luizirber / ecs256-w16

UC Davis ECS 256 updates


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

Contributors luizirber

Last run failed with status code 1.

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 /tmp/build/requirements.txt (line 6))  Cloning http://github.com/openaustralia/scraperwiki-python.git (to morph_defaults) to /app/.heroku/src/scraperwiki  Collecting lxml==3.4.4 (from -r /tmp/build/requirements.txt (line 8))  Downloading lxml-3.4.4.tar.gz (3.5MB)  Collecting cssselect==0.9.1 (from -r /tmp/build/requirements.txt (line 9))  Downloading cssselect-0.9.1.tar.gz  Collecting python-dateutil==2.4.2 (from -r /tmp/build/requirements.txt (line 10))  Downloading python_dateutil-2.4.2-py2.py3-none-any.whl (188kB)  Collecting pytz==2015.7 (from -r /tmp/build/requirements.txt (line 11))  Downloading pytz-2015.7-py2.py3-none-any.whl (476kB)  Collecting dumptruck>=0.1.2 (from scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading dumptruck-0.1.6.tar.gz  Collecting requests (from scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading requests-2.18.4-py2.py3-none-any.whl (88kB)  Collecting six>=1.5 (from python-dateutil==2.4.2->-r /tmp/build/requirements.txt (line 10))  Downloading six-1.11.0-py2.py3-none-any.whl  Collecting idna<2.7,>=2.5 (from requests->scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading idna-2.6-py2.py3-none-any.whl (56kB)  Collecting urllib3<1.23,>=1.21.1 (from requests->scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading urllib3-1.22-py2.py3-none-any.whl (132kB)  Collecting certifi>=2017.4.17 (from requests->scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading certifi-2017.11.5-py2.py3-none-any.whl (330kB)  Collecting chardet<3.1.0,>=3.0.2 (from requests->scraperwiki->-r /tmp/build/requirements.txt (line 6))  Downloading chardet-3.0.4-py2.py3-none-any.whl (133kB)  Installing collected packages: dumptruck, idna, urllib3, certifi, chardet, 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 certifi-2017.11.5 chardet-3.0.4 cssselect-0.9.1 dumptruck-0.1.6 idna-2.6 lxml-3.4.4 python-dateutil-2.4.2 pytz-2015.7 requests-2.18.4 scraperwiki six-1.11.0 urllib3-1.22   -----> Discovering process types  Procfile declares types -> scraper Injecting scraper and running... Traceback (most recent call last): File "scraper.py", line 25, in <module> 'date': pytz.UTC.localize(dateutil.parser.parse(item.text)).isoformat() File "/app/.heroku/python/lib/python2.7/site-packages/dateutil/parser.py", line 1008, in parse return DEFAULTPARSER.parse(timestr, **kwargs) File "/app/.heroku/python/lib/python2.7/site-packages/dateutil/parser.py", line 404, in parse ret = default.replace(**repl) ValueError: day is out of range for month

Data

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link date title content
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>
2016-02-26T16:45:00+00:00
Friday, February 26, 4:45 pm
<p> You'll recall that I've said several times, both here and in class, that estimating mixtures is hard, due to convergence problems (including converging to the "wrong" solution), issues with the latency (hiddenness) of some variables, and so on. </p> <p> In that light, you'll understand why I laughed out loud today when I saw this quote from one of my favorite statisticians, Larry Wasserman of CMU: </p> <blockquote> I have decided that mixtures, like tequila, are inherently evil and should be avoided at all costs. </blockquote> <p> He also said that mixtures are the "twilight zone" (i.e. Land of the Weird) of statistics. </p> <p> This is all reported in <a href="http://www.r-bloggers.com/twilight-zone-of-statistics/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+RBloggers+%28R+bloggers%29"> this posting</a> to <a href="http://www.r-bloggers.com">R-Bloggers</a>, an extremely valuable newsletter for anyone who does a lot of data analysis. <a href="matloff.wordpress.com">My own blog</a> is archived there too. </p> <p> Getting back to that mixture posting, what makes it even more interesting is that the posting cites a paper saying that the better way to estimate mixtures than MLE is the Method of Moments! (But of course, there are problems there too.) </p>
2016-02-25T09:45:00+00:00
Thursday, February 25, 9:45 am
<p> I have decided not to assign Homework III, for the following reasons: </p> <ul> <li> We are simply running out of time. I would not want to have interactive grading after March 10, our last day of class, and working backwards from that point, time is just too tight. </li> <li> I believe that many students are not spending enough time on the reading. One of the factors (though certainly not the only one) underlying that is likely that people have been focusing on the homework. </li> </ul> <p> I would have liked to have had a third assignment, but the first two have been quite substantial, and certainly achieve the goals I had. </p> <p> There are still some groups that have not submitted their time preferences for interactive grading to me. Please do so TODAY. </p>
2016-02-24T12:10:00+00:00
Wednesday, February 24, 12:10 pm
<p> I wish to reiterate that estimation of mixtures is hard. Some students have mentioned to me that they are getting negative values for the mixing coefficients, for instance, and this is not surprising. (It will probably go away if you take a much larger sample.) </p> <p> This might be improved somewhat by taking an alternating approach similar to that of the EM algorithm: Treat the mixing coefficients as correct and estimate the distribution family parameters in odd-numbered iterations, and do the opposite in the even-numbered ones. But it is not a panacea. </p> <p> Note by the way that the power law family is very unstable, in the sense that we usually have very small values but sometimes have really large ones, the "Black Swan" notion. Accoringly, that makes estimation of the gamma parameter difficult as well. </p> <p> Remember that in this project we're pretending to develop a tool that could be used by people who choose to use these "dangerous" models such as mixtures and power laws. We are NOT endorsing the use of such models. </p>
2016-02-24T12:00:00+00:00
Wednesday, February 24, 12:00 pm
<p> Several people have asked me about standard errors. What are they, and how are they derived? </p> <p> Actually, the answer to the first question is in your reading, Section 16.5.1. :-) </p> <p> The answer to the second question is more complex. Where does <b>gmm()</b> get its standard errors, for instance? This relies on the Central Limit Theorem, and something called the "delta method. Here is an outline of the derivation. </p> <p> First, note that sample moments (say noncentral ones) are made up of sums, so the Central Limit Theorem says they are approximately normally distributed. In fact, if we have a vector of k sample moments, its approximate distribution will be k-variate normal. </p> <p> Second, we know that any linear function of a normally distributed random vector will again be normally distributed. In general, the estimators coming out of a Method of Moments operation will not be linear functions of the sample moments, but we can approximate them by linear functions by expanding in a first-degree Taylor series, For large n, theta-hat will be close enough to the true population parameter vector theta that the nonlinear terms become negligible. We thus can get the approximate covariance matrix of theta-hat, from the covariance matrix of the sample moments. </p>
2016-02-23T21:00:00+00:00
Tuesday, February 23, 9:00 pm
<p> It would be good for you to draw a picture of the approximation in (4.46). There you'll see that c/(gamma-1) is an underestimate of the series. In fact, the greater gamma is, the more serious the error. Thus for larger gamma, the true c is considerably less than gamma-1. </p> <p> Thus when you calculate the first moment of this distribution, I recommend that you use a better method to find c. One quick way would be to simply keep summing k^(-gamma), k = 1,2,3,... until the sum doesn't change much, and then take c to be the reciprocal of the sum. </p>
2016-02-23T16:00:00+00:00
Tuesday, February 23, 4:00 pm
<p> Unfortunately, it has just come to my attention that my specs for the CRAN problem in Homework II are missing an important ingredient -- a function specifying the pmf/pdf for the parametric family being fit. </p> <p> One group told me that in their code, the user is prompted for this. I will definitely accept that, but of course it is not good design practice. It would be better to specify the function in an argument <b>gd</b> in the <b>mmfit</b> call, and I've updated the specs accordingly. </p> <p> Sorry for this omission. It would have been nice if I had learned of it earlier, but since it is so late, I've extended the due date accordingly. </p> <p> Here are some tips, in response to some questions I've gotten: </p> <ul> <li> For your examples, you can generate random data from the specified family if you wish, but it would be better to use real data. Note that that is what I did in the book example. I used the real geyser data, fit a beta model to it, and then graphed to assess the fit. </li> <li> For the power law example, there are some nice data sets in the <b>powerlaw</b> package on CRAN. </li> <li> Note that using the visual approach to fit assessment as we are doing here is just an informal procedure; there is no formal way to make a decision "Good fit, bad fit" based on this. A formal way would be to do a goodness-of-fit test (chi-squared, Kolmogorov-Smirnov etc.), but significance tests can be highly misleading, as we have discussed. </li> <li> You are supposed to derive the first moment of the power law family. Let me know if you are having trouble with this. </li> <li> Note that R's functions <b>curve()</b> and <b>integrate()</b> can be useful. </li> </ul>
2016-02-22T23:05:00+00:00
Monday, February 22, 11:05 pm
<p> In my hint this afternoon on Math Problem A, I forgot to mention (a) use iterated expectations and (b) review the material on p.367 and the related emphasis in class that λ<sub>M</sub> is a random variable (because M is). </p>

Statistics

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    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    61 pages scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    3 pages scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    7 records added, 7 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
  • 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
  • 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page 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
    1 page 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
  • 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
  • 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • 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
  • 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    79 pages scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page 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
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    nothing changed in the database
    1 page 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
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page scraped
  • Auto ran revision 95f75bc8 and failed .
    nothing changed in the database
  • Auto ran revision 95f75bc8 and completed successfully .
    56 records added, 56 records removed in the database
    1 page 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
  • 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
  • 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
  • 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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    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
    7 pages scraped
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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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    nothing changed in the database
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    3 pages scraped
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    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