luizirber / ecs256-w16

UC Davis ECS 256 updates

Scrapes heather.cs.ucdavis.edu

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This is a scraper that runs on Morph. To get started see the documentation

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Console output of last run

Injecting configuration and compiling...  -----> Python app detected -----> Installing python-2.7.9  $ pip install -r requirements.txt  Obtaining scraperwiki from git+http://github.com/openaustralia/scraperwiki-python.git@morph_defaults#egg=scraperwiki (from -r requirements.txt (line 6))  Cloning http://github.com/openaustralia/scraperwiki-python.git (to morph_defaults) to ./.heroku/src/scraperwiki  Collecting lxml==3.4.4 (from -r requirements.txt (line 8))  Downloading lxml-3.4.4.tar.gz (3.5MB)  Collecting cssselect==0.9.1 (from -r requirements.txt (line 9))  Downloading cssselect-0.9.1.tar.gz  Collecting python-dateutil==2.4.2 (from -r requirements.txt (line 10))  Downloading python_dateutil-2.4.2-py2.py3-none-any.whl (188kB)  Collecting pytz==2015.7 (from -r requirements.txt (line 11))  Downloading pytz-2015.7-py2.py3-none-any.whl (476kB)  Collecting dumptruck>=0.1.2 (from scraperwiki->-r requirements.txt (line 6))  Downloading dumptruck-0.1.6.tar.gz  Collecting requests (from scraperwiki->-r requirements.txt (line 6))  Downloading requests-2.12.3-py2.py3-none-any.whl (575kB)  Collecting six>=1.5 (from python-dateutil==2.4.2->-r requirements.txt (line 10))  Downloading six-1.10.0-py2.py3-none-any.whl  Installing collected packages: dumptruck, requests, scraperwiki, lxml, cssselect, six, python-dateutil, pytz  Running setup.py install for dumptruck: started  Running setup.py install for dumptruck: finished with status 'done'  Running setup.py develop for scraperwiki  Running setup.py install for lxml: started  Running setup.py install for lxml: still running...  Running setup.py install for lxml: finished with status 'done'  Running setup.py install for cssselect: started  Running setup.py install for cssselect: finished with status 'done'  Successfully installed cssselect-0.9.1 dumptruck-0.1.6 lxml-3.4.4 python-dateutil-2.4.2 pytz-2015.7 requests-2.12.3 scraperwiki six-1.10.0   -----> Discovering process types  Procfile declares types -> scraper Injecting scraper and running...

Data

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link date title content
2016-03-10T17:40:00+00:00
Thursday, March 10, 5:40 pm
<p> I really was hoping that everything would go smoothly today with students' use of <b>handin</b> etc. That turned out not to be the case. Worse, I asked everyone at 2:30 to try saving at that time, so that any trouble spots could be discovered early and quickly remedied. That didn't turn out to be the case either. </p> <p> Sigh. I will console myself with the knowledge that everyone turned in real <b>.tar</b> files, e.g. not <b>.zip</b> renamed to <b>.tar</b>, and that the file structure will be OK. I've not checked yet, but I'm crossing my fingers... </p> <p> I won't impose penalties on any of you, but if you have ANY suggestions to get students to follow directions, I'd sure appreciate them. </p> <p> I gather that the exam itself was more difficult than I had thought. I'll post solutions later, but here is an outline: </p> <ul> <li> <b>1.</b> Straightforward simulation. Generate <b>nrow(indata) * nnoise</b> random variables from N(0,σ^2), apply <b>matrix(.,ncol=nnoise)</b> and then use <b>cbind()</b> to tack on the new data to the old. Or, use loops if you wish. Call <b>lm()</b>. </li> <li> <b>2.</b> Use Var(Y) = E[Var(Y|X)] + Var[E(Y|X)]. Since we are given that Var(Y|X) = X etc., and we know (i.e. look up in the book) that Var(X) = 1/12, we're done in 1.5 minutes. With integrals it does take a while, but still not bad. </li> <li> <b>3.</b> Straightforward problem similar to the homework, no surprises. </li> </ul>
2016-03-10T08:50:00+00:00
Thursday, March 10, 8:50 am
<p> Recall that I said earlier, " I'll be basing your homework grade on three things: Nick's prescreeing assessment; my own reading of your homework submissions; and today's interactive grading." I will be doing that reading in the next couple of days, done hopefully tomorrow, when I will give you your homework grade. </p> <p> I may have some questions on your CRAN projects. Please watch your e-mail for this. </p>
2016-03-09T18:25:00+00:00
Wednesday, March 9, 6:25 pm
<p> Faculty interview Talks starting tomorrow. </p> <p> A reminder that our first NLP faculty candidate talk will be tomorrow at 3:10pm in 1131 Kemper Hall: </p> Dr. Ndapa Nakashole, from Carnegie Mellon University Title: Knowledge Graph Construction using Machine Reading Methods Abstract: Knowledge graphs such a NELL, Freebase, and YAGO provide a means to address the knowledge bottleneck in artificial intelligence domains such as natural language processing, computer vision, and robotics. State of the art knowledge graphs have accumulated large amounts of beliefs about real world entities using machine reading methods. Current machine readers have been successful at populating such knowledge graphs by means of pattern detection =E2=80=94 a shallow way of machine reading which leverages the re= dundancy of large corpora to capture language patterns. However, machine readers still lack the ability to fully understand language. In the pursuit of the much harder goal of language comprehension, knowledge graphs present an opportunity for a virtuous circle: the accumulated knowledge can be used to improve machine readers; in turn, advanced reading methods can be used to populate knowledge graphs with beliefs expressed using complex and potentially ambiguous language. In this talk, I will elaborate on this virtuous circle, starting with building knowledge graphs, followed by results on using them for machine reading. Bio: Ndapa Nakashole is a post-doctoral fellow at Carnegie Mellon University. Her research interests include machine reading, natural language processing, machine learning and data mining. She works with professor Tom Mitchell on using machine learning to build computer systems that intelligently process and understand human language. She received her PhD from Saarland University, Germany.
2016-03-07T20:05:00+00:00
Monday, March 7, 8:05 pm
<p> Keep in mind that this coming Thursday, March 10, we will have our second quiz. </p> <p> In order for your quiz to be graded, <b>you MUST follow these instructions EXACTLY</b>: </p> <ul> <li> You must have a laptop computer, <b>with R and LaTex installed and tested</b>. </li> <li> Your <b>.tar</b> file will be named in the same manner as in your homework, but with just your own e-mail address, not those of your teammates. It must be timestamped on or before <b>3:00 p.m.</b> on <b>handin</b> on CSIF, in the directory <b>256quiz2</b>. </li> <li> <b>NO LATE SUBMISSIONS.</b> Save your work to <b>handin</b> frequently, so that if time runs out, you at least still have something submitted. </li> <li> To be prepared for a situation (and ONLY then) in which WiFi goes down, bring a USB key (memory stick) to submit your file to me that way. Same restriction on timestamp. </li> <li> Your <b>.tar</b> file must contain one <b>.tex</b> file, one <b>.pdf</b> file (output of the <b>.tex</b> file), and one R file for each problem requiring code to be written. The R files will be named <b>x.R</b>, where x is the problem number, e.g. <b>2.R</b> for Problem 2. Even if a problem is purely R, your code listing must be in the <b>.tex</b> file, in addition to the <b>.R</b> file. </li> </ul> <p> The quiz will cover the statistics half of the course. </p>
2016-03-07T18:05:00+00:00
Monday, March 7, 6:05 pm
<p> In our textbook, I make a big point of the folly of significance testing. I also note that even though everyone knows it has problems, they use it anyway, which is bizarre. </p> <p> Today the American Statistical Association finally recognized that, pretty amazing. By the way, the current ASA president is Jessica Utts, a former UCD professor. Here is the ASA's statement, signed by Jessica and the ASA executive director: </p> <blockquote> Dear Member, Today, the American Statistical Association Board of Directors issued a statement on p-values and statistical significance. We intend the statement, developed over many months in consultation with a large panel of experts, to draw renewed and vigorous attention to changing research practices that have contributed to a reproducibility crisis in science. Widespread use of 'statistical significance' (generally interpreted as 'p In short, we envision a new era, in which the broad scientific community recognizes what statisticians have been advocating for many years. In this "post p <b>This is the first time the ASA has spoken so publicly about a fundamental part of statistical theory and practice. We urge you to share this statement with appropriate colleagues and spread the word via social media...</b> </blockquote> <p> </p>
2016-03-02T08:35:00+00:00
Wednesday, March 2, 8:35 am
<p> The summation in Equation (12.60) should go from i = 1 to 3. </p>
2016-03-01T20:35:00+00:00
Tuesday, March 1, 8:35 pm
<p> I made an <a href="http://heather.cs.ucdavis.edu/~matloff/132/Blog.html#ecoffer">Extra Credit offer</a> to my ECS 132 class. The offer applies to you in ECS 256 as well. </p>
2016-02-29T20:35:00+00:00
Monday, February 29, 8:35 pm
<p> The interactive grading went reasonably well today. </p> <p> I know some students were disappointed with their performance. Though I had said in class and here in the blog that the interactive grading would be "conversational," "like an interview," "like a PhD oral exam--you just talk, and I ask questions based on what you say," I think some students just didn't expect it to work this way. But really everyone did at least OK, some much more than OK; don't worry about it. </p> <p> I'll be basing your homework grade on three things: Nick's prescreeing assessment; my own reading of your homework submissions; and today's interactive grading. </p> <p> By the way, I will be announcing a pretty major Extra Credit offer, either this evening or tomorrow. </p> <p> One important thing that came up in today's grading sessions: Most students found it difficult to express themselves on technical issues. On a number of occasions, I said, "Pretend you are a consultant and you are talking to a client. How would you explain what XYZ is?", e.g. the Kolmogorov-Smirnov band that you coded in Homework II. It's not just that they had problems explaining technical things in general, but also they were not able to put themselves into the shoes of the client, i.e. understand what the client would want to know and how to explain it to him/her in terms the client could understand. This clearly is a skill that everyone should strive to perfect. Anybody can achieve excellence in this, even those who are not native speakers of English. </p>
2016-02-28T12:25:00+00:00
Sunday, February 28, 12:25 pm
<p> The interactive grading will be in my office, Kemper 3053. </p>
2016-02-28T09:35:00+00:00
Sunday, February 28, 9:35 am
<p> Remember, our interactive grading sessions will be held tomorrow (Leap Day!), from 3 to 6:30. By now, you should have gotten notification from your group leader as to your time slot. </p> <p> The style will be conversational. I will ask questions of each person in the group, along the lines of "Why this?" and "How that?" As noted in class, each member of the group must be able to answer questions about any problem in the assignment. Both Homework I and Homework II will be covered. </p>

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    56 records added, 56 records removed in the database
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    nothing changed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
    7 pages scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
    1 page scraped
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    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    56 records added, 56 records removed in the database
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    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
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    44 records added, 42 records removed in the database
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    25 records added, 25 records removed in the database
    1 page scraped
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    25 records added, 25 records removed in the database
    1 page scraped
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    25 records added, 25 records removed in the database
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    25 records added, 25 records removed in the database
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    25 records added, 25 records removed in the database
    1 page scraped
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    25 records added, 25 records removed in the database
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    25 records added, 25 records removed in the database
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    1 page scraped
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    1 page scraped
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    1 page scraped
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    1 page scraped
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    17 records added, 17 records removed in the database
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    17 records added, 17 records removed in the database
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    13 records added, 13 records removed in the database
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    13 records added, 12 records removed in the database
    1 page scraped
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    3 pages scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    11 records added, 10 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    10 records added, 10 records removed in the database
  • Manually ran revision 95f75bc8 and completed successfully .
    10 records added, 10 records removed in the database
    1 page scraped
  • Manually ran revision 6b479e7a and completed successfully .
    10 records added in the database
    1 page scraped
  • Manually ran revision 6b479e7a and completed successfully .
    10 records added in the database
    1 page scraped
  • Created on morph.io

Scraper code

Python

ecs256-w16 / scraper.py