A short example file is attached. Note that the tables jump from 1.2 to 1.4 and that the title on the top of the page runs right into the page number.
Thanks for looking into this. And thanks for the pointers on page numbers. On Mon, 3 Dec 2001, Herbert Voss wrote: > Matt Zeidenberg wrote: > > > Hi, > > > > I have been using Lyx to write a long document (my CS PhD thesis) > > for some time now and really love it. Thanks much to all who > > worked on Lyx's development. > > > > I'm using Lyx 1.1.6fix3 on RedHat Linux 7.1. > > > > I have a few questions/problems. > > > > In my document, I have a point at which the tables start > > spontaneously numbering by 2 instead of one (i.e. table 12, > > table 14, table 16). Up to that point, they were numbering > > by increments of one. I have tried deleting the table floats > > and reinserting them and that didn't help. If I change the > > document format to "book" from article and change all the > > sections to chapters, it numbers the tables by chapter > > but it still skips (in this case from 5.2 to 5.4 (formerly > > 12 and 14)). (However the former 16 is now 6.1 and is OK). > > > > can you give a short example file? > > > Also, is there any way to get page numbers to appear centered > > in the bottom middle of the page? And to get it to skip > > page numbering on blank pages (skip both assigning a number > > and printing it, when in book format?) > > > http://www.lyx.org/help/fancy/header.html#fancy_1 > http://www.lyx.org/help/page/page.html#pagenumbers > > > > > > And I notice that long chapter titles, when printed at the top > > of the page, tend to run into the page number if if is also > > printed at the top, creating an ugly effect. This occurs in > > chapter 4 of the User's Guide for Lyx, e.g. on page 70 > > of the version I have. Is there any thing to do about this, > > other than shortening the chapter titles? > > > also: an example file > > > HErbert > > > > -- > http://www.lyx.org/help/ >
#LyX 1.1 created this file. For more info see http://www.lyx.org/ \lyxformat 218 \textclass book \language english \inputencoding auto \fontscheme default \graphics default \paperfontsize default \spacing single \papersize Default \paperpackage a4 \use_geometry 0 \use_amsmath 0 \paperorientation portrait \secnumdepth 2 \tocdepth 2 \paragraph_separation indent \defskip medskip \quotes_language english \quotes_times 2 \papercolumns 1 \papersides 2 \paperpagestyle default \layout Chapter \begin_inset LatexCommand \label{relevancewiscpolicy} \end_inset Using Feedback to Find Better Results and to Improve Spidering Performance \layout Standard In the information retrieval literature, relevance is usually thought of as a boolean value-- either the result is relevant, or it isn't. In the classic studies of relevance feedback, a set of results to a query are presented to the user, and the user marks some of these as relevant or non-relevant. Terms drawn from those documents tagged as relevant are used to refine the query. This has been shown to improve the precision of retrieval (that is, the percentage of documents returned that are relevant). \layout Standard Precision and recall are useful concepts when you have a fixed number of documents that fit into any category. In that case, as is conventional in the literature, precision is defined as a the percentage of the retrieved documents that fall into the desired category (that is, are relevant to a particular information need, as defined by the user or a predefined expert assignment), and recall is defined as the percentage of the relevant documents that have been retrieved. In the Web context, where the number of documents in any particular category tends to grow monotonically over time, achieving high precision (so as to have a low signal-to-noise ratio for the user) and finding a large number of highly relevant documents, and ranking them well, is more important than having high overall recall, since most users won't be able to process any but the most highly relevant documents. Thus precision usually becomes more important than recall, since there is usually a flood of information on any topic, more than any one person can process. \layout Standard In the interest of discovering what features contribute to high levels of precision and high mean relevance of returned documents, I conducted the following experiment. I used a set of 500 manually-selected documents, all on public policy topics related to Wisconsin, 100 each on the following topics: Wisconsin Economy, Wisconsin Education, Wisconsin Environment, Wisconsin Government and Politics, and Wisconsin Health Care. \layout Standard A group of 107 student-subjects were used in the experiment, all students of Prof. Jo Ann Oravec at the University of Wisconsin at Whitewater. Each student was assigned to one of the categories, and was asked to rate each page in that category along two dimensions, relevance and quality, each scaled between 1 and 10. The students were instructed that relevance simply meant to what extent the page fit into the category in question, and quality meant the overall quality of the information on the page, independent of the relevance of the page to the category. (So, for instance, if one of the pages in the Wisconsin Education set actually contained very high quality information on, say, California wineries, it would get a relevance value of 1 and a quality value of 10.) \layout Standard The subjects were each assigned to make 100 relevance and 100 quality judgments of the 100 pages in the set to which they were assigned. In aggregate, the subjects made 8982 relevance judgments and 9013 quality judgments, indicating that they actually completed (on average) about 83 judgments of each kind in each category. Therefore, on average, since there were 500 pages total evaluated, there were are about 18 judgments of each page on each of the two dimensions. (Actually, since only 492 documents were responding to web queries during the period of the experiment, although all of them were responding when I constructed the list, the number of judgments per document was slightly higher. However, for simplicity in the following discussion, I will continue to refer to the dataset as if it had 500 observations, with the understanding that the statistics I report may refer to a slightly smaller set or subset.) The quality and relevance variables were correlated with one another at 0.747, meaning either one accounted for about 55.8% of the variation in the other. Table \begin_inset LatexCommand \ref{wisc policy rel qual stats} \end_inset shows the mean and standard error of the user judgments of quality and relevance of the documents in each of the five categories. \begin_float tab \layout Caption \begin_inset LatexCommand \label{wisc policy rel qual stats} \end_inset Descriptive Statistics, Relevance and Quality Judgments, Wisconsin Policy Topics \layout Standard \align left \begin_inset Tabular <lyxtabular version="2" rows="8" columns="8"> <features rotate="false" islongtable="false" endhead="0" endfirsthead="0" endfoot="0" endlastfoot="0"> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="false" width="" special=""> <column alignment="center" valignment="top" leftline="true" rightline="true" width="" special=""> <column alignment="center" valignment="top" leftline="false" rightline="true" width="" special=""> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="1" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> <cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> <cell multicolumn="1" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard relevance \end_inset </cell> <cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> <cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> <cell multicolumn="1" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard quality \end_inset </cell> <cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> <cell multicolumn="2" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Policy Area \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard n subjects \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard n ratings \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard mean \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard sd \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard n ratings \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard mean \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard sd \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Economy \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 23 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1699 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.72 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.72 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1703 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.41 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.66 \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Education \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 22 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1809 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.68 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.50 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1814 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.31 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.53 \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Environment \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 22 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1925 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.87 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.36 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1931 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.19 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.48 \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Govt./Politics \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 20 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1777 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.75 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.40 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1785 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.00 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.49 \end_inset </cell> </row> <row topline="true" bottomline="true" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Health Care \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 20 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1772 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.90 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.74 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 1780 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.47 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.65 \end_inset </cell> </row> <row topline="false" bottomline="true" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard Total \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 107 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 8982 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.79 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.55 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 9013 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 5.27 \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="false" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard 2.56 \end_inset </cell> </row> </lyxtabular> \end_inset \end_float \layout Standard As one can see from table \begin_inset LatexCommand \ref{wisc policy rel qual stats} \end_inset , all of the categories have quite similar distributions, at least as far as the means and standard deviations are concerned. The ratings for relevance are systematically, but only slightly, above those for quality. \layout Standard Manual consideration of the pages after they were ranked by mean subject led me to the following conclusions about the behavior of the subjects. The subjects tend to rate highly for relevance those pages which are associated with high-status or highly-socially-visible institutions. For instance, the top 6 pages in terms of mean subject relevance ranking in the \begin_inset Quotes eld \end_inset Government and Politics \begin_inset Quotes erd \end_inset category are all home pages of state agencies (the Wisconsin Department of Natural Resources, Department of Justice, Office of the Governor, Department of Commerce, State Legislature home page, and the Wisconsin Department of Financial Institutions.). \layout Standard In the case of the health care pages, the top six pages were pages associated with the University of Wisconsin Hospital (one of the most, if not the most, prestigious hospitals in the state), Blue Cross/Blue Shield of Wisconsin (perhaps the best-known health insurer), the Medical College of Wisconsin (Wisconsin's other Medical School, besides that at the University of Wisconsin, and also very well-known in the state), Community Health Care of Wausau (not that well-known outside Wausau, but a beautifully-designed site), the Wisconsin branch of the March of Dimes (a very well-known organization), and another page associated with the Medical College of Wisconsin. What many of these top pages have in common is that they are associated with very well-known organizations and are very nicely-designed, probably because these institutions have the resources to hire professional graphic artists and web page designers. On the other hand, those with lower relevance scores tend to be associated with less prestigious or well-known organizations and to not be as well-designe d, based on my browsing of the results. \layout Standard I built statistical models to attempt to account for the subjects ratings in terms of the presence or absence of over-represented words on a particular page, and the total number of over-represented wordstems. Tables \begin_inset LatexCommand \ref{top 100 wordstems wisc policy 1} \end_inset and \begin_inset LatexCommand \ref{top 100 wordstems wisc policy 2} \end_inset show the top 100 over-represented wordstems for each of the five categories, in the order of their degree of over-representation relative to a large corpus of random background text. \begin_float tab \layout Caption \begin_inset LatexCommand \label{top 100 wordstems wisc policy 1} \end_inset Top 100 Over-Represented Wordstems, Wisconsin Policy Areas (Economy, Education, and Environment) \layout Standard \begin_inset Tabular <lyxtabular version="2" rows="4" columns="2"> <features rotate="false" islongtable="true" endhead="0" endfirsthead="0" endfoot="0" endlastfoot="0"> <column alignment="left" valignment="top" leftline="true" rightline="false" width="1in" special=""> <column alignment="left" valignment="top" leftline="true" rightline="true" width="5in" special=""> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Category \end_inset </cell> <cell multicolumn="0" alignment="left" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Top 100 Over-Represented Wordstems \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Economy \size default \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small wisconsin, state, develop, busi, econom, work, research, job, industri, program, economi, studi, year, impact, service, thi,madison, counti, univers, report, product, worker, employ, nation, percent, system, educ, center, school, high, technolog,area, million, resourc, tax, public, commun, milwauke, fund, train, provid, manufactur, depart, compani, health, increas,peopl, wi, support, local, includ, time, student, feder, technic, workforc, cost, labor, inform, make, project, skill, base,incom, growth, region, welfar, govern, institut, benefit, visitor, manag, american, recreat, opportun, famili, creat, care,rate, agricultur, total, plan, relat, annual, gener, bioscienc, home, wage, number, colleg, chang, uw, polisci, futur, top, investrequir, medic, life \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Education \size default \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small school, wisconsin, state, educ, program, student, educat, public, colleg, teacher, wi, univers, high, milwauke, district,technic, court, work, home, system, madison, develop, year, children, associat, mpcp, parent, area, amend, privat, learn, nation, site, commu, depart, standard, technolog, includ, skill, uw, resourc, center, provid, counti, make, fax, question,choice, particip, scienc, offic, curriculum, thi, governor, support, requir, institut, people, servic, project, art, teach, middle,board, council, religi, plan, inform, report, instruction, level, establish, train, elementari, librari, activ, claus, busi, law, extension, studi, test, fund, administr, opportun, career, grade, local, time, social, people, purpose, life, effect, web,workforc , benefit, base, thompson, education \end_inset </cell> </row> <row topline="true" bottomline="true" newpage="true"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Environment \size default \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small wisconsin, water, environment, state, program, resourc, lake, river, manag, site, land, al, environ, develop, natur, sourc,transport, area, qualit, year, pollut, pcb, depart, includ, concentr, fish, protect, project, public, nation, system, feder, contamin, agricultur, work, plan, plant, wi, commun, requir, trade, report, issu, great, point, thi, regul, cryptosporidium,epa, energi, time, polici, madison, local, million, univers, nonpoint, research, control, inform, conver, gener, provid, impact,support, studi, industri, speci, wast, law, act, mine, group, anim, effect, fund, educ, increas, counti, altern, watersh, activ,base, reduc, peopl, wildlif, home, level, product, carp \end_inset </cell> </row> </lyxtabular> \end_inset \end_float \begin_float tab \layout Caption \begin_inset LatexCommand \label{top 100 wordstems wisc policy 2} \end_inset Top 100 Over-Represented Wordstems, Wisconsin Policy Areas (Government/Politics and Health Care) \layout Standard \begin_inset Tabular <lyxtabular version="2" rows="3" columns="2"> <features rotate="false" islongtable="true" endhead="0" endfirsthead="0" endfoot="0" endlastfoot="0"> <column alignment="left" valignment="top" leftline="true" rightline="false" width="1in" special=""> <column alignment="left" valignment="top" leftline="true" rightline="true" width="5in" special=""> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Category \end_inset </cell> <cell multicolumn="0" alignment="left" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Top 100 Over-Represented Wordstems \end_inset </cell> </row> <row topline="true" bottomline="false" newpage="false"> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Government and Politics \size default \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small wisconsin, state, counti, govern, polit, public, citi, tax, parti, site, madison, republican, local, campaign, year, depart, servic,inform, democrat, work, web, time, governor, district, thompson, vote, elect, peopl, home, wi, senat, milwauke, feder, court, legisl, reform, nation, candid, informat, program, make, monei, committe, thi, mail, law, search, resourc, green, univers, congres, report, issu, school, member, lafollett, town, student, board, contact, gener, legislatur, system, commun, budget,meet, interest, tommi, includ, support, dai, narrat, relat, busi, group, office, dave, progress, hous, list, bill, repres, commiss,health, tim, citizen, plan, polisci, famili, offic, colleg, record, call, find, presid, financ, provid, industri, offici, educat \end_inset </cell> </row> <row topline="true" bottomline="true" newpage="false"> <cell multicolumn="0" alignment="left" valignment="top" topline="true" bottomline="false" leftline="true" rightline="false" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size small Health Care \end_inset </cell> <cell multicolumn="0" alignment="center" valignment="top" topline="true" bottomline="false" leftline="true" rightline="true" rotate="false" usebox="none" width="" special=""> \begin_inset Text \layout Standard \size footnotesize health, wisconsin, care, state, tobacco, program, servic, product, provid, public, inform, hospit, medicaid, nicotin, research,medic, percent, smoke, compani, commun, data, children, insur, home, year, center, patient, includ, counti, famili, group, wi, system, madison, market, long, cigarett, nation, clinic, plan, physician, defend, report, depart, polisci, informat, thi, base,manag, term, rate, develop, gener, md, time, increas, studi, network, fund, effect, site, industri, school, associat, support,continu, cost, nurs, milwauke, diseas, institut, requir, level, length, area, result, feder, work, peopl, univers, resourc, relat,administr, number, grant, make, issu, project, cancer, person, popul, order, access, addict, contact, benefit, ag, part, agent, primari \end_inset </cell> </row> </lyxtabular> \end_inset \end_float I suspected that the presence or absence of these overrepresented wordstems on a particular web page might be related to the subjects' judgments of the page's quality or relevance. However, this turned out to largely not be the case. For each of the 5 categories, I created a model where the presence or absence of each of the top 25 words in each of the lists above was coded as an independent variable in a linear regression, and the quality or relevance was the dependent variable. Therefore, there were ten such models. Very few of the wordstem proxies in these multiple regressions had betas that were significantly different than zero, leading to the suspicion that those that were significantly non-zero occurred by chance, given the large number of variables in the regressions. \the_end
