[[1]] A List Apart: Articles: Alternative Style: Working With Alternate Style Sheets http://www.alistapart.com/stories/alternate/ 0ce30dff2f6a9e9c6c753d4946f538a9 Total Number of Users of Site: 395 Number of Users in Fit: 395 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.46973 0.15626 -41.4039 < 2e-16 *** used.onSiteTRUE -0.16655 0.18286 -0.9108 0.36239 used.byUserTRUE 3.76397 0.20516 18.3461 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.57796 0.22498 -2.5689 0.01020 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classcss 6.14489 0.18985 32.3673 < 2.2e-16 *** tag_classwebdesign 4.11294 0.17730 23.1979 < 2.2e-16 *** tag_classsystem:unfiled 3.78741 0.24457 15.4861 < 2.2e-16 *** tag_classjavascript 3.76703 0.17579 21.4294 < 2.2e-16 *** tag_classwebdev 2.98115 0.22628 13.1747 < 2.2e-16 *** tag_classdesign 2.73236 0.18983 14.3939 < 2.2e-16 *** tag_classstylesheet 2.67296 0.34518 7.7437 9.659e-15 *** tag_classswitcher 2.56177 0.36140 7.0886 1.355e-12 *** tag_classhtml 2.48451 0.21542 11.5334 < 2.2e-16 *** tag_classalternate 2.44257 0.39081 6.2501 4.102e-10 *** tag_classweb 2.34598 0.20563 11.4089 < 2.2e-16 *** tag_classstyle 2.32592 0.34946 6.6557 2.820e-11 *** tag_classstylesheets 2.29659 0.39859 5.7618 8.325e-09 *** tag_classstyleswitcher 2.09305 0.44563 4.6968 2.642e-06 *** tag_classtutorial 1.76898 0.23866 7.4120 1.244e-13 *** tag_classhowto 1.54644 0.26882 5.7528 8.777e-09 *** tag_classtutorials 1.44059 0.30985 4.6493 3.330e-06 *** tag_classaccessibility 1.41654 0.36668 3.8631 0.0001119 *** tag_classxhtml 1.25694 0.35172 3.5737 0.0003519 *** tag_classprogramming 1.08749 0.28725 3.7858 0.0001532 *** tag_classdevelopment 1.03605 0.34107 3.0377 0.0023842 ** tag_classtech 0.93826 0.43632 2.1504 0.0315259 * tag_classreference 0.90484 0.27729 3.2631 0.0011020 ** tag_classcode 0.86912 0.42409 2.0494 0.0404240 * tag_classarticle 0.74539 0.45798 1.6276 0.1036131 tag_classweb2.0 0.70087 0.33780 2.0748 0.0380043 * tag_classblogs 0.49731 0.42830 1.1611 0.2455835 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.54896 +- 0.74091 Goodness of Fit Tests: Residual Deviance: 5517 on 5.29e+04 degrees of freedom (p-value: 1) AIC: 5581 Gm: 6019 on 33 degrees of freedom (p:value 0) R^2_L: 0.5218 R^2: 0.377 Predictive Power Tests Lambda_p: 0.2322 (d= 8.172 ; p-value: 3.03e-16 ) (for prediction models) Tau_p: 0.6071 (d= 30.21 ; p-value: 1.966e-200 ) (for classification models) Phi_p: 0.5066 (d= 22.38 ; p-value: 5.827e-111 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 51508 212 TRUE 717 493 Fitted Probabilities: css webdesign system:unfiled javascript webdev Never Used 0.4194954 0.08652695 0.06402465 0.06281392 0.02963893 Used Only On Site 0.3795651 0.07423755 0.05473973 0.05369451 0.02520637 Used Only By User 0.9689050 0.80331876 0.74680502 0.74293127 0.56841463 Recommended Tag 0.9367082 0.65985826 0.58349555 0.57853334 0.38482484 design stylesheet switcher html alternate Never Used 0.02326253 0.02195032 0.01968605 0.01824908 0.01751264 Used Only On Site 0.01976415 0.01864551 0.01671632 0.01549270 0.01486580 Used Only By User 0.50664739 0.49179735 0.46406276 0.44491017 0.43457733 Recommended Tag 0.32785262 0.31489818 0.29141909 0.27572601 0.26742938 web style stylesheets styleswitcher tutorial Never Used 0.01592598 0.01561460 0.01517011 0.01241100 0.00900657 Used Only On Site 0.01351565 0.01325076 0.01287268 0.01052696 0.00763534 Used Only By User 0.41101174 0.40616404 0.39910950 0.35143937 0.28154953 Recommended Tag 0.24893712 0.24520518 0.23981729 0.20469203 0.15692434 howto tutorials accessibility xhtml programming Never Used 0.007222615 0.006501849 0.006348313 0.00541695 0.004576437 Used Only On Site 0.006121311 0.005509837 0.005379599 0.00458970 0.003877046 Used Only By User 0.238790117 0.220083415 0.215982746 0.19018238 0.165441882 Recommended Tag 0.129675755 0.118189813 0.115706002 0.10035105 0.086054746 development tech reference code article Never Used 0.004347976 0.003944520 0.003815361 0.003681995 0.003254879 Used Only On Site 0.003683371 0.003341377 0.003231904 0.003118868 0.002756895 Used Only By User 0.158461230 0.145852181 0.141737647 0.137448379 0.123426507 Recommended Tag 0.082094253 0.075020151 0.072733657 0.070361396 0.062686057 web2.0 blogs Other Never Used 0.003113565 0.002541588 0.001547240 Used Only On Site 0.002637144 0.002152499 0.001310175 Used Only By User 0.118689059 0.098993698 0.062633799 Recommended Tag 0.060120095 0.049596770 0.030760703 [[2]] London Underground History - Disused Stations on London's Underground http://underground-history.co.uk/front.php 1b33100ce08e52df31cbf3ad4c7ed801 Total Number of Users of Site: 369 Number of Users in Fit: 369 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.295967 0.136206 -46.2238 < 2e-16 *** used.onSiteTRUE -0.336526 0.167991 -2.0032 0.04515 * used.byUserTRUE 3.225885 0.179328 17.9887 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.050057 0.203441 -0.2461 0.80564 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classlondon 6.33395 0.16855 37.5793 < 2.2e-16 *** tag_classunderground 6.20902 0.16603 37.3972 < 2.2e-16 *** tag_classtube 5.23681 0.17420 30.0618 < 2.2e-16 *** tag_classabandoned 5.12837 0.17970 28.5379 < 2.2e-16 *** tag_classhistory 4.71467 0.17685 26.6590 < 2.2e-16 *** tag_classsystem:unfiled 4.08762 0.22483 18.1808 < 2.2e-16 *** tag_classuk 3.93275 0.20095 19.5708 < 2.2e-16 *** tag_classtravel 3.35706 0.18880 17.7807 < 2.2e-16 *** tag_classsubway 3.13183 0.26311 11.9029 < 2.2e-16 *** tag_classurban 2.75051 0.24560 11.1992 < 2.2e-16 *** tag_classarchitecture 2.69069 0.21681 12.4102 < 2.2e-16 *** tag_classstations 2.50327 0.38223 6.5492 5.785e-11 *** tag_classtrain 2.30739 0.35536 6.4932 8.405e-11 *** tag_classcities 2.22978 0.34183 6.5231 6.888e-11 *** tag_classdisused 2.19067 0.44572 4.9149 8.884e-07 *** tag_classphotography 2.17302 0.21243 10.2295 < 2.2e-16 *** tag_classtransportation 2.15974 0.36868 5.8580 4.685e-09 *** tag_classphotos 2.12492 0.22885 9.2852 < 2.2e-16 *** tag_classengland 2.10894 0.37569 5.6135 1.983e-08 *** tag_classexploration 2.07942 0.40487 5.1361 2.806e-07 *** tag_classtrains 2.07387 0.37684 5.5033 3.727e-08 *** tag_classtransit 1.89631 0.45402 4.1767 2.958e-05 *** tag_classcool 1.77426 0.26414 6.7171 1.854e-11 *** tag_classreference 1.43518 0.23029 6.2321 4.603e-10 *** tag_classtransport 1.42647 0.46084 3.0953 0.0019659 ** tag_classfun 1.10763 0.28603 3.8724 0.0001078 *** tag_classinteresting 0.44898 0.45050 0.9966 0.3189497 tag_classnetwork 0.34922 0.44939 0.7771 0.4370954 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.54614 +- 0.73902 Goodness of Fit Tests: Residual Deviance: 6846 on 5.79e+04 degrees of freedom (p-value: 1) AIC: 6912 Gm: 6638 on 34 degrees of freedom (p:value 0) R^2_L: 0.4923 R^2: 0.3105 Predictive Power Tests Lambda_p: 0.1049 (d= 4.03 ; p-value: 5.587e-05 ) (for prediction models) Tau_p: 0.541 (d= 29.39 ; p-value: 6.857e-190 ) (for classification models) Phi_p: 0.2951 (d= 12.82 ; p-value: 1.203e-37 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 56364 129 TRUE 1160 280 Fitted Probabilities: london underground tube abandoned history Never Used 0.5094940 0.4782770 0.2574703 0.2372905 0.1706115 Used Only On Site 0.4259131 0.3956860 0.1985018 0.1818121 0.1281042 Used Only By User 0.9631682 0.9584706 0.8972215 0.8867829 0.8381579 Recommended Tag 0.9467119 0.9400462 0.8557145 0.8418036 0.7786819 system:unfiled uk travel subway urban Never Used 0.0990032 0.08602065 0.05026330 0.04053768 0.02804611 Used Only On Site 0.0727715 0.06298830 0.03642357 0.02929325 0.02019369 Used Only By User 0.7344922 0.70321701 0.57125550 0.51543106 0.42077969 Recommended Tag 0.6527053 0.61682200 0.47511855 0.41949675 0.33044856 architecture stations train cities disused Never Used 0.02646067 0.02203818 0.01818907 0.01685378 0.01621778 Used Only On Site 0.01904346 0.01584046 0.01305937 0.01209602 0.01163743 Used Only By User 0.40627317 0.36197339 0.31806191 0.30147204 0.29329974 Recommended Tag 0.31734999 0.27820302 0.24062129 0.22672772 0.21994361 photography transportation photos england exploration Never Used 0.01593863 0.01573154 0.01520146 0.01496408 0.01453516 Used Only On Site 0.01143621 0.01128694 0.01090497 0.01073395 0.01042500 Used Only By User 0.28965560 0.28692897 0.27985912 0.27664990 0.27078218 Recommended Tag 0.21693112 0.21468218 0.20887103 0.20624271 0.20145243 trains transit cool reference transport Never Used 0.01445578 0.012132590 0.010753549 0.007684838 0.007618711 Used Only On Site 0.01036783 0.008695817 0.007704367 0.005500954 0.005453516 Used Only By User 0.26968634 0.236174529 0.214868893 0.163159327 0.161973749 Recommended Tag 0.20056000 0.173596181 0.156777117 0.116965011 0.116068543 fun interesting network Other Never Used 0.005550303 0.002880274 0.002607519 0.001840333 Used Only On Site 0.003970586 0.002058923 0.001863802 0.001315144 Used Only By User 0.123201930 0.067792724 0.061753617 0.044358359 Recommended Tag 0.087142468 0.047079950 0.042801260 0.030570706 [[3]] Haiku | Desktop Operating System http://haiku-os.org/ 2c4bd41cac0fb47fd81417063e2601aa Total Number of Users of Site: 161 Number of Users in Fit: 161 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.27809 0.22554 -23.4023 < 2.2e-16 *** used.onSiteTRUE -0.71276 0.28417 -2.5082 0.01213 * used.byUserTRUE 2.36807 0.31817 7.4428 9.855e-14 *** used.onSiteTRUE:used.byUserTRUE 0.85931 0.36375 2.3623 0.01816 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classbeos 6.11850 0.28254 21.6552 < 2.2e-16 *** tag_classos 5.96133 0.29315 20.3352 < 2.2e-16 *** tag_classhaiku 5.35156 0.28567 18.7332 < 2.2e-16 *** tag_classopensource 4.00121 0.29886 13.3881 < 2.2e-16 *** tag_classopen-source 3.35136 0.35751 9.3740 < 2.2e-16 *** tag_classdesktop 2.94076 0.33064 8.8941 < 2.2e-16 *** tag_classsoftware 2.49620 0.30115 8.2890 < 2.2e-16 *** tag_classsystem:unfiled 2.25063 0.47923 4.6963 2.649e-06 *** tag_classgeek 1.44592 0.40107 3.6052 0.0003119 *** tag_classfree 1.34736 0.36034 3.7391 0.0001847 *** tag_classsystem 1.33802 0.51131 2.6169 0.0088745 ** tag_classtech 1.10165 0.42988 2.5627 0.0103855 * tag_classunix 0.78757 0.45223 1.7415 0.0815879 . tag_classfreeware 0.45829 0.47834 0.9581 0.3380234 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.73365 +- 0.85653 Goodness of Fit Tests: Residual Deviance: 2033 on 8674 degrees of freedom (p-value: 1) AIC: 2071 Gm: 2100 on 20 degrees of freedom (p:value 0) R^2_L: 0.5081 R^2: 0.4123 Predictive Power Tests Lambda_p: 0.2086 (d= 5.085 ; p-value: 3.681e-07 ) (for prediction models) Tau_p: 0.5773 (d= 19.85 ; p-value: 1.082e-87 ) (for classification models) Phi_p: 0.4922 (d= 15.27 ; p-value: 1.233e-52 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 8018 120 TRUE 320 236 Fitted Probabilities: beos os haiku opensource open-source Never Used 0.6985516 0.6644615 0.5183598 0.2180813 0.12711277 Used Only On Site 0.5318693 0.4926206 0.3454076 0.1202947 0.06663965 Used Only By User 0.9611521 0.9548390 0.9199407 0.7486051 0.60857771 Recommended Tag 0.9662691 0.9607535 0.9300911 0.7751693 0.64287968 desktop software system:unfiled geek free Never Used 0.08807861 0.05831058 0.04620088 0.02120333 0.01925154 Used Only On Site 0.04521385 0.02946479 0.02319809 0.01050934 0.00953236 Used Only By User 0.50768571 0.39799590 0.34087781 0.18784159 0.17326592 Recommended Tag 0.54420739 0.43357612 0.37452856 0.21122633 0.19527240 system tech unix freeware Other Never Used 0.019075880 0.015120997 0.011090464 0.008003836 0.005076276 Used Only On Site 0.009444528 0.007471244 0.005468447 0.003940269 0.002495299 Used Only By User 0.171931311 0.140835831 0.106934072 0.079312202 0.051660510 Recommended Tag 0.193808019 0.159518118 0.121756508 0.090694717 0.059330316 [[4]] affiliates homepage | Spread Firefox http://www.spreadfirefox.com/?q=affiliates/homepage 34d1d5e34c5a7665d8be3f10ba08e82b Total Number of Users of Site: 214 Number of Users in Fit: 214 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.58732 0.16035 -34.8441 < 2.2e-16 *** used.onSiteTRUE -1.09860 0.21409 -5.1314 2.876e-07 *** used.byUserTRUE 2.82514 0.21869 12.9184 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE 0.53306 0.26544 2.0082 0.04462 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classfirefox 6.26484 0.23792 26.3317 < 2.2e-16 *** tag_classbuttons 4.97129 0.24542 20.2561 < 2.2e-16 *** tag_classsystem:unfiled 4.43079 0.28025 15.8100 < 2.2e-16 *** tag_classmozilla 3.96183 0.26909 14.7230 < 2.2e-16 *** tag_classbrowser 3.59097 0.28083 12.7871 < 2.2e-16 *** tag_classaffiliates 2.82902 0.43328 6.5292 6.611e-11 *** tag_classresources 2.75852 0.34783 7.9306 2.182e-15 *** tag_classbutton 2.65387 0.39749 6.6765 2.447e-11 *** tag_classbanner 2.58742 0.43615 5.9324 2.985e-09 *** tag_classmarketing 2.57353 0.36982 6.9588 3.431e-12 *** tag_classinternet 2.22449 0.32144 6.9203 4.507e-12 *** tag_classthunderbird 2.22344 0.40739 5.4578 4.820e-08 *** tag_classlogo 1.90900 0.43237 4.4152 1.009e-05 *** tag_classweb 1.89287 0.31025 6.1010 1.054e-09 *** tag_classwebdev 1.47979 0.48438 3.0550 0.002250 ** tag_classicons 1.38447 0.44806 3.0899 0.002002 ** tag_classcommunity 1.07780 0.48536 2.2206 0.026378 * tag_classopensource 0.66679 0.43613 1.5289 0.126294 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.72185 +- 0.84962 Goodness of Fit Tests: Residual Deviance: 2945 on 2.373e+04 degrees of freedom (p-value: 1) AIC: 2991 Gm: 2277 on 24 degrees of freedom (p:value 0) R^2_L: 0.436 R^2: 0.279 Predictive Power Tests Lambda_p: 0.1293 (d= 3.066 ; p-value: 0.002171 ) (for prediction models) Tau_p: 0.5544 (d= 18.58 ; p-value: 4.642e-77 ) (for classification models) Phi_p: 0.3341 (d= 9.089 ; p-value: 9.953e-20 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 23152 53 TRUE 425 124 Fitted Probabilities: firefox buttons system:unfiled mozilla browser Never Used 0.6631848 0.3506861 0.23929906 0.16444888 0.11958711 Used Only On Site 0.3962574 0.1525644 0.09490793 0.06156645 0.04331608 Used Only By User 0.9707634 0.9010654 0.84139145 0.76846292 0.69610075 Recommended Tag 0.9496513 0.8380213 0.75083626 0.65342121 0.56543692 affiliates resources button banner marketing Never Used 0.05961978 0.05578777 0.05052492 0.04743047 0.04680709 Used Only On Site 0.02069603 0.01931443 0.01742885 0.01632655 0.01610506 Used Only By User 0.51670555 0.49908695 0.47295182 0.45642228 0.45297969 Recommended Tag 0.37784777 0.36142312 0.33763777 0.32293969 0.31991137 internet thunderbird logo web webdev Never Used 0.03347762 0.03344365 0.024642736 0.024258134 0.01618225 Used Only On Site 0.01141405 0.01140220 0.008351523 0.008219037 0.00545296 Used Only By User 0.36872665 0.36848221 0.298766708 0.295399559 0.21714509 Recommended Tag 0.24913632 0.24893990 0.194862621 0.192345283 0.13611704 icons community opensource Other Never Used 0.014732669 0.010884011 0.007242426 0.003731089 Used Only On Site 0.004959647 0.003654554 0.002425877 0.001246809 Used Only By User 0.201378394 0.156517315 0.109546069 0.059402833 Recommended Tag 0.125292114 0.095356949 0.065318734 0.034632592 [[5]] PayPalSucks.com is where you will learn about the PayPal Class Action Lawsuit, Abuse, Fraud & evil behind the PayPal system! http://www.paypalsucks.com/ 36a351c9102416c3e36c99ed564ceaa5 Total Number of Users of Site: 122 Number of Users in Fit: 121 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.17940 0.23897 -21.6739 <2e-16 *** used.onSiteTRUE -0.40829 0.26686 -1.5300 0.1260 used.byUserTRUE 3.13964 0.32446 9.6764 <2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.14750 0.36970 -0.3990 0.6899 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classpaypal 5.43211 0.27399 19.8263 < 2.2e-16 *** tag_classmoney 3.86593 0.30218 12.7934 < 2.2e-16 *** tag_classsystem:unfiled 3.75990 0.31770 11.8349 < 2.2e-16 *** tag_classsecurity 3.33207 0.29379 11.3417 < 2.2e-16 *** tag_classebay 3.05844 0.31796 9.6191 < 2.2e-16 *** tag_classprivacy 3.00494 0.31556 9.5226 < 2.2e-16 *** tag_classfinance 2.89634 0.33115 8.7464 < 2.2e-16 *** tag_classonline 2.74391 0.34964 7.8477 4.237e-15 *** tag_classinternet 1.20634 0.39303 3.0693 0.002145 ** tag_classshopping 0.80203 0.46129 1.7387 0.082095 . tag_classweb 0.52571 0.42621 1.2334 0.217408 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.84753 +- 0.92061 Goodness of Fit Tests: Residual Deviance: 1600 on 7122 degrees of freedom (p-value: 1) AIC: 1632 Gm: 1146 on 17 degrees of freedom (p:value 5.004e-233) R^2_L: 0.4174 R^2: 0.2699 Predictive Power Tests Lambda_p: 0.07602 (d= 1.441 ; p-value: 0.1496 ) (for prediction models) Tau_p: 0.5148 (d= 13.78 ; p-value: 3.363e-43 ) (for classification models) Phi_p: 0.3649 (d= 8.437 ; p-value: 3.246e-17 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 6724 73 TRUE 243 99 Fitted Probabilities: paypal money system:unfiled security ebay Never Used 0.5628436 0.2119072 0.1947404 0.13618646 0.10707651 Used Only On Site 0.4611837 0.1516451 0.1385022 0.09486573 0.07383318 Used Only By User 0.9674646 0.8613052 0.8481473 0.78453767 0.73471600 Recommended Tag 0.9446199 0.7808087 0.7621232 0.67623448 0.61370071 privacy finance online internet shopping Never Used 0.10206703 0.09253549 0.08050590 0.01846829 0.012402607 Used Only On Site 0.07025659 0.06348564 0.05500362 0.01235395 0.008279512 Used Only By User 0.72415667 0.70194526 0.66910663 0.30292264 0.224831709 Recommended Tag 0.60094078 0.57463565 0.53702189 0.19953437 0.142642174 web Other Never Used 0.009436491 0.005599839 Used Only On Site 0.006293161 0.003729700 Used Only By User 0.180339450 0.115091034 Recommended Tag 0.112063204 0.069425396 [[6]] OS X Maintenance And Troubleshooting http://www.macattorney.com/ts.html 3969c4fca4f1a80d89a3c024609731c3 Total Number of Users of Site: 282 Number of Users in Fit: 282 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.88907 0.16840 -34.9699 < 2.2e-16 *** used.onSiteTRUE -0.55956 0.19733 -2.8357 0.004573 ** used.byUserTRUE 3.10638 0.23238 13.3678 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.15095 0.25453 -0.5931 0.553137 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classmaintenance 5.50074 0.19121 28.7680 < 2.2e-16 *** tag_classosx 5.02462 0.19533 25.7244 < 2.2e-16 *** tag_classmac 4.68803 0.19535 23.9977 < 2.2e-16 *** tag_classtroubleshooting 4.58733 0.21253 21.5846 < 2.2e-16 *** tag_classmacosx 4.12309 0.22970 17.9501 < 2.2e-16 *** tag_classsystem:unfiled 3.39128 0.30449 11.1376 < 2.2e-16 *** tag_classapple 3.13999 0.21914 14.3286 < 2.2e-16 *** tag_classhelp 2.59666 0.32946 7.8817 3.230e-15 *** tag_classreference 2.51407 0.21440 11.7262 < 2.2e-16 *** tag_classmacintosh 2.26490 0.35983 6.2943 3.087e-10 *** tag_classsafari_export 2.12356 0.42486 4.9983 5.784e-07 *** tag_classadmin 2.05456 0.43415 4.7323 2.220e-06 *** tag_classhowto 2.02279 0.26291 7.6939 1.427e-14 *** tag_classrepair 1.90270 0.40825 4.6606 3.153e-06 *** tag_classsysadmin 1.67504 0.43140 3.8828 0.0001032 *** tag_classtools 1.66413 0.26826 6.2034 5.525e-10 *** tag_classsoftware 1.29758 0.27505 4.7175 2.387e-06 *** tag_classsupport 1.18868 0.47128 2.5222 0.0116609 * tag_classtutorial 1.15284 0.30899 3.7310 0.0001907 *** tag_classtips 1.04985 0.33915 3.0955 0.0019647 ** tag_classutilities 1.01392 0.45710 2.2181 0.0265447 * tag_classtech 0.72929 0.43298 1.6843 0.0921158 . --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.54262 +- 0.73663 Goodness of Fit Tests: Residual Deviance: 4244 on 2.817e+04 degrees of freedom (p-value: 1) AIC: 4298 Gm: 3686 on 28 degrees of freedom (p:value 0) R^2_L: 0.4648 R^2: 0.3192 Predictive Power Tests Lambda_p: 0.1935 (d= 5.88 ; p-value: 4.104e-09 ) (for prediction models) Tau_p: 0.5836 (d= 25.06 ; p-value: 1.27e-138 ) (for classification models) Phi_p: 0.4227 (d= 15.28 ; p-value: 1.014e-52 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 27203 103 TRUE 618 276 Fitted Probabilities: maintenance osx mac troubleshooting macosx Never Used 0.4041204 0.2964111 0.2312908 0.2138726 0.14604376 Used Only On Site 0.2793103 0.1940342 0.1467156 0.1345518 0.08903026 Used Only By User 0.9380837 0.9039525 0.8704952 0.8587131 0.79255688 Recommended Tag 0.8815869 0.8222144 0.7676043 0.7491589 0.65246592 system:unfiled apple help reference macintosh Never Used 0.07601331 0.06013902 0.03583265 0.03308595 0.02597853 Used Only On Site 0.04490126 0.03527622 0.02079629 0.01917925 0.01501284 Used Only By User 0.64761944 0.58838855 0.45362752 0.43324585 0.37337097 Recommended Tag 0.47454218 0.41260586 0.28976299 0.27306421 0.22648031 safari_export admin howto repair sysadmin Never Used 0.02263178 0.02115477 0.02050680 0.01822853 0.014571272 Used Only On Site 0.01305983 0.01219972 0.01182273 0.01049890 0.008379231 Used Only By User 0.34093558 0.32560579 0.31866845 0.29317988 0.248310357 Recommended Tag 0.20267824 0.19175630 0.18688049 0.16931346 0.139655401 tools software support tutorial tips Never Used 0.014415421 0.010036002 0.009009858 0.008695364 0.007851134 Used Only On Site 0.008289051 0.005759953 0.005168736 0.004987644 0.004501760 Used Only By User 0.246279288 0.184656979 0.168821230 0.163850758 0.150225387 Recommended Tag 0.138349505 0.100144514 0.090749681 0.087834905 0.079926557 utilities tech Other Never Used 0.007576162 0.005710198 0.002761909 Used Only On Site 0.004343580 0.003271158 0.001580193 Used Only By User 0.145696258 0.113709856 0.058266966 Recommended Tag 0.077324005 0.059306123 0.029506405 [[7]] The Library of Congress http://www.loc.gov/ 3b3cb60120b337fa373871347e15418c Total Number of Users of Site: 552 Number of Users in Fit: 552 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.607801 0.092068 -71.7707 < 2.2e-16 *** used.onSiteTRUE -0.407889 0.119043 -3.4264 0.0006117 *** used.byUserTRUE 3.739711 0.126823 29.4877 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.311265 0.148882 -2.0907 0.0365561 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classlibrary 5.386373 0.138544 38.8784 < 2.2e-16 *** tag_classreference 4.759235 0.142109 33.4900 < 2.2e-16 *** tag_classgovernment 4.656189 0.155975 29.8521 < 2.2e-16 *** tag_classlibraries 4.539032 0.164330 27.6215 < 2.2e-16 *** tag_classbooks 3.953035 0.155860 25.3627 < 2.2e-16 *** tag_classsystem:unfiled 3.897335 0.213840 18.2255 < 2.2e-16 *** tag_classcongress 3.400048 0.244616 13.8995 < 2.2e-16 *** tag_classresearch 3.351144 0.182111 18.4016 < 2.2e-16 *** tag_classhistory 2.824518 0.190835 14.8008 < 2.2e-16 *** tag_classimported 2.520151 0.260905 9.6592 < 2.2e-16 *** tag_classloc 2.417560 0.380332 6.3565 2.065e-10 *** tag_classbibliotecas 2.373027 0.385721 6.1522 7.642e-10 *** tag_classsafari_export 2.356934 0.314418 7.4962 6.571e-14 *** tag_classinformation 2.214834 0.293254 7.5526 4.266e-14 *** tag_classus 2.025083 0.437862 4.6249 3.747e-06 *** tag_classresource 1.962854 0.363481 5.4002 6.658e-08 *** tag_classcatalog 1.893764 0.423137 4.4755 7.622e-06 *** tag_classresources 1.838724 0.321878 5.7125 1.113e-08 *** tag_classimages 1.824687 0.298556 6.1117 9.857e-10 *** tag_classusa 1.821653 0.421370 4.3232 1.538e-05 *** tag_classbook 1.668408 0.378327 4.4100 1.034e-05 *** tag_classinfo 1.540372 0.424366 3.6298 0.0002836 *** tag_classliterature 1.472426 0.297691 4.9462 7.569e-07 *** tag_classsearch 1.448244 0.249212 5.8113 6.199e-09 *** tag_classarchive 1.332586 0.396459 3.3612 0.0007760 *** tag_classeducation 1.290172 0.307190 4.1999 2.670e-05 *** tag_classlaw 1.288687 0.396700 3.2485 0.0011601 ** tag_classpolitics 0.737252 0.352485 2.0916 0.0364756 * tag_classfree 0.650329 0.414642 1.5684 0.1167853 tag_classtools 0.593553 0.347736 1.7069 0.0878390 . tag_classmaps 0.409538 0.410787 0.9970 0.3187845 tag_classphotography 0.350238 0.410876 0.8524 0.3939828 tag_classart -0.059074 0.409448 -0.1443 0.8852820 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.56286 +- 0.75024 Goodness of Fit Tests: Residual Deviance: 9810 on 1.766e+05 degrees of freedom (p-value: 1) AIC: 9886 Gm: 7882 on 39 degrees of freedom (p:value 0) R^2_L: 0.4455 R^2: 0.2369 Predictive Power Tests Lambda_p: 0.09857 (d= 3.888 ; p-value: 0.0001012 ) (for prediction models) Tau_p: 0.5453 (d= 30.42 ; p-value: 3.436e-203 ) (for classification models) Phi_p: 0.3728 (d= 17.66 ; p-value: 8.8e-70 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 174831 267 TRUE 1123 419 Fitted Probabilities: library reference government libraries books Never Used 0.2276854 0.13604134 0.12437774 0.11216955 0.06569587 Used Only On Site 0.1639240 0.09479412 0.08631358 0.07751082 0.04467426 Used Only By User 0.9254137 0.86888598 0.85669407 0.84170131 0.74742861 Recommended Tag 0.8580429 0.76350464 0.74439627 0.72147452 0.59044151 system:unfiled congress research history imported Never Used 0.06235861 0.03887502 0.03708843 0.02224193 0.01650174 Used Only On Site 0.04235646 0.02619503 0.02497603 0.01490309 0.01103552 Used Only By User 0.73676950 0.62993972 0.61846884 0.48910870 0.41388216 Recommended Tag 0.57690748 0.45333724 0.44124774 0.31805470 0.25595620 loc bibliotecas safari_export information us Never Used 0.014916763 0.014276319 0.014051619 0.012212991 0.010123525 Used Only On Site 0.009970249 0.009540125 0.009389259 0.008155646 0.006755585 Used Only By User 0.389234806 0.378701546 0.374922652 0.342256157 0.300901745 Recommended Tag 0.236912143 0.228955727 0.226127235 0.202230738 0.173336704 resource catalog resources images usa Never Used 0.009518563 0.00888878 0.008416768 0.008300422 0.008275486 Used Only On Site 0.006350593 0.00592916 0.005613420 0.005535608 0.005518932 Used Only By User 0.287975581 0.27401903 0.263206980 0.260493888 0.259909881 Recommended Tag 0.164600255 0.15531870 0.148233931 0.146470365 0.146091490 book info literature search archive Never Used 0.007108058 0.006259173 0.005850415 0.005711438 0.005090807 Used Only On Site 0.004738515 0.004171425 0.003898474 0.003805688 0.003391438 Used Only By User 0.231531794 0.209537140 0.198505025 0.194685733 0.177189751 Recommended Tag 0.127991426 0.114368865 0.107664884 0.105363619 0.094948397 education law politics free tools Never Used 0.004880433 0.004873226 0.002813387 0.002579771 0.002437729 Used Only On Site 0.003251060 0.003246251 0.001872816 0.001717167 0.001622543 Used Only By User 0.171090512 0.170880017 0.106135457 0.098166846 0.093253876 Recommended Tag 0.091365728 0.091242522 0.054681728 0.050358603 0.047711714 maps photography art Other Never Used 0.002028835 0.001912245 0.0012707522 0.0013479778 Used Only On Site 0.001350200 0.001272559 0.0008454771 0.0008968813 Used Only By User 0.078815401 0.074616096 0.0508269695 0.0537537130 Recommended Tag 0.040013358 0.037796610 0.0254237746 0.0269292398 [[8]] GDI+ FAQ main index http://www.bobpowell.net/faqmain.htm 3bda811161161074f8c0f7a003dba847 Total Number of Users of Site: 114 Number of Users in Fit: 114 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -1.15428 0.36548 -3.1582 0.001587 ** used.onSiteTRUE -0.19863 0.28311 -0.7016 0.482919 used.byUserTRUE 3.52840 0.35602 9.9107 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.61131 0.38833 -1.5742 0.115439 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classgdi+ 1.14270 0.32166 3.5525 0.0003816 *** tag_classgraphics -0.17186 0.33898 -0.5070 0.6121552 tag_classgdi -0.66461 0.37519 -1.7714 0.0764944 . tag_classprogramming -0.84539 0.33972 -2.4885 0.0128287 * tag_classc# -1.02034 0.35375 -2.8844 0.0039217 ** tag_classfaq -1.75308 0.45286 -3.8711 0.0001083 *** tag_classsystem:unfiled -1.84245 0.51161 -3.6013 0.0003166 *** tag_classdevelopment -2.11846 0.39639 -5.3444 9.070e-08 *** tag_classdotnet -2.45021 0.47126 -5.1992 2.001e-07 *** tag_classcsharp -2.47653 0.54196 -4.5696 4.886e-06 *** tag_classwinforms -2.59124 0.52990 -4.8900 1.008e-06 *** tag_classreference -3.20541 0.44072 -7.2731 3.513e-13 *** tag_classasp.net -3.30208 0.47687 -6.9244 4.377e-12 *** tag_classwindows -3.93512 0.52431 -7.5054 6.125e-14 *** tag_classOther -4.02836 0.31756 -12.6853 < 2.2e-16 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.54605 +- 0.73895 Goodness of Fit Tests: Residual Deviance: 1524 on 5907 degrees of freedom (p-value: 1) AIC: 1564 Gm: 1299 on 21 degrees of freedom (p:value 3.695e-262) R^2_L: 0.4602 R^2: 0.3606 Predictive Power Tests Lambda_p: 0.1974 (d= 3.977 ; p-value: 6.979e-05 ) (for prediction models) Tau_p: 0.5712 (d= 16.24 ; p-value: 2.668e-59 ) (for classification models) Phi_p: 0.4524 (d= 11.22 ; p-value: 3.377e-29 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 5484 64 TRUE 241 139 Fitted Probabilities: gdi+ graphics gdi programming c# Never Used 0.4971055 0.2097977 0.1395675 0.11923749 0.10205273 Used Only On Site 0.4476397 0.1787589 0.1173757 0.09990285 0.08523498 Used Only By User 0.9711626 0.9004518 0.8467731 0.82182023 0.79474657 Recommended Tag 0.9374312 0.8009607 0.7108608 0.67233920 0.63270367 faq system:unfiled development dotnet csharp Never Used 0.05179096 0.04757388 0.03651835 0.02648103 0.02581084 Used Only On Site 0.04286073 0.03934062 0.03013785 0.02181455 0.02125988 Used Only By User 0.65045510 0.62987273 0.56356938 0.48098689 0.47441953 Recommended Tag 0.45291384 0.43087704 0.36487115 0.29192899 0.28651798 winforms reference asp.net windows Other Never Used 0.02307812 0.01262102 0.011471341 0.006123948 0.005581822 Used Only On Site 0.01899960 0.01037092 0.009424257 0.005026265 0.004580864 Used Only By User 0.44593172 0.30337219 0.283337494 0.173502345 0.160536313 Recommended Tag 0.26365318 0.16229701 0.149578480 0.085414849 0.078407201 Other Never Used 0.005581822 Used Only On Site 0.004580864 Used Only By User 0.160536313 Recommended Tag 0.078407201 [[9]] MetaGer - die MetaSuche über deutschsprachige Suchmaschinen http://www.metager.de/ 42c34e4f93236add471037122e00a521 Total Number of Users of Site: 174 Number of Users in Fit: 174 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.20370 0.19785 -26.3009 < 2.2e-16 *** used.onSiteTRUE -0.49103 0.23038 -2.1313 0.0330615 * used.byUserTRUE 4.77568 0.31859 14.9900 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -1.35148 0.37043 -3.6484 0.0002638 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classsuchmaschinen 4.63613 0.24474 18.9434 < 2.2e-16 *** tag_classmeta 3.79541 0.27878 13.6142 < 2.2e-16 *** tag_classsuche 3.64052 0.28776 12.6511 < 2.2e-16 *** tag_classsearch 3.56368 0.28058 12.7009 < 2.2e-16 *** tag_classsearchengine 3.45284 0.28446 12.1382 < 2.2e-16 *** tag_classsuchmaschine 3.31375 0.30151 10.9906 < 2.2e-16 *** tag_classsystem:unfiled 2.93242 0.35179 8.3358 < 2.2e-16 *** tag_classsuchen 2.48689 0.36440 6.8247 8.813e-12 *** tag_classdeutsch 2.39514 0.36268 6.6040 4.003e-11 *** tag_classimported 1.51267 0.47133 3.2094 0.001330 ** tag_classweb 1.05000 0.41107 2.5543 0.010640 * tag_classgerman 0.82394 0.45902 1.7950 0.072656 . tag_classinternet 0.34008 0.49958 0.6807 0.496039 tag_classtools 0.19423 0.47006 0.4132 0.679456 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.29043 +- 0.53892 Goodness of Fit Tests: Residual Deviance: 2017 on 1.216e+04 degrees of freedom (p-value: 1) AIC: 2055 Gm: 1318 on 20 degrees of freedom (p:value 4.325e-267) R^2_L: 0.3952 R^2: 0.2689 Predictive Power Tests Lambda_p: 0.1367 (d= 2.682 ; p-value: 0.007317 ) (for prediction models) Tau_p: 0.5547 (d= 15.38 ; p-value: 2.192e-53 ) (for classification models) Phi_p: 0.3483 (d= 7.904 ; p-value: 2.694e-15 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 11768 39 TRUE 283 90 Fitted Probabilities: suchmaschinen meta suche search searchengine Never Used 0.3617970 0.1965032 0.1731908 0.1624625 0.14793819 Used Only On Site 0.2575769 0.1301852 0.1136279 0.1061157 0.09605114 Used Only By User 0.9853435 0.9666695 0.9613019 0.9583399 0.95368260 Recommended Tag 0.9141662 0.8212556 0.7973789 0.7846805 0.76536251 suchmaschine system:unfiled suchen deutsch imported Never Used 0.13124962 0.09352898 0.06198852 0.05686341 0.02433896 Used Only On Site 0.08463443 0.05939489 0.03887173 0.03558538 0.01503739 Used Only By User 0.94713614 0.92444900 0.88684029 0.87730130 0.74737125 Recommended Tag 0.73947035 0.65968362 0.55387982 0.53111310 0.31911012 web german internet tools Other Never Used 0.015463275 0.012373246 0.007663300 0.006630182 0.005466128 Used Only On Site 0.009520603 0.007608921 0.004703905 0.004068118 0.003352365 Used Only By User 0.650667461 0.597704454 0.478028640 0.441816503 0.394597823 Recommended Tag 0.227843027 0.190526006 0.126701066 0.111421919 0.093593134 [[10]] eHomeUpgrade | Connected Home & Digital Lifestyle News [Digital Home, Digital Living, Digital Media] http://www.ehomeupgrade.com/ 573188a35ec17e0876456fecf6981741 Total Number of Users of Site: 270 Number of Users in Fit: 270 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.03054 0.15082 -39.985 < 2e-16 *** used.onSiteTRUE -0.11528 0.17872 -0.645 0.51891 used.byUserTRUE 3.71170 0.19469 19.064 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.51837 0.21881 -2.369 0.01783 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classgadgets 4.43104 0.19369 22.8771 < 2.2e-16 *** tag_classhome 4.01819 0.20399 19.6977 < 2.2e-16 *** tag_classsystem:unfiled 3.96025 0.23011 17.2099 < 2.2e-16 *** tag_classtechnology 3.74716 0.20098 18.6441 < 2.2e-16 *** tag_classtech 3.43598 0.21043 16.3287 < 2.2e-16 *** tag_classblog 2.77073 0.20348 13.6166 < 2.2e-16 *** tag_classhtpc 2.43448 0.29289 8.3118 < 2.2e-16 *** tag_classnews 2.30387 0.20748 11.1043 < 2.2e-16 *** tag_classmce 2.27713 0.36972 6.1591 7.318e-10 *** tag_classmedia 2.26215 0.25114 9.0075 < 2.2e-16 *** tag_classautomation 2.06736 0.37398 5.5280 3.239e-08 *** tag_classhomeautomation 2.04530 0.43330 4.7203 2.355e-06 *** tag_classhometheater 1.86547 0.40079 4.6545 3.247e-06 *** tag_classgadget 1.83066 0.37452 4.8880 1.018e-06 *** tag_classmediacenter 1.75848 0.43822 4.0127 6.002e-05 *** tag_classpvr 1.52235 0.37531 4.0563 4.986e-05 *** tag_classelectronics 1.47928 0.37508 3.9439 8.017e-05 *** tag_classdigital 1.42464 0.39862 3.5739 0.0003516 *** tag_classhardware 1.26129 0.31072 4.0592 4.924e-05 *** tag_classblogs 1.25817 0.34173 3.6818 0.0002316 *** tag_classdiy 1.20048 0.36879 3.2552 0.0011331 ** tag_classentertainment 0.98864 0.46659 2.1189 0.0341020 * tag_classtv 0.97039 0.35030 2.7702 0.0056022 ** tag_classgeek 0.88242 0.40389 2.1848 0.0289023 * tag_classdaily 0.85394 0.40711 2.0976 0.0359447 * tag_classreviews 0.83831 0.40349 2.0777 0.0377404 * tag_classmagazine 0.55576 0.45963 1.2092 0.2266043 tag_classvideo 0.50515 0.35879 1.4079 0.1591596 tag_classaudio 0.44507 0.42266 1.0530 0.2923227 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.36981 +- 0.60812 Goodness of Fit Tests: Residual Deviance: 4812 on 3.912e+04 degrees of freedom (p-value: 1) AIC: 4880 Gm: 3495 on 35 degrees of freedom (p:value 0) R^2_L: 0.4207 R^2: 0.2396 Predictive Power Tests Lambda_p: 0.08092 (d= 2.407 ; p-value: 0.01609 ) (for prediction models) Tau_p: 0.5301 (d= 22.29 ; p-value: 4.647e-110 ) (for classification models) Phi_p: 0.3063 (d= 10.52 ; p-value: 6.707e-26 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 38173 112 TRUE 683 182 Fitted Probabilities: gadgets home system:unfiled technology tech Never Used 0.1680522 0.1179122 0.1120185 0.09250877 0.06948922 Used Only On Site 0.1525456 0.1064403 0.1010542 0.08327504 0.06239520 Used Only By User 0.8920838 0.8454497 0.8377271 0.80663937 0.75345749 Recommended Tag 0.8143539 0.7437777 0.7325817 0.68883266 0.61857070 blog htpc news mce media Never Used 0.03697603 0.02669933 0.02350708 0.02290089 0.02256807 Used Only On Site 0.03308321 0.02386163 0.02100134 0.02045841 0.02016035 Used Only By User 0.61108890 0.52887922 0.49625863 0.48957349 0.48583062 Recommended Tag 0.45468457 0.37331848 0.34330105 0.33729674 0.33395636 automation homeautomation hometheater gadget mediacenter Never Used 0.01864824 0.01824881 0.01529113 0.01477578 0.01376096 Used Only On Site 0.01665160 0.01629422 0.01364892 0.01318819 0.01228104 Used Only By User 0.43745952 0.43203875 0.38855904 0.38032251 0.36346341 Recommended Tag 0.29211562 0.28757518 0.25217882 0.24567167 0.23254154 pvr electronics digital hardware blogs Never Used 0.01089834 0.010443688 0.009893800 0.008415366 0.008389341 Used Only On Site 0.00972325 0.009317154 0.008826053 0.007505963 0.007482729 Used Only By User 0.31077767 0.301627712 0.290243082 0.257778912 0.257181738 Recommended Tag 0.19307713 0.186455052 0.178307606 0.155618482 0.155208484 diy entertainment tv geek daily Never Used 0.007922747 0.006419984 0.006304639 0.005776783 0.005615490 Used Only On Site 0.007066199 0.005724966 0.005622037 0.005151036 0.005007126 Used Only By User 0.246315080 0.209126466 0.206124733 0.192101163 0.187719779 Recommended Tag 0.147793223 0.123050877 0.121095470 0.112040384 0.109238103 reviews magazine video audio Other Never Used 0.005528866 0.004173654 0.003968498 0.003737974 0.002398431 Used Only On Site 0.004929840 0.003720910 0.003537929 0.003332333 0.002137843 Used Only By User 0.185347645 0.146404902 0.140192614 0.133106525 0.089574675 Recommended Tag 0.107726181 0.083422158 0.079633048 0.075339747 0.049618892 [[11]] Getting started with SSH - Kimmo Suominen http://kimmo.suominen.com/docs/ssh/ 589f84ca5ce34697974199d47c1cfe2e Total Number of Users of Site: 938 Number of Users in Fit: 938 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -7.5993403 0.1357615 -55.9757 < 2e-16 *** used.onSiteTRUE -0.0064323 0.1611449 -0.0399 0.96816 used.byUserTRUE 3.2889931 0.1688023 19.4843 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.3577204 0.1788841 -1.9997 0.04553 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classssh 8.153240 0.132930 61.3349 < 2.2e-16 *** tag_classsecurity 5.073887 0.127821 39.6951 < 2.2e-16 *** tag_classtutorial 5.048455 0.129716 38.9192 < 2.2e-16 *** tag_classhowto 4.975413 0.129573 38.3985 < 2.2e-16 *** tag_classlinux 4.759314 0.126333 37.6729 < 2.2e-16 *** tag_classadmin 4.484838 0.163412 27.4449 < 2.2e-16 *** tag_classunix 4.238420 0.140814 30.0995 < 2.2e-16 *** tag_classsystem:unfiled 4.052004 0.203668 19.8952 < 2.2e-16 *** tag_classsysadmin 3.409188 0.178405 19.1092 < 2.2e-16 *** tag_classscp 3.368176 0.245830 13.7013 < 2.2e-16 *** tag_classshell 2.833875 0.193685 14.6314 < 2.2e-16 *** tag_classnetwork 2.833692 0.172470 16.4301 < 2.2e-16 *** tag_classtutorials 2.809390 0.189182 14.8502 < 2.2e-16 *** tag_classtips 2.758361 0.173238 15.9224 < 2.2e-16 *** tag_classreference 2.704907 0.156545 17.2787 < 2.2e-16 *** tag_classcryptography 2.494989 0.283006 8.8160 < 2.2e-16 *** tag_classcomputer 2.224255 0.229118 9.7079 < 2.2e-16 *** tag_classsoftware 1.957742 0.185539 10.5516 < 2.2e-16 *** tag_classcommandline 1.899745 0.414961 4.5781 4.691e-06 *** tag_classgeek 1.859139 0.275055 6.7592 1.388e-11 *** tag_classvpn 1.764431 0.318252 5.5441 2.954e-08 *** tag_classencryption 1.700403 0.334053 5.0902 3.576e-07 *** tag_classtoread 1.616547 0.324144 4.9871 6.128e-07 *** tag_classnetworking 1.486998 0.272912 5.4486 5.076e-08 *** tag_classubuntu 1.436628 0.305759 4.6986 2.620e-06 *** tag_classmac 1.431957 0.273284 5.2398 1.607e-07 *** tag_classtech 1.423481 0.305854 4.6541 3.254e-06 *** tag_classprogramming 1.394459 0.223929 6.2272 4.748e-10 *** tag_classapps 1.360999 0.416777 3.2655 0.0010926 ** tag_classwork 1.339767 0.370584 3.6153 0.0003000 *** tag_classguide 1.051644 0.366112 2.8725 0.0040729 ** tag_classweb 1.025253 0.260390 3.9374 8.238e-05 *** tag_classwindows 1.003318 0.265864 3.7738 0.0001608 *** tag_classtechnology 0.317040 0.410045 0.7732 0.4394144 tag_classtools 0.255412 0.346926 0.7362 0.4616009 tag_classopensource 0.156767 0.385072 0.4071 0.6839266 tag_classserver 0.058128 0.443073 0.1312 0.8956232 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.83246 +- 0.9124 Goodness of Fit Tests: Residual Deviance: 1.414e+04 on 1.772e+05 degrees of freedom (p-value: 1) AIC: 1.423e+04 Gm: 1.834e+04 on 43 degrees of freedom (p:value 0) R^2_L: 0.5645 R^2: 0.3761 Predictive Power Tests Lambda_p: 0.1625 (d= 9.357 ; p-value: 8.2e-21 ) (for prediction models) Tau_p: 0.5734 (d= 46.69 ; p-value: 0 ) (for classification models) Phi_p: 0.5605 (d= 44.94 ; p-value: 0 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 172760 1266 TRUE 1461 1795 Fitted Probabilities: ssh security tutorial howto linux Never Used 0.6350399 0.07409293 0.07236703 0.06761427 0.05519914 Used Only On Site 0.6335478 0.07365286 0.07193642 0.06720989 0.05486464 Used Only By User 0.9790182 0.68212169 0.67658195 0.66039738 0.61039346 Recommended Tag 0.9700768 0.59854030 0.59241433 0.57466566 0.52119072 admin unix system:unfiled sysadmin scp Never Used 0.04251299 0.03353938 0.02799497 0.01491806 0.01432721 Used Only On Site 0.04225193 0.03333151 0.02782047 0.01482383 0.01423666 Used Only By User 0.54351233 0.48202598 0.43577106 0.28881242 0.28046204 Recommended Tag 0.45272612 0.39267547 0.34921403 0.22006089 0.21310268 shell network tutorials tips reference Never Used 0.008446968 0.008445429 0.008244336 0.007837405 0.007432495 Used Only On Site 0.008393263 0.008391734 0.008191909 0.007787546 0.007385192 Used Only By User 0.185960923 0.185933108 0.182282798 0.174799604 0.167222634 Recommended Tag 0.136977447 0.136955726 0.134108555 0.128292761 0.122432609 cryptography computer software commandline geek Never Used 0.006033652 0.004609179 0.003534657 0.003336154 0.003203824 Used Only On Site 0.005995198 0.004579762 0.003512074 0.003314834 0.003183347 Used Only By User 0.139991839 0.110455925 0.086858943 0.082367815 0.079350244 Recommended Tag 0.101605604 0.079420620 0.061991738 0.058703734 0.056499725 vpn encryption toread networking ubuntu Never Used 0.002915166 0.002734858 0.002515429 0.002210458 0.002102104 Used Only On Site 0.002896529 0.002717370 0.002499341 0.002196317 0.002088654 Used Only By User 0.072701327 0.068501168 0.063340180 0.056075383 0.053468126 Recommended Tag 0.051658065 0.048609905 0.044875359 0.039638758 0.037765156 mac tech programming apps work Never Used 0.002092327 0.002074705 0.002015478 0.001949285 0.001908413 Used Only On Site 0.002078940 0.002061430 0.002002581 0.001936811 0.001896200 Used Only By User 0.053232187 0.052806642 0.051373705 0.049767325 0.048772804 Recommended Tag 0.037595757 0.037290289 0.036262277 0.035110920 0.034398682 guide web windows technology tools Never Used 0.001431362 0.001394133 0.001363928 0.0006871293 0.0006460881 Used Only On Site 0.001422197 0.001385207 0.001355194 0.0006827266 0.0006419483 Used Only By User 0.037015391 0.036086097 0.035330847 0.0181047977 0.0170411669 Recommended Tag 0.026011611 0.025351301 0.024814937 0.0126488389 0.0119018526 opensource server Other Never Used 0.0005854329 0.0005304722 0.0005005311 Used Only On Site 0.0005816815 0.0005270727 0.0004973234 Used Only By User 0.0154651486 0.0140328869 0.0132509415 Recommended Tag 0.0107959133 0.0097917791 0.0092439425 [[12]] err.the_blog.find_by_title('Sessions N Such') http://errtheblog.com/post/24 5b2c1c410192d0f355498d56a46b683e Total Number of Users of Site: 457 Number of Users in Fit: 456 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -7.29075 0.24939 -29.2340 < 2e-16 *** used.onSiteTRUE 0.46218 0.27898 1.6567 0.09758 . used.byUserTRUE 3.57777 0.27667 12.9314 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.49082 0.29726 -1.6511 0.09871 . --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classsessions 7.07930 0.17970 39.3957 < 2.2e-16 *** tag_classrails 5.81840 0.18964 30.6817 < 2.2e-16 *** tag_classrubyonrails 4.44865 0.17954 24.7783 < 2.2e-16 *** tag_classsession 3.51822 0.22814 15.4213 < 2.2e-16 *** tag_classruby 3.22908 0.17367 18.5931 < 2.2e-16 *** tag_classhowto 2.92281 0.19026 15.3620 < 2.2e-16 *** tag_classperformance 2.83987 0.19902 14.2691 < 2.2e-16 *** tag_classprogramming 2.46534 0.19033 12.9529 < 2.2e-16 *** tag_classror 1.78256 0.43342 4.1128 3.909e-05 *** tag_classwebdev 1.65674 0.27557 6.0120 1.833e-09 *** tag_classtoread 1.58466 0.30199 5.2474 1.543e-07 *** tag_classtips 1.41860 0.24705 5.7421 9.352e-09 *** tag_classmemcached 1.29931 0.40209 3.2314 0.0012318 ** tag_classdevelopment 1.24584 0.25474 4.8905 1.006e-06 *** tag_classarticle 1.23786 0.33363 3.7103 0.0002070 *** tag_classdev 1.11862 0.45783 2.4433 0.0145539 * tag_classtutorial 1.03799 0.25240 4.1125 3.913e-05 *** tag_classcache 0.82829 0.42431 1.9521 0.0509298 . tag_classdatabase 0.75979 0.29615 2.5656 0.0102997 * tag_classreference 0.67228 0.29406 2.2862 0.0222434 * tag_classguide 0.59880 0.42689 1.4027 0.1607103 tag_classweb 0.54103 0.29471 1.8358 0.0663900 . tag_classmanagement 0.40252 0.38269 1.0518 0.2928904 tag_classblog 0.33640 0.32165 1.0459 0.2956296 tag_classdesign -0.30497 0.40055 -0.7614 0.4464320 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.59188 +- 0.76934 Goodness of Fit Tests: Residual Deviance: 6245 on 4.648e+04 degrees of freedom (p-value: 1) AIC: 6305 Gm: 7622 on 31 degrees of freedom (p:value 0) R^2_L: 0.5496 R^2: 0.4235 Predictive Power Tests Lambda_p: 0.2847 (d= 11.56 ; p-value: 6.856e-31 ) (for prediction models) Tau_p: 0.6297 (d= 36.12 ; p-value: 1.039e-285 ) (for classification models) Phi_p: 0.5582 (d= 29.15 ; p-value: 9.21e-187 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 44619 302 TRUE 836 755 Fitted Probabilities: sessions rails rubyonrails session ruby Never Used 0.4473333 0.1865864 0.05509121 0.02247706 0.01692871 Used Only On Site 0.5623563 0.2669478 0.08471701 0.03521799 0.02661022 Used Only By User 0.9666351 0.8914292 0.67604836 0.45146381 0.38133115 Recommended Tag 0.9656991 0.8886264 0.66974529 0.44438232 0.37459848 howto performance programming ror webdev Never Used 0.01251869 0.01153369 0.00795945 0.004037069 0.003561479 Used Only On Site 0.01972873 0.01818687 0.01257708 0.006393816 0.005642160 Used Only By User 0.31213296 0.29460675 0.22310972 0.126703833 0.113423084 Recommended Tag 0.30601772 0.28869077 0.21818538 0.123568864 0.110575107 toread tips memcached development article Never Used 0.003314644 0.002808907 0.002493829 0.002364285 0.002345541 Used Only On Site 0.005251880 0.004451887 0.003953244 0.003748175 0.003718500 Used Only By User 0.106374946 0.091589629 0.082136167 0.078193868 0.077620709 Recommended Tag 0.103683246 0.089234696 0.080002893 0.076154489 0.075595053 dev tutorial cache database reference Never Used 0.002082441 0.001921443 0.001558515 0.001455493 0.001333694 Used Only On Site 0.003301904 0.003046915 0.002471931 0.002308670 0.002115625 Used Only By User 0.069502199 0.064465557 0.052915436 0.049586183 0.045620696 Recommended Tag 0.067672866 0.062759850 0.051498513 0.048253866 0.044389950 guide web management blog design Never Used 0.001239322 0.001169838 0.001018679 0.0009535658 0.0005023477 Used Only On Site 0.001966033 0.001855881 0.001616219 0.0015129698 0.0007972585 Used Only By User 0.042526023 0.040235007 0.035214060 0.0330354859 0.0176719471 Recommended Tag 0.041375145 0.039143595 0.034253985 0.0321328299 0.0171816227 Other Never Used 0.0006813535 Used Only On Site 0.0010812385 Used Only By User 0.0238233089 Recommended Tag 0.0231663344 [[13]] Beer Advocate - Respect Beer. http://beeradvocate.com/ 5caf7547955925da56256a4a2f918d7b Total Number of Users of Site: 489 Number of Users in Fit: 489 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.758360 0.149956 -45.0690 <2e-16 *** used.onSiteTRUE 0.040025 0.179085 0.2235 0.8231 used.byUserTRUE 3.222382 0.197538 16.3127 <2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.235085 0.217872 -1.0790 0.2806 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classbeer 7.617432 0.173039 44.0215 < 2.2e-16 *** tag_classreviews 4.775614 0.168864 28.2809 < 2.2e-16 *** tag_classalcohol 4.756587 0.174626 27.2387 < 2.2e-16 *** tag_classfood 3.722617 0.176009 21.1502 < 2.2e-16 *** tag_classcommunity 3.610846 0.197011 18.3281 < 2.2e-16 *** tag_classsystem:unfiled 3.462606 0.249887 13.8567 < 2.2e-16 *** tag_classforums 3.356673 0.227316 14.7666 < 2.2e-16 *** tag_classreference 3.190341 0.177215 18.0027 < 2.2e-16 *** tag_classbrewing 2.688758 0.275070 9.7748 < 2.2e-16 *** tag_classhomebrew 2.409450 0.303207 7.9466 1.918e-15 *** tag_classdrink 2.379199 0.317377 7.4965 6.557e-14 *** tag_classdrinks 2.157781 0.339412 6.3574 2.052e-10 *** tag_classreview 2.067096 0.300228 6.8851 5.775e-12 *** tag_classdrinking 1.929970 0.382675 5.0434 4.574e-07 *** tag_classforum 1.896941 0.280962 6.7516 1.462e-11 *** tag_classinformation 1.649026 0.333672 4.9421 7.730e-07 *** tag_classblog 1.303412 0.246859 5.2800 1.292e-07 *** tag_classdatabase 1.117846 0.382733 2.9207 0.003493 ** tag_classmagazine 0.369855 0.450683 0.8207 0.411843 tag_classculture 0.084205 0.449972 0.1871 0.851556 tag_classnews -0.433333 0.450672 -0.9615 0.336287 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.74977 +- 0.8659 Goodness of Fit Tests: Residual Deviance: 5980 on 6.501e+04 degrees of freedom (p-value: 1) AIC: 6032 Gm: 6899 on 27 degrees of freedom (p:value 0) R^2_L: 0.5357 R^2: 0.3775 Predictive Power Tests Lambda_p: 0.2392 (d= 8.769 ; p-value: 1.799e-18 ) (for prediction models) Tau_p: 0.6117 (d= 31.71 ; p-value: 1.082e-220 ) (for classification models) Phi_p: 0.4895 (d= 22.02 ; p-value: 1.827e-107 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 63541 179 TRUE 823 494 Fitted Probabilities: beer reviews alcohol food community Never Used 0.7024667 0.1210265 0.1190169 0.04583702 0.04118936 Used Only On Site 0.7107639 0.1253493 0.1232780 0.04761973 0.04279942 Used Only By User 0.9833974 0.7755008 0.7721708 0.54652502 0.51870846 Recommended Tag 0.9798934 0.7397322 0.7360522 0.49789507 0.46998838 system:unfiled forums reference brewing homebrew Never Used 0.03571715 0.03224280 0.02743763 0.01679723 0.01275607 Used Only On Site 0.03712159 0.03351537 0.02852614 0.01747120 0.01327008 Used Only By User 0.48166543 0.45529369 0.41444103 0.30001660 0.24480249 Recommended Tag 0.43329234 0.40748698 0.36802571 0.26071058 0.21055432 drink drinks review drinking forum Never Used 0.01238067 0.009946105 0.009091669 0.007935907 0.007680053 Used Only On Site 0.01287975 0.010348072 0.009459434 0.008257310 0.007991177 Used Only By User 0.23925318 0.201298903 0.187112744 0.167143636 0.162596179 Recommended Tag 0.20557004 0.171752769 0.159233696 0.141721180 0.137750990 information blog database magazine culture Never Used 0.006003841 0.004256903 0.003538477 0.001677947 0.001261546 Used Only On Site 0.006247488 0.004429972 0.003682446 0.001746350 0.001312996 Used Only By User 0.131592451 0.096864024 0.081800478 0.040460686 0.030716048 Recommended Tag 0.110857568 0.081090286 0.068294256 0.033530889 0.025411040 news Other Never Used 0.0007522471 0.001159785 Used Only On Site 0.0007829426 0.001207091 Used Only By User 0.0185363606 0.028305721 Recommended Tag 0.0153017134 0.023406950 [[14]] Old Computers - rare, vintage and obsolete computers http://oldcomputers.net/ 78649812ecefdc13a6bd58582db0b438 Total Number of Users of Site: 258 Number of Users in Fit: 258 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.02358 0.15242 -39.5190 < 2.2e-16 *** used.onSiteTRUE -0.22792 0.18923 -1.2045 0.228400 used.byUserTRUE 4.05548 0.20816 19.4828 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.65107 0.23386 -2.7841 0.005368 ** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classhistory 4.808523 0.210836 22.8069 < 2.2e-16 *** tag_classcomputers 4.551049 0.215083 21.1595 < 2.2e-16 *** tag_classretro 4.266903 0.218690 19.5111 < 2.2e-16 *** tag_classcomputer 4.266560 0.218635 19.5145 < 2.2e-16 *** tag_classsystem:unfiled 3.558011 0.275134 12.9319 < 2.2e-16 *** tag_classhardware 3.411172 0.226172 15.0822 < 2.2e-16 *** tag_classnostalgia 3.342932 0.291179 11.4807 < 2.2e-16 *** tag_classtechnology 2.849169 0.234816 12.1336 < 2.2e-16 *** tag_classgeek 2.737063 0.255930 10.6946 < 2.2e-16 *** tag_classold 2.615249 0.340127 7.6890 1.483e-14 *** tag_classobsolete 2.404661 0.396553 6.0639 1.329e-09 *** tag_classvintage 2.296474 0.340530 6.7438 1.543e-11 *** tag_classtech 1.830535 0.277011 6.6082 3.891e-11 *** tag_classretrocomputing 1.811925 0.467428 3.8764 0.0001060 *** tag_classapple 1.403370 0.314851 4.4573 8.302e-06 *** tag_classfun 1.332045 0.295618 4.5060 6.607e-06 *** tag_classmuseum 1.158257 0.450680 2.5700 0.0101693 * tag_classimages 1.058347 0.340330 3.1098 0.0018724 ** tag_classcool 1.019019 0.362981 2.8074 0.0049949 ** tag_classreference 0.897997 0.282861 3.1747 0.0014999 ** tag_classscience 0.071794 0.381429 0.1882 0.8507017 tag_classprogramming -0.209106 0.427117 -0.4896 0.6244339 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.45364 +- 0.67353 Goodness of Fit Tests: Residual Deviance: 4122 on 3.3e+04 degrees of freedom (p-value: 1) AIC: 4176 Gm: 3770 on 28 degrees of freedom (p:value 0) R^2_L: 0.4777 R^2: 0.3197 Predictive Power Tests Lambda_p: 0.1637 (d= 4.833 ; p-value: 1.345e-06 ) (for prediction models) Tau_p: 0.5708 (d= 23.82 ; p-value: 1.976e-125 ) (for classification models) Phi_p: 0.4439 (d= 16.18 ; p-value: 7.157e-59 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 32019 156 TRUE 554 295 Fitted Probabilities: history computers retro computer system:unfiled Never Used 0.2288077 0.1865584 0.1472071 0.1471642 0.07830757 Used Only On Site 0.1910849 0.1544064 0.1208297 0.1207933 0.06335873 Used Only By User 0.9448216 0.9297561 0.9087779 0.9087495 0.83060377 Recommended Tag 0.8766876 0.8460507 0.8053086 0.8052549 0.67060407 hardware nostalgia technology geek old Never Used 0.06834419 0.06412503 0.04014016 0.03603668 0.03203616 Used Only On Site 0.05518347 0.05173166 0.03222272 0.02890425 0.02567444 Used Only By User 0.80893003 0.79815977 0.70704384 0.68329669 0.65636799 Recommended Tag 0.63739579 0.62148087 0.50051896 0.47252018 0.44229733 obsolete vintage tech retrocomputing apple Never Used 0.02611159 0.02349700 0.01487563 0.01460536 0.009754645 Used Only On Site 0.02090095 0.01879805 0.01187981 0.01166332 0.007781999 Used Only By User 0.60743952 0.58136385 0.46566311 0.46103564 0.362453835 Recommended Tag 0.39116165 0.36572076 0.26569841 0.26208341 0.190969414 fun museum images cool reference Never Used 0.00908924 0.007650367 0.006927999 0.006662607 0.005907650 Used Only On Site 0.00725017 0.006100640 0.005523787 0.005311898 0.004709267 Used Only By User 0.34613915 0.307924110 0.287050485 0.279069879 0.255383592 Recommended Tag 0.18019195 0.155928961 0.143226490 0.138467890 0.124651923 science programming Other Never Used 0.002594445 0.001960321 0.002415143 Used Only On Site 0.002066758 0.001561407 0.001923854 Used Only By User 0.130527210 0.101816215 0.122593202 Recommended Tag 0.058673648 0.044950589 0.054831776 [[15]] DotNetNuke - Web Application Framework > Home ( DNN 3.2.2 ) http://www.dotnetnuke.com/ 83f6625b93df099752919f24e1feb4e7 Total Number of Users of Site: 714 Number of Users in Fit: 714 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -1.45415 0.16066 -9.0512 < 2.2e-16 *** used.onSiteTRUE -0.17418 0.12840 -1.3566 0.1749 used.byUserTRUE 3.65935 0.14100 25.9523 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.64858 0.15262 -4.2495 2.142e-05 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classdotnetnuke 0.57278 0.13131 4.3619 1.289e-05 *** tag_classcms 0.25829 0.13369 1.9320 0.05336 . tag_classasp.net -0.26347 0.14018 -1.8795 0.06017 . tag_classopensource -0.59982 0.14105 -4.2525 2.114e-05 *** tag_classdotnet -0.99252 0.15808 -6.2786 3.416e-10 *** tag_classsystem:unfiled -1.31936 0.18902 -6.9799 2.954e-12 *** tag_classprogramming -1.78132 0.15172 -11.7407 < 2.2e-16 *** tag_classdnn -2.04299 0.23736 -8.6071 < 2.2e-16 *** tag_classframework -2.39351 0.20274 -11.8059 < 2.2e-16 *** tag_classportal -2.46453 0.21245 -11.6004 < 2.2e-16 *** tag_classasp -2.54583 0.22815 -11.1585 < 2.2e-16 *** tag_classdevelopment -2.65892 0.18412 -14.4410 < 2.2e-16 *** tag_classweb -2.87913 0.18048 -15.9524 < 2.2e-16 *** tag_classwebdev -3.01813 0.25341 -11.9100 < 2.2e-16 *** tag_classcontent -3.08704 0.30535 -10.1099 < 2.2e-16 *** tag_classapplication -3.21582 0.30294 -10.6152 < 2.2e-16 *** tag_classnuke -3.34686 0.40930 -8.1770 2.909e-16 *** tag_classsoftware -3.43863 0.19781 -17.3831 < 2.2e-16 *** tag_classdev -3.45819 0.35845 -9.6477 < 2.2e-16 *** tag_classopen-source -3.51068 0.39561 -8.8740 < 2.2e-16 *** tag_classtools -3.52395 0.21113 -16.6905 < 2.2e-16 *** tag_classwebdesign -3.56160 0.23218 -15.3398 < 2.2e-16 *** tag_classopen -3.57456 0.37314 -9.5798 < 2.2e-16 *** tag_classsource -3.57867 0.34466 -10.3831 < 2.2e-16 *** tag_classvb.net -3.67999 0.41452 -8.8776 < 2.2e-16 *** tag_classnet -3.78785 0.44713 -8.4715 < 2.2e-16 *** tag_classfreeware -3.79465 0.28339 -13.3902 < 2.2e-16 *** tag_classc# -3.81288 0.30139 -12.6510 < 2.2e-16 *** tag_classcommunity -3.88962 0.31154 -12.4852 < 2.2e-16 *** tag_classcode -3.91924 0.29892 -13.1114 < 2.2e-16 *** tag_classimported -3.92077 0.43821 -8.9473 < 2.2e-16 *** tag_classtechnology -3.93240 0.27487 -14.3062 < 2.2e-16 *** tag_classwebsite -3.94607 0.41635 -9.4778 < 2.2e-16 *** tag_classmicrosoft -3.95922 0.26398 -14.9981 < 2.2e-16 *** tag_classfree -3.98334 0.27452 -14.5104 < 2.2e-16 *** tag_classcollaboration -4.07367 0.36045 -11.3015 < 2.2e-16 *** tag_classinternet -4.39063 0.32286 -13.5991 < 2.2e-16 *** tag_classblog -4.41070 0.27597 -15.9826 < 2.2e-16 *** tag_classmanagement -4.44234 0.37779 -11.7589 < 2.2e-16 *** tag_classdownload -4.54933 0.37989 -11.9754 < 2.2e-16 *** tag_classresources -4.55780 0.46155 -9.8749 < 2.2e-16 *** tag_classtool -4.71980 0.42746 -11.0415 < 2.2e-16 *** tag_classphp -4.92900 0.37404 -13.1779 < 2.2e-16 *** tag_classcomputer -4.97685 0.45710 -10.8878 < 2.2e-16 *** tag_classwindows -5.15544 0.39278 -13.1255 < 2.2e-16 *** tag_classwiki -5.21916 0.41938 -12.4451 < 2.2e-16 *** tag_classweb2.0 -5.38025 0.41932 -12.8310 < 2.2e-16 *** tag_classdesign -5.45344 0.37344 -14.6034 < 2.2e-16 *** tag_classOther -5.49829 0.12912 -42.5817 < 2.2e-16 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.55419 +- 0.74444 Goodness of Fit Tests: Residual Deviance: 1.362e+04 on 1.82e+05 degrees of freedom (p-value: 1) AIC: 1.373e+04 Gm: 1.238e+04 on 55 degrees of freedom (p:value 0) R^2_L: 0.4761 R^2: 0.2454 Predictive Power Tests Lambda_p: 0.09502 (d= 4.737 ; p-value: 2.165e-06 ) (for prediction models) Tau_p: 0.5413 (d= 38.16 ; p-value: 1.147e-318 ) (for classification models) Phi_p: 0.3259 (d= 18.87 ; p-value: 2.052e-79 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 179303 315 TRUE 1904 548 Fitted Probabilities: dotnetnuke cms asp.net opensource dotnet Never Used 0.2928937 0.2322125 0.1521778 0.11365117 0.07968222 Used Only On Site 0.2581596 0.2026126 0.1310386 0.09724992 0.06780808 Used Only By User 0.9414740 0.9215422 0.8745416 0.83276766 0.77077187 Recommended Tag 0.8760137 0.8376332 0.7537959 0.68624141 0.59626098 system:unfiled programming dnn framework portal Never Used 0.05877231 0.03785242 0.02939377 0.02088408 0.01948029 Used Only On Site 0.04984537 0.03199500 0.02481151 0.01760436 0.01641732 Used Only By User 0.70802949 0.60440998 0.54046357 0.45305975 0.43552782 Recommended Tag 0.51576178 0.40157891 0.34061474 0.26676844 0.25310931 asp development web webdev content Never Used 0.01798652 0.01609425 0.01295436 0.011292225 0.010548217 Used Only On Site 0.01515480 0.01355632 0.01090608 0.009504224 0.008876965 Used Only By User 0.41565518 0.38847645 0.33761597 0.307264964 0.292795204 Recommended Tag 0.23805000 0.21814900 0.18291801 0.163050729 0.153863891 application nuke software dev open-source Never Used 0.009285526 0.008154355 0.007444708 0.007301571 0.006930774 Used Only On Site 0.007812753 0.006859755 0.006262062 0.006141522 0.005829290 Used Only By User 0.266858086 0.242014238 0.225581313 0.222182970 0.213243907 Recommended Tag 0.137835250 0.122988096 0.113427711 0.111475733 0.106381561 tools webdesign open source vb.net Never Used 0.006840020 0.006588939 0.006504649 0.006478138 0.005857617 Used Only On Site 0.005752876 0.005541478 0.005470514 0.005448195 0.004925840 Used Only By User 0.211025706 0.204825210 0.202722454 0.202058865 0.186215602 Recommended Tag 0.105126429 0.101636694 0.100459448 0.100088582 0.091325635 net freeware c# community code Never Used 0.005261816 0.005226326 0.005132441 0.004755117 0.004616973 Used Only On Site 0.004424392 0.004394526 0.004315517 0.003998011 0.003881776 Used Only By User 0.170419634 0.169459968 0.166910814 0.156511049 0.152640318 Recommended Tag 0.082760243 0.082245265 0.080880303 0.075356007 0.073317891 imported technology website microsoft free Never Used 0.004609910 0.004556887 0.004495260 0.004436801 0.004331554 Used Only On Site 0.003875833 0.003831221 0.003779370 0.003730187 0.003641640 Used Only By User 0.152441469 0.150945955 0.149201295 0.147539903 0.144532868 Recommended Tag 0.073213449 0.072428774 0.071515190 0.070647020 0.069080155 collaboration internet blog management download Never Used 0.003958900 0.002886622 0.002829423 0.002741541 0.002464040 Used Only On Site 0.003328143 0.002426291 0.002378191 0.002304292 0.002070958 Used Only By User 0.133718281 0.101066503 0.099257509 0.096464300 0.087532795 Recommended Tag 0.063492252 0.047057008 0.046165087 0.044791657 0.040430373 resources tool php computer windows Never Used 0.002443328 0.002078667 0.001686939 0.001608253 0.001345571 Used Only On Site 0.002053543 0.001746955 0.001417650 0.001351508 0.001130713 Used Only By User 0.086859272 0.074840952 0.061583261 0.058875529 0.049725025 Recommended Tag 0.040103352 0.034311346 0.028015852 0.026741974 0.022466483 wiki web2.0 design Other Never Used 0.001262609 0.0010749570 0.0009991658 0.0009553857 Used Only On Site 0.001060984 0.0009032713 0.0008395748 0.0008027819 Used Only By User 0.046798973 0.0401154376 0.0373900772 0.0358089243 Recommended Tag 0.021108820 0.0180248127 0.0167740176 0.0160501412 Other Never Used 0.0009553857 Used Only On Site 0.0008027819 Used Only By User 0.0358089243 Recommended Tag 0.0160501412 [[16]] BibDesk | Home http://bibdesk.sourceforge.net/ 85ab919107e4cc79b345e996b3c0b097 Total Number of Users of Site: 303 Number of Users in Fit: 303 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.15078 0.15189 -40.4953 < 2.2e-16 *** used.onSiteTRUE -0.49366 0.18235 -2.7072 0.006786 ** used.byUserTRUE 3.85871 0.18529 20.8258 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.28654 0.21055 -1.3609 0.173531 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classbibtex 5.638640 0.179628 31.3906 < 2.2e-16 *** tag_classbibliography 5.280009 0.181733 29.0537 < 2.2e-16 *** tag_classlatex 5.178528 0.186233 27.8067 < 2.2e-16 *** tag_classosx 4.086542 0.190762 21.4222 < 2.2e-16 *** tag_classsoftware 4.048486 0.180458 22.4346 < 2.2e-16 *** tag_classtex 3.967272 0.220097 18.0251 < 2.2e-16 *** tag_classmac 3.824762 0.185886 20.5759 < 2.2e-16 *** tag_classmacosx 2.430452 0.304465 7.9827 1.432e-15 *** tag_classcitation 2.305393 0.371040 6.2133 5.187e-10 *** tag_classresearch 2.056909 0.225721 9.1126 < 2.2e-16 *** tag_classapps 2.048390 0.376757 5.4369 5.421e-08 *** tag_classacademic 1.751879 0.346027 5.0628 4.130e-07 *** tag_classwriting 1.712766 0.256836 6.6687 2.580e-11 *** tag_classapplications 1.647059 0.462190 3.5636 0.0003658 *** tag_classapplication 1.571421 0.462449 3.3980 0.0006787 *** tag_classapple 1.389684 0.261524 5.3138 1.074e-07 *** tag_classtool 1.241879 0.367318 3.3809 0.0007224 *** tag_classopensource 1.111780 0.312997 3.5520 0.0003822 *** tag_classpapers 1.104088 0.456603 2.4180 0.0156039 * tag_classpublishing 1.054162 0.455933 2.3121 0.0207723 * tag_classfree 1.004812 0.348104 2.8865 0.0038952 ** tag_classproductivity 0.996946 0.333548 2.9889 0.0027997 ** tag_classtools 0.991654 0.311207 3.1865 0.0014402 ** tag_classreference 0.958039 0.264673 3.6197 0.0002949 *** tag_classcocoa 0.939856 0.424045 2.2164 0.0266635 * tag_classeducation 0.520489 0.391780 1.3285 0.1840050 tag_classdatabase 0.360572 0.418455 0.8617 0.3888669 tag_classlibrary 0.070016 0.415981 0.1683 0.8663359 tag_classscience -0.535984 0.441351 -1.2144 0.2245886 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.45009 +- 0.67088 Goodness of Fit Tests: Residual Deviance: 5673 on 4.875e+04 degrees of freedom (p-value: 1) AIC: 5741 Gm: 5941 on 35 degrees of freedom (p:value 0) R^2_L: 0.5116 R^2: 0.3518 Predictive Power Tests Lambda_p: 0.2163 (d= 7.743 ; p-value: 9.744e-15 ) (for prediction models) Tau_p: 0.5979 (d= 30.25 ; p-value: 5.294e-201 ) (for classification models) Phi_p: 0.4951 (d= 22.23 ; p-value: 1.641e-109 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 47307 228 TRUE 750 498 Fitted Probabilities: bibtex bibliography latex osx software Never Used 0.3746931 0.2950949 0.2744328 0.1126221 0.10887457 Used Only On Site 0.2678032 0.2035216 0.1875653 0.0718979 0.06939952 Used Only By User 0.9659925 0.9520265 0.9471732 0.8574753 0.85276089 Recommended Tag 0.9286655 0.9009422 0.8915099 0.7338552 0.72635667 tex mac macosx citation research Never Used 0.10124176 0.08899133 0.02365312 0.02093077 0.01640117 Used Only On Site 0.06433437 0.05627020 0.01457186 0.01288092 0.01007545 Used Only By User 0.84226884 0.82240051 0.53454168 0.50333193 0.44148048 Recommended Tag 0.70992123 0.67972121 0.34483558 0.31715490 0.26593192 apps academic writing applications application Never Used 0.016264297 0.012141672 0.011681380 0.01094664 0.010157292 Used Only On Site 0.009990832 0.007446349 0.007162767 0.00671031 0.006224516 Used Only By User 0.439380916 0.368144348 0.359093890 0.34411582 0.327251131 Recommended Tag 0.264272194 0.210753162 0.204320806 0.19384587 0.182298798 apple tool opensource papers publishing Never Used 0.008483676 0.007326555 0.006438533 0.006389512 0.006080237 Used Only On Site 0.005195502 0.004484839 0.003939883 0.003909811 0.003720113 Used Only By User 0.288561331 0.259189314 0.235000908 0.233620856 0.224801225 Recommended Tag 0.156753182 0.138191578 0.123413928 0.122584169 0.117314711 free productivity tools reference cocoa Never Used 0.005789156 0.005744055 0.005713914 0.005526074 0.005427045 Used Only On Site 0.003541617 0.003513963 0.003495483 0.003380324 0.003319619 Used Only By User 0.216318172 0.214987570 0.214095907 0.208494143 0.205509506 Recommended Tag 0.112300156 0.111518334 0.110995134 0.107721224 0.105986004 education database library science Other Never Used 0.003574724 0.003048042 0.002281224 0.0012457653 0.002127294 Used Only On Site 0.002185010 0.001862699 0.001393669 0.0007607687 0.001299550 Used Only By User 0.145346421 0.126585406 0.097787837 0.0558271599 0.091782256 Recommended Tag 0.072306869 0.062286557 0.047324096 0.0263841232 0.044265658 [[17]] Tiny Icon Factory http://tiny.media.mit.edu/ 967c02486be93cc670a10c0c65203bea Total Number of Users of Site: 819 Number of Users in Fit: 819 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -7.3233194 0.1250488 -58.5637 < 2.2e-16 *** used.onSiteTRUE 0.0008949 0.1386778 0.0065 0.994851 used.byUserTRUE 2.9164998 0.1507284 19.3494 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE 0.4366632 0.1608335 2.7150 0.006628 ** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classicons 6.265759 0.116006 54.0126 < 2.2e-16 *** tag_classicon 5.688782 0.119439 47.6291 < 2.2e-16 *** tag_classdesign 4.419483 0.112900 39.1451 < 2.2e-16 *** tag_classgraphics 4.349501 0.120189 36.1889 < 2.2e-16 *** tag_classsystem:unfiled 3.846498 0.198691 19.3592 < 2.2e-16 *** tag_classtools 3.437055 0.120459 28.5330 < 2.2e-16 *** tag_classart 3.418147 0.122188 27.9746 < 2.2e-16 *** tag_classtiny 3.260455 0.228890 14.2446 < 2.2e-16 *** tag_classmit 2.659850 0.244129 10.8953 < 2.2e-16 *** tag_classinternet 2.625658 0.149964 17.5086 < 2.2e-16 *** tag_classwebdesign 2.485551 0.142120 17.4891 < 2.2e-16 *** tag_classfactory 2.355019 0.344235 6.8413 7.847e-12 *** tag_classpixelart 2.252936 0.296062 7.6097 2.748e-14 *** tag_classpixel 2.233686 0.238481 9.3663 < 2.2e-16 *** tag_classfree 2.223560 0.152419 14.5885 < 2.2e-16 *** tag_classgenerator 2.146741 0.191588 11.2050 < 2.2e-16 *** tag_classcool 1.998115 0.188153 10.6196 < 2.2e-16 *** tag_classgraphic 1.984908 0.280061 7.0874 1.366e-12 *** tag_classbitmap 1.820360 0.411655 4.4221 9.777e-06 *** tag_classcollection 1.790271 0.351462 5.0938 3.510e-07 *** tag_classtool 1.760413 0.230752 7.6290 2.365e-14 *** tag_classweb 1.733007 0.165024 10.5015 < 2.2e-16 *** tag_classresources 1.647779 0.237329 6.9430 3.838e-12 *** tag_classonline 1.531717 0.212689 7.2017 5.948e-13 *** tag_classfun 1.475808 0.197602 7.4686 8.106e-14 *** tag_classeditor 1.459206 0.254473 5.7342 9.796e-09 *** tag_classdiy 1.408927 0.242106 5.8195 5.904e-09 *** tag_classsmall 1.361061 0.442487 3.0759 0.0020984 ** tag_classfavicon 1.345137 0.382260 3.5189 0.0004333 *** tag_classcommunity 1.326202 0.230406 5.7559 8.617e-09 *** tag_classweb2.0 1.199472 0.204357 5.8695 4.371e-09 *** tag_classuseful 1.137650 0.367298 3.0973 0.0019526 ** tag_classimages 1.079463 0.246470 4.3797 1.188e-05 *** tag_classgallery 1.048047 0.294325 3.5608 0.0003697 *** tag_classimage 0.963452 0.316450 3.0446 0.0023302 ** tag_classajax 0.957092 0.249962 3.8289 0.0001287 *** tag_classinteractive 0.930643 0.437934 2.1251 0.0335803 * tag_classwebsite 0.917056 0.386299 2.3740 0.0175987 * tag_classmedia 0.810046 0.271381 2.9849 0.0028367 ** tag_classcomputer 0.737366 0.328999 2.2412 0.0250105 * tag_classillustration 0.679978 0.342616 1.9847 0.0471821 * tag_classdownload 0.670182 0.314111 2.1336 0.0328766 * tag_classdrawing 0.664827 0.380547 1.7470 0.0806322 . tag_classfreeware 0.553447 0.314145 1.7618 0.0781104 . tag_classsoftware 0.322181 0.274226 1.1749 0.2400441 tag_classinteresting 0.304253 0.434623 0.7000 0.4839034 tag_classjavascript 0.250759 0.314035 0.7985 0.4245760 tag_classfunny 0.236745 0.342838 0.6905 0.4898505 tag_classcode 0.098574 0.432971 0.2277 0.8199034 tag_classsocial 0.073646 0.377508 0.1951 0.8453277 tag_classtechnology -0.180294 0.402885 -0.4475 0.6545090 tag_classblog -0.311065 0.357179 -0.8709 0.3838113 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.77761 +- 0.88182 Goodness of Fit Tests: Residual Deviance: 1.564e+04 on 1.965e+05 degrees of freedom (p-value: 1) AIC: 1.576e+04 Gm: 1.59e+04 on 58 degrees of freedom (p:value 0) R^2_L: 0.5041 R^2: 0.2974 Predictive Power Tests Lambda_p: 0.1337 (d= 7.452 ; p-value: 9.197e-14 ) (for prediction models) Tau_p: 0.56 (d= 44.15 ; p-value: 0 ) (for classification models) Phi_p: 0.412 (d= 27.99 ; p-value: 2.398e-172 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 192957 543 TRUE 2108 952 Fitted Probabilities: icons icon design graphics system:unfiled Never Used 0.2577760 0.1632097 0.05196424 0.04862278 0.02997898 Used Only On Site 0.2579472 0.1633319 0.05200834 0.04866419 0.03000502 Used Only By User 0.8651733 0.7827836 0.50316579 0.48567426 0.36347310 Recommended Tag 0.9085866 0.8480670 0.61069188 0.59393085 0.46934767 tools art tiny mit internet Never Used 0.02010919 0.01973998 0.01690886 0.009345516 0.009034211 Used Only On Site 0.02012683 0.01975730 0.01692374 0.009353805 0.009042226 Used Only By User 0.27492745 0.27117442 0.24115374 0.148429863 0.144159763 Recommended Tag 0.37000243 0.36560597 0.32986263 0.212585386 0.206918095 webdesign factory pixelart pixel free Never Used 0.007862414 0.006906924 0.006240820 0.006122562 0.006061249 Used Only On Site 0.007869398 0.006913065 0.006246373 0.006128010 0.006066643 Used Only By User 0.127720198 0.113870611 0.103968885 0.102189186 0.101263861 Recommended Tag 0.184867666 0.166000493 0.152345086 0.149875813 0.148590150 generator cool graphic bitmap collection Never Used 0.005615584 0.004843780 0.004780531 0.004058161 0.003938344 Used Only On Site 0.005620584 0.004848095 0.004784791 0.004061779 0.003941857 Used Only By User 0.094483662 0.082511333 0.081516997 0.070014983 0.068080926 Recommended Tag 0.139131734 0.122265798 0.120855492 0.104433956 0.101653051 tool web resources online fun Never Used 0.003822934 0.003719971 0.003417099 0.003043794 0.002878763 Used Only On Site 0.003826344 0.003723289 0.003420148 0.003046510 0.002881333 Used Only By User 0.066210813 0.064536405 0.059578107 0.053398153 0.050641649 Recommended Tag 0.098958673 0.096541724 0.089359364 0.080354195 0.076318364 editor diy small favicon community Never Used 0.002831498 0.002693027 0.002567483 0.002527025 0.002479744 Used Only On Site 0.002834026 0.002695431 0.002569776 0.002529282 0.002481959 Used Only By User 0.049849396 0.047521147 0.045400939 0.044715786 0.043913895 Recommended Tag 0.075156216 0.071735232 0.068612510 0.067601873 0.066418099 web2.0 useful images gallery image Never Used 0.002185228 0.002054493 0.001938585 0.001878742 0.001726610 Used Only On Site 0.002187180 0.002056328 0.001940317 0.001880421 0.001728153 Used Only By User 0.038890157 0.036644119 0.034644521 0.033609073 0.030967278 Recommended Tag 0.058978700 0.055639644 0.052660159 0.051114774 0.047164123 ajax interactive website media computer Never Used 0.001715682 0.001670973 0.001648461 0.001481418 0.001377710 Used Only On Site 0.001717216 0.001672466 0.001649935 0.001482742 0.001378942 Used Only By User 0.030776991 0.029997719 0.029604903 0.026680659 0.024856775 Recommended Tag 0.046879125 0.045711376 0.045122364 0.040729706 0.037982909 illustration download drawing freeware software Never Used 0.001300972 0.001288307 0.001281436 0.001146524 0.000910016 Used Only On Site 0.001302135 0.001289459 0.001282581 0.001147550 0.000910830 Used Only By User 0.023503037 0.023279267 0.023157829 0.020767637 0.016550692 Recommended Tag 0.035940651 0.035602780 0.035419388 0.031804847 0.025404899 interesting javascript funny code Never Used 0.0008938606 0.0008473406 0.0008355586 0.0007278080 Used Only On Site 0.0008946602 0.0008480986 0.0008363061 0.0007284592 Used Only By User 0.0162613904 0.0154274340 0.0152160072 0.0132784515 Recommended Tag 0.0249647572 0.0236952045 0.0233731610 0.0204184370 social technology blog Other Never Used 0.0007099017 0.0005507860 0.0004833022 0.0006595326 Used Only On Site 0.0007105368 0.0005512788 0.0004837347 0.0006601227 Used Only By User 0.0129557643 0.0100795743 0.0088549426 0.0120469979 Recommended Tag 0.0199257408 0.0155265507 0.0136492560 0.0185372557 [[18]] Mint: A Fresh Look at Your Site http://haveamint.com/ b4b81afe38922cfb189a39e7b26a5719 Total Number of Users of Site: 560 Number of Users in Fit: 560 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.91743 0.11126 -62.1757 < 2e-16 *** used.onSiteTRUE -0.12023 0.13349 -0.9007 0.36777 used.byUserTRUE 3.57049 0.13683 26.0952 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.36910 0.15439 -2.3907 0.01682 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classstats 6.27999 0.13000 48.3089 < 2.2e-16 *** tag_classweb 4.32167 0.13657 31.6433 < 2.2e-16 *** tag_classtools 4.26301 0.13761 30.9781 < 2.2e-16 *** tag_classsystem:unfiled 3.77604 0.22226 16.9896 < 2.2e-16 *** tag_classajax 3.50420 0.14313 24.4821 < 2.2e-16 *** tag_classmint 3.48977 0.23310 14.9713 < 2.2e-16 *** tag_classsoftware 3.48931 0.14130 24.6935 < 2.2e-16 *** tag_classanalytics 3.25207 0.22602 14.3883 < 2.2e-16 *** tag_classphp 3.21898 0.15584 20.6555 < 2.2e-16 *** tag_classstatistics 3.20986 0.19519 16.4445 < 2.2e-16 *** tag_classwebdesign 2.87388 0.15925 18.0461 < 2.2e-16 *** tag_classdesign 2.83831 0.14549 19.5089 < 2.2e-16 *** tag_classwebdev 2.76147 0.20358 13.5648 < 2.2e-16 *** tag_classweb2.0 2.33318 0.17978 12.9778 < 2.2e-16 *** tag_classwebstats 2.27357 0.37137 6.1221 9.235e-10 *** tag_classwebsite 2.15901 0.29893 7.2224 5.107e-13 *** tag_classtool 2.10178 0.26200 8.0220 1.040e-15 *** tag_classtraffic 2.08066 0.30507 6.8203 9.084e-12 *** tag_classtracking 2.06452 0.32566 6.3396 2.304e-10 *** tag_classutilities 1.95580 0.27480 7.1173 1.101e-12 *** tag_classanalysis 1.94148 0.35248 5.5080 3.629e-08 *** tag_classinspiration 1.89574 0.24275 7.8095 5.743e-15 *** tag_classseo 1.78649 0.26612 6.7132 1.904e-11 *** tag_classclean 1.78577 0.42221 4.2296 2.341e-05 *** tag_classsite 1.75346 0.41407 4.2347 2.288e-05 *** tag_classblog 1.61784 0.20031 8.0767 6.655e-16 *** tag_classcool 1.56212 0.26977 5.7907 7.011e-09 *** tag_classwebapps 1.54714 0.44469 3.4791 0.0005031 *** tag_classdevelopment 1.54328 0.25188 6.1271 8.948e-10 *** tag_classcss 1.39750 0.19859 7.0370 1.965e-12 *** tag_classjavascript 1.30544 0.22978 5.6814 1.336e-08 *** tag_classmysql 1.26681 0.30994 4.0872 4.365e-05 *** tag_classblogging 1.20179 0.32237 3.7280 0.0001930 *** tag_classgui 1.09087 0.44030 2.4775 0.0132288 * tag_classui 1.06944 0.41393 2.5836 0.0097775 ** tag_classapache 0.93940 0.36635 2.5642 0.0103412 * tag_classblogs 0.37542 0.36736 1.0219 0.3068208 tag_classtech 0.25066 0.41163 0.6089 0.5425591 tag_classsearch -0.11555 0.40467 -0.2855 0.7752368 tag_classbusiness -0.12533 0.38173 -0.3283 0.7426601 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.66832 +- 0.81751 Goodness of Fit Tests: Residual Deviance: 1.21e+04 on 1.573e+05 degrees of freedom (p-value: 1) AIC: 1.219e+04 Gm: 1.073e+04 on 46 degrees of freedom (p:value 0) R^2_L: 0.4701 R^2: 0.2372 Predictive Power Tests Lambda_p: 0.04304 (d= 2.014 ; p-value: 0.04396 ) (for prediction models) Tau_p: 0.5149 (d= 34.08 ; p-value: 1.504e-254 ) (for classification models) Phi_p: 0.273 (d= 14.7 ; p-value: 6.861e-49 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 154894 305 TRUE 1763 398 Fitted Probabilities: stats web tools system:unfiled ajax Never Used 0.3458268 0.06941229 0.06571746 0.04143217 0.03188481 Used Only On Site 0.3191542 0.06203697 0.05870996 0.03691192 0.02837535 Used Only By User 0.9494566 0.72606306 0.71424212 0.60566081 0.53923669 Recommended Tag 0.9201020 0.61902562 0.60509798 0.48495061 0.41774087 mint software analytics php statistics Never Used 0.03144221 0.03142816 0.02495643 0.02416367 0.02394943 Used Only On Site 0.02798005 0.02796751 0.02219207 0.02148519 0.02129417 Used Only By User 0.53564800 0.53553327 0.47630292 0.46805529 0.46578391 Recommended Tag 0.41423383 0.41412191 0.35797048 0.35040089 0.34832659 webdesign design webdev web2.0 webstats Never Used 0.01723310 0.01664085 0.01542911 0.010108267 0.009528891 Used Only On Site 0.01531080 0.01478362 0.01370523 0.008973464 0.008458575 Used Only By User 0.38389487 0.37551645 0.35767749 0.266246498 0.254764438 Recommended Tag 0.27640328 0.26934523 0.25449451 0.181967350 0.173261646 website tool traffic tracking utilities Never Used 0.008506200 0.008036877 0.007870275 0.007745188 0.006952838 Used Only On Site 0.007549881 0.007132943 0.006984947 0.006873834 0.006170071 Used Only By User 0.233630077 0.223540143 0.219896518 0.217139120 0.199226324 Recommended Tag 0.157459907 0.150015648 0.147343030 0.145325934 0.132335901 analysis inspiration seo clean site Never Used 0.006854706 0.006550194 0.005876285 0.005872083 0.005686445 Used Only On Site 0.006082919 0.005812492 0.005214082 0.005210352 0.005045527 Used Only By User 0.196952683 0.189817337 0.173582731 0.173479538 0.168895424 Recommended Tag 0.130701039 0.125590531 0.114075635 0.114002938 0.110779815 blog cool webapps development css Never Used 0.004968842 0.004700818 0.004631253 0.004613501 0.003990168 Used Only On Site 0.004408446 0.004170523 0.004108774 0.004093016 0.003539757 Used Only By User 0.150703271 0.143709534 0.141876088 0.141406995 0.124615269 Recommended Tag 0.098108500 0.093287449 0.092028152 0.091706260 0.080264645 javascript mysql blogging gui ui Never Used 0.003640517 0.003503022 0.003283244 0.002939550 0.002877409 Used Only On Site 0.003229446 0.003107428 0.002912397 0.002607422 0.002552284 Used Only By User 0.114914995 0.111043262 0.104785952 0.094827726 0.093004304 Recommended Tag 0.073725943 0.071130430 0.066952823 0.060347657 0.059143923 apache blogs tech search business Never Used 0.002527413 0.001439514 0.001270891 0.0008815286 0.0008729502 Used Only On Site 0.002241746 0.001276652 0.001127085 0.0007817459 0.0007741377 Used Only By User 0.082599750 0.048729318 0.043261218 0.0303988574 0.0301116933 Recommended Tag 0.052308924 0.030447162 0.026972403 0.0188575523 0.0186773135 Other Never Used 0.0009893969 Used Only On Site 0.0008774150 Used Only By User 0.0339957155 Recommended Tag 0.0211185619 [[19]] Telegraph newspaper online http://www.telegraph.co.uk/ baaed76bf6c8be2facbd247b7c2d987c Total Number of Users of Site: 447 Number of Users in Fit: 447 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.41293 0.13666 -46.9274 < 2.2e-16 *** used.onSiteTRUE -0.46879 0.17047 -2.7501 0.0059586 ** used.byUserTRUE 4.35048 0.18819 23.1181 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.79388 0.21586 -3.6777 0.0002353 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classnews 5.328874 0.172431 30.9043 < 2.2e-16 *** tag_classnewspaper 5.162911 0.172551 29.9211 < 2.2e-16 *** tag_classuk 4.864596 0.179767 27.0606 < 2.2e-16 *** tag_classsystem:unfiled 4.771571 0.187075 25.5062 < 2.2e-16 *** tag_classnewspapers 4.179773 0.203165 20.5733 < 2.2e-16 *** tag_classtelegraph 4.002661 0.231650 17.2789 < 2.2e-16 *** tag_classmedia 3.520044 0.211485 16.6444 < 2.2e-16 *** tag_classnews(international) 2.455547 0.419189 5.8579 4.689e-09 *** tag_classdaily 2.291876 0.266843 8.5889 < 2.2e-16 *** tag_classinternational 2.240188 0.362550 6.1790 6.452e-10 *** tag_classnoticias 2.183071 0.395246 5.5233 3.327e-08 *** tag_classimported 2.044132 0.378003 5.4077 6.384e-08 *** tag_classenglish 1.349521 0.435880 3.0961 0.001961 ** tag_classworld 1.316812 0.469257 2.8062 0.005014 ** tag_classinternet 0.549719 0.459587 1.1961 0.231651 tag_classpolitics 0.286737 0.425932 0.6732 0.500820 tag_classmagazine 0.026858 0.454509 0.0591 0.952878 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.48632 +- 0.69736 Goodness of Fit Tests: Residual Deviance: 5029 on 7.016e+04 degrees of freedom (p-value: 1) AIC: 5073 Gm: 5221 on 23 degrees of freedom (p:value 0) R^2_L: 0.5094 R^2: 0.3336 Predictive Power Tests Lambda_p: 0.2109 (d= 6.621 ; p-value: 3.558e-11 ) (for prediction models) Tau_p: 0.5999 (d= 26.63 ; p-value: 2.813e-156 ) (for classification models) Phi_p: 0.4806 (d= 18.66 ; p-value: 9.671e-78 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 69050 157 TRUE 610 362 Fitted Probabilities: news newspaper uk system:unfiled newspapers Never Used 0.2527386 0.2226963 0.1753266 0.1622799 0.09681197 Used Only On Site 0.1746754 0.1520245 0.1174166 0.1081142 0.06285847 Used Only By User 0.9632588 0.9569118 0.9427917 0.9375627 0.89257549 Recommended Tag 0.8811907 0.8626874 0.8233887 0.8094518 0.70154248 telegraph media news(international) daily Never Used 0.08239275 0.05250622 0.01875456 0.01596823 Used Only On Site 0.05319844 0.03351485 0.01181880 0.01005235 Used Only By User 0.87437531 0.81116444 0.59702805 0.55710621 Recommended Tag 0.66318987 0.54857761 0.29534341 0.26245586 international noticias imported english world Never Used 0.015176045 0.01434561 0.012507980 0.006284203 0.006083207 Used Only On Site 0.009550804 0.00902536 0.007863803 0.003941672 0.003815313 Used Only By User 0.544317924 0.53011870 0.495420457 0.328951866 0.321772352 Recommended Tag 0.252574048 0.24194453 0.217382161 0.121788840 0.118333434 internet politics magazine Other Never Used 0.002834041 0.002180113 0.001682023 0.001637521 Used Only On Site 0.001775312 0.001365341 0.001053205 0.001025323 Used Only By User 0.180534452 0.144833276 0.115516360 0.112800391 Recommended Tag 0.058668101 0.045721710 0.035630904 0.034719438 [[20]] Glimpses—The Uncanny Valley http://www.arclight.net/~pdb/nonfiction/uncanny-valley.html bcf280a637e27240df2658b8be0cd8c4 Total Number of Users of Site: 166 Number of Users in Fit: 166 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -4.615325 0.407631 -11.3223 <2e-16 *** used.onSiteTRUE 0.153552 0.190561 0.8058 0.4204 used.byUserTRUE 2.995092 0.220440 13.5869 <2e-16 *** used.onSiteTRUE:used.byUserTRUE 0.088308 0.242934 0.3635 0.7162 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classpsychology 3.57462 0.41653 8.5820 < 2.2e-16 *** tag_classuncannyvalley 3.16174 0.42464 7.4457 9.643e-14 *** tag_classrobots 2.65675 0.42886 6.1949 5.831e-10 *** tag_classarticle 2.04723 0.43688 4.6860 2.786e-06 *** tag_classrobotics 1.67272 0.45665 3.6630 0.0002493 *** tag_classscience 1.62484 0.41827 3.8846 0.0001025 *** tag_classuncanny 1.52581 0.49504 3.0822 0.0020546 ** tag_classarticles 1.40906 0.45934 3.0676 0.0021579 ** tag_classaesthetics 1.18562 0.50447 2.3502 0.0187612 * tag_classanthropomorphism 1.09696 0.54332 2.0190 0.0434872 * tag_classsystem:unfiled 0.93816 0.56243 1.6680 0.0953063 . tag_classrealism 0.83783 0.56116 1.4930 0.1354270 tag_classrobot 0.80973 0.52687 1.5368 0.1243301 tag_classwriting 0.61702 0.44690 1.3807 0.1673776 tag_classtoread 0.54458 0.49815 1.0932 0.2742981 tag_classtheory 0.39859 0.50198 0.7940 0.4271750 tag_classanimation -0.18933 0.51575 -0.3671 0.7135526 tag_classgraphics -0.20321 0.48490 -0.4191 0.6751629 tag_classbrain -0.34234 0.59907 -0.5715 0.5676905 tag_classinteresting -0.36309 0.56364 -0.6442 0.5194519 tag_classmovies -0.39285 0.50875 -0.7722 0.4400069 tag_classgames -0.42126 0.47492 -0.8870 0.3750807 tag_classresearch -0.50199 0.53718 -0.9345 0.3500505 tag_classfilm -0.67957 0.54410 -1.2490 0.2116726 tag_classliterature -0.71632 0.58058 -1.2338 0.2172740 tag_classdesign -0.85956 0.48169 -1.7845 0.0743482 . tag_classreference -0.87973 0.49045 -1.7937 0.0728547 . tag_classtech -0.93509 0.53709 -1.7410 0.0816760 . tag_classOther -1.11246 0.37825 -2.9411 0.0032708 ** tag_classart -1.11870 0.50628 -2.2096 0.0271310 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.80014 +- 0.8945 Goodness of Fit Tests: Residual Deviance: 3915 on 2.071e+04 degrees of freedom (p-value: 1) AIC: 3985 Gm: 2300 on 36 degrees of freedom (p:value 0) R^2_L: 0.3701 R^2: 0.1926 Predictive Power Tests Lambda_p: 0.03641 (d= 0.9902 ; p-value: 0.3221 ) (for prediction models) Tau_p: 0.501 (d= 19.26 ; p-value: 1.261e-82 ) (for classification models) Phi_p: 0.2776 (d= 8.771 ; p-value: 1.777e-18 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 19921 115 TRUE 573 141 Fitted Probabilities: psychology uncannyvalley robots article robotics Never Used 0.2610132 0.1894506 0.1236218 0.07122028 0.05008716 Used Only On Site 0.2916969 0.2141596 0.1412412 0.08207050 0.05791858 Used Only By User 0.8759237 0.8236838 0.7381781 0.60515653 0.51311854 Recommended Tag 0.8999116 0.8561122 0.7821740 0.66124732 0.57305980 science uncanny articles aesthetics anthropomorphism Never Used 0.04785751 0.04354197 0.03893063 0.03137994 0.02879410 Used Only On Site 0.05536063 0.05040431 0.04510048 0.03639846 0.03341333 Used Only By User 0.50115128 0.47641256 0.44740192 0.39302563 0.37208646 Recommended Tag 0.56130623 0.53679339 0.50767098 0.45196068 0.43010658 system:unfiled realism robot writing toread Never Used 0.02467054 0.02236818 0.02176178 0.01801619 0.01677842 Used Only On Site 0.02864777 0.02598412 0.02528223 0.02094368 0.01950878 Used Only By User 0.33579858 0.31380240 0.30778260 0.26831031 0.25433022 Recommended Tag 0.39168997 0.36806145 0.36154921 0.31835272 0.30284441 theory animation graphics brain interesting Never Used 0.01453235 0.008124987 0.008013897 0.006980238 0.006837869 Used Only On Site 0.01690349 0.009460720 0.009331539 0.008129320 0.007963702 Used Only By User 0.22764662 0.140691157 0.139021583 0.123188560 0.120964727 Recommended Tag 0.27293390 0.172544326 0.170571785 0.151778978 0.149126805 movies games research film literature Never Used 0.006638721 0.006453996 0.005956402 0.004992073 0.004812823 Used Only On Site 0.007732020 0.007517104 0.006938118 0.005815781 0.005607121 Used Only By User 0.117836078 0.114915188 0.106955583 0.091138886 0.088140381 Recommended Tag 0.145390242 0.141896208 0.132347211 0.113251758 0.109613474 design reference tech Other art Never Used 0.004173203 0.004090220 0.003870787 0.003243715 0.003223620 Used Only On Site 0.004862455 0.004765832 0.004510318 0.003780034 0.003756629 Used Only By User 0.077286614 0.075860544 0.072069408 0.061071420 0.060714909 Recommended Tag 0.096395001 0.094652516 0.090013723 0.076503147 0.076063850 Other Never Used 0.003243715 Used Only On Site 0.003780034 Used Only By User 0.061071420 Recommended Tag 0.076503147 [[21]] DVDStyler - Home http://www.dvdstyler.de/ c22affe0aa61f58ed1eabb98983fd0d1 Total Number of Users of Site: 157 Number of Users in Fit: 157 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.48113 0.24489 -22.3823 < 2e-16 *** used.onSiteTRUE -0.73047 0.29607 -2.4672 0.01362 * used.byUserTRUE 2.65604 0.29481 9.0095 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE 0.49408 0.33803 1.4617 0.14384 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classdvd 5.99914 0.28165 21.2996 < 2.2e-16 *** tag_classauthoring 5.31423 0.27136 19.5836 < 2.2e-16 *** tag_classsoftware 3.93993 0.25333 15.5523 < 2.2e-16 *** tag_classvideo 3.48101 0.24807 14.0325 < 2.2e-16 *** tag_classsystem:unfiled 3.32708 0.35910 9.2650 < 2.2e-16 *** tag_classlinux 2.71712 0.25560 10.6302 < 2.2e-16 *** tag_classfree 2.61797 0.26355 9.9334 < 2.2e-16 *** tag_classwindows 2.26271 0.26432 8.5604 < 2.2e-16 *** tag_classfreeware 2.16148 0.27656 7.8156 5.472e-15 *** tag_classmultimedia 1.54910 0.41722 3.7129 0.0002049 *** tag_classopensource 1.40454 0.30862 4.5510 5.340e-06 *** tag_classtools 1.36404 0.31206 4.3711 1.236e-05 *** tag_classmedia 1.05422 0.36167 2.9149 0.0035583 ** tag_classvideos 0.85252 0.47488 1.7952 0.0726145 . --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.62496 +- 0.79054 Goodness of Fit Tests: Residual Deviance: 2495 on 1.097e+04 degrees of freedom (p-value: 1) AIC: 2533 Gm: 2469 on 20 degrees of freedom (p:value 0) R^2_L: 0.4974 R^2: 0.3897 Predictive Power Tests Lambda_p: 0.2153 (d= 5.681 ; p-value: 1.337e-08 ) (for prediction models) Tau_p: 0.5828 (d= 21.71 ; p-value: 1.755e-104 ) (for classification models) Phi_p: 0.46 (d= 14.85 ; p-value: 7.061e-50 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 10237 98 TRUE 416 239 Fitted Probabilities: dvd authoring software video system:unfiled Never Used 0.6266811 0.4583705 0.17636106 0.11919010 0.10395375 Used Only On Site 0.4470828 0.2895905 0.09349672 0.06119217 0.05292435 Used Only By User 0.9598458 0.9233768 0.75303087 0.65834318 0.62292823 Recommended Tag 0.9496771 0.9048877 0.70650249 0.60337181 0.56601497 linux free windows freeware multimedia Never Used 0.05930049 0.05400508 0.03847856 0.03490319 0.019226834 Used Only On Site 0.02946983 0.02676245 0.01891164 0.01712202 0.009354458 Used Only By User 0.47303508 0.44840496 0.36299836 0.33992949 0.218233154 Recommended Tag 0.41475327 0.39090667 0.31029101 0.28905178 0.180586668 opensource tools media videos Other Never Used 0.016682151 0.016030608 0.01181016 0.009673838 0.004147347 Used Only On Site 0.008105591 0.007786365 0.00572379 0.004683204 0.002002009 Used Only By User 0.194575166 0.188306304 0.14543383 0.122113384 0.055983388 Recommended Tag 0.160173649 0.154800119 0.11844298 0.098949407 0.044724683 [[22]] digg labs / swarm http://labs.digg.com/swarm/ c2c2a5ab753a62bcea107e1ae1f841c8 Total Number of Users of Site: 501 Number of Users in Fit: 499 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.53312 0.10685 -61.1431 < 2.2e-16 *** used.onSiteTRUE -0.46853 0.13343 -3.5113 0.0004460 *** used.byUserTRUE 2.87632 0.14188 20.2726 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE 0.59071 0.15772 3.7452 0.0001802 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classdigg 6.3125109 0.1399020 45.1209 < 2.2e-16 *** tag_classswarm 5.8068838 0.1426805 40.6985 < 2.2e-16 *** tag_classvisualization 5.5862149 0.1447177 38.6008 < 2.2e-16 *** tag_classsystem:unfiled 4.4169076 0.1874902 23.5581 < 2.2e-16 *** tag_classflash 4.0674681 0.1499995 27.1165 < 2.2e-16 *** tag_classcool 3.9678010 0.1648299 24.0721 < 2.2e-16 *** tag_classweb2.0 3.7769007 0.1478322 25.5486 < 2.2e-16 *** tag_classnews 2.9276091 0.1583819 18.4845 < 2.2e-16 *** tag_classinterface 2.2541834 0.2323671 9.7010 < 2.2e-16 *** tag_classvisualisation 2.2390115 0.3710100 6.0349 1.591e-09 *** tag_classui 2.1387955 0.2673794 7.9991 1.253e-15 *** tag_classtraffic 1.9110653 0.3165526 6.0371 1.569e-09 *** tag_classtagging 1.7984802 0.2680947 6.7084 1.968e-11 *** tag_classsocial 1.7670326 0.2173801 8.1288 4.337e-16 *** tag_classawesome 1.7492734 0.4470905 3.9126 9.132e-05 *** tag_classlabs 1.7429629 0.4144498 4.2055 2.605e-05 *** tag_classdesign 1.6983548 0.1873628 9.0645 < 2.2e-16 *** tag_classexperimental 1.5734239 0.4190706 3.7546 0.0001736 *** tag_classcommunity 1.4939412 0.2470362 6.0475 1.471e-09 *** tag_classnetwork 1.4241785 0.2834172 5.0250 5.034e-07 *** tag_classvisual 1.4210834 0.4512092 3.1495 0.0016355 ** tag_classsocialsoftware 1.3170261 0.3925479 3.3551 0.0007934 *** tag_classfun 1.2781244 0.2492443 5.1280 2.928e-07 *** tag_classlive 1.2736978 0.4255342 2.9932 0.0027609 ** tag_classtag 1.2422381 0.4163238 2.9838 0.0028467 ** tag_classinteractive 1.1871142 0.3667840 3.2365 0.0012098 ** tag_classinformation 1.1289599 0.3502273 3.2235 0.0012663 ** tag_classtrends 1.0356668 0.3890792 2.6618 0.0077715 ** tag_classdata 1.0348539 0.3881288 2.6663 0.0076699 ** tag_classtech 0.9686161 0.3291522 2.9428 0.0032530 ** tag_classblog 0.9258900 0.2365397 3.9143 9.066e-05 *** tag_classdaily 0.8745296 0.3933596 2.2232 0.0262002 * tag_classgeek 0.8351513 0.3938173 2.1207 0.0339507 * tag_classgraphics 0.6572854 0.3358190 1.9573 0.0503168 . tag_classinspiration 0.6561382 0.3667356 1.7891 0.0735937 . tag_classanimation 0.6226773 0.3676853 1.6935 0.0903592 . tag_classtags 0.5948162 0.3883870 1.5315 0.1256449 tag_classreference 0.5720605 0.2924418 1.9562 0.0504473 . tag_classnetworking 0.5148498 0.4403035 1.1693 0.2422801 tag_classresearch 0.5062996 0.3500308 1.4464 0.1480530 tag_classmap 0.4677309 0.4105146 1.1394 0.2545460 tag_classtechnology 0.4030676 0.3333892 1.2090 0.2266627 tag_classtools 0.3756883 0.2905903 1.2928 0.1960646 tag_classajax 0.3004470 0.3462949 0.8676 0.3856109 tag_classinternet 0.2766444 0.3643666 0.7592 0.4477046 tag_classwebdesign 0.2162126 0.3636826 0.5945 0.5521717 tag_classsearch 0.0025052 0.3625578 0.0069 0.9944869 tag_classweb -0.0088744 0.3468290 -0.0256 0.9795865 tag_classmaps -0.1011101 0.4384185 -0.2306 0.8176065 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.73724 +- 0.85863 Goodness of Fit Tests: Residual Deviance: 1.084e+04 on 1.337e+05 degrees of freedom (p-value: 1) AIC: 1.094e+04 Gm: 9877 on 55 degrees of freedom (p:value 0) R^2_L: 0.4768 R^2: 0.2728 Predictive Power Tests Lambda_p: 0.1044 (d= 4.695 ; p-value: 2.66e-06 ) (for prediction models) Tau_p: 0.5454 (d= 34.68 ; p-value: 1.431e-263 ) (for classification models) Phi_p: 0.3832 (d= 20.84 ; p-value: 2.07e-96 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 131380 360 TRUE 1424 568 Fitted Probabilities: digg swarm visualization system:unfiled flash Never Used 0.4450711 0.3260219 0.2795083 0.10753133 0.07830170 Used Only On Site 0.3342259 0.2324086 0.1953791 0.07012722 0.05048974 Used Only By User 0.9343623 0.8956769 0.8731850 0.68137787 0.60124893 Recommended Tag 0.9414697 0.9065543 0.8861093 0.70729729 0.63014855 cool web2.0 news interface visualisation Never Used 0.07140428 0.05973655 0.02645478 0.013668032 0.01346500 Used Only On Site 0.04592015 0.03824512 0.01672416 0.008599104 0.00847072 Used Only By User 0.57713046 0.52999005 0.32537310 0.197401793 0.19500907 Recommended Tag 0.60663446 0.56027712 0.35274274 0.217476940 0.21490604 ui traffic tagging social awesome Never Used 0.012196664 0.009736866 0.008709127 0.008441783 0.008294420 Used Only On Site 0.007669165 0.006116810 0.005469062 0.005300647 0.005207828 Used Only By User 0.179756091 0.148586440 0.134899439 0.131271406 0.129259386 Recommended Tag 0.198480504 0.164716048 0.149804692 0.145843373 0.143644936 labs design experimental community network Never Used 0.008242673 0.007885899 0.006966214 0.006437379 0.006006203 Used Only On Site 0.005175237 0.004950571 0.004371707 0.004039031 0.003767887 Used Only By User 0.128550790 0.123635804 0.110723463 0.103136046 0.096859391 Recommended Tag 0.142870418 0.137494320 0.123338316 0.114998243 0.108086680 visual socialsoftware fun live Never Used 0.005987753 0.005399200 0.005194265 0.005171442 Used Only On Site 0.003756287 0.003386324 0.003257541 0.003243199 Used Only By User 0.096588978 0.087882327 0.084813589 0.084470627 Recommended Tag 0.107788663 0.098182176 0.094791157 0.094412012 tag interactive information trends data Never Used 0.005012085 0.004744552 0.004477705 0.004080488 0.004077185 Used Only On Site 0.003143073 0.002975005 0.002807402 0.002557976 0.002555903 Used Only By User 0.082069272 0.078011091 0.073929635 0.067790875 0.067739519 Recommended Tag 0.091756364 0.087264712 0.082742565 0.075932023 0.075875001 tech blog daily geek graphics Never Used 0.003816869 0.003657808 0.003475321 0.003341576 0.002798606 Used Only On Site 0.002392483 0.002292644 0.002178115 0.002094188 0.001753548 Used Only By User 0.063674426 0.061174085 0.058289999 0.056165661 0.047447971 Recommended Tag 0.071359063 0.068579066 0.065370177 0.063005071 0.053285742 inspiration animation tags reference networking Never Used 0.002795406 0.002703666 0.002629574 0.002570564 0.002427975 Used Only On Site 0.001751541 0.001694000 0.001647532 0.001610524 0.001521107 Used Only By User 0.047396145 0.045908070 0.044703064 0.043741296 0.041409781 Recommended Tag 0.053227896 0.051566635 0.050220920 0.049146545 0.046540940 research map technology tools ajax Never Used 0.002407353 0.002316483 0.002171747 0.002113217 0.001960350 Used Only On Site 0.001508176 0.001451198 0.001360452 0.001323758 0.001227929 Used Only By User 0.041071709 0.039579286 0.037193131 0.036225010 0.033687858 Recommended Tag 0.046162995 0.044494153 0.041824595 0.040741020 0.037900011 internet webdesign search web maps Never Used 0.001914328 0.001802270 0.001455991 0.0014395399 0.0013128689 Used Only On Site 0.001199081 0.001128844 0.000911835 0.0009015269 0.0008221589 Used Only By User 0.032921556 0.031050914 0.025226964 0.0249486403 0.0228005420 Recommended Tag 0.037041567 0.034945280 0.028412317 0.0280998625 0.0256875894 Other Never Used 0.0014523532 Used Only On Site 0.0009095557 Used Only By User 0.0251654340 Recommended Tag 0.0283432431 [[23]] Flickr: The HDR Pool http://www.flickr.com/groups/hdr/pool/ c41483478648f6b82e9178c4b0fd7417 Total Number of Users of Site: 596 Number of Users in Fit: 596 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.76936 0.16795 -40.3051 < 2e-16 *** used.onSiteTRUE -0.32584 0.19459 -1.6745 0.09403 . used.byUserTRUE 3.20806 0.20252 15.8409 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.25780 0.21833 -1.1808 0.23768 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classhdr 6.75149 0.14531 46.4618 < 2.2e-16 *** tag_classphotography 5.80543 0.14740 39.3858 < 2.2e-16 *** tag_classflickr 5.77136 0.14677 39.3216 < 2.2e-16 *** tag_classsystem:unfiled 4.42149 0.19649 22.5018 < 2.2e-16 *** tag_classphoto 4.17761 0.15976 26.1501 < 2.2e-16 *** tag_classphotos 3.72899 0.16685 22.3490 < 2.2e-16 *** tag_classart 3.53063 0.15663 22.5415 < 2.2e-16 *** tag_classphotoshop 3.21363 0.17391 18.4790 < 2.2e-16 *** tag_classimages 2.68917 0.20641 13.0286 < 2.2e-16 *** tag_classhdri 2.30813 0.39268 5.8779 4.156e-09 *** tag_classfoto 2.28812 0.39087 5.8539 4.801e-09 *** tag_classpictures 2.23156 0.30807 7.2437 4.367e-13 *** tag_classcool 1.84203 0.26392 6.9795 2.963e-12 *** tag_classgallery 1.72548 0.30342 5.6868 1.294e-08 *** tag_classimage 1.39521 0.36146 3.8599 0.0001134 *** tag_classinspiration 1.29085 0.35741 3.6117 0.0003042 *** tag_classcamera 1.28948 0.35724 3.6095 0.0003068 *** tag_classgraphics 1.05255 0.31526 3.3387 0.0008416 *** tag_classdigital 1.04007 0.41330 2.5165 0.0118524 * tag_classcolor 0.65841 0.45378 1.4509 0.1467951 tag_classdesign 0.33561 0.33537 1.0007 0.3169646 tag_classhowto 0.13371 0.38733 0.3452 0.7299351 tag_classtools -0.18483 0.44311 -0.4171 0.6765825 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.51333 +- 0.71647 Goodness of Fit Tests: Residual Deviance: 7620 on 7.924e+04 degrees of freedom (p-value: 1) AIC: 7676 Gm: 9210 on 29 degrees of freedom (p:value 0) R^2_L: 0.5472 R^2: 0.4001 Predictive Power Tests Lambda_p: 0.2459 (d= 10.41 ; p-value: 2.237e-25 ) (for prediction models) Tau_p: 0.6144 (d= 36.78 ; p-value: 3.93e-296 ) (for classification models) Phi_p: 0.4826 (d= 24.79 ; p-value: 1.032e-135 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 77311 204 TRUE 1118 635 Fitted Probabilities: hdr photography flickr system:unfiled photo Never Used 0.4955321 0.2760911 0.2693337 0.08723511 0.06967139 Used Only On Site 0.4149079 0.2158909 0.2101791 0.06454250 0.05129092 Used Only By User 0.9604635 0.9041429 0.9011490 0.70270064 0.64937994 Recommended Tag 0.9312817 0.8403029 0.8356776 0.56869939 0.50816678 photos art photoshop images hdri Never Used 0.04563480 0.03773375 0.02776743 0.01662320 0.011416307 Used Only On Site 0.03336814 0.02752963 0.02020187 0.01205636 0.008267913 Used Only By User 0.54182377 0.49233221 0.41394793 0.29481120 0.222152270 Recommended Tag 0.39748441 0.35107476 0.28265838 0.18911435 0.137428712 foto pictures cool gallery image Never Used 0.011192670 0.010583680 0.007193662 0.006407349 0.004613448 Used Only On Site 0.008105445 0.007663128 0.005203661 0.004633853 0.003334820 Used Only By User 0.218713780 0.209202507 0.151964900 0.137546540 0.102836950 Recommended Tag 0.135073862 0.128601161 0.090881649 0.081700491 0.060101469 inspiration camera graphics digital color Never Used 0.004158170 0.004152525 0.003279410 0.003238851 0.002213529 Used Only On Site 0.003005343 0.003001258 0.002369634 0.002340301 0.001598976 Used Only By User 0.093599986 0.093484309 0.075247449 0.074383239 0.052010952 Recommended Tag 0.054470015 0.054399795 0.043422299 0.042906639 0.029697836 design howto tools Other Never Used 0.001603833 0.001311002 0.0009537118 0.0011471098 Used Only On Site 0.001158357 0.000946784 0.0006886867 0.0008283862 Used Only By User 0.038210299 0.031444271 0.0230643631 0.0276175121 Recommended Tag 0.021682358 0.017788859 0.0129992799 0.0155971978 [[24]] Sxip Identity http://www.sxip.com/ c668255d3069ca020886a65c1ca2709c Total Number of Users of Site: 496 Number of Users in Fit: 496 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -4.81222 0.37455 -12.8480 < 2.2e-16 *** used.onSiteTRUE -0.24729 0.14379 -1.7198 0.08547 . used.byUserTRUE 3.95829 0.15415 25.6773 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.82356 0.17257 -4.7724 1.821e-06 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classidentity 4.882652 0.371350 13.1484 < 2.2e-16 *** tag_classauthentication 3.461847 0.373017 9.2807 < 2.2e-16 *** tag_classsxip 3.167495 0.378505 8.3684 < 2.2e-16 *** tag_classweb2.0 2.651762 0.371879 7.1307 9.985e-13 *** tag_classsecurity 2.179750 0.373361 5.8382 5.277e-09 *** tag_classsystem:unfiled 1.979156 0.408217 4.8483 1.245e-06 *** tag_classidentity2.0 1.835189 0.405148 4.5297 5.907e-06 *** tag_classsso 1.173056 0.430635 2.7240 0.0064494 ** tag_classsocial 0.845434 0.386614 2.1868 0.0287596 * tag_classweb 0.609714 0.381822 1.5969 0.1102985 tag_classcompany 0.385437 0.465198 0.8285 0.4073625 tag_classvancouver 0.337707 0.519577 0.6500 0.5157147 tag_classidentity-management 0.076157 0.563347 0.1352 0.8924636 tag_classlogin -0.098019 0.567081 -0.1728 0.8627710 tag_classinternet -0.181688 0.423639 -0.4289 0.6680136 tag_classtrust -0.282727 0.562647 -0.5025 0.6153198 tag_classprivacy -0.326609 0.464744 -0.7028 0.4821972 tag_classmanagement -0.328424 0.444413 -0.7390 0.4599031 tag_classtoread -0.458888 0.526653 -0.8713 0.3835744 tag_classfoaf -0.464450 0.561291 -0.8275 0.4079716 tag_classservice -0.509132 0.506369 -1.0055 0.3146768 tag_classopenid -0.519529 0.567851 -0.9149 0.3602427 tag_classtechnology -0.609586 0.426569 -1.4290 0.1529913 tag_classstartup -0.813678 0.518341 -1.5698 0.1164676 tag_classbusiness -0.842691 0.437915 -1.9243 0.0543136 . tag_classonline -1.093213 0.535911 -2.0399 0.0413586 * tag_classdevelopment -1.320047 0.501210 -2.6337 0.0084455 ** tag_classtools -1.435759 0.463381 -3.0984 0.0019454 ** tag_classajax -1.653603 0.471702 -3.5056 0.0004556 *** tag_classprogramming -1.759301 0.515402 -3.4135 0.0006415 *** tag_classOther -1.916894 0.359304 -5.3350 9.554e-08 *** tag_classopensource -2.540697 0.562867 -4.5138 6.366e-06 *** tag_classblog -2.850812 0.560672 -5.0846 3.683e-07 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.63427 +- 0.79641 Goodness of Fit Tests: Residual Deviance: 8893 on 1.126e+05 degrees of freedom (p-value: 1) AIC: 8969 Gm: 8318 on 39 degrees of freedom (p:value 0) R^2_L: 0.4833 R^2: 0.2921 Predictive Power Tests Lambda_p: 0.1158 (d= 4.737 ; p-value: 2.17e-06 ) (for prediction models) Tau_p: 0.5513 (d= 31.9 ; p-value: 2.58e-223 ) (for classification models) Phi_p: 0.3847 (d= 18.93 ; p-value: 6.011e-80 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 110666 276 TRUE 1183 467 Fitted Probabilities: identity authentication sxip web2.0 security Never Used 0.5176004 0.2058092 0.1618229 0.10335787 0.06707762 Used Only On Site 0.4558990 0.1683077 0.1310142 0.08258336 0.05316293 Used Only By User 0.9825141 0.9313693 0.9099941 0.85788461 0.79014807 Recommended Tag 0.9506342 0.8230378 0.7760360 0.67414240 0.56339912 system:unfiled identity2.0 sso social web Never Used 0.05556335 0.04847435 0.02560161 0.01858232 0.01473758 Used Only On Site 0.04392474 0.03826048 0.02010535 0.01457046 0.01154601 Used Only By User 0.75495658 0.72735770 0.57911094 0.49787560 0.43924716 Recommended Tag 0.51359052 0.47761706 0.32044565 0.25362961 0.21164013 company vancouver identity-management login Never Used 0.011811685 0.011267355 0.008696813 0.007316789 Used Only On Site 0.009247806 0.008820575 0.006804402 0.005722934 Used Only By User 0.384972675 0.373735440 0.314799808 0.278492742 Recommended Tag 0.176630704 0.169795952 0.136034597 0.116829798 internet trust privacy management toread Never Used 0.006733462 0.006090304 0.005830350 0.005819842 0.005111645 Used Only On Site 0.005266003 0.004762339 0.004558808 0.004550580 0.003996215 Used Only By User 0.261996007 0.242934340 0.234954917 0.234628895 0.212015401 Recommended Tag 0.108469626 0.099078280 0.095229595 0.095073361 0.084426527 foaf service openid technology startup Never Used 0.005083436 0.004862378 0.004812330 0.004399712 0.003590383 Used Only On Site 0.003974137 0.003801134 0.003761967 0.003439098 0.002805977 Used Only By User 0.211087630 0.203742825 0.202061344 0.187929964 0.158743094 Recommended Tag 0.083997563 0.080622946 0.079855665 0.073483799 0.060741744 business online development tools ajax Never Used 0.003488071 0.002717194 0.002166945 0.001930623 0.001553291 Used Only On Site 0.002725956 0.002123151 0.001692995 0.001508283 0.001213395 Used Only By User 0.154906887 0.124865000 0.102111717 0.091980421 0.075331632 Recommended Tag 0.059107451 0.046619537 0.037513199 0.033551724 0.027162377 programming Other opensource blog Other Never Used 0.001397709 0.001194163 0.0006403096 0.0004696595 0.001194163 Used Only On Site 0.001091821 0.000932779 0.0005000949 0.0003668000 0.000932779 Used Only By User 0.068291641 0.058921234 0.0324637548 0.0240155965 0.058921234 Recommended Tag 0.024504666 0.021006879 0.0113684696 0.0083625640 0.021006879 [[25]] Many Eyes http://services.alphaworks.ibm.com/manyeyes/app d934945421022e0bdda78ad71f1ef9b6 Total Number of Users of Site: 466 Number of Users in Fit: 466 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.849080 0.143052 -47.8781 < 2e-16 *** used.onSiteTRUE 0.322004 0.163950 1.9640 0.04953 * used.byUserTRUE 3.031681 0.167694 18.0786 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.081758 0.180679 -0.4525 0.65091 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classvisualization 6.324734 0.150637 41.9865 < 2.2e-16 *** tag_classdata 5.318619 0.143525 37.0571 < 2.2e-16 *** tag_classgraph 4.693085 0.149639 31.3627 < 2.2e-16 *** tag_classchart 4.571233 0.156175 29.2699 < 2.2e-16 *** tag_classibm 4.430531 0.157875 28.0636 < 2.2e-16 *** tag_classcollaboration 4.003623 0.152814 26.1993 < 2.2e-16 *** tag_classinformation 3.521132 0.163352 21.5555 < 2.2e-16 *** tag_classsystem:unfiled 2.858407 0.286920 9.9624 < 2.2e-16 *** tag_classcharts 2.496509 0.230988 10.8079 < 2.2e-16 *** tag_classvisualisation 2.399992 0.303686 7.9029 2.725e-15 *** tag_classweb2.0 2.083261 0.173383 12.0154 < 2.2e-16 *** tag_classgraphing 1.865672 0.385218 4.8432 1.278e-06 *** tag_classdatamining 1.861136 0.324658 5.7326 9.890e-09 *** tag_classtools 1.852645 0.173558 10.6745 < 2.2e-16 *** tag_classsocialsoftware 1.831637 0.277874 6.5916 4.351e-11 *** tag_classcool 1.798221 0.222669 8.0758 6.705e-16 *** tag_classeyes 1.795477 0.418292 4.2924 1.768e-05 *** tag_classinfovis 1.759509 0.410322 4.2881 1.802e-05 *** tag_classanalysis 1.671074 0.291854 5.7257 1.030e-08 *** tag_classanalytics 1.638527 0.332490 4.9281 8.305e-07 *** tag_classjava 1.526825 0.221091 6.9059 4.990e-12 *** tag_classresearch 1.485140 0.218417 6.7996 1.049e-11 *** tag_classgraphics 1.448012 0.221431 6.5394 6.179e-11 *** tag_classtool 1.315140 0.273841 4.8026 1.566e-06 *** tag_classstatistics 1.305405 0.237476 5.4970 3.863e-08 *** tag_classgraphs 1.267121 0.354086 3.5786 0.0003455 *** tag_classdatabase 1.095088 0.258757 4.2321 2.315e-05 *** tag_classsocial 1.006150 0.251633 3.9985 6.375e-05 *** tag_classinteractive 0.994587 0.387857 2.5643 0.0103380 * tag_classvisual 0.970483 0.442907 2.1912 0.0284397 * tag_classonline 0.931599 0.298619 3.1197 0.0018104 ** tag_classsocialnetworking 0.883005 0.443582 1.9906 0.0465223 * tag_classmapping 0.866677 0.385576 2.2477 0.0245924 * tag_classdesign 0.834267 0.229077 3.6419 0.0002707 *** tag_classknowledge 0.704055 0.444008 1.5857 0.1128116 tag_classgenerator 0.662179 0.381944 1.7337 0.0829697 . tag_classcommunity 0.621244 0.297940 2.0851 0.0370573 * tag_classillustration 0.606318 0.437742 1.3851 0.1660201 tag_classreference 0.520121 0.265631 1.9581 0.0502235 . tag_classeconomics 0.390650 0.407325 0.9591 0.3375273 tag_classgallery 0.367392 0.437581 0.8396 0.4011340 tag_classpresentation 0.343570 0.405642 0.8470 0.3970064 tag_classscience 0.128040 0.360378 0.3553 0.7223687 tag_classfreeware 0.097137 0.435613 0.2230 0.8235446 tag_classweb 0.072435 0.315810 0.2294 0.8185876 tag_classeducation 0.060558 0.381335 0.1588 0.8738225 tag_classtechnology -0.299876 0.435148 -0.6891 0.4907377 tag_classsoftware -0.486394 0.402334 -1.2089 0.2266899 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.60113 +- 0.77533 Goodness of Fit Tests: Residual Deviance: 1.034e+04 on 9.641e+04 degrees of freedom (p-value: 1) AIC: 1.045e+04 Gm: 9276 on 54 degrees of freedom (p:value 0) R^2_L: 0.4729 R^2: 0.2943 Predictive Power Tests Lambda_p: 0.1421 (d= 6.454 ; p-value: 1.092e-10 ) (for prediction models) Tau_p: 0.5619 (d= 36.08 ; p-value: 3.995e-285 ) (for classification models) Phi_p: 0.3863 (d= 20.84 ; p-value: 2.073e-96 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 94166 276 TRUE 1457 563 Fitted Probabilities: visualization data graph chart ibm Never Used 0.3718366 0.1779262 0.1037723 0.09297438 0.08176915 Used Only On Site 0.4495863 0.2299741 0.1377635 0.12391764 0.10943307 Used Only By User 0.9246545 0.8177564 0.7059275 0.68001367 0.64865503 Recommended Tag 0.9397766 0.8508732 0.7532334 0.72989313 0.70127534 collaboration information system:unfiled charts Never Used 0.05491663 0.03462477 0.01815170 0.01271005 Used Only On Site 0.07423030 0.04715807 0.02487581 0.01745419 Used Only By User 0.54642203 0.42647048 0.27708016 0.21067033 Recommended Tag 0.60503048 0.48599854 0.32766925 0.25338421 visualisation web2.0 graphing datamining tools Never Used 0.01155416 0.008444006 0.006804063 0.006773477 0.006716592 Used Only On Site 0.01587380 0.011614542 0.009364653 0.009322664 0.009244569 Used Only By User 0.19506845 0.150059150 0.124365206 0.123872067 0.122953494 Recommended Tag 0.23556306 0.183338366 0.152971740 0.152384910 0.151291411 socialsoftware cool eyes infovis Never Used 0.006577881 0.006363083 0.006345758 0.006122942 Used Only On Site 0.009054126 0.008759180 0.008735389 0.008429379 Used Only By User 0.120705974 0.117204058 0.116920460 0.113257625 Recommended Tag 0.148613664 0.144435088 0.144096354 0.139716861 analysis analytics java research graphics Never Used 0.005607616 0.005429018 0.004858019 0.004660598 0.004491496 Used Only On Site 0.007721444 0.007476028 0.006691183 0.006419746 0.006187214 Used Only By User 0.104675148 0.101663906 0.091906687 0.088486319 0.085537123 Recommended Tag 0.129421987 0.125798867 0.114019288 0.109875557 0.106296604 tool statistics graphs database social Never Used 0.003934848 0.003896877 0.003751060 0.003160082 0.002891945 Used Only On Site 0.005421553 0.005369313 0.005168685 0.004355337 0.003986187 Used Only By User 0.075699968 0.075021627 0.072407861 0.061669614 0.056719353 Recommended Tag 0.094318257 0.093489953 0.090295561 0.077125095 0.071028122 interactive visual online socialnetworking Never Used 0.002858792 0.002790899 0.002684745 0.002557728 Used Only On Site 0.003940539 0.003847055 0.003700878 0.003525958 Used Only By User 0.056103846 0.054840989 0.052860004 0.050479327 Recommended Tag 0.070268907 0.068710415 0.066263557 0.063319576 mapping design knowledge generator community Never Used 0.002516408 0.002436354 0.002139536 0.002051970 0.001969831 Used Only On Site 0.003469050 0.003358792 0.002949926 0.002829287 0.002716118 Used Only By User 0.049702404 0.048193760 0.042560206 0.040886106 0.039310703 Recommended Tag 0.062358009 0.060489674 0.053499593 0.051418303 0.049458005 illustration reference economics gallery presentation Never Used 0.001940705 0.001780713 0.001564803 0.001528883 0.001492946 Used Only On Site 0.002675986 0.002455526 0.002157972 0.002108466 0.002058934 Used Only By User 0.038750881 0.035664689 0.031469893 0.030768675 0.030066136 Recommended Tag 0.048761010 0.044914843 0.039676831 0.038800070 0.037921325 science freeware web education technology Never Used 0.001203834 0.001167242 0.001138795 0.001125365 0.000785067 Used Only On Site 0.001660399 0.001609952 0.001570732 0.001552216 0.001082983 Used Only By User 0.024378854 0.023654527 0.023090705 0.022824301 0.016027771 Recommended Tag 0.030795340 0.029886211 0.029178291 0.028843727 0.020291978 software Other Never Used 0.0006515703 0.001059308 Used Only On Site 0.0008988728 0.001461140 Used Only By User 0.0133369240 0.021511980 Recommended Tag 0.0168975218 0.027194941 [[26]] Obscure Sound - Indie Music Blog http://obscuresound.com/ e2325a57fd50fbfa9ef65252e2269492 Total Number of Users of Site: 116 Number of Users in Fit: 116 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.176688 0.332822 -15.5539 < 2.2e-16 *** used.onSiteTRUE -0.472729 0.364469 -1.2970 0.1946 used.byUserTRUE 2.899205 0.431712 6.7156 1.873e-11 *** used.onSiteTRUE:used.byUserTRUE 0.047964 0.465324 0.1031 0.9179 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classmusic 4.56071 0.34289 13.3007 < 2.2e-16 *** tag_classindie 3.80723 0.33525 11.3564 < 2.2e-16 *** tag_classmp3 3.78032 0.33049 11.4385 < 2.2e-16 *** tag_classmp3blog 3.65311 0.34677 10.5346 < 2.2e-16 *** tag_classblog 3.43983 0.33898 10.1475 < 2.2e-16 *** tag_classsystem:unfiled 3.07146 0.40470 7.5894 3.213e-14 *** tag_classblogs 2.38274 0.37608 6.3357 2.362e-10 *** tag_classdownload 2.01316 0.44480 4.5260 6.011e-06 *** tag_classaudio 1.03329 0.51854 1.9927 0.04629 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.61925 +- 0.78693 Goodness of Fit Tests: Residual Deviance: 1133 on 4161 degrees of freedom (p-value: 1) AIC: 1161 Gm: 1136 on 15 degrees of freedom (p:value 8.558e-233) R^2_L: 0.5008 R^2: 0.4297 Predictive Power Tests Lambda_p: 0.3354 (d= 6.265 ; p-value: 3.729e-10 ) (for prediction models) Tau_p: 0.6399 (d= 16.85 ; p-value: 1.124e-63 ) (for classification models) Phi_p: 0.6014 (d= 14.93 ; p-value: 2.243e-50 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 3781 73 TRUE 141 181 Fitted Probabilities: music indie mp3 mp3blog blog Never Used 0.3506959 0.2027066 0.1983928 0.1789354 0.14971240 Used Only On Site 0.2518611 0.1367922 0.1336460 0.1195913 0.09889279 Used Only By User 0.9074780 0.8219686 0.8179970 0.7982879 0.76175882 Recommended Tag 0.8651171 0.7511914 0.7461285 0.7212886 0.67646666 system:unfiled blogs download audio Other Never Used 0.10858951 0.05765192 0.04056173 0.015621026 0.005614971 Used Only On Site 0.07057044 0.03673210 0.02567437 0.009794199 0.003507223 Used Only By User 0.68868414 0.52628920 0.43430252 0.223707814 0.093005053 Recommended Tag 0.59126789 0.42079478 0.33423697 0.158563735 0.062840806 [[27]] index.html - JotSpot Wiki (dojomanual) http://manual.dojotoolkit.org/index.html ea44602f3f307b93679195d4431c225d Total Number of Users of Site: 218 Number of Users in Fit: 218 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.24359 0.27958 -22.3321 < 2e-16 *** used.onSiteTRUE 0.08551 0.30083 0.2843 0.77622 used.byUserTRUE 3.81976 0.33844 11.2863 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -1.15149 0.35141 -3.2768 0.00105 ** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classdojo 6.302757 0.243974 25.8337 < 2.2e-16 *** tag_classmanual 4.801595 0.244126 19.6685 < 2.2e-16 *** tag_classajax 4.531513 0.235560 19.2372 < 2.2e-16 *** tag_classjavascript 4.349905 0.235664 18.4581 < 2.2e-16 *** tag_classdocumentation 4.140649 0.249389 16.6032 < 2.2e-16 *** tag_classreference 3.139983 0.252456 12.4377 < 2.2e-16 *** tag_classsystem:unfiled 2.797672 0.369620 7.5690 3.760e-14 *** tag_classframework 2.760640 0.266492 10.3592 < 2.2e-16 *** tag_classdocs 1.929746 0.471501 4.0928 4.262e-05 *** tag_classtoolkit 1.740600 0.427249 4.0740 4.622e-05 *** tag_classwebdev 1.696404 0.383986 4.4179 9.967e-06 *** tag_classapi 1.464293 0.352345 4.1559 3.241e-05 *** tag_classprogramming 1.371089 0.299739 4.5743 4.779e-06 *** tag_classlibrary 1.089032 0.382662 2.8459 0.004428 ** tag_classweb2.0 1.032855 0.355004 2.9094 0.003621 ** tag_classweb 0.981484 0.334309 2.9359 0.003326 ** tag_classtools 0.469910 0.433479 1.0840 0.278346 tag_classdevelopment 0.456201 0.433578 1.0522 0.292718 tag_classwiki 0.438994 0.450060 0.9754 0.329356 tag_classtutorial 0.285186 0.406761 0.7011 0.483232 tag_classopensource 0.238845 0.476100 0.5017 0.615900 tag_classdesign -0.092029 0.476529 -0.1931 0.846862 tag_classwebdesign -0.107341 0.481981 -0.2227 0.823762 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.95385 +- 0.97665 Goodness of Fit Tests: Residual Deviance: 3139 on 1.370e+04 degrees of freedom (p-value: 1) AIC: 3195 Gm: 3150 on 29 degrees of freedom (p:value 0) R^2_L: 0.5009 R^2: 0.377 Predictive Power Tests Lambda_p: 0.2314 (d= 6.896 ; p-value: 5.36e-12 ) (for prediction models) Tau_p: 0.5909 (d= 24.85 ; p-value: 2.753e-136 ) (for classification models) Phi_p: 0.5377 (d= 21.12 ; p-value: 5.481e-99 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 12682 218 TRUE 423 411 Fitted Probabilities: dojo manual ajax javascript documentation Never Used 0.5147867 0.1912361 0.1528941 0.1308245 0.1088110 Used Only On Site 0.5361055 0.2048116 0.1643007 0.1408584 0.1173846 Used Only By User 0.9797456 0.9151154 0.8916470 0.8728135 0.8477177 Recommended Tag 0.9433713 0.7878113 0.7391780 0.7026799 0.6571990 reference system:unfiled framework docs toolkit Never Used 0.04295858 0.03089073 0.02980119 0.01320526 0.01095447 Used Only On Site 0.04661482 0.03355589 0.03237548 0.01436719 0.01192074 Used Only By User 0.67175767 0.59238527 0.58341377 0.37893032 0.33553923 Recommended Tag 0.41342379 0.33355714 0.32537650 0.17363719 0.14814663 webdev api programming library web2.0 Never Used 0.01048583 0.008331871 0.007596034 0.005739877 0.005428018 Used Only On Site 0.01141125 0.009068932 0.008268543 0.006249088 0.005909727 Used Only By User 0.32575827 0.276969392 0.258697735 0.208365654 0.199250953 Recommended Tag 0.14265539 0.116549466 0.107290311 0.083113232 0.078931250 web tools development wiki tutorial Never Used 0.005157617 0.003098655 0.003056596 0.003004608 0.002577363 Used Only On Site 0.005615465 0.003374346 0.003328558 0.003271959 0.002806805 Used Only By User 0.191181130 0.124125718 0.122643023 0.120803492 0.105396443 Recommended Tag 0.075276369 0.046534795 0.045930329 0.045182162 0.038991981 opensource design webdesign Other Never Used 0.002460939 0.001768909 0.001742075 0.001939094 Used Only On Site 0.002680044 0.001926519 0.001897299 0.002111837 Used Only By User 0.101106298 0.074753359 0.073701133 0.081372950 Recommended Tag 0.037292143 0.027071182 0.026670782 0.029603497 [[28]] BasKet Note Pads http://basket.kde.org/ fff546055fbfecdee79bd0281e80d5ca Total Number of Users of Site: 124 Number of Users in Fit: 124 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -5.13398 0.18703 -27.4499 < 2.2e-16 *** used.onSiteTRUE -0.72117 0.23635 -3.0513 0.002279 ** used.byUserTRUE 3.21058 0.23453 13.6896 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.32243 0.27802 -1.1597 0.246161 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classkde 5.40483 0.27059 19.9746 < 2.2e-16 *** tag_classlinux 3.78224 0.26187 14.4433 < 2.2e-16 *** tag_classsoftware 3.76153 0.26138 14.3913 < 2.2e-16 *** tag_classproductivity 3.37702 0.27552 12.2569 < 2.2e-16 *** tag_classnotes 3.14172 0.31933 9.8385 < 2.2e-16 *** tag_classdesktop 3.07802 0.28699 10.7253 < 2.2e-16 *** tag_classtools 3.00970 0.27356 11.0020 < 2.2e-16 *** tag_classopensource 2.96551 0.27037 10.9683 < 2.2e-16 *** tag_classgtd 2.32572 0.34989 6.6471 2.990e-11 *** tag_classnotetaking 1.91783 0.44544 4.3055 1.666e-05 *** tag_classnote 1.88880 0.49355 3.8269 0.0001297 *** tag_classorganization 1.87951 0.41174 4.5648 4.999e-06 *** tag_classapplication 1.70153 0.48925 3.4778 0.0005055 *** tag_classorganizer 1.69789 0.50146 3.3859 0.0007094 *** tag_classmanagement 1.56620 0.39721 3.9431 8.045e-05 *** tag_classpim 1.54397 0.45758 3.3742 0.0007403 *** tag_classresearch 0.82188 0.48147 1.7070 0.0878193 . tag_classfree 0.67292 0.39701 1.6949 0.0900862 . --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.69026 +- 0.83082 Goodness of Fit Tests: Residual Deviance: 2550 on 1.225e+04 degrees of freedom (p-value: 1) AIC: 2596 Gm: 2183 on 24 degrees of freedom (p:value 0) R^2_L: 0.4612 R^2: 0.3431 Predictive Power Tests Lambda_p: 0.1339 (d= 3.333 ; p-value: 0.0008577 ) (for prediction models) Tau_p: 0.5451 (d= 19.17 ; p-value: 7.017e-82 ) (for classification models) Phi_p: 0.4822 (d= 15.79 ; p-value: 3.39e-56 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 11506 180 TRUE 331 259 Fitted Probabilities: kde linux software productivity notes Never Used 0.5673025 0.2055867 0.2022237 0.14717199 0.12001795 Used Only On Site 0.3892856 0.1117582 0.1097181 0.07740593 0.06218551 Used Only By User 0.9701547 0.8651616 0.8627264 0.81055481 0.77176689 Recommended Tag 0.9196668 0.6932246 0.6888012 0.60109225 0.54356774 desktop tools opensource gtd notetaking Never Used 0.1134517 0.10675956 0.10261783 0.05687949 0.03856245 Used Only On Site 0.0585727 0.05491717 0.05266807 0.02848638 0.01912740 Used Only By User 0.7603532 0.74768408 0.73925597 0.59924395 0.49860616 Recommended Tag 0.5277255 0.51067278 0.49962601 0.34495611 0.25938330 note organization application organizer management Never Used 0.03750047 0.03716651 0.03129644 0.03118651 0.0274441 Used Only On Site 0.01859030 0.01842152 0.01546448 0.01540927 0.0135337 Used Only By User 0.49134966 0.48902746 0.44475669 0.44385986 0.4116372 Recommended Tag 0.25384571 0.25208968 0.22003198 0.21940924 0.1976888 pim research free Other Never Used 0.02685687 0.013228002 0.011418188 0.005858530 Used Only On Site 0.01324006 0.006475242 0.005584091 0.002856918 Used Only By User 0.40626332 0.249453729 0.222615554 0.127482286 Recommended Tag 0.19418618 0.104787294 0.091613636 0.048938864 [[29]] 101 Cookbooks http://www.101cookbooks.com/ b9181c4687575fb372e39af32f8c49e2 Total Number of Users of Site: 1427 Number of Users in Fit: 1000 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -7.99067 0.12369 -64.6040 < 2.2e-16 *** used.onSiteTRUE 0.10863 0.14881 0.7300 0.4654 used.byUserTRUE 4.29687 0.15840 27.1267 < 2.2e-16 *** used.onSiteTRUE:used.byUserTRUE -1.10583 0.17012 -6.5001 8.024e-11 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classcooking 6.77400 0.12355 54.8295 < 2.2e-16 *** tag_classrecipes 6.71510 0.12334 54.4453 < 2.2e-16 *** tag_classfood 6.62546 0.12408 53.3982 < 2.2e-16 *** tag_classrecipe 4.80598 0.15272 31.4699 < 2.2e-16 *** tag_classsystem:unfiled 4.75186 0.17780 26.7262 < 2.2e-16 *** tag_classfoodblog 4.73222 0.16489 28.6989 < 2.2e-16 *** tag_classblog 4.64266 0.13018 35.6636 < 2.2e-16 *** tag_classblogs 4.00063 0.15456 25.8842 < 2.2e-16 *** tag_classcookbooks 3.92841 0.23023 17.0631 < 2.2e-16 *** tag_classcookbook 3.32181 0.28211 11.7748 < 2.2e-16 *** tag_classfoodblogs 2.94831 0.33613 8.7714 < 2.2e-16 *** tag_classcuisine 2.92733 0.32695 8.9535 < 2.2e-16 *** tag_classkitchen 2.89870 0.28472 10.1807 < 2.2e-16 *** tag_classdaily 2.65502 0.23125 11.4810 < 2.2e-16 *** tag_classrecipies 2.60528 0.38521 6.7632 1.350e-11 *** tag_classcook 2.17557 0.45326 4.7998 1.588e-06 *** tag_classchef 2.16460 0.45334 4.7748 1.799e-06 *** tag_classbook 2.03836 0.31157 6.5422 6.063e-11 *** tag_classweblog 2.03392 0.43338 4.6931 2.691e-06 *** tag_classreference 1.76827 0.22859 7.7357 1.028e-14 *** tag_classvegan 1.73286 0.45170 3.8363 0.0001249 *** tag_classforum 1.69895 0.35190 4.8280 1.379e-06 *** tag_classvegetarian 1.66659 0.45072 3.6976 0.0002177 *** tag_classdiy 1.62613 0.32036 5.0759 3.856e-07 *** tag_classresource 1.53836 0.44037 3.4934 0.0004770 *** tag_classcommunity 1.49756 0.34542 4.3354 1.455e-05 *** tag_classhowto 1.45756 0.27419 5.3159 1.061e-07 *** tag_classinspiration 1.20724 0.43415 2.7807 0.0054237 ** tag_classphotography 1.15462 0.28742 4.0172 5.889e-05 *** tag_classlinks 1.12391 0.38050 2.9538 0.0031393 ** tag_classphotos 1.10720 0.34218 3.2357 0.0012135 ** tag_classguide 1.10133 0.46839 2.3513 0.0187084 * tag_classinformation 1.05112 0.46840 2.2441 0.0248283 * tag_classbooks 0.96412 0.31582 3.0527 0.0022678 ** tag_classtools 0.70858 0.35246 2.0104 0.0443885 * tag_classreviews 0.65708 0.46051 1.4268 0.1536248 tag_classhealth 0.59107 0.44564 1.3264 0.1847238 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.62729 +- 0.79201 Goodness of Fit Tests: Residual Deviance: 1.201e+04 on 2.88e+05 degrees of freedom (p-value: 1) AIC: 1.21e+04 Gm: 1.823e+04 on 43 degrees of freedom (p:value 0) R^2_L: 0.6028 R^2: 0.4019 Predictive Power Tests Lambda_p: 0.2595 (d= 13.45 ; p-value: 2.968e-41 ) (for prediction models) Tau_p: 0.6263 (d= 45.92 ; p-value: 0 ) (for classification models) Phi_p: 0.4987 (d= 31.5 ; p-value: 9.378e-218 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 285035 302 TRUE 1670 993 Fitted Probabilities: cooking recipes food recipe system:unfiled Never Used 0.2285228 0.2183049 0.2033954 0.03974572 0.03773093 Used Only On Site 0.2482371 0.2374090 0.2215645 0.04410557 0.04187941 Used Only By User 0.9560685 0.9535271 0.9493897 0.75253423 0.74231892 Recommended Tag 0.8892406 0.8833050 0.8737436 0.52871406 0.51521151 foodblog blog blogs cookbooks cookbook Never Used 0.03702427 0.03396032 0.01816303 0.01691887 0.009295766 Used Only On Site 0.04109837 0.03771047 0.02020521 0.01882384 0.010351459 Used Only By User 0.73854415 0.72088543 0.57611202 0.55838443 0.408061010 Recommended Tag 0.51030454 0.48791896 0.33395331 0.31808561 0.202752631 foodblogs cuisine kitchen daily recipies Never Used 0.006417012 0.006284648 0.006108376 0.004793670 0.004562121 Used Only On Site 0.007148132 0.007000793 0.006804573 0.005340829 0.005082986 Used Only By User 0.321803728 0.317243016 0.311075272 0.261384752 0.251896153 Recommended Tag 0.148972036 0.146332248 0.142792368 0.115477204 0.110492887 cook chef book weblog reference Never Used 0.002973312 0.002940965 0.002593072 0.002581613 0.001980550 Used Only On Site 0.003313384 0.003277350 0.002889780 0.002877014 0.002207326 Used Only By User 0.179722171 0.178110481 0.160374358 0.159777336 0.127246377 Recommended Tag 0.074784060 0.074028493 0.065826679 0.065554148 0.051041813 vegan forum vegetarian diy resource Never Used 0.001911764 0.001848148 0.001789405 0.001718566 0.001574387 Used Only On Site 0.002130681 0.002059795 0.001994339 0.001915402 0.001754738 Used Only By User 0.123364796 0.119744548 0.116375420 0.112278588 0.103823622 Recommended Tag 0.049353358 0.047786645 0.046335549 0.044579976 0.040987570 community howto inspiration photography links Never Used 0.001511536 0.001452355 0.001131105 0.001073184 0.001040761 Used Only On Site 0.001684700 0.001618750 0.001260741 0.001196189 0.001160055 Used Only By User 0.100088098 0.096542521 0.076805855 0.073156625 0.071101444 Recommended Tag 0.039413427 0.037926639 0.029778142 0.028294829 0.027462603 photos guide information books Never Used 0.001023529 0.001017547 0.0009677669 0.0008872037 Used Only On Site 0.001140850 0.001134183 0.0010787031 0.0009889141 Used Only By User 0.070005497 0.069624453 0.0664415490 0.0612446637 Recommended Tag 0.027019732 0.026865903 0.0255839681 0.0235024028 tools reviews health Other Never Used 0.0006872737 0.0006527954 0.0006111249 0.0003384920 Used Only On Site 0.0007660814 0.0007276524 0.0006812068 0.0003773210 Used Only By User 0.0480980573 0.0457941230 0.0429948796 0.0242733964 Recommended Tag 0.0182995149 0.0173968674 0.0163037956 0.0090941071 [[30]] Snipplr - Code 2.0 http://snipplr.com/ 7a5886991afef3a8cf539d011e58ead3 Total Number of Users of Site: 1137 Number of Users in Fit: 850 Type of Data: bysite Main Effects: Estimate Std. Error z value Pr(>|z|) (Intercept) -6.52001 0.42436 -15.3645 < 2e-16 *** used.onSiteTRUE 0.43035 0.12925 3.3295 0.00087 *** used.byUserTRUE 3.53595 0.13729 25.7554 < 2e-16 *** used.onSiteTRUE:used.byUserTRUE -0.14401 0.14510 -0.9925 0.32098 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Tag Effects (in order of likelihood): Estimate Std. Error z value Pr(>|z|) tag_classcode 5.2026805 0.4136093 12.5787 < 2.2e-16 *** tag_classprogramming 4.1396694 0.4133828 10.0141 < 2.2e-16 *** tag_classsnippets 2.9388801 0.4247409 6.9192 4.541e-12 *** tag_classreference 2.8021117 0.4140949 6.7668 1.316e-11 *** tag_classsnippet 2.1292389 0.4511837 4.7192 2.367e-06 *** tag_classphp 2.0221716 0.4157046 4.8644 1.148e-06 *** tag_classprogramacion 1.9758039 0.4450899 4.4391 9.033e-06 *** tag_classsystem:unfiled 1.9131317 0.4699627 4.0708 4.685e-05 *** tag_classhtml 1.8426235 0.4183060 4.4050 1.058e-05 *** tag_classrepository 1.8355523 0.4535642 4.0470 5.189e-05 *** tag_classcss 1.7171231 0.4152080 4.1356 3.541e-05 *** tag_classtextmate 1.6472560 0.4584584 3.5930 0.0003269 *** tag_classcodigo 1.6406117 0.4774917 3.4359 0.0005906 *** tag_classprogramaci\303\263n 1.5496807 0.4771130 3.2480 0.0011620 ** tag_classscripts 1.4120243 0.4421945 3.1932 0.0014070 ** tag_classweb 1.3979176 0.4175326 3.3480 0.0008138 *** tag_classcoding 1.3478291 0.4593638 2.9341 0.0033449 ** tag_classrecursos 1.1969001 0.4806457 2.4902 0.0127674 * tag_classresource 1.1310599 0.4657709 2.4284 0.0151672 * tag_classsocial 1.0830160 0.4297032 2.5204 0.0117228 * tag_classwebdev 1.0595880 0.4397234 2.4097 0.0159670 * tag_classsharing 1.0212176 0.4522077 2.2583 0.0239274 * tag_classshare 0.9245173 0.4840350 1.9100 0.0561304 . tag_classexamples 0.8933844 0.4782189 1.8681 0.0617412 . tag_classdev 0.8426576 0.4995331 1.6869 0.0916244 . tag_classdevelopment 0.7715536 0.4327064 1.7831 0.0745720 . tag_classtagging 0.7635115 0.4548410 1.6786 0.0932234 . tag_classjavascript 0.7558481 0.4235451 1.7846 0.0743303 . tag_classsource 0.7472162 0.4831385 1.5466 0.1219627 tag_classcommunity 0.7072198 0.4443387 1.5916 0.1114694 tag_classdesarrollo 0.6907356 0.5291177 1.3054 0.1917403 tag_classtags 0.6552763 0.4525164 1.4481 0.1475969 tag_classsnipplr 0.6306293 0.5880681 1.0724 0.2835519 tag_classtools 0.6071724 0.4269800 1.4220 0.1550216 tag_classresources 0.5359458 0.4623369 1.1592 0.2463704 tag_classdevelop 0.4756411 0.5726022 0.8307 0.4061623 tag_classweb2 0.4044437 0.5571781 0.7259 0.4679132 tag_classweb2.0 0.4031038 0.4317507 0.9336 0.3504847 tag_classsearch 0.3820099 0.4350219 0.8781 0.3798681 tag_classutilidades 0.3376165 0.6030998 0.5598 0.5756145 tag_classruby 0.3026161 0.4444763 0.6808 0.4959744 tag_classjava 0.2704220 0.4457713 0.6066 0.5440909 tag_classtag 0.2097310 0.5127964 0.4090 0.6825436 tag_classtutoriales 0.1611149 0.5699259 0.2827 0.7774111 tag_classajax 0.1344633 0.4326715 0.3108 0.7559720 tag_classtool 0.1226272 0.4732098 0.2591 0.7955278 tag_classc 0.0918098 0.5696836 0.1612 0.8719679 tag_classfree 0.0784238 0.4417410 0.1775 0.8590894 tag_classhowto 0.0023616 0.4468112 0.0053 0.9957828 tag_classwebmaster -0.0512528 0.5961793 -0.0860 0.9314912 tag_classperl -0.0570092 0.4903654 -0.1163 0.9074476 tag_classactionscript -0.0721495 0.5229779 -0.1380 0.8902728 tag_classwebdesign -0.0757332 0.4453126 -0.1701 0.8649571 tag_classtips -0.0988696 0.4579774 -0.2159 0.8290788 tag_classdeveloper -0.1382148 0.5937046 -0.2328 0.8159162 tag_classsoftware -0.1917691 0.4397940 -0.4360 0.6628056 tag_classfolksonomy -0.2198894 0.5517949 -0.3985 0.6902629 tag_classarchive -0.2394456 0.5691992 -0.4207 0.6739953 tag_classxhtml -0.2743048 0.4913357 -0.5583 0.5766505 tag_classservice -0.3062400 0.5408563 -0.5662 0.5712488 tag_classwork -0.3062914 0.5375094 -0.5698 0.5687900 tag_classlist -0.3681731 0.5098054 -0.7222 0.4701817 tag_classtutorial -0.3706259 0.4515223 -0.8208 0.4117394 tag_classbookmarks -0.4071940 0.5284013 -0.7706 0.4409351 tag_classpython -0.4526535 0.5104380 -0.8868 0.3751896 tag_classonline -0.4658716 0.4973998 -0.9366 0.3489572 tag_classdel.icio.us -0.6563270 0.4915726 -1.3352 0.1818247 tag_classdesign -0.7369985 0.4641176 -1.5880 0.1122962 tag_classinternet -0.8521634 0.4955311 -1.7197 0.0854875 . tag_classlibrary -0.8874212 0.5380391 -1.6494 0.0990735 . tag_classdhtml -0.9522025 0.5899567 -1.6140 0.1065229 tag_classlinks -0.9650278 0.5522653 -1.7474 0.0805682 . tag_classproductivity -1.0375777 0.5522515 -1.8788 0.0602699 . tag_classopensource -1.0997470 0.5006263 -2.1967 0.0280388 * tag_classtemplates -1.1040862 0.5903950 -1.8701 0.0614726 . tag_classmysql -1.1295883 0.5507604 -2.0510 0.0402707 * tag_classOther -1.4770398 0.4100102 -3.6024 0.0003152 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Standard Deviation on normal distribution of user values: 0.88188 +- 0.93909 Goodness of Fit Tests: Residual Deviance: 2.087e+04 on 3.025e+05 degrees of freedom (p-value: 1) AIC: 2.104e+04 Gm: 2.033e+04 on 83 degrees of freedom (p:value 0) R^2_L: 0.4934 R^2: 0.2622 Predictive Power Tests Lambda_p: 0.1199 (d= 7.483 ; p-value: 7.255e-14 ) (for prediction models) Tau_p: 0.5543 (d= 48.91 ; p-value: 0 ) (for classification models) Phi_p: 0.3528 (d= 25.73 ; p-value: 5.664e-146 ) (for selection models) Actual vs. Predicted Values: FALSE TRUE FALSE 298277 479 TRUE 2904 940 Fitted Probabilities: code programming snippets reference snippet Never Used 0.2112636 0.08468447 0.02709003 0.02370927 0.01223956 Used Only On Site 0.2917351 0.12455518 0.04106084 0.03600109 0.01869891 Used Only By User 0.9019093 0.76053409 0.48870705 0.45463811 0.29842259 Recommended Tag 0.9244892 0.80875721 0.56000088 0.52607563 0.36158865 php programacion system:unfiled html repository Never Used 0.01101050 0.01051687 0.009884299 0.00921758 0.009153224 Used Only On Site 0.01683228 0.01608189 0.015119709 0.01410488 0.014006884 Used Only By User 0.27650035 0.26732137 0.255226677 0.24205680 0.240761843 Recommended Tag 0.33725681 0.32697241 0.313333042 0.29836600 0.296887803 css textmate codigo programaci\303\263n Never Used 0.008139265 0.00759418 0.007544269 0.006893046 Used Only On Site 0.012462017 0.01163083 0.011554701 0.010560981 Used Only By User 0.219782138 0.20803620 0.206943641 0.192417329 Recommended Tag 0.272774468 0.25913707 0.257863520 0.240848412 scripts web coding recursos resource Never Used 0.006011917 0.005928202 0.005640215 0.004853906 0.004546023 Used Only On Site 0.009215334 0.009087421 0.008647297 0.007444905 0.006973828 Used Only By User 0.171926454 0.169927390 0.162978646 0.143421336 0.135521095 Recommended Tag 0.216583201 0.214199207 0.205889124 0.182304096 0.172693842 social webdev sharing share examples Never Used 0.004333702 0.004233777 0.004075052 0.003700836 0.003587801 Used Only On Site 0.006648874 0.006495915 0.006252914 0.005679844 0.005506698 Used Only By User 0.129990417 0.127363764 0.123159817 0.113091733 0.110006461 Recommended Tag 0.165937323 0.162720162 0.157559906 0.145145178 0.141324792 dev development tagging javascript source Never Used 0.003410948 0.003177581 0.003152210 0.003128220 0.003101417 Used Only On Site 0.005235753 0.004878150 0.004839266 0.004802500 0.004761420 Used Only By User 0.105137421 0.098633061 0.097920389 0.097245547 0.096490389 Recommended Tag 0.135280262 0.127176127 0.126286113 0.125442966 0.124499040 community desarrollo tags snipplr tools Never Used 0.002980182 0.002931602 0.002829760 0.002761057 0.002697218 Used Only On Site 0.004575593 0.004501123 0.004344994 0.004239660 0.004141776 Used Only By User 0.093059333 0.091677382 0.088767038 0.086793502 0.084952236 Recommended Tag 0.120204540 0.118472134 0.114818701 0.112337369 0.110019492 resources develop web2 web2.0 search Never Used 0.002512252 0.002365577 0.002203368 0.002200424 0.002154594 Used Only On Site 0.003858131 0.003633164 0.003384331 0.003379815 0.003309501 Used Only By User 0.079576596 0.075270123 0.070461887 0.070374183 0.069006623 Recommended Tag 0.103236596 0.097785738 0.091681809 0.091570294 0.089830639 utilidades ruby java tag tutoriales Never Used 0.002061229 0.001990474 0.001927535 0.001814236 0.001728293 Used Only On Site 0.003166250 0.003057679 0.002961095 0.002787214 0.002655303 Used Only By User 0.066208578 0.064077256 0.062173416 0.058727282 0.056096811 Recommended Tag 0.086266472 0.083547235 0.081115046 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