying Desktop Apps and Keeping Them Updated learnpython 187 5
2013-05-01-14:54:05 When I read that CenturyLink is bringing gigabit internet to Omaha, I celebrated at work, one my co-workers asked, "What they hell do you need all that speed for?" Omaha 80 12
2013-05-01-14:40:03 wakari.io: ipython notebook server in a matter of minutes IPython 95 0
2013-05-01-14:38:39 isympy for symbolic math: imports SymPy and initializes some typical symbols in an ipython console IPython 426 1
2013-05-01-14:27:17 Question on making an IPython Notebook server persistent IPython 2271 2
2013-04-30-18:31:45 How do you get over feeling bummed over not being productive? Entrepreneur 143 6
2013-04-30-18:28:30 SciKit-Learn for all your machine learning needs IPython 173 1
2013-04-30-17:54:08 Looking for database library Python 1584 3
2013-04-30-09:09:24 How did my professor do this? IPython 435 1
2013-04-30-07:32:29 Looking for database library Python 834 3
2013-04-30-07:19:55 [Question] Is there a reason many languages are linked by naming 'Monday' with some form of lunar reference? linguistics 261 0
2013-04-30-07:03:19 Looking for a data set which has restaurant menus datasets 359 1
2013-04-29-15:34:14 is python a viable option for my project? Python 470 2
2013-04-29-02:25:09 Preview release of RDFaCE special edition for Schema.org semanticweb 113 1
2013-04-27-11:42:07 Algebraic Datatypes and Pattern Matching in Python Python 157 1
2013-04-25-18:03:22 Macros in Python: quasiquotes, string interpolation, LINQ and more! Python 179 1
2013-04-25-13:52:59 Using python to take csv data and format it into Word document Python 143 1
2013-04-24-16:31:05 Using python to take csv data and format it into Word document Python 458 1
2013-04-23-04:40:27 Scientific Computing Question. Matlab vs. Python (XPOST from /r/learnpython) Python 249 1
2013-04-23-02:23:41 What concepts would a Python dev benefit from in learning Java? Python 1460 1
2013-04-22-21:38:10 Scientific Computing Question. Matlab vs. Python (XPOST from /r/learnpython) Python 167 1
2013-04-22-21:36:49 Scientific Computing Question. Matlab vs. Python (XPOST from /r/learnpython) Python 524 -1
2013-04-19-23:59:38 Is python a good tool for data visualisation? Python 337 1
2013-04-19-23:37:16 Best Framework/Libraries for a small, REST-Based application Python 337 2
2013-04-19-23:31:25 Best Framework/Libraries for a small, REST-Based application Python 149 1
2013-04-19-23:29:40 Best Framework/Libraries for a small, REST-Based application Python 239 1
2013-04-19-23:23:31 RFC. Using "schema.org" dictionary as linked-data "lingua franco" semanticweb 2030 2
2013-04-19-21:38:48 Hi r/python! I've released a tool to execute commands in parallel across a multitude of hosts via ssh and group the output by similarity. We use it quite a bit, thought others may find it handy as well... feedback is very much welcomed! Python 1122 3
2013-04-19-03:10:58 If you could redesign the modern computer science/computer engineering University curriculum to fit into a condensed period of time, how would you do so? compsci 604 2
2013-04-18-19:07:28 11 Things I Wish I Knew About Django Development Before I Started My Company Python 325 1
2013-04-17-20:12:31 Discussion: Massively parallell CMS? Python 2838 2
2013-04-17-02:30:28 Discussion: Massively parallell CMS? Python 1066 1
2013-04-16-21:56:04 Please recommend some techniques for managing database schema migrations and other data tasks during development and roll-out Python 81 1
2013-04-16-21:44:58 Please recommend some techniques for managing database schema migrations and other data tasks during development and roll-out Python 307 1
2013-04-16-21:43:00 Please recommend some techniques for managing database schema migrations and other data tasks during development and roll-out Python 645 2
2013-04-15-06:02:31 Python for Iphone & Android apps Python 283 1
2013-04-15-05:44:46 The Ultimate Problem of RDF and the Semantic Web semanticweb 621 2
2013-04-15-05:17:12 The Ultimate Problem of RDF and the Semantic Web semanticweb 163 1
2013-04-15-05:12:47 The Ultimate Problem of RDF and the Semantic Web semanticweb 143 2
2013-04-15-05:09:25 The Ultimate Problem of RDF and the Semantic Web semanticweb 133 1
2013-04-13-23:48:12 The suggested way to install pip is with virtualenv, and the suggested way to install virtualenv is with...pip Python 278 2
2013-04-12-19:42:02 Best Framework/Libraries for a small, REST-Based application Python 329 1
2013-04-11-19:09:05 I'm a little sceptical about the implications of the logic of the module I am creating with this __init__.py file. Code review? Python 205 1
2013-04-11-17:42:20 W3C: Working Drafts of RDF 1.1 Semantics and TriG, N-Triples and N-Quads published as Notes semanticweb 287 2
2013-04-09-12:10:12 How are python apps deployed to production especially those that are developed in a virtualenv? What are the best practices? Python 188 2
2013-04-09-12:08:56 How are python apps deployed to production especially those that are developed in a virtualenv? What are the best practices? Python 84 1
2013-04-09-12:04:35 How are python apps deployed to production especially those that are developed in a virtualenv? What are the best practices? Python 209 2
2013-04-08-18:01:01 How are python apps deployed to production especially those that are developed in a virtualenv? What are the best practices? Python 3116 7
2013-04-08-01:35:24 Hey Gevent users: When is Gevent going to be Python 3 compatible? Python 127 1
2013-04-08-01:34:23 Hey Gevent users: When is Gevent going to be Python 3 compatible? Python 273 3
2013-04-07-13:36:36 Datasets for using ML algorithms MachineLearning 79 2
2013-04-07-13:30:06 Datasets for using ML algorithms MachineLearning 87 1
2013-04-07-13:28:58 Datasets for using ML algorithms MachineLearning 145 1
2013-04-06-20:08:47 Is python a good tool for data visualisation? Python 111 2
2013-04-06-16:54:45 Is Python the right language to create distributed computing? Python 238 0
2013-04-06-16:46:28 Is Python the right language to create distributed computing? Python 829 2
2013-04-05-11:16:30 Anybody have pep8 guidelines in a PDF file ? Python 115 3
2013-04-05-11:15:02 Anybody have pep8 guidelines in a PDF file ? Python 249 2
2013-04-01-11:06:41 What's a fun game that's moddable via Python? Python 133 1
2013-04-01-11:05:46 What's a fun game that's moddable via Python? Python 708 2
2013-03-29-18:52:18 Python-based health care exchange Python 129 1
2013-03-29-01:04:51 Seeking a great list of properly python flavored videos/tutorials for existing C/C++ programmers. Python 918 4
2013-03-27-21:03:56 Python-based health care exchange Python 953 2
2013-03-27-20:12:45 Python-based health care exchange Python 5183 8
2013-03-27-18:42:37 Python-based health care exchange Python 66 3
2013-03-21-21:45:01 Is python a good tool for data visualisation? Python 322 1
2013-03-21-21:43:19 Is python a good tool for data visualisation? Python 273 2
2013-03-21-21:40:51 Clean ggplot-style graphics for matplotlib using HUSL Python 239 1
2013-03-21-21:40:05 Is python a good tool for data visualisation? Python 417 1
2013-03-20-18:33:25 Is python a good tool for data visualisation? Python 1577 1
2013-03-20-09:34:57 Is python a good tool for data visualisation? Python 500 4
2013-03-20-09:33:03 Is python a good tool for data visualisation? Python 614 7
2013-03-19-01:56:48 Open ended question about iPython and its usage Python 324 3
2013-03-19-01:47:49 Open ended question about iPython and its usage Python 1520 2
2013-03-18-16:41:29 Python.org Redesign Preview Python 85 1
2013-03-18-16:30:22 RDF HDT (Header-Dictionary-Triples) is a binary format for publishing and exchanging RDF data at large scale. semanticweb 161 3
2013-03-18-16:29:15 RDF HDT (Header-Dictionary-Triples) is a binary format for publishing and exchanging RDF data at large scale. semanticweb 89 3
2013-03-18-13:23:17 Recommendations for Graph Algorithm books? compsci 972 2
2013-03-18-09:59:23 Clean ggplot-style graphics for matplotlib using HUSL Python 46 1
2013-03-18-09:54:04 [Question] Change CSS depending on screen size or device html5 145 1
2013-03-18-09:45:44 Python.org Redesign Preview Python 1237 1
2013-03-17-16:47:44 Python.org Redesign Preview Python 42 2
2013-03-17-16:45:30 Python.org Redesign Preview Python 173 1
2013-03-17-12:14:44 Python based OSS alternative to Google Reader Python 125 0
2013-03-15-20:50:15 Iraq War Cost U.S. More Than $2 Trillion, Could Grow to $6 Trillion, Says Watson Institute Study politics 161 1
2013-03-15-19:21:13 Setuptools-Distribute merge announcement Python 315 1
2013-03-15-18:52:21 Beginning Python User Looking for some help Python 221 1
2013-03-15-18:50:26 Beginning Python User Looking for some help Python 100 1
2013-03-15-03:37:20 Beginning Python User Looking for some help Python 664 1
2013-03-13-20:37:57 Can I get some "real-world" examples of 'scaling' as its commonly mentioned during framework discussion. Python 774 3
2013-03-13-16:33:58 Can I get some "real-world" examples of 'scaling' as its commonly mentioned during framework discussion. Python 99 2
2013-03-13-16:31:48 Can I get some "real-world" examples of 'scaling' as its commonly mentioned during framework discussion. Python 257 7
2013-03-13-16:26:01 Heavy drinkers can quickly convert alcohol to acetate, which can be harnessed for more brain energy. science 318 2
2013-03-13-16:13:29 Looking for Resources Python 265 3
2013-03-12-20:17:23 A powerful unused feature of Python: function annotations. Python 157 1
2013-03-12-20:07:43 A powerful unused feature of Python: function annotations. Python 405 3
2013-03-10-16:41:25 Escaping a Python sandbox Python 557 1
2013-03-10-15:30:15 Escaping a Python sandbox Python 738 3
2013-03-08-17:15:49 Solving Nonlinear Systems of Equations compsci 586 2
2013-03-08-17:09:23 Recommendations for Graph Algorithm books? compsci 584 5
2013-03-07-14:27:06 What is the pythonic way to solve particular variables in tabular data? Python 215 2
2013-03-05-20:07:32 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 425 1
2013-03-05-19:54:15 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 252 1
2013-03-05-20:43:55 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 89 1
2013-03-05-19:38:05 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 552 1
2013-03-05-19:29:58 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 142 1
2013-03-05-19:24:13 What's the one code snippet/python trick/etc did you wish you knew when you learned python? Python 547 1
2013-02-27-10:00:50 In measuring a developer's comprehension of a language, what milestones would you consider? Python 1050 2
2013-02-26-12:28:08 Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions? semanticweb 266 2
2013-02-26-00:43:56 How do you test python generated web pages? Python 1744 1
2013-02-26-00:09:34 How do you test python generated web pages? Python 149 3
2013-02-23-23:00:21 importd: the fastest way to django Python 1016 1
2013-02-23-05:47:25 Making a simple CMS in Python. Python 1235 1
2013-02-21-17:00:38 Why I don't feel so bad (Brian Curtin about Python docs) Python 3527 2
2013-02-20-22:08:10 Why I don't feel so bad (Brian Curtin about Python docs) Python 577 2
2013-02-20-21:49:15 Why I don't feel so bad (Brian Curtin about Python docs) Python 666 2
2013-02-20-21:37:24 Looking for a small and simple OWL ontology semanticweb 155 2
2013-02-20-05:00:36 The Python documentation is bad, and you should feel bad. Python 2174 1
2013-02-19-04:17:47 The Python documentation is bad, and you should feel bad. Python 2711 4
2013-02-18-22:01:26 U.S. Senator Joe Manchin III, 14 February 2013, Begin at 1:50:50: "Glass-Steagall was put in place in 1933 to prevent exactly what happened to us. It was in place...for approximately 66 years until it was repealed. Up until the seventies, worked pretty well...Why wouldn't we have those protections?" politics 131 1
2013-02-18-20:27:25 How to make an image from a 2x2 array of numbers, preferably some sort of heatmap or histogram? Python 259 1
2013-02-18-19:24:43 A gallery of interesting IPython Notebooks Python 37 2
2013-02-18-20:00:22 Open question: I'm an undergrad math student with an interest in CS. What are some topics I should look into? compsci 37 1
2013-02-18-19:59:12 Open question: I'm an undergrad math student with an interest in CS. What are some topics I should look into? compsci 801 2
2013-02-18-02:05:09 A function decorator that automatically creates instance variables from function arguments Python 519 2
2013-02-18-01:46:20 What do "business guys" need from their "idea guys"? Entrepreneur 1092 2
2013-02-07-10:44:18 A big boost to Python data processing from DARPA Python 545 1
2013-02-04-19:10:43 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 217 0
2013-02-04-19:09:03 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 735 1
2013-02-04-18:15:14 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 267 0
2013-02-04-05:01:00 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 203 2
2013-02-04-04:27:53 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 1609 2
2013-02-04-03:11:15 Weekend Project: Authorize SSH public keys from trusted online identities (GitHub, Launchpad) Python 38 1
2013-02-04-03:10:05 Python Wiki Attack Python 324 1
2013-02-04-03:55:15 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 105 1
2013-02-04-03:51:37 Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip Python 187 1
2013-01-28-11:14:50 Fire exploding from manholes downtown due to sewer fire Omaha 52 2
2013-01-27-16:21:06 Improving your Excel skills can definitely help in creating/managing your own personal budgets. I teach the University of Reddit course on Excel and hoped you might find the lessons/tutorials to be useful! personalfinance 591 1
2013-01-27-00:26:59 I was told by a friend that learning Python for him would have been a worthless endeavor. How many employers want Python programmers? Is Python better as a stepping stone to more complicated languages? Python 2009 6
2013-01-26-23:57:12 Grow as a Python Developer by reading other peoples code Python 169 1
2013-01-26-23:52:37 Grow as a Python Developer by reading other peoples code Python 808 2
2013-01-25-15:50:07 IPython Notebook workshop report: one of the biggest barriers to adoption of IPython Notebook is installation issues Python 3019 3
2013-01-23-17:04:35 Improving your Excel skills can definitely help in creating/managing your own personal budgets. I teach the University of Reddit course on Excel and hoped you might find the lessons/tutorials to be useful! personalfinance 1096 2
2013-01-23-16:21:17 Library of Congress report: Bibliographic Framework as a Web of Data [PDF] semanticweb 451 1
2013-01-23-15:15:03 Example of extracting RDFa from Worldcat semanticweb 260 1
2013-01-23-14:58:29 Why do Americans assume they're more 'free' than every other first world country? AskReddit 592 1
2013-01-23-14:49:45 Why do Americans assume they're more 'free' than every other first world country? AskReddit 331 1
2013-01-23-10:56:12 Instructions for working with multiple versions of Python as well as multiple environments. Python 68 1
2013-01-22-18:09:48 Instructions for working with multiple versions of Python as well as multiple environments. Python 83 0
2013-01-22-18:04:27 Instructions for working with multiple versions of Python as well as multiple environments. Python 275 0
2013-01-22-16:59:25 Instructions for working with multiple versions of Python as well as multiple environments. Python 173 1
2013-01-22-14:03:20 Instructions for working with multiple versions of Python as well as multiple environments. Python 1202 11
2012-12-03-16:45:37 "Packaging" your custom written scripts Python 506 1
2012-12-03-16:35:15 Is Python The New Basic For Kids? Python 85 1
2012-12-03-15:21:15 Why is installing Python on Windows so challenging compared to Linux? Python 565 1
2012-11-24-10:47:00 Best way to analyze and visualize a set of time series visualization 125 1
2012-11-24-10:46:11 Best way to analyze and visualize a set of time series visualization 143 3
2012-11-06-09:44:29 FYI the hash randomization solution in python is broken Python 173 -16
2012-11-06-03:43:56 Help a .NET developer understand: Why Python? Use cases? Python 355 2
2012-11-06-03:34:31 Help a .NET developer understand: Why Python? Use cases? Python 512 2
2012-11-06-03:15:57 Help a .NET developer understand: Why Python? Use cases? Python 243 1
2012-11-05-20:29:24 Help a .NET developer understand: Why Python? Use cases? Python 1069 6
2012-11-02-22:33:38 Does more "pythonicly" written code run faster? Python 1100 4
2012-10-30-07:33:58 How do I match records which have a certain entry IN their rdfs:label attribute? semanticweb 2487 2
2012-10-30-07:23:14 How do I consistently query dbpedia for programming languages by name? semanticweb 325 1
2012-10-30-05:22:03 How could learning Python help me excel at my workplace? Python 105 1
2012-10-30-05:17:49 Linked Data Platform 1.0 Draft Published semanticweb 1086 2
2012-10-30-05:08:08 Linked Data Platform 1.0 Draft Published semanticweb 127 2
2012-10-26-20:09:50 How could learning Python help me excel at my workplace? Python 428 2
2012-10-26-20:01:02 How could learning Python help me excel at my workplace? Python 306 1
2012-10-26-19:12:39 How do I consistently query dbpedia for programming languages by name? semanticweb 318 2
2012-10-26-18:47:27 How do I consistently query dbpedia for programming languages by name? semanticweb 2260 3
2012-10-21-04:03:54 Wheel PEPs submitted for acceptance on python-dev; discuss. Help usher in a new era of binary packaging, install lxml in 0.7 seconds. Python 121 1
2012-10-21-02:36:11 Wheel PEPs submitted for acceptance on python-dev; discuss. Help usher in a new era of binary packaging, install lxml in 0.7 seconds. Python 436 1
2012-10-21-00:31:15 Wheel PEPs submitted for acceptance on python-dev; discuss. Help usher in a new era of binary packaging, install lxml in 0.7 seconds. Python 610 1
2012-10-21-00:27:43 Wheel PEPs submitted for acceptance on python-dev; discuss. Help usher in a new era of binary packaging, install lxml in 0.7 seconds. Python 187 1
2012-10-20-16:33:52 Wheel PEPs submitted for acceptance on python-dev; discuss. Help usher in a new era of binary packaging, install lxml in 0.7 seconds. Python 129 1
2012-10-20-16:23:16 How could learning Python help me excel at my workplace? Python 1172 2
2012-10-19-06:41:11 Compiling Python Code Python 85 1
2012-10-17-20:09:03 Condent: I got tired enough of manually indenting my containers and frustrated enough at not getting other stuff to work just right Python 2145 1
2012-10-17-16:10:13 Condent: I got tired enough of manually indenting my containers and frustrated enough at not getting other stuff to work just right Python 1071 1
2012-10-17-02:28:14 How would I query dbpedia for a list of programming languages? semanticweb 915 2
2012-10-16-17:28:29 How would I query dbpedia for a list of programming languages? semanticweb 640 1
2012-08-13-21:37:28 Is it possible to create an completely offline Android/iOS app with a local DB using HTML5 and PhoneGap? html5 191 2
2012-08-07-03:37:44 How do you store confidence scores and historical data in RDF? semanticweb 409 3
2012-07-01-23:42:10 What's a good method of creating C++ structs/structures in Python? Python 478 1
2012-04-24-08:57:16 are the same thing a web application and a CMS ? Python 415 1
2012-04-24-08:03:01 are the same thing a web application and a CMS ? Python 2130 3

How to export sqlite3 .db files to excel?

2015-01-24-00:30:35 #Python ^

The complete Anaconda distribution includes these packages. Minimally, this should do it:

conda create -n envname python pip sqlalchemy ipython-notebook cython numexpr pandas xlrd xlswriter # matplotlib

jeffknupp/sandman - ENH: Linked Data Platform API (RDF (Turtle), JSON-LD)

2015-01-15-18:20:29 #semanticweb ^

Sandman generates a REST API and configurable class-based admin CRUD scaffolding by introspecting SQL databases with SQLAlchemy.

How difficult would it be to add RDF serialization for read-only functionality similar to d2rq / LDP? http://d2rq.org/

Visualizing World Development Indicators with Python

2015-01-10-18:23:43 #Python ^

Cool. I had also written code to parse headers from the WDI datasets before I realized that Pandas includes an API for this: http://pandas.pydata.org/pandas-docs/dev/remote_data.html#remote-data-wb

I believe some of this data is also available through the Quandl API, for which there is a Python implementation which also reads data into Pandas DataFrames: http://pythonhosted.org//Quandl/

Pyramid vs. Django + DRF

2015-01-02-21:37:30 #Python ^

Using Python for Statistics and Machine Learning on databases

2015-01-02-21:28:55 #Python ^

What operations work on SQL databases?

Most tabular operations, but not all. SQLAlchemy translation is a high priority. Failures include array operations like slicing and dot products don’t make sense in SQL. Additionally some operations like datetime access are not yet well supported through SQLAlchemy. Finally some databases, like SQLite, have limited support for common mathematical functions like sin.

... /r/pystats (sidebar)

Pyramid vs. Django + DRF

2015-01-02-21:10:13 #Python ^

If you're set on an ORM, SQLAlchemy is great.

Django-nonrel is not yet updated to 1.7: https://github.com/django-nonrel/django/issues/15

Industrial Engineers already have base knowledge for data science?

2014-12-30-21:09:08 #datascience ^

I am curious to hear from actual data scientists and also industrial engineers on what they think about my thoughts about industrial engineering as a basis to enter the data science field?

Data Science is domain independent?

https://en.wikipedia.org/wiki/Blind_experiment#Triple-blind_trials

http://www.datascienceassn.org/content/fourth-bubble-data-science-venn-diagram-social-sciences

As far as holism, there should be domain-independent terms in https://en.wikipedia.org/wiki/Glossary_of_systems_theory

http://today.slac.stanford.edu/images/2009/colloquium-web-collide.jpg

... https://en.wikipedia.org/wiki/Cybernetics just has a ring to it.

Should I always use virtualenv?

2014-12-30-00:23:17 #Python ^

With this command, the pip in bin/pip installs into a conda env, just like virtualenv:

conda create --mkdir --prefix "$WORKON_HOME/envname" --yes python readline pip

Instead of python, python3 should also work.

How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP?

2014-12-28-02:02:48 #semanticweb ^

Python 3:

How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP?

2014-12-27-20:39:36 #semanticweb ^

from https://wrdrd.github.io/docs/consulting/knowledge-engineering.html :

HTTP

https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol

HTTP in RDF

http://www.w3.org/TR/HTTP-in-RDF10/

HTTP/2

https://en.wikipedia.org/wiki/HTTP/2

RDF

https://en.wikipedia.org/wiki/Resource_Description_Framework

RDFa

https://en.wikipedia.org/wiki/RDFa

JSON-LD

https://en.wikipedia.org/wiki/JSON-LD

SPARQL

https://en.wikipedia.org/wiki/SPARQL

Challenges:

  • SPARQL query requests and responses are over HTTP; however, it's best -- and often required -- to build SPARQL queries with a server application, on behalf of clients.
  • SPARQL default LIMIT clauses and paging windows could allow for more efficient caching
  • See: LDP for more of a resource-based RESTful API that can be implemented on top of the graph pattery queries supported by SPARQL.

LDP

http://www.w3.org/TR/ldp/

Features:

  • HTTP REST API for Linked Data Platform Containers (LDPC) containing Linked Data Plaform Resources (LDPR)
  • Server-side Paging

IPython repr Method Examples

2014-12-25-23:46:05 * 2014-12-26-00:03:54 #IPython ^

Additional ideas for IPython _repr_<type>_ methods:

IPython repr Method Examples

2014-12-25-23:42:47 * 2014-12-25-23:53:53 #IPython ^

So, from (https://github.com/ipython/ipython/blob/master/IPython/utils/capture.py and https://github.com/ipython/ipython/blob/master/IPython/utils/tests/test_capture.py#L27) and (https://github.com/ipython/ipython/blob/master/IPython/core/display.py and https://github.com/ipython/ipython/blob/master/IPython/core/tests/test_display.py) :

_mime_map = dict(
    _repr_png_="image/png",
    _repr_jpeg_="image/jpeg",
    _repr_svg_="image/svg+xml",
    _repr_html_="text/html",
    _repr_json_="application/json",
    _repr_javascript_="application/javascript",
)

# _repr_latex_ = "text/latex"
# _repr_retina_ = "image/png"

webargs: A friendly library for parsing HTTP request arguments, with support for Flask, Django, Bottle, Tornado, and Pyramid

2014-12-24-10:35:18 #Python ^

https://webargs.readthedocs.org/en/latest/#webargs.core.Parser.parse

https://webargs.readthedocs.org/en/latest/_modules/webargs/core.html#Parser.parse

https://github.com/sloria/webargs/blob/dev/webargs/core.py#L272

DEFAULT_TARGETS = ('querystring', 'form', 'json',)

#: Maps target => method name
__target_map__ = {
    'json': 'parse_json',
    'querystring': 'parse_querystring',
    'query': 'parse_querystring',
    'form': 'parse_form',
    'headers': 'parse_headers',
    'cookies': 'parse_cookies',
    'files': 'parse_files',
}

I like that these are explicit and configurable, but I would default to just ('form',) (POST). ... logging could be helpful, if verbose.

Systematic data modeling techniques?

2014-12-22-07:21:35 #semanticweb ^

"Linked Data Patterns: A pattern catalogue for modelling, publishing, and consuming Linked Data" http://patterns.dataincubator.org/book/

Open-world assumption

2014-12-21-02:54:05 #semanticweb ^

So you couldnt say tht unicorns dont exist. You can only say that you habe no proof for Them.

https://en.wikipedia.org/wiki/Epistemology#A_priori_and_a_posteriori_knowledge

https://en.wikipedia.org/wiki/Epistemology#The_Gettier_problem

Guido van Rossum: The Theory of Type Hinting for Python 3.5

2014-12-21-02:51:53 * 2014-12-20-19:05:34 #Python ^

So, would these always be true?

  • isinstance(object(), Any)
  • isinstance(3, Any)
  • isinstance('str', Any)

[EDIT] Whereas currently one would need to do the following for explicit runtime-type-checking:

  • isinstance(object(), (object, str, int, float, bool, ...))
  • isinstance(3, (object, str, int, float, bool, ...))
  • isinstance('str', (object, str, unicode, basestring, int, float, bool, ...))

But the preferred duck-typing approach would be something like:

  • hasattr([], '__iter__')

Discussion: Can the Semantic Web be User Friendly?

2014-12-20-03:41:51 #semanticweb ^

~ "This frame language is too rigid to contain my boundless aspirations"

There's nothing stopping one from creating a local schema/ontology (e.g. with UUID URNs (like Freebase)) and linking it later (thus adding complexity to a query meant to identify similarities and differences between local representations).

  • Is there a better model than the TBox (classes) ABox (instances) distinction?

TBox statements describe a conceptualization, a set of concepts and properties for these concepts. ABox are TBox-compliant statements about individuals belonging to those concepts. For instance, a specific tree is an individual for the concept of "Tree", while it can be stated that trees as a concept are material beings that have to be positioned on some location it is possible to state the specific location that a tree takes at some specific time.

Together ABox and TBox statements make up a knowledge base. A TBox is a set of definitions and specializations.

Could a TBox be general enough to allow for flexible modeling in an ABox?

  • It could, but then we would need to specify axiomatic semantics somewhere (for inference (e.g. OWL2 profiles))

... https://wrdrd.github.io/docs/consulting/knowledge-engineering.html

Discussion: Can the Semantic Web be User Friendly?

2014-12-20-03:32:15 #semanticweb ^

I think hashtags is an example of user friendly SW.

I agree. And Linked Data ... http://5stardata.info/

Discussion: Can the Semantic Web be User Friendly?

2014-12-20-03:26:26 #semanticweb ^

Limitations of spreadsheets as an initial model for data conceptualization:

Why don't we all create our own ontologies, and then link them? (e.g. with SKOS and XKOS)

What sorts of usability enhancements would make it easy to reference existing terminology?

  • Autocomplete
  • Suggest-a-property (see: Wikipedia Infoboxes and Wikidata / DBPedia)
  • Conceptual resolution

There are lots of tools with this sort of flexibility, though, indeed, none have reached critical popularity.

Only one instance of vim in i3-wm

2014-12-11-08:46:47 #vim ^

You are correct.

I should have said, "if EDITOR is set to vim --servername VIM --remote-tab-silent [...]" (which is not what was suggested). ... IDK if expand_aliases has anything to with this.

execute collectstatic each time a script runs?

2014-12-11-08:22:02 * 2014-12-11-00:38:34 #django ^

https://stackoverflow.com/questions/7514964/django-how-to-create-a-file-and-save-it-to-a-models-filefield

It's worth mentioning that it's usually better to generate reports with a task function in a (rate-limited) queue in order to avoid resource exhaustion. JS can then poll for task status and redirect or refresh when then task is complete.

[EDIT] https://github.com/johnsensible/django-sendfile can make this much faster

If the file changes, the file path/querystring can/should also change to avoid caching issues.

Only one instance of vim in i3-wm

2014-12-11-08:03:45 #vim ^

If EDITOR is set to vim, this can cause problems with things like git commit that expect the editor to block until closed. (--remote-wait does this, but if there are other windows open, vim -f works)

... https://github.com/westurner/dotfiles/blob/master/etc/bash/20-bashrc.editor.sh

Only one instance of vim in i3-wm

2014-12-11-07:58:47 #vim ^

You can also configure a shortcut to the first local vim window:

set $editor_selector [class="Gvim"]
#  <alt> v      -- focus nearest: editor
bindsym $mod+v $editor_selector focus

And create a vim scratchpad window:

set $scratchpad_editor_selector [title="SCRATCHPAD"]
set $scratchpad_start_editor gvim --servername SCRATCHPAD --remote ~/TODO
#  <XF86Favorites>          -- show the $scratchpad_editor_selector
bindsym XF86Favorites $scratchpad_editor_selector scratchpad show
#  # on (re)load, move $scratchpad_editor_selector windows to scratchpad
for_window $scratchpad_editor_selector move to scratchpad
#  <alt><shift> s           -- start scratchpad editor
bindsym $mod+Shift+s        exec $scratchpad_start_editor
#  <alt> <XF86Favorites>    -- start scratchpad editor
bindsym $mod+XF86Favorites exec $scratchpad_start_editor

... https://github.com/westurner/dotfiles/blob/master/etc/.i3/config

Semantic Web tools usable from, or with, Python #linkeddata

2014-12-11-05:33:19 #Python ^

Marmotta is written in Java.

A Marmotta client library written in Python would be great.

Any Python program can access a Linked Data server over SPARQL (HTTP); though it is far more safe to use a query-writing library that manages parametrization (and sane LIMIT clauses) than to build SPARQL query strings with naïve string concatenation.

10 Myths of Enterprise Python

2014-12-11-01:46:52 #Python ^

Tooling, strong conventions, and code review are what make big projects a manageable reality.

Thanks!

My current approach to ending requests for free tech support is working - feel free to give it a try.

2014-12-09-08:07:55 #sysadmin ^

Sysadmins are basically just engines that convert ethanol into computer knowledge.

Value added.

Is there a file in /proc/pid_of_process with a value that shows how much RAM a process is consuming?

2014-12-08-01:50:02 * 2014-12-07-18:09:02 #linuxadmin ^

Does something like this work?

https://pythonhosted.org/psutil/#psutil.process_iter

https://pythonhosted.org/psutil/#psutil.net_connections

pids = [x.pid for x in psutil.net_connections() if x.raddr[-1] in [80, 443]]
pids_dict = dict.fromkeys(pids)
processes = [x for x in psutil.process_iter() if x.pid in pids_dict]
for p in processes:
    print(p.memory_info())

[EDIT] Here's this, which requires privs (on OSX): https://gist.github.com/westurner/91cbdcadaf0a51d1c3ba

Suggestions for Middle School Presentation

2014-12-06-01:39:08 #Python ^

Gource VCS visualizations are pretty impressive background material:

IPython notebooks and/or Spyder are probably a good intro:

... "this is something you can do at home"

Wanted to share a "Home Notification Centre" I built recently.

2014-12-05-21:37:26 #Python ^

Cool script!

I usually wrap code to be executed in a def main(*args) method, and then add:

if __name__ == "__main__":
    main()
    # import sys
    # sys.exit(main())  # UNIX programs return '0' if there is not an error

This has (at least) two benefits:

  1. If someone does import pywapitest, the script does not execute
  2. It makes testing (e.g. with unittest.TestCase) possible

Wanted to share a "Home Notification Centre" I built recently.

2014-12-05-21:35:10 #Python ^

+1. Catching exceptions and HTTP status codes with requests is far simpler: http://requests.readthedocs.org/en/latest/user/quickstart/#response-status-codes

What headings and files would you add to a reproducible IPython notebook project template (e.g. with cookiecutter)?

2014-12-05-21:26:52 #IPython ^

cc'd from ipython-dev "A Reproducible IPython project template (was: Create New Notebook from Command-line)"

  1. This could be a useful commandline option.

  2. You could accomplish the same with a https://github.com/audreyr/cookiecutter jinja2 project template.

Really, a reproducible project template could have:

  • A requirements.txt for pip (or peep)

Building a GUI-App with Python in school

2014-12-04-23:59:42 #Python ^

Common Excel tasks shown in pandas

2014-12-01-17:17:44 #Python ^

This is abbreviated from https://github.com/westurner/pypfi/blob/da0e7267/pypfi/pypfi.py :

import numpy as np
import pandas as pd
colname = 'date'
n_rows = 100
start_date = '2014-01-01'

df = pd.DataFrame({
    'date': pd.date_range(start=start_date, periods=n_rows ),
    'amount': np.random.randint(0, 100, size=n_rows)})

df['year']      = df[colname].apply(lambda x: x.year)
df['yearmonth'] = df[colname].apply(lambda x: "%d-%02d" % (x.year, x.month))
df['month']     = df[colname].apply(lambda x: x.month)
df['weekday']   = df[colname].apply(lambda x: x.weekday())
df['hour']      = df[colname].apply(lambda x: x.hour)

by_year      = df.groupby(df['year'], as_index=True)['amount'].sum()
by_yearmonth = df.groupby(df['yearmonth'], as_index=True)['amount'].sum()
by_year_mon  = df.groupby((df['year', 'month']))
by_month     = df.groupby(df['month'], as_index=True)['amount'].sum()
by_weekday   = df.groupby(df['weekday_abbr'], as_index=True)['amount'].sum()
by_hour      = df.groupby(df['hour'], as_index=True)['amount'].sum()

df_yearmonth = pd.pivot_table(df,
                              index=['date', 'index'],
                              columns=['year','month'],
                              values='amount',
                              aggfunc=np.sum,
                              margins=True)

output['pivot_by_yearmonth'] = df_yearmonth

Something similar could be useful in the pandas docs, which are here: https://github.com/pydata/pandas/tree/master/doc

How to work with CSV like a two-dimensional array?

2014-11-28-16:35:39 #Python ^

Does savetxt escape quotes?

"One, " two", three

Do python web-apps depending on ORM really scale well?

2014-11-28-09:26:18 #Python ^

Re: ORMs, performance, and expertise

What is the likelihood that you and your team are going to optimize object (de)serialization and instantiation better than SQLAlchemy? What do you want to need to write tests for?

If you don't need transactions, why even use a SQL database?

If there is a full time DBA who can write faster raw queries with engine.execute (or DB-API) (and read them into testable objects), who knows better than to concatenate strings into queries without parameterization (in order to prevent SQLi by default), who contributes to or maintains a database driver and understands the idiosyncrasies of other database drivers well-enough to implement workarounds when that's the best option, then hire that DBA to normalize the tables into performance land and cross your fingers that they want to train additional team members, for the future.

If performance profiling indicates that optimization is necessary (with a near-production architecture), then A/B and subtract.

Are you replacing virtualenv with docker, or are you using them in conjonction?

2014-11-28-06:12:34 #Python ^

Hynek Schlawack wrote an article that discusses this:

https://hynek.me/articles/virtualenv-lives/

Thanks!

Tips for coding for long periods of time?

2014-11-25-23:39:58 #Python ^

The one-sized Gunnar gaming glasses from bb definitely take the edge off.

Tips for coding for long periods of time?

2014-11-25-01:15:53 #Python ^
  • Gunnar Optiks computer glasses. They have them at best buy.
  • JustGetFlux.com
  • breaks for your eyes. The 20/20/20 rule: every 20 minutes, take at least 20 seconds to focus on something at least 20 feet away (to allow the eyes' accommodation to adjust)
  • lat pulls and rows (pushups) for the neck

Indoor Positioning SDK for Android announced by CSR

2014-11-23-18:29:13 #androiddev ^

I don't have another answer for that question

RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index?

2014-11-22-12:13:50 #semanticweb ^

Copied from OT to a comment here so I can read this in my commentstream

https://www.reddit.com/r/semanticweb/wiki/index

With ReStructuredText::

```restructuredtext
========
Title
========

.. index:: DBPedia
.. _dbpedia:

`<Subject <#dbpedia>`__
============================
| Wikipedia: `<https://en.wikipedia.org/wiki/Dbpedia>`__
| Homepage: http://dbpedia.org
| Docs: http://dbpedia.org/About
| Docs: http://wiki.dbpedia.org/Downloads2014
| SPARQL: http://dbpedia.org/sparql

DBPedia is an extract of RDF facts from Wikipedia. (description)

```

From https://www.reddit.com/r/semanticweb/comments/2n1bea/is_there_an_awesomesemanticweb_or_an/cm9ffxx :

> Thing > CreativeWork > http://schema.org/SoftwareApplication
>
> Thing > CreativeWork > Article > http://schema.org/ScholarlyArticle
>
> Thing > CreativeWork > http://schema.org/Code
>
> Thing > CreativeWork > http://schema.org/Dataset

Thing > CreativeWork > http://schema.org/SoftwareApplication

Thing > CreativeWork > Article > http://schema.org/ScholarlyArticle

Thing > CreativeWork > http://schema.org/Code

Thing > CreativeWork > http://schema.org/Dataset

RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index?

2014-11-22-12:08:37 * 2014-11-22-05:18:36 #semanticweb ^

With Sphinx, a block of http://www.w3.org/TR/turtle/ syntax would need to be parsed at a different time in the build chain.

Are there roles or directives for sphinx or markdown which support

  • [ ] describing resources (with blocks of turtle or a syntax extension?)

::

DBPedia
=========
Conjectured RDF in ReStructuredText and a request for
a comparable solution in Markdown.

:author: @westurner

:ref:`DBPedia ref <dbpedia>` is one way to go
:triplerole:`DBPedia triplerole <#dbpedia>` is another. Also, JSON-LD.
.. tripledirective::
   :sourcefile:
   :destfile:
   :show_formats:

   @prefix : <> . # TODO
   @prefix dbp: <http://dbpedia.org/resource/> .
   @prefix dbpedia-owl: <http://dbpedia.org/ontology/> .
   @prefix foaf: <http://xmlns.com/foaf/0.1/> .
   @prefix label: <http://purl.org/net/vocab/2004/03/label#> .
   @prefix owl: <http://www.w3.org/2002/07/owl#> .
   @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
   @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
   @prefix schema: <http://schema.org/> .
   @prefix td: <http://example.org/ns/todo#> .

   <http://dbpedia.org/resource/DBpedia>
        a owl:Thing ;
        a schema:CreativeWork ;
        a dbpedia-owl:Software ;
        .
   # http://dbpedia.org/page/DBpedia
   # http://wiki.dbpedia.org/Datasets
   # schema:WebPage
   # http://schema.org/docs/full.html

Python in Notepad++

2014-11-16-07:12:37 * 2014-11-15-23:18:50 #Python ^

Job hunting - Programming req'd?

2014-11-09-07:36:08 * 2014-11-08-23:40:47 #linguistics ^

linguistics [...] Jobs that ask for python and/or database software experience and Linux familiarity. Would it be enough to have a very basic knowledge and maybe be able to do very simple scripts in python?

It's difficult to believe that any degree program does not include any programming.

Python

Install a Python distribution. I like Anaconda.

Databases

Linguistics

Linux

Download a LiveCD and boot it in VirtualBox. Launch a terminal (bash). Run python. Run man python. Run python -m site.

What is this called? cummean?

2014-11-08-12:28:53 #pystats ^

Is this something you wrote and want to know if it's useful, or something you found and are asking what it does? If this is your code, it might be nice if you wrote up more of a description on what this is, why you wrote it, what it's for, and how it might be used.

Yup, sure did. stat and hg said 2011 before I dusted it off.

The stateful algorithm you present looks correct. It appears to be functionally equivalent to streamavg_running_segment ( https://gist.github.com/westurner/98453d572284ef7fa1ff#file-avgs-py-L67 ); with a different API. I'm not certain exactly what complexity class to assign to this problem. Thank you for your input.

Further documentation may be of use.

What is this called? cummean?

2014-11-08-18:38:39 #pystats ^

Thanks! I suppose the objective was to implement a streaming algorithm for calculating the mean of an iterable of numbers.

I've heard about Accumulo Iterators and Spark Streaming, but am not aware of any Python libraries that implement this (or other) simple streaming algorithm.

TL;DR this may or may not be useful for the Python 3.4 stats module or NumPy[Py].

Newbie who wants to use d3 to visualize account balance over time. Overwhelmed and need pointers on how to get started.

2014-11-08-18:33:35 * 2014-11-08-10:43:06 #webdev ^

Here's a start, without any charts (yet): https://gist.github.com/westurner/b0f07b71a692d49c9eec

Given a CSV (TSV), compute aggregations with Pandas and NumPy, then generate an HTML report with Bootstrap, JQuery, jquery.tocify, and floathead

[EDIT] To generate (d3js) charts with pandas: https://pandas-docs.github.io/pandas-docs-travis/ecosystem.html#visualization

What is this called? cummean?

2014-11-08-10:28:53 #pystats ^

Neither 0, 1, nor len(series) return the same output as test_61, which does seem overly verbose.

pandas.stats.moments.rolling_mean is documented here, as well: https://pandas-docs.github.io/pandas-docs-travis/computation.html#moving-rolling-statistics-moments

Also, here: http://pandas.pydata.org/pandas-docs/dev/api.html#standard-moving-window-functions

What is this called? cummean?

2014-11-08-10:14:01 #pystats ^

Thanks. Is there a way to do this with pandas.rolling_mean? I didn't try -1 (... What is the windowing function if all observations are equally weighted?)

What is this called? cummean?

2014-11-08-01:52:25 #pystats ^

I searched for "cumulative mean" and "momentary mean".

IPython notebooks are being distributed as supplementary materials in peer-reviewed academic publications to enable readers to reproduce the computational aspects of the work.

2014-11-07-10:46:06 #Python ^

I wouldn't be surprised if the really good journals starting demanding this kind of thing in the future.

Open Access is a start.

Requiring Open Data - to enable independent statistical analyses [1] - is the next logical step up. [2]

[1] https://en.wikipedia.org/wiki/Blind_experiment#Triple-blind_trials

[2] http://blogs.plos.org/tech/make-data-sharing-easy-plos-launches-its-data-repository-integration-partner-program/

Chkconfig For SystemD

2014-11-07-10:07:07 #linuxadmin ^

Here's cheatsheet to map service and chkconfig commands to systemclt: https://fedoraproject.org/wiki/SysVinit_to_Systemd_Cheatsheet

systemctl list-unit-files --type=service(preferred)
ls /etc/systemd/system/*.wants/

Thanks!

Chkconfig For SystemD

2014-11-07-02:04:36 #linuxadmin ^

Here's (another) cheatsheet for systemd and sysvinit:

http://linoxide.com/linux-command/systemd-vs-sysvinit-cheatsheet/

Terminal purists: What do you use for DB administration?

2014-11-06-08:04:26 * 2014-11-06-00:10:52 #vim ^

Vim, IPython, and SQLAlchemy:

Manually templating SQL with string concatenation is a bad idea; I'd mistype something and not have a backup or a transaction log to undo it.

Writing the inverse operations helps to ensure that I actually know what I'm doing. Migration utilities like alembic and sqlalchemy-migrate support named upgrade and downgrade scripts which can (should) be checked into version control.

One great thing about SQLAlchemy and other ORM layers is that it's possible to manually and automatedly test things out on a local SQLite database with comparable fixtures.

TL;DR TDD DBA.

[EDIT] IPython %logstart [-o] <filename.py> logs input [and output] to a script.

. /etc/sysconfig/tomcat6 - Does what, exactly?

2014-11-04-23:03:05 #linuxadmin ^

In bash, to get the documentation for . (source), you can use help:

help .
help source

http://learnxinyminutes.com/docs/bash/

Please remove mitsuhiko/*

2014-11-03-15:09:29 #Python ^

https://en.wikipedia.org/wiki/BSD_licenses#3-clause_license_.28.22Revised_BSD_License.22.2C_.22New_BSD_License.22.2C_or_.22Modified_BSD_License.22.29

  * Neither the name of the <organization> nor the
  names of its contributors may be used to endorse or promote products
  derived from this software without specific prior written permission.

Unintended consequences, I'm sure.

I'm trying to write a program that will search a list of tasks and print out which tasks you should do based on your input.

2014-10-30-22:13:05 #Python ^

You could also subclass collections.namedtuple and add a ._repr_json_ method:

import collections, json
_Item = collections.namedtuple('Item', 'type lvl task')
class Item(_Item):
def _repr_json_(self):
    return json.dumps(self._asdict())

item = Item('mind',1,'Create a todo list for the week')
assert item.lvl == 1
print(item)
print(item.__str__())
print(item._repr_json_())

_ = {'type': 'mind', 'lvl': 2, 'task': 'Catch up on emails'}
item2 = Item(**_)
assert item2.lvl == '2

I'm trying to write a program that will search a list of tasks and print out which tasks you should do based on your input.

2014-10-30-21:55:36 * 2014-10-30-21:02:33 #Python ^

Consider the following CSV input file::

type, lvl, task
test",0,"test"
mind,1,"Create a to do list for the week"
mind,2,"Catch up on emails"

You could store and work with this type of data with tablib, dataset, Blaze, pandas, pyld:

tablib

CSV, JSON, YAML, XLS

Python

https://tablib.readthedocs.org/en/latest/

https://tablib.readthedocs.org/en/latest/tutorial/

dataset

CSV, JSON, SQLAlchemy

Python

http://dataset.readthedocs.org/en/latest/

http://dataset.readthedocs.org/en/latest/quickstart.html#running-custom-sql-queries

blaze

CSV, JSON, HDF, PyTables, Pandas, SQLAlchemy, MongoDB, Spark

Python + NumPy (C, FORTRAN, ATLAS)

http://blaze.pydata.org/docs/latest/overview.html

http://blaze.pydata.org/docs/latest/quickstart.html

pandas

CSV, Excel, HDF, PyTables, SQL, SQLAlchemy, JSON, msgpack, HTML, BigQuery, stata, clipboard

Python + Cython + NumPy (C, FORTRAN, ATLAS)

http://pandas.pydata.org/pandas-docs/stable/

http://pandas.pydata.org/pandas-docs/stable/io.html

http://pandas.pydata.org/pandas-docs/dev/ecosystem.html

pyld

JSON-LD

Python

http://json-ld.org/#developers

https://github.com/digitalbazaar/pyld

Recommendations for dynamic DNS providers?

2014-10-25-11:23:54 * 2014-10-25-03:30:29 #homelab ^

https://www.debian.org/doc/manuals/debian-reference/ch05.en.html#_the_advanced_network_configuration_with_ifupdown_legacy

I'm not sure what you mean by this, but the vm's IP itself is not changing, instead my pfsense's wan ip is changing. So the script hits an internet site that echo's my wan ip and then I use that to update cloudflare. As far as I know I can't update cloudflare through pfsense's dyndns options, but I may be able to do it via a proxy service of some sort...

Ah. There must be a NEWIP event of some sort to hook so that you don't have to wait for the next cron poll to update the DNS record / CDN configuration.

It would be great if pfSense had a webhook for a NEWIP event; while it shouldn't require an external service: https://github.com/saltstack/salt-contrib/blob/master/grains/external_ip.py

[EDIT] IDK how this would work with CARP / bonding / IPv6 (when there are multiple external IPs).

Recommendations for dynamic DNS providers?

2014-10-25-06:07:48 * 2014-10-24-22:26:31 #homelab ^
  • I run a python script in an hourly cron job on a random home server that checks if my ip has changed and if it has updates my root domain ip entry on cloudlfare via their api (based on this script) (The other option is to run their perl ddclient)
  • I also wrote a script that allows me to add subdomains to cloudflare using their api so when I spin up a new service I don't have to login to cloudflare's site to configure it.

[EDIT] https://www.debian.org/doc/manuals/debian-reference/ch05.en.html#_scripting_with_the_ifupdown_system

With this combination I get free valid ssl for my home server's, along with dynamic dns. It should be noted that using cloudlfare with the cdn enabled means I can't just hit <rooturl>:<servicePort> since that points to cloudflare's servers, instead you have to use a subdomain that isn't configured, for example use h.<rooturl> to get by that.

Thanks!

Best practices, source installs vs package manager

2014-10-23-10:33:00 * 2014-10-23-02:38:04 #linuxadmin ^

Handling reddit comments in strings/HTML

2014-10-23-10:05:26 #Python ^

For comments, there should be body and body_html attributes: https://github.com/reddit/reddit/wiki/JSON#comment-implements-votable--created

For submissions, there should be selftext and selftext_html attributes: https://github.com/reddit/reddit/wiki/JSON#link-implements-votable--created

CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw#

2014-10-23-09:33:12 #semanticweb ^

TIL about Vasa: https://en.wikipedia.org/wiki/Vasa_(ship) ... Yet another reminder that unit and dimensional metadata are essential to preventing costly errors in science, technology, engineering, and mathematics.

QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:)

2014-10-23-09:11:24 #semanticweb ^

It's not clear to me why this was downvoted?

Are dimensional analysis and units of measure not foundational to reducing error in science, technology, engineering, and math?

QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:)

2014-10-23-01:45:56 * 2014-10-23-01:54:53 #semanticweb ^

[EDIT] https://en.wikipedia.org/wiki/Turtle_(syntax)

# schemas    
@prefix dtype: <http://www.linkedmodel.org/1.0/schema/dtype> .
@prefix dimension: <http://qudt.org/1.1/schema/dimension> .
@prefix quantity: <http://qudt.org/1.1/schema/quantity> .
@prefix qudt: <http://qudt.org/1.1/schema/qudt> .
@prefix vaem: <http://www.linkedmodel.org/1.2/schema/vaem> .
@prefix voag: <http://voag.linkedmodel.org/1.0/schema/voag> .
# vocabularies
@prefix qudt-dimensionalunit: <http://qudt.org/1.1/vocab/dimensionalunit> .
@prefix qudt-dimension: <http://qudt.org/1.1/vocab/dimension> .
@prefix qudt-quantity: <http://qudt.org/1.1/vocab/quantity> .
@prefix unit: <http://qudt.org/1.1/vocab/unit> .

CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw#

2014-10-22-19:06:01 #semanticweb ^

Context: I am looking at developing RDF support for Pandas (to_rdf, read_rdf). I can see value in both qb: and csvw:, with csvw: clearly being the simpler spec to implement first.

I'm sure there's been discussion of advantages / merits of each ontology.

Disadvantages:

  • Space-efficiency? (... HTTP compression, Git compression, RDFHDT)

Justification (over CSV):

  • CSV can label columns; that's it.
  • CSV is not sufficient for maintaining columnar datatypes
  • CSV2RDF can include metadata within the same file (no need for a separate file with ad-hoc metadata fields)
  • CSV2RDF is RDF, which, in conjunction with a triple store, makes CSVs SPARQL-able (search)

CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw#

2014-10-22-18:38:50 #semanticweb ^

Is there something of value that you feel you've added here?

Do you use vim as a server or as a single instance?

2014-10-22-16:27:50 * 2014-10-22-08:35:03 #vim ^

I create a vim server for each virtualenv by setting $EDITOR and aliases _edit, e so that

we dotfiles  # ~workon (source $VIRTUAL_ENV/bin/activate)

e <path>

opens in that virtualenv's (virtualenvwrapper) vim server.

[EDIT]

https://github.com/westurner/dotfiles/blob/master/etc/ipython/ipython_config.py#L360

https://github.com/westurner/dotfiles/blob/master/etc/bash/10-bashrc.venv.sh#L34

https://wrdfiles.readthedocs.org/en/latest/usage.html#bash

What is the current state of reproducible science in the field of machine learning?

2014-10-20-09:36:01 * 2014-10-20-01:40:40 #MachineLearning ^

From "ENH: Linked Datasets (RDF)" https://github.com/pydata/pandas/issues/3402 :

```

@datastep / PROV

  • [ ] Objective: Additive journal of transformations
  • [ ] Link to source script(s) URIs
  • [ ] Decorator for annotating data transformations with metadata.
  • [ ] Generate PROV metadata for data transformations

Ten Simple Rules for Reproducible Computational Research (3, 4, 5, 7, 8, 10)

```

[EDIT]

SeeAlso:

Pandas 0.15.0 just released

2014-10-20-07:27:11 #Python ^

http://pandas.pydata.org/pandas-docs/stable/

pandas is a Python package providing fast, flexible, and expressive data structures designed to make working with “relational” or “labeled” data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, real world data analysis in Python. 

hynek/structlog - structured key/value logging to stdout, logging, JSON

2014-10-19-01:44:35 #Python ^

Thank you for your time and input!

Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it

2014-10-19-01:38:42 #Python ^

It is computationally expensive to determine what is and is not a datetime during JSON deserialization if there is no JSON schema (such as a JSON-LD @context) to indicate which fields to try and map into a (timezone-aware) datetime.date / datetime.datetime / numpy.datetime64 / arrow; I didn't mean to imply that it's not a specific limitation of jsonpickle.

Can anyone recommend some tranquil ambient electronica?

2014-10-18-01:54:30 #Music ^

"Looking for good music to work to? Try video game soundtracks. The music's designed to provide a stimulating background that doesn't mess with your concentration." https://www.reddit.com/r/LifeProTips/comments/1kgc9k/looking_for_good_music_to_work_to_try_video_game/

Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it

2014-10-17-02:47:17 #Python ^

jsonpickle is useful for many of the same use cases, though datetime support is not easy: https://github.com/jsonpickle/jsonpickle

For many applications, the overhead of JSON-LD serialization is worth the extra time: http://json-ld.org/#developers

[EDIT] A bit OT, but schema.org provides an already-developed (extensible) schema with URIs for JSON-LD attributes: http://schema.org/docs/full.html

Interested in the Pickle binary format? I wrote a StackOverflow answer that sheds some light on it

2014-10-16-19:45:29 #Python ^

Pickle is almost never the correct choice.

If you would like risk execution of arbitrary code in the process space of your Python application, pickle is a good way to do that.

From "DOC: Pickle is unsafe" https://github.com/zopefoundation/zodbpickle/issues/2 :

From http://docs.python.org/2/library/pickle.html#pickle-python-object-serialization

Warning The pickle module is not intended to be secure against erroneous or maliciously constructed data. Never unpickle data received from an untrusted or unauthenticated source.

With pickle, there is no data/code boundary. See: https://en.wikipedia.org/wiki/Separation_of_concerns

hynek/structlog - structured key/value logging to stdout, logging, JSON

2014-10-16-19:39:15 #Python ^

You seem to be proposing a use case and rejecting the usefulness of this method for that use case.

As it stands, this is far more useful than adding ad-hoc patterns of '%s' and '%r' in logging messages.

It may even be possible to add a shell-injection filter as a cross-cutting concern, given that this provides a standard key-value API for logging.

Is there confirmation bias in starting with e.g. simple regression analysis? Which factors did we know we were capturing?

2014-10-15-21:12:29 #askscience ^

https://en.wikipedia.org/wiki/Axiom#Logical_axioms

Does/can/could research findings be derived from extant (Open Data) /r/datasets, given sufficiently appropriate coding (Linked Data URIs) for study/experimental controls?

hynek/structlog - structured key/value logging to stdout, logging, JSON

2014-10-15-21:02:36 #Python ^

http://www.structlog.org/en/0.4.2/why.html

Structured logging means that you don’t write hard-to-parse and hard-to-keep-consistent prose in your logs but that you log events that happen in a context instead.

awesome-sphinxdoc: A curated list of awesome stuffs for Sphinx Python Documentation Generator

2014-10-14-17:46:09 #Python ^

https://pypi.python.org/pypi/sphinxcontrib-napoleon supports NumPy-style docstrings:

As of Sphinx 1.3, the napoleon extension will come packaged with Sphinx under sphinx.ext.napoleon.

Problems with Teaching Python in School

2014-10-14-02:34:16 #Python ^

If you're teaching students with no prior knowledge of programming, shouldn't you be teaching them the basics first? Things like if/else, while, for... Perhaps Boolean logic? I mean, teaching modules like Pillow and pygame require basic knowledge first.

http://scipy-lectures.github.io/intro/language/python_language.html

Traditional methodology has always suggested this would be true; but more sensory exercises are likely to be far more engaging.

Code.org probably has some research to indicate what is most successful with various segments:

Yeah, that is it. I want to make things visible for them. The Turtle Graphics were great for that. They understood things much better than expected.

(Freshman CS ~101) "Introduction to Computing and Programming in Python: A Multimedia Approach" http://www.amazon.com/Introduction-Computing-Programming-Python-Edition/dp/0132923513

The book's hands-on approach shows how programs can be used to build multimedia computer science applications that include sound, graphics, music, pictures, and movies.

Vim Shortcuts for Webbrowsers

2014-10-11-19:35:10 #vim ^

https://github.com/akahuku/wasavi

wasavi is an extension for Chrome, Opera and Firefox. wasavi transforms TEXTAREA element of any page into a VI editor, so you can edit the text in VI. wasavi supports almost all VI commands and some ex commands.

How important is a degree/certificate to land a web developer job? (Is portfolio + Javascript knowledge enough)?

2014-10-06-16:28:45 * 2014-10-13-06:12:39 #webdev ^

.1. How big of a handicap is my lack of formal training? What can I do to offset that?

  • Develop a repeatable process.
  • Ask for critical feedback.

.2. I know I'm just scratching the surface here. To be really employable, what are the required skills and proficiency?

[EDIT]

[/EDIT]

.3. Folks who have successfully transitioned into Web devs w/o formal training or prior experience, could you please share your experience.

[EDIT] Markdown syntax

Are PyPI download numbers real?

2014-10-06-03:11:06 * 2014-10-05-19:14:14 #Python ^

I've heard that mirrors of PyPI cause a lot of 'downloads'. I wish someone would implement some kind of filtering so the numbers were more realistic.

It would be easy to do periodic sampling in order to establish a baseline.

... [EDIT]

https://github.com/pypa/warehouse/blob/master/warehouse/urls.py

https://github.com/pypa/warehouse/blob/master/warehouse/packaging/views.py#L127

https://github.com/pypa/warehouse/blob/master/warehouse/packaging/db.py#L40

Custom matplotlib stylesheets in v. 1.4

2014-10-05-23:16:37 #IPython ^

Thanks! How does this compare to mpltools and seaborn?

Web Scraping Nobel Prize Data Using LXML and Pandas

2014-10-05-23:07:14 #IPython ^

From http://www.reddit.com/r/Python/comments/2cofg1/ipython_notebook_with_interactive_plots/cjhwf0t :

http://www.reddit.com/r/semanticweb/comments/2ck0hq/whats_the_difference_between_rdf_linked_data_and/cjgk42b :

http://5stardata.info/

http://www.w3.org/TR/ld-glossary/#x5-star-linked-open-data :

  • ☆ Publish data on the Web in any format (e.g., PDF, JPEG) accompanied by an explicit Open License (expression of rights).
  • ☆☆ Publish structured data on the Web in a machine-readable format (e.g., XML).
  • ☆☆☆ Publish structured data on the Web in a documented, non-proprietary data format (e.g., CSV, KML).
  • ☆☆☆☆ Publish structured data on the Web as RDF (eg Turtle, RDFa, JSON-LD, SPARQL)
  • ☆☆☆☆☆ In your RDF, have the identifiers be links (URLs) to useful data sources.

Web Scraping Nobel Prize Data Using LXML and Pandas

2014-10-05-23:04:30 #IPython ^

Thank you for this IPython notebook tutorial!

First off, this could be much easier if this was in a structured data format (CSV, JSON, XML, RDFa).

Second, LXML is great; but, occasionally, LXML fails to parse bad markup. BeautifulSoup is much more tolerant of malformed markup.

Third, here are a three resources for helping with web scraping:

Help or guide on using inferencing and reasoning to fill in related attributes?

2014-09-30-01:09:53 #semanticweb ^

So this process is called entailment then? Where the transitive relation properties are sort of merged (although not persisted) to seem to be part of the triple?

(RDFS) Entailment / Materialization / Inferencing

How I learned about this: http://www.usna.edu/Users/cs/adina/research/Rya_ISjournal2013.pdf p.8

4. Query Processing

One of RDF's strengths is the ability to 'infer' relationships or properties. Rya supports rdfs:subClassOf, rdfs:subPropertyOf, owl:equivalentProperty, owl:inverseOf, owl:SymmetricProperty, and owl:TransitiveProperty inferences. We describe below our methods for query processing.

Eric Cartman brilliantly mocks the "lazy startup" culture nowadays

2014-09-26-00:19:59 #Entrepreneur ^

I'm a huge South Park fan, and last night the first episode of the new season aired. And to my joy, it took the piss out of all of these entrepreneurs who think you can make a business by getting funding for nothing on Kickstarter.

He summed up his company's whole business model as:

  1. Start up

  2. Cash in

  3. Sell out

  4. Bro down

As seen on https://twitter.com/SouthPark/status/515004503104319488

https://en.wikipedia.org/wiki/Turn_on,_tune_in,_drop_out

https://en.wikipedia.org/wiki/Gnomes_(South_Park)

https://en.wikipedia.org/wiki/South_Park

Comcast: “virtually all” people who submitted comments to the FCC support the merger.

2014-09-24-23:43:58 * 2014-09-24-15:52:43 #technology ^

How do they have access to "virtually all" of the comments?

[EDIT] "Request: The "Sunlight Foundation" analyzed FCC comments for net neutrality: is anyone able to find an existing dataset of the comments?" http://www.reddit.com/r/opendata/comments/2fdemj/request_the_sunlight_foundation_analyzed_fcc/

Comcast: “virtually all” people who submitted comments to the FCC support the merger.

2014-09-24-23:43:13 * 2014-09-24-16:26:43 #technology ^

Low man on the totem pole of course, same as it has always been.

"Socialism for the rich, capitalism for the poor" https://en.wikipedia.org/wiki/Corporate_welfare#.22Socialism_for_the_rich.2C_capitalism_for_the_poor.22

[EDIT]

HARM: https://en.wikipedia.org/wiki/Suppression_of_dissent

VALUE: Free flow of information is the essential feedback mechanism of a functional democracy.

VALUE: Diversity

VALUE: httpS://en.wikipedia.org/wiki/Fourth_branch_of_government

Comcast: “virtually all” people who submitted comments to the FCC support the merger.

2014-09-24-21:20:54 #technology ^

That's just how they compete. Use their power to destroy their rivals legislatively rather than beating them in the marketplace.

No, that's illegal misappropriation.

This is a company that gives cupcakes to the agency which regulates it, every year.

If the first option is cheaper and equally effective, capitalism says it's the best option.

And who pays for the externalities?

LPT: When mentioning time on the Internet, use 'x hours ago' or 'y hours from now' instead of your local time zone

2014-09-22-00:04:58 #LifeProTips ^

LPT: Use http://schema.org/Date (schema:Date) in RDFa (HTML + RDFa @content tags and attributes + RDF subjects, predicates, and objects), JSONLD, {...}

Critique of dependency bundling in requests

2014-09-21-00:03:09 * 2014-09-21-16:08:01 #Python ^

When you run pip install --upgrade -r requirements.txt, does it not satisfy the constraints specified in the requirements file (possibly output from pip freeze)?

Would file permissions be more helpful in that case? (When it's not feasible to simply create a new virtualenv and install the modified set of requirements)

Or would nesting of requirements files accomplish such a dependency pinning objective?

Here's a requirements.lock discussion: https://github.com/pypa/pip/issues/1175

Here's an article about pip-compile: http://nvie.com/posts/better-package-management/ ([EDIT] requirements.in)

Is this why conda requires pycosat: http://conda.pydata.org/docs/#requirements

Critique of dependency bundling in requests

2014-09-20-06:35:20 #Python ^

https://pip.readthedocs.org/en/latest/user_guide.html#requirements-files

This is a valid pip requirements file:

pkg1
pkg2
pkg3>=1.0,<=2.0

[EDIT] Create a virtualenv, pip install, run adequate tests

The relative speeds of str.format and %

2014-09-16-09:26:33 #Python ^

string.Template may compile templates once: https://docs.python.org/2/library/string.html

I'm a teenager looking to start a small business in my free time

2014-09-13-03:10:04 * 2014-09-12-19:13:23 #Entrepreneur ^

Learn to code, build an app, maintain releases (e.g. git hubflow, semver.org), package for each platform, profit

[EDIT]

/r/learnprogramming

/r/learnpython/wiki/index

wasavi: vi in browser text areas, but not everywhere else

2014-09-11-21:33:23 #vim ^

wasavi is an extension for Chrome, Firefox, and Opera. wasavi changes a textarea element to virtual vi editor which supports almost all the vi/ex commands.

https://github.com/akahuku/wasavi

Is it possible to produce graphene out of air?

2014-09-10-00:02:50 #graphene ^

First, I'm not sure what you're getting at by quoting or linking-to all the Wikipedia articles...

Just taking notes, thanks!

Is it possible to produce graphene out of air?

2014-09-06-13:43:25 #graphene ^

In particular, the replacement of incandescent light bulbs with compact fluorescent lamps can have a drastic effect on energy consumption.

https://en.wikipedia.org/wiki/Photosensitive_epilepsy#Fluorescent_lighting

Is it possible to produce graphene out of air?

2014-09-06-13:35:31 #graphene ^

Is it possible to produce graphene out of air?

https://en.wikipedia.org/wiki/Graphene == Carbon (one atom thick)

'''TIL "that 95 percent of a tree is actually from carbon dioxide"''' http://www.reddit.com/r/todayilearned/comments/29e1ju/til_that_95_percent_of_a_tree_is_actually_from/

Is it possible to produce graphene out of air?

2014-09-06-13:11:13 #graphene ^

usually <15% of the energy produced is used during the process (albeit, the energy produced (read: (syn)gases) are usually used for subsequent loads after being cleaned up ... and the 'waste' heat is used for the extra-drying of the upcoming load to be gasified ... larger capacity facilities usually end up with a 90%+ amount of energy being made available

http://en.wikipedia.org/wiki/Syngas ("synthesis gas")

some biomass feedstocks are much more energy dense than others [...] leafier plants... or, plants, or parts of plants... that are 'looser' or less carbon-dense (read: leaves vs branches vs trunks, etc) will break down into a gas much faster & easier

https://en.wikipedia.org/wiki/Biomass

https://en.wikipedia.org/wiki/Energy_crop

but, diesel engines are like canons essentially...

https://en.wikipedia.org/wiki/Diesel_exhaust

https://en.wikipedia.org/wiki/List_of_IARC_Group_1_carcinogens#Mixtures (does this apply to alternative fuels?)

Is it possible to produce graphene out of air?

2014-09-06-12:58:00 #graphene ^

carbon that was otherwise pulled out of the atmosphere during the plants 'respiration'

lab exercise: https://en.wikipedia.org/wiki/Respirometry

also, there's a lot of CO in flue gases... same in tail pipe emissions of cars, hence catalytic converters... which specifically 'up-convert' CO into CO2

https://en.wikipedia.org/wiki/Catalytic_converter

... hence tail pipes have a lot of water coming out of them... at that... N2, O2, H2O and CO2 are all great for plants. [...] at that, these can be 'fed' into greenhouses, increasing the yields pretty damn significantly ... again, depending on plant type but... yield increases of 300-400% are pretty common, and as high as 800% shouldn't be overly surprising... vs a control outside... of course, this just increases plant yield and, thus, carbon within the plant.. which can be used to make biochar and, thus, graphene. ...and, in the process, also produce more gases ... more plant = more gases ... 'fruits' tend to be more plentiful as well... including hydrocarbons or bio-oils... as such... you end up converting a lot of energy into a usable form... that's ever-increasingly a straight-swap for our current energy infrastructure ..

https://en.wikipedia.org/wiki/Greenhouse_gas#Removal_from_the_atmosphere_.28.22sinks.22.29

https://en.wikipedia.org/wiki/Oxygen_mask

Lastly, separate from all of that ... yes, you can use flue stack emissions or even just atmospheric carbon for graphene production in essentially the same way... just capture the CO2, crack it so that it's C & O2 or C & o1 & o1 ... and, refine it out so that they're separate .. and, then do what you'd like with the C ... but, this is not anywhere near as dense as biochar is... as well, it would require energy, vs biochar's creation process resulting in excess energy (vs what's needed to make it)

https://en.wikipedia.org/wiki/Biochar

Thank you so much!

TIL that toxoplasmosis infection increases the probability of traffic accidents by twice in individuals having negative blood groups.

2014-09-06-12:25:09 #todayilearned ^

https://en.wikipedia.org/wiki/Toxoplasmosis

Up to a third of the world's human population is estimated to carry a Toxoplasma infection.

[...]

Recent research has also linked toxoplasmosis with attention deficit hyperactivity disorder, obsessive compulsive disorder, and schizophrenia.

New study concludes that there is 99.999% certainty humans are driving global warming

2014-09-06-11:55:26 #science ^

I wouldn't say the title is inaccurate. The 95-100% certainty figure is from the IPCC Fifth Assessment Report, not the research in question:

"Climate Change 2013: The Physical Science Basis" http://www.ipcc.ch/report/ar5/wg1/

Is it possible to produce graphene out of air?

2014-09-06-11:08:35 #graphene ^

I'm a bit beyond my level of comprehension here.

How does the process you describe (thanks!) compare with http://www.acs.org/content/acs/en/pressroom/newsreleases/2014/august/could-hemp-nanosheets-topple-graphene-for-making-the-ideal-supercapacitor.html ?

I suppose I was thinking more of a process which could work before/in a smokestack; producing graphene air filters from waste carbon dioxide onsite.

TIL about http://en.m.wikipedia.org/wiki/Biochar (thanks!)

How would one determine comparative net energy needs for these different approaches?

The Data Science Skills Network

2014-09-05-14:03:23 #IOPsychology ^

Helpful for developing /r/datascience skills to be listed (linked to!) on a social network profile: https://github.com/datasciencemasters/go

The Data Science Skills Network

2014-09-05-13:52:37 * 2014-09-05-06:17:58 #IOPsychology ^

My concern is with pure statisticians and data scientists moving into HR big data. I am seeing it happen right now. They don't understand psychological data and because they are purely data miners they end up with all kinds of conclusions that don't really represent the data accurately.

I caught one presentation where they dissected a likert question into categories using chi-square and then used that 1 response on the likert scale as groups and talked about how they responded to other items. Apparently a 3 is completely different than a 4 or a 2 in a likert scale..........I never knew!!

So there wasn't enough metadata to indicate that it was a scalar variable and not a categorical variable; in order to perform a triple-blind (domain independent) analysis?

[EDIT] http://en.wikipedia.org/wiki/Likert_scale#Scoring_and_analysis

The Whitehouse releases "TechFAR" explicitly encouraging the use of Agile in Federal IT

2014-09-04-16:41:46 * 2014-09-04-08:49:49 #agile ^

https://playbook.cio.gov/ :

  1. Understand what people need
  2. Address the whole experience, from start to finish
  3. Make it simple and intuitive
  4. Build the service using agile and iterative practices
  5. Structure budgets and contracts to support delivery
  6. Assign one leader and hold that person accountable
  7. Bring in experienced teams
  8. Choose a modern technology stack
  9. Deploy in a flexible hosting environment
  10. Automate testing and deployments
  11. Manage security and privacy through reusable processes
  12. Use data to drive decisions
  13. Default to open

A helpful set of criteria to evaluate existing and proposed solutions.

For each item:

  • a checkbox
  • a few sentences
  • and links to docs and implementation

Why isn't semweb taking over the world after over a decade?

2014-09-04-16:05:25 * 2014-09-04-08:28:52 #semanticweb ^

I really think it's because we just can't comprehend how much more useful structured linked data is than a document raster-encoded into PDF. Which is ironic, because of the amount of time we all spend with HTTP, HTML, and URIs/URLs.

https://en.wikipedia.org/wiki/Linked_data#Principles :

  1. Use URIs to denote things.

  2. Use HTTP URIs so that these things can be referred to and looked up ("dereferenced") by people and user agents.

  3. Provide useful information about the thing when its URI is dereferenced, leveraging standards such as RDF, SPARQL.

  4. Include links to other related things (using their URIs) when publishing data on the Web.

http://www.w3.org/TR/ld-glossary/#x5-star-linked-open-data (http://5stardata.info/):

  • ☆ Publish data on the Web in any format (e.g., PDF, JPEG) accompanied by an explicit Open License (expression of rights).
  • ☆☆ Publish structured data on the Web in a machine-readable format (e.g., XML).
  • ☆☆☆ Publish structured data on the Web in a documented, non-proprietary data format (e.g., CSV, KML).
  • ☆☆☆☆ Publish structured data on the Web as RDF (eg Turtle, RDFa, JSON-LD, SPARQL)
  • ☆☆☆☆☆ In your RDF, have the identifiers be links (URLs) to useful data sources.

...

Moar helpful unlabeled edges:

[EDIT]

[EDIT]

RDF+JS (GUI Applications)

Django 1.7 released

2014-09-04-15:37:55 #programming ^

"The Pragmatic Programmer: From Journeyman to Master" (1999) https://en.wikipedia.org/wiki/The_Pragmatic_Programmer

python-whelp: all the micropython goodness with a TCP/IP topping. All you need for fast prototyping IoT on bare metal ARM

2014-09-04-00:37:48 #Python ^

http://micropython.org/

Micro Python is a lean and fast implementation of the Python 3 programming language that is optimised to run on a microcontroller.

https://github.com/micropython/micropython

Questions about Child Support with Mint

2014-09-04-00:00:00 * 2014-09-03-16:05:48 #personalfinance ^

Not Mint, but you could easily work with a list of numbers in /r/ipython notebook (e.g. with Pandas http://pandas.pydata.org/pandas-docs/stable/10min.html). Anaconda is one easy way to get IPython and Pandas: https://store.continuum.io/cshop/anaconda/ (All FREE)

[EDIT] For double entry accounting, http://en.wikipedia.org/wiki/GnuCash is also great; though US banks, unfortunately, tend to develop proprietary interchange mechanisms that require periodic manual download and importing into accounting software.

The unstoppable TI-84 Plus: How an outdated calculator still holds a monopoly on classrooms

2014-09-03-16:55:01 #TrueReddit ^

Meanwhile the Raspberry Pi is shipping with Mathematica for $35 apiece which leads me to think that a $120 calculator running Mathematica is probably possible in the near future.

TI-84: $120

Raspberry Pi: $35 (with Mathematica)

/r/ipython notebook: FREE

New requirement: repeatable, reproducible analyses

The unstoppable TI-84 Plus: How an outdated calculator still holds a monopoly on classrooms

2014-09-03-23:53:37 #TrueReddit ^

See also: "I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting." http://www.reddit.com/r/Python/comments/20i2ga/i_think_we_should_do_away_with_ti_calculators_and/#cg3tyr9 ... /r/ipython

Why is there no "dotted dict"?

2014-08-30-18:04:31 #Python ^

It's kind of problematic:

foo.gat = 1
foo.git = 2
foo.get = 3 #oops, overwritten dict.get

This. (... Requires an additional lookup of class attrs for inconsistent syntax.)

http://legacy.python.org/dev/peps/pep-0020/ :

In the face of ambiguity, refuse the temptation to guess.

There should be one-- and preferably only one --obvious way to do it.

How to Use SQLAlchemy Magic to Cut Peak Memory and Server Costs in Half

2014-08-22-01:33:24 #Python ^

So, this [string folding] optimization is not (yet?) a pull request to pydata/pandas?

Vim keybindings in IPython notebook

2014-08-15-12:55:51 #Python ^

Thanks!

[Python-ideas] Proposal: Use mypy syntax for function annotations

2014-08-14-16:43:57 * 2014-08-14-08:53:37 #Python ^

(Waiting for an email from python-ideas to come through, so I can respond to the mailman archive, because mailman 3 is still in beta *)

+1 for static typing for certain problems.

MyPy

http://www.mypy-lang.org/

Static type checking at compile time (linting) looks really neat.

Do we need a separate approach for actual type assertions at runtime? Will that ever be in scope for mypy?

Existing Uses for Annotations

PyContracts

https://andreacensi.github.io/contracts/#introduction-to-pycontracts :

Contracts can be specified in three ways:

.1. Using the @contract decorator:

@contract(a='int,>0', b='list[N],N>0', returns='list[N]')
def my_function(a, b):
    ...

.2. Using annotations (for Python 3):

@contract
def my_function(a : 'int,>0', b : 'list[N],N>0') -> 'list[N]':
     # Requires b to be a nonempty list, and the return
     # value to have the same length.
     ...

.3. Using docstrings, with the :type: and :rtype: tags:

@contract
def my_function(a, b):
    """ Function description.
        :type a: int,>0
        :type b: list[N],N>0
        :rtype: list[N]
    """
    ...

[EDIT] Markdown, http://www.mypy-lang.org/examples.html

Pandas with numba?

2014-08-12-04:14:53 #pystats ^

Your 1st link is broken.

http://blaze.pydata.org/docs/latest/

The stackoverflow one doesn't have an answer.

Are you sure? There are links in the comments.

Mouse with tmux

2014-08-06-17:37:39 #vim ^

Thanks!

setw -g mode-mouse on

set -g mouse-select-window on
set -g mouse-select-pane on
set -g mouse-resize-pane on

How to install with pip directly from GitHub?

2014-08-07-00:32:40 #Python ^

What does "editable" mean here? It's not clear to me.

From http://www.reddit.com/r/Python/comments/21itpp/what_is_the_proper_way_to_mix_regular_python/cgdgaxh :

http://www.pip-installer.org/en/latest/reference/pip_install.html#editable-installs

pip install -e git+ssh://git@github.com/pyqtgraph/pyqtgraph#egg=pyqtgraph

Clones the sourcecode from GitHub into ./src/pyqtgraph (with git over SSH) and then creates a pyqtgraph.egg-link file in site-packages containing the path to the cloned source; which functions like a cross-platform symlink.

python -m site

Should list the source code directory in site-packages/pyqtgraph.egg-link.

How many miles can you drive on one hour's wages? 100 years of data in one chart

2014-08-07-00:25:29 #Economics ^

Cool!

/u/SQLZane mentioned a number of additional potential factors to consider.

It would be cool if:

How to install with pip directly from GitHub?

2014-08-06-16:47:05 * 2014-08-06-15:57:50 #Python ^

[EDIT] If you can rely on users having pip configured to pull from an index server (default: pypi.python.org) which has a package named what you have in your requirements.txt, something like django-extensions==1.3.10 in requirements.txt should work fine.

Sometimes, I'll add a requirements-dev.txt with a -e <vc>+<uri> editable line for everything, in manually-topologically-sorted order.

There's been discussion of supporting requirements.lock.txt files (to separate version specifiers from just package names in requirements.txt).

To install a specific version of a Python package (with a setup.py) from GitHub with pip:

Option 2c

Install from a git tag and/or a GitHub release: https://github.com/django-extensions/django-extensions/releases

$ pip install https://github.com/django-extensions/django-extensions/archive/1.3.10.tar.gz
# - or -
$ pip install https://github.com/django-extensions/django-extensions/archive/1.3.10.zip

Option 3b

Install as editable (git clone, cd, python setup.py develop).

Add a version specifier to the editable URI:

$ pip install -e git+https://github.com/django-extensions/django-extensions.git@1.3.10#egg=django-extensions

IPython Notebook with interactive plots: Extracting the Impact Factor for a few journals

2014-08-06-00:13:05 #Python ^

https://en.wikipedia.org/wiki/Impact_factor

https://en.wikipedia.org/wiki/Plotly

https://en.wikipedia.org/wiki/IPython

Thanks for the parsing code! A caching REST API would be great!

http://www.reddit.com/r/semanticweb/comments/2ck0hq/whats_the_difference_between_rdf_linked_data_and/cjgk42b :

http://5stardata.info/

http://www.w3.org/TR/ld-glossary/#x5-star-linked-open-data :

  • ☆ Publish data on the Web in any format (e.g., PDF, JPEG) accompanied by an explicit Open License (expression of rights).
  • ☆☆ Publish structured data on the Web in a machine-readable format (e.g., XML).
  • ☆☆☆ Publish structured data on the Web in a documented, non-proprietary data format (e.g., CSV, KML).
  • ☆☆☆☆ Publish structured data on the Web as RDF (eg Turtle, RDFa, JSON-LD, SPARQL)
  • ☆☆☆☆☆ In your RDF, have the identifiers be links (URLs) to useful data sources.

Would AI bring with it free fully accredited one-on-one personal education for anyone with a desire to learn?

2014-08-05-06:56:22 * 2014-08-04-23:33:12 #singularity ^

And it would likely be able to do so with unmatched patience and skill. The human student would be able to ask endless questions and repeatedly be told the same concepts without the AI ever getting mad or irritated with the students in regards to their ability to learn.

https://en.wikipedia.org/wiki/Spaced_repetition

What sorts of educational objectives could narrow and general AI help with?

https://en.wikipedia.org/wiki/Bloom%27s_taxonomy#See_also

Am I expecting too much of humanity?

[EDIT]

https://en.wikipedia.org/wiki/Autodidacticism

Critique on a common design pattern of mine i've noticed...

2014-08-05-04:30:23 #Python ^

What's the difference between RDF, linked data and LDA (linked data api)?

2014-08-04-17:45:03 #semanticweb ^

This made RDF fairly simple to understand, IMHO: https://rdflib.readthedocs.org/en/latest/intro_to_creating_rdf.html

For REST (as a resource/service facade for SPARQL), the newer (now, W3C) spec is Linked Data Platform (LDP): http://www.w3.org/TR/ldp/

LDP also abstracts SPARQL queries into HTTP REST verb-able collections, which can have server-side paging limits (potentially limiting the impact of queries with clauses like LIMIT 100000).

What's the difference between RDF, linked data and LDA (linked data api)?

2014-08-04-17:40:09 #semanticweb ^

Linked Data is the use of RDF:SeeAlso and OWL:SameAs relationships (amongst others) to publish data and interlink the instances between different data sets. (For example, from geonames to dbpedia) http://linkeddata.org/

RDF:seeAlso and OWL:sameAs are frequently recurring predicates. There are many RDF predicates (URIs) which link subjects (URIs) and objects (URIs): http://lov.okfn.org/dataset/lov/ .

Of particular interest is Linked open data, which is published with an open license. http://lod-cloud.net/

http://5stardata.info/

http://www.w3.org/TR/ld-glossary/#x5-star-linked-open-data:

  • ☆ Publish data on the Web in any format (e.g., PDF, JPEG) accompanied by an explicit Open License (expression of rights).
  • ☆☆ Publish structured data on the Web in a machine-readable format (e.g., XML).
  • ☆☆☆ Publish structured data on the Web in a documented, non-proprietary data format (e.g., CSV, KML).
  • ☆☆☆☆ Publish structured data on the Web as RDF (eg Turtle, RDFa, JSON-LD, SPARQL)
  • ☆☆☆☆☆ In your RDF, have the identifiers be links (URLs) to useful data sources.

List of useful libraries for "Data Science" in Python

2014-08-04-01:45:32 #Python ^

Many of these would be helpful in the /r/pystats sidebar

Help me move from R to python!

2014-07-28-01:40:25 * 2014-07-27-17:46:25 #Python ^

/r/pystats (sidebar)

/r/learnpython/wiki/index

/r/ipython

Setup Pip, Conda, Anaconda

  1. Install Pip -- http://pip.readthedocs.org/en/latest/installing.html
  2. Install Conda -- http://conda.pydata.org/docs/index.html

    pip install conda

  3. Install IPython -- https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks

    conda install ipython ipython-notebook ipython-qtconsole

  4. Install Spyder IDE (and Qt) -- https://code.google.com/p/spyderlib/

    conda install spyder

  5. (optional) Install anaconda -- http://docs.continuum.io/anaconda/install.html , http://docs.continuum.io/anaconda/pkg-docs.html

    conda install anaconda

IPython

Pandas

Statsmodels

Scikit-learn

How to use Python for statistical analysis??

2014-07-16-00:44:15 * 2014-07-15-16:48:37 #statistics ^

Resources

The sidebars of these subreddits list some great resources:

Here are a few more for NumPy, SciPy, Scikit-learn, and statsmodels:

Tools

Spent an hour and a half here at work just trying to do basic things like read a .py file to see its contents.

Which editor are you working with?

Print file contents with IPython:

!cat ./filename.py

/r/ipython can display objects with _repr_<format> methods (PNG, HTML, etc.) with the display system: http://nbviewer.ipython.org/github/ipython/ipython/blob/master/examples/Notebook/Display%20System.ipynb

For example, this will load a CSV file into a dataframe and display it as HTML in IPython notebook: http://nbviewer.ipython.org/github/jvns/talks/blob/master/pydatanyc2013/PyData%20NYC%202013%20tutorial.ipynb :

people = pd.read_csv('tiny.csv')
people

To print to a string:

print(people.to_string())

Excel

There may be a data entry grid with topologically sorted evaluation of un-named functions which works within the IPython notebook interface.

Pandas (conda install pandas) can read/write CSV, XLS, XLSX, SQL tables and queries with SQLAlchemy, BigTable, HDFS, and a number of other formats: http://pandas.pydata.org/pandas-docs/stable/io.html

Dataset (pip install dataset) makes working with CSV, JSON, SQLAlchemy {...} very easy and relatively schema-less: http://dataset.readthedocs.org/en/latest/

Spyder (conda install spyder) is an open IDE with a built-in IPython console: https://code.google.com/p/spyderlib/

It looks like Pandas DataFrame support will be in Spyder 2.3.1: https://bitbucket.org/spyder-ide/spyderlib/pull-request/31/implementation-of-pandas-dataframe-issue/diff

With each thing I try to do I go to 5.7 urls on average trying to figure out how to change my directory to open the file so I can read it.

Change directory with IPython:

!cd <path>

Is deploying Python really this frustrating?

2014-07-15-19:56:31 #Python ^

Is this a request for solutions, empathy, or a negative attack ad?

Is deploying Python really this frustrating?

2014-07-15-04:24:47 #Python ^

tl;dr: Trying to turn a python project in to a simple .exe and having an endless amount of headaches.

https://pypi.python.org/pypi/esky :

esky: keep frozen apps fresh

Esky is an auto-update framework for frozen Python applications. It provides a simple API through which apps can find, fetch and install updates, and a bootstrapping mechanism that keeps the app safe in the face of failed or partial updates.

Esky is currently capable of freezing apps with py2exe, py2app, cxfreeze and bbfreeze. Adding support for other freezer programs should be straightforward; patches will be gratefully accepted.

Science programmers: I need to analyse a diet & symptom log for possible causal relationships

2014-07-05-11:30:32 #Python ^

In summary, you ultimately have two options:

  • Do what you would do otherwise, but also collect data.

Absolutely.

  • Collect (datetime, [(feature_name, feature_value),], "text") with type information (e.g. as CSV, JSON, JSON-LD that can be mapped to an RDF schema).
  • Define names, domains, and ranges for factors/features/IVs/variables. (A triple-blind study would need a name <-> random key mapping).

In 10, maybe 20 years you may be able to make some interesting conclusions from this data.

In clinical practice, I would imagine that a physician would be doing something like A/B testing and root-cause analysis (like building a decision tree), and multi-armed bandit, with pharmacological certification.

Near-term optimization objectives:

  • Minimize sub-optimal states which "occur after" certain patterns
  • Gain information and knowledge

... here's a few more links.

Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once?

2014-07-05-09:07:30 * 2014-07-05-01:14:29 #statistics ^

Your question is also ill-posed, in the sense that you can't show the variable doesn't help (with frequentist analysis).

Is this like building a decision tree?

http://en.wikipedia.org/wiki/Decision_tree_learning#Information_gain

http://en.wikipedia.org/wiki/Receiver_operating_characteristic

[EDIT] http://scikit-learn.org/stable/tutorial/machine_learning_map/

Science programmers: I need to analyse a diet & symptom log for possible causal relationships

2014-07-05-01:32:47 * 2014-07-05-12:22:35 #Python ^

With a http://en.wikipedia.org/wiki/Randomized_controlled_trial , n > 1:

A randomised controlled trial (or randomised control trial; RCT) is a specific type of scientific experiment, and the gold standard for a clinical trial. RCTs are often used to test the efficacy or effectiveness of various types of medical intervention within a patient population. RCTs may also provide an opportunity to gather useful information about adverse effects, such as drug reactions.

Collect links from Medline and other sites

Overlapping sets of reported "adverse events" with incidence rates

[Overlapping] sets of physical http://en.wikipedia.org/wiki/Pathway#See_also

/r/machinelearning

[EDIT]

... http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003285

Which is a long way of saying IANAD and IDK.

[EDIT]

In terms of http://en.wikipedia.org/wiki/Personalized_medicine , are you seeking to develop models to:

  • minimize one or more symptoms
  • minimize one or more adverse effects
  • (determine that when _, _, and _, _ occurs)
  • [EDIT] Cure diseases

Causality with few samples is hard to justify, but logical pattern sequence identification may be helpful.

Sort of like looking for a certain chord with characteristic resonance.

[EDIT] https://en.wikipedia.org/wiki/Graphical_model

[EDIT] https://en.wikipedia.org/wiki/Symbolic_regression

[EDIT] https://en.wikipedia.org/wiki/Ensemble_learning

Schema.org: Introducing 'Role'

2014-07-01-18:00:17 #semanticweb ^

I can easily come up with 10 better ways to handle the examples given in the post. I'm sure they could too. What went wrong?

How could this be more simply modeled?

Is this reification, or is there a more descriptive term for the diagram presented?

" Graph the data. If you cannot see the effect with your bare eyes, it's not worth caring about." Valid statement?

2014-07-01-17:47:16 #statistics ^

" Graph the data. If you cannot see the effect with your bare eyes, it's not worth caring about." Valid statement?

http://jakevdp.github.io/blog/2014/06/12/frequentism-and-bayesianism-3-confidence-credibility/#comment-1434671571

The trouble is knowing what to plot. Even for small effects in high dimensional data, if an effect is real then there is some visualization of the data that will make it apparent to the eye.

If you need to know what to plot before applying the heuristic, you are not using the heuristic.

Fair enough. Had I elaborated I would have said that the statement is nearly useless as guide to the proper analysis, but it is helpful as a post-hoc check that the analysis is reasonable.

With two variables scaled to the viewing area, sure.

With 3+ variables, I don't know what the probability of choosing the most visually helpful projection into a 2-dimensional plane is.

Pandas with numba?

2014-07-01-17:14:16 #pystats ^

http://blaze.pydata.org/docs/dev/backends.html#pandas

http://stackoverflow.com/questions/23630162/efficient-way-to-process-pandas-dataframe-timeseries-with-numba

http://numba.pydata.org: LLVM JIT

http://pandas.pydata.org/pandas-docs/stable/enhancingperf.html: Cython

http://docs.continuum.io/iopro/index.html :

IOPro loads NumPy arrays (and Pandas DataFrames) directly from files, SQL databases, and NoSQL stores, without creating millions of temporary, intermediate Python objects, or requiring expensive array resizing operations. 

A comparison of Go to Rust and Haskell

2014-06-29-23:46:24 #rust ^

Thanks!

What are some funny ways to answer a call?

2014-06-29-01:12:05 #AskReddit ^

"Thank you for your time."

Structural Equation Modeling - Help choosing the right model specifications

2014-06-27-12:13:23 #statistics ^

This is a description of a theory-driven model. You start with a theory or observation about how the world works, assuming that theory is true, what predictions can you make; or in this case, what model can you build? If the theory is correct, the theory model will fit nicely.

https://en.wikipedia.org/wiki/Randomized_controlled_trial

https://en.wikipedia.org/wiki/Blind_experiment#Triple-blind_trials

The problem with what you're describing is that it tells you nothing about why the model is specified the way it is. Sure if you train and build on split half models, you'll get a great model fit. The problem is that you'll have no idea what the model is saying, especially if it spits back a model with nonsensical parameters (like correlated error terms).

https://en.wikipedia.org/wiki/Pathway#See_also

The Google flu model is a great example of the downfall of algorithm based model building. Sure the model fits well when it fits. But you have no idea what external factors you're omitting that may cause the model to fail. For example, ice cream and murder rates are highly correlated.

"Spurious Correlations" demonstrates quite a few peculiar correlations.

Another great example of correlation and causal relations: Heart medication <---> heart disease.

... Domain data/information/knowledge/wisdom and logical proofs.

A training model would find that correlation and model it really we'll. but what a theory driven model would tell you is that this correlation is driven by heat - ice cream and murder rates both increase with temperature. If something occurred to change that relationship, knowing WHY the relationship exists would help explain when the model will fail and, more importantly, why it's failing

So, the difference here is that a theory-driven model allows us to postulate about root causes (like latent causal variables)?

Probabilistic logic may be a topic more fit for an AI discussion; but I wonder where the optimal boundary between attempting to confirm (necessarily biased) theory with arbitrarily defined thresholds of confidence and significance and making inference from the data and more data is.

I tend to think about this in physical cognitive terms like relative and absolute (Earth North) bearings (useful for wayfinding and orienteering).

Structural Equation Modeling - Help choosing the right model specifications

2014-06-23-05:43:01 #statistics ^

You need to start with a specified model a priori. You build a model based on your readings of the literature and by using existing theories. You do not fish around for the perfect model as this increases your rate of false positives and is grossly an unethical treatment of the data.

What? Could you demonstrate how what you are describing is not confirmation bias? If this were a proof, how would you inductively justify priors 'inferred' from select literature that says that the world is flat?

If you have a bunch of data and don't know what model you're building, you need to go back and hit the books because you've out the cart before the horse. Figure out what you're trying to test and test it. Don't collect a bunch of data and find the best fitting model. This is essentially p-hacking.

  • Learn on half
  • Predict on half
  • Measure error
  • Cut the deck
  • Repeat

What you seem to be describing is a walk around a (possibly local) hypothesis extrema.

Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once?

2014-06-22-11:00:55 #statistics ^

I admire your civil tone, a standard that I have not lived up to recently in a lot my comments. Thanks, and cheers.

Peace.

Re: ANOVA, that was my mistake; ANOVA is really just the GLM anyway (as is multiple regression), so I tend to use a lot of these terms interchangeably, which is obviously not good practice.

From http://en.wikipedia.org/wiki/General_linear_model :

The general linear model incorporates a number of different statistical models: ANOVA, ANCOVA, MANOVA, MANCOVA, ordinary linear regression, t-test and F-test. The general linear model is a generalization of multiple linear regression model to the case of more than one dependent variable.

http://en.m.wikipedia.org/wiki/Comparison_of_general_and_generalized_linear_models is also interesting.

OLS just solves for parameter estimates, it has no feature selection step exactly. So, it is up to the user to specify the features.

This is where prior biases creep in.

I agree that exploration of ML algorithms could be helpful, and I should have said so in my post (I have the nasty habit of just highlighting where I disagree with people, rather than highlighting points on agreement; it's an irksome quirk of my training, personality, or both).

Counterexamples abound.

In particular I would refer the OP to Zelazo's late 90's-early 2000's meta-analysis of the A-not-B error which is in many cases analogous to the task OP is analyzing. Zelazo used a neural network to do the meta-analysis, so a case could be made for it here, too.

Thanks for the reference. I suppose the random seed would need to be recorded with (recurrent) nets.

Pushing for the use of PCA/ICA/etc might be a bit harder, since there isn't prior art to work from. In fact, I'm not aware of a single meta-analytic study using those approaches, so it's likely that some basic statistics papers would have to be published on this first.

I'd have to dig through arxiv and Google Scholar for relevant matches.

Personally, if the OP were to be interested in pursuing some more complex techniques, I'd recommend a hierarchical Bayesian meta-analysis (not nearly as hard as it sounds).

http://scikit-learn.org/stable/modules/classes.html#module-sklearn.cluster

URIs for study designs, controls, and blinding could be helpful. I reviewed the PRISMA statement checklist recently, IIRC.

But, given the quality of reviews that OP encountered (and alas that are standard in psychology; there is a generational war going on), these are unlikely to result in a published paper in anything less than a year or so of back and forth, waiting on the availability of reviewers with the requisite expertise, etc.

This is why I feel it is appropriate to publish just data with parenthetical summarizations in PDFs, for web comments (e.g. with OpenAnnotation).

Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once?

2014-06-22-17:06:55 #statistics ^

These are all cool techniques but you seem to have dived into the deep end without realizing this is problem is solvable in the baby pool, which makes me think you're in over your head (forgive the extended metaphor).

That must be the case.

For example, independence between variables is not an assumption of ANOVA (you're thinking of independence of errors, or possibly collinearity [which as noted above is a problem only at high levels of collinearity]).

Who mentioned ANOVA?

Another example is your link to an arcane technique (combinatorial optimization) seemingly without realizing the OP is just doing OLS multiple regression.

Does OLS identify combinations of inverse features?

Forgive me, but it seems like you're missing training in basic statistics, and are plowing through really unusual techniques without a solid grounding. This makes you not the ideal candidate to be providing advice.

I suppose one could look at each pixel at a time.

I will admit to having voted you down for these reasons; I've removed that vote, but I hope you see my intention. The issue was that your suggestion is overly-complex, seemingly misinformed, and distracting from the suggestions of others who appear to have greater training. This is not always apparent to the OPs themselves, so it can be helpful for others to vote unhelpful things down.

Thank you for your feedback. I should have been more clear that I feel that OLS is inadequate; and further exploration into standard machine learning algorithms (like PCA and ICA) may or may not be necessary OR helpful.

What is the difference between data mining, statistics, machine learning and AI?

2014-06-22-03:20:33 #statistics ^

statistics - inference in probabilistic models

machine learning - sometimes probabilistic models, sometimes minimizing a nonstatistical cost function

AI - logic not statistics

Inference (probably statistical) and reasoning (not outside of statistics)

This is a cool illustration: http://today.slac.stanford.edu/images/2009/colloquium-web-collide.jpg

Data mining - sometimes machine learning, sometimes referring to the process of acquiring and preprocessing data

Great answer; thanks!

Examining the effects of multiple independent variables on a dependent variable: one at a time or all at once?

2014-06-21-21:49:44 * 2014-06-21-19:29:36 #statistics ^

Is there a reason that PCA or MIC would or would not be applicable here?

http://en.wikipedia.org/wiki/Principal_component_analysis

http://en.wikipedia.org/wiki/Mutual_Information#Multivariate_mutual_information

IIUC you're doing combinatorial linear regression with a random seed?

[EDIT] http://en.wikipedia.org/wiki/Combinatorial_optimization

[EDIT] http://en.wikipedia.org/wiki/Factor_analysis#Exploratory_factor_analysis_versus_principal_components_analysis

[EDIT] Why is this downvoted in /r/statistics?

Manual linear regression is unfortunately biased.

There seems to be an assumption of independence between variables that may not be valid and would be missed by classical regression. (e.g. see "feature extraction")

Binstar is out of beta

2014-06-20-17:30:57 #Python ^

They've been providing a superior package tool (open source) and binaries across three platforms for years

+1

before pip finally caught up conceptually with 'wheels' (which is still in practice rarely available for one platform, let alone 3, and feels like a case of catch-up NIH syndrome)

Wheels predate conda, which solves a wider problem.

http://legacy.python.org/dev/peps/pep-0427/

http://pip.readthedocs.org/en/latest/reference/pip_wheel.html

https://github.com/conda/conda/releases?after=1.7.0

Conda environments are compatible with pip.

http://conda.pydata.org/docs/faq.html#installation

Conda tries pip last (see: --no-pip)

http://conda.pydata.org/docs/commands/install.html

http://conda.pydata.org/docs/commands/list.html

Python a toy language?

2014-06-20-17:15:30 #Python ^

From http://www.reddit.com/r/Python/comments/17c69p/i_was_told_by_a_friend_that_learning_python_for/c84bswd :

How many employers want Python programmers?

Here are alot of Python jobs (I searched for "python jobs"):

Is Python better as a stepping stone to more complicated languages?

Is Python better than what?

  • Python is a good first language.
  • Python is a good second language.
  • Python interfaces with C, C++, R, Java, CLR, [...]
  • I would agree that C++ is a traditional language.
  • Python to Cython to C++ might be a good progression.

Numba is pretty fast, too.

reddit changes: individual up/down vote counts no longer visible, "% like it" closer to reality, major improvements to "controversial" sorting

2014-06-19-00:40:50 #announcements ^

How can you ascribe the semantic meaning of 'like' to upvote and downvote?

I may not 'like' something, but feel that more people should be aware of it.

UMLS and the new OpenFDA APIs?

2014-06-15-02:23:47 #medicalprogramming ^

If you could pump the fda data into the semantic thesaurus you might be able to find some cool results.

Could be useful for identifying pathways [1]; but the lack of case histories may be the limiting factor. [2]

Mapping to RDF [3][4] could dramatically simplify a join/merge. [4][5]

It probably wouldn't be too difficult to create a JSON-LD @context for these schema (e.g with RDFLib-jsonld). [6]

From there, linking to recent/relevant studies could be accomplished with MESH [7] headings (as from PubMed [8] and understood by UMLS) and bibliographic metadata (edges) [9]

Unfortunately, RDFa is not yet widely prevalent with (medical) journals. [10]

From [11]:

Standard Forms for Sharing Analyses (as structured data with structured citations)

  • Quantitative summarizations
  • Computed aggregations / rollups
  • Inter-study qualitative linkages (seemsToConfirm, disproves, suggestsNeedForFurtherStudyOf)

It may be helpful to connect Schema.org [12] health/medical types with UMLS.

[1] https://en.wikipedia.org/wiki/Clinical_pathway#Selection_Criteria

[2] https://github.com/FDA/openfda/blob/master/schemas/faers_mapping.md

[3] https://github.com/FDA/openfda/blob/master/schemas/faers_mapping.json

[4] https://en.wikipedia.org/wiki/Join_(relational_algebra)#Joins_and_join-like_operators

[5] http://www.reddit.com/r/semanticweb/comments/1z4v63/struggling_with_rdf_owl_and_ontology_concepts/cfrdva0

[6] http://www.reddit.com/r/Python/comments/1wtdyj/rdflibjsonld_jsonld_linked_data_parser_and/cf56g69

[7] http://www.nlm.nih.gov/mesh/

[8] www.ncbi.nlm.nih.gov/pubmed/

[9] http://www.reddit.com/r/semanticweb/comments/1z7q2q/bibtex_rdf_and_citations_pdf_or_html/cfrax12

[10] http://www.reddit.com/r/semanticweb/comments/1o4v5k/some_help_please_im_the_founder_of_rbutr_a/ccqw3ju

[11] http://www.reddit.com/r/semanticweb/comments/21w5cr/rfc_reproducible_statistics_and_linked_data/

[12] http://schema.org/docs/meddocs.html

Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts.

2014-06-14-02:35:46 #Omaha ^

You should cite verbatim exactly which sidebar policies you feel these comments to be in violation of.

I feel that I am being bullied and coerced.

http://www.stopbullying.gov/

https://en.wikipedia.org/wiki/Coercion

https://en.wikipedia.org/wiki/Bullying

Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts.

2014-06-14-00:44:54 * 2014-06-13-17:11:53 #Omaha ^

I work in websec and netsec. Links with 'here' as anchor text are not useful to me. (are not ctrl-f 'able) [edit]

Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts.

2014-06-14-00:43:07 * 2014-06-13-16:47:12 #Omaha ^

Value?

What the [...] does Maslow's Hierarchy of Needs have to do with a judgemental map of Omaha?

What a disrespectful role model.

That would be a valid framework for analyzing which needs the author was attempting to satisfy. Acceptance?

Anyhow, point is lists of links is spam, which is against the rules of reddit, which I won't allow here on Omaha,

No. Lists of links to commercial resources within which the author has a financial interest would be frowned upon. Spam is unsolicited bulk communications.

and if it continues I will ban your account again, and this time I won't unban you as I've already discussed this with you plenty at length in the past.

You do have the power to do that.

If you want to do your thing with Semantic Web for machine readable internet, be my guest. Just please insert some information in there as well for us humans as reddit is primarily for humans, not machines.

Should we have a talk about information and entropy? Read the links or don't. Upvote or downvote.

The two comments I linked in the other comment as well as your submission about MOOCs are great examples of acceptable contribution.

Again, thank you for your feedback.

[Edit] upvote/downvote. [...]

Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements)

2014-06-14-00:04:04 #Python ^

See: __getattr__ and __setattr__ (links above)

Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements)

2014-06-13-13:37:02 #Python ^

Except a context manager doesn't create a separate scope.

Except? Is this a request for a new PEP?

What are the objectives? Encapsulation? Overloading that makes static analysis more difficult?

"PEP 227: Statically Nested Scopes" http://legacy.python.org/dev/peps/pep-0227/

"PEP 343: the 'with' statement" http://legacy.python.org/dev/peps/pep-0343/

"PEP 1: PEP Purpose and Guidelines" http://legacy.python.org/dev/peps/pep-0001/

Saw this "Judgmental Map" on facebook. I'd love to hear everyone's thoughts.

2014-06-13-08:29:30 #Omaha ^

It is unfortunate that you are unable to comprehend the value of those links as compared to worthwhile snarky comments about https://en.wikipedia.org/wiki/Narcissistic_rage_and_narcissistic_injury

Open-source operating system for netbook without internet?

2014-06-13-04:12:23 #compsci ^

Not an operating system, but really helpful w/ a netbook: https://en.wikipedia.org/wiki/I3_(window_manager)

Why does python lack nested scopes? (a la blocks in C, or scheme's "let" statements)

2014-06-13-02:30:34 #Python ^
  • Dunder __varname names are mangled
  • Define a @property without a setter
  • pyrasite, pyringe

TIL that Grit is suggested as a sixth personality trait

2014-06-12-05:07:59 #todayilearned ^

https://en.wikipedia.org/wiki/Grit_(personality_trait)#Grit_and_personality_measures

The grit measure has been compared to the Big Five personality model, which are a group of broad personality dimensions consisting of openness to experience, conscientiousness, extraversion, agreeableness, and neuroticism.[10] In one study by Duckworth and Quinn, the Short Grit Scale (Grit–S) and 12-item self-report measure of grit (Grit–O) measuring grit was strongly correlated with conscientiousness (r = .77, p <.001 and r = .73, p <.001) (2009). While grit is related to conscientiousness measures, it also differs from conscientiousness in important ways. For example, while both grit and conscientiousness are often associated with short term accomplishments, grit is also associated with longer term and multi-year goals.[3] This long-term persistence and dependability are important aspects that make grit distinct from conscientiousness. Another personality characteristic that is often linked to grit is the need for achievement. One way in which grit differs from the need for achievement is that individuals with high scores in grit often set extremely long-term goals for themselves and pursue them deliberately even without positive feedback,[3] while need for achievement lacks this long-term component. [Emphasis Added]

Ideas for first project for econometric/statistical analysis?

2014-06-11-01:02:10 * 2014-06-10-17:11:56 #pystats ^

So I'm looking to experiment and try a mini project with my new python/econometrics skills.

http://www.kevinsheppard.com/Python_for_Econometrics

I'm looking to keep it relatively basic, but kinda make it a full-rounded project, basically just:

  • a little data scraping maybe,

http://www.reddit.com/r/Python/comments/1qnbq3/webscraping_selenium_vs_conventional_tools/#cdeq2t7

http://pandas.pydata.org/pandas-docs/stable/io.html#io-read-html

  • some analysis involving any of Ordinary Least Squares, Generalized Method of Moments, Method of Simulated Moments, and/or Maximum Likelihood Estimation,

http://statsmodels.sourceforge.net/stable/#table-of-contents

  • some nice plotting

http://nbviewer.ipython.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-4-Matplotlib.ipynb

https://scipy-lectures.github.io/intro/matplotlib/matplotlib.html

http://www.reddit.com/r/pystats/comments/1r7zv0/request_from_my_company_plots_that_they_can/#cdqb0bq

I'm working out of the Anaconda collection of packages

+1 http://docs.continuum.io/anaconda/index.html

I don't know if it's better for me to just pick some random data to analyze and see what I come up with, or maybe just try to replicate some analysis that's already out there.

How are Nebraska curriculum standards different from Common Core?

2014-06-11-00:28:34 #Omaha ^

There's probably enough overlap/intersection that it's really easy to use common core worksheets; although there is not yet an official state standards position on a forthcoming transition to common core.

dependency_links will go. How to deal with non-PyPi VCS dependencies?

2014-06-11-00:24:40 #Python ^

I understand that I can put basically everything into the requirements.txt but is there a way that pip also "executes" a requirements.txt of the dependency package? I think requirements.txt are flat and have no way to deal with recursive dependencies.

Not that I'm aware of.

There's nothing stopping a subprocess.call(['pip','install','-r','././requirements.txt']) from being added to a setup.py install task. (A wild goose chase down a yellow brick road).

In my case pyramid would be another in-house library with somebody making changes and updates to frequently and has its own requirements.txt that needs execution. Maybe I don't get it, but for me it seems like I several steps to install: 1. pip install my_application_from_git 2. pip install -r requirements.txt (from my_application_from_git) 3. look into every dependency if itself has some requirements.txt that needs to be installed

A Makefile or a shell script with git_clone and a for loop would be a simple solution for supporting a development install.

Pip is designed to work with pkgname<=>versionspec pairs which are read from setup.py and resolved from an index and find-links (optionally accessed through a proxy).

I can't remember where I read about why things are decoupled this way.

And no I can not prepare a flat requirements.txt in advance. We are right in the middle of getting everything into packages and it can be that a script that ones was one now consists of several sub-packages. It is just not possible to keep all the requirements.txt up to date on a daily basis. I'd think even keeping track would be hard.

Your situation sounds similar to the zope eggification. They work with (zc.)buildout, which is IMHO harder to debug than a Makefile; but there lots of extensions for various build tasks.

Python packages are designed to have versions, checksums, and signatures.

How are Nebraska curriculum standards different from Common Core?

2014-06-10-08:21:27 * 2014-06-10-00:26:20 #Omaha ^

Yeah, I saw a while back some online thing that tried walking me through some simple division problem using the common core technique.

http://www.corestandards.org/Math/Content/3/introduction/

https://www.khanacademy.org/math/arithmetic/multiplication-division

[EDIT] Are you talking about "Dividing with Number Lines"?

http://www.commoncoresheets.com/Division.php

http://www.corestandards.org/Math/Content/OA/

How are Nebraska curriculum standards different from Common Core?

2014-06-10-08:17:57 * 2014-06-10-00:24:33 #Omaha ^

What's the deal with common core anyway? All I've really seen about it is their new approach to elementary mathematics, which, to my post-elementary mathematics brain, seems pretty damned ridiculous.

So, different algorithms are bound to be more intuitive to different people; depending on what they were taught and how they physically conceptualize their environment.

There's certainly more than one way to do it. If we are to understand students from various systems, it's not that hard to learn an additional cognitive algorithm.

[EDIT]

https://en.wikipedia.org/wiki/Mathematics_education#Methods

https://en.wikipedia.org/wiki/Conceptual_metaphor

How are Nebraska curriculum standards different from Common Core?

2014-06-10-08:15:03 #Omaha ^

We're not accustomed to change. (e.g. coping with new (and entirely unnecessary technology)

https://en.wikipedia.org/wiki/Tuckman's_stages_of_group_development#John_Fairhurst_TPR_Model

[...] tactic.

It's really not a partisan issue, though it is an outrage that "[...] fewer than 30% of America’s schools have the broadband they need to connect to today’s technology."

It's just badly understood and some of the commercial content generated (In the supposed name of common core) by [...] text book companies is easily attacked.

With aligned standards, the market for educational materials is becoming a bit different: creating room for greater dialogue and conversation.

A search for "Open Educational Resources" (#OER) finds lots of CreativeWorks which our community can evaluate and work into curriculum.

How are Nebraska curriculum standards different from Common Core?

2014-06-10-08:07:22 #Omaha ^

https://en.wikipedia.org/wiki/Set_(mathematics)#Basic_operations

Clearly, there were/are large intersections between Common Core and state-level standards.

I don't think it's a subset / superset relation.

Our standards also focus more on what is important for Nebraskans to know (ie. Famous people, arbor day, and state history) which as an educator I think is pretty important.

I'm sure there's room for legislated state-level civics requirements.

I've heard from teachers, our standards are much more demanding and higher than what is required by Core Curriculum.

That may be subjectively true. As producers of graduates which will apply to undergraduate programs across the United States, I think it would be helpful for us to determine exactly where those set complements are.

The main differences between our standards and core curriculum is the core curriculum focuses much more on non fiction and informational text while our standards allow for more exploration of fictional materials.

This must be a difficult regional variation to generalize for all 314 million people here (and for the 1.85 million citizens of all ages in Nebraska).

To me, the name "Common Core" implies that Common Core is a subset of state-level education standards.

How are Nebraska curriculum standards different from Common Core?

2014-06-10-02:51:03 #Omaha ^

Shared contextual #OER annotations with http://hypothes.is/ could also be helpful.

How are Nebraska curriculum standards different from Common Core?

2014-06-10-00:59:57 #Omaha ^

Thanks!

Basically, we have that extra test on writing. We teach writing as something separate instead of heavily incorporating it into Math and Reading.

Why? http://www.corestandards.org/ELA-Literacy/

The kids are able to just answer the questions without having an essay explanation of the answers and what not.

It all though seems to come down to the state testing.

How are Nebraska curriculum standards different from Common Core?

2014-06-10-00:56:41 #Omaha ^

OPS Curriculum Standards

Thanks! These appear to be the same as the PDFs from education.ne.gov/academicstandards/ with Mathematics as the exception (linking to "Compendium of Course Content Standards" [2008-09] http://district.ops.org/Portals/0/CurrandLearn/08-09%20Content%20Standards-OPS.pdf).

How are Nebraska curriculum standards different from Common Core?

2014-06-10-00:51:36 #Omaha ^

Thanks! So this is a different page: http://www.education.ne.gov/academicstandards/index.html

Nebraska Statute requires the Nebraska State Board of Education to update standards for each subject area every five years according to the following schedule:

  • Language Arts - April 2009
  • Mathematics - October 2010
  • Science and Social Studies - November 2010
  • Social Studies - December 2012

It looks like there are PDF and DOC versions.

It would be much easier to link things [1] to the specific curriculum #headings [2] with an HTML version.

With RDFa, the community could collaboratively link learning resources to curriculum headings. Schema.org can be expressed in RDFa (HTML + very useful extra attributes).

Schema.org [3][4] has an 'educationalAlignment' property for CreativeWork [5] (and all subclasses e.g. Article, Blog, Book, Movie, Photograph, Question) based on LRMI (Learning Resource Metadata Initiative). [6]

Search engines support schema.org metadata.

This could be of great help in creating lesson plans.

[1] https://en.wikipedia.org/wiki/Requirements_traceability

[2] https://en.wikipedia.org/wiki/Fragment_identifier

[3] https://en.wikipedia.org/wiki/Schema.org

[4] http://schema.org/docs/full.html

[5] http://schema.org/CreativeWork

[6] http://www.lrmi.net/

How are Nebraska curriculum standards different from Common Core?

2014-06-09-23:53:51 #Omaha ^

These are great, free, and can be rewound and watched [again] at home:

I like the dashboard because there's instant feedback. What a helpful refresher.

Why should Nebraska share online courses as MOOCs? (x-post from /r/Nebraska)

2014-06-09-21:39:37 #Omaha ^

http://code.edx.org/ is Open Source and mostly written in /r/Python (/r/learnpython).

There may be a few Python programmers with the CERN and/or HCC teams.

dependency_links will go. How to deal with non-PyPi VCS dependencies?

2014-06-09-21:23:24 #Python ^

This is a valid requirements.txt file:

jinja2
-e git+ssh://git@github.com/pyramid/pyramid@1.5.1#egg=pyramid
-r requirements-dev.txt
-r requirements-docs.txt

dependency_links will go. How to deal with non-PyPi VCS dependencies?

2014-06-09-21:20:45 #Python ^

From a devops perspective, compared to testing and maintaining a script (shell, Makefile, fabric, ...) with sudo or root privileges, configuration management is a win. A high-level break-down of app installation:

  • install OS packages (git, httpd)
  • create a user account
  • install pip packages (VCS clone and/or pull)
  • set/fix/check filesystem permissions and labeling
  • open port(s)
  • copy/generate init.d/upstart/systemd files
  • (re)-start services

dependency_links will go. How to deal with non-PyPi VCS dependencies?

2014-06-09-19:17:45 #Python ^

The problem with --find-links is that I have tons of internal links to put in there. It's not just to long type without but also no one will remember all those links to put when they want to install or update (and this happens often) anything.

There's a distutils.cfg file and a PIP_CONFIG_FILE (~/pip/pip.conf)

http://pip.readthedocs.org/en/latest/user_guide.html#config-file

There may be answers in the "Python Packaging User Guide", which is relatively new.

https://packaging.python.org/en/latest/

dependency_links will go. How to deal with non-PyPi VCS dependencies?

2014-06-09-19:11:24 #Python ^

You could create a pip repository.txt file with topologically sorted editable VCS URLs containing explicit @tag_branch_or_revid specifiers. Or, wheels.

http://www.reddit.com/r/Python/comments/21itpp/what_is_the_proper_way_to_mix_regular_python/#cgdgaxh

Is There a Role for Carbohydrate Restriction in the Treatment and Prevention of Cancer?

2014-06-07-15:30:12 #ketoscience ^

"Prolonged Fasting Reduces IGF-1/PKA to Promote Hematopoietic-Stem-Cell-Based Regeneration and Reverse Immunosuppression"

http://www.cell.com/cell-stem-cell/abstract/S1934-5909(14)00151-9

Can you know yourself? If you can, then you can design strong ai. If you cannot, you cannot. A theory...

2014-06-06-22:59:51 * 2014-06-06-15:12:28 #artificial ^

https://en.wikipedia.org/wiki/Self-realization

https://en.wikipedia.org/wiki/%C4%80tman_(Hinduism)

Ātman (IAST: ātman, Sanskrit: आत्मन्) is a Sanskrit word that means 'inner-self' or 'soul'. In Hindu philosophy, especially in the Vedanta school of Hinduism, Ātman is the first principle,[1] the true self of an individual beyond identification with phenomena, the essence of an individual. In order to attain salvation (liberation), a human being must acquire self-knowledge (atma jnana), which is to realize that one's true self (Ātman) is identical with the transcendent self Brahman:

If atman is brahman in a pot (the body), then one need merely break the pot to fully realize the primordial unity of the individual soul with the plentitude of Being that was the Absolute

https://en.wikipedia.org/wiki/Anatta

In Buddhism, the term anattā (Pāli) or anātman (Sanskrit: अनात्मन्) refers to the notion of "not-self" or the illusion of "self". In the early texts, the Buddha commonly uses the word in the context of teaching that all things perceived by the senses (including the mental sense) are not really "I" or "mine", and for this reason one should not cling to them.

https://en.wikipedia.org/wiki/Sunyata

.

https://en.wikipedia.org/wiki/Know_thyself

~ "Know Thyself"

http://biblehub.com/genesis/1-27.htm

"So God created mankind in his own image, in the image of God he created them; male and female he created them."

https://en.wikipedia.org/wiki/Image

https://en.wikipedia.org/wiki/Image_(mathematics)

https://en.wikipedia.org/wiki/Through_a_glass,_darkly_(phrase)#.22Through_a_glass.2C_darkly.22

"For now we see through a glass, darkly."

https://en.wikipedia.org/wiki/Babylonian_Talmud

"All the prophets gazed through a speculum that does not shine, while Moses our teacher gazed through a speculum that shines.

http://www.sacred-texts.com/isl/tah/tah05.htm

"KNOWLEDGE of self is the key to the knowledge of God, according to the saying: "He who knows himself knows God,"[1]"

https://en.m.wikipedia.org/wiki/Self-knowledge_(psychology)

[EDIT] Link to self-realization, rough chronology (Western upbringing)

Wikipedia vs Peer-Reviewed Medical Literature for Information About the 10 Most Costly Medical Conditions TL;DR -- 9/10 articles contained errors

2014-06-05-04:24:29 #science ^

Did the authors make any effort to correct the inaccuracies that they identified?

Thoughts on using Python in distributed enterprise solutions?

2014-05-29-10:50:01 #Python ^

Long running Python jobs that consume a lot of memory while running may not return that memory to the operating system until the process actually terminates, even if everything is garbage collected properly. That was news to me, but it’s true. What this means is that processes that do need to use a lot of memory will exhibit a “high water” behavior, where they remain forever at the level of memory usage that they required at their peak.

https://docs.python.org/2/reference/simple_stmts.html#the-del-statement

https://docs.python.org/2/library/gc.html#gc.collect

A way to get around this is to fork child processes that are short lived and that do not keep large complex objects around for the life of the parent process.

+1

In addition, I would not recommend using threads for concurrent middleware when writing in Python since you can't compartmentalize its memory consumption to the life of the thread (this was my theory as to why I chose not to use threads, though I don't have proof of this behavior in the wild).

This is why cgroups exist at the OS level.

After working with messaging and middleware for a few years now, I would recommend using ZeroMQ (if you don't want/need to run a broker) or ActiveMQ (if you need a broker, which it seems like at the enterprise level you might).

While fast, 0mq does not solve for reliable delivery or transport security.

Thoughts on using Python in distributed enterprise solutions?

2014-05-28-07:25:04 * 2014-05-28-12:04:32 #Python ^

Easier maintainability

Less KLOC is better for maintenance.

If there are tests, they should all be passing; with coverage.

Parsing Messages

Java has strong support for XML. Python has some XML support in the standard library. External XML modules are largely written in C.

Multithreading

In Python -- as with most languages -- it is much easier to debug and develop multiprocess applications; which, by design, are more easily distributable. There are threading primitives, but the GIL remains the limiting factor for threaded Python applications.

There are lots of Python libraries for various standard protocols and interfaces.

Message Brokers

AMQP is a protocol. ZeroMQ is a messaging library.

AMQP offers flow control and reliable delivery.

Enterprise Python

Java -> Python

[Edit]

Cox To Offer 1GHz Service by the End of the Year and Double Preferred and Premier Speeds

2014-05-25-00:11:29 #Omaha ^

I don't see (common carrier) infrastructure as a partisan issue.

"[...] fewer than 30% of America’s schools have the broadband they need"

To the extent that my desire to record n 4k streams of content at the same time (to avoid re-downloading - 'streaming' - the same video from the other side of the country) supports getting broadband to schools, I feel like I'm helping.

Cox To Offer 1GHz Service by the End of the Year and Double Preferred and Premier Speeds

2014-05-24-23:51:54 #Omaha ^

So, if we want to support tech in Omaha, Nebraska - by hosting local datacenters - we should be (have been) focused on developing our (smart) power grid?

https://en.wikipedia.org/wiki/Smart_grid

How can I automatically generate a UML diagram from Python code?

2014-05-24-23:22:44 #Python ^

Some time ago, I was terribly excited about the ability to produce Plone archetype stub code from UML models.

Then, we realized that round trip was infeasible, and, had we not been concerned with impressive diagrams containing gradients and stick gfigures, we could have iteratively reached a comparable solution with less tool dependency... YMMV

http://modeling-languages.com/uml-tools/#python

[EDIT] http://www.agilemodeling.com/

Female ‘A’ Students End Up Making Less Than Male ‘C’ Students

2014-05-24-21:59:42 #news ^

Equal pay for equal hours.

What relation is there between ability to satisfy grades and employment success?

Note: I haven't read the study design or selection criteria.

Real-time fuzzy matching in the command line?

2014-05-16-00:41:44 #vim ^

Ctrlp could support command lookup.

There's also FuzzyFinder http://www.vim.org/scripts/script.php?script_id=1984

FuzzyFinder provides convenient ways to quickly reach the buffer/file/command/ bookmark/tag you want.

Content aggregation website for asyncio

2014-05-10-01:07:09 #Python ^

Here's a patch to add Schema.org Video support (adds RDFa to template) for pyvideo.org: https://github.com/willkg/richard/pull/213

For the other useful resources listed here, within http://schema.org/CreativeWork there are "More specific Types".

Github for data dumps?

2014-04-28-12:13:10 #semanticweb ^

To do this in-band with RDF (not with external version control), there are a number of approaches. The top three Google Search results for "rdf changesets":

Datahub.io is a CKAN site:

From Source to Code: How CPython's Compiler Works (PyCon CA 2013)

2014-04-26-08:37:38 #Python ^

AST is killer feature. For sure. Lots of interesting applications in goal programming.

Controlling for Concussion, TBI, CTE (and PTSD): Complications of traumatic brain injury

2014-04-26-08:02:11 #psychology ^

"Almost half of homeless men had traumatic brain injury in their lifetime, 87% of which occured before they lost their home, new study finds" http://www.reddit.com/r/science/comments/23ympx/almost_half_of_homeless_men_had_traumatic_brain/

From Source to Code: How CPython's Compiler Works (PyCon CA 2013)

2014-04-25-23:34:57 * 2014-04-25-15:49:59 #Python ^

From Source to Code: How CPython's Compiler Works (PyCon CA 2013)

2014-04-25-23:23:36 * 2014-04-25-15:34:46 #Python ^

"From Python to Code: How CPython's Compiler Works" Dr. Brett Cannon. PyCon CA 2013

Video: https://www.youtube.com/watch?v=R31NRWgoIWM

Slides: http://bit.ly/BrettCannon-PyConCA2013

Artificial intelligence and insight on Hofstadter's introspective process.

2014-04-25-22:54:19 #artificial ^

My interpretation of the author's assertion may have been a bit muddled by work with C3 linearization of the Python MRO; but would it be fair to call the COMP process a heuristic?

It seems similar to an ontology mapping problem with a 'cost function' predicated upon a magnitude of correlation. [1]

Humorous delight in drawing unexpected analogies and metaphors, then, becomes all the more interesting.

Not in the word, metaphor.

Reductionistic metaphorical personification of metaphor as a cognitive process identifier.

If we look for a thing/mental object, idea, we won't find it.

http://schema.org/docs/full.html (http://schema.org/Thing)

Thank you for the clarification!

[1] http://www.reddit.com/r/semanticweb/comments/1sxpv0/what_are_the_currently_used_standards_in_semantic/ce3ojup

How 'DevOps' Is Killing The Developer

2014-04-16-04:04:49 #programming ^

To take a step back, the article seems to present a dichotomy of roles between 'developer' and 'operations' (e.g. 'web application developer' and 'systems administrator').

The job, as I understand it, is information systems engineer. As an information systems engineer, the job objective is to produce a system which supports information flows between a number of appropriate clients, while minimizing error.

The job, whether it is 'more on the developer side' or 'more on the operations side' is to support this objective; as a valued component of a team that is (maybe should) always operating with relatively constrained resources.

I don't know how the article could suggest that operational process control and change control are at all preventing developers from coding.

"I can't get anything done because I've suddenly realized how much work it is to realistically run my own PaaS on an IaaS with my standby 'install.sh'" is not a valid argument.

It makes perfect sense to minimize error. Developers should be concerned with scale. Systems should be concerned with which applications they are putting in the cloud.

I routinely argue for holism in science fields to counteract specialization entropy. The fields intersect; that is where inefficient communication and handoffs happen.

If Google promoted you to head of special projects with unlimited budget, what would be your first project?

2014-04-13-02:23:12 #AskReddit ^

"a new organic-based flow battery using quinone, a molecule nearly identical to one found in rhubarb. It can be found in green plants or synthesized from crude oil, and costs about $27 per kilowatt hour of storage capacity, compared with $700 for conventional metal batteries." http://redd.it/1uujjw

[Request] Looking for some guidance on how to best go about ranking US states.

2014-04-13-01:12:21 #MachineLearning ^

Planning poker is one way to elicit relative quantitative valuations for feature effort/complexity. You could crowd-source the factor weights similarly; though, for the domain, Fibonacci numbers might not be as helpful as a simple qualitative scale e.g. from least important to most important.

[Request] Looking for some guidance on how to best go about ranking US states.

2014-04-13-00:14:29 #MachineLearning ^

I know I need to use some type of statistical analysis, but I don't really know where to start. Clustering? PCA? Factor analysis? Regression model? Bayesian methods? Other??

https://en.wikipedia.org/wiki/Decision-matrix_method

https://en.wikipedia.org/wiki/Information_criterion_(disambiguation)

https://en.wikipedia.org/wiki/Planning_poker

RFC: Reproducible Statistics and Linked Data?

2014-04-01-23:21:43 #semanticweb ^

Are there tools and processes which simplify statistical data analysis workflows with linked data?

Ten Simple Rules for Reproducible Computational Research:

  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

.

Possible topics/categories/clusters:

  • ETL data to and from RDF and/or SPARQL

Relational selection and projection into tabular form for use with standard statistical tools is easy enough; if wastefully duplicative.

One issue with CSV and tabular data tools like spreadsheets is where to store columnar metadata (URI, provenance, units, precision).

Units

http://www.qudt.org/ (qudt:)

  • "Quantities, Units, Dimensions and Data Types Ontologies"
  • Does not yet have liters / litres

Precision

  • Verifying and reproducing point-in-time queries

Batch intermediate queries and transformations do seem most appropriate.

See rules 1, 3, 5, 6, 7, 8.

Clearly, statistical test preferences are out of scope for the SPARQL query language.

I'm not aware of any standards for maintaining precision or tracking provenance with RDF data transformed through SPARQL.

  • Which tools and libraries preserve relevant metadata like units and precision?

In Python-land, Pint and Quantities extend standard NumPy datatypes.

QUDT?

  • How feasible is round trip?

In terms of Knowledge Discovery with changesets that preserve units and precision while tracking provenance.

  • Standard Forms for Sharing Analyses (as structured data with structured citations)

PLOS seems to be at the forefront of modern science in this respect; with a data access policy and HTML compatibility.

Where is RDFa?

  • Quantitative summarizations

In terms of traceability (provenance), how does one say, in a structured way, that a particular statistical calculation (e.g a correlation) traces back to a particular transform on a particular dataset? (Rule 9; 1-10).

  • Computed aggregations / rollups

There's raw data and there's (temporal, nonstationary) binning.

  • Inter-study qualitative linkages (seemsToConfirm, disproves, suggestsNeedForFurtherStudyOf)

Do we have standards for linking between studies?

Do we have peer review for such determinations?

The PRISMA meta-analysis checklist presents standard procedures for conducting these types of categorical assertions of multiple studies.

It would seem that each meta-analysis must review and store lots of potentially valuable metadata; that could/should be stored and shared, depending on blinding protocols.

Linked data can and will make it easier to automate knowledge discovery between and among many fields.

Most practically, given a CSV (really any dataset) accompanying a study PDF, how do we encourage standards for expressing that said CSV:

  • was collected with a particular hypothesis in mind
  • was collected with particular study controls
  • was collected at a particular point in time
  • is about a particular subject matter
  • has been used to justify particular conclusions

It seems strange that we've had computational capabilities available to us for so long, and yet we're still operating on parenthetical summarizations of statistical analyses devoid of anything but tabular summarizations of collected data.

PLOS' open access data sharing policy is a major step forward. It does not demand Linked Data with standard interchange forms for provenance, units, and precision.

RFC: Reproducible Statistics and Linked Data?

2014-04-01-22:36:09 #semanticweb ^

In "SPARQL in the Cloud using Rya", the authors describe layering OpenRDF/Sesame SAIL onto three Accumulo (BigTable/HDFS) tables (SPO, POS, OSP) also for billions of triples.

For realtime processing, integration with Apache Storm would be neat; though batch processing (like infovore) is associated with more reproducible computational analyses, and normalization/granularity would be a challenge.

Why is pandas so hard?

2014-04-01-22:22:05 #Python ^

Do you script/record the graphical data analysis procedure to limit bias and ensure validity and reproducibility?

Why is pandas so hard?

2014-04-01-22:20:23 #Python ^

So, what's the best way to learn pandas?

Read the docs: http://pandas.pydata.org/pandas-docs/stable/api.html

I think of myself as an ok Python and SQL developer, but I just can't grasp pandas. I have a simple task to build some gantt-type graphs from simple set of tasks with transfer speed and start/end dates, but I just can't wrap my mind around it.

If, when you say "Gantt-type graphs" you mean "error bars", #3796 adds error bar support: http://pandas-docs.github.io/pandas-docs-travis/whatsnew.html#plotting-with-errorbars

Is there an example in http://matplotlib.org/gallery.html similar to what you have in mind?

CS PhD with academic experience only, what are some of the skills I should invest to become hire-able

2014-03-29-22:06:47 #Python ^

I recently got my PhD in Computer Science, and noticed all work experience I have is Academic. I've been programming in Python for the last 6 years or so, mostly with data mining, image processing and data visualization. I worked a few very meaningful but classified (government sponsored) projects I'm not allowed to talk about, which is a HUGE pain as they can't go to my resume.

I enjoy science and research, but I really want to start working "for real" now. What kind of skills should I develop to become more hirable than the fresh PhD with no real-world experience I am right now?

It sounds like you are talking about making the transition from academic Research and Development (R&D) to Production Systems Development.

What kind of skills should I invest on?

For those of you with academic background that were able to join the (non academic) market, what kind of skills you had to learn to be hire-able?

(Sorry about the English, non-native here)

I would imagine that different environments require different hard and soft skills.

Open Source development could help distinguish your quality of work.

Many of the following Wikipedia links are translated to multiple languages:

http://www.reddit.com/r/Python/comments/1sa5ot/for_employable_purposes_what_skills_do_i_need_to/cdwgwaa :

Software Development

Communication: Documentation

Open Source Teams

[1] Revision Control (CVS, SVN) and Distributed Revision Control (Git, Hg, Bzr)

[2] Automated Testing

[3] The Art of Unix Programming: Best Practices for Working with Open-Source Developers

http://www.reddit.com/r/Python/comments/1sa5ot/for_employable_purposes_what_skills_do_i_need_to/cdwh2u6 :

Teams

Design flaws in task queue frameworks - Wichert Akkerman

2014-03-29-09:13:57 * 2014-03-29-01:17:33 #Python ^

Without use cases, I question whether these are 'design flaws' or implementation flaws.

I like Celery. Celery solves problems that most task queue frameworks don't even realize exist; like retries, rate limiting, monitoring, statistics, and safe serialization.

The (non-SQLAlchemy) features you suggest could be added to pyramid_celery.

Global Configuration

Decorators are syntactic sugar for functional composition.

You could create a class factory, or apply a task wrapper with (unspecified) special configuration information. Thread locals? How often must configuration information be read?

Transparency

http://celery.readthedocs.org/en/latest/userguide/tasks.html#names :

A best practice is to use the module name as a namespace, this way names won’t collide if there’s already a task with that name defined in another module.

@app.task(name='tasks.add')
def add(x, y):
    return x + y

http://celery.readthedocs.org/en/latest/userguide/tasks.html#automatic-naming-and-relative-imports

Task Context & Transaction Integration

One could write a decorator (e.g. with functools.wraps) to wrap the function in application-specific transaction management.

http://celery.readthedocs.org/en/latest/userguide/tasks.html#built-in-states

Parameter Handling

There is room for more tightly coupled bridges between ORMs and the task framework.

http://celery.readthedocs.org/en/latest/userguide/tasks.html#state :

Another gotcha is Django model objects. They shouldn’t be passed on as arguments to tasks. It’s almost always better to re-fetch the object from the database when the task is running instead, as using old data may lead to race conditions.

IPython dev now supports dill

Pickles are not safe:

From http://docs.python.org/2/library/pickle.html#pickle-python-object-serialization

Warning The pickle module is not intended to be secure against erroneous or maliciously constructed data. Never unpickle data received from an untrusted or unauthenticated source.

http://celery.readthedocs.org/en/latest/userguide/security.html#message-signing

Personally, I like msgpack and JSON for inter-language portability. (datetime, http://json-ld.org/)

What is the proper way to mix regular python usage, pip, and GitHub?

2014-03-27-21:28:08 #Python ^

http://www.pip-installer.org/en/latest/reference/pip_install.html#editable-installs

pip install -e git+ssh://git@github.com/pyqtgraph/pyqtgraph#egg=pyqtgraph

Clones the sourcecode from GitHub into ./src/pyqtgraph (with git over SSH) and then creates a pyqtgraph.egg-link file in site-packages containing the path to the cloned source; which functions like a cross-platform symlink.

python -m site

Should list the source code directory in site-packages/pyqtgraph.egg-link.

If you'd rather avoid globally installing in-development code; pip install -e should work with all of the following:

Question about Bayesian Statistics

2014-03-27-03:36:38 #statistics ^

http://plato.stanford.edu/entries/logic-inductive/#2.1

It is now generally held that the core idea of Bayesian logicism is fatally flawed—that syntactic logical structure cannot be the sole determiner of the degree to which premises inductively support conclusions. A crucial facet of the problem faced by Bayesian logicism involves how the logic is supposed to apply to scientific contexts where the conclusion sentence is some hypothesis or theory, and the premises are evidence claims. The difficulty is that in any probabilistic logic that satisfies the usual axioms for probabilities, the inductive support for a hypothesis must depend in part on its prior probability. This prior probability represents how plausible the hypothesis is supposed to be based on considerations other than the observational and experimental evidence (e.g., perhaps due to relevant plausibility arguments). A Bayesian logicist must tell us how to assign values to these pre-evidential prior probabilities of hypotheses, for each of the hypotheses or theories under consideration. Furthermore, this kind of Bayesian logicist must determine these prior probability values in a way that relies only on the syntactic logical structure of these hypotheses, perhaps based on some measure of their syntactic simplicities. There are severe technical problems with getting this idea to work. Moreover, various kinds of examples seem to show that such an approach must assign intuitively quite unreasonable prior probabilities to hypotheses in specific cases (see the footnote cited near the end of section 3.2 for details). Furthermore, for this idea to apply to the evidential support of real scientific theories, scientists would have to formalize theories in a way that makes their relevant syntactic structures apparent, and then evaluate theeories solely on that syntactic basis (together with their syntactic relationships to evidence statements). Are we to evaluate alternative theories of gravitation (and alternative quantum theories) this way? This seems an extremely doubtful approach to the evaluation of real scientific theories and hypotheses.

"How does knowledge lead to action?"

2014-03-24-02:08:18 #artificial ^

Artificial intelligence and insight on Hofstadter's introspective process.

2014-03-24-01:26:02 * 2014-03-23-17:41:31 #artificial ^

A few categorical assertions:

https://en.wikipedia.org/wiki/Conceptual_metaphor

https://en.wikipedia.org/wiki/Cognitive_psychology#Mental_processes

https://en.wikipedia.org/wiki/Numerical_cognition

https://en.wikipedia.org/wiki/Cognitive_neuropsychology

https://en.wikipedia.org/wiki/Cognitive_neuroscience

Calling everything an analogy in conversation is a bit extreme. Actually, one could call then everything a metaphor, which would be about the same thing, or a parable, a fable, a simile, and anecdote, etc. But that doesn't make sense.

Are you making a (hierarchical) categorical assertion about analogy as distinct from metaphor based upon correlative activations?

https://en.wikipedia.org/wiki/Analogy

Analogy (from Greek ἀναλογία, analogia, "proportion"[1][2]) is a cognitive process of transferring information or meaning from a particular subject (the analogue or source) to another particular subject (the target), or a linguistic expression corresponding to such a process.

[...]

The concepts of association, comparison, correspondence, mathematical and morphological homology, homomorphism, iconicity, isomorphism, metaphor, resemblance, and similarity are closely related to analogy. In cognitive linguistics, the notion of conceptual metaphor may be equivalent to that of analogy.

https://en.wikipedia.org/wiki/Metaphor

A metaphor is a figure of speech that describes a subject by asserting that it is, on some point of comparison, the same as another otherwise unrelated object. Metaphor is a type of analogy and is closely related to other rhetorical figures of speech that achieve their effects via association, comparison or resemblance including allegory, hyperbole, and simile.

In simpler terms, a metaphor compares two objects/things without using the words "like" or "as".

Source -> Target ... Directed Graph ... http://www.scholarpedia.org/article/Recurrent_neural_networks

The Myth of the Science and Engineering Shortage: The truth is that there is little credible evidence of the claimed widespread shortages in the U.S. science and engineering workforce.

2014-03-20-19:49:48 #Economics ^

Presumably we will be able to lawyer our way out of cancer and aids; and that's why STEM fields are 100% worthy.

The Myth of the Science and Engineering Shortage: The truth is that there is little credible evidence of the claimed widespread shortages in the U.S. science and engineering workforce.

2014-03-20-09:20:57 #Economics ^

https://en.wikipedia.org/wiki/Strawman

I'm struggling to determine the author's objectives in disproving such a nationally-strategic hypothesis.

If it's to point people towards careers with projected growth: http://www.bls.gov/ooh/fastest-growing.htm

If it's to 'tip the scales' between business and science, there seems to be no comprehension of the wide-applicability of "general STEM competency", as the RAND report puts it.

Automation is nigh. Creative, reproducible, verifiable approaches to experiment-driven science and business are hard to find.

All have concluded that U.S. higher education produces far more science and engineering graduates annually than there are S&E job openings—the only disagreement is whether it is 100 percent or 200 percent more. Were there to be a genuine shortage at present, there would be evidence of employers raising wage offers to attract the scientists and engineers they want. But the evidence points in the other direction: Most studies report that real wages in many—but not all—science and engineering occupations have been flat or slow-growing, and unemployment as high or higher than in many comparably-skilled occupations.

I found no such conclusion in 'all'. There seems to be a disproportionate focus on margins; as compared to health. Wages are a very poor indicator of our need for capable STEM personnel in research fields like Cancer and AIDS.

http://www.nature.com/nature/journal/v483/n7391/full/483531a.html

http://www.computinginthecore.org/facts-resources

The Bureau of Labor Statistics projects that by the year 2020, there will be 4.2 million jobs in computing and information technology in the U.S., putting these fields among the fastest growing occupational fields

How to upgrade python packages that are installed by root, without sudo access?

2014-03-18-21:08:37 #Python ^

http://www.reddit.com/r/IPython/comments/1zxfda/is_it_my_imagination_or_is_ipython_setup_kind_of/cfxwqoy

Not everyone has or wants to use root privileges to run software downloaded from the internet. It is (and should be) possible to manage Python packages with either conda or enpkg without sudo (root privileges). If you run conda or enpkg as root, the installed files will be owned by root.

Sage, Anaconda, and Canopy include different package sets:

All three include IPython notebook. Anaconda and Canopy both support installing packages with conda/enpkg and pip. Anaconda has conda environments instead of virtualenvs.

Hypothes.is - The Revolution Will Be Annotated

2014-03-18-00:42:15 #semanticweb ^

https://hypothes.is/what-is-it/ :

We are a non-profit organization, funded through the generosity of the Sloan, Shuttleworth and Mellon Foundations – and through the support of hundreds of individuals like yourself that want to see this idea come to fruition.

https://hypothes.is/who/

Open Annotation Data Model - W3C Community Draft (RDF)

2014-03-18-00:33:07 #semanticweb ^

http://www.openannotation.org/spec/core/#abstract :

The Open Annotation Core Data Model specifies an interoperable framework for creating associations between related resources, annotations, using a methodology that conforms to the Architecture of the World Wide Web. Open Annotations can easily be shared between platforms, with sufficient richness of expression to satisfy complex requirements while remaining simple enough to also allow for the most common use cases, such as attaching a piece of text to a single web resource.

An Annotation is considered to be a set of connected resources, typically including a body and target, where the body is somehow about the target. The full model supports additional functionality, enabling semantic annotations, embedding content, selecting segments of resources, choosing the appropriate representation of a resource and providing styling hints for consuming clients.

http://www.openannotation.org/spec/core/#Namespaces :

Prefix Namespace Description
oa http://www.w3.org/ns/oa# The Open Annotation ontology
cnt http://www.w3.org/2011/content# Representing Content in RDF
dc http://purl.org/dc/elements/1.1/ Dublin Core Elements
dcterms http://purl.org/dc/terms/ Dublin Core Terms
dctypes http://purl.org/dc/dcmitype/ Dublin Core Type Vocabulary
foaf http://xmlns.com/foaf/0.1/ Friend-of-a-Friend Vocabulary
prov http://www.w3.org/ns/prov# Provenance Ontology
rdf http://www.w3.org/1999/02/22-rdf-syntax-ns# RDF
rdfs http://www.w3.org/2000/01/rdf-schema# RDF Schema
skos http://www.w3.org/2004/02/skos/core# Simple Knowledge Organization System
trig http://www.w3.org/2004/03/trix/rdfg-1/ TriG Named Graphs

Hypothes.is - The Revolution Will Be Annotated

2014-03-18-00:26:33 #semanticweb ^

TIL about "Open Annotation Data Model" W3C Community Draft (2013)

http://www.openannotation.org/spec/core/

Hypothes.is - The Revolution Will Be Annotated

2014-03-18-00:24:05 #semanticweb ^

https://github.com/hypothesis/h#development

See the project wiki for the roadmap and additional information and join us in #hypothes.is on freenode for discussion.

I think we should do away with TI calculators, and math students should use calculators which are nothing more than hand-held python shells, with something like matplotlib for plotting.

2014-03-16-11:08:25 #Python ^

Khan Academy seems to do a good job with presenting or not presenting a calculator for introductory algorithmic exercises.

https://www.khanacademy.org/library #Math

Realistically, I never use a graphing calculator to write reproducible, testable, verifiable analyses.

In retrospect, I would have much rather been required to deliver a Python script which produced reproducible, testable answers.

AFAIU, there's no analog of %logstart -o problem_1.py with existing graphing calculators from any manufacturer.

I think understanding math as the tests for science is crucial.

Trying to get Python interpreter to recognize a command we give it

2014-03-13-06:07:24 #IPython ^

%rehashx will create aliases for each executable found in the directories listed in $PATH

http://ipython.org/ipython-doc/stable/interactive/shell.html#aliases

Pyramid resources

2014-03-13-05:58:05 #Python ^

Markdown Editor with Live Preview

2014-03-10-05:35:04 #ideasfortheadmins ^

It sounds like you are suggesting that reddit feature development is stagnant because there is an (excellent) third party extension which also adds features.

That was a serious question. Markdown live preview would be value-added in terms of content quality and user experience. That's probably why it's also in RES.

Markdown Editor with Live Preview

2014-03-10-05:21:28 #ideasfortheadmins ^

This is like a 10 line patch and a push to CDN.

How many users do you think know about or have RES installed in their browser?

Markdown Editor with Live Preview

2014-03-10-05:19:22 #ideasfortheadmins ^

Maybe only load the editor widget onRelease?

Markdown Editor with Live Preview

2014-03-10-05:18:54 #redditdev ^

Maybe only load the editor widget onRelease?

Markdown Editor with Live Preview

2014-03-10-05:13:33 #ideasfortheadmins ^

GitHub and StackExchange sites support live Markdown preview without an extension.

Markdown Editor with Live Preview

2014-03-10-04:56:04 #redditdev ^

As does GitHub.

Is it my imagination or is IPython setup kind of awkward?

2014-03-10-01:01:38 * 2014-03-10-00:28:06 #IPython ^

1. a. IPython is built on a two-process model; there's a Kernel and there are Clients (console, qtconsole, notebook). http://ipython.org/ipython-doc/stable/overview.html#decoupled-two-process-model

c. Demo notebooks: From http://ipython.org/ 

To get started with the IPython Notebook, see our official example collection [1]. Our notebook gallery [2] is an excellent way to see the many things you can do with IPython while learning about a variety of topics, from basic programming to advanced statistics or quantum mechanics.

To learn more about IPython, you can watch our videos and screencasts, download our talks and presentations, or read our extensive documentation. IPython is open source (BSD license), and is used by a range of other projects; add your project to that list if it uses IPython as a library, and please don’t forget to cite the project.

.2.

.2a. Local installs are the better option. If there are no OS-level resource constraints on CPU and RAM, execution of arbitrary code provided over the internet in any language is inviting resource exhaustion (DOS). (e.g. say python -c '1000000**1000000' five times fast)

.2b. As far as reproducible scientific workflows, I prefer the GitHub forge model (e.g. for bundling data with a notebook, revision control, writing and running automated tests). jsFiddle is quite novel; but there's no Ctrl-C (infinite loop -> browser crash -> lost work). http://nbviewer.ipython.org/ is read-only. I suppose there is room for more Cloud Services on the /r/ipython sidebar. See 2a.

.3. What would you suggest adding to the IPython installation documentation to help someone experiencing the same difficulties with the PATH variable (on OSX)?

.4. Distribution authors can certainly contribute patches upstream.

.5.

.5a. Installation: enpkg ipython and conda install ipython[-notebook] really raise the bar.

.5b. GUI Launcher: You could create a shortcut [3]. There could be a start/stop/log GUI [4].

.6. See 5

.7. See 1c

.8. Scratch is very cool. The visual approach to programming is a great way to learn simple programming constructs. http://code.org/learn lists a number of additional useful resources.

For a learning lab environment, automated configuration management is a must. SaltStack is a configuration management system written in Python. Something like "salt-conda" would make it very easy to install complete anaconda and/or customized miniconda environments on-demand (daily).

There are lots of GUIs for package management tools. I could see how it would be convenient to create an application shortcut for launching an IPython kernel in a terminal and an IPython notebook browser tab (run ipython notebook). See 4a. and 5. and /u/takluyver point 5.

Is there a reason you don't want to encourage / expect / instill an understanding of the commandline?

There are many Python IDE GUIs. Some will even run tests and present a green or a red light. AFAIK, there are no issue tickets requesting said feature at https://code.google.com/p/spyderlib/ .

Browser-based JavaScript platforms and environments do look promising. See 2a. There is a lot of movement there. For working with infinite loops, I like my Vim and Terminal.

What a helpful exercise!!

[EDIT] Markdown

[1] https://github.com/ipython/ipython/tree/master/examples/notebooks#a-collection-of-notebooks-for-using-ipython-effectively

[2] https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks

[3] https://stackoverflow.com/questions/18291232/shortcut-to-running-mac-terminal-commands

[4] https://code.google.com/p/google-appengine-mac-launcher/ (Apache 2.0)

Is it my imagination or is IPython setup kind of awkward?

2014-03-09-05:14:55 * 2014-03-08-20:20:59 #IPython ^

Canopy and Anaconda are Python package distributions. They review and bundle sets of package versions that work well together.

IPython is an interactive Python REPL with <tab> completion and <object>? (docs) <object>?? (source) introspection, among many other cool features.

IPython notebook is a web-based GUI version of IPython which supports displaying things like plot graphics, videos, and HTML inline within an IPython notebook.

An IPython notebook file (.ipynb) is a JSON file which contains both source code input and rendered output that is generated when an input 'cell' is run. (<Shift-Enter>, <Ctrl-Enter>, point and click menu).

https://support.enthought.com/forums

http://docs.enthought.com/canopy/

Canopy is the next generation of the Enthought Python Distribution (EPD), adding an advanced text editor, integrated IPython console, graphical package manager and online documentation to Enthought’s proven Python distribution. The Canopy analysis environment streamlines data analysis, visualization, algorithm design and application development for scientists, engineers and analysts.

http://docs.continuum.io/anaconda/

Anaconda is a free collection of powerful packages for Python that enables large-scale data management, analysis, and visualization for Business Intelligence, Scientific Analysis, Engineering, Machine Learning, and more.

http://conda.pydata.org/miniconda.html

These Miniconda installers contain the conda package manager and Python. Once Miniconda is installed, you can use the conda command to install any other packages and create environments, etc.

If all you need or want is IPython, the 20MB Miniconda download installs a Python interpreter and conda. Once you have created a conda environment, you can then install just IPython (and IPython notebook) with conda install ipython-notebook.

conda and enpkg serve similar package mangement purposes.

It looks like when you run sudo enpkg, enpkg is not in your $PATH variable.

echo $PATH
sudo bash -c "echo $PATH"
which enpkg
sudo which enpkg
# careful here
sudo $(which enpkg) <command>

Not everyone has or wants to use root privileges to run software downloaded from the internet. It is (and should be) possible to manage Python packages with either conda or enpkg without sudo (root privileges). If you run conda or enpkg as root, the installed files will be owned by root.

I'm expecting something cool like an open source Mathematica.

Mathematica does things that no single Python package does. It is possible to do things with one or more Python packages - like producing software with automated tests - that cannot be done with Mathematica.

These are the packages included with each distribution:

SymPy is included with both Anaconda and Canopy. SymPy provides some features like Mathematica:

As far as doing cool stuff with IPython notebook:

By the way [...] Wakari

The Wakari free plan offers 512MB of RAM and 10GB of disk space. The 30 day free trial is for the Pro plan with more resources and SSH access.

AFAIK, there's not yet an internally hostable version of Wakari. You could create something similar with a VPS-type hosting system like OpenStack (e.g with the Docker hypervisor), GateOne HTML5 SSH terminal emulator, and the Anaconda package set; but then you'd need to manage configuration and updates for one or more servers as well. Anaconda Server would help minimize the amount of duplicate package downloads necessary to maintain such an infrastructure.

For the average bear, a local install of Canopy or Anaconda will support IPython, IPython qtconsole, and IPython notebook just fine.

If you want to need to install build dependencies for regular Python packages in a virtualenv (work with OS packages and setuptools (pip) packages rather than enpkg and conda packages), I wrote this awhile ago https://gist.github.com/westurner/3265445; it may still work.

Within a conda environment, you can utilize pip install as well as conda install. I have never tried with Canopy. For a Python import statement to succeed, the package must be found within the directories listed in sys.path:

which python
python -m site    # python -c 'import sys; print("\n".join(sys.path))'

http://conda.pydata.org/docs/index.html

My simple typecheck decorator - do other people use something like this?

2014-03-08-20:20:30 #Python ^

http://andreacensi.github.io/contracts/

PyContracts is a Python package that allows to declare constraints on function parameters and return values. It supports a basic type system, variables binding, arithmetic constraints, and has several specialized contracts (notably for Numpy arrays).

(@decorators, Python 3 annotations, docstrings)

Acetaminophen(Tylenol) Reduces Social Pain

2014-03-06-12:37:11 * 2014-03-06-04:48:35 #science ^

https://en.wikipedia.org/wiki/Paracetamol (Acetaminophen, APAP)

  • Causes severe liver injury (no more than 4000mg per day)

http://www.nlm.nih.gov/medlineplus/druginfo/meds/a681004.html

[Posted 01/14/2014] ISSUE: FDA is recommending health care professionals discontinue prescribing and dispensing prescription combination drug products that contain more than 325 milligrams (mg) of acetaminophen per tablet, capsule or other dosage unit. There are no available data to show that taking more than 325 mg of acetaminophen per dosage unit provides additional benefit that outweighs the added risks for liver injury. Further, limiting the amount of acetaminophen per dosage unit will reduce the risk of severe liver injury from inadvertent acetaminophen overdose, which can lead to liver failure, liver transplant, and death.

Cases of severe liver injury with acetaminophen have occurred in patients who:

  1. took more than the prescribed dose of an acetaminophen-containing product in a 24-hour period
  2. took more than one acetaminophen-containing product at the same time; or
  3. drank alcohol while taking acetaminophen products.

https://en.wikipedia.org/wiki/Paracetamol_toxicity "is the most common cause of acute liver failure [in the United States and the United Kingdom]"

WebOb and Werkzeug compared

2014-03-05-23:50:31 #Python ^

WebOb does not offer API documentation for its exception classes, and I had to look at the source. It would be nice if WebOb included API documentation for these.

https://github.com/Pylons/pyramid/blob/master/pyramid/httpexceptions.py

http://docs.pylonsproject.org/projects/pyramid/en/latest/api/httpexceptions.html

FDA proposes updates to Nutrition Facts label on food packages

2014-03-04-23:54:05 * 2014-03-04-16:04:26 #designthought ^

A breakdown of polyunsaturated fats specifying Omega 6 and Omega 3 would be outstanding:

EDIT:

Here's the direct link to the comments page (which is open until Jun 02, 2014):

http://www.regulations.gov/#!documentDetail;D=FDA-2012-N-1210-0002

  1. POLYUNSATURATED FAT

[...] c. Declaration of Individual Polyunsaturated Fatty Acids—The declaration of individual polyunsaturated fatty acids on the Nutrition Facts label is not permitted.

[...] Because of the lack of well-established evidence for a role of n-3 or n-6 polyunsaturated fatty acids in chronic disease risk and the lack of a quantitative intake recommendation, and consistent with the factors discussed in section I.C., we tentatively conclude that the declarations of n-3 and n-6 polyunsaturated fatty acids are not necessary to assist consumers to maintain healthy dietary practices. Accordingly, we are not proposing to provide for the individual declaration of either n-3 or n-6 polyunsaturated fatty acids on the Nutrition Facts label. Similarly, because of the lack of well-established evidence for a role of EPA and DHA in chronic disease risk and the lack of a quantitative intake recommendation, consistent with the factors discussed in section I.C., we tentatively conclude that the declarations of EPA and DHA are not necessary to assist consumers to maintain healthy dietary practices. Accordingly, we are not proposing to provide for the mandatory or voluntary declaration of EPA or DHA on the Nutrition Facts label. We request comment about whether there is an appropriate alternative analysis to the application of the factors in section I.C. regarding the individual declaration of n-3 or n-6 polyunsaturated fatty acids, as well as EPA or DHA.

I think voluntarily specifying n-3/n-6 should be permitted.

Built-in http server or framework

2014-03-02-03:01:53 #Python ^

By the way, would it be advisable to use wsgi instead of cgi?

CGI must spawn a new process for each request: startup initialization, imports, configuration, database connection. ( http://en.wikipedia.org/wiki/Strace )

Built-in http server or framework

2014-03-02-02:57:46 #Python ^

Thinking about using Python's 3 http server to run the scripts, but would like to know what would be the advantages of running frameworks like Flask, Web.py, Bottle.

http://www.reddit.com/r/Python/comments/1uxv8j/difference_between_wsgi_utilities_and_web_servers/#cen5r7o

I would like to keep it as simple as possible, and even try to run AirPlay as a background process in the Pi, if possible.

https://github.com/ryatkins/videoAirPi

https://github.com/PascalW/Airplayer :

Airplayer is no longer under active development. XBMC users can use the built-in Airplay support which is available since XBMC 11 (Eden).

Struggling with RDF, OWL, and ontology concepts

2014-03-01-02:51:20 * 2014-02-28-18:59:52 #semanticweb ^

If you have quizzes and exams, they're probably derived from the assigned textbook. Nonetheless, here are some resources which may be helpful:

Theory / Concepts

http://www.reddit.com/r/compsci/comments/1e3mht/is_rdbmss_and_sql_still_part_of_the_standard/#c9xz34s (and #c9x5nsm)

.

.

An exercise

(how I learned)

...

BibTeX, RDF, and Citations: PDF or HTML?

2014-03-01-00:47:20 #semanticweb ^

There are tools for working with BibTeX in http://schema.org/ScholarlyArticle s.

What are some best practices for working with citations as RDF and BibTex?

MediaWiki's Javascript support for references and footnotes is pretty cool; but it's not necessarily structured data.

We can encode structured citation metadata within HTML as e.g. RDFa and JSON-LD.

How and where do we store metadata for PDFs?

There are mechanisms for PDF metadata. Most require tool support in the form of a dialog for entering text into the fields. In most cases, PDFs do not include enough metadata to, for example, extract a suitable citation.

PDF, like HTML, is derived from SGML. Links and executable scripts can be encoded within PDF. It is even possible to execute system commands from within a PDF; given unsafe or outdated PDF reader configuration.

As a Portable Document Format, PDFs can be emailed, hosted, and stored in structured repositories, such as Journals. Usually, there's a field in a separate system which an author must copy, paste, and reformat an abstract into.

With RDFa, we can add markup to denote metdata; for example, a <p> tag, with something like <p property="schema:description">.

How do we deliver a PDF and Datasets as a bundled package (with stable URIs and URLs)?

We can create a .ZIP (or similar) archive of multiple files, add a manifest file with metadata, and call it a package. Metadata stored inside compressed content necessarily uses relative resource identifiers, and must be uncompressed.

https://en.wikipedia.org/wiki/File_sharing

https://en.wikipedia.org/wiki/Namespace

"What is a Dataset?"

Is a PDF a Dataset, or is a PDF a document which can link to or include a stylized table of a Dataset?

A table of data within a PDF is:

  • hardly validatable or reproducible
  • mixing presentation and content

https://en.wikipedia.org/wiki/Separation_of_presentation_and_content

Will data scientists be automated away?

2014-02-28-23:55:42 #datascience ^

Data Analysis can (and should) be automated through the use of theory, tools, and procedures. [1, 5, 6, 7, 8]

Does that make statistical and data analysis learning a moot point? Absolutely not. [2, 3, 4]

Is the "'black magic' part" a source of bias? [9]

What does it mean to be "triple blind"?

Will data scientists be automated away?

2014-02-28-23:30:40 #datascience ^

"Can Data Analysis be Automated?" http://www.reddit.com/r/statistics/comments/1h7oat/can_data_analysis_be_automated/

"What level of mathematics knowledge would I need to have in order to be able to understand the 'why's underpinning statistics?" http://www.reddit.com/r/statistics/comments/1ra5fj/what_level_of_mathematics_knowledge_would_i_need/cdlb8y6

"I'm looking for a good statistics review or instructional site for AP Statistics." http://www.reddit.com/r/statistics/comments/1yi9fr/im_looking_for_a_good_statistics_review_or/

"What should I be minoring in as an undergrad majoring in Statistics?" http://www.reddit.com/r/statistics/comments/1yhih9/what_should_i_be_minoring_in_as_an_undergrad/


As a procedure for "folding" and "projecting" data into a manifold from which the visual cortex can identify patterns, data visualization is a useful tool.

Tools:


"You have 30 minutes to teach business folk about data science - go" http://www.reddit.com/r/datascience/comments/1xxsvh/you_have_30_minutes_to_teach_business_folk_about/cffzl9b

"RFC: Blinding, Bias, Null Hypotheses, Reproducibility and Statistical Analysis" http://www.reddit.com/r/statistics/comments/1rt6yl/rfc_blinding_bias_null_hypotheses_reproducibility/

Ten Simple Rules for Reproducible Computational Research (PLoS)

2014-02-28-23:15:25 #datascience ^
  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

Sandve GK, Nekrutenko A, Taylor J, Hovig E (2013) Ten Simple Rules for Reproducible Computational Research. PLoS Comput Biol 9(10): e1003285. doi:10.1371/journal.pcbi.1003285

Pint: a Python units library (with NumPy support)

2014-02-26-05:49:36 #Python ^

https://github.com/hgrecco/pint/blob/master/AUTHORS

Just a fan. Two advantages:

Looking for any large dataset of 1 million+ records

2014-02-26-03:04:56 #datasets ^

Thanks StackExchange community, for the Creative Commons 3.0 Attribution ShareAlike license: http://creativecommons.org/licenses/by-sa/3.0/ :0)

PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article

2014-02-25-22:06:56 #science ^

The scientific community doesn't have a github mentality, though.

https://en.wikipedia.org/wiki/Forge_(software)

https://en.wikipedia.org/wiki/List_of_collaborative_software

...

https://en.wikipedia.org/wiki/Open-source_software_security#The_debate

https://en.wikipedia.org/wiki/Open_access_publishing

https://en.wikipedia.org/wiki/File:Graham%27s_Hierarchy_of_Disagreement.svg

http://choosealicense.com/

...

"Ten Simple Rules for Reproducible Computational Research"

http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1003285

  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

https://en.wikipedia.org/wiki/Traceability#Software_development

https://en.wikipedia.org/wiki/Continuous_integration#Principles

  • Maintain a code repository
  • Automate the build
  • Make the build self-testing
  • Everyone commits to the baseline every day
  • Every commit (to baseline) should be built
  • Keep the build fast
  • Test in a clone of the production environment
  • Make it easy to get the latest deliverables
  • Everyone can see the results of the latest build
  • Automate deployment

...

https://en.wikipedia.org/wiki/Meta-analysis

https://en.wikipedia.org/wiki/Criterion

http://www.prisma-statement.org/statement.htm

...

"Code review for science: What we learned"

http://mozillascience.org/code-review-for-science-what-we-learned/

PLoS - largest scientific journal in the world - now requires that authors must make all data publicly available, without restriction, immediately upon publication of the article

2014-02-25-21:53:54 #science ^

Yeah. Well. When scientists are fully funded by public society with guarantee of livelihood, then your view will make a little more sense. Despite your comment about public funds, you clearly don't understand scientific research at all.

So hire a publicist.

And I don't mean to imply it's acceptable to discount all your opinions just because you're not a scientist, but I just want you to know that it is plain as day you don't know anything about scientific research JUST based on you having the opinion you do. That's just how far disconnected your opinion is. Those of us working in science know the reality is much harsher and your opinion makes absolutely zero sense.

First, that's ad-hominem.

Second, here's "Graham's Hierarchy of Disagreement"

https://pbs.twimg.com/media/Bfupf8nCQAATp7r.jpg

Third, there must be conflicting definitions about what "science" means. To the knowledgeable taxpayers of the United States, "science" means producing work which specifies sufficient study controls so as to demonstrate significant, un-confounded, reproducible outcomes.

The reality is if someone doesn't take the attitude of protecting their research results UNTIL they have published significant results, they will get "scooped" - that term doesn't exist in science for no reason. I've been scooped on papers by both Indian and Chinese research groups. And you know what's worse? Their papers were bullshit. They scooped the general idea of research I was working on, copied my results (that they found out through shady channels, like guest researchers), and completely fabricated the data / experimentation sections. And even when they do the experiments the results are often doctored.

The reality of it is if you're not already isolating extraneous sources of noise, you're not producing reproducible science anyway.

Was there a URI or an immutable repository that either of you could guessticulate towards?

But guess who that hurts? Them? Haha. They got published. They'll get grants in the future for the work I did, and I will NOT get those grants, and no one will repeat their experiments because the field is too niche, or they'll assume they're just doing something different. That's how it is, that's reality for most researchers.

Is it not worth verifying, validating, and reproducing?

I've learned from my mistakes and what happens is you always work about 2-3 steps ahead of your publications. You never publish findings as soon as you get them, and you keep a fairly tight lid on your results until something is past review. Why? Because of dishonest researchers, and they exist because the funding and credit system in science is BROKEN.

"You keep a fairly tight lid on your results" because you don't want to bias similar experiments with premature analyses.

So don't tell this guy he has to give his ideas away for free so that every two-bit moron from China can steal the results or he's being selfish. That's total crap.

So don't tell this taxpayer she has to invest in ego.

Edit to continue: To get back to the topic of this entire thread - researchers should share as much information as is possible without undermining their own future credit for discoveries. If you think that's not good for science, then you somehow get the academic system to stop rewarding people for making discoveries. If you only want to reward those who make discoveries, you're going to force people to hold out on critical information to making discoveries until they can get around to doing it themselves. The system as it stands is HAPPY to let someone publish one paper with an awesome idea that leads to hundreds of discoveries... and that counts as one publication. Sure, it's an important publication right? But no single publication is worth 100 small publications, even if it effectively opened the stopgap for all of them. So the system encourages people to hoard their good ideas and trickle them out like bread crumbs, so they can survive in a ruthless system. If your idea gets stolen in academia, your livelihood is stolen.

I think there's an implicit point here about grant funding as a positive feedback for valid science. That's not possible without review.

No-one wants to pay for "it's totally secret so it works".

In some fields it's so competitive that for the amount of work you do, you get paid basically nothing. In physics for example, I know there is an unbelievable number of people who hardly break-even paying rent and food, working as post-docs in academia. If you aren't independently wealthy or have a spouse who can help with the bills, you probably can't afford to work in physics research. This is my own observation, it may not be entirely true for the whole field, but the fact that I see it at all is very telling of how little funding is given to physics research.

Unfortunately that's true for many fields. The Occupational Outlook Handbook lists fields with median pay.

As a scientist I see two paths in academia - release a huge paper with a great idea, get some recognition for it but many people will likely not appreciate the impact of the paper or downplay it, and then use the idea to expand on your work into tens or hundreds of other papers. You will get money for maybe 5, maybe even 10 years, based on that publication if you're really lucky and the impact is NOT downplayed. But if you don't make some more big advances by then the spotlight will have faded and you'll be back to no funding and no scientific advantage over anyone else. The competitive nature of science means you'll probably get pushed out unless you can again come up with a big idea.

You can work for taxpayer money, probably through a University or a Lab.

Or you can hoard your idea for a while, make many smaller releases by exploiting your idea to the fullest extent you can before the cat gets out of the bag. You build yourself up for years with solid publications and you can likely get tenure or at least a more solid research position, you look far more productive instead of a "one hit wonder."

Or you can pitch to investors who aren't obligated to invest in bad research.

TL;DR Let me summarize the problem with an analogy. Say you crash land on an island with limited resources, just you and one other person, and there is enough food for one person to live 6 months. Every month you're alive, it's more likely you'll be rescued (although for this analogy to hold you'd be rescued only to crash land on the next island and repeat this scenario). You both know the situation, but to get access to the food you need a skill that you spent years developing on your own, the other person doesn't have this skill. The question for you is: would you teach them that skill??

Say you crash land on an island with limited resources. One book says it's edible; one book doesn't. One guy's worried about whether his face is pasted into the jacket.

Correlation is evidence of causation

2014-02-21-15:26:55 #statistics ^

This may be a question for a different avenue: how is that not confirmation bias? (e.g. "common sense" from Cox's theorem; and t) Is this a framework for probability logic?

Can't run IPython Notebook (Windows, non-ascii characters)

2014-02-21-08:07:27 #IPython ^

If you decide to create a new github issue, it would be helpful to include: Python version(s), IPython version(s), a complete traceback, and reference "#2495 , #4849" in the description.

Python 3 supports Unicode, but not all libraries are ported yet.

https://github.com/ipython/ipython/issues/new


re: Python 2 mimetypes.py and Unicode MIME type Windows registry keys:

http://bugs.python.org/issue9291

Also fixed in Python 3.

Correlation is evidence of causation

2014-02-21-06:59:07 #statistics ^

http://en.wikipedia.org/wiki/Cox%27s_theorem

Maybe "Correlation may indicate plausible correlation"?

... There's an assumption of complete and perfect information that is not valid.

After combing through the health records of 1.3 million people over 10 years, researchers found an unusual link between cat bites and depression

2014-02-20-22:27:12 #science ^

re: https://en.wikipedia.org/wiki/Toxoplasmosis#Epidemiology

The parasite infects most genera of warm-blooded animals, including humans, but the primary host is the felid (cat) family [emphasis added]. Animals are infected by eating infected meat, by ingestion of feces of a cat that has itself recently been infected, and by transmission from mother to fetus. Cats are the primary source of infection to human hosts, although contact with raw meat, especially lamb, is a more significant source of human infections in some countries. Fecal contamination of hands is a significant risk factor.

Correlation is evidence of causation

2014-02-20-23:03:33 #statistics ^

Here's another:

A: Patient suffered abuse (physical, verbal, psychological)

B: Patient experienced head injury (TBI, CTE)

C: Patient avoids contraindicated medication

D: Patient has PTSD and depression

E: Patient played sports

I suppose the data here is sufficient.

Correlation is evidence of causation

2014-02-20-22:53:28 #statistics ^

Here's one:

A: Patient takes heart medication

B: Patient has heart disease

How does correlation imply causation in this counter example?

Correlation is evidence of causation

2014-02-20-22:02:03 #statistics ^

Are you asking for counter examples from the natural sciences?

readline alternatives?

2014-02-17-18:46:00 #Python ^

Ah, a \n between suggested completions. Yup not sure how to do that.

readline alternatives?

2014-02-17-17:16:39 #Python ^

nor am I trying to parse/complete argv-styled parameters

So you are trying to create an interactive REPL with completion which does not accept arguments from the commandline? (a "command line parser")

If your requirements are such that you must reinvent the wheel and/or maintain state:

If you also want to accept normal unix-y shell parameters (so you can pipe and redirect command output), a cmd loop which prints a subset of argparse.ArgumentParser.format_help may be helpful:

Hey Datascientists! Do you use version control?

2014-02-17-16:11:36 #datascience ^

I'd like to know about your workflow.

Do you use version control (git?) in your projects or is it overkill most of the time?

Git, hg (because it's mostly immutable), gists

"Ten Simple Rules for Reproducible Computational Research" http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1003285

Rule 4: Version Control All Custom Scripts

Schema: How to classify a FAQ?

2014-02-17-13:19:26 #semanticweb ^

That may be the most expressive way to describe FAQ questions and answers with just the schema.org ontology.

Schema: Is there a benefit to having multiple Schema "types" in one listing?

2014-02-16-21:26:56 #semanticweb ^

I'm not aware of any guidance regarding how many types could/should be specified for an Organization with one or more LocalBusiness es.

For microdata syntax there's http://schema.org/additionalType .

For RDFa (as the additionalType docs specify), rather than repeating typeof, you can specify a space-delimited list: http://www.w3.org/TR/xhtml-rdfa-primer/#repeating-properties

Similarly to property, typeof also accepts a list of values.

Schema: How to classify a FAQ?

2014-02-16-21:20:47 * 2014-02-16-20:35:38 #semanticweb ^

From http://schema.org/docs/full.html :

Thing > Action > InteractAction > CommunicateAction

Thing > CreativeWork


A Question/Answer format may be a good candidate for http://www.w3.org/wiki/WebSchemas/SchemaDotOrgProposals .

It sounds like you're looking for the following types?

  • FaqPage
  • Question[Action]
  • Answer[Action]

Would it be relevant or helpful to describe what sort of dialogue / cognitive expression a FAQ page is?

For your use case, would it be useful to have an inductableFrom predicate?

You have 30 minutes to teach business folk about data science - go

2014-02-15-17:30:18 * 2014-02-15-09:58:21 #datascience ^

https://en.wikipedia.org/wiki/Data_science

Theory

Tools

Techniques

Further Resources

The other kind of software debt - competence debt

2014-02-12-00:15:37 #programming ^

The idea of quantifying or qualifying team competence in a system as 'competence debt' seems alluring.

Over the years I have worked on a number of replacement projects. Looking back I realize that the real motive for many of these replacements was a severe competence debt in the old system. People would claim that the old system was impossible to maintain when the real problem was that they did not understand how it worked. Yes, technical debt made things worse since the confusing code and lack of automated tests made it frustrating to understand the system. The impulse to rewrite typically comes when too few of the original developers are left and the business is unable to find new developers that are able or willing to learn.

Absolutely.

  • "Please update the documentation" ... "I didn't write this"
  • "Please break this" ... "Okay, now what?"
  • "Why can't I visually verify the output of your work?"
    • "There are less LOC to maintain now"
    • Churn rate. Test area chart.
    • New stick figures.

With no data to support my position, I find it far more likely that a team with intentions to reverse and improve an existing system will produce a more efficient system with less risk.

Unfortunately, replacing a system just because the competence debt in the old one is too high is seldom a good idea. [...] The cost of replacing is often an order of magnitude higher than expected. Ironically, the process of replacing a system often forces developers to study the old system, thereby reducing competence debt in it…

While in some cases it may seem to be cheaper to retrofit an existing system because of sunk costs, I think such a perspective fails to account for risk.

  • Cost to train new people with tests and documentation (Brooks' law)
  • Cost to reverse a codebase
  • Cost to audit a codebase for security
  • Cost to fix a codebase for bugs, defects, security
  • Cost to fix design flaws
  • Time to refactor fearlessly and intelligently (without explicit feature justification)
  • Cost to write user stories for existing functionality
  • Cost to write automated tests for existing functionality
  • Cost to update "BRUF" documentation to reflect the actual system

Which of these costs are due to "Technical Debt" and which are due to "Competence Debt"?

The whole project lacks meaning for the users since the new system will not give them any visible improvements. [...] Increased maintainability is seldom at the top of users wish lists.

Which users are qualified to estimate confidentiality, integrity, and availability metrics in terms of risk?

"Looks great from the street"

HTTP/2.0 For Python

2014-02-11-22:53:53 #Python ^

If I can widen the synchronous support to include Python 2.X (by finding a replacement for ssl that supports NPN), I'd rather have than than asyncio support.

I guess bewteen ./Modules/_ssl.c, ./Lib/ssl.py, pypi:ssl, and pypi:backports.ssl_match_hostname, there's no support for TLS https://en.wikipedia.org/wiki/Next_Protocol_Negotiation in Python 2.

HTTP/2.0 For Python

2014-02-11-22:38:45 #Python ^

https://en.wikipedia.org/wiki/HTTP_2.0

Thanks!

Asynchronous Python and HTTP 2.0 Server Push

Without committing to an asynchronous model (such as asyncio), it may be difficult to specify a callback interface that just NOPs when callback is None.

Here's one example of asyncio with HTTP: https://github.com/fafhrd91/aiohttp/blob/master/aiohttp/client.py

Vim + Latex + github setup for beginner.

2014-02-11-01:58:21 * 2014-02-10-18:03:36 #vim ^

If you're not looking to write and wade through LaTeX, Sphinx and ReStructuredText may be helpful.

https://en.wikipedia.org/wiki/ReStructuredText is a lightweight markup syntax that is built into HTML, LaTeX, PDF, ePub, mobi, etc. with tools like Sphinx and rst2pdf.

https://en.wikipedia.org/wiki/Sphinx_(documentation_generator)

Creating a PhD thesis is typically done using LaTeX. This works really well for producing a PDF, but a giant PDF file is not a great way to put documents on the web. There are solutions that exist to turn latex source files into HTML, but in my experience, they tend to produce poor HTML output.

Vim support:

HTML Themes:

Python IDE similar to RStudio?

2014-02-08-05:10:00 * 2014-02-11-13:43:15 #pystats ^

Something with a tab-completing REPL loop that supports IPython's "rich display system" (._repr_html_, ._repr_svg_, ._repr_png_, ._repr_latex_, ._repr_json_) for e.g. matplotlib, seaborn, mpld3? (For GUI, web, and publication?)

[EDIT] /r/ipython

If you could change something in Python what would it be?

2014-02-08-04:54:22 #Python ^

So pefix 'private' variables with __ so they are name mangled and nothing can touch them evar; and define a @property without a setter. It's a reference counted language. You may find smart pointers more amenable.

If you could change something in Python what would it be?

2014-02-08-04:50:03 #Python ^

Yes C++ can look nice. But the difference is that there are few if any conventions within the language that force this to be the case. If you only work in your own code, great, congratulations, none of this matters to you.

But for the vast majority of us who code in the real world, having common conventions enforced at the language level, rather than at the level of the individual or the institution, results in a major boon to readability, comprehensibility and ultimately productivity and sanity.

C++ doesn't even have anything like PEP-8. Instead each company or institution has it's own 'style guide' which we all know is never enforced, rarely comprehensive and never consistent with other standards.

.. And the style guides all strongly suggest indicating block chunking with consistent indentation.

How not learning reflection is rationalized as an excuse for being discourteously lazy enough to not produce indented readable code is beyond me. The same goes for multi-line lambdas: it's a function: it should have a __name__ and a __doc__ string, if nothing else so that profiling and static analysis tools have more than a line number to reference.

Let's make a best practice boilerplate for 2.7 + 3.3 python packages.

2014-02-04-13:51:27 #Python ^

For webapps, http://yeoman.io is great (yo, grunt, bower).

I haven't had the chance to work with future. nine seems to work. https://github.com/nandoflorestan/nine/blob/master/nine/__init__.py

Best free Project Management Software for Software Development?

2014-02-03-16:30:32 #softwaredevelopment ^

https://en.wikipedia.org/wiki/Forge_(software)

https://en.wikipedia.org/wiki/Comparison_of_open-source_software_hosting_facilities#Features

User stories as tickets/issues works just about anywhere. More specialized tools have support for grouping and charting groups of user stories (e.g. "epics"). If a burn down chart isn't essential, tags work fine. Wiki pages work great for release plans.

If you are committed to automated testing, issue/ticket integration with https://en.wikipedia.org/wiki/Continuous_integration#Principles can save some time. (https://en.wikipedia.org/wiki/Requirements_traceability)

http://www.reddit.com/r/softwaredevelopment/comments/1tvljg/how_to_start_a_project_with_software_development/cebyq7k

Let developers develop: how to deal with overly detailed project management rotting your soul

2014-02-03-03:41:29 #programming ^

How many managers and leads do you need with https://en.wikipedia.org/wiki/Scrum_(software_development)#Roles?

Arguably, the Scrum Master should be "removing impediments to the ability of the team to deliver the product goals and deliverables".

User Stories -> Tests -> Build (which is the whole team's responsibility)

Let developers develop: how to deal with overly detailed project management rotting your soul

2014-02-03-03:04:14 * 2014-02-02-19:26:29 #programming ^

Passing tests [as read from a CI dashboard ].

If a manager can't write or stub out at least BDD tests, they have no business managing the team.

[EDIT] http://www.reddit.com/r/Python/comments/1drv59/getting_started_with_automated_testing/c9tfxgd

http://www.joelonsoftware.com/articles/fog0000000043.html

Manu Sporny: JSON-LD and Why I Hate the Semantic Web

2014-02-02-11:53:51 #semanticweb ^

I’ve heard many people say that JSON-LD is primarily about the Semantic Web, but I disagree, it’s not about that at all. JSON-LD was created for Web Developers that are working with data that is important to other people and must interoperate across the Web. The Semantic Web was near the bottom of my list of “things to care about” when working on JSON-LD, and anyone that tells you otherwise is wrong. :P

TL;DR: The desire for better Web APIs is what motivated the creation of JSON-LD, not the Semantic Web. If you want to make the Semantic Web a reality, stop making the case for it and spend your time doing something more useful, like actually making machines smarter or helping people publish data in a way that’s useful to them.

Here! http://manu.sporny.org/2014/json-ld-origins-2/

...

TIL:

The specification is already deployed in production by companies like Google, the BBC, HealthData.gov, Yandex, Yahoo!, and Microsoft.

Why Python is Powerful Enough for Google

2014-01-29-11:16:52 #Python ^

I haven't complained yet. I am not responding to baiting attempts at trolling and ad hominem. To suggest the superiority of Java (and now, Javascript) and inadequacy of Python, based on a hidden, contrived example of inappropriately reimplemented relational algebra algorithms is blatantly killing the vibe of an /r/Python advocacy post.

The resources I have linked provide some context for understanding where Python is in relation to high performance computing. Again, vbench may be helpful for drawing reproducible benchmarks of defined software implementations over time. Rather than wasting time here, I would suggest considering contributing resources toward optimizing specific algorithmic implementations in Python (or learning to utilize the many excellent open source Python libraries which already solve for relational algebra, in C).

Why Python is Powerful Enough for Google

2014-01-29-09:50:52 * 2014-01-29-02:10:29 #Python ^

If you actually read my link you would notice that I actually tried the builtin symmetric_difference()

The linked stackoverflow answer which utilized set.symmetric_difference has a different output signature than the other listed implementations. The builtin symmetric_difference does not maintain ordering (because of set).

https://wiki.python.org/moin/TimeComplexity#set

Pandas (implemented with CPython, NumPy, and Cython) is much faster than symmetric_difference; especially with so many records. The support for HDF5 (a popular HPC storage format) and PyTables further extends the performance gap for this particular use case.

[EDIT] Blaze BLZ format is also very fast.

Javascript is a dynamic scripting language but is significantly faster than Python according to various benchmarks when using v8.

New goalposts! I agree; every language has strengths and weaknesses. The maturity of the science, mathematics, and computer science libraries and communities in Python is a strong selling point.

A JIT implementation should be the default Python implementation, [...]

NumPyPy and CFFI are coming along quite nicely.

Why Python is Powerful Enough for Google

2014-01-29-08:55:54 #Python ^

Thank you for sharing your experience with implementing relational algebra in a scripting language and expecting it to be as fast as native routines in a database (such as C, or Java).

http://pandas.pydata.org/pandas-docs/dev/merging.html#brief-primer-on-merge-methods-relational-algebra

http://pandas.pydata.org/pandas-docs/dev/comparison_with_sql.html

http://nbviewer.ipython.org/github/koldunovn/nk_public_notebooks/blob/master/Apache_log.ipynb

TLDR "Python is fast enough for many things" ... "Nuh uh, because Java. Here are some numbers"

Why Python is Powerful Enough for Google

2014-01-28-12:15:02 #Python ^

You could post your implementations. Chances are, Cython (e.g. pandas) would be faster than Java or Python.

The 3900ms (times n) question may be: How long did it take to write it?

Automated Workflow Software

2014-01-25-23:04:37 #sysadmin ^

Did any of these help?

need to schedule oracle db extraction, want a front end to manage the scheduled tasks

2014-01-25-22:15:11 #Python ^

Sandman looks perfect, thanks!

http://www.jeffknupp.com/blog/2013/08/21/sandman-is-the-top-trending-python-repo-on-github/

http://www.jeffknupp.com/blog/2013/12/20/your-database-just-got-its-own-website/

I had looked at Celery but it seemed a bit unintuitive about what it is and what it can do in this application.

Celery supports scheduled tasks, retries, and concurrency. It's fairly simple:

  • task broker (a message exchange, most commonly RabbitMQ)
  • workers (multiprocess)
  • task functions with @task decorators

For monitoring task progress, there's flower (a web-based GUI built with tornado and websockets) and celery events (a curses based CLI).

How to test python code on multiple platforms?

2014-01-25-05:41:11 #Python ^

http://en.wikipedia.org/wiki/Continuous_integration#Software

It's possible to install Bash almost anywhere, but I find it easier to write cross-platform scripts in Python (e.g. with os.path.sep, pathlib, or path.py). I think the Shining Panda and Selenium plugins for Jenkins CI are cross platform.

http://jenkins-ci.org

https://pypi.python.org/pypi/pathlib

The nose and py.test test runners both support test output as XUnit XML (natively or through a plugin that also must be installed on build machines) which Jenkins can collect and chart as build artifacts.

Economics Simulation (by Peter Norvig)

2014-01-22-06:27:52 #programming ^

You're right that the exchange doesn't create wealth, it's simply the realisation of wealth that both parties must have created to be involved in the exchange.

Look at it this way: in order for me to buy something worth $X from you, I must have earned it, and you must have created the something that was worth $X. Or, you must have purchased something worth $X from someone who created it. Or, they must have purchased something worth $X from someone who created it.... You get the idea, at some point someone created something worth $X.

Say I found a $1 bill on the street and decide to purchase a useless piece of plastic which you had found. Beyond the (now, quantifiable) utility, what value added is there in that transaction.

What has been created, in that transaction? Is that 'wealth' or (temporary) utility?

Either by digging that something out of the ground (to pick one way of "creating" a resource), or by doing something with something that was dug out of the ground.

That's a fairly naive way of looking at it; more accurate is that each party in the chain adds value. Even if that value is simply making the item available near the next customer, it's still value added, and hence wealth created.

I feel like conservation of energy and the laws of thermodynamics just don't apply.

http://en.wikipedia.org/wiki/Conservation_of_energy

http://en.wikipedia.org/wiki/Laws_of_thermodynamics

"Cool chair."

Rosetta is awake!

2014-01-21-21:15:23 #space ^

Into space!

Economics Simulation (by Peter Norvig)

2014-01-21-20:53:08 #programming ^

Both parties benefit from the utility of the exchange, but that doesn't create more wealth. This exchange model assumes 'lossless' liquidity.

Ergo, the (resource) limits to growth.

(Ana)conda seems to have a nicely set up library for data analysis, and switching between python 2 and 3 environments is a breeze. Why should I keep using pip instead?

2014-01-20-00:14:53 #Python ^

http://www.continuum.io/blog/conda_packaging addresses a few of your points (including wheel)

Travis-CI and Tox support would be cool. Obviously it's possible to just shell out to conda and check return codes.

With pip 2.0 and latest conda, packaging latency (is this the latest package?) is not as much of a concern.

New StackOverflow reddit bot, tell me if you think this would be helpful or annoying/spammy.

2014-01-19-21:17:28 #redditdev ^

In terms of upvote/downvote, banned subreddits, etc., we are talking generally about auto-deletion and post-prevention I imagine? What rules would you like to see in place to make sure the bot doesn't get spammy? This is one of the main areas for which I am seeking feedback.

It sounds like the heuristics for identifying a StackOverflow URL are fairly definitive.

I recently read about a tool for managing version numbers when cutting releases from a VCS. I can't for the life of me remember what it was called. Anybody know what it could have been?

2014-01-19-10:08:04 #Python ^

Software using Semantic Versioning MUST declare a public API. This API could be declared in the code itself or exist strictly in documentation. However it is done, it should be precise and comprehensive.

The "should" should be in ALL CAPS, and the MUST is questionable given the relative vagueness of this line.

That does seem out of scope.

Once a versioned package has been released, the contents of that version MUST NOT be modified. Any modifications MUST be released as a new version.

While modifying an old version is generally a Very Bad Idea, it is overly prescriptive for a version number standard to absolutely forbid it. This also implicates list items 6-8.

Bad/failed/scratched builds should be incrementally later. Why assign the same version string to two separate things? "Let's just reuse this UUID and hope it's not cached anywhere?"

I recently read about a tool for managing version numbers when cutting releases from a VCS. I can't for the life of me remember what it was called. Anybody know what it could have been?

2014-01-19-08:29:12 #Python ^

Which instances of MUST are you suggesting could be changed to SHOULD while preserving the nature of the spec? IMHO SHOULD would suggest that semver.org version comparison implementations would be expected to handle edge cases which are not in spec.

Backus-Naur could also be helpful.

SQLAlchemy and Race Conditions: Implementing `get_one_or_create()`

2014-01-16-16:54:53 #Python ^

Something about natural keys and the consistency part of CAP theorem may also be helpful.

http://en.wikipedia.org/wiki/CAP_theorem

http://en.wikipedia.org/wiki/Natural_key

Working with appengine data store makes this readily apparent (and somewhat of an open problem)

https://developers.google.com/appengine/docs/python/ndb/entities#numeric_keys

With one (SQL) database instance, natural keys and/or a multi-column UNIQUE index, it's still necessary to catch and handle the database exception.

http://docs.couchdb.org/en/latest/replication/conflicts.html

... http://en.wikipedia.org/wiki/Paxos_(computer_science)#Production_use_of_Paxos

A Python guide for open data file formats

2014-01-14-21:08:00 #Python ^

http://dataset.readthedocs.org/en/latest/ is a really easy way to work with SQLAlchemy (which is Open Source and supports SQLite, which is also Public Domain Open Source), JSON, and CSV.

A Python guide for open data file formats

2014-01-14-21:03:56 #Python ^

Some are open, e.g. netCDF or mzXML, and some are proprietary to a specific instrument vendor, i.e. the specs for the format are not publically available so you can't open them without that vendor's software (which is part of what I'm working out). Even though quite a few people probably use the open netCDF format, none of their data is publically available (and thus "open").

https://en.wikipedia.org/wiki/Open_standard#Specific_definitions_of_an_open_standard

A Python guide for open data file formats

2014-01-14-21:03:16 #Python ^

For example, I'm writing software to analyze chromatograms

https://en.wikipedia.org/wiki/Open_science

Difference between WSGI utilities and Web Servers.

2014-01-11-23:17:00 #Python ^

Those are servers which serve WSGI applications over HTTP. Tornado is also a framework.

http://www.reddit.com/r/Python/comments/spsbs/are_the_same_thing_a_web_application_and_a_cms/#c4fy37a

http://www.reddit.com/r/Python/comments/1eboql/python_website_tuts_that_dont_use_django/#c9yxl8w

http://en.wikipedia.org/wiki/Web_Server_Gateway_Interface

https://github.com/seedifferently/the-great-web-framework-shootout

Questions for a cost-benefit analysis:

What are you most productive in?

Do you need to train a team?

What sort of learning curve is there? Documentation?

How does the framework encourage development of secure, scalable systems?

How well does the framework supported automated testing, in terms of support for transactional datastore operations, initial data fixtures, and JavaScript?

Why WSGI?

The WSGI interface makes it easier to test and plug together frameworks and middleware components (utilities).

It is possible to minimize switching cost and technical debt by developing components coupled through a WSGI interface; components are theoretically interchangeable.

http://www.reddit.com/r/Python/comments/1drv59/getting_started_with_automated_testing/c9tfxgd

why Python is steadily eating other languages’ lunch in scientific computing

2014-01-11-00:40:54 #Python ^

http://rpy.sourceforge.net/rpy2/doc-2.3/html/index.html

The high-level interface in rpy2 is designed to facilitate the use of R by Python programmers. R objects are exposed as instances of Python-implemented classes, with R functions as bound methods to those objects in a number of cases.

http://ipython.org/ipython-doc/dev/config/extensions/rmagic.html

Is IPython Notebook ever used as an IDE, or merely for presentations?

2014-01-07-03:53:39 #IPython ^

Works great as a visual feedback loop. Much easier than editing multi line code than in a REPL loop.

As far as automated testing for a whole notebook of cells, there's https://github.com/taavi/ipython_nose

https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks

Prosthetic Cornea x-post /r/pics

2014-01-05-15:54:19 #Futurology ^

Did you add 'citation needed'?

Readline vi mode: pkrumins/bash-vi-editing-mode-cheat-sheet (PDF, TEX, TXT)

2014-01-02-16:31:35 #vim ^

Nice! I overload man to launch ftplugin/man.vim, which adds syntax highlighting:

$ type man
man is a function
man () 
{ 
    alias man_="/usr/bin/man";
    if [ $# -eq 0 ]; then
        /usr/bin/man;
    else
        vim --noplugin -c "runtime ftplugin/man.vim" -c "Man $*" -c 'silent! only' -c 'nmap q :q<CR>' -c 'set nomodifiable' -c 'set colorcolumn=0';
    fi
}

Readline vi mode: pkrumins/bash-vi-editing-mode-cheat-sheet (PDF, TEX, TXT)

2014-01-02-11:47:31 #vim ^

Thanks!

$ man readline | grep 'VI Mode' -A 100  #~

feedback on new build/command line tool

2013-12-31-21:50:58 * 2013-12-31-21:59:38 #Python ^

http://en.wikipedia.org/wiki/Comparison_of_open-source_configuration_management_software

Scons is great. You might take a look at Baker, docopt, and clint on pypi.

http://paver.github.io/paver/pavement.html tasks work similarly.

"python cli docstrings pypi decorator"

If Mayor Stothert handed you a blank check to do any public works, park, etc. type project in the city of Omaha, what would you do?

2013-12-30-13:39:25 * 2013-12-30-13:42:47 #Omaha ^

Street lamps and parking meters with WiFi APs; and gigabit Redstone mesh wireless routers. TIL about competition and Neilsen’s Law of Internet Bandwidth.

Chicago Makes Computer Science a Core Subject

2013-12-28-16:11:04 #programming ^

That may be one metric for measuring CS proficiency. Comparatively, I don't know how we should measure the ROI of investing in [math/STEM] education.

Chicago Makes Computer Science a Core Subject

2013-12-27-01:51:06 #programming ^

So, what sort of projections do you think would be appropriate for a null hypothesis?

Chicago Makes Computer Science a Core Subject

2013-12-26-22:44:05 #programming ^

Do you have anything more than subjective discouragement to contribute here? Maybe some objective data?

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-21:32:52 #compsci ^

But...The whole point of all this is to have classes in high school isn't it?

The point is to help people with an aptitude for CS to learn CS.

The problem with the status quo is that (some people/states, through curriculum policies) still consider CS as irrelevant to [all of the fields which trigonometry is antecedent to].

What are you purposing exactly, just give some kids some books and online courses with no teacher, or am I misreading your desires?

That sounds more ideal than "I will pay you to pursue continuing education."

Learning to code is important [...]

I agree. Learning to speak "code" affords very many career opportunities. It's hard to automate.

You want to teach one specialized skill over others, there are not enough resources or time in the day to do them all.

Do I want to play the zero-sum allocation game? Where are we wasting time and resources? All careers are important. CS is vital to our energy, transportation, and utility systems.

I think you overvalue the need for everyone to need to know CS/code, I don't feel you've presented me with any logical reason as to why it's needed for people not working in the field.

I think you underestimate our level of technology dependence.

Can you present me with a reason why person outside of CS/SE/IT needs to know this stuff, any more than any other specialized field (ie. mechanic, plumber, architect, etc)?

Should CS be mandatory? Not necessarily.

Should CS be recognized as STEM credit for highschool graduation? Absolutely.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-20:32:50 #compsci ^

I disagree that CS is a subset of STEM. CS significantly intersects with STEM. That intersection forms a subset which is a subset of both CS and STEM.

The "Mathematics for Computer Science" textbook I referenced above has a fairly comprehensive chapter on sets with a subchapter on subsets.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-19:13:15 #compsci ^

I think I agree with you, except it's more of an intersection with sufficient overlap as to consider CS to be "part of STEM" as a whole.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-20:04:17 #compsci ^

My mistake. Were you saying that the intersection between CS and STEM fields forms a subset containing members of both CS and STEM fields?

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-18:44:22 #compsci ^

A shortage of CS people who would value teaching over money combined with the number of high schools across the country that would have to have slots filled (with adept people),

So, a shortage of CS teachers and of funding? Fortunately, it is entirely possible to learn CS without classroom-based instruction.

all for a specialized set of skills not everyone needs and does not need to complete their daily tasks/jobs.

What percentage of the current common core curriculum does everyone need to complete their daily tasks?

The math of this doesn't work out for me.

What math are you referring to?

You keep linking opinion pieces that match your views as facts/sources in your responses.

Which of these links do you view as opinion pieces?

I'm trying to make a case based more towards the reality (as I see it of course) of what the majority of people want/need as far as education goes. Your argument is based on a need that I don't believe exists, we don't all need to know CS like we all don't need to know how a car is put together to drive it.

A majority of people don't see e.g. trigonometry as what they want/need. Nonetheless, these are the current standards for K-12 education in the United States: http://www.corestandards.org/the-standards

These are the ACM standards for college-level CS education: http://www.acm.org//education/curricula/ComputerScience2008.pdf

As we move toward a knowledge-based economy (there are lots of new jobs in the tech sector), learning to code is becoming increasingly important. Why would I ever need to know how to change a tire? Why would anyone ever need to know how the AI and robotics on the line work? Why would anyone ever need to understand how to maintain legacy systems upon which we are all reliant?

Point #10 from the Computing in the Core Facts and Resources page linked above contains links to resources for (1) a federal Computer Science Education Act and (2) getting involved by "strengthening computer science education at the state and local levels".

I searched for "BLS tech sector" and found a number of projections in regards to growth and new jobs that require, at a minimum, an understanding of core CS concepts. From home, school, or a library, anyone can learn to code (in one hour).

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-17:56:18 #compsci ^

"Mathematics for Computer Science" [PDF] Chapter 4.1.2: Mathematical Data Types: Comparing and Combining Sets (Free Creative-Commons #OER)

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-16:49:49 #compsci ^

I don't get your argument, it's like you expect more teachers to exist in this field than do.

My argument, I suppose, is that treating CS education as a "play on the computer course" is not and never was appropriate. CS is a vital part of a future curriculum.

Well, is there a shortage of teachers or a shortage of funding?

This (Creative Commons) #OER is free: http://www.greenteapress.com/thinkapjava/

It's like you expect college caliber courses to be mandatory in schools across America, even if the demand isn't enough to support such a thing.

https://www.class-central.com/subject/cs lists hundreds of free college level courses with zero prerequisites. There are highschools which accept transfer credit for college-level courses which then count as credit hours; but I'm not aware of any compulsory highschool-level programs which specifically reward college-level independent CS study as what it is: STEM learning.

I have no specific data on what sectors of our economy will be in need of CS majors. The BLS link above lists (all positive) growth rates for various CS-related careers.

I think you have some glasses with special lenses that are clouding your judgement.

Rose-colored lenses would be great. Eyestrain is real. Ever heard of the 20-20-20 rule?

It's high school, you get the basics of everything. What is a comparable field to what you're asking for in high school, you have basic math, sciences, language, etc. not how to become an architect, engineer, or surgeon. It makes perfectly logical sense to get basic computing classes in HS as it's what suits the majority.

So, in practice, typing and office apps are required and "writing code" is an elective.

For advanced math, graphing calculators are strongly recommended. Graphing calculators don't translate to "a boardroom" or an academic review system like Open Access which demands procedural, algorithmic reproducibility. Enter "code".

http://www.computinginthecore.org/facts-resources and http://code.org/about make great cases for CS as a vital part of a future curriculum.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-17:21:28 #compsci ^

And it seems like you have a gross misunderstanding of what computer science is. I think you mean software engineering.

https://en.wikipedia.org/wiki/Computer_science#Applied_computer_science

I fail to see how differentiation is appropriate here. Is there a need to make such a distinction? In my opinion, such an artificial boundary between theory and application is harmful and counter-productive to translating between research into development. While specialization and distinction are both very important, my personal interests are in systemic holism, theory, and dynamics as they apply to cybernetics.

Regardless, CS is a part of STEM. The linked article is specifically about CS. The linked report is indeed about a broader category of STEM majors (which includes CS majors); and would be helpful for any development of strategy for CS curriculum.

I'm not going to do your research for you. Present the facts to me in an argument instead of handing me your reference.

I wasn't aware that I was obligated to perform any sort of research for you.

The aforementioned report lists five recommendations for achieving a goal of producing one million additional STEM graduates. I don't find it appropriate to paraphrase the five recommendations listed in the report in this thread.

And what is the point in regards to my original argument?

As I understand your original argument, you were suggesting that CS is not part of 'STEM'.

CS is part of STEM category.

A Million CS students will not fill in the electrical engineering gap, nor any of the other countless STEM positions.

I have not suggested that that would be the case. CS majors may well develop AI which subsumes large portions of electrical and nano-molecular engineering, which no-one would later understand.

These reports were for all STEM jobs, not just CS.

Once again, CS is a part of STEM. CS graduates are indeed a vital part of developing a STEM workforce to support national infrastructure.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-16:30:25 #compsci ^

CS is but one small subset of STEM and a majority of the work most CS students go on to it not STEM related at all.

Topicality? I feel that CS is core to and in the category of STEM fields. CS is certainly part of a whole.

Data Science is core to assessing progress in any industry. As a foundational component of Data Science, knowledge of at least intro CS is very helpful.

The fixes presented in those studies are STEM wide and not localized to CS.

Lots of great insight in the five recommendations presented in these reports from the Office of Science and Technology Policy Presidents Council of Advisors on Science and Technology Policy (OSTP PCAST).

http://www.whitehouse.gov/administration/eop/ostp/pcast/docsreports

Doing just CS will probably do nothing and most likely won't help at all to fill in the engineering and science gaps we have.

Engineering and Science depend on tools created by Computer Scientists, Computer Engineers, Software Developers, and Data Scientists to afford critical gains in productivity, efficiency, and accuracy.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-15:50:08 #compsci ^

the Wikipedia article about education is an ironclad argument!

Read it and get back to me.

Methinks OP shoulda paid more attention in literature class. The critical thinking skills might’ve helped.

What critical thinking argument are you referring to?

  1. We need educated candidates to maintain our critical systems.
  2. They depend on teachers.

/u/arghnoname indicated a personal need and/or an inability to cope with the stress of teaching. /u/kjearns identified supporting resources for market payscales as an argumentative refutation. /u/ALeapAtTheWheel alleged use of current vocabulary and current events as a straw man for how I think it would be "great".

Critically, which part of literature class should I have paid attention to?

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-14:33:27 #compsci ^

My brother took QBasic in elementary school. I got to review his discarded floppy disks. I took VB6 and Java (AP CompSci, it was called) through highschool. I was significantly sleep-deprived, because I was teaching myself LAMP in the evenings when I could have been doing homework for other courses which I considered far less interesting at the time. CS was considered an elective; like something that's not foundational to our national infrastructure. That seems highly illogical and irrational.

The ancillary point being made about salary as a primary motivator for choosing a career seemed somewhat antithetical to my, admittedly vague, suggestion of need for state education level support for CS education [for legacy infrastructure].

By sharing a headline that I felt validated my experience with nerdery in HS, forever ago, I suppose the (implicit) point I was making was that it would behoove us to recognize CS studies as STEM credits for graduation.

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-15:05:27 #compsci ^

I think your first link confirms what you're trying to refute.

I don't think that was the point I was making.

Why would someone want to teach CS in highschool and (1) make substantially less money than other available options and (2) deal with the huge amount of BS that is being a teacher.

Thank you for bringing this to my attention. It may be best for you to ask a teacher what sort of gratification and reward they get from their position.

https://en.wikipedia.org/wiki/Education

High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation

2013-12-23-14:42:16 * 2013-12-23-14:09:49 #compsci ^

Any high school teacher qualified enough to teach computer science can make a good deal more money by practicing it.

http://www.bls.gov/ooh/computer-and-information-technology/computer-programmers.htm#tab-7

I took a "computer science" class in high school, which mostly consisted of the kids messing about with computers while the teacher was more or less helpless to do anything.

That's one way to spend our time and money. A more self-directed curriculum with gamification-style reward points may be more likely to encourage students to understand what sort of opportunities are ahead of them.

I don't think high school is the place to teach CS anymore than it is the place to teach civil engineering.

I strongly disagree.

  • I think it perfectly reasonable to expect some level of comprehension of CS from all high school graduates.
  • I think CS credit should definitely qualify for graduation credits; somewhere between Science, Technology, Education, and Mathematics.

How can teachers develop CS curriculum?

Anyone know what is happening at UNO?

2013-12-23-12:51:29 * 2013-12-23-11:55:19 #Omaha ^

What nonpartisan callous disregard for others' suffering.

I don't have http://en.wikipedia.org/wiki/Alexithymia .

Omaha area students urge lawmakers to ban possession of shark fins

2013-12-23-12:46:59 #Omaha ^
  1. Sharks are at the top of aquatic food chains. Thereby, not violating sharks supports very healthy food sources.
  2. There is no medical benefit to consuming shark fin.
  3. It's great to see future policymakers standing up for our ecosystem.
  4. Interesting approach, in regards to affecting demand.
  5. Are sharks considered endangered species?

ENH: Linked Datasets (RDF) · Issue #3402 · pydata/pandas

2013-12-22-10:24:35 #pystats ^

Changelog-compatible ticket/issue prefixes are explained here: https://github.com/pydata/pandas/blob/master/CONTRIBUTING.md

Only 2 per cent of professionals working in FOSS are women, compared to 28 per cent in proprietary software. Should the FSF care?

2013-12-22-10:05:35 #freesoftware ^

I don't know anything about the controls of this survey?

Maybe women not to identify in open source communities so their contributions can be accepted or rejected on a basis of merit?

There are lots of great women-in-IT organizations which do (explicitly and implicitly) exclude men; for some reason.

http://pyladies-kit.readthedocs.org/en/latest/

Maybe they're all reading Karen Horney and knitting warm blankets and stuff?

http://en.wikipedia.org/wiki/Karen_Horney

( http://en.wikipedia.org/wiki/Coping_(psychology) )

Maybe they're not aware of how pervasive open source software is in our modern economy for today's world to share.

http://en.wikipedia.org/wiki/Business_models_for_open-source_software

How much code is there in the Python Package Index?

2013-12-21-13:20:22 #Python ^

Cool analysis. Thanks!

If you still have the data on hand, do you have any data for how many [of the current latest versions of] packages specify an off-pypi Download URL?

Ohcount and radon are also great for static analysis metrics.

What do you do to get around pypi flakiness?

2013-12-21-13:09:52 #Python ^

Thanks! status.python.org by statuspage.io

What do you do to get around pypi flakiness?

2013-12-21-13:04:08 * 2013-12-21-12:07:36 #Python ^

Specify a pypi-aware caching proxy url as an index url (with -i for the CLI and/or with the index-url option in the pip configuration file)

These pretty much cover it:

Manually: http://docs.repoze.org/compoze/

Lets remove bundling urllib3 from requests

2013-12-19-15:34:05 #Python ^

This is OT (sorry). I believe we're concerned about different issues.

Deprecated and new features are two separate things. Timedelta64 is a new feature in numpy 1.7. The Ubuntu LTS python-numpy package is version 1.6.1. Avoiding deprecated features does not add new features (e.g. timedelta64) to outdated OS packages (e.g. LTS python-numpy).

Lets remove bundling urllib3 from requests

2013-12-19-11:26:25 #Python ^

because then they would need to [frequently] merge in from upstream in order to avoid divergence and risk.

Lets remove bundling urllib3 from requests

2013-12-19-11:19:39 #Python ^

There are incompatible changes between 1.6 and 1.7. There are probably additional new features in 1.8, hence the new version.

datetime64 and timedelta64 were also added in 1.7 *

https://en.wikipedia.org/wiki/Ad_hominem

Advanced Python Constructs

2013-12-19-10:06:48 * 2013-12-19-10:09:48 #Python ^

Something about

True = False; assert bool(True)
assert(1); assert(None)

might also be helpful.

Lets remove bundling urllib3 from requests

2013-12-19-11:01:29 #Python ^

Being required to use system numpy is requiring a freezed version that may or may not be up to date. For example, numpy latest is 1.8.0 whereas Ubuntu LTS still has numpy 1.6.1. *

Lets remove bundling urllib3 from requests

2013-12-19-10:41:35 #Python ^

my approach: depend on the newest version of something, and write a dependency of package >= that.version. when adding features later, or an issue arises with a newer version, bump the depended-on version to ≥the newest again, then fix the issues.

+1 for this and automated test coverage.

you do not want multiple numpy installations on your PC.

Conda solves for this.

What are the currently used standards in semantic webservices?

2013-12-17-15:13:36 #semanticweb ^

All of these links answer the question.

  1. Outlines approaches for publishing RDF data (about available semantic webservices).

  2. Matching not-necessarily-correlated functions between various services is an exercise in Ontology Alignment. (seeAlso: semantic integration, semantic matching)

  3. Matching and adapting service interfaces can be accomplished in Python with zope.interface.

  4. Any sort of (fuzzy) ontology alignment is an exercise in mathematical optimization and as such must utilize some sort of cost function (or loss function, as pointed to by wiki/Cost_function).

Which of these links do you consider unrelated to the (sounds like an exam) question presented by 41k3n?

mod_wsgi slow to respond on a Raspberry Pi

2013-12-17-00:49:58 #Python ^

Comparatively, how does gunicorn perform with the same script?

https://code.google.com/p/modwsgi/w/list

W3C’s Semantic Web Activity Folds Into New Data Activity

2013-12-12-10:34:15 #semanticweb ^

http://www.w3.org/TR/ld-glossary/#x5-star-linked-open-data:

  • ☆ Publish data on the Web in any format (e.g., PDF, JPEG) accompanied by an explicit Open License (expression of rights).
  • ☆☆ Publish structured data on the Web in a machine-readable format (e.g., XML).
  • ☆☆☆ Publish structured data on the Web in a documented, non-proprietary data format (e.g., CSV, KML).
  • ☆☆☆☆ Publish structured data on the Web as RDF (eg Turtle, RDFa, JSON-LD, SPARQL)
  • ☆☆☆☆☆ In your RDF, have the identifiers be links (URLs) to useful data sources.

What makes Python static analysis hard and interesting

2013-12-10-03:00:58 #Python ^

@/u/nykevin

http://andreacensi.github.io/contracts/

PyContracts is a Python package that allows to declare constraints on function parameters and return values. It supports a basic type system, variables binding, arithmetic constraints, and has several specialized contracts (notably for Numpy arrays).

pandas computational tools - covariance, correlation, ranking, rolling window, EW

2013-12-10-01:06:41 #pystats ^
  1. I am not clear on the policy.
  2. This is a black hole.
  3. It's all gbits.
  4. Documentation are not subparticles.

Do any of you know of any good graphing calculator software? Preferably free and offline? It's for 8th graders who don't have access to actual graphing calculators or internet in the classroom.

2013-12-09-03:30:44 * 2013-12-09-02:39:15 #math ^

With ipython [1] and matplotlib installed:

ipython notebook --pylab=inline
# open browser to http://127.0.0.1:8888

Then::

def a_linear_func(c):
    return 2*x +1

x_values = range(0,10)
y_values = [a_linear_func(x) for x in x_values]
print(x_values, y_values)
print(zip(x_values, y_values))

import matplotlib.pyplot as plt
plt.plot(x_values, y_values)

More information:

[1] http://ipython.org/ipython-doc/stable/install/install.html#mathjax

For employable purposes: What skills do I need to learn for making my Python knowledge useful within larger development teams?

2013-12-08-09:54:06 * 2013-12-08-02:01:32 #Python ^

Software Development

Communication: Documentation

Open Source Teams

[1] Revision Control (CVS, SVN) and Distributed Revision Control (Git, Hg, Bzr)

[2] Automated Testing

[3] The Art of Unix Programming: Best Practices for Working with Open-Source Developers

pandas computational tools - covariance, correlation, ranking, rolling window, EW

2013-12-08-01:46:18 #pystats ^

Thank you for your consideration.

I consider documentation to be more generally useful than (also enlightening) offhand blog posts and one-off snippets which, while they do contribute to a general knowledge base, serve more to serve the interests of individuals than to further the interests of science.

Documentation is immensely important to the success of any open source project; perhaps even moreso to the credibility of any scientific argument intended to be reproducible.

To be having a notability/relevancy discussion over whether something is BibTeX-able seems trite (especially when we're discussing nonexistant policy). Nonetheless, I am a guest here. I suppose the most noteworthy content will bubble up.

To the heart of the matter, I feel that this documentation is eminently notable and relevant to any discussion regarding statistics and Python. [It]:

  • represents the collective work of many individuals who tirelessly dedicate their time and give it away
  • is hosted in GitHub, where changes are tracked; and where retractions are immediate, traceably linked in-band, and public
  • would be well served by any /r/pystats visitors who decide to contribute a pull request; for science

Maximal Information-based Nonparametric Exploration (MINE) and Python? Why or why not?

2013-12-07-22:40:06 #pystats ^

minepy

Source: https://github.com/minepy/minepy

Docs: http://minepy.sourceforge.net/docs/1.0.0/python.html

Citation: D. Reshef, Y. Reshef, H. Finucane, S. Grossman, G. McVean, P. Turnbaugh, E. Lander, M. Mitzenmacher, P. Sabeti. Detecting novel associations in large datasets. Science 334, 6062 (2011)

pandas computational tools - covariance, correlation, ranking, rolling window, EW

2013-12-07-22:22:23 #pystats ^

I am at a loss as to what it is that you are looking for here. In terms of relevancy:

[...] a place to discuss the use of python in statistical analysis and machine learning.

The linked pages document standard, optimized routines for Statistics in Python.

I'm sure it wouldn't be too difficult to reformat sphinx documentation pages as two-column PDFs with an abstract, but then how would we read them on our phones, with our screen-readers, in order to verify the reproducibility of conclusions we derive from biased, non-null-hypotheses? #PDF

Are you looking more for non-executable books, or /r/IPython notebooks?

[EDIT] Is the purpose of this subreddit to share resources educating subscribers on available best-practices for performing statistical analyses in python?

Python packaging thoughts, from the author of NumPy

2013-12-06-17:33:28 #Python ^

We could not wait for the packaging solution we needed to evolve from the lengthy discussions that are on-going which also have to untangle the history of distutils, setuptools, easy_install, and distribute. What we could do is solve our problem and then look for interoperability and influence opportunities once we had something that worked for our needs.

conda and http://binstar.org rock.

fixing pip

... http://www.reddit.com/r/sysadmin/comments/1s4ec4/please_stop_piping_curl1_to_sh1/cdu41kh?context=3

Python 3.0.0 was released 5 years ago!

2013-12-05-13:47:48 * 2013-12-05-06:00:03 #Python ^

Doesn't print flush?

Edit: it does not do sys.stdout.flush … seeAlso python -u / PYTHONUNBUFFERED (http://stackoverflow.com/questions/230751/how-to-flush-output-of-python-print/230780#230780)

Please stop piping curl(1) to sh(1)

2013-12-05-13:36:25 #sysadmin ^

Curl pipes:

  • do not check checksums
  • do not check signatures
  • do not read the source

Really, it is that simple.

Please stop piping curl(1) to sh(1)

2013-12-05-13:29:03 #sysadmin ^

TIL about curl -fsSL (explainshell.com)

A tutorial on statistical-learning for scientific data processing (sklean docs)

2013-12-04-05:23:47 * 2013-12-03-21:32:12 #pystats ^

http://scikit-learn.org/stable/about.html#citing-scikit-learn

Scikit-learn: Machine Learning in Python, Pedregosa et al., JMLR 12, pp. 2825-2830, 2011.

Bibtex entry:

@article{scikit-learn,
title={Scikit-learn: Machine Learning in {P}ython},
author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
        and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
        and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
        Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
journal={Journal of Machine Learning Research},
volume={12},
pages={2825--2830},
year={2011}
}

Source: https://github.com/scikit-learn/scikit-learn

Documentation: http://scikit-learn.org/stable/documentation.html

Is there an advantage to creating a database in python vs. Excel?

2013-12-04-05:06:18 #pystats ^

If you are doing transformations/manipulations/producing intermediate results from scientific data, you should be maintaining a repeatable history of each and every step. This is called 'Data Provenance', and it is necessary for producing 'Reproducible' research.

Pandas makes it very easy to store the entire script of transformations.

From http://www.reddit.com/r/pystats/comments/1s1qbs/ten_simple_rules_for_reproducible_computational/ :

  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

Ten Simple Rules for Reproducible Computational Research (PLOS)

2013-12-04-05:03:08 #pystats ^
  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

Sandve GK, Nekrutenko A, Taylor J, Hovig E (2013) Ten Simple Rules for Reproducible Computational Research. PLoS Comput Biol 9(10): e1003285. doi:10.1371/journal.pcbi.1003285

Do people really love angular, or is it just a "herd of sheep" kind of thing instrumented by Google?

2013-12-02-05:59:43 * 2013-12-01-22:03:54 #javascript ^

My Opinion

Don't get me wrong

You got yourself wrong.

Why does this feel less like a design critique and more like bitching about an alternate approach in a thinly veiled attempt to promote your favorite framework?

https://en.wikipedia.org/wiki/Anti-pattern#Software_engineering

Is this not the saddest last ditch marketing strategy you've ever seen?

Don't hate. FUD is for people who can't code.

AngularJS

view logic

This is called separation of concerns.

automagically

When the page loads, the JS is executed. Line-by-line. In order to separate concerns, the JS parses the extra DOM attributes.

data binding

https://en.wikipedia.org/wiki/UI_data_binding#JavaScript

debug

Programming by debugger is a bad approach to programming. If a test case doesn't do what would be done manually with a debugger; the test case is incomplete.

https://en.wikipedia.org/wiki/Test-driven_development

Backbone

Backbone [with Marionette] is very cool, too.

JS Framework Review

This is exactly the sort of manipulative, underhanded approach to logical argumentation that would indicate a dishonestly-irrational-to-the-point-of-unsafe approach to software development.

Here's a constructive approach that evaluates the technical merit of various market solutions: http://todomvc.com/

wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series

2013-12-01-15:28:01 #pystats ^

http://pandas.pydata.org/pandas-docs/stable/timeseries.html#converting-to-timestamps (to_datetime) works with many date storage formats.

http://pandas.pydata.org/pandas-docs/stable/merging.html should get you started with merging, joining, and concatenating disparate pandas DataFrames.

With reddit Markdown, you can indent code with four spaces for a monospace font.

wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series

2013-12-01-05:43:33 #pystats ^

To clarify your question, it sounds like you are working on how to write queries (logic views) which serialize data stored in SQL (data models) to JSON (data models) to D3.js scripts (presentation templates with JS logic).

Tastypie or Django REST Framework are probably your best bets if you need to work with Django and authentication/authorization. Both support serializing Model objects as JSON.

Pandas supports a number of data formats, including SQL and JSON:

A view with pandas and JSON might look something like:

# view
from pandas.io import sql
from django.db import connection
table_name = Model._meta.db_table
df = sql.read_frame('select * from <table_name>, connection)  # careful with SQL injection
# transform/aggregate(df)
json = df.to_json()
return json

# template
function() { d3(...) };

A view with pandas, Vincent, and Vega JSON might look something like

# view
from pandas.io import sql
from django.db import connection
from vincent import Visualization, Data, Scale, Axis
table_name = Model._meta.db_table
df = sql.read_frame('select * from <table_name>, connection)  # careful with SQL injection
# transform/aggregate(df)
data = Data.from_pandas(df)
vis = Visualization()
vis.scales[] = Scale() ; vis.axes[] = Axis()
vis.data['table'] = data
vega_json = vis.to_json()
return vega_json

# template
https://github.com/wrobstory/vincent/blob/master/vincent/vega_template.html

It may be more efficient to do aggregations (rollups, pivots) as Django/SQL aggregations or as operations involving multiple pandas DataFrames and simple SELECT statements ... Pandas works with (multidimensional) tabular data. If you have to do JOINs with Django (as opposed to pandas), DataFrame.from_records and DataFrame.from_items are probably what you're looking for.

Ten Simple Rules for Reproducible Computational Research (PLOS)

2013-12-01-04:28:18 #statistics ^
  • Rule 1: For Every Result, Keep Track of How It Was Produced
  • Rule 2: Avoid Manual Data Manipulation Steps
  • Rule 3: Archive the Exact Versions of All External Programs Used
  • Rule 4: Version Control All Custom Scripts
  • Rule 5: Record All Intermediate Results, When Possible in Standardized Formats
  • Rule 6: For Analyses That Include Randomness, Note Underlying Random Seeds
  • Rule 7: Always Store Raw Data behind Plots
  • Rule 8: Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Rule 9: Connect Textual Statements to Underlying Results
  • Rule 10: Provide Public Access to Scripts, Runs, and Results

Sandve GK, Nekrutenko A, Taylor J, Hovig E (2013) Ten Simple Rules for Reproducible Computational Research. PLoS Comput Biol 9(10): e1003285. doi:10.1371/journal.pcbi.1003285

wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series

2013-12-01-03:19:23 #pystats ^
  • Written in Python and JavaScript
  • Native Pandas support

IPython with widgets preview (video)

2013-11-30-19:48:07 #IPython ^

Looking forward to this functionality!

Other useful ways to create interactive data science / data analysis widgets with IPython:

Request from my company - Plots that they can manipulate in Power Point without me present

2013-11-30-19:35:39 * 2013-11-30-11:46:09 #pystats ^

Unfortunately, PowerPoint does not yet support HTML5; so the easiest way to share matplotlib charts in a PowerPoint would be as SVG (an open standard).

If they're just looking for prettier charts, you might look into:

If they can work with IPython notebooks (and/or they want to know how reproducible an analysis is):

There are a number of Cloud Services listed with the /r/IPython sidebar.

Creating a compression loop using Python Imaging Library?

2013-11-27-08:51:28 #Python ^

https://en.wikipedia.org/wiki/JPEG

https://en.wikipedia.org/wiki/Generation_loss

Interesting problem.

Here's this, with tests: https://gist.github.com/westurner/7671620

I only tested response_curve with one fairly small JPEG image which 'ended' at (96, 101).

Best sledding sites?

2013-11-22-23:17:52 #Omaha ^

Hills in Omaha?

Thanks!

PEP 428 -- The pathlib module has been approved

2013-11-22-11:15:22 #Python ^

While there are differences in scope (.schema, .query, .fragment) from pathlib.Path, a comparable API for URLs and URIs might be helpful (.parts, [...]).

http://www.reddit.com/r/Python/comments/1r7h1t/python_objects_for_working_with_urls_and_uris/

Is it a Good Idea to Write Tests for Legacy Code?

2013-11-21-05:24:48 #programming ^

"Don't change it, it might break"

"Well, we've had hundreds of people using 20% of features, correctly, for years."

Yes, it is a good idea to write tests for legacy (production) code.

If you have no automated [functional, unit, integration] tests and are relying upon wasteful, error-prone manual testing, you probably:

  • have no idea what sorts of boundary conditions aren't covered by the manual tests
  • are dependent upon an efficient customer feedback loop
  • don't have the confidence to change things (e.g. "fearless refactoring")

That it's legacy code has no bearing on whether there are bugs, defects, and unchecked boundary conditions.

Zero Automated Tests -> Zero Code Coverage

https://en.wikipedia.org/wiki/Uncertainty#Concepts

https://en.wikipedia.org/wiki/Risk#Risk_versus_uncertainty

https://en.wikipedia.org/wiki/Software_testing#Security_testing

http://www.reddit.com/r/Python/comments/1drv59/getting_started_with_automated_testing/

Distributing Python 3 applications, very tempted to include the whole Python installation with an application.

2013-11-20-01:48:59 * 2013-11-19-17:54:04 #Python ^

binary applications / binary packages

Cool outdated opaque binary which I can double-click on.

configuration

Why reinvent the wheel to store static configuration files?

dependency bundling

esky

esky: keep frozen apps fresh

Esky is an auto-update framework for frozen Python applications. It provides a simple API through which apps can find, fetch and install updates, and a bootstrapping mechanism that keeps the app safe in the face of failed or partial updates.

pip wheel

Build Wheel archives for your requirements and dependencies.

https://github.com/wolever/pip2pi

pip2pi builds a PyPI-compatible package repository from pip requirements

https://pypi.python.org/pypi/compoze

This package provides a script for creating setuptools-compatible package indexes using packages downloaded from other indexes.

I've been using Python for 3 years and I've never defined a Class

2013-11-19-05:10:12 * 2013-11-18-21:14:42 #Python ^

pytest is more functional than unittest; both of which utilize classes.

While possible to write tests without subclasses of object with __init__ methods or unittest.TestCase.setUp, I find it easier to reuse code. I guess you could namespace things into one non-class per file.

http://www.reddit.com/r/Python/comments/1nzsze/functional_programming_in_python/#ccnuwno

http://www.reddit.com/r/Python/comments/1drv59/getting_started_with_automated_testing/#c9tfxgd

http://www.python.org/dev/peps/pep-0020/

Distributing Python 3 applications, very tempted to include the whole Python installation with an application.

2013-11-19-04:42:50 #Python ^

I love Python as a language but, it has some serious issues with distributing actual applications to various (Windows-only) systems.

I feel like you are confusing your understanding of the breadth of options for distributing applications with the capabilities of the core and non-core Python tools for doing so.

As the OS updater for the platform you have specified is not extensible to other applications, it is necessary to manage application updates/upgrades/patches/hotfixes in addition to operating system package updates.

Python 3 compatible methods for distribution:

http://docs.python.org/3/library/msilib.html (bdist_msi)

https://pypi.python.org/pypi/bdist_nsi (bdist_nsi)

https://pypi.python.org/pypi/esky (bdist_esky)

https://pypi.python.org/pypi/wheel (bdist_wheel)

Realistically, how my Python do I have to learn before I'm employable?

2013-11-18-18:10:10 * 2013-11-18-10:18:39 #Python ^

You'll need a deeper understanding of CS concepts, some of which you can get through How to Think Like a Computer Scientist.

Write some small but useful Python projects and start learning another language.

I remember seeing a person, on reddit, make a game in which two people could create python scripts that would "battle" each other. Does anyone have a link to this?

2013-11-17-23:05:37 #Python ^

https://brilliant.org/competitions/hunger-games/

Hunger Games

A game theory programming tournament

Write an algorithm to fight to the death against other algorithms. Cooperate and compete with other players at different points in the game to survive and win.

PyParallel: how we removed the GIL and exploited all cores

2013-11-17-08:18:15 * 2013-11-17-01:00:45 #programming ^

What worked against me was that I already had the big picture in mind: pairing this async I/O stuff with the parallel/GIL stuff such that callbacks could actually be invoked on multiple threads simultaneously.

So, this: is shared nothing, works on Windows, doesn't support STM, and toggles the write-protect bit on large heaps and pages?

Nice summary; I'm kinda' relieved to see when others defend IOCP -- it feels like a very lonely existence to try and argue what's seen as the best of breed way of doing something on UNIX.

Thanks for the MegaPipe reference.

[EDIT] A compare/contrast with Tulip + libevent2 might be helpful?

Best way to scrape this string I need using BeautifulSoup?

2013-11-16-22:52:51 #Python ^
from __future__ import print_function

for row in allrows:
    #print the date for each listing
    span = row.find('span', {'class':'date'})
    datestr = span.text.strip()
    link = span.findNextSibling('a')
    link_anchor_text = link.text
    link_href = link['href']
    print(datestr, link_anchor_text, link_href)

An ambitious experiment in Data Science takes off

2013-11-14-02:23:26 #IPython ^

Moore/Sloan Data Science Initiative

A 5 year, $37.8M initiative for creating new Data Science Environments at UW, NYU and Berkeley. Funded by the Moore and Sloan Foundations.

http://bitly.com/bundles/fperezorg/1

A new framework for data visualization

2013-11-13-23:23:05 #Python ^

Psychology: An Introduction (free eBook)

2013-11-12-09:26:55 #psychology ^

Thanks! Is there a way to download this - for example as a PDF or an ePub - without e.g. wget --mirror? 1 2

Also wonderful: "The Psychology of Cyberspace" http://users.rider.edu/~suler/psycyber/psycyber.html

Why the left brain right brain myth will probably never die

2013-11-12-09:20:39 #psychology ^

"An Evaluation of the Left-Brain vs. Right-Brain Hypothesis with Resting State Functional Connectivity Magnetic Resonance Imaging" http://www.plosone.org/article/info%253Adoi%252F10.1371%252Fjournal.pone.0071275

Three reasons why the Semantic Web has failed

2013-11-12-09:06:04 #semanticweb ^

The Now is eating ever greater quantities of our attention.

I feel better about myself now.

In the Stream, the focus is on messages not web pages

http://pyes.readthedocs.org/en/latest/guide/reference/river/index.html

Information should be pushed, not pulled

This web doesn’t look like a database or a graph. It’s a web that’s intelligent, dynamic and sometimes chaotic. It’s the digital equivalent of the human brain.

https://en.wikipedia.org/wiki/Connectome

Why do object()s not have a __dict__ to support arbitrary attribute assignment?

2013-11-12-07:13:22 #Python ^
>>> x = object()
>>> assert hasattr(x, '__name__') == False
>>> print(object.__doc__)
>>> setattr(x, 'one', True)
Traceback (most recent call last):
  File "<ipython-input-10-7337de08fc39>", line 1, in <module>
    setattr(x, 'one', True)
AttributeError: 'object' object has no attribute 'one'

Why do object()s not have a __dict__ to support arbitrary attribute assignment?

2013-11-12-05:45:38 * 2013-11-11-21:53:36 #Python ^

What?

>>> class A(object):
...     pass
... a = A()
... a.__dict__['one'] = True
... assert a.one == True

http://docs.python.org/release/2.5.2/ref/slots.html

By default, instances of both old and new-style classes have a dictionary for attribute storage. This wastes space for objects having very few instance variables. The space consumption can become acute when creating large numbers of instances.

The default can be overridden by defining __slots__ in a new-style class definition. The __slots__ declaration takes a sequence of instance variables and reserves just enough space in each instance to hold a value for each variable. Space is saved because __dict__ is not created for each instance.

http://docs.python.org/2.7/library/collections.html#collections.namedtuple

Very basic 'plugin' system?

2013-11-10-21:02:42 #Python ^

http://stevedore.readthedocs.org/en/latest/index.html

Python makes loading code dynamically easy, allowing you to configure and extend your application by discovering and loading extensions (“plugins”) at runtime. Many applications implement their own library for doing this, using __import__ or importlib. stevedore avoids creating yet another extension mechanism by building on top of setuptools entry points. The code for managing entry points tends to be repetitive, though, so stevedore provides manager classes for implementing common patterns for using dynamically loaded extensions.

Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013)

2013-11-01-07:51:35 * 2013-10-31-23:57:47 #Python ^

It sounds like you expected this additional module to unify existing code and re-implement protocols for you? I still fail to see how an additional approach prevents you from continuing to do exactly what you were doing.

... http://code.google.com/p/tulip/wiki/ThirdParty

[EDIT] They are different approaches. Is there a magical adapter? I don't know that that has been written yet. What would solve your problem?

Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013)

2013-10-30-21:12:26 #Python ^

How does that prevent you from accomplishing your objectives?

Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013)

2013-10-30-10:20:59 #Python ^

Everyone has forgotten why monkey patching is bad, just that it is,

Where are the tests for this?

Guidos' SF presentation: Tulip: Async I/O for Python 3 @ SF Python Meetup (Oct 16, 2013)

2013-10-30-10:19:33 #Python ^

Is there a reason you seem so excited about the new hotness?

Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions?

2013-10-29-23:34:09 #Python ^

IMHO, I would be concerned about said colleagues becoming attached to an infeasible GUI theme which they might have to waste time re-learning. Much more economical to use an existing set of standard GUI widgets (with Python bindings) which they already understand how to operate... e.g. Qt, Gnome, Tk, wxWidgets, CSS/JS frameworks.

... http://www.agilemodeling.com/essays/barelyGoodEnough.html

Looking for a pythonic graphics module for sketching experimental UIs. Any suggestions?

2013-10-29-02:05:47 #Python ^

You didn't mention which platform you would like to spend your time developing your own GUI for, because of themes.

Ask /r/Python - Would you use an automatic code quality tool? (like coveralls/travis but for pyflakes/pep8/others)

2013-10-29-08:03:55 #Python ^

Travis support for e.g. https://github.com/klen/pylama (PEP8, PEP257, PyFlakes, Mccabe, Pylint, gjslint) would be really cool.

An XML or JSON reporting format (like JUnit XML) would be really helpful; but (not having looked) it shouldn't be too difficult to write a line-based parser for the existing console output.

Ask /r/Python - Would you use an automatic code quality tool? (like coveralls/travis but for pyflakes/pep8/others)

2013-10-29-08:00:22 * 2013-10-29-18:08:58 #Python ^

I'm sorry I didn't remember to include the issue number as #nn in my commit message!!!

[EDIT] https://github.com/pydata/pandas/commit/372226c

What is a typical use for pickling?

2013-10-24-02:16:23 #Python ^

(except the default JSON writer for Python didn't put carriage returns in).

You can add an indent=n to the call to json.dump/json.dumps to add carriage returns (and indentation).

Maximizing memory performance with python

2013-10-22-02:32:20 * 2013-10-22-05:53:29 #Python ^

[is there any sort of best practice for dynamically allocating how much memory a python process can use?]

Some Help Please? I'm the founder of rbutr, a database of rebuttal based connections (URL X rebuts URL Y) and I am wondering how we can work with the W3C and the Semantic Web standards

2013-10-13-20:41:01 * 2013-10-13-13:00:05 #semanticweb ^

Procedurally?

So, an HTML5 with RDFa application could serve text/html with something like:

<body vocab="http://schema.org/">

Vim for screenwriting -- fountain.vim, VOom, VimRoom

2013-10-11-17:17:14 #vim ^

+1 for outline editing.

Would be great if there was some sort of syntax for linking nodes together

YAML might be good...

Fastest database for Tornado

2013-10-11-01:35:00 #Python ^

http://blog.sqrrl.com/post/59413865358/mits-accumulo-performance-benchmarks

In this paper MIT reached ~400,000 writes per second per node across an 8 node cluster. This is impressive performance given that MIT cites HBase as supporting ~60,000 writes per second per node and Cassandra as supporting ~35,000 writes per second per node.

[EDIT]

What Developers Can Learn from healthcare.gov

2013-10-10-18:23:58 #programming ^

Like cached JSON[-LD] for each region with an open standard for specifying plan features?

It sure would be great if we just required http://schema.org RDFa -- and/or Microdata -- on the providers' own web pages; which could be indexed by any search engine.

Best way to distribute media assets for a python package

2013-10-10-18:19:21 * 2013-10-10-13:43:15 #Python ^

An asset management tool with CDN * support may also be helpful for working with pictures and videos in addition to HTML, CSS, and JS files.

Asset compression:

[EDIT] Conceptually, it could be as simple as a JSON file with pathnames and optionally cached file-level metadata; optimally containing dereferenceable URIs (URLs) linking the data with structured attributes; for example certain categories or tags.

What Developers Can Learn from healthcare.gov

2013-10-10-03:29:31 #programming ^

The not-/marketplace parts of http://healthcare.gov (static HTML generated from Ruby, Jekyll) do seem to be working just fine: https://github.com/CMSgov/healthcare.gov

Functional programming in Python

2013-10-09-03:55:26 * 2013-10-08-22:10:49 #Python ^

The most famous example is the one-line lambda limitation, which is often seen as a direct consequence of the whitespace-as-syntax design decision, but the root cause is actually much deeper: The statement/expression boundary. Python makes a very strong distinction between these two, and a lambda can only contain one expression - but even though expressions can (and often do) have side effects, it is not possible to chain them together in a do-block fashion.

  • lambda functions in Python that span more than one line must be wrapped in parentheses
  • lambda functions have no __name__ or __doc__ strings
  • many style guides discourage multi-line lambdas and nested list comprehensions, because they are not maintanable

Typical functional programming languages usually just consider everything an expression, and they provide a way to chain them together sequentially, such as progn in many Lisps, or certain Monads in Haskell.

functional programming is just a paradigm that is very suitable for writing concurrent and parallel code.

There is no way to enforce immutability in a consistent, reliable and idiomatic way

Yes, you can do functional programming in Python, but if you really go all the way and apply FP patterns everywhere, the resulting code is going to be a completely un-pythonic mess.

Why doesn't everyone like my macros?

“The big question is whether we should take trained computer scientists and teach them the hands-on bench science or whether we should take those physical and natural scientists and teach them CS.”

2013-10-04-19:13:13 #compsci ^

Strictly speaking, I'm not sure that a comprehensive understanding of CS is really necessary in order to learn tools for data science.

Perhaps most practically, "How do I leverage available tools for data analysis in order to 'fit' this data?".

Is it useful to have an understanding of the low-level code that powers a machine learning ensemble search? Absolutely.

Is it appropriate for data scientists to be having to optimize the underlying algorithms? Not at all.

That collaborative handoff between investigative science and hard-compsci, I think, is more about communication and team-level trust than about having "the best compsci skills" or even "the fastest big data tools to big data things".

... http://www.reddit.com/r/statistics/comments/1lafje/long_vent_about_selflearning_statistics_on_the_job/#cbxeokd

Unconventional - Students are discouraged to learn python before joining the class

2013-10-04-11:48:39 * 2013-10-04-11:01:14 #Python ^

I think this is counter-productive, elitist, and dependency-suggestive. Learn Python however you'd like. If you want a compsci-level understanding of Python, read the C.

Here's the source: http://hg.python.org/cpython

... http://www.reddit.com/r/compsci/comments/1hdzye/broad_knowledge_vs_specialization_how_do_you_find/#cavxnpo

[EDIT] http://docs.python.org/

Pynsive: Dead Simple Plugins via PEP302

2013-10-03-19:37:08 #Python ^

http://stevedore.readthedocs.org/en/latest/

Python makes loading code dynamically easy, allowing you to configure and extend your application by discovering and loading extensions (“plugins”) at runtime. Many applications implement their own library for doing this, using import or importlib. stevedore avoids creating yet another extension mechanism by building on top of setuptools entry points. The code for managing entry points tends to be repetitive, though, so stevedore provides manager classes for implementing common patterns for using dynamically loaded extensions.

Redesigning a curses app for the browser

2013-10-03-18:55:38 * 2013-10-03-11:05:59 #Python ^

From http://excess.org/urwid/wiki/HowYouCanHelp:

Adopt the web_display module - something modern and websocket-y would be awesome

WSGI + WebSockets might be useful.

  • /r/IPython notebook also has streaming output for e.g. !wget example.com

Pudb, a full-screen, console-based Python debugger

2013-09-30-17:14:52 #Python ^

[...] looks like the urwid module dependency requires a unix-like OS to run.

Does anyone know any similar visual debuggers for python that can run on windows?

Pudb, a full-screen, console-based Python debugger

2013-09-30-13:14:45 * 2013-09-30-05:17:50 #Python ^

So, pudb install_requires urwid, which utilizes ncurses, which works over telnet and rlogin.

ConverterToRdf - Convert things to RDF (W3C Wiki)

2013-09-24-18:46:09 #semanticweb ^

For context.

From https://en.wikipedia.org/wiki/Linked_Data :

  1. Use URIs to denote things.
  2. Use HTTP URIs so that these things can be referred to and looked up ("dereferenced") by people and user agents.
  3. Provide useful information about the thing when its URI is dereferenced, leveraging standards such as RDF, SPARQL.
  4. Include links to other related things (using their URIs) when publishing data on the Web.

What you do not like in Python?

2013-09-21-14:06:44 #Python ^

There can be multiple parent classes. (e.g. mixins, composition, eigenclass model)

What you do not like in Python?

2013-09-19-04:26:38 #Python ^

While this is helpful, it would be great if it wasn't necessary to search the list twice; or handle ValueError.

What you do not like in Python?

2013-09-19-04:24:57 #Python ^

L.index(value, [start, [stop]]) -> integer -- return first index of value.

If dict (or OrderedDict, or defaultdict) is more appropriate for the use case:

D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.

... http://pandas.pydata.org/pandas-docs/stable/missing_data.html

What you do not like in Python?

2013-09-19-04:13:55 #Python ^

pd.tseries is partially derived from scikits.timeseries.

Also, astropy.time.

Architectural Design Patterns in Pyramid: What is Inversion of Control?

2013-09-17-08:11:17 #Pyramid ^

However as far as the interfaces go, they are really just a form of documentation, there's no code enforcing an object implementing the contract expressed by the interface in most cases.

http://docs.zope.org/zope.interface/verify.html

Spectacular examples of Python uses?

2013-09-17-08:06:28 #Python ^

The /r/ipython sidebar lists a number of useful libraries and resources for learning Python for science.

From python.org:

Extra appreciation if it is related to geometry, spacial data processing, and finite element analysis. Thanks!

Architectural Design Patterns in Pyramid: What is Inversion of Control?

2013-09-16-20:48:33 #Pyramid ^

But zca is a pyramid implementation detail. most wont even need to be aware of it.

From here:

Accordingly, Pyramid tends to hide the presence of the ZCA from application developers. You needn’t understand the ZCA to create a Pyramid application; its use is effectively only a framework implementation detail.

However, developers who are already used to writing Zope applications often still wish to use the ZCA while building a Pyramid application; pyramid makes this possible.

And also: http://pyramid.readthedocs.org/en/latest/designdefense.html#pyramid-uses-a-zope-component-architecture-zca-registry

But if you need something like a service locator or that's how you prefer to design things [...]

I suppose my question was more about use of design pattern terminology:

between Python and Java.

Pyramid Source:

Do I really have to use 42 bytes per integer? Is there a more memory efficient way to work with large arrays?

2013-09-10-19:20:40 * 2013-09-10-18:33:50 #Python ^

Tuples are immutable -- http://docs.python.org/2/tutorial/datastructures.html#tuples-and-sequences :

a = tuple(0,1,2)
assert a[0] == 0 and a[1] == 1 and a[2] == 2
assert len(a) == 3

collections.namedtuples work sort of like C structs -- http://docs.python.org/2/library/collections.html#collections.namedtuple :

namedtuples can be subclassed:

from collections import namedtuple
TriangleTuple = namedtuple('TriangleTuple', ('a','b','c'))
t = TriangleTuple(3,4,5)
print(t)
# TriangleTuple(a=3, b=4, c=5)
print(t.a)
# 3
class Triangle(namedtuple('Triangle', ('a','b','c'))):
    def str_2(self):
        return '\n'.join(
            ': '.join((str(k),str(v)))
                for k,v in self._asdict().iteritems())
t2 = Triangle(3,4,5)
print('%s' % str(t2))
# Triangle(a=3, b=4, c=5)
print(t2.a)
# 3
print('%s' % t2.str_2())
# a: 3
# b: 4
# c: 5
assert t == t2
assert t == tuple(x for x in t2)

Best practices for working with SPARQL in Javascript?

2013-09-09-16:30:44 * 2013-09-09-15:38:44 #semanticweb ^

"SPARQL support" could mean one of two things: ability to query remote stores over HTTP, and the ability to query local stores (not over HTTP).

So, to clarify ex:hasFeature wiki:SPARQL:

SPARQL Support Local Database Remote Database Interface / Parser
Full
Partial

I suppose another chart could be made for wiki:SPARUL.

Best practices for working with SPARQL in Javascript?

2013-09-09-07:04:01 #semanticweb ^

I thought sparql.js (from thefigtrees.net) was the only Javascript implementation, and its the only Javascript library I see in that list. I was not aware of any of those other Javascript implementations you mention (rdflib etc. I know) offering SPARQL+HTTP query support.

A SPARQL query like the following might be helpful in a search for Javascript things (e.g. schema:Code) featuring SPARQL support:

PREFIX ex: <http://example.org/ns/>
PREFIX wiki: <http://dbpedia.org/resource/>
PREFIX schema: <http://schema.org/>
SELECT DISTINCT ?s ?p ?o 
WHERE {
    { 
      ?s ex:hasFeature wiki:SPARQL . }
    UNION {
      ?s schema:mentions wiki:SPARQL . }
    UNION {
      ?s schema:keywords "SPARQL" . }
    UNION {
      ?s schema:programmingLanguage wiki:Javascript .
    }
}
LIMIT 100

http://www.cambridgesemantics.com/semantic-university/sparql-by-example

Best practices for working with SPARQL in Javascript?

2013-09-09-03:21:53 #semanticweb ^

We need a Ruby on Rails / Django for RDF / SPARQL or something.

What are the essential tiered framework features here?

Essentially, mapping HTTP URIs to resource lookups based on parameters like

and rendering the located persisted resource(s) into various serialized representations:

Best practices for working with SPARQL in Javascript?

2013-09-09-01:57:20 #semanticweb ^

OK, I see how one may want another front end, and may forgo a SPARQL endpoint altogether and opt instead for a custom JSON-LD API using (possibly standardized) RDF consumption libraries to do interesting things, possibly within a server-side app.

http://www.w3.org/TR/ldp/#

I really never think of these things until I have a conversation about it. (Maybe I should start talking to myself

Best practices for working with SPARQL in Javascript?

2013-09-09-01:53:10 #semanticweb ^

I admit I'm at a loss as to what you mean by this.

Because of the depth and breadth of SPARQL (and SQL), it is difficult to estimate the complexity and running time of user supplied queries. (What is a sensible LIMIT clause?)

I am now. But my point was that, without DBslayer, limitations with SQL servers pretty much demand there be a frontend (server-side app) controlled by the developer.

"I don't carry Dapper Dan, I carry Fop."

WebSocket support might be cool; but still there's no guarantee that user supplied input will be correctly parsed as well-formed SPARQL/SPARUL/SQL/HTML.

Best practices for working with SPARQL in Javascript?

2013-09-08-23:24:09 #semanticweb ^

This is a classic tradeoff question right?

Absolutely.

IMO the whole server-side architecture came about because SQL was just not designed with the WWW in mind.

I think having server-side code is going to needlessly complicate matters.

My question has to do with the halting problem.

Because, as I understand, Javascript is able to handle the SPARQL architecture, while it cannot handle the SQL architecture (and the SQL architecture cannot handle random clients.)

Are you familiar with DBslayer?

Best practices for working with SPARQL in Javascript?

2013-09-08-23:09:03 #semanticweb ^

Almost everything else you mention is either not a client-side Javascript library, or does not support SPARQL over HTTP. I mean, supporting RDF serializations is good, but is downloading 300MB worth of RDF files into a Javascript app really a viable solution? I don't think so. I think SPARQL over HTTP is the best solution, and unfortunately its support mirrors SPARQL endpoint availability: slim to none.

http://www.w3.org/wiki/SparqlImplementations

  • CKAN supports SPARQL over HTTP
  • rdfstore-js supports SPARQL over HTTP
  • VIE.js supports SPARQL over HTTP
  • rdflib.js supports SPARQL over HTTP
  • surfrdf supports SPARQL over HTTP
  • rdflib core supports SPARQL over HTTP

Can you describe what these projects provide, in your words?

Universal data models. It would be hard to summarize the work of all of these authors.

We are seriously lacking an layman's overview of this stuff

What's interesting is that this forum is so amenable to plaintext Markdown discussions containing URIs:

From a design standpoint:

  • What are the CSS #id and .classes?
  • How to work this into a box model?

Best practices for working with SPARQL in Javascript?

2013-09-08-22:38:21 #semanticweb ^

What are the essential tiered framework features here?

I'm not a Django or Rails user, so again I will just take a stab at this. The whole point of Django / Rails was that a human was needed to interpret what the database data actually meant, right? With RDF this knowledge is explicit in the vocabularies. So all that is needed are Django / Rails models (or whatever it is they use) for common RDF vocabularies, correct?

Two ways to store RDF in SQL

That means GeoSPARQL and Data Cube vocabulary, and whatever other vocabularies that are meant for human consumption.

OWL and related are really "logical" vocabularies not really meant for human audiovisual consumption, unless your webapp is built to edit RDF ontologies or something.

Was this what you were asking?

A call for informal textual discussion through reddit, in Markdown?

A new interface for DBpedia (Dutch only, click upper-right)

2013-09-08-03:51:26 #semanticweb ^

rdf:Property level #name/id deep links would be cool.

Best practices for working with SPARQL in Javascript?

2013-09-08-02:58:44 #semanticweb ^

I have successfully used it to make an client-side Javascript webapp that can query any SPARQL endpoint and add any GML or WKT data returned (think GeoSPARQL) into an OpenLayers map.

Cool! Sounds like MapFish/Papyrus; with SPARQL.

As a consumer of RDF data, I think it would be unwise to write your Javascript app around a single RDF serialization

I agree. The last bullet point here is about LDP, which specifies [SHOULD support Turtle (... MAY support JSON-LD)].

There are some attempts at creating RDF data from different data sources (rdflib's csv2rdf, rdb-direct-mapping, GRDDL), but I usually find it easier just to write a simple Python script

We need a Ruby on Rails / Django for RDF / SPARQL or something.

What are the essential tiered framework features here?

Best practices for working with SPARQL in Javascript?

2013-09-08-02:51:11 * 2013-09-09-06:16:20 #semanticweb ^

What are some of the best practices (tools, techniques, procedures) for working with SPARQL in Javascript?

How should string concatenation issues be handled?

Say I'm building a query for for read/write SPARQL Update / SPARUL:

<<< predic = "great!>;"
<<< object = "<object>"
<<< turtle = "<subj> " + predic + object + ";"
<<< print(turtle)
>>> "<subj> great!>; <object>;"

[Simple string concatenation doesn't escape control characters].

  • XML, RDF/XML, HTML5: < /> ' " <!-- -->
  • Turtle: < > ; ' " . #
  • JSON, JSON-LD: { } [ ] " ' :

In JS, working with JSON-LD may be easier in that everything is serialized to { nested: { 'key': "value" } } dicts.

Like MarkupSafe, It's tempting to use some sort of a templating system with, say, autoescape for Literals, but URL-encoded URIs don't exactly join nicely.

How does JSON-LD integrate with JS framewoks?

Is there a standard for mapping RDF classes to JS UI 'widgets'?

Is there a way to generate templates/bindings from existing models?

Javascript (Browser side, ):

...

  • Where to add JSON-LD parsing in the XMLhttprequest callback
  • How to bind JSON-LD data to UI components
  • How to bind UI events to HTTP POST of JSON-LD with UI feedback

Server-side:

...

  • Others probably have more knowledge about support in other languages.
  • Where do I specify which fields to include and require in a progressively enhanced form?
  • What about PDF forms?

  • For a production scale web application, where are the 'materialized SPARQL views' most efficiently composed, cached, and templated?

  • W3C LDP Linked Data Platform applications support a RESTful API collection metaphor, SHOULD support Turtle (.ttl), and may support JSON-LD (.jsonld). Does LDP afford advantages to web application developers as compared with SPARQL/SPARUL?

[EDIT]: JS (Javascript) labels, ellipses, rdfstore.js -> rdfstore-js, Virtuoso SPARQL documentation

Linux admins: Give me all your favorite tools that output data structures.

2013-09-07-22:18:55 * 2013-09-07-21:22:42 #sysadmin ^

I have a project at work that involves gathering as much information as humanly possible

there are many "fact" libraries out there that output readily usable JSON like those used in chef, puppet and ansible.

https://en.wikipedia.org/wiki/Comparison_of_open-source_configuration_management_software

It doesn't have to be JSON -- it could be XML, YAML, CSV or anything readily imported as data.

It could also just be a python library that reads C structs into typed data structures.

lshw

https://en.wikipedia.org/wiki/Lspci

Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems.

2013-09-06-12:33:18 #artificial ^

None, I was only kidding around.

Same, thanks, for the helpful link you shared.

It's possible that the logic bit was relatively sequential and I may be wasting my time.

http://research.google.com/pubs/papers.html

Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems.

2013-09-06-10:32:44 #artificial ^

A brief look into your comment history confirms my initial suspicions that you're a search engine disguised as a redditor.

False.

If only I didn't experience time unidirectionally, I could just make use of the system I wish to build to intelligently summarize and prioritize these sources for me, thereby allowing me to build the system in the first place.

Which points should be more emphatic?

Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems.

2013-09-06-01:18:15 * 2013-09-06-00:22:06 #artificial ^

Direction for personal research into bottlenecks of logic programming, knowledge representation and expert systems.

My reading brought me to an NLP experiment involving the grouping of words as concepts by crawling Wikipedia and taking context into account. The illustration of the work was similar to a projection from a support vector machine.

After some exposure to Prolog and predicate logic (as well as CSP and SAT solvers) I'm beginning to see some beauty in symbolic logic programming. I believe this is used to some degree in IBM's Watson as well. I'm told that on common architectures the combinatorial explosion outside of toy problems proves overwhelming, and parallelism is paramount.

Which paradigms of parallel and/or distributed computing are candidates for addressing these bottlenecks, both in symbolic A.I. and in sub-symbolic approaches? I have a surface level understanding of map/reduce, GPU processing, the actor model, and specialized chips such as FPGA and ASIC; but not nearly enough context to know which of these if any I should focus my attention on.

Best written projects on Python GitHub?

2013-09-05-20:11:04 * 2013-09-05-19:26:24 #Python ^

I've read most of the Pyramid source and while it works, is well tested, and well documented, I don't really think its elegant. I mean I personally even use Pyramid but things could have been done easier and cleaner. (Look at all those factories and interfaces that just screams java)

While interfaces and factories make Test Driven Development much simpler, the only necessary interface for a Pyramid application developer is a callable (a function or a method) that takes a Request as the first parameter and returns a Response:

https://en.wikipedia.org/wiki/Separation_of_concerns#See_also

Disclaimer: If you're saying "oh well if it could be done better, go fix it" well I can't.

What is Linked Data?

2013-09-03-18:22:43 #semanticweb ^

Excellent tutorial. sphinxjp.themes.revealjs is pretty cool too.

http://www.reddit.com/r/semanticweb/comments/1gbuvp/explain_linked_data_like_im_five/#caiw8bu

The Package Dependency Blues

2013-09-03-16:22:20 #Python ^

God forbid Python developers grow up and actually commit to an interface.

How would subclassing collections.abc or something like zope.interface or pycontracts help when the interface changes between versions? What do you do when the interface changes to accommodate additional features?

semver.org suggests a MAJOR.MINOR.PATCH version scheme. Bump the "MAJOR version when you make incompatible changes" and the "MINOR version when you add functionality in a backwards-compatible manner".

pip-review from pip-tools helps to identify new versions of package dependencies on a regular basis.

Learn Data Science, in IPython notebooks

2013-09-01-23:15:23 * 2013-09-01-15:21:35 #Python ^

It looks like the OpenDST sources reference the docs for

  • Enthought EPD
  • Anaconda

Which will install /r/ipython notebook, numpy 1 , pandas, statsmodels, scikit-learn, matplotlib for these notebooks, as well as many other outstanding python libraries for /r/datascience.

What's the best way to parameterize SPARQL queries?

2013-08-28-22:49:55 * 2013-09-09-06:38:51 #semanticweb ^

"Improper Neutralization of Special Elements used in an SQL Command ('SQL Injection')"

Best scripting language for RDF project?

2013-08-29-05:46:47 * 2013-08-28-21:53:15 #semanticweb ^

Otherwise, I'd say you might try Javascript. You can get a lot of mileage out of working with JSON-LD, SPARQL HTTP protocol & Javascript. Also gets you triple store independence, which is a good and bad thing. Good for the flexibility, bad in case you want to use triple store specific features. The downside is the library support is pretty minimal.

http://www.reddit.com/r/semanticweb/comments/1e3fq0/whats_the_best_way_to_parameterize_sparql_queries/

Best scripting language for RDF project?

2013-08-29-05:45:28 #semanticweb ^

There is a reasoner, but I'm not sure how capable/well-maintained it is.

There must be OWL-RL / OWL-DL / OWL-Lite inference test sets somewhere...

https://github.com/RDFLib/FuXi/tree/master/test

Exploring grain settling with Python

2013-08-26-15:39:02 #IPython ^

The suggestion is more on how people link to Notebooks as well as author them.

Like a more descriptive blurb / summary?

I'd prefer if the authors of notebooks put in a title, license, and authors field up at the top so it's easier to track down who is responsible for the content.

Sort of like ReStructuredText field lists?

I'd also prefer if people linking on places like reddit fill in whatever information they have about this if it's missing.

The only thing I think nbconvert could do here is add a field pointing to the owner of the gist on GitHub.

if is_gist_url(nb_url):
    add_gist_link_below_download_notebook_link()

https://github.com/ipython/ipython/issues/new

Exploring grain settling with Python

2013-08-26-01:20:35 * 2013-08-26-00:24:01 #IPython ^

nbviewer runs nbconvert to render an .ipynb source file to an HTML template.

You can download the notebook .ipynb source file by clicking the 'Download Notebook' link.

[EDIT] Or with s/nbviewer.ipython.org/gist.github.com/ if the URL matches \d+.

Do you have a suggestion for how that could be improved?

Print combinations in ascending order of sum?

2013-08-24-17:32:19 #algorithms ^

This is a special case of the subset-sum problem

http://rosettacode.org/wiki/Subset_sum_problem

Help with Python web ecosystem (WSGI, etc)

2013-08-23-21:30:43 * 2013-08-23-20:37:32 #Python ^

Hi- I'm coming from the java world,

and I'm having a bit of a tough time understanding all of the components that go into a production Python web application deployment.

Can anyone break these down to help me understand what each component in the stack does?

A web application or a web service can be composed from various WSGI middleware components (python callables which support the WSGI interface):

It seems that web frameworks, like flask & django, provide hooks to a WSGI application, which handles the conversion of raw HTTP-ish things into objects that your app can handle (request, response, etc).

But sometimes, you can embed the runtime into a web server (mod_wsgi), or you can proxy to a stand-alone WSGI application (gunicorn, uWSGI) - which are python programs that handle HTTP requests that call the framework,and then your application code.

And then there is the asynchronous world of Tornado & Twisted.

I'm not sure how they fit in.

Free to code: Python - Putting dot in the dict

2013-08-22-21:31:59 #Python ^

The kind of data I'm storing is more like the kind of information you'd store in a database though; information you'd later want to present to an API consumer or to a template. Web application stuff, for the most part.

fixture is good at this.

Is Django capable of a web ui?

2013-08-21-15:46:20 #django ^

You're going to need a whole stack.

https://github.com/xenith/django-base-template

Is Django capable of a web ui?

2013-08-21-15:26:57 * 2013-08-21-14:53:37 #django ^

I am not a web developer so sorry for the limited terminology.

What I want to make is a small app that other coworkers can reach via their web browser.

Can Django do this on it's own or would I need something on top of it for web ui(like Bootstrap)?

So, like any other Django application, django.contrib.admin is built from templates which include CSS and JS:

There are a number of ways to use the Bootstrap 2 and/or 3 JS and CSS files in a Django project:

For the Django admin application:

For Django applications:

How to set up users for web hosting?

2013-08-19-19:57:01 * 2013-08-19-20:16:00 #linuxadmin ^

What is the best way to set up a webserver running a few vhosts for one client?

Clarification / Use Case(s)

  • Are these application vhosts (reverse proxies) or static file vhosts?
  • How many IPs are there?
  • Are they like dominos?
  • Is it okay if all vhosts are down while restarting?

Background

Webserver Configuration Documentation

Right now I have a root user and a normal user. The normal user owns /var/www.

For static files, cloud hosting platforms (e.g. AppScale, Docker, OpenStack) and configuration management may seem unnecessary today.

How can i make a script/service/application start-up on system boot on a debian 7 based server? (xpost /r/linuxquestions)

2013-08-19-03:41:17 * 2013-08-19-02:45:01 #linuxadmin ^
  1. Read: /etc/init.d/README
  2. Read: man update-rc.d
  3. Copy /etc/init.d/skeleton to /etc/init.d/appname
  4. Edit /etc/init.d/appname
  5. sudo /etc/init.d/appname <start>
  6. sudo service appname <restart>
  7. service --status-all

What are some cool things some of you have done with Arrays/Lists?

2013-08-18-15:46:41 * 2013-08-21-14:40:07 #Python ^

Lists are pretty basic data types, as these things go. It's like asking "what's a neat thing you've done with strings?"

Open sourcing a Python project the right way

2013-08-18-01:34:06 * 2013-08-18-01:11:21 #Python ^

Thanks for this!

So there are a number of project templating solutions (pypi search: "project template"):

  • PasteScript: paster (pypi: "paster template", "PasteScript")
  • Templer: templer (pypi: "templer template")
  • Mr.bob: mrbob (pypi: "mr bob template")
  • Pyramid: pcreate (pypi: "pcreate")

From http://www.reddit.com/r/Python/comments/1jqo4w/looking_for_a_text_template_solution/ :

Both SaltStack and Ansible support Jinja2 templates. There are also a number of recipes for zc.buildout that support Jinja2 templates.

Someday, I should prepare a template with the following:

  • setup.py
  • tox.ini
  • README.rst
  • CHANGELOG.rst
  • COPYING / LICENSE (lice from /u/jacobian's requirements.txt)

And:

I also find it helpful to link #[\d]+ in changelog messages to project issues / tickets / stories.

[EDIT] Links

https://en.wikipedia.org/wiki/Continuous_integration

https://en.wikipedia.org/wiki/Make_(software)#Makefiles

Best way to count number of subscriptions to a newsletter in SQLAlchemy?

2013-08-16-22:42:25 #flask ^

Is there a way to put this big query into some sort of function within the models themselves?

pdoc is a documentation generator to replace epydoc (it comes with an HTTP server that supports automatic cross linking between modules)

2013-08-15-16:14:03 #Python ^

To be clear, I don't typically have a problem reading documentation produced by others with Sphinx. I have a problem with using Sphinx myself.

Automatic documentation is not a primary goal of Sphinx, where prose separate from your source code is encouraged instead.

The rest of the Internet uses Markdown. I only have room in my brain for one plain text markup language.

From here (emphasis added):

If only just 1% of modern Python packages knew how to write good docstrings,

From here and here :

schema.org health/medicine docs: Linked Data types like MedicalScholarlyArticle, MedicalWebPage, MedicalGuideline, Dataset, and MedicalEntity

2013-08-14-03:18:05 * 2013-08-14-02:22:09 #medicine ^

What are some ways the typical provider or healthcare org can make use of this?

Pages, papers, and articles can reference common vocabularies for healthcare related terms for things like symptoms and treatments by including structured data within HTML markup (as Microdata and/or RDFa), making it very easy to search for relevant information.

From here:

.

Off the top of my head I imagine we should better annotate our public-facing webpages.

http://schema.rdfs.org/tools.html # Publishing / Form-based online tools

  1. Map local data fields/columns to schema.org terms
  2. Update HTML templates with extra schema.org markup; validate

Are the major search engines already making use of these schemas?

Reddit's code is open source, so why has it never been forked?

2013-08-14-01:33:58 #opensource ^

So why is it you can't set up a reddit clone with the code as easily as setting up a wiki using wikipedia's code?

https://github.com/reddit/reddit/blob/master/install-reddit.sh

... I'm seeing 933 'forks' of https://github.com/reddit/reddit from here.

askbot is an Open Source Q&A web application built with Django.

Google open-sources Gumbo: A C library for parsing HTML5

2013-08-14-01:13:12 #programming ^

It appears that there is an html5lib adapter for gumbo.

RDFlib, pyRDFa, and pyMicrodata also parse HTML5 with html5lib.

I tried multithreading but I don't seem to see the problem with GIL.

2013-08-14-01:04:05 #Python ^

You can get close to 100% usage on all cores with something like celery configured to spawn as many worker processes as cores (maybe n_cores - 1 for stability), though the celery task/message queue model does not solve for inter-process communication/synchronization and avoids locking.

understanding queues

2013-08-14-00:52:41 #Python ^

How does a queue work?

Is there a long polling worker, which will act? How does this work? I am confused. Or do I need to have a cron job, running, which will keep firing a script to check if there is anything in the queue, for the given time(with the precision of minutes) if yes, then fire a worker.

https://en.wikipedia.org/wiki/Event_loop (*)

Celery can function like cron, but there is no need for celeryd to be called periodically by cron: depending on which message broker is configured, tasks are pushed/routed to Celery workers OR Celery workers pull/poll tasks from named queues.

http://docs.celeryproject.org/en/latest/tutorials/daemonizing.html

Looking for a visual, natural language input based, RDF modeling tool.

2013-08-13-18:02:57 #semanticweb ^

The goal is to let anyone describe something (with text, which is what they're used to think with), and then shape it into an actual RDF object (or into a partial-object that let you find a more complete RDF object, and maybe improve on it).

Looking for a visual, natural language input based, RDF modeling tool.

2013-08-13-17:51:43 * 2013-08-13-17:05:57 #semanticweb ^

Why are there so few tools for RDF, Ontologies and SPARQL? Is it because they're so complex to build or simply because the semantic web is not mainstream enough? I can't see how they're so much complex than what exist in other fields.

There's no reason for a good SPARQL client not to exist. The best one I found had broken autocompletion...

Has anyone tried using linked-data to query linked-data instead of using specialized query languages such as SPARQL?

2013-08-13-17:36:20 #semanticweb ^

A linked-data graph is a graph with nodes and edges.

A linked-data basic graph pattern looks something like the following, where s1 and o1 are the URIs (or literals) sought after:

<s1> schema:name <o1>;
<o1> a schema:WebPage;

"Programming the Semantic Web" p.24 demonstrates basic graph pattern matching in Python. SPARQL is described later in the book.

Here's the latest rdflib.plugins.sparql.evaluate.evalBGP

RDF(S) and OWL add logic and semantics to graphs. Triplestores have varying levels of support for evaluating inference rulesets for read/write SPARQL/SPARUL queries like INSERT, DELETE, SELECT, CONSTRUCT.

'Regular' graph datastores are not RDF(S)/OWL/inference aware, which is great for many use cases.

Still having trouble understanding how the heck Python handles imports when it comes to tests (nose) and packages.

2013-08-11-15:03:28 * 2013-08-16-16:42:22 #Python ^
python -c "import sys; print('\n'.join(sys.path))"
pydoc site
strace -e trace=file -- python -c "import difflib" 2>&1 | grep 'difflib'

[EDIT]

python -m site

PEP 450: Adding A Statistics Module To The Standard Library

2013-08-11-14:59:14 #Python ^

"So you're telling me there's a chance?"

Installing iPython 1.0 in Windows

2013-08-10-21:40:13 #IPython ^

After that I think you should be able to follow these instructions for installing IPython.

pip install -U ipython

http://ipython.org/install.html

PEP 450: Adding A Statistics Module To The Standard Library

2013-08-10-19:51:09 #Python ^

FTR, ln is not defined in math, where the function for natural log is math.log(n).

PEP 450: Adding A Statistics Module To The Standard Library

2013-08-10-19:38:18 * 2013-08-10-18:47:07 #Python ^

Thanks! So, for something like math homework, there is assertAlmostEqual. Also __future__.division (PEP 238: Changing the Division Operator [2001]):

from __future__ import division  # python 2
import unittest
class TestPracticalFloats(unittest.TestCase):
    def test_practical_float(self):
        self.assertAlmostEqual(1.000000000001, 1.0, places=7)
if __name__ == "__main__":
    unittest.main()

PEP 450: Adding A Statistics Module To The Standard Library

2013-08-10-19:29:17 #Python ^

Selecting arbitrary columns from a 2D array:

operator.itemgetter and operator.attrgetter for simple cases.

a = [[10,11,12],[20, 21,22]]
_itemgetter = operator.itemgetter(1,0)
assert list( itertools.imap(_itemgetter, a) ) == [(11,10), (21,20)]

_selector = lambda x: x[1][0]
assert _selector(a) == 20

PEP 450: Adding A Statistics Module To The Standard Library

2013-08-10-19:02:47 #Python ^

From here:

(TIL Python floats are like IEEE-754 binary64 doubles, which have 53 bits of precision and that BigFloat wraps GNU MPFR in order to utilize arbitrary-precision arithmetic, while gmpy2 implements "a new mpfr type based on the [MPFR] library".)

json-ld is unnecessary

2013-08-10-18:34:16 #semanticweb ^

Someone should write an RDF use cases document.

json-ld is unnecessary

2013-08-10-06:29:03 * 2013-08-10-06:10:08 #semanticweb ^

The author seems unaware of the complexities of developing interactive read/write linked data applications.

How do we link one field of a microformat to another field of another record? Do we need another language to express that part of the data model?

How do we build graphs of triples in browser-side javascript and send them back upstream? Should we be naively concatenating strings into HTML, SPARQL/SPARUL queries and RDF syntaxes that require escaping various control characters?

JSON-LD is very useful.

[EDIT] links

I am writing a Django project using API-based views. How do I implement authentication and Django sessions?

2013-08-06-02:17:20 #django ^

Here's a comparison grid of django packages for authentication: https://www.djangopackages.com/grids/g/authentication/

In terms of your specific use case, a search for "angularjs rest django" might be also be helpful. TastyPie and Django REST Framework are some of the simplest ways to get started. Let's read the source.

Computer Science Multi-Reddit

2013-08-05-12:26:29 #compsci ^

Cool. /r/csbooks is also great.

Looking for a text template solution

2013-08-05-12:22:12 #Python ^

Both SaltStack and Ansible support Jinja2 templates. There are also a number of recipes for zc.buildout that support Jinja2 templates.

Since Python is an interpreted and not compiled, how does one "hide" their code to prevent someone else from learning how something was made? Is there any way to make Python code without exposing the source?

2013-08-04-08:26:50 * 2013-08-04-07:29:54 #Python ^

https://en.wikipedia.org/wiki/Obfuscation_(software)

Proprietary does not imply secure. Secure does not imply proprietary. ( 1, 2, 3 )

https://en.wikipedia.org/wiki/Security_through_obscurity doesn't work. Expect that someone has the source. Who has the source code? Where are the backups?

...

Hopefully no-one will test or review this, evar.

With Python code, it is possible to:

  • python -m py_compile with optimizations (remove docstrings)
  • check for updated versions of a package (pip install -U from PyPi) *
  • make an executable
  • check for updated versions of an executable (bundle an interpreter that should also be updated)
  • verify package signatures and checksums *

Debugging: stepping through Python script using gdb?

Why are most examples in written in OO rather than a procedural approach?

2013-08-01-19:10:05 #Python ^

I don't know much about Tkinter.

Functional or object-oriented, standard software design patterns are easier to test.

I just feel like sometimes that writing an extremely simple program in OO is inefficient.

It can be easier to test specific parts of object oriented code by mocking objects than to [re-]compose functional chains.

Basically, my question is, why would you create a new class to inherit the features of frame if you're only going edit the parent and the background color? It would only take a line to do that if written in a procedural manner.

In the general case, an argument could be added to the constructor of Frame (with **kwargs) to support further configuration. (~factory method pattern)

... Configuration != instance state

Also relevant:

The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses

2013-08-01-14:43:47 #math ^

These subjects are the bridges to advanced math.

the question is about whether students should have an intermediate "bridge course" all about practicing proofs, or whether that should be integrated into other classes.

...

Your original response was simply simply a collection of links about why proofs and proof theory are important, and did nothing to address the pedagogical question being asked.

Do you debug python with breakpoints?

2013-08-01-03:58:48 #Python ^

nose_ipdb for reproducibility

The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses

2013-08-01-02:08:24 #math ^

I challenge you to formulate a more relevant answer, really. You reference "course" as though this study will be conducted in a vacuum. As though by taking the referenced course, a student is signing some sort of an exclusivity contract against understanding how they relate to the rest of the world.

Why would someone study proof theory? In order to reason about the world.

Now, what artificial limits to learning would you like to grant me the bounds for?

The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses

2013-08-01-01:54:22 #math ^

Could you do me a favor and share some resources regarding the value of studying proof theory? Maybe how it's used, how it's applicable to other mathematical studies.

The value of "Introduction to Proofs" and "Introduction to Abstract Math" courses

2013-07-31-14:50:05 #math ^

I am not sure why this is being downvoted.

Taking my python to the next level

2013-07-30-18:30:47 #Python ^

I am a physical scientist who uses python as my primary programming language. I have never taken computer science courses, but taught myself by reading things like 'Learning Python' and 'Programming Python' a couple years ago. While I can do everything I want to do in Python with my existing knowledge, I'd like to really elevate my coding skill to more of a CS-quality level. I imagine there are many commands in Python that I don't know, or necessarily need to know, but which might help my coding. Furthermore, I'd like to improve the professionalism of my code as I might like to contribute to some open source projects in the future and don't want my contributions to look n00bish.

Any suggestions for how I might go about this? Are there any good websites perhaps that teach a little bit of obscure python every day that I could subscribe via RSS feed or something? Or is it just something I need "to do"?

http://planet.python.org rss

Would it not be better if indent was managed by your IDE instead of hard coded into the source file (Virtual Indentation)?

2013-07-29-15:50:36 #java ^

Since you mentioned PEP8, have you looked at the Linux Kernel Coding Style document? It's a bit arcane in it's rules, but when you look at why the rules are the way they are, it makes sense. Not saying it's the right way, but it's another point of view with a good description for each decision.

+1 https://www.kernel.org/doc/Documentation/CodingStyle

To reply to your advantages:

Reduction in whitespace noise from version control changesets Not really sure what you mean by this. 3 tabs is 3 tabs regardless of whether they're 4 or 8 spaces in your editor.

True. Merging code between indent styles can create noisy patches and changesets.

https://en.wikipedia.org/wiki/Tab_key#Tabs_in_HTML

Consistency of display between cat, less, IDE, and web-based source browsers. Agreed. Not sure how important it is, but yes, consistency outside of your favorite, customized editor is good.

79 characters display in 79 characters Even then, I break this regularly depending on the line of code I'm working on. I try to adhere to an 80 character limit, but sometimes the code just looks much worse when you try to wrap. I blame Java :P

I blame URIs.

css word-wrap: and overflow-wrap:

Would it not be better if indent was managed by your IDE instead of hard coded into the source file (Virtual Indentation)?

2013-07-28-15:06:32 #java ^

Thanks! TIL about https://en.wikipedia.org/wiki/Indent_style . In Python, where indentation denotes code structure, this debate is very old and usually settled by a reference to PEP8 and style checking tools like flake8, pep8ify, and condent:

Use 4 spaces per indentation level.

There are many reasons for soft tabs (tabs as [4] spaces) as opposed to hard tabs (tabs as \t).

Primary advantages:

  • Reduction in whitespace noise from version control changesets
  • Consistency of display between cat, less, IDE, and web-based source browsers.
  • 79 characters display in 79 characters

Approaches:

  • pre-commit hook (validate && vcs commit)
  • build step (as part of general static analysis and code checking)
  • :set nomodeline

Don't Make Me Think (About Linked Data)

2013-07-27-16:05:17 * 2013-07-27-15:09:33 #semanticweb ^

For referencing creative works like books, the (existing) schema.org ontology has properties like isbn, sku and serialNumber. I'm not sure where to reference the DOI identifiers, though. There is ongoing work within the http://www.w3.org/community/schemabibex/ group to extend schema.org with more comprehensive modeling for bibliographic resources. There is some thinking involved, but it's thinking in groups, so

Don't Make Me Think (About Linked Data)

2013-07-27-16:01:50 #semanticweb ^

I feel that it requires less thinking to start with RDF (as Turtle/N3).

http://rdf-translator.appspot.com can convert between most combinations of RDFa, Microdata, RDF/XML, N3, NTriples, RDF/JSON, and JSON-LD.

It would be great to add support for this to (something like) sphinxcontrib-bibref, where there is a .. bibliography:: directive and a :cite:'1987:nelson' role.

Self learning sites

2013-07-26-00:53:28 #Python ^

A friend recently pointed me towards codeacadmey.com and it's great so far!

http://www.codecademy.com/en/tracks/python

From here :

Also, these may be helpful for web development.

Using dill to pickle anything

2013-07-25-23:16:29 #IPython ^

From https://github.com/zopefoundation/zodbpickle/issues/2 :

From http://docs.python.org/2/library/pickle.html#pickle-python-object-serialization :

Warning The pickle module is not intended to be secure against erroneous or maliciously constructed data. Never unpickle data received from an untrusted or unauthenticated source.

Upon unserialization (.loads, .load), Python Pickles may execute arbitrary code.

Most flexible and full-featured document creation module?

2013-07-25-21:56:28 #Python ^

One option is to author documents in a lightweight markup language like Markdown (e.g. Reddit, GitHub) or reStructuredText (e.g. docstrings, Sphinx, Read the Docs) that works well with version control and then generate the formats that you feel most appropriately share the information.

Sphinx extension with support for Google style docstrings

2013-07-25-16:10:30 #Python ^

http://cartouche.readthedocs.org/en/latest/usage.html#overview

pip:cartouche reads help() readable docstrings in Google-style and generates Sphinx-style function markup (:param:, :returns, etc) for HTML/man/ePub; making it much easier to read __doc__ strings with plaintext help(<obj>) and print(obj.__doc__).

Supported

Not Supported

Sphinx extension with support for Google style docstrings

2013-07-25-16:01:06 #Python ^

pip:sphinxcontrib-napoleon supports Google and NumPy style docstrings:

Supported

Not Supported

How to fake database design (x-post from /r/perl).

2013-07-25-15:43:40 #Python ^

While denormalization can help to work around consistency lag, a denormalized database may or may not be stored upon a consistent DBMS. Eventual consistency is more a property of distributed data stores (the CAP theorem) which do not block until all nodes are synchronized (until all data is replicated).

Will pandas DataFrame, Series, and Panel types ever end up as built-in with a core python build?

2013-07-25-00:46:42 #Python ^

Are these data structures the kind of thing that would ever be included in a base python build?

How to fake database design (x-post from /r/perl).

2013-07-25-00:23:40 * 2013-07-24-23:35:34 #Python ^

While, anecedotally, I agree with the author that the author knows more about database normalization than their long-haired opponent; I disagree with what seems to be a fundamental premise of the argument: that a normalized database "in fifth normal form" is superior to a (naievely) denormalized database.

I disagree that a model is better "because it needs more JOINs" or "because there is less duplication of data." Fifth normal form may be "technically correct", but woefully inadequate for most real-world applications that need to scale.

Dear DBAs: please store your schema and test data in version control.

[EDIT]

From here:

Does [...] maintain referential integrity and/or propagation constraints so as not to leave dangling pointers?

[] is not [] equals True

2013-07-24-13:57:13 * 2013-07-24-13:07:24 #Python ^

Here's this (visualized with pythontutor):

    >>> [] is not []
    True
    >>> id([]), id([])
    (161131916, 161131916)
    >>> id([]) is not id([])
    True
    >>> id([]) is id([])
    False
    >>> id([]) == id([])
    True
    >>> a = []
    >>> id(a) == id(a)
    True
    >>> id(a) is id(a)
    False
    >>> a,b = [], []
    >>> a is not b
    True
    >>> id(a), id(b)
    (161170668, 161169996)
    >>> id(a) == id(b)
    False
    >>> list() is not list()
    True

[EDIT]

http://pythonconquerstheuniverse.wordpress.com/2012/02/15/mutable-default-arguments/

And that is why you should never, never, NEVER use a list or a dictionary as a default value for an argument to a class method. Unless, of course, you really, really, REALLY know what you’re doing.

Newbie coder, first-ever program: download time calculator

2013-07-23-21:30:11 #Python ^

ymmv:

def streamavg_running_segment(itr, avg=None, seqpos=0):
    """
    calculate momentary mean (cumsum/n)
    optionally from {avg,seqpos}

    :param itr: iterable of {int, long, float}
    :type itr: iterable
    :returns: cummean float generator
    :rtype: generator(float)
    """
    if not hasattr(itr, 'next'):
        itr = iter(itr)
    avg = avg or itr.next()
    yield seqpos, avg, avg
    for i,val in izip(count(seqpos+1), itr):
        weight = (1.0 / (i+1) )
        newavg = avg - (avg*weight) + (weight*val)
        yield i, val, newavg
        avg=newavg

Researchers identify 146 contemporary medical practices offering no net benefits

2013-07-23-20:10:09 * 2013-07-23-19:46:42 #science ^

why are so many studies being reversed? Is this just "part of the scientific process" in this area? Is this a territorial thing (researchers from one organization disagreeing with a competing organization that previously argued that their way should be a best practice)? Are these types of studies performed only on "suspicious" new best practices, and how much of a selection effect might be going on here?

[EDIT]

On python template libraries

2013-07-23-19:06:52 #Python ^

we push data structures for processing TO the templates only)

So, only JSON in the template context data?

https://en.wikipedia.org/wiki/Template_engine_(web)#Comparison

sandman: A Boilerplate-free Python REST API Generator for Existing Databases

2013-07-23-16:45:12 #Python ^

Really cool use of Flask and SQLAlchemy to build a RESTful HTTP HATEOAS facade for a defined set of SQL tables. Thanks! Legacy databases are always fun.

I assume you are using reflection to infer attributes and relations from the database with the extra cost of queries to introspect database schema?

FWIW, many migrations libraries can also generate a set of model mappings as python code from an existing database schema (e.g. as migration script #0)

One best practice from both of these libraries is an access-limited version table containing the current version of the database schema. There are arguments for and against including API version numbers with what are then not RESTful permalink URLs.

With URIs, RDF, and Linked Data:

Newbie coder, first-ever program: download time calculator

2013-07-23-01:44:46 #Python ^

Some bandwidth providers do strange throttling to make HTTP downloads look faster; making a rolling mean (or a moving average) a bit of a closer fit, in some cases.

A few testing questions...

2013-07-23-01:38:04 #Python ^

where do those tests go?

https://code.google.com/p/soc/wiki/GettingStartedOnTesting#Organization_of_tests has some good guidelines.

[mocking resources] , unit / functional / integration testing

Testing techniques: Mocks : http://www.reddit.com/r/Python/comments/1drv59/getting_started_with_automated_testing/c9tfxgd

do you ever test 3rd party libraries?

To a point:

  • if the test coverage for [the library] is low, it makes sense to contribute more and better tests back upstream
  • if it is essential functionality, it should be tested
  • where is the balance between test performance and comprehensivity?

Newbie; my first(small) attempt at coding in python. Looking for feedback. It is a module which has some basic stock stats

2013-07-22-14:00:37 * 2013-07-22-14:33:52 #Python ^

You could add a setup.py file and a tox.ini with some tests.

The Hitchhiker's Guide to Python: Structuring Your Project explains conventional approaches to namespacing code in Python.

To this directory structure template I would also add:

  • README.rst (or README.md, instead of just README)
  • requirements.txt listing package dependencies for pip install -r
  • a docs/ directory with a conf.py and an index.rst (for sphinx)

[EDIT]

Building and Distributing Packages with Setuptools

Semantic Versioning 2.0.0

2013-07-21-21:23:03 #programming ^

Python PEP 440: Version Identification and Dependency Specification describes compatibility with Semantic Versioning: http://www.python.org/dev/peps/pep-0440/#semantic-versioning :

The "Major.Minor.Patch" (described in this PEP as "major.minor.micro") aspects of semantic versioning (clauses 1-9 in the 2.0.0-rc-1 specification) are fully compatible with the version scheme defined in this PEP, and abiding by these aspects is encouraged.

TIL: $ pydoc -p 6060 => instant Python docs at localhost:6060

2013-07-21-17:20:39 * 2013-07-21-18:17:07 #Python ^

If only just 1% of modern Python packages knew how to write good docstrings,

From here and here :

Most efficient algorithm to get all the numbers from 1 to 1,000,000 randomly

2013-07-19-19:44:17 #algorithms ^

+1. http://hg.python.org/cpython/file/v3.3.2/Lib/random.py#l254

import random
random.shuffle(range(1, int(1e6)+1), random=random.random)

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-19-19:37:20 #Python ^

Re: space efficiency

Python eggs are compressed archives.

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-19-19:35:32 #Python ^

Soft tabs ensure code always displays exactly the same which is required for the line length requirement. (which is important for working with code over ssh, or lots of code simultaneously locally)

Many Web browsers also have a default tab width of 8 characters; making web-formatted sources containing tabs tiringly deep to read.

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-19-19:34:21 #Python ^

From http://www.reddit.com/r/Python/comments/11bkdp/condent_i_got_tired_enough_of_manually_indenting/#c6ny07r :

It is wholly up to you, but http://stackoverflow.com/questions/120926/why-does-python-pep-8-strongly-recommend-spaces-over-tabs-for-indentation .

From http://www.python.org/dev/peps/pep-0008/#tabs-or-spaces :

Never mix tabs and spaces.

The most popular way of indenting Python is with spaces only. The second-most popular way is with tabs only. Code indented with a mixture of tabs and spaces should be converted to using spaces exclusively. When invoking the Python command line interpreter with the -t option, it issues warnings about code that illegally mixes tabs and spaces. When using -tt these warnings become errors. These options are highly recommended!

For new projects, spaces-only are strongly recommended over tabs. Most editors have features that make this easy to do.

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-19-14:04:25 #Python ^

Only import entire modules, never individual symbols from a module. For top-level modules, that means import foo. For sub-modules, you can do either import foo.bar or from foo import bar.

How can I open programs on my desktop (say, photoshop or firefox) using python?

2013-07-19-03:11:12 * 2013-07-19-16:10:12 #Python ^

With /r/IPython , http://ipython.org/ipython-doc/stable/interactive/tutorial.html#system-shell-commands :

!<cmd>

EDIT:

ipy = get_ipython()
ipy.system?
ipy.system??
ipy.system(u'<cmd>')

How many instructions in a print statement?

2013-07-18-16:43:52 #Python ^

Regarding the switch statement

http://stackoverflow.com/questions/374239/why-doesnt-python-have-a-switch-statement

  • Do a dict lookup (adapter pattern?)
  • write it in C
  • write documentation on properly nesting conditionals

IRC is hard: do I owe you support? I want to help people, but frankly, if the discussion is unpleasant for some reason, I'm unlikely to continue. Talking about a construct that I find silly or counterproductive might be something I don't want to do, even if you find it fun.

...

However, I'm merely pointing out that the vast majority of highly knowledgeable people are very dismissive

http://www.reddit.com/r/Python/comments/18ssb6/the_python_documentation_is_bad_and_you_should/c8ie97r

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-18-10:42:15 #Python ^

good point, but only if you misuse decorators.

Import time side effects are an issue with module globals. The problem is specifically demonstrable with decorators that attempt to use globals.

How many instructions in a print statement?

2013-07-17-22:19:41 #Python ^

Basically, it's fairly rare that you need to legitimately consult the IRC channel just to ask "which of these faster?"

http://scipy-lectures.github.io/advanced/optimizing/

How many instructions in a print statement?

2013-07-17-22:17:24 #Python ^

It's a common beginner mistake to micro-optimize like that. The important thing is to know whether your filter() or listcomp will be linear or quadratic, for example.

http://wiki.python.org/moin/TimeComplexity and http://bigocheatsheet.com/ are great references for complexity analysis.

I think there is an optimum balance between maintainable patterns and mature optimization; and -- for the sake of parallelization -- it is good to get in the pattern of factoring things out into closures/kernel methods (without side effects) that can be applied to iterables.

The difference between filter() and a listcomp is incredibly unlikely to make a difference in the running time of your program.

In Python 2, filter consumes the entire iterable and returns a list, which may affect running time and memory usage. filter in Python 3 is itertools.ifilter in Python 2.

Khan Academy's Python Style Guide - PEP8 and then some

2013-07-17-21:42:17 #Python ^

Exception: for third-party code, where the module documentation explicitly says to import individual symbols.

From http://pyramid.readthedocs.org/en/latest/designdefense.html#application-programmers-don-t-control-the-module-scope-codepath-import-time-side-effects-are-evil :

Global-registry-mutating microframework programmers therefore will at some point need to start reading the tea leaves about what might happen if module scope code gets executed more than once like we do in the previous paragraph. When Python programmers assume they can use the module-scope codepath to run arbitrary code (especially code which populates an external registry), and this assumption is challenged by reality, the application developer is often required to undergo a painful, meticulous debugging process to find the root cause of an inevitably obscure symptom. The solution is often to rearrange application import ordering or move an import statement from module-scope into a function body. The rationale for doing so can never be expressed adequately in the checkin message which accompanies the fix and can’t be documented succinctly enough for the benefit of the rest of the development team so that the problem never happens again. It will happen again, especially if you are working on a project with other people who haven’t yet internalized the lessons you learned while you stepped through module-scope code using pdb. This is a really pretty poor situation to find yourself in as an application developer: you probably didn’t even know your or your team signed up for the job, because the documentation offered by decorator-based microframeworks don’t warn you about it.

How many instructions in a print statement?

2013-07-17-20:18:32 #Python ^

you might:

Good places to learn Software Architecture (Patterns, techniques, etc.)

2013-07-17-17:33:40 * 2013-07-17-16:37:26 #compsci ^

There are patterns for Software Development and for Distributed_Architecture/Enterprise_Architecture/Information_Systems. Different places draw different boundaries between the fields. Here's an outline of science # CS and a more comprehensive outline of computer science. I'm not aware of an outline of information systems.

"Software Pattern" owl:differentFrom "Information System Enterprise Infrastructure Architectural Pattern" .
"Systems Infrastructure" owl:differentFrom "Software Design" .

The overlap/intersection is considerable, though, so owl:disjointWith is probably not appropriate.

I think these are closer to what you are referring to:

[EDIT]

Where do you keep your personal datasets?

2013-07-17-13:25:44 #datasets ^

Http://Schema.org/Dataset may also be helpful for sharing datasets *

Where do you keep your personal datasets?

2013-07-17-13:12:01 #datasets ^

+1 for DVCS. For example, NLTK stores their datasets in the gh-pages branch of a GitHub repository: https://github.com/nltk/nltk_data/tree/gh-pages

Where do you keep your personal datasets?

2013-07-17-13:09:21 #datasets ^

CKAN is awesome: http://docs.ckan.org/en/latest/linked-data-and-rdf.html

It would be great if it had SPARQL support.

Pandas -> PyTables -> HDF5

PySCP - A small Python wrapper around SCP that supports mapping local directories to remote locations

2013-07-17-04:00:08 #Python ^

Thanks!

${HOME}/.config/pyscp/config.json may be a more standard place to store the JSON configuration file.

Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even?

2013-07-16-17:33:57 #math ^

there may be a tendency to read too deep into this. never mentioned X or Y, the unit circle, peaks...the light analog was an attempt to show the simplicity of the question.

My mistake. I found a model for binary oscillation to be relevant to the features of whole numbers which you seem to be describing. (e.g. like a wheel with two poles)

Again, the question was, has anyone considered the idea that numbers pulsate between even and odd?

I believe they call it even/odd parity; which disambiguates to the wikipedia article regarding Parity in a mathematical context.

Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even?

2013-07-16-17:23:53 #math ^

I was more curious as to why this led to the posting of seemingly random Wiki articles regarding string theory

Quantization + supersymmetry + light... A connection to supersymmetry was referenced in another thread.

optical vortices, round-off error, and wave-particle duality.

IMHO, a light metaphor is not relevant to integer parity. I was confused. Can you accurately model an optical vortex (with fractional angular momentum) with integers? What is float rounding error?

IMHO, on/off and odd/even is also a false duality.

Cool insight.

Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even?

2013-07-16-17:01:26 #math ^

I just have no idea where you're getting the duality from in this context. The concept has literally nothing to do with viewing integers as peaks and troughs...

Trace your finger around the unit circle. The X and Y coordinates oscillate. The Y-maxima is at the peak, and the Y-minima is at the trough. What concept?

And taking about modeling light as an integer seems particularly meaningless, so I don't understand your question.

like repeating light on light off is a pulsation. a consistent "every other."

Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even?

2013-07-16-16:33:02 #math ^

How would you model light? (According to quantum mechanics, light is both a wave and a particle). As an integer?

Computer scientist and biologist team up to create "social network" for linking genes and diseases

2013-07-16-15:33:55 #compsci ^

FTFY: Computer scientist and biologist team up to apply social networking analysis techniques to interpreting Gene-Disease graphs

Schema.org links in with existing networks of linked medical data like BioPortal and http://lov.okfn.org .

Two dimensional number mapping

2013-07-16-15:09:41 #math ^

Are you scaling a 2D figure or a 3D figure?

From http://en.wikipedia.org/wiki/Holographic_principle :

In a larger and more speculative sense, the theory suggests that the entire universe can be seen as a two-dimensional information structure "painted" on the cosmological horizon, such that the three dimensions we observe are only an effective description at macroscopic scales and at low energies. Cosmological holography has not been made mathematically precise, partly

Does any theorist speak of numbers as frequency or vibration, pulsating between odd and even?

2013-07-16-14:33:17 #math ^

Like a sine wave with -1 in the trough and +1 at the peak? Like a unit circle with radius 2?

General approach for running a python web server off my own computer.

2013-07-16-09:30:53 #Python ^
  • Run the application under a separate user account.
  • Run the application in a virtual container (docker and vagrant are easy to get started with)
  • Make sure the app does not have filesystem permissions to e.g. write over itself

  • If you point DNS at your home IP: configure your firewall correctly and make sure your ISP supports personal web servers. Some residential ISPs do not allow inbound port 80.

  • Compare your SLA and security controls with a (cloud-) hosted service and/or a (cloud) hosting service with multiple backbone connections. Chances are that there is a business that can do it for less (or free), if you want to share the server.

  • http://www.reddit.com/r/Python/comments/1eboql/python_website_tuts_that_dont_use_django/

  • I have heard that AppScale abstracts out much of the system configuration work by standardizing on a common set of architectural components and a standard application container (app.yaml)

My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him?

2013-07-13-08:35:52 * 2013-07-13-07:44:56 #Python ^

This answer describes loading netCDF with netCDF4-python into pandas Series and DataFrames; and drawing charts with matplotlib. Scikit-learn and statsmodels may also be useful.

Math, Science Popular Until Students Realize They're Hard

2013-07-12-13:43:34 #science ^

PCAST: Engage to Excel: Producing One Million Additional College Graduates With Degrees in Science, Technology, Engineering, And Mathematics [PDF], February 2012, p. 5:

II. Strategies: The First Two Years

How to fill the need?

In the United States, fewer than 40% of the students who enter college with the intention of majoring in a STEM field complete a STEM degree. Most of the students who leave STEM fields switch to non-STEM majors after taking introductory science, math, and engineering courses.14

Many of the students who leave STEM majors are capable of the work, making the retention of students who express initial interest in STEM subjects an excellent group from which to draw some of the additional one million STEM graduates. Research on the exodus from STEM disciplines shows that many students who transfer out of STEM majors perform well, but they describe the teaching methods and atmosphere in introductory STEM classes as ineffective and uninspiring.15,16

My 76 year old meteorology professor wants to try out python. Any advice on what libraries I should get for him?

2013-07-12-11:30:39 * 2013-07-12-10:37:10 #Python ^

Meteorology*# and Python

From https://pypi.python.org/pypi?%3Aaction=list_classifiers :

Topic :: Scientific/Engineering :: Atmospheric Science

From http://pypi.python.org/ :

You can also search PyPi with e.g. google.com/#q=site:pypi.python.org+meteorology

Could Self Improving A.I. be created in a garage by a few individuals?

2013-07-10-13:19:57 #singularity ^

In regards to this list of Competencies and Tasks on the Path to Human-Level AI, what are you suggesting as criteria for sentience and sapience?

Old Norse influence on peripheral Swedish dialects?

2013-07-10-12:48:09 #linguistics ^

From here :

From http://dbpedia.org/page/Word-sense_disambiguation :

is foaf:primaryTopic of
is dbpedia-owl:wikiPageDisambiguates of
is dbpedia-owl:wikiPageRedirects of
owl:sameAs
dcterms:subject

http://dbpedia.org/Wiktionary#h183-3

Maintaining PreOwned Linux VMs

2013-07-10-09:08:52 * 2013-07-10-09:10:29 #linuxadmin ^

You could diff the set (graph) of installed packages with the standard set installed by default?

http://docs.python.org/2/library/difflib.html

https://github.com/devstructure/blueprint

"Medical research shows a clear link between marijuana and mental illness, especially schizophrenia"

2013-07-10-00:07:03 #science ^

Is this about correlation or causation?

In regards to efficacious treatment of schizophrenia, what is the relation between the endocannabinoid system and Neuregulin 1 ?

Don't Treat Paths Like Strings

2013-07-09-16:38:12 #programming ^

Good call. There's also lxc-unshare, though I'm not sure how much if any difference there is from unshare.

Don't Treat Paths Like Strings

2013-07-09-16:08:58 #programming ^

That's why I said "choose which mountpoints you can see in the server process" (see also man unshare)

I feel like I'm more likely to implement https://en.wikipedia.org/wiki/Cgroups#Namespace_isolation correctly with standard containers like OpenVZ and LXC.

Don't Treat Paths Like Strings

2013-07-09-12:48:59 #programming ^

Thank you.

Don't Treat Paths Like Strings

2013-07-09-12:44:04 #programming ^

I agree. Nothing personal. I took the time to pick these out for everyonees. This was the latest post of the first thread containing "python".

Don't Treat Paths Like Strings

2013-07-09-12:36:29 #programming ^

When a reader greps for URIs in this thread, what do they find?

Don't Treat Paths Like Strings

2013-07-09-12:29:43 #programming ^

Can you think of a more brief way to share the relevant resources in order to impart requisite sources for background knowledge, security information, and language-specific implementations regarding the handling of file paths, which are file:/// URIs, which are not URLs; and may contain JS and/or HTML escape characters and/or filesystem traversals?

Don't Treat Paths Like Strings

2013-07-09-12:21:47 #programming ^

Are you sure? Which of these did you find irrelevant to this discussion?

Don't Treat Paths Like Strings

2013-07-09-12:13:10 #programming ^

Pattern matching doesn't exist in the UNIX kernel

Yeah, that falls in line with the "kitchen sink" objection against the PEP. Though bringing up the "unix kernel" seems a bit irrelevant: a path is not a purely kernel-level only abstraction, and the point of a cross-platform library is to handle more than just unix.

http://rdflib.readthedocs.org/en/latest/utilities.html#sparql-paths

mypy - A New Python Variant with Dynamic and Static Typing (now with Python-compatible syntax, self-hosting)

2013-07-09-04:08:18 #Python ^

Awesome! How does mypy compare to / work with PyContracts (typechecking constraints as PEP 3107: Function Annotations, docstrings, decorators) ?

undead - The quickest way to daemonize your code!

2013-07-08-23:00:31 #Python ^

From PEP 3143: Standard daemon process library:

Writing a program to become a well-behaved Unix daemon is somewhat complex and tricky to get right, yet the steps are largely similar for any daemon regardless of what else the program may need to do.

This PEP introduces a package to the Python standard library that provides a simple interface to the task of becoming a daemon process.

The PEP 3143 reference implementation is python-daemon.

PEP 3143 is currently deferred but includes a list of other daemon implementations.

Question about the 'speed' of the singularity

2013-07-07-22:17:37 #singularity ^

What are the The Limits to Growth? What is needed?

How are current growth rates quantified? What is the most fitting model derived from extrapolation?

Maybe like carrying water on a bicycle driving up the side of a limit?

MetaModel – Providing Uniform Data Access Across Various Data Stores

2013-07-07-12:33:06 #java ^

How does this compare to / work with Linked Data approaches like D2RQ and Linked Media Framework (http://marmotta.incubator.apache.org/)?

When merging three datasets with three different columns named 'price', 'Price', and http://schema.org/PriceSpecification, how should such a determination be repeatably documented?

Video Lectures to go with Calculus-1 by Tom.M.Apostol ?

2013-07-06-23:44:15 * 2013-07-06-22:59:12 #mathbooks ^

These MOOC playlists have video lectures :

Curriculum Search: Lectures, Assignments, Papers, Videos

Zen, a faster alternative to NetworkX

2013-07-06-10:43:51 * 2013-07-06-09:51:44 #Python ^

http://docs.cython.org/src/userguide/pypy.html

[EDIT]

This page lists major differences and ways to deal with them in order to write Cython code that works in both CPython and PyPy.

Notebook converter tool

2013-07-05-18:05:20 * 2013-07-05-17:08:28 #IPython ^

In addition to ReStructuredText, Markdown, HTML, Python, LaTeX, and Sphinx (and thereby PDF, ePub, Man, etc), ipython/nbconvert can also convert IPython notebooks to reveal.js HTML slide presentations (docs).

Zen, a faster alternative to NetworkX

2013-07-05-17:10:57 * 2013-07-05-16:31:43 #Python ^

NetworkX

From http://www.networkdynamics.org/static/zen/html/api/thirdparty.html#module-zen.nx :

The edge weight will be lost, as there is no separate edge weight attribute in NetworkX graphs.

From http://networkx.github.io/documentation/latest/tutorial/tutorial.html#edge-attributes :

The special attribute ‘weight’ should be numeric and holds values used by algorithms requiring weighted edges.

CogPrime also has weighted edges.

Style Points

Graph data: Always via an intermediary

2013-07-05-16:29:00 #semanticweb ^

it's just like we don't show users tables and tables of normalized relational data when we use SQL

Spreadsheets.

Graph data: Always via an intermediary

2013-07-05-16:25:19 #semanticweb ^

With Create.JS, VIE.js and Stanbol look really cool.

Graph data: Always via an intermediary

2013-07-05-16:22:56 #semanticweb ^

People do not need to consume RDF graphs. People need nice web-sites.

I suppose there is an optimal point between content and presentation; or between science and art, which is necessarily biased. I don't know.

Are art and design founded on logic and reason?

Crash Course in Python for Scientists

2013-07-05-16:12:34 #IPython ^

Thank you! There are plenty of jQuery table of contents plugins that could be added to IPython notebook (viewer), but I don't know how stable the #fragment-identifier links would be. the most worthwhile approach would probablybbe auto-slugifying text content of the header tags as #url-fragment-identifiers... Just starting at #0 or #1 would hardly be permalinks if/when additional headers/sections are added.

Proper Way to Start Programming Python

2013-07-05-04:53:00 #Python ^

workon is defined by virtualenvwrapper.sh, which can be sourced in from .bashrc or .profile.

$ type workon

Here's a similar function called we.

Graph data: Always via an intermediary

2013-07-05-04:21:17 #semanticweb ^

A final point that might seem off at a tangent that I feel needs to be made is that none of the linked data we consume can ever really be said to be consumed directly anyway; we relate to HTTP via web caches, we search data in our triplestores using indexing technologies

We can consume RDF graphs over HTTP REST (LDP) and/or SPARQL, which can query multiple federated triple stores.

human-interfaces

... Do you think that localized natural language sentences are more approachable from a UXD perspective?

How to design functions in Python + doctest

2013-07-04-15:52:27 #Python ^

There are a few ways /r/IPython can support a doctesting workflow:

As a @test decorator in an IPython Notebook and/or %doctest_mode in an IPython REPL and/or as an inline Sphinx ReStructuredText Directive with syntax highlighting.

Setuptools-Distribute merge announcement

2013-07-04-15:35:58 #Python ^

Merge with Distribute -- Setuptools Documentation

http://pythonhosted.org/setuptools/merge.html

Online beginner course in Computer Architecture?

2013-07-04-13:31:56 #compsci ^

You can search previous, current, and future MOOC courses with Class Central: http://www.class-central.com/search?q=computer%20architecture

Is it possible to yield graphene from CO2?

2013-07-04-13:19:41 #graphene ^

How does CVD compare to https://en.wikipedia.org/wiki/Graphene#Redox ?

Graphene oxide can be reversibly reduced and oxidized using electrical stimulus. Controlled reduction and oxidation in two-terminal devices containing multilayer graphene oxide films are shown to result in switching between partially reduced graphene oxide and graphene, a process that modifies the electronic and optical properties. Oxidation and reduction are also shown to be related to resistive switching

Explain it like I'm five: Python and Unicode?

2013-07-04-12:10:30 * 2013-07-04-11:15:29 #Python ^

If you need to do this, put the UTF-8 declaration at the beginning so that python will read your file properly.

PEP 263: Defining Python Source Code Encodings

# -*- coding: utf-8 -*-

The encodings you need to know about:

When you properly internationalize your codebase, all your human-readable text should come from translation files. You may see code like 'tr("What is your name?")', which will look up the appropriate translation of "What is your name?". Note: It's not unicode you pass to tr() because the user won't see it -- they'll see the translation.

Crash Course in Python for Scientists

2013-07-04-10:27:32 * 2013-07-04-11:17:27 #IPython ^

Strings

Input: External modules tablib and/or pandas (pandas.read_table()) help to abstract and formalize string processing / data munging logic.

Output: str.format and/or string.Template (especially in re: CWE-77 (78,88,89,90))

Top 25

http://cwe.mitre.org/top25/

Add History and Tab Completion to the Default Python Shell

2013-07-04-08:02:16 #Python ^
from __future__ import division
try:
    import IPython
    # IPython()
except ImportError as exc:
    # rlwrap

Current Python package management / framework(s)

2013-07-03-19:53:01 #Python ^

Here's a list of Free and Commercial CDN Service Providers.

It is possible to sign changesets with both hg and git. Both rely on network transport security and a Web of Trust.

https://en.wikipedia.org/wiki/Category:HTTP

Sending html to the browser?

2013-07-03-18:08:14 * 2013-07-03-17:13:01 #Python ^

http://en.wikipedia.org/wiki/Test_automation

There is a W3C WebDriver API specification: http://www.w3.org/TR/webdriver/

http://livereload.readthedocs.org/en/latest/ integrates Python and LiveReload.com

Ghost.py, PhantomJS, and CasperJS all have different approaches.

Shakespeare's Plays: A Comparison of Speech and Word Counts [OC]

2013-07-03-17:50:24 #dataisbeautiful ^

Cool visualization! Is there any way to get year on a third axis? There are a lot of data visualization tools listed in Is Python a good tool for data visualization?.

Sending html to the browser?

2013-07-03-17:37:23 #Python ^

I refer to the OSI Model.

Sending html to the browser?

2013-07-03-17:23:17 * 2013-07-03-16:33:28 #Python ^

When you dereference a URL, an HTTP GET retrieves (pulls) an HTML (or JSON, or [...]) document that is then rendered in the browser. A copy of the HTML page is created and loaded into the browser, which renders the document. Which part of the network transport are you attempting to obviate here?

Pull is not Push.

Using Ghost.py and matplotlib to test JavaScript's Math.random function

2013-07-03-04:28:50 #Python ^

This does seem comprehensive. TIL about utilizing http://jeanphix.me/Ghost.py/#capture for generating HTML5 visualizations, for print.

Current Python package management / framework(s)

2013-07-03-04:11:50 * 2013-07-03-06:35:39 #Python ^

Is there a way to work with conda packages in configuration management tools like Puppet, Chef, Salt, and Ansible?

[EDIT] src links

Current Python package management / framework(s)

2013-07-03-04:08:49 * 2013-07-03-05:46:03 #Python ^

Buildout also installs from a local download-cache that can be worked into a package index with an index.html containing URLs with #checksums. I hadn't heard that wheel has this capability. bdist_wheel does look super easy.

Currently I'm generating a series of pretty documents by importing data from a spreadsheet into Word templates. It's a painful experience. Would it be possible for me to substitute Word for something more suitable, like Inkscape?

2013-07-02-22:12:48 #libredesign ^

PDF over SMTP. There may be a number of print-ready tools already packaged with media-production GNU/Linux distros like Ubuntu Studio , Dream Studio , and/or dyne:bolic, I'm not sure.

Scribus rocks.

Python e-Commerce system sugestions?

2013-07-02-21:15:07 #Python ^

schema.org HTML microdata support helps search engines index product metadata directly from the product listing HTML. It might be cool to add an attribute for http://schema.org support to this e-Commerce criteria/feature matrix from django grids..

There are varying levels of support for integration with ERP systems.

Python package index down for anyone else? Seems to 503 for me...

2013-07-02-19:26:16 #Python ^

It looks like mirrors b and d are offline and each mirror has a different update latency.

New DBpedia Overview Article

2013-07-02-19:09:10 #semanticweb ^

Is there an HTML version? It would be great to be able to link to specific sections of this article about Linked Data with a URL #fragment. (Great article!)

Current Python package management / framework(s)

2013-07-02-18:18:02 * 2013-07-03-05:49:14 #Python ^

Compoze is one way to maintain a local package index.

  • Local package index (folder w/ index.html)
  • Local PyPi clone (eggbasket, chishop, [...])
  • Partial PyPi mirror (caching proxy)
  • Full PyPi mirror

I am not sure whether these support wheel (PEP 427: The Wheel Binary Package Format 1.0).

[QUESTION] Occupation/What Company You Work For

2013-07-01-17:15:40 #Python ^

What about Anaconda Accelerate w/ NumbaPro for Python-to-GPU compiling?

[QUESTION] Occupation/What Company You Work For

2013-07-01-09:07:44 #Python ^

I am a web developer who works with information systems.

"Here are alot of Python jobs"

There are alot of Java jobs too.

Google API client for Python

2013-06-30-16:50:19 * 2013-06-30-15:57:31 #Python ^

It is much easier to help when someone has shared links to which resources they have not yet found their answer from.

https://developers.google.com/gdata/

https://code.google.com/p/gdata-python-client/

https://pypi.python.org/pypi/gdata/

https://code.google.com/p/googlecl/ *

https://developers.google.com/gdata/articles/python_client_lib

Did any of these help?

I'm writing a book to teach kids to code. It was inspired by an older book that used Sherlock Holmes to teach pascal. Looking for feedback and ideas.

2013-06-29-21:55:19 * 2013-06-29-20:59:29 #Python ^

The sympy docs (e.g. http://docs.sympy.org/0.7.2/modules/core.html ) are written in Sphinx with some sort of a "Run code block in SymPy Live" function that looks alot like /r/IPython notebook.

Here's a lecture / tutorial in IPython notebook viewer (nbviewer.ipython.org).

From http://redd.it/1dl8wc * , you might check out:

  • ipydra
  • wakari
  • galah

gspread: a (standalone) Google Spreadsheets Python API

2013-06-29-21:44:56 #Python ^

It would be neat to be able to extract a dependency graph from the (unnamed-) variables in a spreadsheet.

gspread: a (standalone) Google Spreadsheets Python API

2013-06-29-21:41:48 #Python ^

That, I will remember.

gspread: a (standalone) Google Spreadsheets Python API

2013-06-29-21:36:50 #Python ^

Which github page?

Can data analysis be automated?

2013-06-29-21:33:38 #statistics ^

re: downvoter: Do you not understand how supercomputing resource extrapolations conducted with ensemble learning are relevant to automating data analysis and avoiding bias?

Python version question

2013-06-29-03:02:47 #Python ^

The Python installation tool utilized to install different versions of Anaconda and component packages is called conda. pythonbrew in combination with virtualenvwrapper is also great.

Why is defaultdict all lowercase, but OrderDict in camel case?

2013-06-28-18:27:29 #Python ^

When iterating through a dict or a defaultdict, the key order is determined by https://en.wikipedia.org/wiki/Open_addressing and a hashing seed determined by PYTHONHASHSEED. python -R randomizes PYTHONHASHSEED at startup. There are cases when (especially for (doc-) testing and distributed programs) it makes sense to manually set the value of PYHTHONHASHSEED.

_dict = dict(one='one', two='two')
_dict = defaultdict(one='one', two='two')
[key for key in _dict]                    ## `__iter__`, `Mapping`, `MutableMapping`
[(k,v) for (k,v) in _dict.items()]       ## `ItemsView`
[(k,v) for (k,v) in _dict.iteritems()]  ## _dict.items() in Python 3
[(k,v) for (k,v) in _dict.keys()]       ## KeysView
[(k,v) for (k,v) in _dict.iterkeys()]  ## _dict.keys() in Python 3
[(k,v) for (k,v) in _dict.values()]       ## `ValuesView`
[(k,v) for (k,v) in _dict.itervalues()]  ## _dict.values() in Python 3

To implement a structure with a similar interface, there are:

From http://docs.python.org/dev/using/cmdline.html#cmdoption-R :

See http://www.ocert.org/advisories/ocert-2011-003.html for details.

Go deh!: Filtering an iterator into N parts lazily

2013-06-28-00:25:59 #Python ^

It would be great if this (and/or the OP) were listed in the Python standard library itertools recipes. These links are to the rendered and source versions of the docs for the itertools module in Python 2 and 3.

Stupid Python Ideas: MISRA-C and Python

2013-06-27-19:38:49 * 2013-06-27-18:44:41 #Python ^

Programmers, in languages like C, are prone to error regarding not cleaning up their resources. You might check out the Rust language.

http://static.rust-lang.org/doc/tutorial.html#destructors

http://static.rust-lang.org/doc/rust.html#unsafe-functions

TLDR fast paths are frequently sub-optimal from a security perspective.

Stupid Python Ideas: MISRA-C and Python

2013-06-27-19:21:44 * 2013-06-27-18:46:10 #Python ^

Are you familiar with the concept of code coverage?

Can we make a list of some easy to code programmers that beginners can try for practice?

2013-06-27-10:23:03 #Python ^

Which part of the sidebar do you feel is relevant to this question?

Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

2013-06-26-00:41:23 * 2013-06-25-23:53:42 #Python ^

From https://github.com/spotify/luigi/blob/master/README.md#target :

Broadly speaking, the Target class corresponds to a file on a disk. Or a file on HDFS. Or some kind of a checkpoint, like an entry in a database. Actually, the only method that Targets have to implement is the exists method which returns True if and only if the Target exists.

README.md mentions writing to Cassandra. It must be possible to write to a database or something like fs or filelike. It would be neat to integrate with spark (docs) and/or shark.

Adventures in Signal Processing with Python (MATLAB? We don’t need no stinkin' MATLAB!)

2013-06-24-13:33:30 #Python ^

No worries. You might search for github issues containing ARMA and/or ARIMA. If there's not one already and you can share a set a reference data, you could create a new issue for the statsmodels project team.

Python and Real-time Web

2013-06-24-13:20:13 #Python ^

Thanks!

A list of front end development resources

2013-06-22-15:20:32 #programming ^

So click Edit and send a pull request.

Currently learning Python from Codecademy, tried downloading an IDE (sublime text). Completely clueless.

2013-06-22-15:16:17 #learnprogramming ^

** Tip #1: most folks with windows opt for a virtual installation of linux because it's easier to work with python from the commandline.

http://www.reddit.com/r/Python/comments/1gv52q/putting_together_a_resource_to_help_folks_set_up/cao4xrb

Currently learning Python from Codecademy, tried downloading an IDE (sublime text). Completely clueless.

2013-06-22-15:01:03 * 2013-06-22-14:15:08 #learnprogramming ^

** Tip #2: you can forgo all the installation use a cloud hosted version of python instead

https://www.wakari.io is a hosted/cloud version of /r/IPython with the components from Anaconda already installed.

Here's a gallery of interesting IPython notebooks and also, this: https://github.com/jrjohansson/scientific-python-lectures#lectures-on-scientific-computing-with-python

Python Graphing/chart tools/libraries

2013-06-21-15:41:04 #Python ^

For the web, I find it easier to get the data into JSON and then apply whichever Javascript visualization libraries to the (escaped) JSON data.

Saving for print is just so easy with Matplotlib where figsize and dpi can be specified directly. Matplotlib also ties in with Sphinx for ReStructuredText documentation.

Python Graphing/chart tools/libraries

2013-06-21-15:25:23 * 2013-06-21-14:28:43 #Python ^

Pandas has native support for matplotlib (DataFrame.plot(), DataFrame.boxplot(), Series.plot(), pandas.tools.plotting)

Python Graphing/chart tools/libraries

2013-06-21-15:19:14 #Python ^

It would be great if there was an IPython extension.

Python Graphing/chart tools/libraries

2013-06-21-15:17:42 #Python ^

https://github.com/mher/chartkick.py creates charts with Google Charts and Highcharts.

Python Graphing/chart tools/libraries

2013-06-21-15:15:56 #Python ^

EasyViz has an API similar to Matplotlib and bindings to "Gnuplot, Matplotlib, Grace, Veusz, Pmw.Blt.Graph, PyX, Matlab, VTK, VisIt, OpenDX".

ZODB actively maintained! Python 3 beta available.

2013-06-20-20:45:27 #Python ^

Transparent references between objects without the need for reference swizzling.

Does ZODB maintain referential integrity and/or propagation constraints so as not to leave dangling pointers?

PyHTML: HTML generation library

2013-06-20-14:26:36 #Python ^

Lispy HTML! This may be a helpful approach to Adding microdata for the schema.org types.

From webhelpers, webhelpers.html.builder utilizes MarkupSafe to do something similar.

A security hole via unicode usernames

2013-06-18-17:46:37 #programming ^

RFC 3454: Preparation of Internationalized Strings ("stringprep") defines a standard for profiles for canonicalization/disambiguation/comparison.

Python has included stringprep since 2.3: http://docs.python.org/2/library/stringprep.html

Thanks to

A couple Software Carpentry tutorials

2013-06-18-13:40:16 #IPython ^

These are great! It looks like they're on tutorial set version 4.0:

http://software-carpentry.org/4_0/index.html

How can I help my portfolio (self-hosted Wordpress) outrank my social media accounts in Google searches?

2013-06-17-13:01:51 #webdev ^

An XML sitemap may help search engines index your site. There are a number of WordPress plugins for generating a sitemap and/or a robots.txt.

http://google.com/webmasters/tools/ can help to optimize a site for Google and other search engines.

Site performance may also have an impact. http://developer.yahoo.com/yslow/ can help to optimize page load times.

Explain Linked Data like I'm Five

2013-06-17-12:54:20 #semanticweb ^

Cambridge Semantics' free Semantic University is a great resource for learning about Linked Data.

The "What is Linked Data" video

[applies] whimsical, hand-drawn pieces of paper and hand gestures to introduce the subject of Linked Data for non-technical people.

Need help with reposync

2013-06-17-12:33:23 #linuxadmin ^

you can indent four spaces for monospace. http://www.reddit.com/wiki/commenting

Explain Linked Data like I'm Five

2013-06-16-15:20:43 #semanticweb ^

Attribute -> rdf:Property

Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions?

2013-06-16-14:58:53 #semanticweb ^

In Java, standard practice is to namespace (deeply) below a reversed FQDN.

I suppose the same could be done with Python (which has setup tools entrypoints and stevedore)

A Case for a OneToMany Relationship in Django

2013-06-15-13:47:07 * 2013-06-15-12:58:05 #Python ^

Fixture issue #36 and Fixture issue #43 added support for serializing a list to a ListProperty.

Whether a OneToMany field has more lock contention than a ManyToMany table is implementation dependent.

Explain it like I'm five: Python and Unicode?

2013-06-12-16:12:38 #Python ^

six.text_type :

Type for representing (Unicode) textual data. This is unicode() in Python 2 and str in Python 3.

d3js in IPython

2013-06-12-12:35:04 #IPython ^

IPython display hookery

2013-06-11-12:51:57 #IPython ^

Here are the docs on writing IPython extensions.

Invitation to discussion: How can we make Python refreshingly easy on the web?

2013-06-10-02:08:27 #Python ^

This is not how it works with PHP. With PHP, the webserver is configured to execute the PHP interpreter when a URL ending with .php or .phps is requested. FastCGI can be a bit different. "It just works" is not accurate: it works because the web server is preconfigured to spawn processes based on URL path extension suffixes. mod_python is not a recommended deployment pattern.

Invitation to discussion: How can we make Python refreshingly easy on the web?

2013-06-09-13:43:03 #Python ^

Due to the fact that [...]

What does WSGI have to do with HUP-ing an app server when a file modification time changes?

Invitation to discussion: How can we make Python refreshingly easy on the web?

2013-06-09-13:40:01 #Python ^

app.yaml is really simple. Phusion Passenger is as simple as mod_python ever was. There are references describing the advantages and disadvantages of various Apache process models.

http://www.reddit.com/r/Python/comments/1fl8c5/self_hosted_python_web_hosting_platforms/

http://www.reddit.com/r/Python/comments/1bx3vj/how_are_python_apps_deployed_to_production/c9b5tea

What single-dispatch generic functions mean for you

2013-06-07-19:32:10 #Python ^

Assuming this is being downvoted because it is perceived to be unrelated to "What single-dispatch generic functions mean for you"; Mixins and abstract base classes frequently obviate the need for single-dispatch generic functions. Rather than having code conditional on isinstance, clases with Mixins are expected to have the appropriate behaviors before they are called.

Additionally, Mixins can add complexity both to the Python MRO and static analysis.

Inference: adding support for single-dispatch generic functions will probably lead to an increase in attempts to re-implement something similar to UserDict and collections.abc; which is both counter-productive and unnecessary.

I do apologize if this appears to be hijacking this thread: my intent is to share the resources I am aware of in order to increase shared comprehension around these approaches to dynamic programming.

Python debugging tools (an overview)

2013-06-07-18:33:37 #Python ^

Thanks!

I'm writing a book on TDD for Python web development. Please help!

2013-06-06-11:31:53 #Python ^

All the time. Comparable with feature patches. Advantage: no merge revisions. Disadvantage: Less granular bisection.

What single-dispatch generic functions mean for you

2013-06-06-00:00:34 #Python ^

Great article, btw

What single-dispatch generic functions mean for you

2013-06-05-23:54:03 #Python ^

A function has a domain and a range.

I didn't ask for this! I choose not to add this unnecessarily confusing complexity to my code OR application. Who wants to edit the style guide!?

It even says in the PEP 20 - THE ZEN OF PYTHON

Explicit is better than implicit.
Simple is better than complex.
...
Namespaces are one honking great idea -- let's do more of those!

What single-dispatch generic functions mean for you

2013-06-05-18:05:06 * 2013-06-06-00:22:06 #Python ^

An example of where single-dispatch and/or interfaces and adapters could be utilized; with different syntax and/or performance characteristics.

[EDIT] Also an example of subclassing a collections.namedtuple with an ._asdict.

Use IRC for your GitHub project? Make it easier for users to find your channel

2013-06-05-17:58:40 #javascript ^

Awesome.

Schema.org (schema) has two RDFS Classes that may be useful here: schema.org/SoftwareApplication and schema.org/Code.

It would be great if schema.org had properties for IRC: e.g. schema:IRChan and a schema:IRCWebClient.

There's DOAP [schema] (examples: Turtle/N3, JSON-LD)

A doap:mailing-list could have a URI starting with irc://, ircs://, irc6://.

There could be an example:IRChan and example:IRCWebClientURL with a

example:IRChan a rdfs:Property;
    rdfs:label "IRC Channel"@en;
    rdfs:comment "An IRC Channel"@en;
    rdfs:domain [ a owl:Class; owl:unionOf (doap:Project schema:SoftwareApplication) ];
    rdfs:range schema:Thing ;
    #rdfs:range rdfs:Resource ;

It's easy enough to include some Turtle Triples in a <pre> tag, but some sort of a project metadata Microdata generator with a structured property for "IRChan" and "IRCWebClientURL" would be really cool.

Creating a download link for in-memory data

2013-06-05-15:28:16 #IPython ^

Awesome! So simple!

fs and/or pandas HDF5 PyTables support would probably be overkill here.

I'm writing a book on TDD for Python web development. Please help!

2013-06-05-14:09:12 * 2013-06-05-13:12:52 #Python ^

qnew creates a new patch (hg help qnew) with Mercurial Queues (hg mq) ... which are also supported by the TortoiseHg GUI

Currently I'm generating a series of pretty documents by importing data from a spreadsheet into Word templates. It's a painful experience. Would it be possible for me to substitute Word for something more suitable, like Inkscape?

2013-06-05-12:22:05 * 2013-06-05-11:39:42 #libredesign ^

There is this ideal separation between presentation and content -- or between data and design -- that seems to allow designers to do what they do best.

Not because someone has fooled them into thinking that there is a right brain left brain schism between graphic designers, web designers, web developers, web engineers, programmers; but maybe because math is universal, and design tastes are changing.

For example, Django's template documentation distinguishes between designers and programmers.

I've had the opportunity to work with a number of packages of variously portable graphic design suites.

  • Are you trying to make a book-like PDF, a brochure PDF, or a whitepaper-like PDF?
  • Would people be more likely to share a bookmark to this PDF?
  • Can I bookmark #sections of this PDF?
  • Do people need to launch another program to open this PDF?
  • How do I view this PDF on my device?
  • What does this PDF look like on my device?
  • It doesn't work with my screen reader.
  • If there is a newer version of this PDF, where do I get it?

If you are trying to share data in an impactful way in the web world, I would point you to things like:

If you would like people to share your data, do it without all the extra markup.

If you want people to look at your data, make it look good.

... You might check out CSS3 Gradients.

Lectures introducing scientific computing with Python using IPython

2013-06-04-17:51:13 #IPython ^

One of the most helpful resources for learning basic and scientific Python ever created.

Where can I find useful ontologies?

2013-06-04-06:00:53 * 2013-07-26-21:31:33 #semanticweb ^

You can lookup, suggest, and rate ontology namespace mappings with http://prefix.cc/

Need help downloading pages from a tricky website with redirects.

2013-06-04-02:00:06 #learnpython ^

ghost.py has many of the features of pyphantomjs. Both require PyQt4 and/or PySide; and WebKit.

Tornado: Secure private REST api

2013-06-04-01:43:11 * 2013-06-04-00:49:01 #learnpython ^

IPython notebook is built with Tornado and supports a few different security features.

http://www.reddit.com/r/IPython/comments/1dff7w/question_on_making_an_ipython_notebook_server/c9qg2je

These auth(z) and REST Security cheat sheets might be useful.

WorldCat has now proper content negotiation for its linked dataset of 290+ million bibliographic resources

2013-06-04-01:34:34 * 2013-06-07-10:17:25 #semanticweb ^

From http://dataliberate.com/2012/06/oclc-worldcat-linked-data-release-significant-in-many-ways/ (OP):

EDIT: Monospace ASCII quotes

  • curl -L -H "Accept: application/rdf+xml" http://www.worldcat.org/oclc/41266045
  • curl -L -H "Accept: application/ld+json" http://www.worldcat.org/oclc/41266045
  • curl -L -H "Accept: text/turtle" http://www.worldcat.org/oclc/41266045
  • curl -L -H "Accept: text/plain" http://www.worldcat.org/oclc/41266045

Is Python 3 that obsolete? What is going on with some libraries?

2013-06-04-00:54:19 #Python ^
  1. Do you have a link to an issue or a bug report?
  2. #2 is the closest thing to #1 I was able to find. Are you aware of a better set of resources regarding GTK on Windows? There is an optional PyPi trove classifier for Python 3 compatible code. It would also be great if the relevant Python wiki pages and/or Python-Guide section had a column or an attribute for Python 3 compatibility.

Is Python 3 that obsolete? What is going on with some libraries?

2013-06-03-22:45:50 #Python ^

you have to choose between python 3 and Windows support.

Is Python 3 that obsolete? What is going on with some libraries?

2013-06-03-22:43:40 #Python ^

Anaconda for Python 3.3 includes PySide for GUI development. (here)

Is Python 3 that obsolete? What is going on with some libraries?

2013-06-03-22:40:58 #Python ^

https://en.wikipedia.org/wiki/Qt_(framework) is a cross platform framework with support for Mac, Windows, Linux, and now Android.

Is Python 3 that obsolete? What is going on with some libraries?

2013-06-03-22:33:32 #Python ^

Python 3 is not obsolete. Are you reporting a specific bug regarding a specific procedure? You may be more likely to find a solution if you share the inputs and outputs that are not going as you would like.

Here are some suggestions for reporting bugs, in general: https://help.ubuntu.com/community/ReportingBugs

Here are some resources on porting to Python 3, in general:

From http://wiki.python.org/moin/Python2orPython3 :

For creating GUI applications Python 3 already comes with Tkinter, and has been > supported by PyQt4 almost from the day Python 3 was released; PySide added Python 3 support in 2011. GTK+ GUIs can be created with PyGObject which supports Python 3 and is the successor to PyGtk.

I have a complaint

2013-06-03-16:37:39 * 2013-06-03-15:45:48 #Python ^
import datetime, operator
_now = lambda: operator.attrgetter('year','month','day')(datetime.datetime.now())
assert datetime.date(*_now()) == datetime.date.today()

I have a complaint

2013-06-03-16:27:10 * 2013-06-03-16:30:42 #Python ^

http://docs.python.org/2/library/datetime.html#datetime.date.fromordinal :

import datetime
def _today(self=None):
    """
    :returns: current datetime, rounded to 0000
    :rtype: datetime.datetime
    """
    d=datetime.datetime.now()
    return d.fromordinal(d.toordinal())

From https://code.google.com/p/pyiso8601/ # iso8601.py (pypi):

>>> import iso8601
>>> iso8601.parse_date("2007-06-20T12:34:40+03:00")
datetime.datetime(2007, 6, 20, 12, 34, 40, tzinfo=<FixedOffset '+03:00'>)
>>> iso8601.parse_date("2007-06-20T12:34:40Z")
datetime.datetime(2007, 6, 20, 12, 34, 40, tzinfo=<iso8601.iso8601.Utc object at 0x100ebf0>)

pyiso8601 naievely assumes that the timezone is UTC:

In [1]: %doctest_mode
>>> import datetime, iso8601
>>> d = datetime.datetime.now()
>>> d2 = iso8601.parse_date(d.isoformat())
>>> d, d2
(datetime.datetime(2013, 6, 3, 16, 25, 49, 621070), 
 datetime.datetime(2013, 6, 3, 16, 25, 49, 621070, tzinfo=<iso8601.iso8601.Utc object at 0x9295f0c>))
>>> assert d == d2
Traceback (most recent call last):
File "<ipython-input-23-2abfcc7ac10d>", line 1, in <module>
    assert d == d2
TypeError: can't compare offset-naive and offset-aware datetimes #'

>>> d.tzinfo, d.tzname()
(None, None)
>>> d2.tzinfo, d2.tzname()
(<iso8601.iso8601.Utc object at 0x9295f0c>, 'UTC')

Practicing DRY Principles through Python Decorators

2013-06-03-14:06:29 #Python ^

awesome. thanks!

Is there a way to get the snazzy Pandas HTML table display of frames, without using Pandas?

2013-06-03-13:54:03 * 2013-06-03-13:33:12 #IPython ^

This should probably be in the docs for IPython.core.display and/or somewhere in the narrative documentation?

EDIT: such as here

jinja2.escape and jinja2.Markup are both included in jinja2, which is an install_requires for IPython notebook.

Dependency injection packages

2013-06-02-01:15:06 #Python ^

http://wiki.python.org/moin/DependencyInjectionPattern hasn't been updated in quite awhile.

I'm a teacher making an app that scans multiple choice tests from a mobile phone. We currently can scan up to 100 question tests on an iPhone. Any thoughts on marketing techniques or suggestions?

2013-05-31-20:12:27 #Entrepreneur ^

Great idea. Is there a / do you make a stand that would make this easier on the hands? What URL can the app POST to?

Configuring the Apache HTTP Server to generate logs in RDF Turtle

2013-05-31-16:52:54 #semanticweb ^

https://httpd.apache.org/docs/current/mod/mod_log_config.html

Is it possible that a logged value might contain something like "; ex:also <http://example.org/safety>?

Where can I find useful ontologies?

2013-05-31-16:16:02 #semanticweb ^

It can be easier to view RDF graphs like OWL ontologies as Turtle. To transform an .owl file to a .ttl with raptor (deb:raptor2-utils, yum:raptor2):

rapper http://schema.org/docs/schemaorg.owl -o turtle
rapper http://mappings.dbpedia.org/server/ontology/dbpedia.owl -o turtle
wget http://schema.rdfs.org/all.ttl

Where can I find useful ontologies?

2013-05-31-15:19:11 * 2013-05-31-15:33:33 #semanticweb ^

OWL and SPARQL

For OWL ontologies:

<ontology/url> a owl:Ontology;

So the SPARQL query for an owl:Ontology looks like:

SELECT DISTINCT ?s WHERE { ?s a owl:Ontology } LIMIT 10

DBpedia

In terms of mapping to dbpedia:

  • dbpedia:Ontology_(information_science)
  • dbpedia:Category:Ontology_(information_science)
  • dbpedia.owl

Wikipedia links:

OpenCyc links:

W3C wiki links:

Schema.org:

Adapted from this answer

Schema.org is an ontology derived from a number of existing ontologies like "FOAF, Good Relations and OpenCyc".

Schema.org types extend http://schema.org/Thing . For example, http://schema.org/WebPage extends http://schema.org/CreativeWork extends http://schema.org/Thing ; meaning that http://schema.org/WebPage has properties from schema:Thing (name, url, description, ...) , schema:CreativeWork (author, award, comment, ...), and schema:WebPage.

Schema.org Type Hierarchy on one HTML page

http://schema.rdfs.org links to the http://schema.org ontologies as RDF/XML, N-triples, Turtle, OWL, JSON and CSV.

from http://schema.rdfs.org/all.ttl (turtle RDF syntax):

<http://schema.rdfs.org/all> a owl:Ontology;
    dct:title "The schema.org terms in RDFS+OWL"@en;
    dct:description "This is a conversion of the terms defined at schema.org to RDFS and OWL."@en;
    foaf:page <http://schema.rdfs.org/>;
    rdfs:seeAlso <http://schema.org/>;
    rdfs:seeAlso <http://github.com/mhausenblas/schema-org-rdf>;
    dct:hasFormat <http://schema.rdfs.org/all.ttl>;
    dct:hasFormat <http://schema.rdfs.org/all.rdf>;
    dct:hasFormat <http://schema.rdfs.org/all.nt>;
    dct:hasFormat <http://schema.rdfs.org/all.json>;
    dct:hasFormat [
        dct:hasPart <http://schema.rdfs.org/all-classes.csv>;
        dct:hasPart <http://schema.rdfs.org/all-properties.csv>;
    ];
    dct:source <http://schema.org/>;
    dct:license <http://schema.org/docs/terms.html>;
    dct:valid "2013-05-31"^^xsd:date;

A suggested namespace prefix for http://schema.org is schema:

A http://schema.org/WebPage as turtle RDF syntax

<http://semanticweb.com> a schema:WebPage;
    schema:name "semanticweb.com"@en;
    schema:url  <http://semanticweb.com>;

List of Ontologies

2013-05-31-14:16:30 #semanticweb ^

http://schema.org/Person may be [mostly] appropriate for your use case. (about schema.org)

A Mind Map of All the Packages You Will Need for Big Data with R and Python

2013-05-31-13:52:52 #statistics ^

FTFY: "You Will Need" -> "I have heard of" / "I like"

Cool tree graph. Is there a way to export mindmaps to RDF, maybe with DOAP or just http://schema.org/SoftwareApplication ?

Python PaaS that supports private repos and git urls in requirements.txt properly? (xpost from /r/django )

2013-05-31-13:29:22 * 2013-05-31-12:33:57 #Python ^

compoze generates package indices.

[EDIT] Is there a one-shot way to generate a package index from the output of something like pip freeze or similar?

A comprehensive guide for pragmatic RESTful API design

2013-05-30-01:02:02 #programming ^

www.w3.org/TR/ldp/ "W3C Linked Data Platform 1.0"@en

Is there a way to get the snazzy Pandas HTML table display of frames, without using Pandas?

2013-05-29-21:01:27 * 2013-05-29-23:39:45 #IPython ^

Yes; there are some ways to achieve (what I guess are) similar objectives with the linked resources.

[EDIT] But where do I specify the column headers, units, and datatypes?

Is there a way to get the snazzy Pandas HTML table display of frames, without using Pandas?

2013-05-29-20:59:59 * 2013-05-29-20:06:42 #IPython ^

One way to share structured data in HTML5 is with Microdata.

With Javascript, there are structured formats like JSON-LD and JSON-stat that can be rendered as HTML tables and paged through.

PEP 426, 440: draft PEPs for JSON based metadata published.

2013-05-29-16:12:00 #Python ^

While I can visualize an adjacency list of packages and version dependencies, it would be great to reference or visually see a graph of *_requires in the docs.

There are a lot of ways to build a dependency graph from PEP 426 Metadata for Python Software Packages 2.0 and PEP 440 Version Identification and Dependency Specification (JSON) metadata

Need help getting matplotlib graph to display over ssh connection

2013-05-29-12:33:08 #Python ^

You could write a simple web application to return the PNG and/or some HTML over HTTP (over SSH). I'm not sure about rate limiting on the Pi. Django is great; bottle.py is really easy. http://www.reddit.com/r/Python/comments/1eboql/python_website_tuts_that_dont_use_django/c9yxl8w

Curious about what config systems you guys use...

2013-05-29-01:01:04 * 2013-05-29-00:05:49 #Python ^

anyconfig will load multiple JSON, YAML, INI and XML files into MergeableDict(s) with __getitem__.

pyramid.config (docs) is also great.

Open Government Data Sets (US)

2013-05-29-00:18:43 * 2013-05-29-02:44:36 #datasets ^

There's SPARQL, already-parsed data from sites like quandl and data from the new Data.gov CKAN catalog (CKAN API docs)

PyPI Download Counts Removed

2013-05-28-01:29:32 * 2013-05-28-00:35:57 #Python ^

PEP 426 is the current standard for declaring package metadata; including dependencies.

Python packages declare package metadata in setup.py files. (example setup.py)

setup(
    name="Project-A",
    install_requires=['pyramid',],
    tests_require=['flake8', 'ipdb'],
    extras_require = {
    'PDF':  [],
    'reST': ["docutils>=0.3"],
    }
)

There are a number of tools for exploring Python package metadata.

Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design?

2013-05-24-17:23:57 #Python ^

All the time. From https://help.ubuntu.com/community/CompositeManager/ConfiguringCompiz :

Make active window translucent/opaque (built-in)

Alt + mouse wheel up/down

Make active window translucent/opaque (with the opacity plugin)

Ctrl + Shift + Scroll, or right-click the window's title bar and select Opacity (seems to be absent in current compiz cvs.)

Current proposal for handling sameThingAs-links in Schema.org

2013-05-24-16:48:10 #semanticweb ^

owl:sameAs Considered Harmful to Provenance helped me understand the need to be careful linking things with owl:sameAs.

Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design?

2013-05-24-16:32:58 #Python ^

From PEP 20 - The Zen of Python:

Beautiful is better than ugly.
Explicit is better than implicit.
Simple is better than complex.
Complex is better than complicated.
Flat is better than nested.
Sparse is better than dense.
Readability counts.
Special cases aren't special enough to break the rules.
Although practicality beats purity.
Errors should never pass silently.
Unless explicitly silenced.
In the face of ambiguity, refuse the temptation to guess.
There should be one-- and preferably only one --obvious way to do it.
Although that way may not be obvious at first unless you're Dutch.
Now is better than never.
Although never is often better than *right* now.
If the implementation is hard to explain, it's a bad idea.
If the implementation is easy to explain, it may be a good idea.
Namespaces are one honking great idea -- let's do more of those!

See also:

import this

Any beautiful Python wallpaper outther? Why do I have this perception that pythonistas are not very fond of beautiful design?

2013-05-24-16:28:38 #Python ^

I searched for "python language wallpaper" and found quite a few.

Pythonistas appreciate good design, which is why we (IMHO) defer templates to designers: http://en.wikipedia.org/wiki/Separation_of_presentation_and_content

I wrote a tutorial about RPython: the subset of Python that you can compile to C, and what PyPy is written in.

2013-05-24-15:20:05 #Python ^

RPython and asm.js are both low-level restricted subsets of language specifications that enable more optimal compilation to machine instructions. How are they different?

It's been just over a year since it was launched, and Kaggle's data science wiki is still pretty weak and disappointing. I think we should beef it up.

2013-05-24-14:28:46 #MachineLearning ^

Same. If these wiki pages contained structured data, we could easily create a feature comparison matrix. SPARQL, Linked Data, and Microdata_(HTML) could make that a bit easier to do.

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-18:21:31 #Python ^

the golden standard [...]

Most DVCS systems (like git) have been built by people satisfied with the features of standard files and filesystems. DVCS support cross-platform portability by implementing checksums, history, branching and merging mostly independent of the operating system or filesystem.

Lots of people utilize git for development. Some people and some hosting services also utilize git for deployment. Git and Hg have no notion of package dependencies or setup.py. Neither Git nor Hg do rm ./*.pyc before pulling or updating.

Where are the zip files, the eggs, and the wheels?

In the http://en.wikipedia.org/wiki/Future

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-13:33:11 * 2013-05-23-12:51:25 #Python ^

http://www.pyinstaller.org/ doesn't even require an interpreter to be installed.

If you need GUI integration, it would also be great to generate a folder full of packages and an index.html file -- with checksums -- that can be served and installed locally or remotely.

Served locally:

mkdir -p www/local_packages && cd www
python -m SimpleHTTPServer 8888 .

easy_install is part of distribute and setuptools, which are not included with distutils in the standard library:

easy_install --index-url=http://localhost:8888/local_packages
easy_install --find-links=http://localhost:8888/local_packages

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-11:48:07 #Python ^

That's just like, your opinion, man. Pardon the [topic-] relevant resources; OP asked a question and we helped the community.

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-11:42:01 * 2013-05-23-12:06:26 #Python ^

Python has also had zip files with manifests (packages) for a number of years. I think it's the [not always necessary; eg. PyPy] compilation step that adds complexity in exchange for performance optimizations.

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-11:33:36 * 2013-05-23-12:19:37 #Python ^

And all of these things are external and optional.

zope.interface is external, optional, and the docs are great.

The Exception base class is included in the standard library. It is (a) not designed for message passing; (b) underutilized.

Stronger Typing

Another problem with these libraries is that they introduce a lot of code to enable non-idiomatic conventions. You end up losing much of the succinctness that people love so much about python.

Documentation

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-11:12:10 * 2013-05-23-19:58:32 #Python ^

Less lines of code is less chance for error.

For me, writing succinct code is more about reducing the chance for programmer fault. It goes without saying that there is much value to leveraged and maintenance costs to be reduced by utilizing already-implemented patterns; hence frameworks.

Scala is really cool in this respect.

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-10:38:07 * 2013-05-23-09:52:40 #Python ^

However, when you've crossed the paging threshold for your mental working space, you need constraints to remind you of how things work. Things that Python programmers often dismiss, like static argument types, interfaces, etc, help keep these constraints in place to keep you from inventing strange new error conditions.

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-10:25:58 * 2013-05-23-12:57:58 #Python ^

Assuming the destination has installed [the same version of] java, that's pretty neat.

Every place is different with regards to managing software configuration and dependencies.

You can accomplish something similar (with zero XML) using distutils and a setup.py:

python setup.py bdist

python setup.py bdist doesn't include "everything ever needed" unless those libraries are placed in a ./lib directory within the package under test. Understand that bundling something like OpenSSL -- which is upgraded fairly frequently -- might not be a good decision, depending on the production context.

To build a source distribution (a zip or tar archive containing no bytecode), the command is:

python setup.py sdist

If you prefer to use system packaging there are also:

python setup.py bdist_rpm
python setup.py bdist_wininst
python setup.py bdist_msi

https://pypi.python.org/pypi/stdeb enables:

python setup.py sdist_dsc
python setup.py bdist_deb

wheel adds a bdist_wheel command that can group platform-specific and platform-agnostic packages into a signed zip file:

python setup.py bdist_wheel

buildout (http://github.com/buildout/buildout) is more similar to mvn than pip.

pip freeze will list which packages and versions are contained within the configured sys.path:

pip freeze [-l] | tee requirements.txt

Examples of setup.py and tox.ini files:

[EDIT]

http://pythonhosted.org/compoze/glossary.html

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-08:23:07 #Python ^

You make some great points. This is a mostly a continuation from this thread with a few more links.

  • Python is arguably more widespread [...]

Pre-packaged distributions like Continuum Anaconda and Enthought Canopy make managing cross-platform installations on Linux, OSX, and Windows very easy.

  • The special functions (__add__ etc) makes it easy to make beautiful container classes
  • Reading a textfile is easy, not painful
  • Easy to browse the documentation and use a new API.
  • The speed is not a problem [...]

Speed of bug development, or speed of execution?

[Vendor Support]

I'm giving a demo of python to a bunch of java programmers. What kind of questions should I be prepared to answer?

2013-05-23-07:56:54 #Python ^
  • Use IPython & show them autocomplete & embedded images

/r/IPython notebook may be a good starting point for existing programmers. As would

def main():
    '''Prints "Hello World!"'''
    print("Hello world!")
    return 0

if __name__ == '__main__':
    import sys
    sys.exit(main())
  • Use requests to connect to a service using HTTPS, ignoring any HTTPS errors
  • Returning multiple values. This example maybe useful

This returns a list() created by a list comprehension. It could also return a generator expression by replacing the enclosing square brackets [] with parentheses ().

http://scipy-lectures.github.io/advanced/advanced_python/index.html#iterators-generator-expressions-and-generators

  • Function & class decorators
  • Django admin
  • Indentation
  • No IDEs for Python

It is possible to learn and program in Python without a tools dependency.

  • Python is slower than Java
  • Python is open-source, and open-source is not supported
  • Java is open source
  • Can you fix it now?
  • Open-source is not secure
  • Interpreted means that they can "View Source" and see my source (Yes I heard this one)
  • It's not object-oriented
  • It's not object-oriented enough (no private/protected)

Read-only properties can be accomplished by annotating a getter function with @property and not defining a setter.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-19:22:46 #Omaha ^

@Wed May 22 22:36:57 2013 UTC

http://www.reddit.com/message/messages/v2k95 :

you have been banned from posting to /r/Omaha: Omaha.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-19:18:36 #Omaha ^

Policy

From http://reddit.com/r/omaha/about/sidebar :

"Avoid posting duplicate topics on similar events and/or articles."

What about that statement indicates that the result of a respectful duplicate dispute resolution process would result in being banned from the /r/Omaha subreddit?

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-19:03:41 * 2013-05-22-18:07:48 #Omaha ^

Topicality

Please consider your language in our communications.

In regards to internet marketing, from https://en.wikipedia.org/wiki/Web_traffic :

The majority of website traffic is driven by the search engines.

re: ad-hominem

I have subsequently been banned from posting to /r/Omaha .

What sort of behavioral and social transparency and accountability are involved in making the decision to ban or un-ban an individual over a single infraction 'solved' by removing the errant duplicate post?

This hardly seems welcoming.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-18:18:26 #Omaha ^

This is a post about a local charitable fundraising effort that is a cause marketing campaign in which internet marketing is being utilized to help people and animals around the metro area.

Good Anchor text and Clean URLs may help get charitable resources to these important causes.

I would consider my definition of trolling sufficient. I do not consider this to be trolling.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-18:09:32 #Omaha ^

You mentioned your understanding of the reddit search functionality. I linked to the reddit search functionality in order to clarify our discussion.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:50:02 * 2013-05-22-16:53:05 #Omaha ^

When you search for "omahagives24.org" on reddit, what headline do you find?

  1. I agree.

  2. Could you link to the policies you are referencing?

  3. The previous submission, linked as "See also:", is wonderful. https://www.google.com/search?q=writing+headlines

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:41:44 #Omaha ^

Could you link to the submission you are referring to?

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:40:57 #Omaha ^

From http://www.reddit.com/wiki/reddiquette :

Search for duplicates before posting. Redundancy posts add nothing new to previous conversations. That said, sometimes bad timing, a bad title, or just plain bad luck can cause an interesting story to fail to get noticed. Feel free to post something again if you feel that the earlier posting didn't get the attention it deserved and you think you can do better.

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:38:08 #Omaha ^

Could you add "OmahaGives24.org" and "TODAY" to the title?

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:37:26 #Omaha ^

Could you add "omahagives24.org" and "TODAY" to the title?

OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge

2013-05-22-17:00:57 * 2013-05-22-16:45:44 #Omaha ^

04:00 PM 05/22/13

$973,318.56 [from] 10,845 gifts

04:10 PM 5/22/13

$2,062,153.37 [from] 11,422 gifts

04:45 5/22/13

$2,101,664.04 [from] 11,973 gifts

Making IPython notebook runnable as a script (am I misinterpreting the docs?)

2013-05-22-08:17:55 * 2013-05-22-07:27:21 #IPython ^

http://ipython.org/ipython-doc/dev/interactive/htmlnotebook.html#importing-or-executing-a-notebook-as-a-normal-python-file

It sounds like you are trying to do something like doctests, except more like ipythonnotebooktests.

As an alternative to interleaving IPython notebook code into one python file, you might consider:

Hackish, but what are the values of __import__('sys').args and __file__ when running from within IPython notebook?

Gmail adds support for embedding semantic data in your emails (microformat or JSON-LD)

2013-05-22-05:44:58 * 2013-06-26-02:07:40 #semanticweb ^

[EDIT]

http://en.wikipedia.org/wiki/JSON-LD

To conform to the JSON-LD spec:

Contexts can either be directly embedded into the document or be referenced.

Normative language would be helpful here, so that it is not necessary to special case schema.org.

That could look something like:

"@context": "http://schema.rdfs.org/all.jsonld"

... schema.org.jsonld

Restart Python functions while they are running after code change

2013-05-15-14:30:46 * 2013-05-15-23:45:48 #Python ^

There is also an autoreload module for /r/IPython :

%autoreload?
%aimport?

The autoreload module does not auto magically make functions idempotent or version the API like /v1/ and /v2/ or /api/201305151700/, though.

Are there differences between these approaches?

Python Wiki on a Stick

2013-05-15-14:19:00 #Python ^

/r/IPython supports { Markdown, ... }

Python website tuts that don't use Django

2013-05-15-14:08:21 #Python ^

I guess I could tag and summarize things with links to a shared, collective lexicon

Linux Data Analysis Tool suggestions?

2013-05-15-01:05:11 * 2013-09-03-17:04:03 #datascience ^

Open Source Data Analysis tools written in Python, Java, R, Fortran, C, Cython, C++, HTML and Javascript

Similar Comments about

Python website tuts that don't use Django

2013-05-14-20:59:04 * 2013-05-15-01:37:05 #Python ^

Web frameworks abstract design patterns, architectural patterns and algorithms that web designers and web developers can implement in a standard, maintainable way in order to minimze anti-patterns and technical debt.

Wikipedia links/tags

Learning Computer Science, Web Design and Web Development Online

Python, HTML, CSS, Javascript, and HTTP for Web Development

Related Questions

Getting started with automated testing

2013-05-13-16:08:06 #Python ^

Thanks!

Copying system packages into virtualenv site-packages

2013-05-13-12:41:22 * 2013-05-13-11:48:56 #Python ^

You could create a folder of symlinks and use add2virtualenv from virtualenvwrapper and/or a .pth configuration file.

From http://docs.python.org/2/library/site.html :

A path configuration file is a file whose name has the form name.pth and exists in one of the four directories mentioned above; its contents are additional items (one per line) to be added to sys.path. Non-existing items are never added to sys.path, and no check is made that the item refers to a directory rather than a file. No item is added to sys.path more than once. Blank lines and lines beginning with # are skipped. Lines starting with import (followed by space or tab) are executed.

In addition to add2virtualenv, there's also a toggleglobalsitepackages command.

type add2virtualenv
type toggleglobalsitepackages

How relevant is computer science to careers outside software development, IT, etc?

2013-05-12-20:21:09 #compsci ^

From http://www.cccblog.org/2012/05/23/revisiting-where-the-jobs-are/ :

Computer and mathematical occupations are projected to add 778,300 new jobs between 2010 and 2020, after having added 229,600 new jobs from 2006 to 2010. This represents 22.0 percent growth from 2010 to 2020

(via http://googleresearch.blogspot.com/2013/03/scaling-computer-science-education.html)

1 Gig Internet Availability

2013-05-12-16:33:35 #Omaha ^

Sorry to hear that. Here's to looking forward to competition in the Omaha Metro broadband market.

1 Gig Internet Availability

2013-05-12-16:26:34 #Omaha ^

After 7 hours of service, was the issue that:

  • You were outside of coverage area
  • They are still working out the kinks ?

Need a solid data structure that can compute "recommended items"

2013-05-12-03:35:58 #compsci ^

Instead of A1, B2, C3, you could assign a prime to each object and take the product of each list of related objects. Some numbers could be complex; others rational.

1 Gig Internet Availability

2013-05-12-02:44:51 #Omaha ^

These are the speeds for your cable connection?

1 Gig Internet Availability

2013-05-12-02:44:05 #Omaha ^

Do you have any business relation to Cox, beyond subscribing to their services?

[Convention] What are the advantages and disadvantages of using the underscore prefix notation to name 'private' instance variables and methods?

2013-05-11-16:39:38 #Python ^

From http://www.python.org/dev/peps/pep-0008/#descriptive-naming-styles :

In addition, the following special forms using leading or trailing underscores are recognized (these can generally be combined with any case convention):

  • _single_leading_underscore: weak "internal use" indicator. E.g. from M import * does not import objects whose name starts with an underscore.

  • single_trailing_underscore_: used by convention to avoid conflicts with Python keyword, e.g.

    Tkinter.Toplevel(master, class_='ClassName')

  • __double_leading_underscore: when naming a class attribute, invokes name mangling (inside class FooBar, __boo becomes _FooBar__boo; see below).

  • __double_leading_and_trailing_underscore__: "magic" objects or attributes that live in user-controlled namespaces. E.g. init, import or file. Never invent such names; only use them as documented

[Convention] What are the advantages and disadvantages of using the underscore prefix notation to name 'private' instance variables and methods?

2013-05-10-18:37:48 * 2013-05-10-17:51:55 #Python ^

In Python, class variables beginning with two underscores are name mangled:

Conventionally, an instance variable prefixed with a single underscore is an instance variable that should not be modified externally.

Read-only properties can be accomplished by annotating a getter function with @property and not defining a setter.

Similar questions and answers:

http://www.python.org/dev/peps/pep-0008/#descriptive-naming-styles

lmf - Linked Media Framework - A step-by-step guide helping you to publish your data as Linked Data

2013-05-10-17:30:46 * 2013-05-11-05:14:59 #semanticweb ^

An example of DOAP: Description of a Project in Turtle RDF Syntax in Reddit code syntax :

<> a doap:Project ;
    doap:homepage <https://code.google.com/p/lmf/> ;
    doap:programming-language "Java"@en ;
    .

Converting the Kennedys Ontology to schema.org with SPINMap

2013-05-09-12:36:07 #semanticweb ^

Take this Wikipedia-link, it is a link to a disambiguation page with six concepts called "SPIN", none of which have anything to do with the topic at hand. Why would you post this?

There is not a page for SPIN, as in http://spinrdf.org, on Wikipedia. This is the most specific wikipedia reference to the linked spec. Someone should really get on that.

Here you posted 29(!) links, and the OP does not even know what you are talking about.

https://www.google.com/search?q=define%3A"web+friendly+format"

In this topic you posted 12 links--everything from a Wikipedia link to the concept of "semantics" to links to random lines of SQL-code, while you can't/don't even answer my question what all that has to do with semantic web technology.

Is there a better set of criteria for determining what qualifies as semantic http://en.wikipedia.org/wiki/Semantics_(computer_science)#Variations ? Are you able to add anchor text to a link containing a parentheses?

I apologize if you feel that ElasticSearch, built on Solr -- like Marmotta -- is not a / could not be used as / does not have features of a Semantic Web technology.

This topic includes 62(!) links of you, and I do not understand what you are proposing (something about using Schema.org properties for marking up datasets?)

http://www.reddit.com/r/semanticweb/comments/1dvakc/schemaorgdataset_standard_schema_for_linked_data/

Seeking advice for introducing iPython in high school setting.

2013-05-08-13:41:08 #IPython ^

https://github.com/galah-group/galah "An automated grading system geared towards processing computer programming assignments."

http://galah-interact.readthedocs.org/en/latest/

OpenStack: Open source software for building private and public clouds

2013-05-08-12:10:13 #Python ^

http://devstack.org/ "A documented shell script to build complete OpenStack development environments."

W3C: New vCard in RDF Ontology draft

2013-05-08-10:42:18 * 2013-05-08-09:52:05 #semanticweb ^

http://en.wikipedia.org/wiki/vCard

From http://www.w3.org/TR/vcard-rdf/#Overview [20130502] :

vCard is a specification developed by the IETF for the description of people and organisations. Recently, vCard has been significantly updated to Version 4 as documented in [RFC6350]. Typically, vCard objects are encoded in it's own defined text-based syntax or XML renderings.

The objective of this document is to provide an equivalent representation of vCard utilizing the Semantic Web representations of RDF/OWL. The goal is to allow compatible representations between RFC6350 and this vCard Ontololgy.

Previous vCard ontologies, such as the W3C Member Submission on Representing vCard Objects in RDF [VCARD-MEMBER] covered vCard version 3.0 as defined in RFC2426 [RFC2426]. RFC2426 has been obsoleted by RFC6350 and it is recommeded that this vCard Ontology be utlised for any vCard semantic representations. RFC6350 has introduced many additional changes such as new structures and properties (for example, Kind, Gender, Language, Anniversary, Calendering attributes), additional parameters, and removed features (for example, some Address types, inline vCards, Label). See Appendix A of [RFC6350] for complete details.

What is Python not a good language for?

2013-05-07-20:45:39 #Python ^

StacklessPython may help with running Python in embedded environments.

What is Python not a good language for?

2013-05-07-20:45:29 #Python ^

http://en.wikipedia.org/wiki/Spam_(electronic) "is the [reprehensible] use of electronic messaging systems to send unsolicited bulk messages, especially advertising, indiscriminately."

What is Python not a good language for?

2013-05-07-20:20:50 #Python ^

Do you have an HLA library for that?

https://github.com/rose-compiler/rose

What is Python not a good language for?

2013-05-07-20:17:11 #Python ^

don't spam false or misleading links?

  1. http://www.reddit.com/wiki/reddiquette
  2. What about the linkage between your comment and the subsequent sub comments indicates that anything I have shared with you is anything but true? How did you make the inference that I was suggesting someone should write an OS in Python, or Rust, or Go?

What is Python not a good language for?

2013-05-07-20:09:05 #Python ^

To be honest, I'm not real familiar with NumbaPro's CUDA implementation , but if you were to use { can't, shouldn't, won't, wouldn't, must not } -- as in RFC 2119 -- in reference to Python and CUDA, what would be your recommendation and why?

Sure, your hand-optimized C is faster by the CPU clock, but have you read http://www.cert.org/books/secure-coding/ ? Compilers can generally optimize and prevent double frees better than I can, on a good day.

What is Python not a good language for?

2013-05-07-19:58:39 #Python ^

Are you implying that in this forum the context for discussion must broaden or narrow as depth increases?

What is Python not a good language for?

2013-05-07-13:34:23 #Python ^

If I were to draw a conclusion for this particular use case, would you take my word for it?

Almost a Hundred Python Resources, Libraries and Tutorials

2013-05-07-13:11:46 * 2013-05-07-12:36:24 #Python ^

The linked resource helps with adding metadata to a list of links as http://en.wikipedia.org/wiki/Microdata_(HTML)

Petition: International Semantic Web Conference: ISWC calls to allow scientific research submission in Web friendly formats

2013-05-07-09:46:37 #semanticweb ^

This was the most appropriate set of web friendly formats for sharing scientific research I could compend.

Are there more?

What is Python not a good language for?

2013-05-07-09:29:42 * 2013-05-07-12:31:36 #Python ^

I suppose if this were an academic endeavor one could add unique and descriptive anchor text to each of these links; but practically, as I read through comments and hover over links IOT discern their URIs, I am looking for viable ways to add valued references related to my personal experiences.

In this context, I'm not sure that it's necessary that we each draw the same, repeatable conclusions. If you are suggesting that a better way to share perspective with links to documentation would be to summarize and link between these dereferencable URI resources, I would agree with you.

[EDIT]

[Go](http://dbpedia.org/page/Go_(programming_language)) dbpedia-owl:influencedBy [Python](http://dbpedia.org/resource/Python_(programming_language)) .
[Rust](http://dbpedia.org/page/Rust_(programming_language)) dbpedia-owl:influencedBy [Haskell]( http://dbpedia.org/resource/Haskell_(programming_language)) .

What is Python not a good language for?

2013-05-07-08:17:37 * 2013-05-07-07:44:41 #Python ^

http://en.wikipedia.org/wiki/Python_(programming_language) has features of a http://en.wikipedia.org/wiki/Multi-paradigm_programming_language :

Python supports multiple programming paradigms, including object-oriented, imperative and functional programming styles. It features a dynamic type system and automatic memory management and has a large and comprehensive standard library.

From http://en.wikipedia.org/wiki/Python_(programming_language)#Features_and_philosophy :

Python is a multi-paradigm programming language: object-oriented programming and structured programming are fully supported, and there are a number of language features which support functional programming and aspect-oriented programming (including by metaprogramming and by magic methods). Many other paradigms are supported using extensions, including design by contract and logic programming.

Python uses dynamic typing and a combination of reference counting and a cycle-detecting garbage collector for memory management. An important feature of Python is dynamic name resolution (late binding), which binds method and variable names during program execution.

The design of Python offers only limited support for functional programming in the Lisp tradition. The language has map(), reduce() and filter() functions, comprehensions for lists, dictionaries, and sets, as well as generator expressions. The standard library has two modules (itertools and functools) that implement functional tools borrowed from Haskell and Standard ML.

http://en.wikipedia.org/wiki/Reference_counting#Advantages_and_disadvantages

http://en.wikipedia.org/wiki/Late_binding#Late_binding_in_dynamically-typed_languages

http://en.wikipedia.org/wiki/Global_Interpreter_Lock#Benefits_and_drawbacks

What is Python not a good language for?

2013-05-07-07:58:11 #Python ^

Why these were so heavily downvoted is beyond me. Would this prevent http://cwe.mitre.org/data/definitions/416.html -like errors?

What is Python not a good language for?

2013-05-07-07:33:06 #Python ^

What part of GUI development did you find lacking?

What is Python not a good language for?

2013-05-07-07:29:44 #Python ^

Python (and other VM-based dynamically typed languages) cannot run meaningfully on GPGPUs.

http://docs.continuum.io/numbapro/#getting-started

Getting started with automated testing

2013-05-06-20:21:54 #Python ^

Happy Nurses Week!

Elasticsearch Plugins

2013-05-06-18:15:21 * 2013-05-06-19:00:51 #semanticweb ^

Should probably read "RFC: Semantic ElasticSearch Rivers"

http://en.wikipedia.org/wiki/Semantics_(computer_science)#Variations

Sorry about the http://en.wikipedia.org/wiki/Noise

Getting started with automated testing

2013-05-06-11:02:47 * 2013-09-30-09:19:34 #Python ^

Software Testing and Python

Testing Process Development:

1. edit, edit, commit
2. edit, commit
3. todo, edit, commit
4. todo, edit, test, commit
5. todo, test, edit, test, commit
6. todo, test, edit, test, commit, tag

7. todo, branch, test, edit, test, commit, { tag, push, send patch }
8. todo, qnew, test, edit, test, commit, finish, { tag, push, send patch }

Testing Techniques: /r/IPython REPL

?
%edit?
%edit -p
%ed -p
%logstart?
%logstart log_input_to_here.py
%logstart -o log_input_and_output_to_here.py

%run nosetests
!nosetests --help
!nosetests --ipdb

%doctest_mode?

%nose # ipython_nose

Testing Science: Learning

Testing Software

Python Testing

Testing Techniques: Logging

Testing Tools: Nose

Testing Tools: py.test

Testing Tools: GUI

Testing Tools: Tox

Testing Techniques: Mocks

Testing Tools: BDD

Testing Techniques: Continuous Integration and Delivery

Testing Techniques: Patches, Tags, Branches, Merging

Testing Techniques: DVCS: Bisect, Blame

Debugging

Debugging: Console, CLI, Terminal, REPL, /r/IPython

import pdb; pdb.set_trace()

Debugging: Web

Debugging: GUI

Advanced Debugging

Instrumentation

Testing Databases: Fixtures

Testing Databases: Schema Migrations

Testing Web Frameworks

Testing Web Apps

TIL scottish scientists created a pizza that has 30% of your daily recommended nutrients. You can eat it for breakfast, lunch, and dinner for a complete day's worth.

2013-05-06-08:27:23 #todayilearned ^

TIL about pizza with seaweed, red pepper, magnesium, potassium, folates and vitamin A. Good call.

python -m <module.script>: (pydoc, pyclbr, pdb, pstats, timeit, ...)

2013-05-05-18:53:39 * 2013-05-05-17:57:23 #Python ^

An if __name__=="__main__": in http://hg.python.org/cpython/file/2.7/Lib/ast.py might be cool.

UN proposes ban killer robots: they 'should not have the power of life and death over human beings'

2013-05-05-15:15:19 * 2013-05-05-14:29:50 #technology ^

I would agree that http://en.wikipedia.org/wiki/I,_Robot suggests the insufficiency of a few simple rules. In my opinion, as dielectic devices, the book and the film-adaptations also necessitate understanding of own human conceptions of Hume's Moral Philosophy and http://en.wikipedia.org/wiki/Enlightened_self-interest .

W3C Technical Note published: "Publishing and Linking on the Web"

2013-05-05-15:03:09 * 2013-05-05-15:30:10 #semanticweb ^
:::turtle
_article sioc:topic <https://en.wikipedia.org/wiki/Semantic_web>
_article sioc:topic <https://en.wikipedia.org/wiki/Linked_data>
_article sioc:topic <https://en.wikipedia.org/wiki/Academic_publishing>

... Bump, Like, +1

Big-O Cheat Sheet

2013-05-05-14:58:41 #programming ^

This is an awesome reference for Big-O complexity classes; thanks! I wasn't able to find an ontology for describing algorithmic complexity, but it would be great if there were structured attributes (e.g. in Wikipedia infoboxes or in library docstrings) for the data in these complex tables.

Debian 7.0 "Wheezy" released

2013-05-05-06:09:25 * 2013-05-05-14:07:50 #linux ^

[EDIT] If you are looking for which version of a particular package is included in the Debian Wheezy package repositories, there is an RDF API that will return a package description in Turtle or RDF:

For example:

Seeking advice for introducing iPython in high school setting.

2013-05-03-17:20:35 * 2013-10-11-14:45:58 #IPython ^

[EDIT]

STEM

/r/Python Resources

Edutech Standards

https://en.wikipedia.org/wiki/Tin_Can_API

http://en.wikipedia.org/wiki/Schema.org

http://en.wikipedia.org/wiki/Learning_Resource_Metadata_Initiative

/r/IPython Resources

Hosting IPython shells

Organizations

Keeping up-to date with IPython

2013-05-02-18:43:12 #IPython ^

http://ipython.org/ipython-doc/stable/install/install.html#installing-the-development-version

Or, assuming that you have already installed the required dependencies, just:

pip install -e git+https://github.com/ipython/ipython#egg=IPython

Anaconda and IPython

2013-05-02-18:35:05 #learnpython ^

From http://ipython.org/ipython-doc/stable/interactive/tutorial.html#introducing-ipython :

If you’ve never used Python before, you might want to look at the official tutorial or an alternative, Dive into Python.

Help?

2013-05-02-01:06:09 #learnpython ^
answers = {
    'yes': 'I had a feeling you were a fun person.',
    'no': "I didn't picture you as the boring type." }
yesNo = input().strip().lower()
response = answers.get(yesNo, None)
if response:
    time.sleep(.5)
    print(response)

Anaconda and IPython

2013-05-02-00:52:56 #learnpython ^

IPython

Anaconda

From http://docs.continuum.io/anaconda/ :

Anaconda is a free collection of powerful packages for Python that enables large-scale data management, analysis, and visualization for Business Intelligence, Scientific Analysis, Engineering, Machine Learning, and more.

Deploying Desktop Apps and Keeping Them Updated

2013-05-02-00:43:13 #learnpython ^

I haven't had a chance to implement this, but it looks pretty cool: https://github.com/cloudmatrix/esky

isympy for symbolic math: imports SymPy and initializes some typical symbols in an ipython console

2013-05-01-14:38:39 #IPython ^

From https://github.com/sympy/sympy/blob/sympy-0.7.2/sympy/interactive/session.py#L5 :

from __future__ import division
from sympy import *
x, y, z, t = symbols('x y z t')
k, m, n = symbols('k m n', integer=True)
f, g, h = symbols('f g h', cls=Function)

Question on making an IPython Notebook server persistent

2013-05-01-14:27:17 * 2013-05-01-13:33:32 #IPython ^

IPython Notebook Configuration

IPython and IPython notebook are designed to execute arbitrary Python code. This includes os.system and subprocess. IPython notebook grants unrestricted access to the host system as the user running the process: anything that can be run from a shell can be done from an IPython notebook.

ipython notebook --help-all | less

Message authentication

ipython notebook --secure
ipython notebook --ident=<UUID>

HTTPS/SSL

a. Configure IPython notebook with SSL

ipython notebook --certfile

b. Put IPython notebook behind a reverse proxy with SSL support

Notebook Password

http://ipython.org/ipython-doc/rel-0.13.1/interactive/htmlnotebook.html#security

MathJax Local Installation

http://ipython.org/ipython-doc/dev/install/install.html#mathjax :

from IPython.external.mathjax import install_mathjax
install_mathjax()

Process Supervision

GNU screen is awesome, but it doesn't do process supervision : if a process running in screen (or sysvinit) halts or hangs it will not be restarted automatically.

Here are a number of http://en.wikipedia.org/wiki/Process_supervision utilities that will manage background processes and pipe stdout and stderr to log files:

Looking for database library

2013-04-30-17:54:08 #Python ^

If I could reformulate your question with similar terms, it sounds like you are searching for an efficient method for repeating 'river' events to clients over WebSockets in real-time. I'm sure you're aware of the complexity and overhead required to match, route, and forward patterns on every insert, update, and delete.

I don't know much about Postgres or PL/Python.

Every application is different. Obviously the client-side ORM events in SQLAlchemy only work for statements executed with ORM mapped classes (e.g. declarative base). If you decide to store database logic in triggers across a database cluster, synchronizing and debugging on-disk functions and in-database trigger functions can get messy.

With MapReduce (e.g. BigTable, CouchDB, MongoDB, Disco), map functions that emit values to be indexed and/or aggregated by reduce functions are similar to insert-time trigger functions (on_insert, on_update, on_delete), except there is a more well-defined order of execution. MapReduce maps nicely to synchronous and parallel/asynchronous implementations of map (e.g. itertools.imap, eventlet.imap, gevent.imap), which makes scaling and testing simpler.

Vertex Messaging may be closer to what you are looking for.

The http://wiki.python.org/moin/TimeComplexity of the chosen solution is a primary determinant of 'cost' and competitive advantage.

What concepts would a Python dev benefit from in learning Java?

2013-04-23-02:23:41 #Python ^

Python is a multi-paradigm language introduced in 1991. In terms of variable scoping as compared to Java, Python class attributes that begin with __ are mangled. Many of us are adults here.

Java is an OOP language introduced in 1995. With a lot of marketing and a claim of complete platform portability.

Scala is really cool too.

{ Why would I need a different syntax to recognize the value of designing applications with appropriate levels of abstraction; like interfaces, and queuing state persistence into transactions? }

Zope 2 implements wasteful OOP patterns that promised ultimate flexibility but, unfortunately, delivered needless complexity.

What is Zope 2 doing now? Modularizing code cliques into packaged eggs with dependency trees to decrease the length of the feedback loop between coding and testing (making things faster by simplification).

There are many applications large and small -- enterprisey and elegant -- that are developed, hosted, and scaled in Java and Python.

Discussion: Massively parallell CMS?

2013-04-17-20:12:31 #Python ^

A content management system web portal displays types of content (content types) in portlets.

The Java standards for portlets are JSR-168 and JSR-268.

Plone has portlets

There are many Django CMS systems (e.g. ArmstrongCMS has wells, django-stories has stories)

Caches backed by RAM and SSDs can be implemented for both client and server.

A. Client/Frontend: AJAX ((Parallel) Asynchronous Javascript), HTTP pipelining

B. Server/Backend: REST URL naming, HTTP Caching, HTTP Load Balancing

** What part of this resource named with a URL actually changes on invocation? **

C. Lower-level Caching

"There are only two hard problems in Computer Science: cache invalidation and naming things." -- Phil Karlton

Discussion: Massively parallell CMS?

2013-04-17-02:30:28 * 2013-04-17-01:37:28 #Python ^

Many of the features (e.g. revision control) described in JSR-170 [1] dramatically increase the complexity of building a "massively parallel CMS" .

Asynchronous Python implementations of CMIS [2][3][4] clients and servers would be great.

AFAIK, Kotti is faster than Plone. There are many efficient extensions for Plone.

If by massively parallel you mean "faster search", ElasticSearch scales and is REST-based.

W3C: Working Drafts of RDF 1.1 Semantics and TriG, N-Triples and N-Quads published as Notes

2013-04-11-17:42:20 #semanticweb ^

TriG is an extension of Turtle ([TURTLE-TR]), extended to support representing a complete RDF Dataset.

TriG (.trig) = Turtle (.ttl) + Named Graphs

http://www.w3.org/TR/trig/

How are python apps deployed to production especially those that are developed in a virtualenv? What are the best practices?

2013-04-08-18:01:01 * 2013-05-23-12:49:54 #Python ^

It can. After running test suite(s), a build script (e.g. tox and/or buildout) can produce 'build artifacts' which can be

  • eggs
  • bundles
  • wheels
  • OS packages like DEB and RPM
  • archives of platform-specific virtualenvs

A configuration management script/system can be then be updated to pull the latest version from a package archive/repository. In some environments, it is safer to pin specific versions than to always pull the latest version. A manual package signing step can help with this.

Fabric is useful for automating scp/rsync push deployments and application configuration (e.g. rm *.pyc). There is a context manager for sudo in fabric.

  1. Build
  2. Test
  3. Review
  4. Sign
  5. Deploy: push or pull
  6. Test

compoze "provides a set of tools for managing private / project-specific package indexes."

Hey Gevent users: When is Gevent going to be Python 3 compatible?

2013-04-08-01:34:23 #Python ^
pip install -e git+https://github.com/surfly/gevent.git#egg=gevent

http://www.pip-installer.org/en/latest/usage.html#pip-install (example #5)

Is Python the right language to create distributed computing?

2013-04-06-16:54:45 #Python ^

Interestingly, the systems supporting http://edx.org are written in Python and in the process of open sourcing.

https://github.com/edx

Is Python the right language to create distributed computing?

2013-04-06-16:46:28 * 2013-04-06-16:58:08 #Python ^

Is Python a good language for distributed, grid, big data computing?

Python is useful for

  • provisioning distributed resources [1]
  • supporting distributed computing clouds [2][3]
  • performing high performance data analysis [4]

[1] http://en.wikipedia.org/wiki/Comparison_of_open_source_configuration_management_software

[2] http://libcloud.apache.org/docs/

[3] http://docs.openstack.org

[4] http://pyvideo.org/search?q= { distributed, high+performance, numpy, scipy, pandas, blaze, big data }

Python-based health care exchange

2013-03-27-20:12:45 #Python ^

It sounds like you want community review and faceted, sortable search; with cost algorithms.

It would be great if I could go to [1] and/or [2] and/or [3] and/or [4] and determine a schema and/or a criteria for choosing a good plan.

I believe [6][7][8] describe current efforts towards putting in place health state marketplaces.

In terms of creating standards for sharing market offerings, the microformat and ontology standards in [9][10][11][12] may cover most use cases.

I was unable to locate an RDF ontology for describing the US market for healthcare services. Such an ontology might reference schema terms from [9][10][11][12].

How do providers update offerings and accepted plan agreements?

Is there a web-form with some sort of authentication and authorization?

Could it be as simple as extracting and aggregating offerings described in microdata from an offerings page?

Could it be as simple as updating structured data files in a github repository with a change log and a commit-hook?

Health Care Exchange Application

Features

  • Faceted Search
  • Location-based Search
  • Unstructured Community Review
  • Structured Community Review
  • Provider/Plan Network Graph

Models

Is there an example dataset in JSON, XML, CSV, RDF, or SQL?

Controllers

  • Providers can update provider information
  • Patients can search for providers and offerings
  • Patients can post ratings and reviews
  • Patients can report updated offering information
  • REST API + oAUTH2

Routes

/search
/plans/<plan-provider>/<plan-name>
/providers/<provider-id>

Views

Create, Read, Update, Delete + Authorizations

  • Provider
  • Offering/Plan

Search

  • Provider
  • Offering

List / Search Result

  • Provider
  • Offering

Faceted Search

Community Review

Feedback

Who would moderate Q&A (and update the FAQ wiki) when an answer to a question cannot be found by searching [1][2][3][4][5][6][7][8]?

Python-based health care exchange

2013-03-27-18:42:37 #Python ^

Could we make a contest out of this?

Open ended question about iPython and its usage

2013-03-19-01:56:48 * 2013-03-19-01:12:31 #Python ^

In IPython:

%logstart -o log_input_and_output_to_here.py
%edit? # (`q` to close)
%ed?
%edit -p
%ed -p
?

%edit -p will launch $EDITOR and execute the entered code on editor exit. Re-running %edit -p will re-open the same block of code.

Open ended question about iPython and its usage

2013-03-19-01:47:49 * 2013-03-19-01:09:30 #Python ^

Two separate things: tools and process. IPython is a great tool.

It sounds like your current process is a loop:

  • code
  • manually test
  • repeat

Test driven development is all about automating testing (writing 'tests' first). Tests make assertions about inputs and outputs.

A TDD feedback loop looks more like:

  • define domain and range (input and output) [problem statement / use case / user story]
  • code test
  • run test (fail)
  • code unit
  • run test (pass OR repeat)

A unit test tests an individual unit of source code:

https://github.com/flavioamieiro/nose-ipdb can assist you with http://en.wikipedia.org/wiki/Test-driven_development . nose-ipdb is an extension for https://nose.readthedocs.org/en/latest/ which launches IPython as a debugger ( https://pypi.python.org/pypi/ipdb )

From IPython:

%run nosetests --ipdb
!nosetests --ipdb

Python.org Redesign Preview

2013-03-18-16:41:29 #Python ^

Thanks. ~greatest common factor vs browser preferences.

Clean ggplot-style graphics for matplotlib using HUSL

2013-03-18-09:59:23 #Python ^

Awesome, thanks!

Python.org Redesign Preview

2013-03-18-09:45:44 * 2013-03-18-08:51:11 #Python ^

The linked page lists font coverage stats by operating system; enabling design of more widely appropriate CSS monospace font style rules.

The use of Courier indicates a Mac-centric design. Is there a reason for not just specifying monospace to respect local preferences?

EDIT: http://www.w3.org/TR/CSS2/fonts.html#generic-font-families :

Generic font families are a fallback mechanism, a means of preserving some of the style sheet author's intent in the worst case when none of the specified fonts can be selected. For optimum typographic control, particular named fonts should be used in style sheets.

All five generic font families are defined to exist in all CSS implementations (they need not necessarily map to five distinct actual fonts). User agents should provide reasonable default choices for the generic font families, which express the characteristics of each family as well as possible within the limits allowed by the underlying technology.

User agents are encouraged to allow users to select alternative choices for the generic fonts.

Python.org Redesign Preview

2013-03-17-16:47:44 #Python ^

Looks great!

Setuptools-Distribute merge announcement

2013-03-15-19:21:13 #Python ^

Most of the time, it is better to limit the importable modules to only the set necessary for an app's particular function. A shorter sys.path is faster and less likely to cause problems. This requires extra work for sysadmins attempting to keep their packages updated.

Beginning Python User Looking for some help

2013-03-15-18:50:26 #Python ^

Testing is core.

How would one know that the user always wins?

Heavy drinkers can quickly convert alcohol to acetate, which can be harnessed for more brain energy.

2013-03-13-16:26:01 * 2013-03-13-19:20:43 #science ^

From http://en.wikipedia.org/wiki/Acetate#Acetate_in_biology

it has been proposed that acetate resulting from oxidation of ethanol is a major factor in causing hangovers

... ?

Escaping a Python sandbox

2013-03-10-16:41:25 #Python ^

I read the blog post. Impressive demonstration of exposed Python internals. Fun-looking CTF.

The Python documentation does not claim that eval (with a limited set of locals and builtins to optimize lookups) is a sandbox.

http://docs.python.org/2/library/functions.html#eval is not a http://en.wikipedia.org/wiki/Sandbox_(computer_security)

Chroot is not a sandbox.

Escaping a Python sandbox

2013-03-10-15:30:15 #Python ^

...

ast.literal_eval(node_or_string)
    Safely evaluate an expression node or a string containing a Python expression. The string or node provided may only consist of the following Python literal structures: strings, numbers, tuples, lists, dicts, booleans, and None.

    This can be used for safely evaluating strings containing Python expressions from untrusted sources without the need to parse the values oneself

(upvoted)

What's the one code snippet/python trick/etc did you wish you knew when you learned python?

2013-03-05-19:54:15 #Python ^
from __future__ import print_function # < python 3
print(*objects, sep=' ', end='\n', file=sys.stdout)

import pprint
pprint.pprint(object, stream=None, indent=1, width=80, depth=None) 

What's the one code snippet/python trick/etc did you wish you knew when you learned python?

2013-03-05-20:43:55 * 2013-03-13-20:15:58 #Python ^
_ = 'racecar'
assert _ == _[::-1]

What's the one code snippet/python trick/etc did you wish you knew when you learned python?

2013-03-05-19:38:05 #Python ^

I guess it depends on the choice of patterns. Decorators are useful for http://en.wikipedia.org/wiki/Aspect-oriented_programming

There are also times where it can be alot easier to decorate (or instrument) a class/function/method for debugging or tracing than to step through or set_trace and muck around.

http://wiki.python.org/moin/PythonDecoratorLibrary

What's the one code snippet/python trick/etc did you wish you knew when you learned python?

2013-03-05-19:29:58 * 2013-03-08-16:19:55 #Python ^
  • memory usage
  • startup time
  • CLI support
  • %timeit
  • ipdb

What's the one code snippet/python trick/etc did you wish you knew when you learned python?

2013-03-05-19:24:13 #Python ^

+1. with python < {3, 2.7}, it is generally faster to instantiate a tuple than a list.

not:

set([1,2,3,4])

but:

set((1,2,3,4))

Is there an execution ontology in Semantic Web with something sort of "mailto:" like actions, so that a generic software agent/classifier can perform actions?

2013-02-26-12:28:08 #semanticweb ^

it seems like you are asking about best practices for indicating that a particular URI is actionable?

on_<condition> -> POST(url, data) -> request_handler(url, data) -> { feed fridge, clean fridge, recreate diet }

Why I don't feel so bad (Brian Curtin about Python docs)

2013-02-21-17:00:38 * 2013-03-12-19:22:21 #Python ^

For reference:

With Sphinx and ReStructuredText it is possible to inline info field lists in function, class, module, and method docstrings.

def ex(a, b):
    """
    example function

    :param a: first value
    :type a: int
    :param b: second value
    :type b: [str] | iterable of strs
    :rtype: str
    """

EDIT: http://google-styleguide.googlecode.com/svn/trunk/pyguide.html?showone=Comments#Comments

Sphinx.ext.autodoc can then generate Sphinx documentation sets from docstrings that can be included into whatever document hierarchy suits your purpose.

It can be noisy when reading/tracing through code and file-level commit logs, though, so it is also possible (maybe even advisable?) to maintain a separate .rst (or .txt, if you enjoy setting editor syntax manually) file with a /-ified namespace as the referenced code. The parallel documentation page can then just include the docstring signature amidst narrative documentation and relevant up-to-date usage examples.

IMHO the Pyramid docs are a good example of maximizing the utility of Sphinx:

When there is a canonical function/module/class/method block to link to, relative intra-project (:py: domain) links look like:

:py:module::`itertools`
:py:function::`itertools.cycle`
:py:class::`csv.DictWriter`
:py:method::`csv.DictWriter.writerow`

I can't remember exactly what happens when a docstring is manually included more than once or not at all.

Intersphinx mappings function alot like URL curie macros. The intersphinx mapping prefix is substituted for a base URL at compile time, which is nice:

:ref:`itertools <python:itertools>`

Sphinx documentation sets do not require internet access: they can be built from source and served locally or generated into interlinked PDF. And/or ePub.

Open Source Documentation Hosting

The Python documentation is bad, and you should feel bad.

2013-02-20-05:00:36 #Python ^

I was considering writing additional documentation.

I am astounded at the lack of additional documentation produced by this thread. You all should be ashamed of yourselves.

Um, admittedly, I have been working in Python for a number of years, so it is a bit difficult to view things from a newcomer's perspective. Everyone learns differently.

There are different approaches to coping with perceived inadequacies in free online resources.

There are some very generous people in the Python community (particularly in r/learnpython) who enjoy helping people. (They write books, which are awesome.) If you respectfully ask a specific question, with sample code, you will probably get an answer. You are more likely to get an answer (and help other people) if you link to where all you have searched for an answer before requesting others' time.

There are also people in the Python community who contribute documentation and code. Like you, these people are busy. They are not your guardians. They do not 'belong' to you. When they (a) see a need; or (b) are feeling generous, they tend to work on discrete tasks. You are more likely to earn respect and get what you're looking for if you contribute specific bug/defect/issue reports.

"Someone should do this for me, or learn me this, for free, because otherwise I'm going to spread negative vibes about it and insult your hard work" sets such a terrible example.

Reverse proxies are single points of failure. If you are trying to write a reverse proxy in Python but having trouble with the documentation for str.__len__, it would be more responsible to search pypi for an existing implementation of a "reverse proxy" or a "reverse HTTP proxy". Are you writing a tutorial that you would like to share?

There are people with more patience who may respond well to "someone should write a patch for something, because I am too busy".

Can we produce a list of specific parts of the documentation that could be improved?

The Python documentation is bad, and you should feel bad.

2013-02-19-04:17:47 #Python ^
  1. I read the title. I should not be positively reinforcing this behavior.

proposing to write additional documentation

We are all free to propose constructive documentation patches.

There may be an issue filed at http://bugs.python.org with a title like this post.

Python documentation is written in ReStructuredText.

Constructively, it would be great to have full argspecs for things in there.

searching for documentation

The search function for the sphinx-generated documentation is also open source. sphinx-haystack looks useful.

entitlement

How often does smearing "I didn't ask for this" community FUD get you results? Ask respectfully and/or donate.

Dependence, Co-dependence, Interdependence

Open question: I'm an undergrad math student with an interest in CS. What are some topics I should look into?

2013-02-18-19:59:12 * 2013-02-18-19:22:08 #compsci ^

+1. Most algorithms can be succinctly expressed in Python.

Also, SICP in Python would be great.

A function decorator that automatically creates instance variables from function arguments

2013-02-18-02:05:09 * 2013-02-18-02:09:16 #Python ^

Cool solution for instancifying kwargs.

Most SQL ORMs also have some sort of __init__ magic for instance variables.

These may also be useful for similar use cases:

What do "business guys" need from their "idea guys"?

2013-02-18-01:46:20 #Entrepreneur ^

Knowledge, creativity, problem solving...

(Gardner's theories are common elements of business psychology courses that focus on maximizing strengths.)

I think there are gradients of attributes for ideas guys:

  1. Needs to be the ideas guy
  2. This is our ideas guy
  3. Believes that, as ideas guy, the real value of operations is nullified
  4. Understands suffering and wants to ideate solutions
  5. Wields a separation between self and ideas (emotional/financial investment)
  6. Recognizes the value of communication as core to positive and negative feedback cycles

n. Please add to this list.

Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip

2013-02-04-05:01:00 #Python ^

https://github.com/pypa/pip/issues/425 (a year ago: "pip should not execute arbitrary code from the internet")

Warning: don't use pip in an untrusted network! – a practical man-in-the-middle attack on pip

2013-02-04-03:55:15 #Python ^

How easy/reasonable would it be to patch pip to utilize/depend on requests?

Fire exploding from manholes downtown due to sewer fire

2013-01-28-11:14:50 #Omaha ^

What time was this at?

Improving your Excel skills can definitely help in creating/managing your own personal budgets. I teach the University of Reddit course on Excel and hoped you might find the lessons/tutorials to be useful!

2013-01-27-16:21:06 * 2013-01-27-15:24:31 #personalfinance ^

Thanks!

Just found this paper with "Principles, Techniques and Practice of Spreadsheet Style" that may be useful in developing your course: http://arxiv.org/abs/1301.5878

One suggested strategy that may be particularly useful is "[drawing] a dependency graph". An automated method for extracting a dependency graph from a spreadsheet would be very helpful.

... http://en.wikipedia.org/wiki/Topological_sorting

I was told by a friend that learning Python for him would have been a worthless endeavor. How many employers want Python programmers? Is Python better as a stepping stone to more complicated languages?

2013-01-27-00:26:59 * 2013-01-27-00:38:56 #Python ^

How many employers want Python programmers?

Here are alot of Python jobs (I searched for "python jobs"):

Is Python better as a stepping stone to more complicated languages?

Is Python better than what?

  • Python is a good first language.
  • Python is a good second language.
  • Python interfaces with C, C++, R, Java, CLR, [...]
  • I would agree that C++ is a traditional language.
  • Python to Cython to C++ might be a good progression.

From the Zen of Python (import this):

Simple is better than complex.

Complex is better than complicated.

Grow as a Python Developer by reading other peoples code

2013-01-26-23:57:12 #Python ^

This is also a great answer to "How can I learn to write idiomatic Python?" : http://qr.ae/1eNah

Grow as a Python Developer by reading other peoples code

2013-01-26-23:52:37 #Python ^

I have learned by reading the CPython stdlib module sources. For example: pdb, inspect, pickle, and collections:

(CPython source is mirrored (many times over) with GitHub.)

IPython Notebook workshop report: one of the biggest barriers to adoption of IPython Notebook is installation issues

2013-01-25-15:50:07 * 2013-06-22-13:25:59 #Python ^

[EDIT]

This is the documentation for installing IPython (and IPython notebook):

I am not sure what the intended scope of this installation document is. Whoever champions this may want to ask how appropriate/helpful it would be to link to all of the techniques for installing IPython notebook.

Here are a few ways to install and maintain an IPython notebook installation:

Scientific (and OS) python distributions have advantages and disadvantages.

If you would prefer to roll your own, wheel may be useful.

These simple shell scripts work for me, but YMMV:

The preceding comment is in the public domain (CC0).

Improving your Excel skills can definitely help in creating/managing your own personal budgets. I teach the University of Reddit course on Excel and hoped you might find the lessons/tutorials to be useful!

2013-01-23-17:04:35 #personalfinance ^

Interesting! Great course!

Ideas for new lessons or topics not already included in the lesson plan.

As a web developer, here are some further questions that may be of use to you:

  • What are some best practices regarding QA/QX and spreadsheets?
  • How should I write procedural assertions (or tests) for my creations?
  • What are some good ways for reviewing a spreadsheet?
  • How should I demonstrate repeatable, step-by-step data science / data analysis procedures?
  • How should I share my creations with developers, so that they can locate relevant lists and formulas?
  • How should I document where and when data came from? How was it collected? (data provenance)
  • How do I get the data out?
  • How should I parametrize ODBC queries?
  • What is LINQ?
  • What is a checksum?

And also:

  • What are some cool spreadsheet games?

Library of Congress report: Bibliographic Framework as a Web of Data [PDF]

2013-01-23-16:21:17 #semanticweb ^

Beautiful PDF!

Is there a web ( HTML ) version of this? I would like to:

  • Open this document in my browser
  • Link to specific sections (with #anchor tags)
  • Adjust a local font size
  • Utilize a screen reader
  • Extract structured semantic data regarding this document's contents (RDFa, Schema.org)

Example of extracting RDFa from Worldcat

2013-01-23-15:15:03 #semanticweb ^

"OCLC provides downloadable linked data file for the 1 million most widely held works in WorldCat"

http://www.oclc.org/news/releases/2012/201252.htm

Why do Americans assume they're more 'free' than every other first world country?

2013-01-23-14:49:45 #AskReddit ^

How do, um, we, as Americans, rationalize our inferiority complex by needing attention gained by negatively portraying others? We sponsor media events that enable scapegoats to take control of their lives and learn to love one another.

Because that's who we are, and that's what we do.

Instructions for working with multiple versions of Python as well as multiple environments.

2013-01-22-18:09:48 #Python ^

Are you offering to donate resources to this project?

Instructions for working with multiple versions of Python as well as multiple environments.

2013-01-22-18:04:27 #Python ^

Why doesn't %PROGRAMFILES% default to C:/usr/lib ?

Why is it netstat -h and not netstat /?

Help a .NET developer understand: Why Python? Use cases?

2012-11-06-03:43:56 #Python ^

From http://www.python.org/about/apps/ :

  • Web and Internet Development
  • Database Access
  • Desktop GUIs
  • Scientific and Numeric
  • Education
  • Network Programming
  • Software Development
  • Game and 3D Graphics

Help a .NET developer understand: Why Python? Use cases?

2012-11-06-03:34:31 * 2012-11-06-02:38:56 #Python ^

From http://scipy.org/Topical_Software :

  • Astronomy
  • Artificial intelligence & machine learning
  • Bayesian Statistics
  • Biology (including Neuroscience)
  • Dynamical systems
  • Economics and Econometrics
  • Electromagnetics and Electrical Engineering
  • Geosciences
  • Molecular modeling
  • Signal processing
  • Symbolic math, number theory, etc.

How do I match records which have a certain entry IN their rdfs:label attribute?

2012-10-30-07:33:58 * 2012-10-30-06:43:43 #semanticweb ^

In dpbedia, rdfs:labels aren't simply strings, they're more like lists.

From http://www.w3.org/TR/rdf-schema/#ch_label :

The rdfs:domain of rdfs:label is rdfs:Resource. The rdfs:range of rdfs:label is rdfs:Literal.

rdfs:labels should be rdfs:Literals, which are regexable. There may be multiple instances of rdfs:label for a particular rdfs:Resource (such as http://dbpedia.org/page/D_(programming_language)). Each instance may be for a different verbal language (like @en for english).

How do I filter for records that have a certain entry IN the rdfs:label?

The following query is adapted from your similar question "How do I consistently query DBPedia for programming languages by name" http://www.reddit.com/r/semanticweb/comments/1257bm/how_do_i_consistently_query_dbpedia_for/c6sapxt :

PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX dbpedia-owl: <http://dbpedia.org/ontology/>
SELECT ?pl {
    ?pl rdf:type dbpedia-owl:ProgrammingLanguage .
    ?pl rdf:label ?label .
    FILTER regex(?label, "D_(programming_language)")
}

SPARQL REGEX is basically XPath REGEX.

The documentation for SPARQL 1.1 REGEX is at http://www.w3.org/TR/sparql11-query/#func-regex

The documentation for XPath REGEX is at http://www.w3.org/TR/xpath-functions/#regex-syntax

DBpedia SPARQL is served by OpenLink Virtuoso. OpenLink Virtuoso also supports additional query constructs like bif:contains for filtering queries with predicates: http://docs.openlinksw.com/virtuoso/rdfsparql.html#rdfpredicatessparql

You might try http://answers.semanticweb.com/search/?q=label+regex

Linked Data Platform 1.0 Draft Published

2012-10-30-05:17:49 #semanticweb ^

Re: ISSUE-10: Guidance around ETags

  1. How should a resource (rdf:Bag) be ordered before adding an ETag? [2]

    This encourages me to be more careful about mapping between resources and objects.

  2. I am getting 404s on the following links due to trailing parentheses.

    This issue may also include the comments made about the use of ETags by Leigh Dodds (http://lists.w3.org/Archives/Public/public-ldp-wg/2012Jun/0013.html) and Steve Speicher (http://lists.w3.org/Archives/Public/public-ldp-wg/2012Jul/0006.html) which led to the need of "crafting the right set of guidance around ETags".

[1] http://www.w3.org/2012/ldp/track/issues/10

[2] https://en.wikipedia.org/wiki/HTTP_ETag

How could learning Python help me excel at my workplace?

2012-10-26-20:09:50 #Python ^
  • Python(X,Y) bundles many of these libraries together. [1]
  • The scipy-lectures describe how these libraries work together. [2]
  1. http://code.google.com/p/pythonxy/wiki/StandardPlugins#Plugins
  2. http://scipy-lectures.github.com/

How could learning Python help me excel at my workplace?

2012-10-26-20:01:02 #Python ^
  • Review an entire worksheet without clicking on every data/code cell to see how numbers are being computed
  • Work with standard science, engineering, and mathematical analysis software packages
  • Develop and run tests for process and data consistency

How do I consistently query dbpedia for programming languages by name?

2012-10-26-19:12:39 #semanticweb ^
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX dbpedia-owl: <http://dbpedia.org/ontology/>
SELECT ?pl {
    ?pl rdf:type dbpedia-owl:ProgrammingLanguage .
    ?pl rdf:label ?label .
    FILTER regex(?label, "C++", "i")
}

How do I consistently query dbpedia for programming languages by name?

2012-10-26-18:47:27 * 2012-10-26-18:09:26 #semanticweb ^
  • Freetext SPARQL search queries

Here's this from the RDF Query Specification about adding Term Constraints [1] to various Query Forms [2]:

PREFIX  dc:  <http://purl.org/dc/elements/1.1/>
SELECT  ?title
WHERE   { ?x dc:title ?title
    FILTER regex(?title, "web", "i" ) 
}

[EDIT]

  • Terminological disambiguation / entity recognition: With what confidence can it be determined that "C++" refers to the "C++" entity in a particular named graph? [3]
  • Identifying ontology label attributes: Is it rdfs:label? Is myonto:label a rdfs:label?
  • Where are the owl:sameAs the owl:equivalentProperty and owl:equivalentClass mappings? [4]
  • When does OWL DL / OWL RL reasoning happen in the query process?
  • How should we structure linked data for freetext querying? [5]
  • Specifically, how can I link between dbpedia and ___? [6]
  1. http://www.w3.org/TR/rdf-sparql-query/#termConstraint
  2. http://www.w3.org/TR/rdf-sparql-query/#QueryForms
  3. http://answers.semanticweb.com/questions/12290/how-to-assign-owlsameasowlequivalentcalss-property-among-linked-data-objects
  4. http://stackoverflow.com/questions/7073229/can-we-use-owlsameas-between-two-predicates
  5. http://answers.semanticweb.com/questions/8676/do-you-use-full-text-search-with-sparql-if-so-how-and-why
  6. http://answers.semanticweb.com/questions/17044/how-to-find-the-freebase-resource-similar-to-dbpedia-resource-using-owlsameas-prperty

Compiling Python Code

2012-10-19-06:41:11 #Python ^
python -m py_compile <filename>

Condent: I got tired enough of manually indenting my containers and frustrated enough at not getting other stuff to work just right

2012-10-17-20:09:03 #Python ^

Cool. I am not a fan of modelines; or trying to determine how to reformat code to fit within http://www.python.org/dev/peps/pep-0008/#maximum-line-length

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character lines; plus, limiting windows to 80 characters makes it possible to have several windows side-by-side. The default wrapping on such devices disrupts the visual structure of the code, making it more difficult to understand. Therefore, please limit all lines to a maximum of 79 characters. For flowing long blocks of text (docstrings or comments), limiting the length to 72 characters is recommended.

The preferred way of wrapping long lines is by using Python's implied line continuation inside parentheses, brackets and braces. Long lines can be broken over multiple lines by wrapping expressions in parentheses. These should be used in preference to using a backslash for line continuation. Make sure to indent the continued line appropriately. The preferred place to break around a binary operator is after the operator, not before it. Some examples:

class Rectangle(Blob):

    def __init__(self, width, height,
                color='black', emphasis=None, highlight=0):
        if (width == 0 and height == 0 and
            color == 'red' and emphasis == 'strong' or
            highlight > 100):
            raise ValueError("sorry, you lose")
        if width == 0 and height == 0 and (color == 'red' or
                                        emphasis is None):
            raise ValueError("I don't think so -- values are %s, %s" %
                            (width, height))
        Blob.__init__(self, width, height,
                    color, emphasis, highlight)

I have considered adding a PEP8 commit hook.

https://github.com/jcrocholl/pep8 is great.

Condent: I got tired enough of manually indenting my containers and frustrated enough at not getting other stuff to work just right

2012-10-17-16:10:13 #Python ^

It is wholly up to you, but http://stackoverflow.com/questions/120926/why-does-python-pep-8-strongly-recommend-spaces-over-tabs-for-indentation .

From http://www.python.org/dev/peps/pep-0008/#tabs-or-spaces :

Never mix tabs and spaces.

The most popular way of indenting Python is with spaces only. The second-most popular way is with tabs only. Code indented with a mixture of tabs and spaces should be converted to using spaces exclusively. When invoking the Python command line interpreter with the -t option, it issues warnings about code that illegally mixes tabs and spaces. When using -tt these warnings become errors. These options are highly recommended!

For new projects, spaces-only are strongly recommended over tabs. Most editors have features that make this easy to do.

How would I query dbpedia for a list of programming languages?

2012-10-17-02:28:14 * 2012-10-17-01:50:06 #semanticweb ^

The section entitled "Making Basic Queries" (#basicpatterns) describes how to formulate basic graph patterns. The answers.semanticweb.com question and accepted answer #4068 link to a good SPARQL By Example tutorial.

In terms of actually writing your query, it appears that you have already answered your question with http://www.reddit.com/r/semanticweb/comments/11kcl5/how_would_i_query_dbpedia_for_a_list_of/c6n7q1z , though your question specifically asks for 100 programming languages, so the correct LIMIT clause to list 100 programming languages would be "LIMIT 100".

PREFIX dbpedia: <http://dbpedia.org/ontology/>
SELECT DISTINCT ?language {
    ?language rdf:type dbpedia:ProgrammingLanguage
} LIMIT 100

What's a good method of creating C++ structs/structures in Python?

2012-07-01-23:42:10 * 2013-05-15-00:13:01 #Python ^

Thrift (https://thrift.apache.org/) and Protocol Buffers (https://code.google.com/p/protobuf/) are both useful for fast cross-language data serialization. Both Thrift and Protocol Buffers define data structures in a language-independent format.

[EDIT]

https://github.com/Cue/fast-python-pb

are the same thing a web application and a CMS ?

2012-04-24-08:57:16 * 1969-12-31-18:00:01 #Python ^

are the same thing a web application and a CMS ?

2012-04-24-08:03:01 #Python ^
  • a framework is a library or set of libraries that work together
  • you can build an application from the components of a framework
  • you can build a web application from the components of a web framework
  • a content management system is an application
    • for managing different types of media content: text, photos, videos, ___
    • it may have metadata (who, what, when)
    • and workflow (for example: draft, review, published)
  • a website may be either
    • static: (modifiable only through source code) ["static site generator"]
    • dynamic: (modifiable through an interface)
    • or a combination of both
  • generally, a static website utilizes less resources than a web application
    • caching content fragments can reduce resource burdens, but adds complexity
  • a search engine is an application that indexes content
  • if you need cms-like functionality, the easier thing to do may be to add functionality to an existing cms with search functionality
  • traditionally, a "web framework" executes on the server side (backend) while a javascript framework executes in the browser (frontend)
  • server-side javascript blurs this distinction.
  • one of the simplest applications to build while learning a framework is a content management system
  • todo-list applications are also great learning projects
  • https://github.com/addyosmani/todomvc
  • https://github.com/seedifferently/the-great-web-framework-shootout

  • http://en.wikipedia.org/wiki/Model%E2%80%93view%E2%80%93controller is one popular http://en.wikipedia.org/wiki/Architectural_pattern_%28computer_science%29 for applications

submissions

created title subreddit n-chars score
2015-01-15-18:19:05 jeffknupp/sandman - ENH: Linked Data Platform API (RDF (Turtle), JSON-LD) semanticweb 1
2015-01-07-09:55:43 Software Carpentry: Using the IPython Notebook as a Teaching Tool IPython 7
2014-12-27-18:30:52 How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP? semanticweb 200 0
2014-12-20-03:59:35 Open-world assumption semanticweb 2
2014-12-13-10:09:29 Patterns for expressing plural labels? semanticweb 1
2014-12-12-08:11:35 Examples of SPARQL 1.1 Federated Query mashups? semanticweb 166 2
2014-12-12-01:18:19 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? (x-post from /r/artificial) semanticweb 2
2014-12-12-01:17:56 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? (x-post from /r/artificial) opencog 1
2014-12-12-01:02:45 Would there be advantages to an RDF / OWL schema for OpenCog Atoms and Truth Values? artificial 1
2014-12-11-01:48:54 Semantic Web tools usable from, or with, Python #linkeddata Python 2
2014-12-05-21:23:22 What headings and files would you add to a reproducible IPython notebook project template (e.g. with cookiecutter)? IPython 6
2014-11-22-12:34:51 awesome-machine-learning#python pystats 4
2014-11-22-12:03:37 RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index? semanticweb 1671 5
2014-11-22-01:59:15 Is there an awesome-semanticweb or an awesome-linkeddata or an awesome-linked-data? semanticweb 5
2014-11-08-01:47:24 What is this called? cummean? pystats 2
2014-11-01-00:55:43 My Keybase proof [reddit:westurner = keybase:westurner] (CVZoWwU3XeytrNQKhM1zTuffVXdOKSqlT5ztbUaRAx4) KeybaseProofs 2599 1
2014-10-31-07:53:25 Bugwarrior — a command line utility for updating your local taskwarrior database from your forge issue trackers Python 4
2014-10-30-00:42:22 Official jupyter Docker hub repos: demo, nature-demo, tmpnb, jupyterhub, single user, configurable-http-proxy, nbcache, nbindex, colaboratory IPython 8
2014-10-30-07:38:07 Official IPython Docker hub repos: ipython, scipyserver, scipystack, notebook, nbviewer IPython 13
2014-10-28-07:20:32 Glossary of systems theory (Wikipedia) SystemsTheory 3
2014-10-24-04:15:40 More like: "cereal entrepreneur" dadjokes 0
2014-10-23-01:40:22 QUDT - Quantities, Units, Dimensions and Types (dtype:, dimension:, quantity:, qudt:, vaem:, voag:) semanticweb 0
2014-10-22-18:51:54 The RDF Data Cube Vocabulary (qb: http://purl.org/linked-data/cube#) semanticweb 1
2014-10-22-14:48:30 CSV on the Web Working Group: CSV2RDF, CSV2JSON, csvw: www.w3.org/ns/csvw# semanticweb 2
2014-10-16-04:05:17 Is there confirmation bias in starting with e.g. simple regression analysis? Which factors did we know we were capturing? askscience 1
2014-10-15-21:00:26 hynek/structlog - structured key/value logging to stdout, logging, JSON Python 9
2014-10-14-01:33:00 pyramid_sacrud — SQLAlchemy Jinja2 CRUD (like django.contrib.admin) Pyramid 3
2014-09-30-03:44:12 TIL we all live in the Laniakea Supercluster todayilearned 3
2014-09-13-17:17:57 Comparison of RDFJS libraries - W3C RDF JavaScript Libraries Community Group semanticweb 3
2014-09-12-01:01:30 from IPython.external import mathjax; mathjax.install_mathjax() IPython 2
2014-09-06-11:55:59 Reading: Thinking in Systems: A Primer by Donella Meadows SystemsTheory 1
2014-09-06-11:45:03 Reading: General Systemantics (The Systems Bible) by John Gall SystemsTheory 1
2014-09-05-14:05:51 datasciencemasters/go - The Open Source Data Science Masters datascience 3
2014-09-04-16:34:49 TIL "A burn down chart is a graphical representation of work left to do versus time." agile 1
2014-09-01-17:01:39 TIL about neural networks with sklearn-theano/sklearn-theano pystats 4
2014-08-13-09:56:17 Is it possible to produce graphene out of air? graphene 3
2014-08-05-07:07:25 TIL "Critical Thinking" is a skill for which there are procedures todayilearned 0
2014-06-29-01:12:54 kahun/awesome-sysadmin - A curated list of amazingly awesome open source sysadmin resources devops 22
2014-06-27-19:58:37 W3C PROV Model Primer (provenance interchange on the Web) semanticweb 5
2014-06-21-21:57:48 What is the difference between data mining, statistics, machine learning and AI? statistics 1
2014-06-15-02:25:16 Opportunities for integration with Open Annotation Data Model (W3C Community Draft) medicalprogramming 2
2014-06-14-01:21:20 UMLS and the new OpenFDA APIs? medicalprogramming 529 1
2014-06-12-02:44:22 TIL that Grit is suggested as a sixth personality trait todayilearned 0
2014-06-11-00:30:33 Nebraska legislative panel seeks defined 'vision' for education system (survey link) Omaha 4
2014-06-09-23:52:33 How are Nebraska curriculum standards different from Common Core? Omaha 344 12
2014-06-09-21:38:24 Why should Nebraska share online courses as MOOCs? (x-post from /r/Nebraska) Omaha 9
2014-06-09-21:28:15 Why should Nebraska share online courses as MOOCs? Nebraska 0
2014-05-27-02:20:21 TIL Hypothes.is is built with Pyramid (OpenAnnotation) Pyramid 2
2014-04-26-07:58:55 TIL about the difference between a [CURIE] and a QName: (in XHTML, HTML5, RDF/XML, Turtle, N-Triples, JSON-LD) semanticweb 993 2
2014-04-25-23:54:15 TIL about zero_buffer Python 11
2014-04-25-23:37:05 The Python 2.3 Method Resolution Order (C3 Linearization) Python 3
2014-04-25-23:22:58 From Source to Code: How CPython's Compiler Works (PyCon CA 2013) Python 27
2014-04-09-03:16:16 What's New In Pyramid 1.5 (Released) Pyramid 8
2014-04-01-06:39:54 RFC: Reproducible Statistics and Linked Data? semanticweb 1934 2
2014-04-01-06:14:14 The Psychology of Cyberspace (1996) AcademicPsychology 1
2014-03-28-03:46:00 5 ★ Open Data : Costs and Benefits for Linked Open Data datascience 4
2014-03-27-21:54:17 Implement "hook" support for package signature verification. · Issue #1035 · pypa/pip · GitHub Python 2
2014-03-20-22:05:23 Rosalind : a platform for learning bioinformatics through problem solving Python 1
2014-03-20-11:46:14 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling psychology 1
2014-03-20-11:31:08 Introducing openFDA : Open RESTful APIs for Adverse Events, Product Recalls, and Product Labeling medicine 1
2014-03-20-08:29:30 5 ★ Open Data : Costs and Benefits for Linked Open Data opendata 3
2014-03-20-08:19:25 Joint Declaration of Data Citation Principles - Human Understandable and Machine-Actionable opendata 3
2014-03-18-00:28:37 Open Annotation Data Model - W3C Community Draft (RDF) semanticweb 7
2014-03-13-06:25:04 Pyramid Cookbook — The Pyramid Cookbook v0.1 Pyramid 4
2014-03-13-06:14:50 Pyramid Tutorials — The Pyramid Tutorials v0.1 Pyramid 4
2014-03-13-06:01:19 Cornice: A REST Framework for Pyramid Pyramid 5
2014-03-10-09:18:41 IJulia -- ipython <console|qtconsole|notebook> --profile julia IPython 4
2014-03-10-01:43:12 Markdown Editor with Live Preview ideasfortheadmins 469 4
2014-03-10-01:24:18 Markdown Editor with Live Preview redditdev 484 3
2014-03-08-04:17:50 Controlling for Concussion, TBI, CTE (and PTSD): Complications of traumatic brain injury psychology 5
2014-03-08-04:07:21 Controlling for Diet: "Food Labeling: Revision of the Nutrition and Supplement Facts Labels" [FDA] (comment period open until Jun 2 2014) psychology 7
2014-03-08-03:57:19 Controlling for Diet: Interactive DRI for Healthcare Professionals psychology 5
2014-03-02-21:34:24 The Fourth Bubble in the Data Science Venn Diagram: Social Sciences (DSA) psychology 2
2014-02-28-23:51:58 BibTeX, RDF, and Citations: PDF or HTML? semanticweb 1562 1
2014-02-28-23:40:43 Joint Declaration of Data Citation Principles - Human Understandable and Machine-Actionable semanticweb 1
2014-02-28-23:31:30 Joint Declaration of Data Citation Principles - Human Understandable and Machine-Actionable datascience 2
2014-02-28-23:14:04 Ten Simple Rules for Reproducible Computational Research (PLoS) datascience 1
2014-02-25-23:14:03 Pint: a Python units library (with NumPy support) Python 50
2014-02-02-19:00:08 RDFLib-jsonld - JSON-LD Linked Data parser and serializer Python 6
2014-01-19-20:51:16 Two Additional Features StackBot 1229 2
2014-01-04-22:28:02 Theoretical Computer Science Cheat Sheet (10 pgs) [PDF] compsci 42
2013-12-30-17:14:48 Readline vi mode: pkrumins/bash-vi-editing-mode-cheat-sheet (PDF, TEX, TXT) vim 15
2013-12-23-12:33:30 List of fallacies (Wikipedia) logic 0
2013-12-23-12:21:21 High Schools Not Meeting STEM Demand: Only 9 states recognize CompSci as credit for graduation compsci 155
2013-12-22-09:22:04 ENH: Linked Datasets (RDF) · Issue #3402 · pydata/pandas pystats 0
2013-12-21-12:47:48 Early Detection of Blinding Eye Disease Could be as Easy as Scanning a Barcode: "Handheld ultrahigh speed swept source optical coherence tomography instrument using a MEMS scanning mirror" Ophthalmology 2
2013-12-07-22:37:05 Maximal Information-based Nonparametric Exploration (MINE) and Python? Why or why not? pystats 196 0
2013-12-06-18:00:02 paulgb/sklearn-pandas · DataFrame Transformations to Features and Cross-Validations pystats 6
2013-12-06-17:44:22 Fitting models using R-style formulas (statsmodels docs) pystats 1
2013-12-06-17:42:24 pandas computational tools - covariance, correlation, ranking, rolling window, EW pystats 2
2013-12-04-05:22:00 A tutorial on statistical-learning for scientific data processing (sklean docs) pystats 12
2013-12-04-05:11:21 SciPy 2013 Keynote: The New Scientific Publishers - Reproducibility (YouTube) pystats 5
2013-12-04-05:01:16 Ten Simple Rules for Reproducible Computational Research (PLOS) pystats 6
2013-12-02-06:10:03 Open Source Software Security - The Debate (Wikipedia) opensource 1
2013-12-01-04:17:02 Ten Simple Rules for Reproducible Computational Research (PLOS) statistics 1
2013-12-01-04:04:20 RFC: Blinding, Bias, Null Hypotheses, Reproducibility and Statistical Analysis statistics 787 1
2013-11-30-19:42:03 wrobstory/vincent · D3.js visualizations with Vega and Pandas DataFrames and Series pystats 9
2013-11-22-11:00:17 Python Objects for working with URLs and URIs (URLObject, RDFLib, pyfilesystem) Python 3457 5
2013-11-18-18:57:39 Business Models for Open Source Software (Wikipedia) opensource 14
2013-11-18-18:46:40 The New Scientific Publishers - Reproducibility (SciPy 2013 Keynote) science 1
2013-11-18-18:36:28 Ten Simple Rules for Reproducible Computational Research (PLOS) science 8
2013-11-13-03:41:21 "Pete, it's a fool that looks for logic in the chambers of the human heart." FIlm 0
2013-11-12-10:27:09 Shrink (film) psychology 0
2013-11-12-10:17:04 Clean Language (symbolic modeling) psychology 1
2013-11-12-09:50:38 The Black Keys - Next Girl (Official Music Video) Music 6
2013-10-10-21:01:05 Vim for screenwriting -- fountain.vim, VOom, VimRoom vim 599 37
2013-10-10-19:22:07 Learn Pandas -- Pandas Data Analysis lessons with IPython notebook IPython 18
2013-09-30-13:21:14 vim-unstack · Vim plugin for parsing stack traces and opening the files (Python, Ruby, C#, Perl, Go) Python 18
2013-09-24-15:01:28 ConverterToRdf - Convert things to RDF (W3C Wiki) semanticweb 5
2013-09-08-04:19:03 Debugging code — Scipy lecture notes Python 8
2013-09-06-14:57:35 Best practices for working with SPARQL in Javascript? semanticweb 434 8
2013-09-06-14:42:07 Quick Tour of Pyramid — The Pyramid Web Framework Pyramid 9
2013-09-06-12:49:25 TIL it is only possible to download my most recent 1000 Reddit comments redditdev 1134 1
2013-08-26-19:29:35 University of Nebraska at Omaha UNOmaha 3
2013-07-24-14:35:56 TIL about %<tab> for IPython magic functions like %timeit??, %doctest_mode and %run -i -t IPython 2
2013-07-21-19:00:21 IPython blocks in ReStructuredText with IPython Sphinx Directive IPython 1795 7
2013-07-21-17:43:04 TIL the CPython documentation is written with ReStructuredText and Sphinx and also hosted through ReadTheDocs Python 1834 1
2013-07-21-08:35:03 schema.org health/medicine docs: Linked Data types like MedicalScholarlyArticle, MedicalWebPage, MedicalGuideline, Dataset, and MedicalEntity medicine 2
2013-07-17-03:05:28 Why do pop-science writers so frequently fail to link to the academic papers they are writing about? semanticweb 2063 4
2013-07-04-12:26:00 Is it possible to yield graphene from CO2? graphene 3
2013-07-04-10:15:41 :BaseKB Fundamentals (Freebase in RDF Documentation) semanticweb 4
2013-07-04-09:53:47 Wikidata:Glossary semanticweb 3
2013-06-28-01:37:56 Architectural Design Patterns in Pyramid: What is Inversion of Control? Pyramid 962 5
2013-06-21-15:45:47 Rya: a scalable RDF triple store for the clouds (RDF and SPARQL through Accumulo) [2012 ACM PDF] semanticweb 7
2013-06-16-15:17:08 What is skolemization? (RDF) semanticweb 1
2013-05-31-19:47:16 edX Code - Open Source Learning Management System: edx-platform, XBlock, EASE, discern, Configuration, CodeJail Python 13
2013-05-31-15:05:05 Where can I find useful ontologies? semanticweb 6
2013-05-28-21:25:21 Nanoporous Graphene for Desalination: "Research suggests that graphene filters could outperform other techniques of desalination by a significant margin" water 6
2013-05-24-17:27:11 TIL tap water cost < bottled water cost water 0
2013-05-24-17:17:05 charity: water - a non-profit organization bringing clean, safe drinking water to people in developing countries water 3
2013-05-22-16:53:33 OmahaGives24.org :: TODAY 5/22 :: Give to a cause you care about! 24hr Charitable Challenge Omaha 1
2013-05-22-16:05:56 ipython_doctester - an @test decorator for doctesting classes and functions in IPython notebook IPython 2
2013-05-16-00:38:36 ipython/jsplugins - IPython Notebook Javascript extension for d3 renderings of NetworkX graphs as JSON IPython 4
2013-05-13-13:45:35 IPython extensions for physical units and constants, diagrams, introspection, LLVM, Mathematica, MATLAB, SQL, SQLite, HTML Tables IPython 11
2013-05-10-17:58:30 What's the best way to parameterize SPARQL queries? semanticweb 3
2013-05-10-17:17:34 lmf - Linked Media Framework - A step-by-step guide helping you to publish your data as Linked Data semanticweb 4
2013-05-10-10:55:03 W3C Wiki List of SPARQL Implementations - Client Side, Query Engine, Grammars, Parsers, SPARQL Endpoints semanticweb 6
2013-05-10-09:48:47 Software coding: not just for programmers anymore -- everyone's doing it programming 0
2013-05-09-00:32:54 The D2RQ Platform – Accessing Relational Databases as Virtual RDF Graphs semanticweb 6
2013-05-08-13:15:42 programmer-competency-checklist: competency-checklist.appspot.com/ programming 0
2013-05-07-13:17:57 ENH: /w/Wikipedia links to en.wikipedia.org/wiki/Wikipedia ideasfortheadmins 1362 4
2013-05-07-12:17:14 schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV semanticweb 12273 7
2013-05-07-11:00:56 Annual Coverity Scan Report Finds Open Source and Proprietary Software Quality Better than Industry Average for Second Consecutive Year programming 0
2013-05-07-10:48:14 Vega - a JSON visualization grammar for visualization designs in HTML5 canvas or SVG visualization 20
2013-05-07-10:30:44 Fresnel - Display Vocabulary for RDF semanticweb 8
2013-05-05-20:06:03 Getting inventions from labs to market is goal at UNO, Creighton Omaha 1
2013-05-05-18:44:02 python -m <module.script>: (pydoc, pyclbr, pdb, pstats, timeit, ...) Python 141
2013-05-05-18:20:14 Elasticsearch Plugins semanticweb 3
2013-05-05-15:38:26 pypi:rfc3987: regex parsing and validation of URIs (RFC 3986) and IRIs (RFC 3987) Python 6
2013-05-04-17:07:23 Nanoporous graphene could outperform best commercial water desalination techniques water 6
2013-05-04-15:02:58 RDFa API Concept Diagram semanticweb 5
2013-05-03-18:05:55 OpenStack: Open source software for building private and public clouds Python 12
2013-05-01-15:04:59 ipdb: The Python Debugger (PDB) in IPython IPython 9
2013-04-30-07:38:20 Roadmap: IPython IPython 10

How does HTTP/2 work with //HTTP/URIs in RDF with e.g. SPARQL, SPARUL, LDP?

http://www.reddit.com/r/semanticweb/comments/2qkq1y/how_does_http2_work_with_httpuris_in_rdf_with_eg/

As a Markdown task list:

  • [o] Doc: Spec links
  • [o] Src: Spec Implementation links
  • [o] Src: Library links
2014-12-27-18:30:52 semanticweb ^

RDF in Markdown/ReStructuredText: How to store semantic data in the /r/semanticweb/wiki/index?

http://www.reddit.com/r/semanticweb/comments/2n2jvl/rdf_in_markdownrestructuredtext_how_to_store/

https://www.reddit.com/r/semanticweb/wiki/index

With ReStructuredText::

```restructuredtext
========
Title
========

.. index:: DBPedia
.. _dbpedia:

`<Subject <#dbpedia>`__
============================
| Wikipedia: `<https://en.wikipedia.org/wiki/Dbpedia>`__
| Homepage: http://dbpedia.org
| Docs: http://dbpedia.org/About
| Docs: http://wiki.dbpedia.org/Downloads2014
| SPARQL: http://dbpedia.org/sparql

DBPedia is an extract of RDF facts from Wikipedia. (description)

```

From https://www.reddit.com/r/semanticweb/comments/2n1bea/is_there_an_awesomesemanticweb_or_an/cm9ffxx :

> Thing > CreativeWork > http://schema.org/SoftwareApplication
>
> Thing > CreativeWork > Article > http://schema.org/ScholarlyArticle
>
> Thing > CreativeWork > http://schema.org/Code
>
> Thing > CreativeWork > http://schema.org/Dataset

Thing > CreativeWork > http://schema.org/SoftwareApplication

Thing > CreativeWork > Article > http://schema.org/ScholarlyArticle

Thing > CreativeWork > http://schema.org/Code

Thing > CreativeWork > http://schema.org/Dataset

2014-11-22-12:03:37 semanticweb ^

My Keybase proof [reddit:westurner = keybase:westurner] (CVZoWwU3XeytrNQKhM1zTuffVXdOKSqlT5ztbUaRAx4)

http://www.reddit.com/r/KeybaseProofs/comments/2kyddj/my_keybase_proof_redditwesturner_keybasewesturner/

Keybase proof

I hereby claim:

  • I am westurner on reddit.
  • I am westurner on keybase.
  • I have a public key whose fingerprint is C408 263D F40D D078 B04F B32B 87BA 41DE FFEF 15F4

To claim this, I am signing this object:

{
    "body": {
        "key": {
            "fingerprint": "c408263df40dd078b04fb32b87ba41deffef15f4",
            "host": "keybase.io",
            "key_id": "87ba41deffef15f4",
            "uid": "5bec45f4849cb5569a706370741da500",
            "username": "westurner"
        },
        "service": {
            "name": "reddit",
            "username": "westurner"
        },
        "type": "web_service_binding",
        "version": 1
    },
    "ctime": 1414817718,
    "expire_in": 157680000,
    "prev": "1318b3aa382fd296d981634f6c787d51554868095886dfbaa4ea38e510b9a423",
    "seqno": 3,
    "tag": "signature"
}

with the PGP key referenced above, yielding the PGP signature:

-----BEGIN PGP MESSAGE-----
Version: Keybase OpenPGP v1.1.3
Comment: https://keybase.io/crypto
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=kR+y
-----END PGP MESSAGE-----

Finally, I am proving my reddit account by posting it in KeybaseProofs.

2014-11-01-00:55:43 KeybaseProofs ^

How are Nebraska curriculum standards different from Common Core?

http://www.reddit.com/r/Omaha/comments/27q93h/how_are_nebraska_curriculum_standards_different/

We are one of seven states that has not yet adopted Common Core curriculum standards.

http://www.corestandards.org/standards-in-your-state/

How do Nebraska curriculum standards differ from Common Core?

2014-06-09-23:52:33 Omaha ^

RFC: Reproducible Statistics and Linked Data?

http://www.reddit.com/r/semanticweb/comments/21w5cr/rfc_reproducible_statistics_and_linked_data/

https://en.wikipedia.org/wiki/Linked_data

https://en.wikipedia.org/wiki/Reproducibility

Are there tools and processes which simplify statistical data analysis workflows with linked data?

Possible topics/categories/clusters:

  • ETL data to and from RDF and/or SPARQL
  • Data Science Analysis
  • Standard Forms for Sharing Analyses (as structured data with structured citations)
    • Quantitative summarizations
    • Computed aggregations / rollups
    • Inter-study qualitative linkages (seemsToConfirm, disproves, suggestsNeedForFurtherStudyOf)

Standard References

2014-04-01-06:39:54 semanticweb ^

BibTeX, RDF, and Citations: PDF or HTML?

http://www.reddit.com/r/semanticweb/comments/1z7q2q/bibtex_rdf_and_citations_pdf_or_html/

"Joint Declaration of Data Citation Principles" http://www.force11.org/datacitation ( http://redd.it/1z7owb )

These citation principles are not comprehensive recommendations for data stewardship. And, as practices vary across communities and technologies will evolve over time, we do not include recommendations for specific implementations, but encourage communities to develop practices and tools that embody these principles.

We can convert BibTeX to RDF:

There are tools for working with BibTeX in http://schema.org/ScholarlyArticle s.

What are some best practices for working with citations as RDF and BibTex?

We can encode structured citation metadata within HTML as e.g. RDFa and JSON-LD. How and where do we store metadata for PDFs?

How do we deliver a PDF and Datasets as a bundled package (with stable URIs and URLs)?

"What is a Dataset?"

2014-02-28-23:51:58 semanticweb ^

Python Objects for working with URLs and URIs (URLObject, RDFLib, pyfilesystem)

http://www.reddit.com/r/Python/comments/1r7h1t/python_objects_for_working_with_urls_and_uris/
2013-11-22-11:00:17 Python ^

Best practices for working with SPARQL in Javascript?

http://www.reddit.com/r/semanticweb/comments/1lvbhe/best_practices_for_working_with_sparql_in/

What are some of the best practices (tools, techniques, procedures) for working with SPARQL in Javascript?

How should string concatenation issues be handled?

How does JSON-LD integrate with JS framewoks?

Is there a way to generate templates/bindings from existing models?

Is there a standard for mapping RDF classes to JS UI 'widgets'?

2013-09-06-14:57:35 semanticweb ^

IPython blocks in ReStructuredText with IPython Sphinx Directive

http://www.reddit.com/r/IPython/comments/1iry31/ipython_blocks_in_restructuredtext_with_ipython/

http://ipython.org/ipython-doc/dev/development/ipython_directive.html

( Sidebar -> "Show Source") [http://ipython.org/ipython-doc/dev/_sources/development/ipython_directive.txt] )

.. ipython::

    In [1]: height = 2

    In [2]: height**3
    Out[3]: 8


# ...

    In [4]: width = height * 3

    In [5]: width
    Out[6]: 6

    In [7]: print width
    --------> print(width)
    6

    In [8]: area = width[)   # assertRaises(SyntaxError)
    ------------------------------------------------------------
        File "<ipython console>", line 1
        area = width[)   # assertRaises(SyntaxError)
            ^
    SyntaxError: invalid syntax

# ... With syntax highlighting

seeAlso:

2013-07-21-19:00:21 IPython ^

Why do pop-science writers so frequently fail to link to the academic papers they are writing about?

http://www.reddit.com/r/semanticweb/comments/1ih05q/why_do_popscience_writers_so_frequently_fail_to/

Contention

"This one article that I read by J. Doe is great".

Why do pop-science writers so frequently fail to link to the academic papers they are writing about?

To me, it seems natural to link to the content being summarized and sensationalized; and it seems wasteful (what ads?) to create an HTML page without a link to the topic of discussion.

Citations for Journalists

Cool tube.

  • There are many citation styles. The rational ones include URLs.
  • Many academic papers have DOI numbers that resolve to a journal URL.
  • Open Access journals (like PLoS) usually have a 'FULL HTML' URL and/or a PDF URL that, in my opinion, should be part of the academic citation.

Metadata Microdata / RDFa

Schema.org/Article (IPTC rNews) metadata would be extremely helpful for meta-analyses:

  • Article
  • Article > BlogPosting
  • Article > NewsArticle
  • Article > ScholarlyArticle
  • Article > ScholarlyArticle > MedicalScholarlyArticle [EDIT]
  • Article > TechArticle

These are all of the schema.org types on one HTML page: schema.org / docs / full.html.

Questions

  • Why do pop-science writers so frequently fail to link to the academic papers they are writing about?
  • What are some good ways to explain to Journalism the value proposition of http://en.wikipedia.org/wiki/Linked_data ?
2013-07-17-03:05:28 semanticweb ^

schema.org/Dataset : Standard schema for linked data in HTML Microdata, JSON, RDF, RDFa, OWL, Turtle, CSV

http://www.reddit.com/r/semanticweb/comments/1dvakc/schemaorgdataset_standard_schema_for_linked_data/

schema.org/Dataset

Schema.org is a standard web schema for Linked Data content that can be shared in a number of traditional and semantic web data formats.

schema:Thing > schema:CreativeWork > schema:Dataset * ^

schema:Dataset markup examples

schema:DataType

schema:Thing

Schema.org as JSON, RDF, NTriples, Turtle, CSV, OWL

http://blog.schema.org/

http://en.wikipedia.org/wiki/Wikipedia / http://dbpedia.org/page/Wikipedia

Semantic Web Background * ^

Science * ^

Schema.org as Turtle RDF Syntax

From http://schema.rdfs.org/all.ttl :

@prefix schema: <http://schema.org/>.
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>.
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#>.
@prefix owl: <http://www.w3.org/2002/07/owl#>.
@prefix xsd: <http://www.w3.org/2001/XMLSchema#>.
@prefix foaf: <http://xmlns.com/foaf/0.1/>.
@prefix dct: <http://purl.org/dc/terms/>.

<http://schema.rdfs.org/all> a owl:Ontology;
    dct:title "The schema.org terms in RDFS+OWL"@en;
    dct:description "This is a conversion of the terms defined at
                     schema.org to RDFS and OWL."@en;
    foaf:page <http://schema.rdfs.org/>;
    rdfs:seeAlso <http://schema.org/>;
    rdfs:seeAlso <http://github.com/mhausenblas/schema-org-rdf>;
    dct:hasFormat <http://schema.rdfs.org/all.ttl>;
    dct:hasFormat <http://schema.rdfs.org/all.rdf>;
    dct:hasFormat <http://schema.rdfs.org/all.nt>;
    dct:hasFormat <http://schema.rdfs.org/all.json>;
    dct:hasFormat [
        dct:hasPart <http://schema.rdfs.org/all-classes.csv>;
        dct:hasPart <http://schema.rdfs.org/all-properties.csv>;
    ];
    dct:source <http://schema.org/>;
    dct:license <http://schema.org/docs/terms.html>;
    dct:valid "2013-05-09"^^xsd:date;
    .

schema:Thing a rdfs:Class;
    rdfs:label "Thing"@en;
    rdfs:comment "The most generic type of item."@en;
    rdfs:isDefinedBy <http://schema.org/Thing>;
    .
schema:Class a rdfs:Class;
    rdfs:label "Class"@en;
    rdfs:comment "A class, also often called a 'Type'; 
                  equivalent to rdfs:Class."@en;
    rdfs:subClassOf schema:Thing;
    rdfs:isDefinedBy <http://schema.org/Class>;
    .
schema:CreativeWork a rdfs:Class;
    rdfs:label "Creative Work"@en;
    rdfs:comment
        "The most generic kind of creative work, 
        including books, movies, photographs, software programs, etc."@en;
    rdfs:subClassOf schema:Thing;
    rdfs:isDefinedBy <http://schema.org/CreativeWork>;

# [...]

schema:DataCatalog a rdfs:Class;
    rdfs:label "Data Catalog"@en;
    rdfs:comment "A collection of datasets."@en;
    rdfs:subClassOf schema:CreativeWork;
    rdfs:isDefinedBy <http://schema.org/DataCatalog>;
    .
schema:Dataset a rdfs:Class;
    rdfs:label "Dataset"@en;
    rdfs:comment "A body of structured information describing
                  some topic(s) of interest."@en;
    rdfs:subClassOf schema:CreativeWork;
    rdfs:isDefinedBy <http://schema.org/Dataset>;

# [...]
2013-05-07-12:17:14 semanticweb ^

URLs

count URL
1 http://5stardata.info
13 http://5stardata.info/
1 http://5stardata.info/):
1 http://Schema.org/Dataset
1 http://ace.c9.io/#nav=embedding
1 http://aihub.net/ethics-advanced-agi-agi-2011-future-agi-workshop-playlist/
1 http://aima.cs.berkeley.edu/
1 http://alerts.weather.gov/cap/ne.php?x=1
1 http://alternativeto.net/software/scribus/
4 http://andreacensi.github.io/contracts/
1 http://andreacensi.github.io/contracts/api.html#using-functions-docstrings
1 http://annotatorjs.org/
1 http://answers.semanticweb.com/
1 http://answers.semanticweb.com/answer_link/4068/
2 http://answers.semanticweb.com/questions/1039/where-can-i-find-useful-ontologies
1 http://answers.semanticweb.com/questions/1039/where-can-i-find-useful-ontologies/23156
1 http://answers.semanticweb.com/questions/1071/visualisation-toolkits-for-rdf
1 http://answers.semanticweb.com/questions/12147/whats-the-best-way-to-parameterize-sparql-queries
1 http://answers.semanticweb.com/questions/12290/how-to-assign-owlsameasowlequivalentcalss-property-among-linked-data-objects
1 http://answers.semanticweb.com/questions/1354/why-do-we-need-swrl-and-rif-in-an-owl2-world
1 http://answers.semanticweb.com/questions/17044/how-to-find-the-freebase-resource-similar-to-dbpedia-resource-using-owlsameas-prperty
1 http://answers.semanticweb.com/questions/18125/creating-an-owl-file-from-a-tree-hierarchy/18126
1 http://answers.semanticweb.com/questions/4067/how-to-implement-sparql-with-dbpedia
1 http://answers.semanticweb.com/questions/8336/what-is-skolemization
1 http://answers.semanticweb.com/questions/8676/do-you-use-full-text-search-with-sparql-if-so-how-and-why
1 http://answers.semanticweb.com/questions/963/best-vocabulary-for-converting-bibtex-to-rdf
1 http://answers.semanticweb.com/search/?q=label+regex
1 http://antoniogarrote.github.io/clj-plaza/
1 http://antoniogarrote.github.io/rdfstore-js/doc/index.html
1 http://apcentral.collegeboard.com/apc/public/courses/teachers_corner/2151.html
2 http://apcentral.collegeboard.com/apc/public/courses/teachers_corner/2178.html
1 http://api.jquery.com/header-selector/
1 http://api.mongodb.org/python/2.0/examples/map_reduce.html
1 http://apis.io/apis
1 http://appscale.cs.ucsb.edu
1 http://art.gnome.org/themes/gtk2
1 http://articles.slicehost.com/2007/9/18/apache-virtual-hosts-permissions
1 http://arxiv.org/abs/1208.0493
1 http://arxiv.org/abs/1211.1486
1 http://arxiv.org/abs/1301.5878
1 http://askbot.org/doc/index.html
2 http://asyncio.org/
1 http://augeas.net/docs/references/lenses/files/sshd-aug.html
1 http://basekb.com/docs/conventions.php
1 http://betterexplained.com/articles/intuitive-trigonometry/
1 http://biblehub.com/genesis/1-27.htm
2 http://bigocheatsheet.com
5 http://bigocheatsheet.com/
1 http://bigocheatsheet.com/#sorting
1 http://bing.com/search?q=python+
1 http://bioportal.bioontology.org
1 http://bioportal.bioontology.org/ontologies
1 http://bioportal.bioontology.org/ontologies/1083
4 http://biopython.org/DIST/docs/tutorial/Tutorial.html
1 http://bit.ly/BrettCannon-PyConCA2013
1 http://bitly.com/bundles/fperezorg/1
1 http://bitofcheese.blogspot.com/2013/05/local-pypi-options.html
1 http://bl.ocks.org/sathomas/11550728
1 http://blaze.pydata.org/docs/dev/backends.html#pandas
1 http://blaze.pydata.org/docs/dev/data.html#csv-json
1 http://blaze.pydata.org/docs/dev/sql.html
1 http://blaze.pydata.org/docs/latest/
1 http://blaze.pydata.org/docs/latest/backends.html
2 http://blaze.pydata.org/docs/latest/data.html
1 http://blaze.pydata.org/docs/latest/overview.html
1 http://blaze.pydata.org/docs/latest/quickstart.html
1 http://blaze.pydata.org/docs/persistence.html
2 http://blog.edx.org/post/47031263123/stanford-and-edx-collaborate-on-open-source-edx
1 http://blog.f1linux.com/2013/03/17/auto-mounting-home-ldap-autofs-nfs4-configuration/
1 http://blog.golang.org/concurrency-is-not-parallelism
1 http://blog.iandavis.com/2009/08/10/representing-time-in-rdf-part-1/
1 http://blog.schema.org
2 http://blog.schema.org/
1 http://blog.schema.org/2012/07/describing-datasets-with-schemaorg.html
1 http://blog.sqrrl.com/post/59413865358/mits-accumulo-performance-benchmarks
1 http://blog.stackoverflow.com/2014/01/stack-exchange-cc-data-now-hosted-by-the-internet-archive/
1 http://blogs.plos.org/tech/make-data-sharing-easy-plos-launches-its-data-repository-integration-partner-program/
2 http://book.git-scm.com/index.html
1 http://books.google.com/books?id=XShw5YSHoRUC&lpg=PA89&vq=graph%20pattern&pg=PA24#v=snippet&q=graph%20pattern&f=false
1 http://bost.ocks.org/mike/miserables/
1 http://bottlepy.org/docs/dev/recipes.html#functional-testing-bottle-applications
1 http://bower.io/
1 http://bowtie-bio.sourceforge.net/index.shtml
2 http://boxen.math.washington.edu/home/wdj/teaching/calc1-sage/
1 http://bradfrost.github.io/this-is-responsive/resources.html
1 http://browse.deviantart.com/customization/screenshots/nix/
1 http://bubbles.databrewery.org/
1 http://bugs.python.org
1 http://bugs.python.org/
1 http://bugs.python.org/issue9291
1 http://bulbflow.com/docs/
1 http://burnash.github.io/gspread/
2 http://buzzard.pugetsound.edu/sage-practice/
1 http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/
2 http://careers.joelonsoftware.com/jobs?searchTerm=python
2 http://careers.stackoverflow.com/jobs/tag/python
1 http://carljm.github.io/django-testing-slides/
1 http://casperjs.org/
1 http://catalog.data.gov/dataset
1 http://chemapps.stolaf.edu/jmol/jsmol/jsmol.htm
1 http://choosealicense.com
1 http://choosealicense.com/
1 http://choosealicense.com/licenses/
1 http://chuck.cs.princeton.edu/
1 http://ckan.org/
1 http://class-central.com/subject/cs
1 http://click.pocoo.org/options/#values-from-environment-variables
1 http://clojuredocs.org/clojure_core/clojure.core/future
2 http://code.edx.org
3 http://code.edx.org/
1 http://code.org/
1 http://code.org/about
3 http://code.org/educate
3 http://code.org/learn
1 http://codeforamerica.org/get-involved/
1 http://codegolf.stackexchange.com/questions/464/shortest-url-regex-match-in-javascript
1 http://codemirror.net/
1 http://commoncore.org/maps/math/home
1 http://competency-checklist.appspot.com
2 http://competency-checklist.appspot.com/
1 http://composing-the-semantic-web.blogspot.be/2011/07/validating-schemaorg-microdata-with.html
1 http://composing-the-semantic-web.blogspot.be/2013/01/spin-syntax-simplified.html
4 http://conda.pydata.org/docs/
1 http://conda.pydata.org/docs/#requirements
3 http://conda.pydata.org/docs/build.html
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14 https://en.wikipedia.org/wiki/JSON-LD
1 https://en.wikipedia.org/wiki/JSR-170
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3 https://en.wikipedia.org/wiki/Javascript
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15 https://en.wikipedia.org/wiki/Linked_data
1 https://en.wikipedia.org/wiki/Linked_data#Principles
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1 https://en.wikipedia.org/wiki/List_of_collaborative_software#Open_source_software
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1 https://en.wikipedia.org/wiki/List_of_graphical_methods
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1 https://en.wikipedia.org/wiki/List_of_important_publications_in_computer_science#Operating_systems
1 https://en.wikipedia.org/wiki/List_of_important_publications_in_theoretical_computer_science
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1 https://en.wikipedia.org/wiki/List_of_mathematical_symbols#See_also
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1 https://www.youtube.com/watch?v=cNBtDstOTmA
1 https://www.youtube.com/watch?v=cY7v1d06LwM
1 https://www.youtube.com/watch?v=hBueMr9eaJs
1 https://www.youtube.com/watch?v=pOSqctHH9vY
1 https://www.youtube.com/watch?v=ugqu10JV7dk
2 https://www.zotero.org/
3 https://www.zotero.org/styles
2 https://youtu.be/7FIjpuwE0BQ?t=9m
1 https://youtu.be/UzxYlbK2c7E
1 https://youtu.be/x_PrT25o8Vs
1 https://youtube.com/watch?v=t8g-iYGHpEA
1 https://zero-buffer.readthedocs.org/en/latest/