From b8ea560aefa2a277879d4ee284682f205ce381a5 Mon Sep 17 00:00:00 2001 From: Kevin Wright Date: Fri, 13 Sep 2024 16:34:48 -0500 Subject: [PATCH] Expand trt to N P K in caribbean.maize --- DESCRIPTION | 2 +- NEWS.md | 62 +- data/caribbean.maize.txt | 1226 ++++++++++++------------- data/minnesota.barley.yield.txt | 2 +- man/agridat.Rd | 2 +- man/caribbean.maize.Rd | 26 +- man/john.alpha.Rd | 7 +- man/lin.superiority.Rd | 1 - man/lin.unbalanced.Rd | 5 +- man/minnesota.barley.yield.Rd | 25 +- man/perry.springwheat.Rd | 2 +- vignettes/agridat_data.Rmd | 15 +- vignettes/agridat_uniformity_data.Rmd | 1 + 13 files changed, 699 insertions(+), 677 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 55e83e1b..b485135c 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -64,4 +64,4 @@ VignetteBuilder: Encoding: UTF-8 Language: en-US LazyData: true -RoxygenNote: 7.3.1 +RoxygenNote: 7.3.2 diff --git a/NEWS.md b/NEWS.md index ef8a05e1..3877a6eb 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,6 +1,6 @@ # agridat 1.24 (unpublished) -## New datasets added +## New datasets * haritonenko.sugarbeet.uniformity * jegorow.oats.uniformity @@ -21,11 +21,12 @@ * shafi.tomato.uniformity: Had incorrect yield scale, now divided by 1000. -* Package website now created via GitHub Actions (Issue #12). Thanks to E.Tanaka. +* Documentation pages now created via Github Actions. (Issue #12). Thanks to E.Tanaka. + # agridat 1.23 (2024-01-30) -## New datasets added +## New datasets ## Other notes @@ -40,7 +41,7 @@ # agridat 1.22 (2023-08-24) -## New datasets added +## New datasets * bailey.cotton.uniformity * belamkar.augmented (augmented design at multiple locations) @@ -66,7 +67,7 @@ ## Other notes -* Switched the package to MIT license. +* Changed the package to MIT license. * Modified factorial-experiment datasets to separate the treatment factors into individual treatment factors. @@ -77,7 +78,7 @@ # agridat 1.21 (2022-06-15) -## New datasets added +## New datasets * bachmaier.quadratic (confidence intervals for optimum of quadratic) * ducker.groundnut.uniformity @@ -87,7 +88,7 @@ # agridat 1.20 (2021-12-20) -## New datasets added +## New datasets * arankacami.groundnut.uniformity * barrero.maize @@ -112,7 +113,7 @@ # agridat 1.18 (2021-01-12) -## New datasets added +## New datasets * damesa.maize * jayaraman.bamboo @@ -122,7 +123,7 @@ # agridat 1.17 (2020-08-03) -## New datasets added +## New datasets alwan.lamb, baker.strawberry.uniformity, besag.checks, bryan.corn.uniformity, davidian.soybean, devries.pine, edwards.oats, george.wheat, hartman.tomato.uniformity, heath.radish.uniformity, johnson.douglasfir, kayad.alfalfa, kerr.sugarcane.uniformity, laycock.tea.uniformity, lehmann.millet.uniformity, linder.wheat, loesell.bean.uniformity, miguez.biomass, obsi.potato.uniformity, paez.coffee.uniformity, pederson.lettuce.repeated, piepho.barley.uniformity, rothamsted.oats, shaw.oats, wyatt.multi.uniformity @@ -151,7 +152,7 @@ alwan.lamb, baker.strawberry.uniformity, besag.checks, bryan.corn.uniformity, da # agridat 1.15 (2018-06-28) -## New datasets added +## New datasets ansari.wheat.uniformity, baker.wheat.uniformity, bancroft.peanut.uniformity, bose.multi.uniformity, christidis.cotton.uniformity, dasilva.soybean.uniformity, davies.pasture.uniformity, eden.tea.uniformity, hutchinson.cotton.uniformity, igue.sugarcane.uniformity, kulkarni.sorghum.uniformity, lander.multi.uniformity, lord.rice.uniformity, magistad.pineapple.uniformity, nagai.strawberry.uniformity, narain.sorghum.uniformity, robinson.peanut.uniformity, sayer.sugarcane.uniformity, strickland.apple.uniformity, strickland.grape.uniformity, strickland.peach.uniformity, strickland.tomato.uniformity @@ -169,15 +170,15 @@ dasilva.maize, mead.turnip # agridat 1.13 (2017-11-30) -## New datasets added for uniformity trials +## New datasets for uniformity trials bradley.multi.uniformity, christidis.wheat.uniformity, day.wheat.uniformity, draper.safflower.uniformity, holtsmark.timothy.uniformity, iyer.wheat.uniformity, kadam.millet.uniformity, kalamkar.wheat.uniformity, khin.rice.uniformity, kiesselbach.oats.uniformity, kristensen.barley.uniformity, lessman.sorghum.uniformity, love.cotton.uniformity, masood.rice.uniformity, mcclelland.corn.uniformity, montgomery.wheat.uniformity, moore.polebean.uniformity, moore.bushbean.uniformity, moore.sweetcorn.uniformity, moore.carrot.uniformity, moore.springcauliflower.uniformity, moore.fallcauliflower.uniformity, nonnecke.corn.uniformity, nonnecke.peas.uniformity, parker.orange.uniformity, polson.safflower.uniformity, sawyer.multi.uniformity, smith.beans.uniformity, stickler.sorghum.uniformity, wiedemann.safflower.uniformity -## New datasets added for stability +## New datasets for stability fisher.barley, lu.stability, tai.potato -## New datasets added +## New datasets acorsi.grayleafspot, becker.chicken, chinloy.fractionalfactorial, cramer.cucumber, crampton.pig, battese.survey, christidis.competition, depalluel.sheep. eden.nonnormal, gartner.corn, giles.wheat, gomez.heteroskedastic, gomez.nonnormal1, gomez.nonnormal2, gomez.nonnormal3, gomez.wetdry, goulden.eggs, goulden.splitsplit, gregory.cotton, hanover.whitepine, harvey.lsmeans, harville.lamb, huehn.wheat, kenward.cattle, kreusler.maize, lehner.soybeanmold, lillemo.wheat, lin.superiority, lin.unbalanced, little.splitblock, mead.lamb, omer.sorghum, onofri.winterwheat, reid.grasses, silva.cotton, urquhart.feedlot, usgs.herbicides, vaneeuwijk.fusarium, vaneeuwijk.nematodes, vaneeuwijk.drymatter, wheatley.carrot @@ -199,7 +200,7 @@ acorsi.grayleafspot, becker.chicken, chinloy.fractionalfactorial, cramer.cucumbe # agridat 1.12 (2015-06-29) -## New datasets added +## New datasets * cochran.beets * cochran.lattice @@ -209,7 +210,7 @@ acorsi.grayleafspot, becker.chicken, chinloy.fractionalfactorial, cramer.cucumbe # agridat 1.11 (2015-03-03) -## New datasets added +## New datasets * besag.beans * besag.triticale @@ -223,10 +224,9 @@ acorsi.grayleafspot, becker.chicken, chinloy.fractionalfactorial, cramer.cucumbe * Removed `asreml` package from Suggests (due to CRAN check problems). - # agridat 1.10 (2014-11-26) -## New datasets added +## New datasets beaven.barley, perry.springwheat, ridout.appleshoots @@ -235,10 +235,9 @@ beaven.barley, perry.springwheat, ridout.appleshoots * Move packages from Depends to Imports. - # agridat 1.9 (2014-07-02) -## New datasets added +## New datasets beall.webworms, besag.endive, brandt.switchback, butron.maize, carlson.germination, cochran.factorial, connolly.potato, cornelius.maize, cullis.earlygen, fisher.latin, foulley.calving, fox.wheat, gomez.splitplot.subsample, goulden.latin, gumpertz.pepper, harrison.priors, hazell.vegetables, heady.fertilizer, holland.arthropods, hunter.corn, jansen.strawberry, kalamkar.potato.uniformity, kang.maize, kang.peanut, karcher.turfgrass, keen.potatodamage, lasrosas.corn, lee.potatoblight, lonnquist.maize, lucas.switchback, maindonald.barley, mead.cauliflower, mercer.mangold.uniformity, patterson.switchback, piepho.cocksfoot, sinclair.clover, snijders.fusarium, stirret.borers, theobald.barley, turner.herbicide, vargas.txe, vold.longterm, wallace.iowaland, walsh.cottonprice, wassom.brome.uniformity, welch.bermudagrass, weiss.incblock, weiss.lattice, yang.barley @@ -249,19 +248,17 @@ beall.webworms, besag.endive, brandt.switchback, butron.maize, carlson.germinati * All data (almost) now have an example graphic. - # agridat 1.8 (2013-09-23) -## New datasets added +## New datasets * brandle.rape * salmon.bunt - # agridat 1.7 (2013-09-06) -## New datasets added +## New datasets * baker.barley.uniformity * bliss.borers @@ -273,57 +270,50 @@ beall.webworms, besag.endive, brandt.switchback, butron.maize, carlson.germinati * waynick.soil - # agridat 1.6 (2013-06-04) -## New datasets added +## New datasets crossa.wheat, garber.multi.uniformity, gomez.nitrogen, harris.multi.uniformity, hughes.grapes, li.millet.uniformity, odland.soybean.uniformity, odland.soyhay.uniformity, ratkowsky.onions, stephens.sorghum.uniformity - # agridat 1.5 (2013-04-26) -## New datasets added +## New datasets adugna.sorghum, ars.earlywhitecorn96, besag.bayesian, box.cork, broadbalk.wheat, byers.apple, caribbean.maize, carmer.density, cate.potassium, cleveland.soil, cochran.eelworms, cochran.wireworms, fan.stability, gomez.seedrate, gotway.hessianfly, goulden.barley.uniformity, henderson.milkfat, hernandez.nitrogen, hessling.argentina, immer.sugarbeet.uniformity, ivins.herbs, jenkyn.mildew, johnson.blight, lambert.soiltemp, lavoranti.eucalyptus, lyon.potato.uniformity, lyons.wheat, mead.cowpeamaize, mead.germination, minnesota.barley.weather, minnesota.barley.yield, nebraska.farmincome, nass.barley, nass.corn, nass.cotton, nass.hay, nass.rice, nass.sorghum, nass.soybean, nass.wheat, ortiz.tomato, pacheco.soybean, senshu.rice, snedecor.asparagus, streibig.competition, zuidhof.broiler - # agridat 1.4 (2012-03-14) -## New datasets added +## New datasets archbold.apple, blackman.wheat, cochran.crd, cochran.latin, darwin.maize, denis.ryegrass, digby.jointregression, engelstad.nitro, federer.diagcheck, gilmour.slatehall, john.alpha, ilra.sheep, kempton.slatehall, ryder.groundnut, vsn.lupin3 - # agridat 1.3 (2011-10-20) -## New datasets added +## New datasets bridges.cucumber, cox.stripsplit, diggle.cow, eden.potato, gauch.soy, graybill.heteroskedastic, hildebrand.systems, hanks.sprinkler, mcconway.turnip, pearl.kernels, williams.barley.uniformity, williams.cotton.uniformity - # agridat 1.2 (2011-06-30) -## New datasets added +## New datasets aastveit.barley, gathmann.bt, kempton.competition, wedderburn.barley - # agridat 1.0 (2011-04-27) * First release to CRAN -## New datasets added +## New datasets allcroft.lodging, australia.soybean, batchelor.apple.uniformity, batchelor.lemon.uniformity, batchelor.navel1.uniformity, batchelor.navel2.uniformity, batchelor.valencia.uniformity, batchelor.walnut.uniformity, besag.elbatan, besag.met, cochran.bib, corsten.interaction, crowder.germination, denis.missing, durban.competition, durban.rowcol, durban.splitplot, federer.tobacco, gilmour.serpentine, gomez.fractionalfactorial, gomez.groupsplit, gomez.multilocsplitplot, gomez.splitsplit, gomez.stripplot, gomez.stripsplitplot, gomez.rice.uniformity, hughes.grapes, kempton.rowcol, kempton.barley.uniformity, mead.strawberry, mercer.wheat.uniformity, rothamsted.brussels, shafii.rapeseed, smith.uniformity3, stroup.nin, stroup.splitplot, student.barley, talbot.potato, theobald.covariate, thompson.cornsoy, vargas.wheat1, vargas.wheat2, verbyla.lupin, williams.trees, wiebe.wheat.uniformity, yan.winterwheat, yates.missing, yates.oats - # agridat 0.0 (2010-10-01) * Development begins diff --git a/data/caribbean.maize.txt b/data/caribbean.maize.txt index 417ee4e8..5b1cdb46 100644 --- a/data/caribbean.maize.txt +++ b/data/caribbean.maize.txt @@ -1,613 +1,613 @@ -isle site block plot trt ears yield -Antigua DBAN B1 1 T111 42 4.96 -Antigua DBAN B1 2 T000 41 3.94 -Antigua DBAN B1 3 T311 49 6.35 -Antigua DBAN B1 4 T202 48 5.56 -Antigua DBAN B1 5 T111 45 5.36 -Antigua DBAN B1 6 T220 46 6.18 -Antigua DBAN B1 7 T113 42 4.71 -Antigua DBAN B1 8 T131 44 6.03 -Antigua DBAN B1 9 T022 42 2.88 -Antigua DBAN B2 10 T222 44 5.68 -Antigua DBAN B2 11 T311 42 5.8 -Antigua DBAN B2 12 T020 42 4.16 -Antigua DBAN B2 13 T200 46 4.9 -Antigua DBAN B2 14 T111 44 5.25 -Antigua DBAN B2 15 T131 48 5.8 -Antigua DBAN B2 16 T002 46 2.18 -Antigua DBAN B2 17 T111 48 4.36 -Antigua DBAN B2 18 T113 45 4.36 -Antigua DBAN B3 19 T131 43 4.81 -Antigua DBAN B3 20 T111 47 5.19 -Antigua DBAN B3 21 T311 47 5.96 -Antigua DBAN B3 22 T000 45 3.88 -Antigua DBAN B3 23 T220 50 5.72 -Antigua DBAN B3 24 T022 44 2.51 -Antigua DBAN B3 25 T111 47 4.94 -Antigua DBAN B3 26 T113 44 3.7 -Antigua DBAN B3 27 T202 40 2.77 -Antigua DBAN B4 28 T111 41 4.34 -Antigua DBAN B4 29 T200 45 4.33 -Antigua DBAN B4 30 T111 41 4.68 -Antigua DBAN B4 31 T113 46 4.76 -Antigua DBAN B4 32 T131 47 5.24 -Antigua DBAN B4 33 T020 42 1.86 -Antigua DBAN B4 34 T222 41 3.84 -Antigua DBAN B4 35 T002 41 1.36 -Antigua DBAN B4 36 T311 36 3.98 -Antigua LFAN B1 1 T111 37 2.92 -Antigua LFAN B1 2 T022 36 1.68 -Antigua LFAN B1 3 T113 42 4.5 -Antigua LFAN B1 4 T220 41 4.74 -Antigua LFAN B1 5 T202 40 4.44 -Antigua LFAN B1 6 T311 44 4.66 -Antigua LFAN B1 7 T111 44 2.94 -Antigua LFAN B1 8 T000 44 1.6 -Antigua LFAN B1 9 T131 38 1.82 -Antigua LFAN B2 10 T113 39 4.44 -Antigua LFAN B2 11 T222 40 5.78 -Antigua LFAN B2 12 T311 46 6.24 -Antigua LFAN B2 13 T111 47 5.4 -Antigua LFAN B2 14 T200 46 5.62 -Antigua LFAN B2 15 T002 35 1.72 -Antigua LFAN B2 16 T131 43 4.42 -Antigua LFAN B2 17 T111 46 4.14 -Antigua LFAN B2 18 T020 40 3.94 -Antigua LFAN B3 19 T220 41 5 -Antigua LFAN B3 20 T202 46 5.26 -Antigua LFAN B3 21 T000 36 2.9 -Antigua LFAN B3 22 T111 43 4.94 -Antigua LFAN B3 23 T113 45 4.43 -Antigua LFAN B3 24 T311 47 5.42 -Antigua LFAN B3 25 T022 34 1.22 -Antigua LFAN B3 26 T111 42 3.72 -Antigua LFAN B3 27 T131 41 3.7 -Antigua LFAN B4 28 T131 46 5.61 -Antigua LFAN B4 29 T111 45 6.02 -Antigua LFAN B4 30 T020 45 3.18 -Antigua LFAN B4 31 T311 47 6.07 -Antigua LFAN B4 32 T002 38 1.48 -Antigua LFAN B4 33 T222 47 5.94 -Antigua LFAN B4 34 T111 42 3.58 -Antigua LFAN B4 35 T200 39 3.95 -Antigua LFAN B4 36 T113 44 3.38 -Antigua TEAN B1 1 T113 32 1.27 -Antigua TEAN B1 2 T111 29 2.1 -Antigua TEAN B1 3 T022 46 2.37 -Antigua TEAN B1 4 T202 28 2.08 -Antigua TEAN B1 5 T000 31 1.74 -Antigua TEAN B1 6 T131 39 3.16 -Antigua TEAN B1 7 T220 42 4.55 -Antigua TEAN B1 8 T111 36 3.2 -Antigua TEAN B1 9 T311 35 3.69 -Antigua TEAN B2 10 T200 28 1.52 -Antigua TEAN B2 11 T311 30 2.02 -Antigua TEAN B2 12 T222 29 1.97 -Antigua TEAN B2 13 T020 29 1.94 -Antigua TEAN B2 14 T131 30 2.01 -Antigua TEAN B2 15 T111 35 2.18 -Antigua TEAN B2 16 T002 36 3.24 -Antigua TEAN B2 17 T113 39 3.91 -Antigua TEAN B2 18 T111 48 4.2 -Antigua TEAN B3 19 T111 34 2.57 -Antigua TEAN B3 20 T202 37 2.88 -Antigua TEAN B3 21 T220 37 3.45 -Antigua TEAN B3 22 T000 42 2.89 -Antigua TEAN B3 23 T111 38 3.01 -Antigua TEAN B3 24 T113 39 2.87 -Antigua TEAN B3 25 T311 35 3.25 -Antigua TEAN B3 26 T131 41 3.92 -Antigua TEAN B3 27 T022 28 0.88 -Antigua TEAN B4 28 T311 25 1.14 -Antigua TEAN B4 29 T111 43 3.61 -Antigua TEAN B4 30 T113 42 3.05 -Antigua TEAN B4 31 T002 44 3.41 -Antigua TEAN B4 32 T222 48 4.46 -Antigua TEAN B4 33 T200 41 4.36 -Antigua TEAN B4 34 T111 39 3.42 -Antigua TEAN B4 35 T131 28 1.06 -Antigua TEAN B4 36 T020 NA NA -Antigua WEAN B1 1 T000 48 4.02 -Antigua WEAN B1 2 T311 47 5.8 -Antigua WEAN B1 3 T202 32 2.16 -Antigua WEAN B1 4 T220 43 5.31 -Antigua WEAN B1 5 T111 42 5.12 -Antigua WEAN B1 6 T131 45 5.98 -Antigua WEAN B1 7 T113 46 5.46 -Antigua WEAN B1 8 T022 43 3.45 -Antigua WEAN B1 9 T111 45 4.96 -Antigua WEAN B2 10 T111 46 4.26 -Antigua WEAN B2 11 T131 48 6.35 -Antigua WEAN B2 12 T020 47 4.28 -Antigua WEAN B2 13 T111 41 4.94 -Antigua WEAN B2 14 T311 38 4.39 -Antigua WEAN B2 15 T002 44 3.92 -Antigua WEAN B2 16 T113 43 5.74 -Antigua WEAN B2 17 T200 46 4.98 -Antigua WEAN B2 18 T222 44 5.4 -Antigua WEAN B3 19 T111 45 6.1 -Antigua WEAN B3 20 T113 45 5.86 -Antigua WEAN B3 21 T022 47 4.59 -Antigua WEAN B3 22 T311 36 4.36 -Antigua WEAN B3 23 T000 41 4.16 -Antigua WEAN B3 24 T111 46 6.58 -Antigua WEAN B3 25 T220 38 5.11 -Antigua WEAN B3 26 T131 48 5.96 -Antigua WEAN B3 27 T202 36 3.45 -Antigua WEAN B4 28 T020 43 5.77 -Antigua WEAN B4 29 T111 46 6.6 -Antigua WEAN B4 30 T200 43 3.88 -Antigua WEAN B4 31 T222 34 4.04 -Antigua WEAN B4 32 T002 32 2.76 -Antigua WEAN B4 33 T311 42 6.31 -Antigua WEAN B4 34 T131 38 5.28 -Antigua WEAN B4 35 T113 44 4.61 -Antigua WEAN B4 36 T111 46 5.65 -Antigua WLAN B1 1 T000 58 2 -Antigua WLAN B1 2 T113 56 2.39 -Antigua WLAN B1 3 T131 52 2.04 -Antigua WLAN B1 4 T202 44 1.64 -Antigua WLAN B1 5 T220 45 1.83 -Antigua WLAN B1 6 T111 47 2.08 -Antigua WLAN B1 7 T022 55 3.13 -Antigua WLAN B1 8 T111 53 1.96 -Antigua WLAN B1 9 T311 43 1.3 -Antigua WLAN B2 10 T311 68 2.16 -Antigua WLAN B2 11 T002 40 1.74 -Antigua WLAN B2 12 T111 58 2.46 -Antigua WLAN B2 13 T200 44 2.17 -Antigua WLAN B2 14 T020 42 2.72 -Antigua WLAN B2 15 T113 55 2.07 -Antigua WLAN B2 16 T111 54 2.87 -Antigua WLAN B2 17 T222 48 2.14 -Antigua WLAN B2 18 T131 38 1.45 -Antigua WLAN B3 19 T311 69 2.05 -Antigua WLAN B3 20 T022 60 2.44 -Antigua WLAN B3 21 T111 50 2.88 -Antigua WLAN B3 22 T000 40 2.28 -Antigua WLAN B3 23 T111 51 3.44 -Antigua WLAN B3 24 T113 54 2.56 -Antigua WLAN B3 25 T202 41 2.41 -Antigua WLAN B3 26 T131 53 3.24 -Antigua WLAN B3 27 T220 51 1.66 -Antigua WLAN B4 28 T200 57 1.76 -Antigua WLAN B4 29 T113 55 2.84 -Antigua WLAN B4 30 T002 39 2.25 -Antigua WLAN B4 31 T131 63 2.73 -Antigua WLAN B4 32 T111 48 3.55 -Antigua WLAN B4 33 T311 51 3.13 -Antigua WLAN B4 34 T020 39 2.41 -Antigua WLAN B4 35 T111 43 3.49 -Antigua WLAN B4 36 T222 56 1.96 -Antigua NSAN B1 1 T202 25 2.43 -Antigua NSAN B1 2 T111 13 1.28 -Antigua NSAN B1 3 T311 10 0.83 -Antigua NSAN B1 4 T131 24 2.44 -Antigua NSAN B1 5 T022 30 1.3 -Antigua NSAN B1 6 T000 25 1.34 -Antigua NSAN B1 7 T113 25 2.06 -Antigua NSAN B1 8 T220 32 3.02 -Antigua NSAN B1 9 T111 27 2.18 -Antigua NSAN B2 10 T131 26 2.35 -Antigua NSAN B2 11 T002 28 2.15 -Antigua NSAN B2 12 T111 36 3.24 -Antigua NSAN B2 13 T020 34 2.78 -Antigua NSAN B2 14 T222 27 2.91 -Antigua NSAN B2 15 T111 32 3.1 -Antigua NSAN B2 16 T200 28 2.86 -Antigua NSAN B2 17 T113 32 3.33 -Antigua NSAN B2 18 T311 32 3 -Antigua NSAN B3 19 T022 32 2.75 -Antigua NSAN B3 20 T131 36 2.92 -Antigua NSAN B3 21 T000 28 1.7 -Antigua NSAN B3 22 T220 34 3.36 -Antigua NSAN B3 23 T111 30 1.58 -Antigua NSAN B3 24 T202 27 1.98 -Antigua NSAN B3 25 T311 39 2.9 -Antigua NSAN B3 26 T113 26 2.05 -Antigua NSAN B3 27 T111 24 1.4 -Antigua NSAN B4 28 T002 33 1.95 -Antigua NSAN B4 29 T111 29 2.34 -Antigua NSAN B4 30 T200 19 1.55 -Antigua NSAN B4 31 T222 22 1.73 -Antigua NSAN B4 32 T020 30 2.05 -Antigua NSAN B4 33 T131 33 3.44 -Antigua NSAN B4 34 T113 33 2.11 -Antigua NSAN B4 35 T311 35 3.22 -Antigua NSAN B4 36 T111 21 1.6 -Antigua OVAN B1 1 T111 28 2.04 -Antigua OVAN B1 2 T113 35 3.88 -Antigua OVAN B1 3 T311 38 5.53 -Antigua OVAN B1 4 T131 42 6.61 -Antigua OVAN B1 5 T000 31 2.97 -Antigua OVAN B1 6 T111 35 4.47 -Antigua OVAN B1 7 T220 26 4.06 -Antigua OVAN B1 8 T022 37 5.02 -Antigua OVAN B1 9 T202 38 4.56 -Antigua OVAN B2 10 T111 41 3.5 -Antigua OVAN B2 11 T020 37 4.58 -Antigua OVAN B2 12 T131 30 4.42 -Antigua OVAN B2 13 T200 47 6.16 -Antigua OVAN B2 14 T311 45 6.09 -Antigua OVAN B2 15 T113 38 4.94 -Antigua OVAN B2 16 T222 37 5.83 -Antigua OVAN B2 17 T111 37 5.05 -Antigua OVAN B2 18 T002 30 3.9 -Antigua OVAN B3 19 T131 35 3.92 -Antigua OVAN B3 20 T022 42 4.78 -Antigua OVAN B3 21 T111 40 5.26 -Antigua OVAN B3 22 T220 40 5.52 -Antigua OVAN B3 23 T111 42 5.87 -Antigua OVAN B3 24 T311 43 6.19 -Antigua OVAN B3 25 T000 39 5.26 -Antigua OVAN B3 26 T202 30 3.08 -Antigua OVAN B3 27 T113 29 3.14 -Antigua OVAN B4 28 T222 45 4.56 -Antigua OVAN B4 29 T113 38 4.74 -Antigua OVAN B4 30 T311 38 5.32 -Antigua OVAN B4 31 T111 45 5.57 -Antigua OVAN B4 32 T002 26 1.69 -Antigua OVAN B4 33 T020 40 4.57 -Antigua OVAN B4 34 T131 38 6.18 -Antigua OVAN B4 35 T111 48 6.9 -Antigua OVAN B4 36 T200 33 3.93 -Antigua ORAN B1 1 T113 43 5.26 -Antigua ORAN B1 2 T111 44 6.87 -Antigua ORAN B1 3 T202 44 7.78 -Antigua ORAN B1 4 T311 41 6.75 -Antigua ORAN B1 5 T022 44 6.56 -Antigua ORAN B1 6 T131 42 6.47 -Antigua ORAN B1 7 T111 41 6.71 -Antigua ORAN B1 8 T220 41 6.74 -Antigua ORAN B1 9 T000 45 6.92 -Antigua ORAN B2 10 T002 36 3.75 -Antigua ORAN B2 11 T020 35 3.56 -Antigua ORAN B2 12 T113 38 5.45 -Antigua ORAN B2 13 T311 40 7.55 -Antigua ORAN B2 14 T111 40 7.2 -Antigua ORAN B2 15 T222 44 6.48 -Antigua ORAN B2 16 T200 41 7.36 -Antigua ORAN B2 17 T131 41 7.18 -Antigua ORAN B2 18 T111 48 7.53 -Antigua ORAN B3 19 T000 36 5.74 -Antigua ORAN B3 20 T311 44 7.52 -Antigua ORAN B3 21 T220 46 7.87 -Antigua ORAN B3 22 T111 43 6.39 -Antigua ORAN B3 23 T113 46 7.04 -Antigua ORAN B3 24 T111 40 6.48 -Antigua ORAN B3 25 T131 47 7.56 -Antigua ORAN B3 26 T202 46 6.87 -Antigua ORAN B3 27 T022 41 6.12 -Antigua ORAN B4 28 T200 47 7.45 -Antigua ORAN B4 29 T111 45 6.75 -Antigua ORAN B4 30 T131 42 6.41 -Antigua ORAN B4 31 T020 37 5.28 -Antigua ORAN B4 32 T311 35 5.27 -Antigua ORAN B4 33 T002 46 7.28 -Antigua ORAN B4 34 T111 45 7.39 -Antigua ORAN B4 35 T222 43 6.61 -Antigua ORAN B4 36 T113 37 4.75 -StVincent CPSV B1 1 T022 NA 24 -StVincent CPSV B1 2 T131 NA 27.1 -StVincent CPSV B1 3 T111 NA 26.5 -StVincent CPSV B1 4 T000 NA 23.1 -StVincent CPSV B1 5 T202 NA 22.1 -StVincent CPSV B1 6 T220 NA 24.1 -StVincent CPSV B1 7 T111 NA 26.1 -StVincent CPSV B1 8 T113 NA 22.5 -StVincent CPSV B1 9 T311 NA 23 -StVincent CPSV B2 10 T111 NA 26.4 -StVincent CPSV B2 11 T311 NA 24.8 -StVincent CPSV B2 12 T111 NA 23.8 -StVincent CPSV B2 13 T222 NA 24 -StVincent CPSV B2 14 T200 NA 22.8 -StVincent CPSV B2 15 T131 NA 26 -StVincent CPSV B2 16 T002 NA 20.5 -StVincent CPSV B2 17 T113 NA 24.4 -StVincent CPSV B2 18 T020 NA 26 -StVincent CPSV B3 19 T220 NA 19 -StVincent CPSV B3 20 T111 NA 21 -StVincent CPSV B3 21 T111 NA 24.1 -StVincent CPSV B3 22 T311 NA 23.1 -StVincent CPSV B3 23 T131 NA 20.1 -StVincent CPSV B3 24 T022 NA 23.2 -StVincent CPSV B3 25 T202 NA 19.8 -StVincent CPSV B3 26 T113 NA 19 -StVincent CPSV B3 27 T000 NA 22.2 -StVincent CPSV B4 28 T131 NA 25.2 -StVincent CPSV B4 29 T222 NA 24.8 -StVincent CPSV B4 30 T200 NA 21.2 -StVincent CPSV B4 31 T111 NA 23.1 -StVincent CPSV B4 32 T002 NA 20.9 -StVincent CPSV B4 33 T311 NA 20 -StVincent CPSV B4 34 T020 NA 20.9 -StVincent CPSV B4 35 T111 NA 21.5 -StVincent CPSV B4 36 T113 NA 13.4 -StVincent MPSV B1 1 T311 NA 16.7 -StVincent MPSV B1 2 T131 NA 13 -StVincent MPSV B1 3 T111 NA 17.8 -StVincent MPSV B1 4 T111 NA 11.5 -StVincent MPSV B1 5 T022 NA 12.4 -StVincent MPSV B1 6 T113 NA 12.1 -StVincent MPSV B1 7 T220 NA 13.5 -StVincent MPSV B1 8 T000 NA 8.5 -StVincent MPSV B1 9 T202 NA 13 -StVincent MPSV B2 10 T131 NA 12.2 -StVincent MPSV B2 11 T222 NA 15.1 -StVincent MPSV B2 12 T200 NA 11.8 -StVincent MPSV B2 13 T111 NA 12.8 -StVincent MPSV B2 14 T002 NA 7.1 -StVincent MPSV B2 15 T311 NA 17 -StVincent MPSV B2 16 T020 NA 6.2 -StVincent MPSV B2 17 T111 NA 12.5 -StVincent MPSV B2 18 T113 NA 15.2 -StVincent MPSV B3 19 T000 NA 8.1 -StVincent MPSV B3 20 T113 NA 13.1 -StVincent MPSV B3 21 T202 NA 14.2 -StVincent MPSV B3 22 T311 NA 18.9 -StVincent MPSV B3 23 T022 NA 12.5 -StVincent MPSV B3 24 T131 NA 17 -StVincent MPSV B3 25 T111 NA 13.5 -StVincent MPSV B3 26 T220 NA 12 -StVincent MPSV B3 27 T111 NA 12.8 -StVincent MPSV B4 28 T113 NA 14 -StVincent MPSV B4 29 T002 NA 10.5 -StVincent MPSV B4 30 T020 NA 14.4 -StVincent MPSV B4 31 T111 NA 13.8 -StVincent MPSV B4 32 T311 NA 12.8 -StVincent MPSV B4 33 T131 NA 14.5 -StVincent MPSV B4 34 T222 NA 13.1 -StVincent MPSV B4 35 T200 NA 14 -StVincent MPSV B4 36 T111 NA 13.5 -StVincent AGSV B1 1 T220 NA 10.4 -StVincent AGSV B1 2 T000 NA 9.1 -StVincent AGSV B1 3 T131 NA 9.2 -StVincent AGSV B1 4 T022 NA 10.1 -StVincent AGSV B1 5 T311 NA 15.2 -StVincent AGSV B1 6 T111 NA 13.9 -StVincent AGSV B1 7 T113 NA 15.1 -StVincent AGSV B1 8 T111 NA 12.2 -StVincent AGSV B1 9 T202 NA 9.8 -StVincent AGSV B2 10 T113 NA 11.8 -StVincent AGSV B2 11 T002 NA 10.1 -StVincent AGSV B2 12 T020 NA 13 -StVincent AGSV B2 13 T111 NA 13.2 -StVincent AGSV B2 14 T311 NA 10.2 -StVincent AGSV B2 15 T131 NA 12 -StVincent AGSV B2 16 T222 NA 13.2 -StVincent AGSV B2 17 T200 NA 10.9 -StVincent AGSV B2 18 T111 NA 15.1 -StVincent AGSV B3 19 T220 NA 9.9 -StVincent AGSV B3 20 T022 NA 12 -StVincent AGSV B3 21 T113 NA 12.5 -StVincent AGSV B3 22 T111 NA 14.5 -StVincent AGSV B3 23 T131 NA 12.2 -StVincent AGSV B3 24 T111 NA 11.5 -StVincent AGSV B3 25 T202 NA 11.5 -StVincent AGSV B3 26 T311 NA 16.5 -StVincent AGSV B3 27 T000 NA 7.8 -StVincent AGSV B4 28 T200 NA 13 -StVincent AGSV B4 29 T311 NA 7 -StVincent AGSV B4 30 T111 NA 12.4 -StVincent AGSV B4 31 T222 NA 14 -StVincent AGSV B4 32 T131 NA 13.1 -StVincent AGSV B4 33 T111 NA 13 -StVincent AGSV B4 34 T020 NA 16 -StVincent AGSV B4 35 T113 NA 14.5 -StVincent AGSV B4 36 T002 NA 11 -StVincent CASV B1 1 T311 NA 22 -StVincent CASV B1 2 T113 NA 18.2 -StVincent CASV B1 3 T022 NA 14.4 -StVincent CASV B1 4 T111 NA 22.4 -StVincent CASV B1 5 T220 NA 22.3 -StVincent CASV B1 6 T111 NA 20 -StVincent CASV B1 7 T000 NA 16 -StVincent CASV B1 8 T202 NA 17.2 -StVincent CASV B1 9 T131 NA 16.1 -StVincent CASV B2 10 T311 NA 22.1 -StVincent CASV B2 11 T113 NA 20.3 -StVincent CASV B2 12 T020 NA 16 -StVincent CASV B2 13 T111 NA 23.8 -StVincent CASV B2 14 T131 NA 20.2 -StVincent CASV B2 15 T111 NA 24.5 -StVincent CASV B2 16 T222 NA 26.8 -StVincent CASV B2 17 T200 NA 19.9 -StVincent CASV B2 18 T002 NA 13.7 -StVincent CASV B3 19 T202 NA 9.1 -StVincent CASV B3 20 T113 NA 12.2 -StVincent CASV B3 21 T000 NA 11.1 -StVincent CASV B3 22 T131 NA 10.5 -StVincent CASV B3 23 T311 NA 21.8 -StVincent CASV B3 24 T111 NA 17.2 -StVincent CASV B3 25 T111 NA 20.5 -StVincent CASV B3 26 T220 NA 20 -StVincent CASV B3 27 T022 NA 16.1 -StVincent CASV B4 28 T002 NA 19.1 -StVincent CASV B4 29 T111 NA 22.2 -StVincent CASV B4 30 T111 NA 24.2 -StVincent CASV B4 31 T131 NA 20.2 -StVincent CASV B4 32 T311 NA 21.1 -StVincent CASV B4 33 T200 NA 22.8 -StVincent CASV B4 34 T020 NA 20.1 -StVincent CASV B4 35 T113 NA 20.3 -StVincent CASV B4 36 T222 NA 22 -StVincent SSSV B1 1 T022 NA 9.5 -StVincent SSSV B1 2 T202 NA 10.5 -StVincent SSSV B1 3 T000 NA 14.1 -StVincent SSSV B1 4 T220 NA 9.7 -StVincent SSSV B1 5 T131 NA 11.2 -StVincent SSSV B1 6 T111 NA 13.1 -StVincent SSSV B1 7 T311 NA 9.2 -StVincent SSSV B1 8 T113 NA 13.1 -StVincent SSSV B1 9 T111 NA 11.5 -StVincent SSSV B2 10 T111 NA 11.2 -StVincent SSSV B2 11 T020 NA 12.1 -StVincent SSSV B2 12 T002 NA 11 -StVincent SSSV B2 13 T111 NA 16.1 -StVincent SSSV B2 14 T200 NA 12.5 -StVincent SSSV B2 15 T131 NA 9.9 -StVincent SSSV B2 16 T222 NA 17.5 -StVincent SSSV B2 17 T131 NA 11.8 -StVincent SSSV B2 18 T311 NA 12.2 -StVincent SSSV B3 19 T202 NA 8.7 -StVincent SSSV B3 20 T131 NA 16.4 -StVincent SSSV B3 21 T113 NA 16.1 -StVincent SSSV B3 22 T220 NA 9.1 -StVincent SSSV B3 23 T022 NA 12.2 -StVincent SSSV B3 24 T111 NA 12.4 -StVincent SSSV B3 25 T111 NA 10 -StVincent SSSV B3 26 T000 NA 12.3 -StVincent SSSV B3 27 T311 NA 9 -StVincent SSSV B4 28 T111 NA 15.2 -StVincent SSSV B4 29 T113 NA 20.2 -StVincent SSSV B4 30 T020 NA 13.7 -StVincent SSSV B4 31 T111 NA 14.2 -StVincent SSSV B4 32 T200 NA 14.5 -StVincent SSSV B4 33 T222 NA 12 -StVincent SSSV B4 34 T002 NA 11.5 -StVincent SSSV B4 35 T311 NA 11.2 -StVincent SSSV B4 36 T131 NA 10.2 -StVincent UISV B1 1 T202 NA 15.4 -StVincent UISV B1 2 T000 NA 12.2 -StVincent UISV B1 3 T220 NA 26 -StVincent UISV B1 4 T111 NA 20.1 -StVincent UISV B1 5 T022 NA 14.1 -StVincent UISV B1 6 T131 NA 21.8 -StVincent UISV B1 7 T113 NA 20.1 -StVincent UISV B1 8 T311 NA 28.1 -StVincent UISV B1 9 T111 NA 23.1 -StVincent UISV B2 10 T311 NA 22.4 -StVincent UISV B2 11 T113 NA 28.9 -StVincent UISV B2 12 T111 NA 19 -StVincent UISV B2 13 T131 NA 21.4 -StVincent UISV B2 14 T111 NA 20.5 -StVincent UISV B2 15 T020 NA 14 -StVincent UISV B2 16 T200 NA 29.5 -StVincent UISV B2 17 T002 NA 13.3 -StVincent UISV B2 18 T222 NA 23.7 -StVincent UISV B3 19 T202 NA 25.1 -StVincent UISV B3 20 T220 NA 30.1 -StVincent UISV B3 21 T111 NA 23.1 -StVincent UISV B3 22 T113 NA 24.5 -StVincent UISV B3 23 T131 NA 17.8 -StVincent UISV B3 24 T022 NA 15.1 -StVincent UISV B3 25 T311 NA 25.8 -StVincent UISV B3 26 T111 NA 23.2 -StVincent UISV B3 27 T000 NA 17.2 -StVincent UISV B4 28 T113 NA 20.4 -StVincent UISV B4 29 T111 NA 22.5 -StVincent UISV B4 30 T200 NA 22.2 -StVincent UISV B4 31 T311 NA 26.8 -StVincent UISV B4 32 T131 NA 23 -StVincent UISV B4 33 T002 NA 11.4 -StVincent UISV B4 34 T020 NA 19.5 -StVincent UISV B4 35 T222 NA 25.5 -StVincent UISV B4 36 T111 NA 19.8 -StVincent OOSV B1 1 T111 NA 16 -StVincent OOSV B1 2 T000 NA 12 -StVincent OOSV B1 3 T113 NA 21.1 -StVincent OOSV B1 4 T311 NA 22.1 -StVincent OOSV B1 5 T111 NA 20 -StVincent OOSV B1 6 T220 NA 23.2 -StVincent OOSV B1 7 T202 NA 20.6 -StVincent OOSV B1 8 T131 NA 12.8 -StVincent OOSV B1 9 T022 NA 9 -StVincent OOSV B2 10 T020 NA 12.3 -StVincent OOSV B2 11 T002 NA 11 -StVincent OOSV B2 12 T111 NA 17 -StVincent OOSV B2 13 T113 NA 24 -StVincent OOSV B2 14 T311 NA 28.5 -StVincent OOSV B2 15 T200 NA 25.7 -StVincent OOSV B2 16 T111 NA 13.1 -StVincent OOSV B2 17 T222 NA 16.3 -StVincent OOSV B2 18 T131 NA 15 -StVincent OOSV B3 19 T131 NA 13.1 -StVincent OOSV B3 20 T022 NA 10 -StVincent OOSV B3 21 T202 NA 14 -StVincent OOSV B3 22 T220 NA 18.8 -StVincent OOSV B3 23 T111 NA 14 -StVincent OOSV B3 24 T113 NA 11 -StVincent OOSV B3 25 T111 NA 18.1 -StVincent OOSV B3 26 T000 NA 12.1 -StVincent OOSV B3 27 T311 NA 28 -StVincent OOSV B4 28 T311 NA 20.6 -StVincent OOSV B4 29 T113 NA 10.1 -StVincent OOSV B4 30 T200 NA 19.2 -StVincent OOSV B4 31 T002 NA 7.6 -StVincent OOSV B4 32 T020 NA 8.2 -StVincent OOSV B4 33 T222 NA 23.1 -StVincent OOSV B4 34 T111 NA 15.8 -StVincent OOSV B4 35 T111 NA 18.6 -StVincent OOSV B4 36 T113 NA 20 -StVincent OTSV B1 1 T022 NA 12.2 -StVincent OTSV B1 2 T113 NA 19.8 -StVincent OTSV B1 3 T131 NA 19.9 -StVincent OTSV B1 4 T311 NA 25.3 -StVincent OTSV B1 5 T111 NA 19 -StVincent OTSV B1 6 T111 NA 20.5 -StVincent OTSV B1 7 T000 NA 7.8 -StVincent OTSV B1 8 T202 NA 17.8 -StVincent OTSV B1 9 T220 NA 19.7 -StVincent OTSV B2 10 T020 NA 13.1 -StVincent OTSV B2 11 T311 NA 22.4 -StVincent OTSV B2 12 T113 NA 23.2 -StVincent OTSV B2 13 T111 NA 17.8 -StVincent OTSV B2 14 T200 NA 20 -StVincent OTSV B2 15 T002 NA 20 -StVincent OTSV B2 16 T131 NA 15.6 -StVincent OTSV B2 17 T222 NA 15.7 -StVincent OTSV B2 18 T111 NA 29.1 -StVincent OTSV B3 19 T311 NA 13.1 -StVincent OTSV B3 20 T022 NA 20.4 -StVincent OTSV B3 21 T111 NA 10.8 -StVincent OTSV B3 22 T000 NA 18.4 -StVincent OTSV B3 23 T220 NA 14 -StVincent OTSV B3 24 T131 NA 14.2 -StVincent OTSV B3 25 T111 NA 14.1 -StVincent OTSV B3 26 T113 NA 18.4 -StVincent OTSV B3 27 T202 NA 20.5 -StVincent OTSV B4 28 T113 NA 13 -StVincent OTSV B4 29 T020 NA 8.4 -StVincent OTSV B4 30 T002 NA 10 -StVincent OTSV B4 31 T311 NA 14.1 -StVincent OTSV B4 32 T200 NA 18.1 -StVincent OTSV B4 33 T222 NA 22.2 -StVincent OTSV B4 34 T131 NA 14.2 -StVincent OTSV B4 35 T111 NA 12.1 -StVincent OTSV B4 36 T111 NA 13 -StVincent LPSV B1 1 T311 NA 14.2 -StVincent LPSV B1 2 T111 NA 8.2 -StVincent LPSV B1 3 T220 NA 3.5 -StVincent LPSV B1 4 T022 NA 7.2 -StVincent LPSV B1 5 T131 NA 9.2 -StVincent LPSV B1 6 T202 NA 8.5 -StVincent LPSV B1 7 T111 NA 6.7 -StVincent LPSV B1 8 T000 NA 7.5 -StVincent LPSV B1 9 T113 NA 14.2 -StVincent LPSV B2 10 T111 NA 4.5 -StVincent LPSV B2 11 T200 NA 8 -StVincent LPSV B2 12 T222 NA 5.5 -StVincent LPSV B2 13 T131 NA 9.1 -StVincent LPSV B2 14 T111 NA 7.2 -StVincent LPSV B2 15 T311 NA 8.7 -StVincent LPSV B2 16 T020 NA 6.1 -StVincent LPSV B2 17 T113 NA 16.3 -StVincent LPSV B2 18 T002 NA 15.2 -StVincent LPSV B3 19 T111 NA 7.1 -StVincent LPSV B3 20 T000 NA 6.1 -StVincent LPSV B3 21 T220 NA 16 -StVincent LPSV B3 22 T202 NA 16.8 -StVincent LPSV B3 23 T131 NA 13.5 -StVincent LPSV B3 24 T022 NA 8.8 -StVincent LPSV B3 25 T111 NA 18.2 -StVincent LPSV B3 26 T311 NA 13.5 -StVincent LPSV B3 27 T113 NA 15.9 -StVincent LPSV B4 28 T111 NA 17.5 -StVincent LPSV B4 29 T113 NA 11 -StVincent LPSV B4 30 T131 NA 11.4 -StVincent LPSV B4 31 T111 NA 14.9 -StVincent LPSV B4 32 T200 NA 24.5 -StVincent LPSV B4 33 T002 NA 9 -StVincent LPSV B4 34 T020 NA 7.1 -StVincent LPSV B4 35 T222 NA 12.9 -StVincent LPSV B4 36 T311 NA 6.8 +"isle" "site" "block" "plot" "trt" "ears" "yield" "N" "P" "K" +"Antigua" "DBAN" "B1" 1 "T111" 42 4.96 "1" "1" "1" +"Antigua" "DBAN" "B1" 2 "T000" 41 3.94 "0" "0" "0" +"Antigua" "DBAN" "B1" 3 "T311" 49 6.35 "3" "1" "1" +"Antigua" "DBAN" "B1" 4 "T202" 48 5.56 "2" "0" "2" +"Antigua" "DBAN" "B1" 5 "T111" 45 5.36 "1" "1" "1" +"Antigua" "DBAN" "B1" 6 "T220" 46 6.18 "2" "2" "0" +"Antigua" "DBAN" "B1" 7 "T113" 42 4.71 "1" "1" "3" +"Antigua" "DBAN" "B1" 8 "T131" 44 6.03 "1" "3" "1" +"Antigua" "DBAN" "B1" 9 "T022" 42 2.88 "0" "2" "2" +"Antigua" "DBAN" "B2" 10 "T222" 44 5.68 "2" "2" "2" +"Antigua" "DBAN" "B2" 11 "T311" 42 5.8 "3" "1" "1" +"Antigua" "DBAN" "B2" 12 "T020" 42 4.16 "0" "2" "0" +"Antigua" "DBAN" "B2" 13 "T200" 46 4.9 "2" "0" "0" +"Antigua" "DBAN" "B2" 14 "T111" 44 5.25 "1" "1" "1" +"Antigua" "DBAN" "B2" 15 "T131" 48 5.8 "1" "3" "1" +"Antigua" "DBAN" "B2" 16 "T002" 46 2.18 "0" "0" "2" +"Antigua" "DBAN" "B2" 17 "T111" 48 4.36 "1" "1" "1" +"Antigua" "DBAN" "B2" 18 "T113" 45 4.36 "1" "1" "3" +"Antigua" "DBAN" "B3" 19 "T131" 43 4.81 "1" "3" "1" +"Antigua" "DBAN" "B3" 20 "T111" 47 5.19 "1" "1" "1" +"Antigua" "DBAN" "B3" 21 "T311" 47 5.96 "3" "1" "1" +"Antigua" "DBAN" "B3" 22 "T000" 45 3.88 "0" "0" "0" +"Antigua" "DBAN" "B3" 23 "T220" 50 5.72 "2" "2" "0" +"Antigua" "DBAN" "B3" 24 "T022" 44 2.51 "0" "2" "2" +"Antigua" "DBAN" "B3" 25 "T111" 47 4.94 "1" "1" "1" +"Antigua" "DBAN" "B3" 26 "T113" 44 3.7 "1" "1" "3" +"Antigua" "DBAN" "B3" 27 "T202" 40 2.77 "2" "0" "2" +"Antigua" "DBAN" "B4" 28 "T111" 41 4.34 "1" "1" "1" +"Antigua" "DBAN" "B4" 29 "T200" 45 4.33 "2" "0" "0" +"Antigua" "DBAN" "B4" 30 "T111" 41 4.68 "1" "1" "1" +"Antigua" "DBAN" "B4" 31 "T113" 46 4.76 "1" "1" "3" +"Antigua" "DBAN" "B4" 32 "T131" 47 5.24 "1" "3" "1" +"Antigua" "DBAN" "B4" 33 "T020" 42 1.86 "0" "2" "0" +"Antigua" "DBAN" "B4" 34 "T222" 41 3.84 "2" "2" "2" +"Antigua" "DBAN" "B4" 35 "T002" 41 1.36 "0" "0" "2" +"Antigua" "DBAN" "B4" 36 "T311" 36 3.98 "3" "1" "1" +"Antigua" "LFAN" "B1" 1 "T111" 37 2.92 "1" "1" "1" +"Antigua" "LFAN" "B1" 2 "T022" 36 1.68 "0" "2" "2" +"Antigua" "LFAN" "B1" 3 "T113" 42 4.5 "1" "1" "3" +"Antigua" "LFAN" "B1" 4 "T220" 41 4.74 "2" "2" "0" +"Antigua" "LFAN" "B1" 5 "T202" 40 4.44 "2" "0" "2" +"Antigua" "LFAN" "B1" 6 "T311" 44 4.66 "3" "1" "1" +"Antigua" "LFAN" "B1" 7 "T111" 44 2.94 "1" "1" "1" +"Antigua" "LFAN" "B1" 8 "T000" 44 1.6 "0" "0" "0" +"Antigua" "LFAN" "B1" 9 "T131" 38 1.82 "1" "3" "1" +"Antigua" "LFAN" "B2" 10 "T113" 39 4.44 "1" "1" "3" +"Antigua" "LFAN" "B2" 11 "T222" 40 5.78 "2" "2" "2" +"Antigua" "LFAN" "B2" 12 "T311" 46 6.24 "3" "1" "1" +"Antigua" "LFAN" "B2" 13 "T111" 47 5.4 "1" "1" "1" +"Antigua" "LFAN" "B2" 14 "T200" 46 5.62 "2" "0" "0" +"Antigua" "LFAN" "B2" 15 "T002" 35 1.72 "0" "0" "2" +"Antigua" "LFAN" "B2" 16 "T131" 43 4.42 "1" "3" "1" +"Antigua" "LFAN" "B2" 17 "T111" 46 4.14 "1" 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"2" "2" +"Antigua" "OVAN" "B1" 9 "T202" 38 4.56 "2" "0" "2" +"Antigua" "OVAN" "B2" 10 "T111" 41 3.5 "1" "1" "1" +"Antigua" "OVAN" "B2" 11 "T020" 37 4.58 "0" "2" "0" +"Antigua" "OVAN" "B2" 12 "T131" 30 4.42 "1" "3" "1" +"Antigua" "OVAN" "B2" 13 "T200" 47 6.16 "2" "0" "0" +"Antigua" "OVAN" "B2" 14 "T311" 45 6.09 "3" "1" "1" +"Antigua" "OVAN" "B2" 15 "T113" 38 4.94 "1" "1" "3" +"Antigua" "OVAN" "B2" 16 "T222" 37 5.83 "2" "2" "2" +"Antigua" "OVAN" "B2" 17 "T111" 37 5.05 "1" "1" "1" +"Antigua" "OVAN" "B2" 18 "T002" 30 3.9 "0" "0" "2" +"Antigua" "OVAN" "B3" 19 "T131" 35 3.92 "1" "3" "1" +"Antigua" "OVAN" "B3" 20 "T022" 42 4.78 "0" "2" "2" +"Antigua" "OVAN" "B3" 21 "T111" 40 5.26 "1" "1" "1" +"Antigua" "OVAN" "B3" 22 "T220" 40 5.52 "2" "2" "0" +"Antigua" "OVAN" "B3" 23 "T111" 42 5.87 "1" "1" "1" +"Antigua" "OVAN" "B3" 24 "T311" 43 6.19 "3" "1" "1" +"Antigua" "OVAN" "B3" 25 "T000" 39 5.26 "0" "0" "0" +"Antigua" "OVAN" "B3" 26 "T202" 30 3.08 "2" "0" "2" +"Antigua" "OVAN" "B3" 27 "T113" 29 3.14 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6.75 "1" "1" "1" +"Antigua" "ORAN" "B4" 30 "T131" 42 6.41 "1" "3" "1" +"Antigua" "ORAN" "B4" 31 "T020" 37 5.28 "0" "2" "0" +"Antigua" "ORAN" "B4" 32 "T311" 35 5.27 "3" "1" "1" +"Antigua" "ORAN" "B4" 33 "T002" 46 7.28 "0" "0" "2" +"Antigua" "ORAN" "B4" 34 "T111" 45 7.39 "1" "1" "1" +"Antigua" "ORAN" "B4" 35 "T222" 43 6.61 "2" "2" "2" +"Antigua" "ORAN" "B4" 36 "T113" 37 4.75 "1" "1" "3" +"StVincent" "CPSV" "B1" 1 "T022" NA 24 "0" "2" "2" +"StVincent" "CPSV" "B1" 2 "T131" NA 27.1 "1" "3" "1" +"StVincent" "CPSV" "B1" 3 "T111" NA 26.5 "1" "1" "1" +"StVincent" "CPSV" "B1" 4 "T000" NA 23.1 "0" "0" "0" +"StVincent" "CPSV" "B1" 5 "T202" NA 22.1 "2" "0" "2" +"StVincent" "CPSV" "B1" 6 "T220" NA 24.1 "2" "2" "0" +"StVincent" "CPSV" "B1" 7 "T111" NA 26.1 "1" "1" "1" +"StVincent" "CPSV" "B1" 8 "T113" NA 22.5 "1" "1" "3" +"StVincent" "CPSV" "B1" 9 "T311" NA 23 "3" "1" "1" +"StVincent" "CPSV" "B2" 10 "T111" NA 26.4 "1" "1" "1" +"StVincent" "CPSV" "B2" 11 "T311" NA 24.8 "3" "1" "1" +"StVincent" "CPSV" "B2" 12 "T111" NA 23.8 "1" "1" "1" +"StVincent" "CPSV" "B2" 13 "T222" NA 24 "2" "2" "2" +"StVincent" "CPSV" "B2" 14 "T200" NA 22.8 "2" "0" "0" +"StVincent" "CPSV" "B2" 15 "T131" NA 26 "1" "3" "1" +"StVincent" "CPSV" "B2" 16 "T002" NA 20.5 "0" "0" "2" +"StVincent" "CPSV" "B2" 17 "T113" NA 24.4 "1" "1" "3" +"StVincent" "CPSV" "B2" 18 "T020" NA 26 "0" "2" "0" +"StVincent" "CPSV" "B3" 19 "T220" NA 19 "2" "2" "0" +"StVincent" "CPSV" "B3" 20 "T111" NA 21 "1" "1" "1" +"StVincent" "CPSV" "B3" 21 "T111" NA 24.1 "1" "1" "1" +"StVincent" "CPSV" "B3" 22 "T311" NA 23.1 "3" "1" "1" +"StVincent" "CPSV" "B3" 23 "T131" NA 20.1 "1" "3" "1" +"StVincent" "CPSV" "B3" 24 "T022" NA 23.2 "0" "2" "2" +"StVincent" "CPSV" "B3" 25 "T202" NA 19.8 "2" "0" "2" +"StVincent" "CPSV" "B3" 26 "T113" NA 19 "1" "1" "3" +"StVincent" "CPSV" "B3" 27 "T000" NA 22.2 "0" "0" "0" +"StVincent" "CPSV" "B4" 28 "T131" NA 25.2 "1" "3" "1" +"StVincent" "CPSV" "B4" 29 "T222" NA 24.8 "2" "2" "2" +"StVincent" "CPSV" "B4" 30 "T200" NA 21.2 "2" "0" "0" +"StVincent" "CPSV" "B4" 31 "T111" NA 23.1 "1" "1" "1" +"StVincent" "CPSV" "B4" 32 "T002" NA 20.9 "0" "0" "2" +"StVincent" "CPSV" "B4" 33 "T311" NA 20 "3" "1" "1" +"StVincent" "CPSV" "B4" 34 "T020" NA 20.9 "0" "2" "0" +"StVincent" "CPSV" "B4" 35 "T111" NA 21.5 "1" "1" "1" +"StVincent" "CPSV" "B4" 36 "T113" NA 13.4 "1" "1" "3" +"StVincent" "MPSV" "B1" 1 "T311" NA 16.7 "3" "1" "1" +"StVincent" "MPSV" "B1" 2 "T131" NA 13 "1" "3" "1" +"StVincent" "MPSV" "B1" 3 "T111" NA 17.8 "1" "1" "1" +"StVincent" "MPSV" "B1" 4 "T111" NA 11.5 "1" "1" "1" +"StVincent" "MPSV" "B1" 5 "T022" NA 12.4 "0" "2" "2" +"StVincent" "MPSV" "B1" 6 "T113" NA 12.1 "1" "1" "3" +"StVincent" "MPSV" "B1" 7 "T220" NA 13.5 "2" "2" "0" +"StVincent" "MPSV" "B1" 8 "T000" NA 8.5 "0" "0" "0" +"StVincent" "MPSV" "B1" 9 "T202" NA 13 "2" "0" "2" +"StVincent" "MPSV" "B2" 10 "T131" NA 12.2 "1" "3" "1" +"StVincent" "MPSV" "B2" 11 "T222" NA 15.1 "2" "2" "2" +"StVincent" "MPSV" "B2" 12 "T200" NA 11.8 "2" "0" "0" +"StVincent" "MPSV" "B2" 13 "T111" NA 12.8 "1" "1" "1" +"StVincent" "MPSV" "B2" 14 "T002" NA 7.1 "0" "0" "2" +"StVincent" "MPSV" "B2" 15 "T311" NA 17 "3" "1" "1" +"StVincent" "MPSV" "B2" 16 "T020" NA 6.2 "0" "2" "0" +"StVincent" "MPSV" "B2" 17 "T111" NA 12.5 "1" "1" "1" +"StVincent" "MPSV" "B2" 18 "T113" NA 15.2 "1" "1" "3" +"StVincent" "MPSV" "B3" 19 "T000" NA 8.1 "0" "0" "0" +"StVincent" "MPSV" "B3" 20 "T113" NA 13.1 "1" "1" "3" +"StVincent" "MPSV" "B3" 21 "T202" NA 14.2 "2" "0" "2" +"StVincent" "MPSV" "B3" 22 "T311" NA 18.9 "3" "1" "1" +"StVincent" "MPSV" "B3" 23 "T022" NA 12.5 "0" "2" "2" +"StVincent" "MPSV" "B3" 24 "T131" NA 17 "1" "3" "1" +"StVincent" "MPSV" "B3" 25 "T111" NA 13.5 "1" "1" "1" +"StVincent" "MPSV" "B3" 26 "T220" NA 12 "2" "2" "0" +"StVincent" "MPSV" "B3" 27 "T111" NA 12.8 "1" "1" "1" +"StVincent" "MPSV" "B4" 28 "T113" NA 14 "1" "1" "3" +"StVincent" "MPSV" "B4" 29 "T002" NA 10.5 "0" "0" "2" +"StVincent" "MPSV" "B4" 30 "T020" NA 14.4 "0" "2" "0" +"StVincent" "MPSV" "B4" 31 "T111" NA 13.8 "1" "1" "1" +"StVincent" "MPSV" "B4" 32 "T311" NA 12.8 "3" "1" "1" +"StVincent" "MPSV" "B4" 33 "T131" NA 14.5 "1" "3" "1" +"StVincent" "MPSV" "B4" 34 "T222" NA 13.1 "2" "2" "2" +"StVincent" "MPSV" "B4" 35 "T200" NA 14 "2" "0" "0" +"StVincent" "MPSV" "B4" 36 "T111" NA 13.5 "1" "1" "1" +"StVincent" "AGSV" "B1" 1 "T220" NA 10.4 "2" "2" "0" +"StVincent" "AGSV" "B1" 2 "T000" NA 9.1 "0" "0" "0" +"StVincent" "AGSV" "B1" 3 "T131" NA 9.2 "1" "3" "1" +"StVincent" "AGSV" "B1" 4 "T022" NA 10.1 "0" "2" "2" +"StVincent" "AGSV" "B1" 5 "T311" NA 15.2 "3" "1" "1" +"StVincent" "AGSV" "B1" 6 "T111" NA 13.9 "1" "1" "1" +"StVincent" "AGSV" "B1" 7 "T113" NA 15.1 "1" "1" "3" +"StVincent" "AGSV" "B1" 8 "T111" NA 12.2 "1" "1" "1" +"StVincent" "AGSV" "B1" 9 "T202" NA 9.8 "2" "0" "2" +"StVincent" "AGSV" "B2" 10 "T113" NA 11.8 "1" "1" "3" +"StVincent" "AGSV" "B2" 11 "T002" NA 10.1 "0" "0" "2" +"StVincent" "AGSV" "B2" 12 "T020" NA 13 "0" "2" "0" +"StVincent" "AGSV" "B2" 13 "T111" NA 13.2 "1" "1" "1" +"StVincent" "AGSV" "B2" 14 "T311" NA 10.2 "3" "1" "1" +"StVincent" "AGSV" "B2" 15 "T131" NA 12 "1" "3" "1" +"StVincent" "AGSV" "B2" 16 "T222" NA 13.2 "2" "2" "2" +"StVincent" "AGSV" "B2" 17 "T200" NA 10.9 "2" "0" "0" +"StVincent" "AGSV" "B2" 18 "T111" NA 15.1 "1" "1" "1" +"StVincent" "AGSV" "B3" 19 "T220" NA 9.9 "2" "2" "0" +"StVincent" "AGSV" "B3" 20 "T022" NA 12 "0" "2" "2" +"StVincent" "AGSV" "B3" 21 "T113" NA 12.5 "1" "1" "3" +"StVincent" "AGSV" "B3" 22 "T111" NA 14.5 "1" "1" "1" +"StVincent" "AGSV" "B3" 23 "T131" NA 12.2 "1" "3" "1" +"StVincent" "AGSV" "B3" 24 "T111" NA 11.5 "1" "1" "1" +"StVincent" "AGSV" "B3" 25 "T202" NA 11.5 "2" "0" "2" +"StVincent" "AGSV" "B3" 26 "T311" NA 16.5 "3" "1" "1" +"StVincent" "AGSV" "B3" 27 "T000" NA 7.8 "0" "0" "0" +"StVincent" "AGSV" "B4" 28 "T200" NA 13 "2" "0" "0" +"StVincent" "AGSV" "B4" 29 "T311" NA 7 "3" "1" "1" +"StVincent" "AGSV" "B4" 30 "T111" NA 12.4 "1" "1" "1" +"StVincent" "AGSV" "B4" 31 "T222" NA 14 "2" "2" "2" +"StVincent" "AGSV" "B4" 32 "T131" NA 13.1 "1" "3" "1" +"StVincent" "AGSV" "B4" 33 "T111" NA 13 "1" "1" "1" +"StVincent" "AGSV" "B4" 34 "T020" NA 16 "0" "2" "0" +"StVincent" "AGSV" "B4" 35 "T113" NA 14.5 "1" "1" "3" +"StVincent" "AGSV" "B4" 36 "T002" NA 11 "0" "0" "2" +"StVincent" "CASV" "B1" 1 "T311" NA 22 "3" "1" "1" +"StVincent" "CASV" "B1" 2 "T113" NA 18.2 "1" "1" "3" +"StVincent" "CASV" "B1" 3 "T022" NA 14.4 "0" "2" "2" +"StVincent" "CASV" "B1" 4 "T111" NA 22.4 "1" "1" "1" +"StVincent" "CASV" "B1" 5 "T220" NA 22.3 "2" "2" "0" +"StVincent" "CASV" "B1" 6 "T111" NA 20 "1" "1" "1" +"StVincent" "CASV" "B1" 7 "T000" NA 16 "0" "0" "0" +"StVincent" "CASV" "B1" 8 "T202" NA 17.2 "2" "0" "2" +"StVincent" "CASV" "B1" 9 "T131" NA 16.1 "1" "3" "1" +"StVincent" "CASV" "B2" 10 "T311" NA 22.1 "3" "1" "1" +"StVincent" "CASV" "B2" 11 "T113" NA 20.3 "1" "1" "3" +"StVincent" "CASV" "B2" 12 "T020" NA 16 "0" "2" "0" +"StVincent" "CASV" "B2" 13 "T111" NA 23.8 "1" "1" "1" +"StVincent" "CASV" "B2" 14 "T131" NA 20.2 "1" "3" "1" +"StVincent" "CASV" "B2" 15 "T111" NA 24.5 "1" "1" "1" +"StVincent" "CASV" "B2" 16 "T222" NA 26.8 "2" "2" "2" +"StVincent" "CASV" "B2" 17 "T200" NA 19.9 "2" "0" "0" +"StVincent" "CASV" "B2" 18 "T002" NA 13.7 "0" "0" "2" +"StVincent" "CASV" "B3" 19 "T202" NA 9.1 "2" "0" "2" +"StVincent" "CASV" "B3" 20 "T113" NA 12.2 "1" "1" "3" +"StVincent" "CASV" "B3" 21 "T000" NA 11.1 "0" "0" "0" +"StVincent" "CASV" "B3" 22 "T131" NA 10.5 "1" "3" "1" +"StVincent" "CASV" "B3" 23 "T311" NA 21.8 "3" "1" "1" +"StVincent" "CASV" "B3" 24 "T111" NA 17.2 "1" "1" "1" +"StVincent" "CASV" "B3" 25 "T111" NA 20.5 "1" "1" "1" +"StVincent" "CASV" "B3" 26 "T220" NA 20 "2" "2" "0" +"StVincent" "CASV" "B3" 27 "T022" NA 16.1 "0" "2" "2" +"StVincent" "CASV" "B4" 28 "T002" NA 19.1 "0" "0" "2" +"StVincent" "CASV" "B4" 29 "T111" NA 22.2 "1" "1" "1" +"StVincent" "CASV" "B4" 30 "T111" NA 24.2 "1" "1" "1" +"StVincent" "CASV" "B4" 31 "T131" NA 20.2 "1" "3" "1" +"StVincent" "CASV" "B4" 32 "T311" NA 21.1 "3" "1" "1" +"StVincent" "CASV" "B4" 33 "T200" NA 22.8 "2" "0" "0" +"StVincent" "CASV" "B4" 34 "T020" NA 20.1 "0" "2" "0" +"StVincent" "CASV" "B4" 35 "T113" NA 20.3 "1" "1" "3" +"StVincent" "CASV" "B4" 36 "T222" NA 22 "2" "2" "2" +"StVincent" "SSSV" "B1" 1 "T022" NA 9.5 "0" "2" "2" +"StVincent" "SSSV" "B1" 2 "T202" NA 10.5 "2" "0" "2" +"StVincent" "SSSV" "B1" 3 "T000" NA 14.1 "0" "0" "0" +"StVincent" "SSSV" "B1" 4 "T220" NA 9.7 "2" "2" "0" +"StVincent" "SSSV" "B1" 5 "T131" NA 11.2 "1" "3" "1" +"StVincent" "SSSV" "B1" 6 "T111" NA 13.1 "1" "1" "1" +"StVincent" "SSSV" "B1" 7 "T311" NA 9.2 "3" "1" "1" +"StVincent" "SSSV" "B1" 8 "T113" NA 13.1 "1" "1" "3" +"StVincent" "SSSV" "B1" 9 "T111" NA 11.5 "1" "1" "1" +"StVincent" "SSSV" "B2" 10 "T111" NA 11.2 "1" "1" "1" +"StVincent" "SSSV" "B2" 11 "T020" NA 12.1 "0" "2" "0" +"StVincent" "SSSV" "B2" 12 "T002" NA 11 "0" "0" "2" +"StVincent" "SSSV" "B2" 13 "T111" NA 16.1 "1" "1" "1" +"StVincent" "SSSV" "B2" 14 "T200" NA 12.5 "2" "0" "0" +"StVincent" "SSSV" "B2" 15 "T131" NA 9.9 "1" "3" "1" +"StVincent" "SSSV" "B2" 16 "T222" NA 17.5 "2" "2" "2" +"StVincent" "SSSV" "B2" 17 "T131" NA 11.8 "1" "3" "1" +"StVincent" "SSSV" "B2" 18 "T311" NA 12.2 "3" "1" "1" +"StVincent" "SSSV" "B3" 19 "T202" NA 8.7 "2" "0" "2" +"StVincent" "SSSV" "B3" 20 "T131" NA 16.4 "1" "3" "1" +"StVincent" "SSSV" "B3" 21 "T113" NA 16.1 "1" "1" "3" +"StVincent" "SSSV" "B3" 22 "T220" NA 9.1 "2" "2" "0" +"StVincent" "SSSV" "B3" 23 "T022" NA 12.2 "0" "2" "2" +"StVincent" "SSSV" "B3" 24 "T111" NA 12.4 "1" "1" "1" +"StVincent" "SSSV" "B3" 25 "T111" NA 10 "1" "1" "1" +"StVincent" "SSSV" "B3" 26 "T000" NA 12.3 "0" "0" "0" +"StVincent" "SSSV" "B3" 27 "T311" NA 9 "3" "1" "1" +"StVincent" "SSSV" "B4" 28 "T111" NA 15.2 "1" "1" "1" +"StVincent" "SSSV" "B4" 29 "T113" NA 20.2 "1" "1" "3" +"StVincent" "SSSV" "B4" 30 "T020" NA 13.7 "0" "2" "0" +"StVincent" "SSSV" "B4" 31 "T111" NA 14.2 "1" "1" "1" +"StVincent" "SSSV" "B4" 32 "T200" NA 14.5 "2" "0" "0" +"StVincent" "SSSV" "B4" 33 "T222" NA 12 "2" "2" "2" +"StVincent" "SSSV" "B4" 34 "T002" NA 11.5 "0" "0" "2" +"StVincent" "SSSV" "B4" 35 "T311" NA 11.2 "3" "1" "1" +"StVincent" "SSSV" "B4" 36 "T131" NA 10.2 "1" "3" "1" +"StVincent" "UISV" "B1" 1 "T202" NA 15.4 "2" "0" "2" +"StVincent" "UISV" "B1" 2 "T000" NA 12.2 "0" "0" "0" +"StVincent" "UISV" "B1" 3 "T220" NA 26 "2" "2" "0" +"StVincent" "UISV" "B1" 4 "T111" NA 20.1 "1" "1" "1" +"StVincent" "UISV" "B1" 5 "T022" NA 14.1 "0" "2" "2" +"StVincent" "UISV" "B1" 6 "T131" NA 21.8 "1" "3" "1" +"StVincent" "UISV" "B1" 7 "T113" NA 20.1 "1" "1" "3" +"StVincent" "UISV" "B1" 8 "T311" NA 28.1 "3" "1" "1" +"StVincent" "UISV" "B1" 9 "T111" NA 23.1 "1" "1" "1" +"StVincent" "UISV" "B2" 10 "T311" NA 22.4 "3" "1" "1" +"StVincent" "UISV" "B2" 11 "T113" NA 28.9 "1" "1" "3" +"StVincent" "UISV" "B2" 12 "T111" NA 19 "1" "1" "1" +"StVincent" "UISV" "B2" 13 "T131" NA 21.4 "1" "3" "1" +"StVincent" "UISV" "B2" 14 "T111" NA 20.5 "1" "1" "1" +"StVincent" "UISV" "B2" 15 "T020" NA 14 "0" "2" "0" +"StVincent" "UISV" "B2" 16 "T200" NA 29.5 "2" "0" "0" +"StVincent" "UISV" "B2" 17 "T002" NA 13.3 "0" "0" "2" +"StVincent" "UISV" "B2" 18 "T222" NA 23.7 "2" "2" "2" +"StVincent" "UISV" "B3" 19 "T202" NA 25.1 "2" "0" "2" +"StVincent" "UISV" "B3" 20 "T220" NA 30.1 "2" "2" "0" +"StVincent" "UISV" "B3" 21 "T111" NA 23.1 "1" "1" "1" +"StVincent" "UISV" "B3" 22 "T113" NA 24.5 "1" "1" "3" +"StVincent" "UISV" "B3" 23 "T131" NA 17.8 "1" "3" "1" +"StVincent" "UISV" "B3" 24 "T022" NA 15.1 "0" "2" "2" +"StVincent" "UISV" "B3" 25 "T311" NA 25.8 "3" "1" "1" +"StVincent" "UISV" "B3" 26 "T111" NA 23.2 "1" "1" "1" +"StVincent" "UISV" "B3" 27 "T000" NA 17.2 "0" "0" "0" +"StVincent" "UISV" "B4" 28 "T113" NA 20.4 "1" "1" "3" +"StVincent" "UISV" "B4" 29 "T111" NA 22.5 "1" "1" "1" +"StVincent" "UISV" "B4" 30 "T200" NA 22.2 "2" "0" "0" +"StVincent" "UISV" "B4" 31 "T311" NA 26.8 "3" "1" "1" +"StVincent" "UISV" "B4" 32 "T131" NA 23 "1" "3" "1" +"StVincent" "UISV" "B4" 33 "T002" NA 11.4 "0" "0" "2" +"StVincent" "UISV" "B4" 34 "T020" NA 19.5 "0" "2" "0" +"StVincent" "UISV" "B4" 35 "T222" NA 25.5 "2" "2" "2" +"StVincent" "UISV" "B4" 36 "T111" NA 19.8 "1" "1" "1" +"StVincent" "OOSV" "B1" 1 "T111" NA 16 "1" "1" "1" +"StVincent" "OOSV" "B1" 2 "T000" NA 12 "0" "0" "0" +"StVincent" "OOSV" "B1" 3 "T113" NA 21.1 "1" "1" "3" +"StVincent" "OOSV" "B1" 4 "T311" NA 22.1 "3" "1" "1" +"StVincent" "OOSV" "B1" 5 "T111" NA 20 "1" "1" "1" +"StVincent" "OOSV" "B1" 6 "T220" NA 23.2 "2" "2" "0" +"StVincent" "OOSV" "B1" 7 "T202" NA 20.6 "2" "0" "2" +"StVincent" "OOSV" "B1" 8 "T131" NA 12.8 "1" "3" "1" +"StVincent" "OOSV" "B1" 9 "T022" NA 9 "0" "2" "2" +"StVincent" "OOSV" "B2" 10 "T020" NA 12.3 "0" "2" "0" +"StVincent" "OOSV" "B2" 11 "T002" NA 11 "0" "0" "2" +"StVincent" "OOSV" "B2" 12 "T111" NA 17 "1" "1" "1" +"StVincent" "OOSV" "B2" 13 "T113" NA 24 "1" "1" "3" +"StVincent" "OOSV" "B2" 14 "T311" NA 28.5 "3" "1" "1" +"StVincent" "OOSV" "B2" 15 "T200" NA 25.7 "2" "0" "0" +"StVincent" "OOSV" "B2" 16 "T111" NA 13.1 "1" "1" "1" +"StVincent" "OOSV" "B2" 17 "T222" NA 16.3 "2" "2" "2" +"StVincent" "OOSV" "B2" 18 "T131" NA 15 "1" "3" "1" +"StVincent" "OOSV" "B3" 19 "T131" NA 13.1 "1" "3" "1" +"StVincent" "OOSV" "B3" 20 "T022" NA 10 "0" "2" "2" +"StVincent" "OOSV" "B3" 21 "T202" NA 14 "2" "0" "2" +"StVincent" "OOSV" "B3" 22 "T220" NA 18.8 "2" "2" "0" +"StVincent" "OOSV" "B3" 23 "T111" NA 14 "1" "1" "1" +"StVincent" "OOSV" "B3" 24 "T113" NA 11 "1" "1" "3" +"StVincent" "OOSV" "B3" 25 "T111" NA 18.1 "1" "1" "1" +"StVincent" "OOSV" "B3" 26 "T000" NA 12.1 "0" "0" "0" +"StVincent" "OOSV" "B3" 27 "T311" NA 28 "3" "1" "1" +"StVincent" "OOSV" "B4" 28 "T311" NA 20.6 "3" "1" "1" +"StVincent" "OOSV" "B4" 29 "T113" NA 10.1 "1" "1" "3" +"StVincent" "OOSV" "B4" 30 "T200" NA 19.2 "2" "0" "0" +"StVincent" "OOSV" "B4" 31 "T002" NA 7.6 "0" "0" "2" +"StVincent" "OOSV" "B4" 32 "T020" NA 8.2 "0" "2" "0" +"StVincent" "OOSV" "B4" 33 "T222" NA 23.1 "2" "2" "2" +"StVincent" "OOSV" "B4" 34 "T111" NA 15.8 "1" "1" "1" +"StVincent" "OOSV" "B4" 35 "T111" NA 18.6 "1" "1" "1" +"StVincent" "OOSV" "B4" 36 "T113" NA 20 "1" "1" "3" +"StVincent" "OTSV" "B1" 1 "T022" NA 12.2 "0" "2" "2" +"StVincent" "OTSV" "B1" 2 "T113" NA 19.8 "1" "1" "3" +"StVincent" "OTSV" "B1" 3 "T131" NA 19.9 "1" "3" "1" +"StVincent" "OTSV" "B1" 4 "T311" NA 25.3 "3" "1" "1" +"StVincent" "OTSV" "B1" 5 "T111" NA 19 "1" "1" "1" +"StVincent" "OTSV" "B1" 6 "T111" NA 20.5 "1" "1" "1" +"StVincent" "OTSV" "B1" 7 "T000" NA 7.8 "0" "0" "0" +"StVincent" "OTSV" "B1" 8 "T202" NA 17.8 "2" "0" "2" +"StVincent" "OTSV" "B1" 9 "T220" NA 19.7 "2" "2" "0" +"StVincent" "OTSV" "B2" 10 "T020" NA 13.1 "0" "2" "0" +"StVincent" "OTSV" "B2" 11 "T311" NA 22.4 "3" "1" "1" +"StVincent" "OTSV" "B2" 12 "T113" NA 23.2 "1" "1" "3" +"StVincent" "OTSV" "B2" 13 "T111" NA 17.8 "1" "1" "1" +"StVincent" "OTSV" "B2" 14 "T200" NA 20 "2" "0" "0" +"StVincent" "OTSV" "B2" 15 "T002" NA 20 "0" "0" "2" +"StVincent" "OTSV" "B2" 16 "T131" NA 15.6 "1" "3" "1" +"StVincent" "OTSV" "B2" 17 "T222" NA 15.7 "2" "2" "2" +"StVincent" "OTSV" "B2" 18 "T111" NA 29.1 "1" "1" "1" +"StVincent" "OTSV" "B3" 19 "T311" NA 13.1 "3" "1" "1" +"StVincent" "OTSV" "B3" 20 "T022" NA 20.4 "0" "2" "2" +"StVincent" "OTSV" "B3" 21 "T111" NA 10.8 "1" "1" "1" +"StVincent" "OTSV" "B3" 22 "T000" NA 18.4 "0" "0" "0" +"StVincent" "OTSV" "B3" 23 "T220" NA 14 "2" "2" "0" +"StVincent" "OTSV" "B3" 24 "T131" NA 14.2 "1" "3" "1" +"StVincent" "OTSV" "B3" 25 "T111" NA 14.1 "1" "1" "1" +"StVincent" "OTSV" "B3" 26 "T113" NA 18.4 "1" "1" "3" +"StVincent" "OTSV" "B3" 27 "T202" NA 20.5 "2" "0" "2" +"StVincent" "OTSV" "B4" 28 "T113" NA 13 "1" "1" "3" +"StVincent" "OTSV" "B4" 29 "T020" NA 8.4 "0" "2" "0" +"StVincent" "OTSV" "B4" 30 "T002" NA 10 "0" "0" "2" +"StVincent" "OTSV" "B4" 31 "T311" NA 14.1 "3" "1" "1" +"StVincent" "OTSV" "B4" 32 "T200" NA 18.1 "2" "0" "0" +"StVincent" "OTSV" "B4" 33 "T222" NA 22.2 "2" "2" "2" +"StVincent" "OTSV" "B4" 34 "T131" NA 14.2 "1" "3" "1" +"StVincent" "OTSV" "B4" 35 "T111" NA 12.1 "1" "1" "1" +"StVincent" "OTSV" "B4" 36 "T111" NA 13 "1" "1" "1" +"StVincent" "LPSV" "B1" 1 "T311" NA 14.2 "3" "1" "1" +"StVincent" "LPSV" "B1" 2 "T111" NA 8.2 "1" "1" "1" +"StVincent" "LPSV" "B1" 3 "T220" NA 3.5 "2" "2" "0" +"StVincent" "LPSV" "B1" 4 "T022" NA 7.2 "0" "2" "2" +"StVincent" "LPSV" "B1" 5 "T131" NA 9.2 "1" "3" "1" +"StVincent" "LPSV" "B1" 6 "T202" NA 8.5 "2" "0" "2" +"StVincent" "LPSV" "B1" 7 "T111" NA 6.7 "1" "1" "1" +"StVincent" "LPSV" "B1" 8 "T000" NA 7.5 "0" "0" "0" +"StVincent" "LPSV" "B1" 9 "T113" NA 14.2 "1" "1" "3" +"StVincent" "LPSV" "B2" 10 "T111" NA 4.5 "1" "1" "1" +"StVincent" "LPSV" "B2" 11 "T200" NA 8 "2" "0" "0" +"StVincent" "LPSV" "B2" 12 "T222" NA 5.5 "2" "2" "2" +"StVincent" "LPSV" "B2" 13 "T131" NA 9.1 "1" "3" "1" +"StVincent" "LPSV" "B2" 14 "T111" NA 7.2 "1" "1" "1" +"StVincent" "LPSV" "B2" 15 "T311" NA 8.7 "3" "1" "1" +"StVincent" "LPSV" "B2" 16 "T020" NA 6.1 "0" "2" "0" +"StVincent" "LPSV" "B2" 17 "T113" NA 16.3 "1" "1" "3" +"StVincent" "LPSV" "B2" 18 "T002" NA 15.2 "0" "0" "2" +"StVincent" "LPSV" "B3" 19 "T111" NA 7.1 "1" "1" "1" +"StVincent" "LPSV" "B3" 20 "T000" NA 6.1 "0" "0" "0" +"StVincent" "LPSV" "B3" 21 "T220" NA 16 "2" "2" "0" +"StVincent" "LPSV" "B3" 22 "T202" NA 16.8 "2" "0" "2" +"StVincent" "LPSV" "B3" 23 "T131" NA 13.5 "1" "3" "1" +"StVincent" "LPSV" "B3" 24 "T022" NA 8.8 "0" "2" "2" +"StVincent" "LPSV" "B3" 25 "T111" NA 18.2 "1" "1" "1" +"StVincent" "LPSV" "B3" 26 "T311" NA 13.5 "3" "1" "1" +"StVincent" "LPSV" "B3" 27 "T113" NA 15.9 "1" "1" "3" +"StVincent" "LPSV" "B4" 28 "T111" NA 17.5 "1" "1" "1" +"StVincent" "LPSV" "B4" 29 "T113" NA 11 "1" "1" "3" +"StVincent" "LPSV" "B4" 30 "T131" NA 11.4 "1" "3" "1" +"StVincent" "LPSV" "B4" 31 "T111" NA 14.9 "1" "1" "1" +"StVincent" "LPSV" "B4" 32 "T200" NA 24.5 "2" "0" "0" +"StVincent" "LPSV" "B4" 33 "T002" NA 9 "0" "0" "2" +"StVincent" "LPSV" "B4" 34 "T020" NA 7.1 "0" "2" "0" +"StVincent" "LPSV" "B4" 35 "T222" NA 12.9 "2" "2" "2" +"StVincent" "LPSV" "B4" 36 "T311" NA 6.8 "3" "1" "1" diff --git a/data/minnesota.barley.yield.txt b/data/minnesota.barley.yield.txt index 7f00aed1..9529d308 100644 --- a/data/minnesota.barley.yield.txt +++ b/data/minnesota.barley.yield.txt @@ -1,4 +1,4 @@ -site gen CI year yield +site gen_name gen year yield StPaul BlackHullless 596 1893 24.1 StPaul Horsford 507 1893 25 StPaul Bernard 881 1893 22.8 diff --git a/man/agridat.Rd b/man/agridat.Rd index 5d5cbd78..0c953340 100644 --- a/man/agridat.Rd +++ b/man/agridat.Rd @@ -207,7 +207,7 @@ name \tab gen \tab loc\tab reps\tab years \tab trt \link{ars.earlywhitecorn96} \tab 60 \tab 9 \tab \tab \tab \tab 6 traits \tab dotplot \cr \link{australia.soybean} \tab 58 \tab 4 \tab \tab 2 \tab \tab 4-way, 6 traits \tab biplot \cr \link{bachmaier.nitrogen} \tab \tab \tab 4 \tab \tab 2,11 \tab \tab quadratic lm\cr -\link{barrero.maize} \tab 847 \tab 16 \tab 4 \tab 11 \tab 6 \tab \tab asreml\cr +\link{barrero.maize} \tab 847 \tab 16 \tab 4 \tab 11 \tab 6 \tab \tab gain,asreml\cr \link{battese.survey} \tab \tab 12 \tab 1-5 \tab \tab 2 \tab \tab lmer \cr \link{beall.webworms} \tab \tab \tab 15 \tab \tab 2,2 \tab xy, split-block \tab glm poisson,nb\cr \link{beaven.barley} \tab 8 \tab \tab 20 \tab \tab \tab xy \tab \cr diff --git a/man/caribbean.maize.Rd b/man/caribbean.maize.Rd index 1da12325..0ad4b6f8 100644 --- a/man/caribbean.maize.Rd +++ b/man/caribbean.maize.Rd @@ -15,30 +15,41 @@ \item{\code{site}}{site} \item{\code{block}}{block} \item{\code{plot}}{plot, numeric} - \item{\code{trt}}{treatment factor} + \item{\code{trt}}{treatment factor combining N,P,K} \item{\code{ears}}{number of ears harvested} \item{\code{yield}}{yield in kilograms} + \item{\code{N}}{nitrogen fertilizer level} + \item{\code{P}}{phosphorous fertilizer level} + \item{\code{K}}{potassium fertilizer level} } } \details{ + Antigua is a coral island in the Caribbean with sufficient level land for experiments and a semi-arid climate, while St. Vincent is volcanic and level areas are uncommon, but the rainfall can be seasonally heavy. + There are 8-9 sites on each island. + Plots were 16 feet by 18 feet. A central area 12 feet by 12 feet was harvested and recorded. The number of ears harvested was only recorded on the isle of Antigua. + The actual amounts of N, P, and K are not given. Only 0, 1, 2, 3. + The digits of the treatment represent the levels of nitrogen, phosphorus, and potassium fertilizer, respectively. The TEAN site suffered damage from goats on plot 27, 35 and 36. + The LFAN site suffered damage from cattle on one boundary--plots 9, 18, 27, 36. - Electronic version of the data was retrieved from http://lib.stat.cmu.edu/datasets/Andrews/ + Electronic version of the data was retrieved from + http://lib.stat.cmu.edu/datasets/Andrews/ + https://www2.stat.duke.edu/courses/Spring01/sta114/data/andrews.html } \source{ @@ -46,9 +57,10 @@ Data: A Collection of Problems from Many Fields for the Student and Research Worker. Springer. + Table 58.1 and 58.2. } \references{ - Also in the DAAG package as data sets antigua, stVincent. + Also in the DAAG package as data sets antigua and stVincent. } \examples{ @@ -64,13 +76,9 @@ xyplot(yield~ears|site, dat, ylim=c(0,10), subset=isle=="Antigua", # Some locs show large response to nitrogen (as expected), e.g. UISV, OOSV dotplot(trt~yield|site, data=dat, main="caribbean.maize treatment response") -# The pattern is a bit hard to see, so we split the treatment factor -# into separate factors, and group sites by island -dat <- transform(dat, N=factor(substring(trt,2,2)), - P=factor(substring(trt,3,3)), - K=factor(substring(trt,4,4))) +# Show the strong N*site interaction with little benefit on Antiqua, but +# a strong response on St.Vincent. dat <- transform(dat, env=paste(substring(isle,1,1),site,sep="-")) -# Now we can see the strong N*site interaction bwplot(yield~N|env, dat, main="caribbean.maize", xlab="nitrogen") } diff --git a/man/john.alpha.Rd b/man/john.alpha.Rd index eb811b74..5e9f263a 100644 --- a/man/john.alpha.Rd +++ b/man/john.alpha.Rd @@ -23,10 +23,9 @@ \details{ - A spring oats trial grown in Craibstone, near Aberdeen. - There were 24 varieties in 3 replicates, each consisting - of 6 incomplete blocks of 4 plots. Planted in a resolvable - alpha design. + A spring oats trial grown in Craibstone, near Aberdeen. There were 24 + varieties in 3 replicates, each consisting of 6 incomplete blocks of 4 + plots. Planted in a resolvable alpha design. Caution: Note that the table on page 146 of John & Williams (1995) is NOT the physical layout. The plots were laid out in a single line. diff --git a/man/lin.superiority.Rd b/man/lin.superiority.Rd index 38d2ffdf..a0dab813 100644 --- a/man/lin.superiority.Rd +++ b/man/lin.superiority.Rd @@ -47,7 +47,6 @@ \dontrun{ library(agridat) - data(lin.superiority) dat <- lin.superiority diff --git a/man/lin.unbalanced.Rd b/man/lin.unbalanced.Rd index 909cfdea..da559eb6 100644 --- a/man/lin.unbalanced.Rd +++ b/man/lin.unbalanced.Rd @@ -20,8 +20,11 @@ \details{ Yield of six-row barley from the 1986 Eastern Cooperative trial - The named cultivars Bruce, Laurier, Leger are checks, while the other cultivars were tests. Cultivar names use the following codes. + The named cultivars Bruce, Laurier, Leger are checks, while the other + cultivars were tests. Cultivar names use the following codes: + "A" is for Atlantic-Quebec. "O" is for "Ontario". + "S" is second-year. "T" is third-year. } diff --git a/man/minnesota.barley.yield.Rd b/man/minnesota.barley.yield.Rd index 356fb334..7ddc5bfb 100644 --- a/man/minnesota.barley.yield.Rd +++ b/man/minnesota.barley.yield.Rd @@ -5,16 +5,19 @@ Multi-environment trial of barley in Minnesota at 6 sites in 1927-1936. } \description{ - This is an expanded version of the barley data that is often - used to illustrate dot plots. + These data come from barley breeding experiments conducted in + Minnesota during the years 1893-1942. + During the early years, the experiments were conducted only at StPaul. + By the late 1920s, the experiments had expanded to 6 sites across the + state. } \format{ A data frame with 647 observations on the following 4 variables. \describe{ \item{\code{site}}{site factor, 6 levels} - \item{\code{gen}}{genotype (variety) factor} - \item{\code{CI}}{cereal introduction cultivar ID factor} + \item{\code{gen_name}}{genotype name} + \item{\code{gen}}{genotype (CI cereal introduction ID)} \item{\code{year}}{year} \item{\code{yield}}{yield in bu/ac} } @@ -23,11 +26,15 @@ The \code{lattice} package contains a smaller version of this data for the years 1931 and 1932. - + + This is an expanded version of the barley data that is often + used to illustrate dot plots. + The following comments are in reference to the mentioned source documents. - Notes about Immer (1934). + + ----- Notes about Immer (1934) ----- The University Farm location is at Saint Paul. @@ -166,11 +173,13 @@ dat$yr <- factor(dat$year) # Drop Dryland, Jeans, CompCross, MechMixture because they have less than 5 # year-loc values -dat <- droplevels(subset(dat, !is.element(gen, c("CompCross","Dryland","Jeans","MechMixture")))) +dat <- subset(dat, !is.element(gen_name, c("CompCross","Dryland","Jeans","MechMixture"))) +dat <- subset(dat, year >= 1927 & year <= 1936) +dat <- droplevels(dat) # 1934 has huge swings from one loc to the next libs(lattice) -dotplot(gen~yield|site, dat, groups=yr, +dotplot(gen_name~yield|site, dat, groups=yr, main="minnesota.barley.yield", auto.key=list(columns=5), scales=list(y=list(cex=.5))) } diff --git a/man/perry.springwheat.Rd b/man/perry.springwheat.Rd index 7bbb609c..19a71093 100644 --- a/man/perry.springwheat.Rd +++ b/man/perry.springwheat.Rd @@ -55,7 +55,7 @@ xyplot(yield~yor|env, dat, type=c('p','r'), xlab="year of release", main="perry.springwheat") - # Show a table of sites*year + # Show the genetic trend for each testing location * year. # libs(latticeExtra) # useOuterStrips(xyplot(yield~yor|site*factor(year), dat, # type=c('p','r'))) diff --git a/vignettes/agridat_data.Rmd b/vignettes/agridat_data.Rmd index 29018a73..83eb9eb2 100644 --- a/vignettes/agridat_data.Rmd +++ b/vignettes/agridat_data.Rmd @@ -709,6 +709,12 @@ The full datasets for the GRACE studies A-E are available here: https://www.cadi CC license. +### Volpato et al (2024) +A retrospective analysis of historical data of multi-environment trials for dry bean ( Phaseolus vulgaris L.) in Michigan. +https://github.com/msudrybeanbreeding/DryBean_MultiEnvTrials +Full dataset and R code. + + ### Xavier, Alencar et al.. Genome-Wide Analysis of Grain Yield Stability and Environmental Interactions in a Multiparental Soybean Population. https://doi.org/10.1534/g3.117.300300 @@ -916,7 +922,14 @@ Data formatted for the analysis of the NAM package is available with the followi ### SoyURT https://github.com/mdkrause/SoyURT -Large historical data to study GxE and identify mega-environments with genetic and non-genetic factors. + +Large historical data of yield trials from Uniform Soybean Tests Northern States. +Years 1989-2019, 63 locations, 4257 genotypes. +The package also contains soils and weather data for the trial locations. + +Note: The USDA published papers with results from: +National Cotton Variety Tests, Uniform Soybean Tests Northern States, and Uniform Soybean Tests Southern States here: +https://www.ars.usda.gov/southeast-area/stoneville-ms/crop-genetics-research/docs/ ### spdep diff --git a/vignettes/agridat_uniformity_data.Rmd b/vignettes/agridat_uniformity_data.Rmd index cc3699e9..4459c6a1 100644 --- a/vignettes/agridat_uniformity_data.Rmd +++ b/vignettes/agridat_uniformity_data.Rmd @@ -2782,6 +2782,7 @@ Zuhlke, Thomas A. and Gritton, E.T. (1969). Optimum Plot Size and Shape Estimates for Pea Yield Trials. Agron. J., 61: 905-908. https://doi.org/10.2134/agronj1969.00021962006100060023x Reviewed. No data. +This paper is based on his thesis at W Wisconsin. Zuhlke, Thomas A. and Gritton, E.T. (1970).