R : Copyright 2005, The R Foundation for Statistical Computing Version 2.1.1 (2005-06-20), ISBN 3-900051-07-0 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for a HTML browser interface to help. Type 'q()' to quit R. > ### *
> ### > attach(NULL, name = "CheckExEnv") > assign(".CheckExEnv", as.environment(2), pos = length(search())) # base > ## add some hooks to label plot pages for base and grid graphics > setHook("plot.new", ".newplot.hook") > setHook("persp", ".newplot.hook") > setHook("grid.newpage", ".gridplot.hook") > > assign("cleanEx", + function(env = .GlobalEnv) { + rm(list = ls(envir = env, all.names = TRUE), envir = env) + RNGkind("default", "default") + set.seed(1) + options(warn = 1) + delayedAssign("T", stop("T used instead of TRUE"), + assign.env = .CheckExEnv) + delayedAssign("F", stop("F used instead of FALSE"), + assign.env = .CheckExEnv) + sch <- search() + newitems <- sch[! sch %in% .oldSearch] + for(item in rev(newitems)) + eval(substitute(detach(item), list(item=item))) + missitems <- .oldSearch[! .oldSearch %in% sch] + if(length(missitems)) + warning("items ", paste(missitems, collapse=", "), + " have been removed from the search path") + }, + env = .CheckExEnv) > assign("..nameEx", "__{must remake R-ex/*.R}__", env = .CheckExEnv) # for now > assign("ptime", proc.time(), env = .CheckExEnv) > grDevices::postscript("merror-Examples.ps") > assign("par.postscript", graphics::par(no.readonly = TRUE), env = .CheckExEnv) > options(contrasts = c(unordered = "contr.treatment", ordered = "contr.poly")) > options(warn = 1) > library('merror') > > assign(".oldSearch", search(), env = .CheckExEnv) > assign(".oldNS", loadedNamespaces(), env = .CheckExEnv) > cleanEx(); ..nameEx <- "beta.bar" > > ### * beta.bar > > flush(stderr()); flush(stdout()) > > ### Name: beta.bar > ### Title: Compute the estimates of betas. > ### Aliases: beta.bar > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > beta.bar(pm2.5) # estimate betas (accuracy parameter) ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.9616427 0.9701091 0.9611754 0.9515908 1.1719601 > > > > > cleanEx(); ..nameEx <- "cb.pd" > > ### * cb.pd > > flush(stderr()); flush(stdout()) > > ### Name: cb.pd > ### Title: Compute accuracy estimates and maximum likelihood estimates of > ### precision for the constant bias measurement error model using paired > ### data. > ### Aliases: cb.pd > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > cb.pd(pm2.5) $conf.level [1] 0.95 $sigma.table n sigma sigma.se alpha.cb alpha.ncb beta df chisq.low ms.conc.1 77 1.162762 0.6561846 -0.2980138 0.49941840 1 19.71917 9.397797 ws.conc.1 77 1.397689 0.6899866 -0.3507690 0.27065001 1 33.67516 19.559113 ms.conc.2 77 2.571850 1.1285980 -0.7267373 0.08040791 1 53.93314 35.532128 ws.conc.2 77 2.540299 1.1200764 -0.6821944 0.32421170 1 52.91497 34.707540 frm 77 3.663241 1.5056540 2.0577147 -1.51725915 1 70.07953 48.823897 chisq.upper lb ub ms.conc.1 33.80051 0.8881235 1.684310 ws.conc.1 51.56330 1.1295229 1.833964 ms.conc.2 76.11253 2.1649380 3.168567 ws.conc.2 74.90059 2.1351652 3.136622 frm 95.11592 3.1443759 4.388790 $n.items [1] 77 $N.methods [1] 5 $Grubbs.initial.sigma2 [1] 2.123122 3.048977 4.744290 4.544474 14.659026 $sigma2 [1] 1.352015 1.953535 6.614414 6.453118 13.419333 $sigma2.se2 [1] 0.1853976 0.2266535 1.6223967 1.5739486 5.1392613 $alpha.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm -0.2980138 -0.3507690 -0.7267373 -0.6821944 2.0577147 $alpha.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.49941840 0.27065001 0.08040791 0.32421170 -1.51725915 $beta [1] 1 1 1 1 1 $df [1] 19.71917 33.67516 53.93314 52.91497 70.07953 $chisq.low [1] 9.397797 19.559113 35.532128 34.707540 48.823897 $chisq.upper [1] 33.80051 51.56330 76.11253 74.90059 95.11592 $lb [1] 0.7887634 1.2758221 4.6869567 4.5589303 9.8870995 $ub [1] 2.836900 3.363424 10.039819 9.838397 19.261481 > > > > > cleanEx(); ..nameEx <- "errors.cb" > > ### * errors.cb > > flush(stderr()); flush(stdout()) > > ### Name: errors.cb > ### Title: Extracts the estimated measurement errors assuming there is a > ### constant bias and using the original data. > ### Aliases: errors.cb > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > errors.cb(pm2.5) ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.09037247 0.78111549 2.006525087 -0.70658213 -3.17143092 2 1.00554713 -3.18985356 2.156653843 0.12531755 -0.09766497 3 0.16813967 0.14940399 0.314874526 1.14922229 -1.78164048 4 0.71750797 0.12125326 0.446142527 0.44935996 -1.73426372 5 0.01551000 -0.42701661 0.436586847 1.10513925 -1.13021948 6 0.43664584 -0.43759651 0.013424295 0.48631500 -0.49878863 7 1.44082498 0.76595190 -0.343661890 -1.51198372 -0.35113128 8 1.28939099 -0.55753407 -0.270966191 -0.47781208 0.01692135 9 0.36911029 -0.93057998 0.979182220 0.32072652 -0.73843905 10 -0.64633000 -0.35975010 1.221981859 1.13902565 -1.35492741 11 -0.27226930 -0.18458358 -0.296412150 -0.25121455 1.00447958 12 0.33665788 0.12345423 0.271308919 -1.13590679 0.40448576 13 0.47398766 -1.35271558 -0.042020997 -0.43974238 1.36049130 14 -0.92621273 0.28292383 -1.612436415 0.14066566 2.11505966 15 -0.37625789 0.32408163 -0.835657296 -0.53975147 1.42758503 16 -0.13582202 -1.56664225 -1.776999645 -0.54799398 4.02745789 17 -1.15082443 1.36221333 -0.961145741 1.49092904 -0.74117220 18 -0.58242362 0.31548378 -0.711048607 0.54683699 0.43115146 19 -1.41590819 1.16520925 -0.742486714 0.54366301 0.44952265 20 -3.30915310 -2.78422871 -0.442476152 1.19989321 5.33596475 21 1.04096838 -1.91213255 0.464277893 -0.15801861 0.56490488 22 1.14533594 -2.37220217 1.114786128 0.02570485 0.08637525 23 -0.99111301 -0.55776576 1.051203100 0.07455032 0.42312535 24 -0.96541723 0.57295969 0.171125372 1.03621577 -0.81488359 25 -0.36128673 0.53313076 0.598557800 -1.93010524 1.15970340 26 -1.82354524 -0.10264727 -0.025763831 0.66298729 1.28896905 27 -2.33157043 -0.87416692 -0.390919376 2.54008058 1.05657614 28 0.66799461 2.27023950 -1.473727014 -0.83293753 -0.63156956 29 0.05460204 -0.54136026 0.775188452 -1.18898040 0.90055017 30 -1.57292885 -1.18752588 -0.568465956 -0.31129669 3.64021737 31 -1.98023933 -0.80527157 -0.366636952 -0.76676731 3.91891517 32 -1.96937572 -2.22898805 -2.619322220 -0.88100824 7.69869424 33 -1.02342950 -2.52759190 0.820244424 -0.09992413 2.83070111 34 -1.22983754 -0.79321528 -0.614796353 -1.63426428 4.27211346 35 -2.33898418 -4.16523573 -1.116751043 -1.27138173 8.89235269 36 -0.26205568 -0.05713050 0.217876036 1.14681931 -1.04550916 37 8.70144272 8.16539056 -15.047842430 -12.24546211 10.42647126 38 -1.38310391 -0.78225596 -1.293855499 -1.75537786 5.21459323 39 -2.05181294 -0.93414557 -0.238534089 -0.20874255 3.43323515 40 -3.14790846 -0.74292941 -1.418039199 -0.61063540 5.91951247 41 -0.82512364 -0.61447055 -0.008221031 -0.48934333 1.93715854 42 0.84369349 -0.80959674 1.053521705 0.33556087 -1.42317933 43 1.56527419 -0.02670882 -0.081367408 0.53603244 -1.99323040 44 0.02716922 1.17477922 0.195025934 1.42693744 -2.82391182 45 1.53566623 0.40262486 0.674753314 1.03827916 -3.65132356 46 -1.01986893 -0.19413385 -0.499212842 1.23177059 0.48144502 47 0.23336857 -2.63825323 -0.168281177 -4.93454239 7.50770823 48 0.53735837 -1.06807554 0.718365152 0.60887779 -0.79652577 49 -0.46888713 6.37017098 -1.483554013 -5.97565847 1.55792863 50 0.18036814 -1.31220187 1.376359286 0.09088652 -0.33541208 51 0.60807730 0.35037103 0.434973271 -0.22401660 -1.16940500 52 0.30436384 0.33493305 0.388781609 1.43440692 -2.46248543 53 -0.38817169 -0.84247105 1.000477709 1.47584360 -1.24567857 54 -0.63182629 -0.55966125 1.012226750 -0.48025007 0.65951085 55 -0.22320635 -0.08055667 0.885053858 0.39537160 -0.97666244 56 2.37382519 -1.31696218 1.212850637 0.76522203 -3.03493568 57 -0.20442399 0.27323826 0.532748752 2.22924373 -2.83080675 58 2.57047141 1.51914764 -0.417890143 -0.33533719 -3.33639172 59 0.52455899 -1.05378610 0.895173669 1.32783545 -1.69378201 60 0.24576876 0.20034641 1.671339762 -0.36587256 -1.75158236 61 -0.23654069 1.53656559 0.608233004 1.73427512 -3.64253303 62 1.96239809 1.49112090 1.670659842 1.55044267 -6.67462151 63 0.68350358 0.92103391 -0.783037023 1.59141853 -2.41291900 64 0.40766993 1.15569607 -1.266321824 1.27375521 -1.57079938 65 -0.06196585 1.31360852 1.859027726 0.89129087 -4.00196127 66 -1.33843570 1.71955580 -0.274186307 0.30669112 -0.41362491 67 0.66510363 -0.04927919 1.452400344 -0.95755145 -1.11067334 68 0.60825387 0.50992549 0.825949845 1.43857333 -3.38270254 69 0.23767159 -0.66438349 1.271800563 1.07364444 -1.91873310 70 -0.30473058 -0.41516065 1.009108654 1.60690447 -1.89612189 71 -1.14696436 1.20570590 0.614980109 1.69017513 -2.36389678 72 -0.09333745 1.17389546 -0.359317208 1.00183914 -1.72307994 73 1.13004130 0.13038286 0.320786427 0.53092728 -2.11213787 74 2.21402669 1.95682330 -0.598149660 -0.79709872 -2.77560162 75 1.07698298 0.93621663 2.275126942 -1.21941839 -3.06890816 76 -0.76869177 1.28113966 1.620512527 1.68646942 -3.81942983 77 0.47033049 1.13067419 0.509327678 1.82885125 -3.93918361 > > > > > cleanEx(); ..nameEx <- "errors.nb" > > ### * errors.nb > > flush(stderr()); flush(stdout()) > > ### Name: errors.nb > ### Title: Extracts the estimated measurement errors assuming there is no > ### bias and using the original data. > ### Aliases: errors.nb > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > errors.nb(pm2.5) ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 0.792358650 0.4303464419 1.279787739 -1.38877656 -1.11371627 2 0.707533312 -3.5406226021 1.429916494 -0.55687688 1.96004968 3 -0.129874154 -0.2013650553 -0.411862823 0.46702786 0.27607418 4 0.419494145 -0.2295157891 -0.280594821 -0.23283447 0.32345094 5 -0.282503819 -0.7777856608 -0.290150501 0.42294481 0.92749517 6 0.138632019 -0.7883655617 -0.713313054 -0.19587943 1.55892602 7 1.142811157 0.4151828563 -1.070399238 -2.19417815 1.70658338 8 0.991377168 -0.9083031204 -0.997703539 -1.16000651 2.07463601 9 0.071096463 -1.2813490231 0.252444872 -0.36146792 1.31927561 10 -0.944343826 -0.7105191468 0.495244510 0.45683122 0.70278725 11 -0.570283126 -0.5353526264 -1.023149498 -0.93340898 3.06219423 12 0.038644058 -0.2273148157 -0.455428430 -1.81810122 2.46220041 13 0.175973834 -1.7034846295 -0.768758345 -1.12193682 3.41820596 14 -1.224226558 -0.0678452209 -2.339173763 -0.54152877 4.17277431 15 -0.674271716 -0.0266874175 -1.562394644 -1.22194590 3.48529968 16 -0.433835838 -1.9174112992 -2.503736993 -1.23018841 6.08517254 17 -1.448838251 1.0114442806 -1.687883090 0.80873461 1.31654245 18 -0.880437441 -0.0352852705 -1.437785955 -0.13535744 2.48886611 19 -1.713922014 0.8144402002 -1.469224062 -0.13853143 2.50723730 20 -3.607166922 -3.1349977593 -1.169213501 0.51769878 7.39367940 21 0.742954559 -2.2629015940 -0.262459455 -0.84021305 2.62261954 22 0.847322118 -2.7229712208 0.388048780 -0.65648958 2.14408990 23 -1.289126830 -0.9085348092 0.324465752 -0.60764412 2.48084001 24 -1.263431058 0.2221906382 -0.555611977 0.35402134 1.24283106 25 -0.659300551 0.1823617177 -0.128179548 -2.61229967 3.21741805 26 -2.121559064 -0.4534163158 -0.752501179 -0.01920715 3.34668370 27 -2.629584253 -1.2249359625 -1.117656725 1.85788614 3.11429080 28 0.369980782 1.9194704497 -2.200464363 -1.51513196 1.42614509 29 -0.243411782 -0.8921293063 0.048451104 -1.87117484 2.95826482 30 -1.870942670 -1.5382949274 -1.295203304 -0.99349112 5.69793202 31 -2.278253155 -1.1560406211 -1.093374301 -1.44896174 5.97662982 32 -2.267389543 -2.5797571005 -3.346059568 -1.56320268 9.75640889 33 -1.321443326 -2.8783609432 0.093507076 -0.78211856 4.88841576 34 -1.527851367 -1.1439843291 -1.341533701 -2.31645871 6.32982811 35 -2.636998008 -4.5160047812 -1.843488391 -1.95357616 10.95006734 36 -0.560069506 -0.4078995504 -0.508861312 0.46462488 1.01220549 37 8.403428897 7.8146215115 -15.774579778 -12.92765654 12.48418591 38 -1.681117735 -1.1330250027 -2.020592848 -2.43757230 7.27230788 39 -2.349826761 -1.2849146191 -0.965271437 -0.89093699 5.49094980 40 -3.445922287 -1.0936984525 -2.144776547 -1.29282984 7.97722712 41 -1.123137458 -0.9652395943 -0.734958379 -1.17153776 3.99487320 42 0.545679669 -1.1603657834 0.326784357 -0.34663356 0.63453532 43 1.267260367 -0.3774778704 -0.808104757 -0.14616199 0.06448425 44 -0.270844600 0.8240101720 -0.531711415 0.74474301 -0.76619717 45 1.237652407 0.0518558133 -0.051984034 0.35608473 -1.59360891 46 -1.317882749 -0.5449028928 -1.225950190 0.54957616 2.53915968 47 -0.064645255 -2.9890222794 -0.895018525 -5.61673682 9.56542288 48 0.239344550 -1.4188445912 -0.008372196 -0.07331664 1.26118888 49 -0.766900953 6.0194019356 -2.210291362 -6.65785290 3.61564328 50 -0.117645679 -1.6629709176 0.649621938 -0.59130792 1.72230257 51 0.310063479 -0.0003980178 -0.291764077 -0.90621103 0.88830965 52 0.006350018 -0.0158359938 -0.337955739 0.75221249 -0.40477078 53 -0.686185509 -1.1932400969 0.273740360 0.79364917 0.81203608 54 -0.929840111 -0.9104302963 0.285489402 -1.16244450 2.71722550 55 -0.521220176 -0.4313257137 0.158316509 -0.28682283 1.08105221 56 2.075811363 -1.6677312222 0.486113288 0.08302760 -0.97722103 57 -0.502437810 -0.0775307890 -0.193988596 1.54704929 -0.77309210 58 2.272457590 1.1683785935 -1.144627491 -1.01753162 -1.27867707 59 0.226545171 -1.4045551455 0.168436321 0.64564101 0.36393264 60 -0.052245067 -0.1504226410 0.944602413 -1.04806700 0.30613229 61 -0.534554515 1.1857965474 -0.118504344 1.05208069 -1.58481837 62 1.664384272 1.1403518565 0.943922493 0.86824823 -4.61690686 63 0.385489759 0.5702648595 -1.509774372 0.90922410 -0.35520434 64 0.109656103 0.8049270230 -1.993059172 0.59156078 0.48691527 65 -0.359979671 0.9628394728 1.132290377 0.20909644 -1.94424662 66 -1.636449519 1.3687867502 -1.000923656 -0.37550332 1.64408974 67 0.367089805 -0.4000482333 0.725662996 -1.63974588 0.94704132 68 0.310240048 0.1591564463 0.099212497 0.75637890 -1.32498789 69 -0.060342235 -1.0151525377 0.545063215 0.39145001 0.13898155 70 -0.602744402 -0.7659297017 0.282371305 0.92471004 0.16159276 71 -1.444978185 0.8549368557 -0.111757239 1.00798069 -0.30618212 72 -0.391351277 0.8231264137 -1.086054557 0.31964470 0.33463472 73 0.832027474 -0.2203861823 -0.405950921 -0.15126715 -0.05442322 74 1.916012871 1.6060542527 -1.324887009 -1.47929315 -0.71788696 75 0.778969159 0.5854475796 1.548389594 -1.90161282 -1.01119351 76 -1.066705598 0.9303706098 0.893775179 1.00427498 -1.76171518 77 0.172316671 0.7799051418 -0.217409670 1.14665681 -1.88146896 > > > > > cleanEx(); ..nameEx <- "errors.ncb" > > ### * errors.ncb > > flush(stderr()); flush(stdout()) > > ### Name: errors.ncb > ### Title: Extracts the estimated measurement errors assuming there is a > ### nonconstant bias and using the original data values. > ### Aliases: errors.ncb > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > errors.ncb(pm2.5) ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.91789988 1.42598697 2.84413209 0.33780588 -6.88132461 2 1.06271462 -3.14530436 2.21451765 0.19746627 -0.35395292 3 -0.23175989 -0.16222777 -0.08989597 0.64452564 0.01115194 4 0.38445081 -0.13828989 0.10902860 0.02902234 -0.24113291 5 -0.22832967 -0.61703480 0.18977711 0.79739931 -0.03706018 6 0.13981815 -0.66890694 -0.28701888 0.11170109 0.83192162 7 0.94309466 0.37808307 -0.84745476 -2.14014850 1.88024688 8 1.15421227 -0.66287548 -0.40779144 -0.64841554 0.62294200 9 0.11331154 -1.12991756 0.72026775 -0.00210647 0.40833404 10 -1.10594094 -0.71791345 0.75677268 0.55896975 0.70555750 11 -0.22822557 -0.15026140 -0.25183195 -0.19562878 0.80702683 12 0.41905872 0.18766715 0.35471343 -1.03191211 0.03507401 13 0.64553075 -1.21903633 0.13161156 -0.22324496 0.59144531 14 0.08748240 1.07287118 -0.58639408 1.42000823 -2.42944383 15 -0.11024426 0.53137943 -0.56640351 -0.20402669 0.23501750 16 0.42708234 -1.12798492 -1.20723890 0.16242425 1.50389759 17 -1.52427538 1.07119230 -1.33914547 1.01961208 0.93304830 18 -1.00429396 -0.01326926 -1.13805749 0.01441194 2.32244121 19 -1.36783859 1.20266869 -0.69383161 0.60432965 0.23402150 20 -3.45963807 -2.90149790 -0.59479409 1.00997237 6.01060493 21 1.23650731 -1.75975393 0.66219856 0.08876295 -0.31171699 22 1.07078277 -2.43029960 1.03932487 -0.06838561 0.42060509 23 -1.06630867 -0.61636387 0.97509152 -0.02035101 0.76023554 24 -1.16304920 0.41895002 -0.02891382 0.78679267 0.07112159 25 -0.41832318 0.48868368 0.54082662 -2.00208858 1.41540391 26 -1.64465586 0.03675676 0.15530449 0.88875615 0.48698888 27 -1.92666451 -0.55863382 0.01891845 3.05109554 -0.75866031 28 0.34135485 2.01569728 -1.80434537 -1.24517601 0.83279133 29 -0.25562536 -0.78311274 0.46118236 -1.58050554 2.29133274 30 -0.90004476 -0.66316408 0.11261412 0.53792240 0.62360620 31 -1.50292775 -0.43331456 0.11648847 -0.16437217 1.77907641 32 -1.30141967 -1.70846655 -1.94323021 -0.03800862 4.70417595 33 -0.95430857 -2.47372767 0.89020728 -0.01268946 2.52082457 34 -0.36945878 -0.12274355 0.25606216 -0.54841593 0.41494360 35 -1.07125960 -3.17732956 0.16641491 0.32856087 3.20900807 36 -0.20995734 -0.01653156 0.27060896 1.21257047 -1.27907159 37 8.89730514 8.31802126 -14.84959433 -11.99827227 9.54839913 38 -0.56002689 -0.14085254 -0.46075308 -0.71660650 1.52465107 39 -1.33570081 -0.37609724 0.48630056 0.69503285 0.22282804 40 -2.00358559 0.14881290 -0.25977803 0.83356702 0.78939086 41 -0.31782595 -0.21914610 0.50525574 0.15089603 -0.33711114 42 0.39590628 -1.15854615 0.60028027 -0.22957279 0.58429855 43 1.10789960 -0.38312944 -0.54431300 -0.04120106 0.05722872 44 -0.21077522 0.98935504 -0.04581677 1.12663763 -1.75718146 45 1.34250060 0.25209570 0.47923485 0.79449283 -2.78534141 46 -0.64698636 0.09644424 -0.12178842 1.70237020 -1.19022732 47 0.72913797 -2.25191249 0.33352688 -4.30885240 5.28512109 48 0.13841335 -1.37896346 0.31456082 0.10538582 0.99198737 49 -0.02836076 6.71346220 -1.03766186 -5.41968842 -0.41699811 50 1.18640990 -0.52821860 2.39465502 1.36057008 -4.84560467 51 0.14211736 -0.01273994 -0.03666224 -0.81208531 0.91954315 52 -0.35057965 -0.17544808 -0.27413934 0.60782992 0.47369614 53 -0.47185184 -0.90768091 0.91577830 1.37023435 -0.87053150 54 -0.67121098 -0.59035276 0.97236234 -0.52995585 0.83607663 55 -0.71650520 -0.46497217 0.38574644 -0.22720041 1.23484896 56 2.38370845 -1.30926039 1.22285429 0.77769529 -3.07924342 57 -0.56868320 -0.01061987 0.16405272 1.76952729 -1.19779383 58 2.39245954 1.38042743 -0.59807026 -0.55999858 -2.53834551 59 0.19109978 -1.31364255 0.55765280 0.90699041 -0.19884877 60 -0.20898404 -0.15403111 1.21104791 -0.93979720 0.28712295 61 -0.65136538 1.21330305 0.18835559 1.21074209 -1.78282966 62 1.57642152 1.19033898 1.27998193 1.06331765 -4.94424733 63 0.35423057 0.66443966 -1.11632070 1.17585673 -0.93675295 64 0.33492625 1.09900873 -1.33995155 1.18194843 -1.24468170 65 0.11005489 1.44766000 2.03314375 1.10839111 -4.77314861 66 -1.59672054 1.51828085 -0.53561716 -0.01927947 0.74429362 67 0.13858774 -0.45957990 0.91947129 -1.62204531 1.24975361 68 0.60270854 0.50560416 0.82033697 1.43157480 -3.35784224 69 -0.39401785 -1.15664333 0.63241691 0.27641541 0.91319807 70 -0.62505854 -0.66478425 0.68487897 1.20263184 -0.46005743 71 -1.59357334 0.85767466 0.16293127 1.12652847 -0.36170107 72 0.01620372 1.25925817 -0.24844178 1.14008651 -2.21416473 73 0.97679854 0.01096460 0.16567711 0.33752595 -1.42513421 74 1.79931971 1.63365248 -1.01790794 -1.32048320 -0.91642593 75 0.83117514 0.74466470 2.02632506 -1.52964227 -1.96692536 76 -1.00910958 1.09378805 1.37716634 1.38304808 -2.74161114 77 0.41478564 1.08738947 0.45310627 1.75875039 -3.69017011 > > > > > cleanEx(); ..nameEx <- "lrt" > > ### * lrt > > flush(stderr()); flush(stdout()) > > ### Name: lrt > ### Title: Likelihood ratio test for all betas equalling one. > ### Aliases: lrt > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > > lrt(pm2.5) # compare all 5 samplers (4 personal and 1 frm) $N.methods [1] 5 $n.items [1] 77 $beta.bars ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.9616427 0.9701091 0.9611754 0.9515908 1.1719601 $lambda [1] 42.8864 $df [1] 4 $p.value [1] 1.092498e-08 > > lrt(pm2.5[,1:4]) # compare only the personal samplers $N.methods [1] 4 $n.items [1] 77 $beta.bars ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 0.9968092 1.0058383 1.0038545 0.9935484 $lambda [1] 0.2335192 $df [1] 3 $p.value [1] 0.972005 > > stem(lrt(pm2.5)$beta.bars) # examine the estimated betas The decimal point is 1 digit(s) to the left of the | 9 | 5667 10 | 10 | 11 | 11 | 7 > > > > > cleanEx(); ..nameEx <- "ncb.od" > > ### * ncb.od > > flush(stderr()); flush(stdout()) > > ### Name: ncb.od > ### Title: Compute accuracy estimates and maximum likelihood estimates of > ### precision for the nonconstant bias measurement error model using > ### original data. > ### Aliases: ncb.od > ### Keywords: htest > > ### ** Examples > > > data(pm2.5) > ncb.od(pm2.5) # nonconstant bias model using original data values $conf.level [1] 0.95 $sigma.table n sigma se.sigma alpha.cb alpha.ncb beta df ms.conc.1 77 1.142221 0.6277716 -0.2980138 0.49941840 0.9616427 21.91919 ws.conc.1 77 1.420832 0.6828160 -0.3507690 0.27065001 0.9701091 37.49609 ms.conc.2 77 2.568514 1.1109536 -0.7267373 0.08040791 0.9611754 57.14450 ws.conc.2 77 2.518220 1.0948880 -0.6821944 0.32421170 0.9515908 55.96625 frm 77 2.718814 1.1606665 2.0577147 -1.51725915 1.1719601 60.21689 Process 77 11.711325 4.7120715 NA NA NA 76.31442 chisq.l chisq.u lb ub ms.conc.1 10.92554 36.67577 0.8830248 1.617860 ws.conc.1 22.48865 56.27733 1.1597621 1.834653 ms.conc.2 38.14466 79.92329 2.1718636 3.143781 ws.conc.2 37.18411 78.52714 2.1259201 3.089428 frm 40.65977 83.55346 2.3081098 3.308691 Process 54.04651 102.36373 10.1119816 13.916355 $n.items [1] 77 $N.methods [1] 5 $sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1.304670 2.018763 6.597267 6.341434 7.391951 $sigma.mu2 ms.conc.1 137.1551 $se2.sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.1553126 0.2173776 1.5232938 1.4370726 1.8148044 493.0006556 $alpha.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm -0.2980138 -0.3507690 -0.7267373 -0.6821944 2.0577147 $alpha.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.49941840 0.27065001 0.08040791 0.32421170 -1.51725915 $beta ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.9616427 0.9701091 0.9611754 0.9515908 1.1719601 $df ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 21.91919 37.49609 57.14450 55.96625 60.21689 76.31442 $lb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.8830248 1.1597621 2.1718636 2.1259201 2.3081098 10.1119816 $ub ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 1.617860 1.834653 3.143781 3.089428 3.308691 13.916355 $H [,1] [,2] [,3] [,4] [,5] [1,] 7.3657131547 -0.1667277138 4.406460e-01 0.5984850035 1.028881e-01 [2,] -0.1667277138 4.8649921126 2.794187e-01 0.2195569432 1.067978e-01 [3,] 0.4406460427 0.2794186836 7.408708e-01 -0.1239606010 1.459174e-02 [4,] 0.5984850035 0.2195569432 -1.239606e-01 0.7989293643 1.113224e-02 [5,] 0.1028880626 0.1067977607 1.459174e-02 0.0111322429 5.549215e-01 [6,] 0.0007563546 0.0004152083 -5.636966e-05 -0.0000644833 2.570511e-05 [,6] [1,] 7.563546e-04 [2,] 4.152083e-04 [3,] -5.636966e-05 [4,] -6.448330e-05 [5,] 2.570511e-05 [6,] 2.028580e-03 $errors.nb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 0.792358650 0.4303464419 1.279787739 -1.38877656 -1.11371627 2 0.707533312 -3.5406226021 1.429916494 -0.55687688 1.96004968 3 -0.129874154 -0.2013650553 -0.411862823 0.46702786 0.27607418 4 0.419494145 -0.2295157891 -0.280594821 -0.23283447 0.32345094 5 -0.282503819 -0.7777856608 -0.290150501 0.42294481 0.92749517 6 0.138632019 -0.7883655617 -0.713313054 -0.19587943 1.55892602 7 1.142811157 0.4151828563 -1.070399238 -2.19417815 1.70658338 8 0.991377168 -0.9083031204 -0.997703539 -1.16000651 2.07463601 9 0.071096463 -1.2813490231 0.252444872 -0.36146792 1.31927561 10 -0.944343826 -0.7105191468 0.495244510 0.45683122 0.70278725 11 -0.570283126 -0.5353526264 -1.023149498 -0.93340898 3.06219423 12 0.038644058 -0.2273148157 -0.455428430 -1.81810122 2.46220041 13 0.175973834 -1.7034846295 -0.768758345 -1.12193682 3.41820596 14 -1.224226558 -0.0678452209 -2.339173763 -0.54152877 4.17277431 15 -0.674271716 -0.0266874175 -1.562394644 -1.22194590 3.48529968 16 -0.433835838 -1.9174112992 -2.503736993 -1.23018841 6.08517254 17 -1.448838251 1.0114442806 -1.687883090 0.80873461 1.31654245 18 -0.880437441 -0.0352852705 -1.437785955 -0.13535744 2.48886611 19 -1.713922014 0.8144402002 -1.469224062 -0.13853143 2.50723730 20 -3.607166922 -3.1349977593 -1.169213501 0.51769878 7.39367940 21 0.742954559 -2.2629015940 -0.262459455 -0.84021305 2.62261954 22 0.847322118 -2.7229712208 0.388048780 -0.65648958 2.14408990 23 -1.289126830 -0.9085348092 0.324465752 -0.60764412 2.48084001 24 -1.263431058 0.2221906382 -0.555611977 0.35402134 1.24283106 25 -0.659300551 0.1823617177 -0.128179548 -2.61229967 3.21741805 26 -2.121559064 -0.4534163158 -0.752501179 -0.01920715 3.34668370 27 -2.629584253 -1.2249359625 -1.117656725 1.85788614 3.11429080 28 0.369980782 1.9194704497 -2.200464363 -1.51513196 1.42614509 29 -0.243411782 -0.8921293063 0.048451104 -1.87117484 2.95826482 30 -1.870942670 -1.5382949274 -1.295203304 -0.99349112 5.69793202 31 -2.278253155 -1.1560406211 -1.093374301 -1.44896174 5.97662982 32 -2.267389543 -2.5797571005 -3.346059568 -1.56320268 9.75640889 33 -1.321443326 -2.8783609432 0.093507076 -0.78211856 4.88841576 34 -1.527851367 -1.1439843291 -1.341533701 -2.31645871 6.32982811 35 -2.636998008 -4.5160047812 -1.843488391 -1.95357616 10.95006734 36 -0.560069506 -0.4078995504 -0.508861312 0.46462488 1.01220549 37 8.403428897 7.8146215115 -15.774579778 -12.92765654 12.48418591 38 -1.681117735 -1.1330250027 -2.020592848 -2.43757230 7.27230788 39 -2.349826761 -1.2849146191 -0.965271437 -0.89093699 5.49094980 40 -3.445922287 -1.0936984525 -2.144776547 -1.29282984 7.97722712 41 -1.123137458 -0.9652395943 -0.734958379 -1.17153776 3.99487320 42 0.545679669 -1.1603657834 0.326784357 -0.34663356 0.63453532 43 1.267260367 -0.3774778704 -0.808104757 -0.14616199 0.06448425 44 -0.270844600 0.8240101720 -0.531711415 0.74474301 -0.76619717 45 1.237652407 0.0518558133 -0.051984034 0.35608473 -1.59360891 46 -1.317882749 -0.5449028928 -1.225950190 0.54957616 2.53915968 47 -0.064645255 -2.9890222794 -0.895018525 -5.61673682 9.56542288 48 0.239344550 -1.4188445912 -0.008372196 -0.07331664 1.26118888 49 -0.766900953 6.0194019356 -2.210291362 -6.65785290 3.61564328 50 -0.117645679 -1.6629709176 0.649621938 -0.59130792 1.72230257 51 0.310063479 -0.0003980178 -0.291764077 -0.90621103 0.88830965 52 0.006350018 -0.0158359938 -0.337955739 0.75221249 -0.40477078 53 -0.686185509 -1.1932400969 0.273740360 0.79364917 0.81203608 54 -0.929840111 -0.9104302963 0.285489402 -1.16244450 2.71722550 55 -0.521220176 -0.4313257137 0.158316509 -0.28682283 1.08105221 56 2.075811363 -1.6677312222 0.486113288 0.08302760 -0.97722103 57 -0.502437810 -0.0775307890 -0.193988596 1.54704929 -0.77309210 58 2.272457590 1.1683785935 -1.144627491 -1.01753162 -1.27867707 59 0.226545171 -1.4045551455 0.168436321 0.64564101 0.36393264 60 -0.052245067 -0.1504226410 0.944602413 -1.04806700 0.30613229 61 -0.534554515 1.1857965474 -0.118504344 1.05208069 -1.58481837 62 1.664384272 1.1403518565 0.943922493 0.86824823 -4.61690686 63 0.385489759 0.5702648595 -1.509774372 0.90922410 -0.35520434 64 0.109656103 0.8049270230 -1.993059172 0.59156078 0.48691527 65 -0.359979671 0.9628394728 1.132290377 0.20909644 -1.94424662 66 -1.636449519 1.3687867502 -1.000923656 -0.37550332 1.64408974 67 0.367089805 -0.4000482333 0.725662996 -1.63974588 0.94704132 68 0.310240048 0.1591564463 0.099212497 0.75637890 -1.32498789 69 -0.060342235 -1.0151525377 0.545063215 0.39145001 0.13898155 70 -0.602744402 -0.7659297017 0.282371305 0.92471004 0.16159276 71 -1.444978185 0.8549368557 -0.111757239 1.00798069 -0.30618212 72 -0.391351277 0.8231264137 -1.086054557 0.31964470 0.33463472 73 0.832027474 -0.2203861823 -0.405950921 -0.15126715 -0.05442322 74 1.916012871 1.6060542527 -1.324887009 -1.47929315 -0.71788696 75 0.778969159 0.5854475796 1.548389594 -1.90161282 -1.01119351 76 -1.066705598 0.9303706098 0.893775179 1.00427498 -1.76171518 77 0.172316671 0.7799051418 -0.217409670 1.14665681 -1.88146896 $errors.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.09037247 0.78111549 2.006525087 -0.70658213 -3.17143092 2 1.00554713 -3.18985356 2.156653843 0.12531755 -0.09766497 3 0.16813967 0.14940399 0.314874526 1.14922229 -1.78164048 4 0.71750797 0.12125326 0.446142527 0.44935996 -1.73426372 5 0.01551000 -0.42701661 0.436586847 1.10513925 -1.13021948 6 0.43664584 -0.43759651 0.013424295 0.48631500 -0.49878863 7 1.44082498 0.76595190 -0.343661890 -1.51198372 -0.35113128 8 1.28939099 -0.55753407 -0.270966191 -0.47781208 0.01692135 9 0.36911029 -0.93057998 0.979182220 0.32072652 -0.73843905 10 -0.64633000 -0.35975010 1.221981859 1.13902565 -1.35492741 11 -0.27226930 -0.18458358 -0.296412150 -0.25121455 1.00447958 12 0.33665788 0.12345423 0.271308919 -1.13590679 0.40448576 13 0.47398766 -1.35271558 -0.042020997 -0.43974238 1.36049130 14 -0.92621273 0.28292383 -1.612436415 0.14066566 2.11505966 15 -0.37625789 0.32408163 -0.835657296 -0.53975147 1.42758503 16 -0.13582202 -1.56664225 -1.776999645 -0.54799398 4.02745789 17 -1.15082443 1.36221333 -0.961145741 1.49092904 -0.74117220 18 -0.58242362 0.31548378 -0.711048607 0.54683699 0.43115146 19 -1.41590819 1.16520925 -0.742486714 0.54366301 0.44952265 20 -3.30915310 -2.78422871 -0.442476152 1.19989321 5.33596475 21 1.04096838 -1.91213255 0.464277893 -0.15801861 0.56490488 22 1.14533594 -2.37220217 1.114786128 0.02570485 0.08637525 23 -0.99111301 -0.55776576 1.051203100 0.07455032 0.42312535 24 -0.96541723 0.57295969 0.171125372 1.03621577 -0.81488359 25 -0.36128673 0.53313076 0.598557800 -1.93010524 1.15970340 26 -1.82354524 -0.10264727 -0.025763831 0.66298729 1.28896905 27 -2.33157043 -0.87416692 -0.390919376 2.54008058 1.05657614 28 0.66799461 2.27023950 -1.473727014 -0.83293753 -0.63156956 29 0.05460204 -0.54136026 0.775188452 -1.18898040 0.90055017 30 -1.57292885 -1.18752588 -0.568465956 -0.31129669 3.64021737 31 -1.98023933 -0.80527157 -0.366636952 -0.76676731 3.91891517 32 -1.96937572 -2.22898805 -2.619322220 -0.88100824 7.69869424 33 -1.02342950 -2.52759190 0.820244424 -0.09992413 2.83070111 34 -1.22983754 -0.79321528 -0.614796353 -1.63426428 4.27211346 35 -2.33898418 -4.16523573 -1.116751043 -1.27138173 8.89235269 36 -0.26205568 -0.05713050 0.217876036 1.14681931 -1.04550916 37 8.70144272 8.16539056 -15.047842430 -12.24546211 10.42647126 38 -1.38310391 -0.78225596 -1.293855499 -1.75537786 5.21459323 39 -2.05181294 -0.93414557 -0.238534089 -0.20874255 3.43323515 40 -3.14790846 -0.74292941 -1.418039199 -0.61063540 5.91951247 41 -0.82512364 -0.61447055 -0.008221031 -0.48934333 1.93715854 42 0.84369349 -0.80959674 1.053521705 0.33556087 -1.42317933 43 1.56527419 -0.02670882 -0.081367408 0.53603244 -1.99323040 44 0.02716922 1.17477922 0.195025934 1.42693744 -2.82391182 45 1.53566623 0.40262486 0.674753314 1.03827916 -3.65132356 46 -1.01986893 -0.19413385 -0.499212842 1.23177059 0.48144502 47 0.23336857 -2.63825323 -0.168281177 -4.93454239 7.50770823 48 0.53735837 -1.06807554 0.718365152 0.60887779 -0.79652577 49 -0.46888713 6.37017098 -1.483554013 -5.97565847 1.55792863 50 0.18036814 -1.31220187 1.376359286 0.09088652 -0.33541208 51 0.60807730 0.35037103 0.434973271 -0.22401660 -1.16940500 52 0.30436384 0.33493305 0.388781609 1.43440692 -2.46248543 53 -0.38817169 -0.84247105 1.000477709 1.47584360 -1.24567857 54 -0.63182629 -0.55966125 1.012226750 -0.48025007 0.65951085 55 -0.22320635 -0.08055667 0.885053858 0.39537160 -0.97666244 56 2.37382519 -1.31696218 1.212850637 0.76522203 -3.03493568 57 -0.20442399 0.27323826 0.532748752 2.22924373 -2.83080675 58 2.57047141 1.51914764 -0.417890143 -0.33533719 -3.33639172 59 0.52455899 -1.05378610 0.895173669 1.32783545 -1.69378201 60 0.24576876 0.20034641 1.671339762 -0.36587256 -1.75158236 61 -0.23654069 1.53656559 0.608233004 1.73427512 -3.64253303 62 1.96239809 1.49112090 1.670659842 1.55044267 -6.67462151 63 0.68350358 0.92103391 -0.783037023 1.59141853 -2.41291900 64 0.40766993 1.15569607 -1.266321824 1.27375521 -1.57079938 65 -0.06196585 1.31360852 1.859027726 0.89129087 -4.00196127 66 -1.33843570 1.71955580 -0.274186307 0.30669112 -0.41362491 67 0.66510363 -0.04927919 1.452400344 -0.95755145 -1.11067334 68 0.60825387 0.50992549 0.825949845 1.43857333 -3.38270254 69 0.23767159 -0.66438349 1.271800563 1.07364444 -1.91873310 70 -0.30473058 -0.41516065 1.009108654 1.60690447 -1.89612189 71 -1.14696436 1.20570590 0.614980109 1.69017513 -2.36389678 72 -0.09333745 1.17389546 -0.359317208 1.00183914 -1.72307994 73 1.13004130 0.13038286 0.320786427 0.53092728 -2.11213787 74 2.21402669 1.95682330 -0.598149660 -0.79709872 -2.77560162 75 1.07698298 0.93621663 2.275126942 -1.21941839 -3.06890816 76 -0.76869177 1.28113966 1.620512527 1.68646942 -3.81942983 77 0.47033049 1.13067419 0.509327678 1.82885125 -3.93918361 $errors.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.91789988 1.42598697 2.84413209 0.33780588 -6.88132461 2 1.06271462 -3.14530436 2.21451765 0.19746627 -0.35395292 3 -0.23175989 -0.16222777 -0.08989597 0.64452564 0.01115194 4 0.38445081 -0.13828989 0.10902860 0.02902234 -0.24113291 5 -0.22832967 -0.61703480 0.18977711 0.79739931 -0.03706018 6 0.13981815 -0.66890694 -0.28701888 0.11170109 0.83192162 7 0.94309466 0.37808307 -0.84745476 -2.14014850 1.88024688 8 1.15421227 -0.66287548 -0.40779144 -0.64841554 0.62294200 9 0.11331154 -1.12991756 0.72026775 -0.00210647 0.40833404 10 -1.10594094 -0.71791345 0.75677268 0.55896975 0.70555750 11 -0.22822557 -0.15026140 -0.25183195 -0.19562878 0.80702683 12 0.41905872 0.18766715 0.35471343 -1.03191211 0.03507401 13 0.64553075 -1.21903633 0.13161156 -0.22324496 0.59144531 14 0.08748240 1.07287118 -0.58639408 1.42000823 -2.42944383 15 -0.11024426 0.53137943 -0.56640351 -0.20402669 0.23501750 16 0.42708234 -1.12798492 -1.20723890 0.16242425 1.50389759 17 -1.52427538 1.07119230 -1.33914547 1.01961208 0.93304830 18 -1.00429396 -0.01326926 -1.13805749 0.01441194 2.32244121 19 -1.36783859 1.20266869 -0.69383161 0.60432965 0.23402150 20 -3.45963807 -2.90149790 -0.59479409 1.00997237 6.01060493 21 1.23650731 -1.75975393 0.66219856 0.08876295 -0.31171699 22 1.07078277 -2.43029960 1.03932487 -0.06838561 0.42060509 23 -1.06630867 -0.61636387 0.97509152 -0.02035101 0.76023554 24 -1.16304920 0.41895002 -0.02891382 0.78679267 0.07112159 25 -0.41832318 0.48868368 0.54082662 -2.00208858 1.41540391 26 -1.64465586 0.03675676 0.15530449 0.88875615 0.48698888 27 -1.92666451 -0.55863382 0.01891845 3.05109554 -0.75866031 28 0.34135485 2.01569728 -1.80434537 -1.24517601 0.83279133 29 -0.25562536 -0.78311274 0.46118236 -1.58050554 2.29133274 30 -0.90004476 -0.66316408 0.11261412 0.53792240 0.62360620 31 -1.50292775 -0.43331456 0.11648847 -0.16437217 1.77907641 32 -1.30141967 -1.70846655 -1.94323021 -0.03800862 4.70417595 33 -0.95430857 -2.47372767 0.89020728 -0.01268946 2.52082457 34 -0.36945878 -0.12274355 0.25606216 -0.54841593 0.41494360 35 -1.07125960 -3.17732956 0.16641491 0.32856087 3.20900807 36 -0.20995734 -0.01653156 0.27060896 1.21257047 -1.27907159 37 8.89730514 8.31802126 -14.84959433 -11.99827227 9.54839913 38 -0.56002689 -0.14085254 -0.46075308 -0.71660650 1.52465107 39 -1.33570081 -0.37609724 0.48630056 0.69503285 0.22282804 40 -2.00358559 0.14881290 -0.25977803 0.83356702 0.78939086 41 -0.31782595 -0.21914610 0.50525574 0.15089603 -0.33711114 42 0.39590628 -1.15854615 0.60028027 -0.22957279 0.58429855 43 1.10789960 -0.38312944 -0.54431300 -0.04120106 0.05722872 44 -0.21077522 0.98935504 -0.04581677 1.12663763 -1.75718146 45 1.34250060 0.25209570 0.47923485 0.79449283 -2.78534141 46 -0.64698636 0.09644424 -0.12178842 1.70237020 -1.19022732 47 0.72913797 -2.25191249 0.33352688 -4.30885240 5.28512109 48 0.13841335 -1.37896346 0.31456082 0.10538582 0.99198737 49 -0.02836076 6.71346220 -1.03766186 -5.41968842 -0.41699811 50 1.18640990 -0.52821860 2.39465502 1.36057008 -4.84560467 51 0.14211736 -0.01273994 -0.03666224 -0.81208531 0.91954315 52 -0.35057965 -0.17544808 -0.27413934 0.60782992 0.47369614 53 -0.47185184 -0.90768091 0.91577830 1.37023435 -0.87053150 54 -0.67121098 -0.59035276 0.97236234 -0.52995585 0.83607663 55 -0.71650520 -0.46497217 0.38574644 -0.22720041 1.23484896 56 2.38370845 -1.30926039 1.22285429 0.77769529 -3.07924342 57 -0.56868320 -0.01061987 0.16405272 1.76952729 -1.19779383 58 2.39245954 1.38042743 -0.59807026 -0.55999858 -2.53834551 59 0.19109978 -1.31364255 0.55765280 0.90699041 -0.19884877 60 -0.20898404 -0.15403111 1.21104791 -0.93979720 0.28712295 61 -0.65136538 1.21330305 0.18835559 1.21074209 -1.78282966 62 1.57642152 1.19033898 1.27998193 1.06331765 -4.94424733 63 0.35423057 0.66443966 -1.11632070 1.17585673 -0.93675295 64 0.33492625 1.09900873 -1.33995155 1.18194843 -1.24468170 65 0.11005489 1.44766000 2.03314375 1.10839111 -4.77314861 66 -1.59672054 1.51828085 -0.53561716 -0.01927947 0.74429362 67 0.13858774 -0.45957990 0.91947129 -1.62204531 1.24975361 68 0.60270854 0.50560416 0.82033697 1.43157480 -3.35784224 69 -0.39401785 -1.15664333 0.63241691 0.27641541 0.91319807 70 -0.62505854 -0.66478425 0.68487897 1.20263184 -0.46005743 71 -1.59357334 0.85767466 0.16293127 1.12652847 -0.36170107 72 0.01620372 1.25925817 -0.24844178 1.14008651 -2.21416473 73 0.97679854 0.01096460 0.16567711 0.33752595 -1.42513421 74 1.79931971 1.63365248 -1.01790794 -1.32048320 -0.91642593 75 0.83117514 0.74466470 2.02632506 -1.52964227 -1.96692536 76 -1.00910958 1.09378805 1.37716634 1.38304808 -2.74161114 77 0.41478564 1.08738947 0.45310627 1.75875039 -3.69017011 > ncb.od(pm2.5,beta=rep(1,5)) # constant bias model using original data values $conf.level [1] 0.95 $sigma.table n sigma se.sigma alpha.cb alpha.ncb beta df chisq.l ms.conc.1 77 1.147300 0.6528566 -0.2980138 0.49941840 1 19.07510 8.95762 ws.conc.1 77 1.399514 0.6871753 -0.3507690 0.27065001 1 34.40875 20.11776 ms.conc.2 77 2.568292 1.1273643 -0.7267373 0.08040791 1 53.87047 35.48132 ws.conc.2 77 2.535109 1.1193615 -0.6821944 0.32421170 1 52.61809 34.46745 frm 77 3.700403 1.5197234 2.0577147 -1.51725915 1 70.30206 49.00953 Process 77 11.389297 4.5835487 NA NA NA 76.24481 53.98797 chisq.u lb ub ms.conc.1 32.95155 0.8729162 1.674226 ws.conc.1 52.47219 1.1333060 1.830298 ms.conc.2 76.03798 2.1617454 3.164608 ws.conc.2 74.54685 2.1298526 3.132273 frm 95.37536 3.1769836 4.431929 Process 102.28305 9.8333214 13.534854 $n.items [1] 77 $N.methods [1] 5 $sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1.316297 1.958640 6.596126 6.426778 13.692985 $sigma.mu2 [1] 129.7161 $se2.sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.1816650 0.2229822 1.6153145 1.5699343 5.3340639 441.3746504 $alpha.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm -0.2980138 -0.3507690 -0.7267373 -0.6821944 2.0577147 $alpha.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.49941840 0.27065001 0.08040791 0.32421170 -1.51725915 $beta ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1 1 1 1 $df ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 19.07510 34.40875 53.87047 52.61809 70.30206 76.24481 $lb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.8729162 1.1333060 2.1617454 2.1298526 3.1769836 9.8333214 $ub ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 1.674226 1.830298 3.164608 3.132273 4.431929 13.534854 $H [,1] [,2] [,3] [,4] [,5] [1,] 6.5239676164 0.1602337085 0.4769805009 0.6223409316 -0.0008514912 [2,] 0.1602337085 4.8071982067 0.3367191505 0.2642933244 0.0014569969 [3,] 0.4769805009 0.3367191505 0.7304710549 -0.1316934379 0.0046861986 [4,] 0.6223409316 0.2642933244 -0.1316934379 0.7653993439 0.0054275300 [5,] -0.0008514912 0.0014569969 0.0046861986 0.0054275300 0.1876473702 [6,] -0.0014423986 0.0002950538 -0.0001566269 -0.0002552764 0.0003920182 [,6] [1,] -0.0014423986 [2,] 0.0002950538 [3,] -0.0001566269 [4,] -0.0002552764 [5,] 0.0003920182 [6,] 0.0022668641 $errors.nb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 0.792358650 0.4303464419 1.279787739 -1.38877656 -1.11371627 2 0.707533312 -3.5406226021 1.429916494 -0.55687688 1.96004968 3 -0.129874154 -0.2013650553 -0.411862823 0.46702786 0.27607418 4 0.419494145 -0.2295157891 -0.280594821 -0.23283447 0.32345094 5 -0.282503819 -0.7777856608 -0.290150501 0.42294481 0.92749517 6 0.138632019 -0.7883655617 -0.713313054 -0.19587943 1.55892602 7 1.142811157 0.4151828563 -1.070399238 -2.19417815 1.70658338 8 0.991377168 -0.9083031204 -0.997703539 -1.16000651 2.07463601 9 0.071096463 -1.2813490231 0.252444872 -0.36146792 1.31927561 10 -0.944343826 -0.7105191468 0.495244510 0.45683122 0.70278725 11 -0.570283126 -0.5353526264 -1.023149498 -0.93340898 3.06219423 12 0.038644058 -0.2273148157 -0.455428430 -1.81810122 2.46220041 13 0.175973834 -1.7034846295 -0.768758345 -1.12193682 3.41820596 14 -1.224226558 -0.0678452209 -2.339173763 -0.54152877 4.17277431 15 -0.674271716 -0.0266874175 -1.562394644 -1.22194590 3.48529968 16 -0.433835838 -1.9174112992 -2.503736993 -1.23018841 6.08517254 17 -1.448838251 1.0114442806 -1.687883090 0.80873461 1.31654245 18 -0.880437441 -0.0352852705 -1.437785955 -0.13535744 2.48886611 19 -1.713922014 0.8144402002 -1.469224062 -0.13853143 2.50723730 20 -3.607166922 -3.1349977593 -1.169213501 0.51769878 7.39367940 21 0.742954559 -2.2629015940 -0.262459455 -0.84021305 2.62261954 22 0.847322118 -2.7229712208 0.388048780 -0.65648958 2.14408990 23 -1.289126830 -0.9085348092 0.324465752 -0.60764412 2.48084001 24 -1.263431058 0.2221906382 -0.555611977 0.35402134 1.24283106 25 -0.659300551 0.1823617177 -0.128179548 -2.61229967 3.21741805 26 -2.121559064 -0.4534163158 -0.752501179 -0.01920715 3.34668370 27 -2.629584253 -1.2249359625 -1.117656725 1.85788614 3.11429080 28 0.369980782 1.9194704497 -2.200464363 -1.51513196 1.42614509 29 -0.243411782 -0.8921293063 0.048451104 -1.87117484 2.95826482 30 -1.870942670 -1.5382949274 -1.295203304 -0.99349112 5.69793202 31 -2.278253155 -1.1560406211 -1.093374301 -1.44896174 5.97662982 32 -2.267389543 -2.5797571005 -3.346059568 -1.56320268 9.75640889 33 -1.321443326 -2.8783609432 0.093507076 -0.78211856 4.88841576 34 -1.527851367 -1.1439843291 -1.341533701 -2.31645871 6.32982811 35 -2.636998008 -4.5160047812 -1.843488391 -1.95357616 10.95006734 36 -0.560069506 -0.4078995504 -0.508861312 0.46462488 1.01220549 37 8.403428897 7.8146215115 -15.774579778 -12.92765654 12.48418591 38 -1.681117735 -1.1330250027 -2.020592848 -2.43757230 7.27230788 39 -2.349826761 -1.2849146191 -0.965271437 -0.89093699 5.49094980 40 -3.445922287 -1.0936984525 -2.144776547 -1.29282984 7.97722712 41 -1.123137458 -0.9652395943 -0.734958379 -1.17153776 3.99487320 42 0.545679669 -1.1603657834 0.326784357 -0.34663356 0.63453532 43 1.267260367 -0.3774778704 -0.808104757 -0.14616199 0.06448425 44 -0.270844600 0.8240101720 -0.531711415 0.74474301 -0.76619717 45 1.237652407 0.0518558133 -0.051984034 0.35608473 -1.59360891 46 -1.317882749 -0.5449028928 -1.225950190 0.54957616 2.53915968 47 -0.064645255 -2.9890222794 -0.895018525 -5.61673682 9.56542288 48 0.239344550 -1.4188445912 -0.008372196 -0.07331664 1.26118888 49 -0.766900953 6.0194019356 -2.210291362 -6.65785290 3.61564328 50 -0.117645679 -1.6629709176 0.649621938 -0.59130792 1.72230257 51 0.310063479 -0.0003980178 -0.291764077 -0.90621103 0.88830965 52 0.006350018 -0.0158359938 -0.337955739 0.75221249 -0.40477078 53 -0.686185509 -1.1932400969 0.273740360 0.79364917 0.81203608 54 -0.929840111 -0.9104302963 0.285489402 -1.16244450 2.71722550 55 -0.521220176 -0.4313257137 0.158316509 -0.28682283 1.08105221 56 2.075811363 -1.6677312222 0.486113288 0.08302760 -0.97722103 57 -0.502437810 -0.0775307890 -0.193988596 1.54704929 -0.77309210 58 2.272457590 1.1683785935 -1.144627491 -1.01753162 -1.27867707 59 0.226545171 -1.4045551455 0.168436321 0.64564101 0.36393264 60 -0.052245067 -0.1504226410 0.944602413 -1.04806700 0.30613229 61 -0.534554515 1.1857965474 -0.118504344 1.05208069 -1.58481837 62 1.664384272 1.1403518565 0.943922493 0.86824823 -4.61690686 63 0.385489759 0.5702648595 -1.509774372 0.90922410 -0.35520434 64 0.109656103 0.8049270230 -1.993059172 0.59156078 0.48691527 65 -0.359979671 0.9628394728 1.132290377 0.20909644 -1.94424662 66 -1.636449519 1.3687867502 -1.000923656 -0.37550332 1.64408974 67 0.367089805 -0.4000482333 0.725662996 -1.63974588 0.94704132 68 0.310240048 0.1591564463 0.099212497 0.75637890 -1.32498789 69 -0.060342235 -1.0151525377 0.545063215 0.39145001 0.13898155 70 -0.602744402 -0.7659297017 0.282371305 0.92471004 0.16159276 71 -1.444978185 0.8549368557 -0.111757239 1.00798069 -0.30618212 72 -0.391351277 0.8231264137 -1.086054557 0.31964470 0.33463472 73 0.832027474 -0.2203861823 -0.405950921 -0.15126715 -0.05442322 74 1.916012871 1.6060542527 -1.324887009 -1.47929315 -0.71788696 75 0.778969159 0.5854475796 1.548389594 -1.90161282 -1.01119351 76 -1.066705598 0.9303706098 0.893775179 1.00427498 -1.76171518 77 0.172316671 0.7799051418 -0.217409670 1.14665681 -1.88146896 $errors.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.09037247 0.78111549 2.006525087 -0.70658213 -3.17143092 2 1.00554713 -3.18985356 2.156653843 0.12531755 -0.09766497 3 0.16813967 0.14940399 0.314874526 1.14922229 -1.78164048 4 0.71750797 0.12125326 0.446142527 0.44935996 -1.73426372 5 0.01551000 -0.42701661 0.436586847 1.10513925 -1.13021948 6 0.43664584 -0.43759651 0.013424295 0.48631500 -0.49878863 7 1.44082498 0.76595190 -0.343661890 -1.51198372 -0.35113128 8 1.28939099 -0.55753407 -0.270966191 -0.47781208 0.01692135 9 0.36911029 -0.93057998 0.979182220 0.32072652 -0.73843905 10 -0.64633000 -0.35975010 1.221981859 1.13902565 -1.35492741 11 -0.27226930 -0.18458358 -0.296412150 -0.25121455 1.00447958 12 0.33665788 0.12345423 0.271308919 -1.13590679 0.40448576 13 0.47398766 -1.35271558 -0.042020997 -0.43974238 1.36049130 14 -0.92621273 0.28292383 -1.612436415 0.14066566 2.11505966 15 -0.37625789 0.32408163 -0.835657296 -0.53975147 1.42758503 16 -0.13582202 -1.56664225 -1.776999645 -0.54799398 4.02745789 17 -1.15082443 1.36221333 -0.961145741 1.49092904 -0.74117220 18 -0.58242362 0.31548378 -0.711048607 0.54683699 0.43115146 19 -1.41590819 1.16520925 -0.742486714 0.54366301 0.44952265 20 -3.30915310 -2.78422871 -0.442476152 1.19989321 5.33596475 21 1.04096838 -1.91213255 0.464277893 -0.15801861 0.56490488 22 1.14533594 -2.37220217 1.114786128 0.02570485 0.08637525 23 -0.99111301 -0.55776576 1.051203100 0.07455032 0.42312535 24 -0.96541723 0.57295969 0.171125372 1.03621577 -0.81488359 25 -0.36128673 0.53313076 0.598557800 -1.93010524 1.15970340 26 -1.82354524 -0.10264727 -0.025763831 0.66298729 1.28896905 27 -2.33157043 -0.87416692 -0.390919376 2.54008058 1.05657614 28 0.66799461 2.27023950 -1.473727014 -0.83293753 -0.63156956 29 0.05460204 -0.54136026 0.775188452 -1.18898040 0.90055017 30 -1.57292885 -1.18752588 -0.568465956 -0.31129669 3.64021737 31 -1.98023933 -0.80527157 -0.366636952 -0.76676731 3.91891517 32 -1.96937572 -2.22898805 -2.619322220 -0.88100824 7.69869424 33 -1.02342950 -2.52759190 0.820244424 -0.09992413 2.83070111 34 -1.22983754 -0.79321528 -0.614796353 -1.63426428 4.27211346 35 -2.33898418 -4.16523573 -1.116751043 -1.27138173 8.89235269 36 -0.26205568 -0.05713050 0.217876036 1.14681931 -1.04550916 37 8.70144272 8.16539056 -15.047842430 -12.24546211 10.42647126 38 -1.38310391 -0.78225596 -1.293855499 -1.75537786 5.21459323 39 -2.05181294 -0.93414557 -0.238534089 -0.20874255 3.43323515 40 -3.14790846 -0.74292941 -1.418039199 -0.61063540 5.91951247 41 -0.82512364 -0.61447055 -0.008221031 -0.48934333 1.93715854 42 0.84369349 -0.80959674 1.053521705 0.33556087 -1.42317933 43 1.56527419 -0.02670882 -0.081367408 0.53603244 -1.99323040 44 0.02716922 1.17477922 0.195025934 1.42693744 -2.82391182 45 1.53566623 0.40262486 0.674753314 1.03827916 -3.65132356 46 -1.01986893 -0.19413385 -0.499212842 1.23177059 0.48144502 47 0.23336857 -2.63825323 -0.168281177 -4.93454239 7.50770823 48 0.53735837 -1.06807554 0.718365152 0.60887779 -0.79652577 49 -0.46888713 6.37017098 -1.483554013 -5.97565847 1.55792863 50 0.18036814 -1.31220187 1.376359286 0.09088652 -0.33541208 51 0.60807730 0.35037103 0.434973271 -0.22401660 -1.16940500 52 0.30436384 0.33493305 0.388781609 1.43440692 -2.46248543 53 -0.38817169 -0.84247105 1.000477709 1.47584360 -1.24567857 54 -0.63182629 -0.55966125 1.012226750 -0.48025007 0.65951085 55 -0.22320635 -0.08055667 0.885053858 0.39537160 -0.97666244 56 2.37382519 -1.31696218 1.212850637 0.76522203 -3.03493568 57 -0.20442399 0.27323826 0.532748752 2.22924373 -2.83080675 58 2.57047141 1.51914764 -0.417890143 -0.33533719 -3.33639172 59 0.52455899 -1.05378610 0.895173669 1.32783545 -1.69378201 60 0.24576876 0.20034641 1.671339762 -0.36587256 -1.75158236 61 -0.23654069 1.53656559 0.608233004 1.73427512 -3.64253303 62 1.96239809 1.49112090 1.670659842 1.55044267 -6.67462151 63 0.68350358 0.92103391 -0.783037023 1.59141853 -2.41291900 64 0.40766993 1.15569607 -1.266321824 1.27375521 -1.57079938 65 -0.06196585 1.31360852 1.859027726 0.89129087 -4.00196127 66 -1.33843570 1.71955580 -0.274186307 0.30669112 -0.41362491 67 0.66510363 -0.04927919 1.452400344 -0.95755145 -1.11067334 68 0.60825387 0.50992549 0.825949845 1.43857333 -3.38270254 69 0.23767159 -0.66438349 1.271800563 1.07364444 -1.91873310 70 -0.30473058 -0.41516065 1.009108654 1.60690447 -1.89612189 71 -1.14696436 1.20570590 0.614980109 1.69017513 -2.36389678 72 -0.09333745 1.17389546 -0.359317208 1.00183914 -1.72307994 73 1.13004130 0.13038286 0.320786427 0.53092728 -2.11213787 74 2.21402669 1.95682330 -0.598149660 -0.79709872 -2.77560162 75 1.07698298 0.93621663 2.275126942 -1.21941839 -3.06890816 76 -0.76869177 1.28113966 1.620512527 1.68646942 -3.81942983 77 0.47033049 1.13067419 0.509327678 1.82885125 -3.93918361 $errors.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 0.29294025 0.15969643 1.19937983 -1.712988256 0.40354287 2 0.20811491 -3.81127262 1.34950858 -0.881088577 3.47730882 3 -0.62929256 -0.47201507 -0.49227073 0.142816159 1.79333332 4 -0.07992426 -0.50016580 -0.36100273 -0.557046167 1.84071008 5 -0.78192222 -1.04843568 -0.37055841 0.098733118 2.44475431 6 -0.36078638 -1.05901558 -0.79372096 -0.520091125 3.07618517 7 0.64339275 0.14453284 -1.15080715 -2.518389847 3.22384252 8 0.49195876 -1.17895314 -1.07811145 -1.484218211 3.59189515 9 -0.42832194 -1.55199904 0.17203696 -0.685679614 2.83653475 10 -1.44376223 -0.98116916 0.41483660 0.132619520 2.22004639 11 -1.06970153 -0.80600264 -1.10355741 -1.257620677 4.57945338 12 -0.46077435 -0.49796483 -0.53583634 -2.142312921 3.97945956 13 -0.32344457 -1.97413464 -0.84916626 -1.446148511 4.93546510 14 -1.72364496 -0.33849524 -2.41958167 -0.865740468 5.69003346 15 -1.17369012 -0.29733743 -1.64280255 -1.546157595 5.00255882 16 -0.93325424 -2.18806131 -2.58414490 -1.554400110 7.60243169 17 -1.94825665 0.74079427 -1.76829100 0.484522910 2.83380160 18 -1.37985584 -0.30593529 -1.51819387 -0.459569137 4.00612525 19 -2.21334042 0.54379019 -1.54963197 -0.462743124 4.02449645 20 -4.10658533 -3.40564777 -1.24962141 0.193487081 8.91093855 21 0.24353615 -2.53355161 -0.34286737 -1.164424741 4.13987868 22 0.34790371 -2.99362124 0.30764087 -0.980701277 3.66134905 23 -1.78854523 -1.17918482 0.24405784 -0.931855814 3.99809915 24 -1.76284946 -0.04845938 -0.63601989 0.029809640 2.76009021 25 -1.15871895 -0.08828830 -0.20858746 -2.936511365 4.73467719 26 -2.62097747 -0.72406633 -0.83290909 -0.343418842 4.86394285 27 -3.12900266 -1.49558598 -1.19806464 1.533674448 4.63154994 28 -0.12943762 1.64882043 -2.28087227 -1.839343660 2.94340424 29 -0.74283019 -1.16277932 -0.03195681 -2.195386533 4.47552397 30 -2.37036107 -1.80894494 -1.37561121 -1.317702818 7.21519117 31 -2.77767156 -1.42669064 -1.17378221 -1.773173440 7.49388897 32 -2.76680795 -2.85040712 -3.42646748 -1.887414372 11.27366803 33 -1.82086173 -3.14901096 0.01309917 -1.106330260 6.40567490 34 -2.02726977 -1.41463434 -1.42194161 -2.640670406 7.84708725 35 -3.13641641 -4.78665480 -1.92389630 -2.277787856 12.46732648 36 -1.05948791 -0.67854957 -0.58926922 0.140413182 2.52946463 37 7.90401049 7.54397150 -15.85498769 -13.251868234 14.00144505 38 -2.18053614 -1.40367502 -2.10100076 -2.761783993 8.78956703 39 -2.84924516 -1.55556463 -1.04567935 -1.215148684 7.00820895 40 -3.94534069 -1.36434847 -2.22518446 -1.617041533 9.49448627 41 -1.62255586 -1.23588961 -0.81536629 -1.495749461 5.51213234 42 0.04626126 -1.43101580 0.24637645 -0.670845256 2.15179446 43 0.76784196 -0.64812789 -0.88851267 -0.470373690 1.58174340 44 -0.77026300 0.55336016 -0.61211932 0.420531314 0.75106198 45 0.73823400 -0.21879420 -0.13239194 0.031873030 -0.07634977 46 -1.81730115 -0.81555291 -1.30635810 0.225364460 4.05641882 47 -0.56406366 -3.25967229 -0.97542644 -5.940948518 11.08268203 48 -0.26007385 -1.68949461 -0.08878011 -0.397528338 2.77844802 49 -1.26631936 5.74875192 -2.29069927 -6.982064600 5.13290243 50 -0.61706408 -1.93362093 0.56921403 -0.915519612 3.23956172 51 -0.18935492 -0.27104803 -0.37217199 -1.230422731 2.40556880 52 -0.49306839 -0.28648601 -0.41836365 0.428000795 1.11248837 53 -1.18560391 -1.46389011 0.19333245 0.469437472 2.32929522 54 -1.42925851 -1.18108031 0.20508149 -1.486656195 4.23448465 55 -1.02063858 -0.70197573 0.07790860 -0.611034525 2.59831135 56 1.57639296 -1.93838124 0.40570538 -0.241184100 0.54003812 57 -1.00185621 -0.34818080 -0.27439651 1.222837597 0.74416705 58 1.77303919 0.89772858 -1.22503540 -1.341743320 0.23858208 59 -0.27287323 -1.67520516 0.08802841 0.321429317 1.88119178 60 -0.55166347 -0.42107266 0.86419450 -1.372278694 1.82339144 61 -1.03397292 0.91514653 -0.19891225 0.727868990 -0.06755923 62 1.16496587 0.86970184 0.86351458 0.544036538 -3.09964771 63 -0.11392864 0.29961484 -1.59018228 0.585012401 1.16205480 64 -0.38976230 0.53427701 -2.07346708 0.267349081 2.00417441 65 -0.85939807 0.69218946 1.05188247 -0.115115256 -0.42698747 66 -2.13586792 1.09813674 -1.08133157 -0.699715012 3.16134889 67 -0.13232860 -0.67069825 0.64525509 -1.963957580 2.46430046 68 -0.18917836 -0.11149357 0.01880459 0.432167202 0.19227125 69 -0.55976064 -1.28580255 0.46465530 0.067238313 1.65624069 70 -1.10216281 -1.03657972 0.20196339 0.600498341 1.67885191 71 -1.94439659 0.58428684 -0.19216515 0.683768997 1.21107702 72 -0.89076968 0.55247640 -1.16646247 -0.004566992 1.85189386 73 0.33260907 -0.49103620 -0.48635883 -0.475478849 1.46283593 74 1.41659447 1.33540424 -1.40529492 -1.803504846 0.79937218 75 0.27955076 0.31479756 1.46798168 -2.225824520 0.50606564 76 -1.56612400 0.65972059 0.81336727 0.680063288 -0.24445603 77 -0.32710173 0.50925513 -0.29781758 0.822445118 -0.36420981 > > > > > cleanEx(); ..nameEx <- "pm2.5" > > ### * pm2.5 > > flush(stderr()); flush(stdout()) > > ### Name: pm2.5 > ### Title: PM 2.5 Concentrations from SCAMP Collocated Samplers > ### Aliases: pm2.5 > ### Keywords: datasets > > ### ** Examples > > data(pm2.5) > boxplot(pm2.5) > > # estimates of accuracy and precision > # for nonconstant bias model using > # original data values > ncb.od(pm2.5) $conf.level [1] 0.95 $sigma.table n sigma se.sigma alpha.cb alpha.ncb beta df ms.conc.1 77 1.142221 0.6277716 -0.2980138 0.49941840 0.9616427 21.91919 ws.conc.1 77 1.420832 0.6828160 -0.3507690 0.27065001 0.9701091 37.49609 ms.conc.2 77 2.568514 1.1109536 -0.7267373 0.08040791 0.9611754 57.14450 ws.conc.2 77 2.518220 1.0948880 -0.6821944 0.32421170 0.9515908 55.96625 frm 77 2.718814 1.1606665 2.0577147 -1.51725915 1.1719601 60.21689 Process 77 11.711325 4.7120715 NA NA NA 76.31442 chisq.l chisq.u lb ub ms.conc.1 10.92554 36.67577 0.8830248 1.617860 ws.conc.1 22.48865 56.27733 1.1597621 1.834653 ms.conc.2 38.14466 79.92329 2.1718636 3.143781 ws.conc.2 37.18411 78.52714 2.1259201 3.089428 frm 40.65977 83.55346 2.3081098 3.308691 Process 54.04651 102.36373 10.1119816 13.916355 $n.items [1] 77 $N.methods [1] 5 $sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1.304670 2.018763 6.597267 6.341434 7.391951 $sigma.mu2 ms.conc.1 137.1551 $se2.sigma2 ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.1553126 0.2173776 1.5232938 1.4370726 1.8148044 493.0006556 $alpha.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm -0.2980138 -0.3507690 -0.7267373 -0.6821944 2.0577147 $alpha.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.49941840 0.27065001 0.08040791 0.32421170 -1.51725915 $beta ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 0.9616427 0.9701091 0.9611754 0.9515908 1.1719601 $df ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 21.91919 37.49609 57.14450 55.96625 60.21689 76.31442 $lb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 0.8830248 1.1597621 2.1718636 2.1259201 2.3081098 10.1119816 $ub ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm Process 1.617860 1.834653 3.143781 3.089428 3.308691 13.916355 $H [,1] [,2] [,3] [,4] [,5] [1,] 7.3657131547 -0.1667277138 4.406460e-01 0.5984850035 1.028881e-01 [2,] -0.1667277138 4.8649921126 2.794187e-01 0.2195569432 1.067978e-01 [3,] 0.4406460427 0.2794186836 7.408708e-01 -0.1239606010 1.459174e-02 [4,] 0.5984850035 0.2195569432 -1.239606e-01 0.7989293643 1.113224e-02 [5,] 0.1028880626 0.1067977607 1.459174e-02 0.0111322429 5.549215e-01 [6,] 0.0007563546 0.0004152083 -5.636966e-05 -0.0000644833 2.570511e-05 [,6] [1,] 7.563546e-04 [2,] 4.152083e-04 [3,] -5.636966e-05 [4,] -6.448330e-05 [5,] 2.570511e-05 [6,] 2.028580e-03 $errors.nb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 0.792358650 0.4303464419 1.279787739 -1.38877656 -1.11371627 2 0.707533312 -3.5406226021 1.429916494 -0.55687688 1.96004968 3 -0.129874154 -0.2013650553 -0.411862823 0.46702786 0.27607418 4 0.419494145 -0.2295157891 -0.280594821 -0.23283447 0.32345094 5 -0.282503819 -0.7777856608 -0.290150501 0.42294481 0.92749517 6 0.138632019 -0.7883655617 -0.713313054 -0.19587943 1.55892602 7 1.142811157 0.4151828563 -1.070399238 -2.19417815 1.70658338 8 0.991377168 -0.9083031204 -0.997703539 -1.16000651 2.07463601 9 0.071096463 -1.2813490231 0.252444872 -0.36146792 1.31927561 10 -0.944343826 -0.7105191468 0.495244510 0.45683122 0.70278725 11 -0.570283126 -0.5353526264 -1.023149498 -0.93340898 3.06219423 12 0.038644058 -0.2273148157 -0.455428430 -1.81810122 2.46220041 13 0.175973834 -1.7034846295 -0.768758345 -1.12193682 3.41820596 14 -1.224226558 -0.0678452209 -2.339173763 -0.54152877 4.17277431 15 -0.674271716 -0.0266874175 -1.562394644 -1.22194590 3.48529968 16 -0.433835838 -1.9174112992 -2.503736993 -1.23018841 6.08517254 17 -1.448838251 1.0114442806 -1.687883090 0.80873461 1.31654245 18 -0.880437441 -0.0352852705 -1.437785955 -0.13535744 2.48886611 19 -1.713922014 0.8144402002 -1.469224062 -0.13853143 2.50723730 20 -3.607166922 -3.1349977593 -1.169213501 0.51769878 7.39367940 21 0.742954559 -2.2629015940 -0.262459455 -0.84021305 2.62261954 22 0.847322118 -2.7229712208 0.388048780 -0.65648958 2.14408990 23 -1.289126830 -0.9085348092 0.324465752 -0.60764412 2.48084001 24 -1.263431058 0.2221906382 -0.555611977 0.35402134 1.24283106 25 -0.659300551 0.1823617177 -0.128179548 -2.61229967 3.21741805 26 -2.121559064 -0.4534163158 -0.752501179 -0.01920715 3.34668370 27 -2.629584253 -1.2249359625 -1.117656725 1.85788614 3.11429080 28 0.369980782 1.9194704497 -2.200464363 -1.51513196 1.42614509 29 -0.243411782 -0.8921293063 0.048451104 -1.87117484 2.95826482 30 -1.870942670 -1.5382949274 -1.295203304 -0.99349112 5.69793202 31 -2.278253155 -1.1560406211 -1.093374301 -1.44896174 5.97662982 32 -2.267389543 -2.5797571005 -3.346059568 -1.56320268 9.75640889 33 -1.321443326 -2.8783609432 0.093507076 -0.78211856 4.88841576 34 -1.527851367 -1.1439843291 -1.341533701 -2.31645871 6.32982811 35 -2.636998008 -4.5160047812 -1.843488391 -1.95357616 10.95006734 36 -0.560069506 -0.4078995504 -0.508861312 0.46462488 1.01220549 37 8.403428897 7.8146215115 -15.774579778 -12.92765654 12.48418591 38 -1.681117735 -1.1330250027 -2.020592848 -2.43757230 7.27230788 39 -2.349826761 -1.2849146191 -0.965271437 -0.89093699 5.49094980 40 -3.445922287 -1.0936984525 -2.144776547 -1.29282984 7.97722712 41 -1.123137458 -0.9652395943 -0.734958379 -1.17153776 3.99487320 42 0.545679669 -1.1603657834 0.326784357 -0.34663356 0.63453532 43 1.267260367 -0.3774778704 -0.808104757 -0.14616199 0.06448425 44 -0.270844600 0.8240101720 -0.531711415 0.74474301 -0.76619717 45 1.237652407 0.0518558133 -0.051984034 0.35608473 -1.59360891 46 -1.317882749 -0.5449028928 -1.225950190 0.54957616 2.53915968 47 -0.064645255 -2.9890222794 -0.895018525 -5.61673682 9.56542288 48 0.239344550 -1.4188445912 -0.008372196 -0.07331664 1.26118888 49 -0.766900953 6.0194019356 -2.210291362 -6.65785290 3.61564328 50 -0.117645679 -1.6629709176 0.649621938 -0.59130792 1.72230257 51 0.310063479 -0.0003980178 -0.291764077 -0.90621103 0.88830965 52 0.006350018 -0.0158359938 -0.337955739 0.75221249 -0.40477078 53 -0.686185509 -1.1932400969 0.273740360 0.79364917 0.81203608 54 -0.929840111 -0.9104302963 0.285489402 -1.16244450 2.71722550 55 -0.521220176 -0.4313257137 0.158316509 -0.28682283 1.08105221 56 2.075811363 -1.6677312222 0.486113288 0.08302760 -0.97722103 57 -0.502437810 -0.0775307890 -0.193988596 1.54704929 -0.77309210 58 2.272457590 1.1683785935 -1.144627491 -1.01753162 -1.27867707 59 0.226545171 -1.4045551455 0.168436321 0.64564101 0.36393264 60 -0.052245067 -0.1504226410 0.944602413 -1.04806700 0.30613229 61 -0.534554515 1.1857965474 -0.118504344 1.05208069 -1.58481837 62 1.664384272 1.1403518565 0.943922493 0.86824823 -4.61690686 63 0.385489759 0.5702648595 -1.509774372 0.90922410 -0.35520434 64 0.109656103 0.8049270230 -1.993059172 0.59156078 0.48691527 65 -0.359979671 0.9628394728 1.132290377 0.20909644 -1.94424662 66 -1.636449519 1.3687867502 -1.000923656 -0.37550332 1.64408974 67 0.367089805 -0.4000482333 0.725662996 -1.63974588 0.94704132 68 0.310240048 0.1591564463 0.099212497 0.75637890 -1.32498789 69 -0.060342235 -1.0151525377 0.545063215 0.39145001 0.13898155 70 -0.602744402 -0.7659297017 0.282371305 0.92471004 0.16159276 71 -1.444978185 0.8549368557 -0.111757239 1.00798069 -0.30618212 72 -0.391351277 0.8231264137 -1.086054557 0.31964470 0.33463472 73 0.832027474 -0.2203861823 -0.405950921 -0.15126715 -0.05442322 74 1.916012871 1.6060542527 -1.324887009 -1.47929315 -0.71788696 75 0.778969159 0.5854475796 1.548389594 -1.90161282 -1.01119351 76 -1.066705598 0.9303706098 0.893775179 1.00427498 -1.76171518 77 0.172316671 0.7799051418 -0.217409670 1.14665681 -1.88146896 $errors.cb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.09037247 0.78111549 2.006525087 -0.70658213 -3.17143092 2 1.00554713 -3.18985356 2.156653843 0.12531755 -0.09766497 3 0.16813967 0.14940399 0.314874526 1.14922229 -1.78164048 4 0.71750797 0.12125326 0.446142527 0.44935996 -1.73426372 5 0.01551000 -0.42701661 0.436586847 1.10513925 -1.13021948 6 0.43664584 -0.43759651 0.013424295 0.48631500 -0.49878863 7 1.44082498 0.76595190 -0.343661890 -1.51198372 -0.35113128 8 1.28939099 -0.55753407 -0.270966191 -0.47781208 0.01692135 9 0.36911029 -0.93057998 0.979182220 0.32072652 -0.73843905 10 -0.64633000 -0.35975010 1.221981859 1.13902565 -1.35492741 11 -0.27226930 -0.18458358 -0.296412150 -0.25121455 1.00447958 12 0.33665788 0.12345423 0.271308919 -1.13590679 0.40448576 13 0.47398766 -1.35271558 -0.042020997 -0.43974238 1.36049130 14 -0.92621273 0.28292383 -1.612436415 0.14066566 2.11505966 15 -0.37625789 0.32408163 -0.835657296 -0.53975147 1.42758503 16 -0.13582202 -1.56664225 -1.776999645 -0.54799398 4.02745789 17 -1.15082443 1.36221333 -0.961145741 1.49092904 -0.74117220 18 -0.58242362 0.31548378 -0.711048607 0.54683699 0.43115146 19 -1.41590819 1.16520925 -0.742486714 0.54366301 0.44952265 20 -3.30915310 -2.78422871 -0.442476152 1.19989321 5.33596475 21 1.04096838 -1.91213255 0.464277893 -0.15801861 0.56490488 22 1.14533594 -2.37220217 1.114786128 0.02570485 0.08637525 23 -0.99111301 -0.55776576 1.051203100 0.07455032 0.42312535 24 -0.96541723 0.57295969 0.171125372 1.03621577 -0.81488359 25 -0.36128673 0.53313076 0.598557800 -1.93010524 1.15970340 26 -1.82354524 -0.10264727 -0.025763831 0.66298729 1.28896905 27 -2.33157043 -0.87416692 -0.390919376 2.54008058 1.05657614 28 0.66799461 2.27023950 -1.473727014 -0.83293753 -0.63156956 29 0.05460204 -0.54136026 0.775188452 -1.18898040 0.90055017 30 -1.57292885 -1.18752588 -0.568465956 -0.31129669 3.64021737 31 -1.98023933 -0.80527157 -0.366636952 -0.76676731 3.91891517 32 -1.96937572 -2.22898805 -2.619322220 -0.88100824 7.69869424 33 -1.02342950 -2.52759190 0.820244424 -0.09992413 2.83070111 34 -1.22983754 -0.79321528 -0.614796353 -1.63426428 4.27211346 35 -2.33898418 -4.16523573 -1.116751043 -1.27138173 8.89235269 36 -0.26205568 -0.05713050 0.217876036 1.14681931 -1.04550916 37 8.70144272 8.16539056 -15.047842430 -12.24546211 10.42647126 38 -1.38310391 -0.78225596 -1.293855499 -1.75537786 5.21459323 39 -2.05181294 -0.93414557 -0.238534089 -0.20874255 3.43323515 40 -3.14790846 -0.74292941 -1.418039199 -0.61063540 5.91951247 41 -0.82512364 -0.61447055 -0.008221031 -0.48934333 1.93715854 42 0.84369349 -0.80959674 1.053521705 0.33556087 -1.42317933 43 1.56527419 -0.02670882 -0.081367408 0.53603244 -1.99323040 44 0.02716922 1.17477922 0.195025934 1.42693744 -2.82391182 45 1.53566623 0.40262486 0.674753314 1.03827916 -3.65132356 46 -1.01986893 -0.19413385 -0.499212842 1.23177059 0.48144502 47 0.23336857 -2.63825323 -0.168281177 -4.93454239 7.50770823 48 0.53735837 -1.06807554 0.718365152 0.60887779 -0.79652577 49 -0.46888713 6.37017098 -1.483554013 -5.97565847 1.55792863 50 0.18036814 -1.31220187 1.376359286 0.09088652 -0.33541208 51 0.60807730 0.35037103 0.434973271 -0.22401660 -1.16940500 52 0.30436384 0.33493305 0.388781609 1.43440692 -2.46248543 53 -0.38817169 -0.84247105 1.000477709 1.47584360 -1.24567857 54 -0.63182629 -0.55966125 1.012226750 -0.48025007 0.65951085 55 -0.22320635 -0.08055667 0.885053858 0.39537160 -0.97666244 56 2.37382519 -1.31696218 1.212850637 0.76522203 -3.03493568 57 -0.20442399 0.27323826 0.532748752 2.22924373 -2.83080675 58 2.57047141 1.51914764 -0.417890143 -0.33533719 -3.33639172 59 0.52455899 -1.05378610 0.895173669 1.32783545 -1.69378201 60 0.24576876 0.20034641 1.671339762 -0.36587256 -1.75158236 61 -0.23654069 1.53656559 0.608233004 1.73427512 -3.64253303 62 1.96239809 1.49112090 1.670659842 1.55044267 -6.67462151 63 0.68350358 0.92103391 -0.783037023 1.59141853 -2.41291900 64 0.40766993 1.15569607 -1.266321824 1.27375521 -1.57079938 65 -0.06196585 1.31360852 1.859027726 0.89129087 -4.00196127 66 -1.33843570 1.71955580 -0.274186307 0.30669112 -0.41362491 67 0.66510363 -0.04927919 1.452400344 -0.95755145 -1.11067334 68 0.60825387 0.50992549 0.825949845 1.43857333 -3.38270254 69 0.23767159 -0.66438349 1.271800563 1.07364444 -1.91873310 70 -0.30473058 -0.41516065 1.009108654 1.60690447 -1.89612189 71 -1.14696436 1.20570590 0.614980109 1.69017513 -2.36389678 72 -0.09333745 1.17389546 -0.359317208 1.00183914 -1.72307994 73 1.13004130 0.13038286 0.320786427 0.53092728 -2.11213787 74 2.21402669 1.95682330 -0.598149660 -0.79709872 -2.77560162 75 1.07698298 0.93621663 2.275126942 -1.21941839 -3.06890816 76 -0.76869177 1.28113966 1.620512527 1.68646942 -3.81942983 77 0.47033049 1.13067419 0.509327678 1.82885125 -3.93918361 $errors.ncb ms.conc.1 ws.conc.1 ms.conc.2 ws.conc.2 frm 1 1.91789988 1.42598697 2.84413209 0.33780588 -6.88132461 2 1.06271462 -3.14530436 2.21451765 0.19746627 -0.35395292 3 -0.23175989 -0.16222777 -0.08989597 0.64452564 0.01115194 4 0.38445081 -0.13828989 0.10902860 0.02902234 -0.24113291 5 -0.22832967 -0.61703480 0.18977711 0.79739931 -0.03706018 6 0.13981815 -0.66890694 -0.28701888 0.11170109 0.83192162 7 0.94309466 0.37808307 -0.84745476 -2.14014850 1.88024688 8 1.15421227 -0.66287548 -0.40779144 -0.64841554 0.62294200 9 0.11331154 -1.12991756 0.72026775 -0.00210647 0.40833404 10 -1.10594094 -0.71791345 0.75677268 0.55896975 0.70555750 11 -0.22822557 -0.15026140 -0.25183195 -0.19562878 0.80702683 12 0.41905872 0.18766715 0.35471343 -1.03191211 0.03507401 13 0.64553075 -1.21903633 0.13161156 -0.22324496 0.59144531 14 0.08748240 1.07287118 -0.58639408 1.42000823 -2.42944383 15 -0.11024426 0.53137943 -0.56640351 -0.20402669 0.23501750 16 0.42708234 -1.12798492 -1.20723890 0.16242425 1.50389759 17 -1.52427538 1.07119230 -1.33914547 1.01961208 0.93304830 18 -1.00429396 -0.01326926 -1.13805749 0.01441194 2.32244121 19 -1.36783859 1.20266869 -0.69383161 0.60432965 0.23402150 20 -3.45963807 -2.90149790 -0.59479409 1.00997237 6.01060493 21 1.23650731 -1.75975393 0.66219856 0.08876295 -0.31171699 22 1.07078277 -2.43029960 1.03932487 -0.06838561 0.42060509 23 -1.06630867 -0.61636387 0.97509152 -0.02035101 0.76023554 24 -1.16304920 0.41895002 -0.02891382 0.78679267 0.07112159 25 -0.41832318 0.48868368 0.54082662 -2.00208858 1.41540391 26 -1.64465586 0.03675676 0.15530449 0.88875615 0.48698888 27 -1.92666451 -0.55863382 0.01891845 3.05109554 -0.75866031 28 0.34135485 2.01569728 -1.80434537 -1.24517601 0.83279133 29 -0.25562536 -0.78311274 0.46118236 -1.58050554 2.29133274 30 -0.90004476 -0.66316408 0.11261412 0.53792240 0.62360620 31 -1.50292775 -0.43331456 0.11648847 -0.16437217 1.77907641 32 -1.30141967 -1.70846655 -1.94323021 -0.03800862 4.70417595 33 -0.95430857 -2.47372767 0.89020728 -0.01268946 2.52082457 34 -0.36945878 -0.12274355 0.25606216 -0.54841593 0.41494360 35 -1.07125960 -3.17732956 0.16641491 0.32856087 3.20900807 36 -0.20995734 -0.01653156 0.27060896 1.21257047 -1.27907159 37 8.89730514 8.31802126 -14.84959433 -11.99827227 9.54839913 38 -0.56002689 -0.14085254 -0.46075308 -0.71660650 1.52465107 39 -1.33570081 -0.37609724 0.48630056 0.69503285 0.22282804 40 -2.00358559 0.14881290 -0.25977803 0.83356702 0.78939086 41 -0.31782595 -0.21914610 0.50525574 0.15089603 -0.33711114 42 0.39590628 -1.15854615 0.60028027 -0.22957279 0.58429855 43 1.10789960 -0.38312944 -0.54431300 -0.04120106 0.05722872 44 -0.21077522 0.98935504 -0.04581677 1.12663763 -1.75718146 45 1.34250060 0.25209570 0.47923485 0.79449283 -2.78534141 46 -0.64698636 0.09644424 -0.12178842 1.70237020 -1.19022732 47 0.72913797 -2.25191249 0.33352688 -4.30885240 5.28512109 48 0.13841335 -1.37896346 0.31456082 0.10538582 0.99198737 49 -0.02836076 6.71346220 -1.03766186 -5.41968842 -0.41699811 50 1.18640990 -0.52821860 2.39465502 1.36057008 -4.84560467 51 0.14211736 -0.01273994 -0.03666224 -0.81208531 0.91954315 52 -0.35057965 -0.17544808 -0.27413934 0.60782992 0.47369614 53 -0.47185184 -0.90768091 0.91577830 1.37023435 -0.87053150 54 -0.67121098 -0.59035276 0.97236234 -0.52995585 0.83607663 55 -0.71650520 -0.46497217 0.38574644 -0.22720041 1.23484896 56 2.38370845 -1.30926039 1.22285429 0.77769529 -3.07924342 57 -0.56868320 -0.01061987 0.16405272 1.76952729 -1.19779383 58 2.39245954 1.38042743 -0.59807026 -0.55999858 -2.53834551 59 0.19109978 -1.31364255 0.55765280 0.90699041 -0.19884877 60 -0.20898404 -0.15403111 1.21104791 -0.93979720 0.28712295 61 -0.65136538 1.21330305 0.18835559 1.21074209 -1.78282966 62 1.57642152 1.19033898 1.27998193 1.06331765 -4.94424733 63 0.35423057 0.66443966 -1.11632070 1.17585673 -0.93675295 64 0.33492625 1.09900873 -1.33995155 1.18194843 -1.24468170 65 0.11005489 1.44766000 2.03314375 1.10839111 -4.77314861 66 -1.59672054 1.51828085 -0.53561716 -0.01927947 0.74429362 67 0.13858774 -0.45957990 0.91947129 -1.62204531 1.24975361 68 0.60270854 0.50560416 0.82033697 1.43157480 -3.35784224 69 -0.39401785 -1.15664333 0.63241691 0.27641541 0.91319807 70 -0.62505854 -0.66478425 0.68487897 1.20263184 -0.46005743 71 -1.59357334 0.85767466 0.16293127 1.12652847 -0.36170107 72 0.01620372 1.25925817 -0.24844178 1.14008651 -2.21416473 73 0.97679854 0.01096460 0.16567711 0.33752595 -1.42513421 74 1.79931971 1.63365248 -1.01790794 -1.32048320 -0.91642593 75 0.83117514 0.74466470 2.02632506 -1.52964227 -1.96692536 76 -1.00910958 1.09378805 1.37716634 1.38304808 -2.74161114 77 0.41478564 1.08738947 0.45310627 1.75875039 -3.69017011 > > > > ### *