corregp
library(corregp)
data(HairEye)
head(HairEye)
## Hair Eye Sex
## 1 Black Brown_E Male
## 2 Black Brown_E Male
## 3 Black Brown_E Male
## 4 Black Brown_E Male
## 5 Black Brown_E Male
## 6 Black Brown_E Male
haireye.crg <- corregp(Eye ~ Hair * Sex, data = HairEye, b = 3000)
agplot(haireye.crg, axes = 1:2, xsub = c("Hair", "Sex"))
plotag(haireye.crg, axes = 1:2, xsub = c("Hair", "Sex"))
data(HairEye)
haireye.crg <- corregp(Eye ~ Hair * Sex, data = HairEye, b = 3000)
data(AVT)
head(AVT)
## Variant Variable Variety Speaker Language Language2 Genre
## 1 akkoord.gaan 1 Standard actor intra.be intra.be news
## 2 akkoord.gaan 1 Standard voiceover inter<EN inter<EN news
## 3 akkoord.gaan 1 Standard actor intra.be intra.be news
## 4 akkoord.gaan 1 Standard voiceover inter<EN inter<EN news
## 5 akkoord.gaan 1 Standard actor intra.be intra.be news
## 6 akkoord.gaan 1 Standard voiceover intra.be intra.be news
# The execution of corregp may be slow, due to bootstrapping:
avt.crg <- corregp(Variant ~ Speaker * Language * Genre, data = AVT,
part = "Variable", b = 3000)
avt.crg
## Correspondence regression of Variant ~ Speaker * Language * Genre in AVT
## Conditioning factor(s): Variable
##
## Eigenvalues: 253.0671 48.64343
##
## Y (Variant):
## 1 2
## akkoord.gaan -0.281511485 -0.084261507
## akkoord.zijn 0.692951349 0.207412940
## beginnen.inf 0.701578399 -0.212886974
## beginnen.te.inf -0.337797007 0.102501136
## bekomen 0.746190148 -0.270901966
## beroep.doen.op 1.831937420 0.310849843
## een.beroep.doen.op -0.354568533 -0.060164486
## een.van.de -0.024059932 0.205609216
## één.van.de 0.017097647 -0.146111543
## geraken 0.677874742 -0.012996888
## op.het.eerste.gezicht 0.039232678 -0.092134788
## op.het.eerste.zicht -0.251089142 0.589662644
## proberen.inf 2.198499414 0.587377714
## proberen.te.inf -0.018790593 -0.005020322
## pv.inf.vd -0.047955044 0.025702831
## pv.vd.inf 1.221162801 0.064998596
## raken -0.167047704 0.003202805
## te.veel -0.009299944 0.010609050
## ten(minste)_fout -0.096733737 -0.040001409
## ten(minste)_goed 0.016122289 0.006666901
## teveel 0.143484845 -0.163682480
## van.zodra 2.066796480 0.218739625
## vd.pv.inf -0.380975024 -0.033008505
## verkrijgen -0.497460099 0.180601311
## zodra -0.082671859 -0.008749585
## zo.n.mv 0.763824511 0.159655925
## zulke.mv -0.048849242 -0.010210553
##
## X:
## Speaker:
## 1 2
## actor 0.5697727 0.10676523
## voiceover -0.1033541 -0.01936672
##
## Language:
## 1 2
## inter<EN -0.1379907 0.04906801
## intra.be 0.2566208 -0.09184045
## intra.nl -0.2694903 0.13852067
##
## Genre:
## 1 2
## news -0.001066585 -0.002587662
## entertainment 0.029558312 0.071711984
##
## Speaker.Language:
## 1 2
## actor.inter<EN -0.37586066 0.71294500
## actor.intra.be 0.67180200 0.05912405
## actor.intra.nl -0.26949026 0.13852067
## voiceover.inter<EN -0.13400918 0.03795577
## voiceover.intra.be -0.01230334 -0.18962427
##
## Speaker.Genre:
## 1 2
## actor.news 0.57209122 0.10692408
## actor.entertainment -0.60340823 0.02638802
## voiceover.news -0.10924184 -0.02325642
## voiceover.entertainment 0.03511065 0.07210956
##
## Language.Genre:
## 1 2
## inter<EN.news -0.14757212 0.04777310
## inter<EN.entertainment 0.02955831 0.07171198
## intra.be.news 0.25662083 -0.09184045
## intra.nl.news -0.26949026 0.13852067
##
## Speaker.Language.Genre:
## 1 2
## actor.inter<EN.news -0.36916808 0.73313785
## actor.inter<EN.entertainment -0.60340823 0.02638802
## actor.intra.be.news 0.67180200 0.05912405
## actor.intra.nl.news -0.26949026 0.13852067
## voiceover.inter<EN.news -0.14376116 0.03598635
## voiceover.inter<EN.entertainment 0.03511065 0.07210956
## voiceover.intra.be.news -0.01230334 -0.18962427
summary(avt.crg, parm = "b", add_ci = TRUE)
## Summary of correspondence regression of Variant ~ Speaker * Language * Genre in AVT
## Conditioning factor(s): Variable
##
## Chi-squared: 325.5725
## Phi-squared: 0.09859858
## N: 3302
##
##
## Eigenvalues:
## Value:
## 1 2 3 4 5 6 TOTAL
## 253.0671 48.64343 13.79157873 5.8827556 3.794710 0.3929870 325.5725
## lower 170.8377 22.38215 -0.05268717 -0.0933593 -4.276263 -0.4475011
## upper 322.0023 75.43299 28.22859765 12.2763787 13.298859 1.2760799
##
## Percentage (%):
## 1 2 3 4 5 6
## 0.7772986 0.14940889 0.0423610029 0.0180689557 0.01165550 0.001207064
## lower 0.6710491 0.07331352 0.0006213744 -0.0002798595 -0.01264176 -0.001476141
## upper 0.8645669 0.23372859 0.0877261579 0.0385905866 0.04068749 0.004113635
## TOTAL
## 1
## lower
## upper
##
## Cumulative percentage (cum_%):
## 1 2 3 4 5 6 TOTAL
## 0.7772986 0.9267075 0.9690685 0.9871374 0.9987929 1.0000000 1
## lower 0.5531590 0.5774597 0.5668832 0.5533665 0.5551935 0.5503338
## upper 1.3486713 1.3568499 1.3569387 1.3465821 1.3535552 1.3619930
##
##
## Contributions:
##
## Y (Variant):
## Points to axes (Absolute contributions):
## 1 2 3 4
## akkoord.gaan 1.002090e-02 4.670724e-03 1.441952e-02 2.394680e-02
## akkoord.zijn 2.466682e-02 1.149717e-02 3.549420e-02 5.894596e-02
## beginnen.inf 5.056967e-02 2.422408e-02 1.875936e-02 1.861722e-01
## beginnen.te.inf 2.434836e-02 1.166345e-02 9.032284e-03 8.963845e-02
## bekomen 2.640247e-02 1.810429e-02 1.562749e-03 1.044392e-02
## beroep.doen.op 7.956772e-02 1.191869e-02 2.508585e-02 3.274857e-02
## een.beroep.doen.op 1.540020e-02 2.306842e-03 4.855325e-03 6.338433e-03
## een.van.de 1.269539e-03 4.823408e-01 5.668697e-03 4.326780e-02
## één.van.de 9.021694e-04 3.427646e-01 4.028331e-03 3.074729e-02
## geraken 2.505777e-01 4.792186e-04 2.706106e-01 1.929999e-02
## op.het.eerste.gezicht 1.946302e-04 5.584356e-03 1.284454e-02 1.275925e-02
## op.het.eerste.zicht 1.245633e-03 3.573988e-02 8.220509e-02 8.165919e-02
## proberen.inf 1.909928e-02 7.092686e-03 5.247355e-03 8.182316e-04
## proberen.te.inf 1.632417e-04 6.062125e-05 4.484918e-05 6.993432e-06
## pv.inf.vd 3.725777e-04 5.568287e-04 1.593416e-01 5.682289e-02
## pv.vd.inf 1.767798e-01 2.605584e-03 4.912804e-02 4.801391e-02
## raken 6.174950e-02 1.180932e-04 6.668617e-02 4.756068e-03
## te.veel 7.382080e-05 4.997842e-04 9.080052e-04 1.030341e-02
## ten(minste)_fout 5.916165e-04 5.263158e-04 2.681366e-04 1.958870e-04
## ten(minste)_goed 9.860275e-05 8.771929e-05 4.468944e-05 3.264783e-05
## teveel 1.138950e-03 7.710956e-03 1.400922e-02 1.589669e-01
## van.zodra 1.519156e-01 8.852649e-03 7.256168e-03 1.006553e-02
## vd.pv.inf 5.219138e-02 2.038304e-03 1.561852e-01 1.169116e-03
## verkrijgen 1.760165e-02 1.206952e-02 1.041833e-03 6.962611e-03
## zodra 6.076623e-03 3.541060e-04 2.902467e-04 4.026213e-04
## zo.n.mv 2.535971e-02 5.764194e-03 5.167704e-02 9.917294e-02
## zulke.mv 1.621842e-03 3.686403e-04 3.304927e-03 6.342455e-03
## TOTAL 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00
## 5 6
## akkoord.gaan 1.647379e-03 6.655572e-02
## akkoord.zijn 4.055087e-03 1.638295e-01
## beginnen.inf 4.061758e-02 1.406775e-03
## beginnen.te.inf 1.955661e-02 6.773363e-04
## bekomen 1.247850e-02 2.197878e-02
## beroep.doen.op 5.987625e-03 2.455476e-02
## een.beroep.doen.op 1.158895e-03 4.752534e-03
## een.van.de 3.410439e-03 2.191415e-03
## één.van.de 2.423551e-03 1.557280e-03
## geraken 3.827572e-04 2.609421e-01
## op.het.eerste.gezicht 4.204116e-03 9.817787e-03
## op.het.eerste.zicht 2.690634e-02 6.283384e-02
## proberen.inf 1.401126e-03 4.146843e-03
## proberen.te.inf 1.197544e-05 3.544310e-05
## pv.inf.vd 2.085275e-01 1.437099e-01
## pv.vd.inf 8.778974e-02 1.846010e-02
## raken 9.432232e-05 6.430358e-02
## te.veel 1.122614e-02 2.012093e-03
## ten(minste)_fout 5.973832e-06 9.779912e-05
## ten(minste)_goed 9.956387e-07 1.629985e-05
## teveel 1.732034e-01 3.104372e-02
## van.zodra 3.681843e-02 6.580844e-02
## vd.pv.inf 1.860313e-02 3.113314e-02
## verkrijgen 8.319000e-03 1.465252e-02
## zodra 1.472737e-03 2.632338e-03
## zo.n.mv 3.098788e-01 7.989213e-04
## zulke.mv 1.981783e-02 5.109381e-05
## TOTAL 1.000000e+00 1.000000e+00
##
## Axes to points (Squared correlations):
## 1 2 3 4
## akkoord.gaan 0.80883913 0.0724650110 0.063428532 0.0449312187
## akkoord.zijn 0.80883913 0.0724650110 0.063428532 0.0449312187
## beginnen.inf 0.82647431 0.0760983287 0.016708427 0.0707292615
## beginnen.te.inf 0.82647431 0.0760983287 0.016708427 0.0707292615
## bekomen 0.86760095 0.1143524066 0.002798613 0.0079778142
## beroep.doen.op 0.94593994 0.0272360171 0.016253009 0.0090503252
## een.beroep.doen.op 0.94593994 0.0272360171 0.016253009 0.0090503252
## een.van.de 0.01331421 0.9723256669 0.003239894 0.0105482220
## één.van.de 0.01331421 0.9723256669 0.003239894 0.0105482220
## geraken 0.94104121 0.0003459302 0.055384643 0.0016848780
## op.het.eerste.gezicht 0.08307184 0.4581473867 0.298772522 0.1265942163
## op.het.eerste.zicht 0.08307184 0.4581473867 0.298772522 0.1265942163
## proberen.inf 0.91845350 0.0655600677 0.013751778 0.0009146638
## proberen.te.inf 0.91845350 0.0655600677 0.013751778 0.0009146638
## pv.inf.vd 0.02693150 0.0077366656 0.627698845 0.0954799443
## pv.vd.inf 0.96908557 0.0027455095 0.014676996 0.0061184531
## raken 0.94104121 0.0003459302 0.055384643 0.0016848780
## te.veel 0.11711231 0.1524034801 0.078503764 0.3799705503
## ten(minste)_fout 0.83069988 0.1420491994 0.020518159 0.0063937348
## ten(minste)_goed 0.83069988 0.1420491994 0.020518159 0.0063937348
## teveel 0.11711231 0.1524034801 0.078503764 0.3799705503
## van.zodra 0.98072752 0.0109851973 0.002552888 0.0015105254
## vd.pv.inf 0.84933933 0.0063758770 0.138516217 0.0004422678
## verkrijgen 0.86760095 0.1143524066 0.002798613 0.0079778142
## zodra 0.98072752 0.0109851973 0.002552888 0.0015105254
## zo.n.mv 0.69982621 0.0305754674 0.077718066 0.0636186293
## zulke.mv 0.69982621 0.0305754674 0.077718066 0.0636186293
## 5 6 TOTAL
## akkoord.gaan 1.993848e-03 8.342256e-03 1
## akkoord.zijn 1.993848e-03 8.342256e-03 1
## beginnen.inf 9.953966e-03 3.570315e-05 1
## beginnen.te.inf 9.953966e-03 3.570315e-05 1
## bekomen 6.148663e-03 1.121558e-03 1
## beroep.doen.op 1.067393e-03 4.533199e-04 1
## een.beroep.doen.op 1.067393e-03 4.533199e-04 1
## een.van.de 5.363181e-04 3.568917e-05 1
## één.van.de 5.363181e-04 3.568917e-05 1
## geraken 2.155424e-05 1.521784e-03 1
## op.het.eerste.gezicht 2.690675e-02 6.507283e-03 1
## op.het.eerste.zicht 2.690675e-02 6.507283e-03 1
## proberen.inf 1.010323e-03 3.096708e-04 1
## proberen.te.inf 1.010323e-03 3.096708e-04 1
## pv.inf.vd 2.260216e-01 1.613143e-02 1
## pv.vd.inf 7.216325e-03 1.571470e-04 1
## raken 2.155424e-05 1.521784e-03 1
## te.veel 2.670529e-01 4.956948e-03 1
## ten(minste)_fout 1.257766e-04 2.132462e-04 1
## ten(minste)_goed 1.257766e-04 2.132462e-04 1
## teveel 2.670529e-01 4.956948e-03 1
## van.zodra 3.564135e-03 6.597360e-04 1
## vd.pv.inf 4.539537e-03 7.867703e-04 1
## verkrijgen 6.148663e-03 1.121558e-03 1
## zodra 3.564135e-03 6.597360e-04 1
## zo.n.mv 1.282274e-01 3.423675e-05 1
## zulke.mv 1.282274e-01 3.423675e-05 1
##
## X:
## Points to axes (Absolute contributions):
##
## Speaker:
## 1 2 3 4 5
## actor 0.6503926 0.11880740 0.0016540431 0.034683308 0.038842235
## voiceover 0.1179782 0.02155111 0.0003000357 0.006291391 0.007045801
## TOTAL 0.7683708 0.14035850 0.0019540788 0.040974698 0.045888036
## 6
## actor 0.0020771476
## voiceover 0.0003767849
## TOTAL 0.0024539325
##
## Language:
## 1 2 3 4 5
## inter<EN 0.159965943 0.105229122 0.010853407 0.058925921 0.021111213
## intra.be 0.301860417 0.201141542 0.023057737 0.115839532 0.006613032
## intra.nl 0.004591668 0.006311389 0.008471897 0.009963778 0.965187185
## TOTAL 0.466418029 0.312682054 0.042383041 0.184729231 0.992911430
## 6
## inter<EN 6.218185e-05
## intra.be 1.854989e-04
## intra.nl 6.285349e-04
## TOTAL 8.762157e-04
##
## Genre:
## 1 2 3 4 5
## news 1.432641e-05 0.0004387053 0.02061561 0.01129616 6.221503e-10
## entertainment 3.970283e-04 0.0121578597 0.57132121 0.31305107 1.724168e-08
## TOTAL 4.113547e-04 0.0125965651 0.59193682 0.32434723 1.786383e-08
## 6
## news 0.002462575
## entertainment 0.068245439
## TOTAL 0.070708014
##
## Speaker.Language:
## 1 2 3 4
## actor.inter<EN 0.019538272 0.365726071 0.120934054 0.4511562105
## actor.intra.be 0.813227028 0.032769440 0.014880834 0.0008400833
## actor.intra.nl 0.004591668 0.006311389 0.008471897 0.0099637778
## voiceover.inter<EN 0.148384146 0.061927768 0.022511869 0.1100049383
## voiceover.intra.be 0.000421098 0.520398828 0.085904428 0.1710335594
## TOTAL 0.986162212 0.987133495 0.252703082 0.7429985693
## 5 6
## actor.inter<EN 0.0015557229 3.049003e-02
## actor.intra.be 0.0001653352 1.915751e-05
## actor.intra.nl 0.9651871851 6.285349e-04
## voiceover.inter<EN 0.0229858735 9.328318e-04
## voiceover.intra.be 0.0088430781 1.948894e-04
## TOTAL 0.9987371947 3.226545e-02
##
## Speaker.Genre:
## 1 2 3 4
## actor.news 0.6544032482 1.189262e-01 0.001102487 0.033616889
## actor.entertainment 0.0014387550 1.431494e-05 0.028510895 0.004767122
## voiceover.news 0.1264268048 2.980975e-02 0.020198267 0.001312342
## voiceover.entertainment 0.0005553247 1.218615e-02 0.600594418 0.323106860
## TOTAL 0.7828241327 1.609364e-01 0.650406067 0.362803213
## 5 6
## actor.news 3.870694e-02 3.819321e-06
## actor.entertainment 1.465632e-04 9.648195e-01
## voiceover.news 7.300727e-03 3.019944e-03
## voiceover.entertainment 1.602107e-06 2.903112e-02
## TOTAL 4.615583e-02 9.968744e-01
##
## Language.Genre:
## 1 2 3 4
## inter<EN.news 0.1730553561 0.094352797 0.082868583 0.013407940
## inter<EN.entertainment 0.0003970283 0.012157860 0.571321212 0.313051066
## intra.be.news 0.3018604171 0.201141542 0.023057737 0.115839532
## intra.nl.news 0.0045916682 0.006311389 0.008471897 0.009963778
## TOTAL 0.4799044697 0.313963588 0.685719429 0.452262315
## 5 6
## inter<EN.news 2.230909e-02 0.0049814038
## inter<EN.entertainment 1.724168e-08 0.0682454389
## intra.be.news 6.613032e-03 0.0001854989
## intra.nl.news 9.651872e-01 0.0006285349
## TOTAL 9.941093e-01 0.0740408765
##
## Speaker.Language.Genre:
## 1 2 3
## actor.inter<EN.news 0.0183101361 3.756869e-01 0.145764031
## actor.inter<EN.entertainment 0.0014387550 1.431494e-05 0.028510895
## actor.intra.be.news 0.8132270276 3.276944e-02 0.014880834
## actor.intra.nl.news 0.0045916682 6.311389e-03 0.008471897
## voiceover.inter<EN.news 0.1614559905 5.263301e-02 0.115873496
## voiceover.inter<EN.entertainment 0.0005553247 1.218615e-02 0.600594418
## voiceover.intra.be.news 0.0004210980 5.203988e-01 0.085904428
## TOTAL 1.0000000000 1.000000e+00 1.000000000
## 4 5 6
## actor.inter<EN.news 0.4484267164 1.439616e-03 7.583498e-05
## actor.inter<EN.entertainment 0.0047671225 1.465632e-04 9.648195e-01
## actor.intra.be.news 0.0008400833 1.653352e-04 1.915751e-05
## actor.intra.nl.news 0.0099637778 9.651872e-01 6.285349e-04
## voiceover.inter<EN.news 0.0418618811 2.421662e-02 5.230962e-03
## voiceover.inter<EN.entertainment 0.3231068596 1.602107e-06 2.903112e-02
## voiceover.intra.be.news 0.1710335594 8.843078e-03 1.948894e-04
## TOTAL 1.0000000000 1.000000e+00 1.000000e+00
##
## Axes to points (Squared correlations):
##
## Speaker:
## 1 2 3 4 5
## actor 0.9639569 0.03384652 0.0001336002 0.001194945 0.0008632353
## voiceover 0.9639569 0.03384652 0.0001336002 0.001194945 0.0008632353
## 6 TOTAL
## actor 4.780705e-06 1
## voiceover 4.780705e-06 1
##
## Language:
## 1 2 3 4 5 6
## inter<EN 0.8766672 0.11084899 0.003241542 0.007506868 0.0017348557 5.291921e-07
## intra.be 0.8760451 0.11220459 0.003646828 0.007814879 0.0002877821 8.359961e-07
## intra.nl 0.2189431 0.05784612 0.022015054 0.011044091 0.6901050983 4.654067e-05
## TOTAL
## inter<EN 1
## intra.be 1
## intra.nl 1
##
## Genre:
## 1 2 3 4 5
## news 0.009624281 0.05664903 0.7547542 0.1764035 6.267138e-09
## entertainment 0.009624281 0.05664903 0.7547542 0.1764035 6.267138e-09
## 6 TOTAL
## news 0.002568993 1
## entertainment 0.002568993 1
##
## Speaker.Language:
## 1 2 3 4
## actor.inter<EN 0.182625719 0.657083048 0.0616031264 9.802749e-02
## actor.intra.be 0.991306481 0.007678099 0.0009885571 2.380475e-05
## actor.intra.nl 0.218943093 0.057846123 0.0220150544 1.104409e-02
## voiceover.inter<EN 0.902482534 0.072397786 0.0074617587 1.555280e-02
## voiceover.intra.be 0.003854791 0.915677399 0.0428559906 3.639520e-02
## 5 6 TOTAL
## actor.inter<EN 2.180474e-04 4.425641e-04 1
## actor.intra.be 3.022068e-06 3.626416e-08 1
## actor.intra.nl 6.901051e-01 4.654067e-05 1
## voiceover.inter<EN 2.096309e-03 8.810431e-06 1
## voiceover.intra.be 1.213847e-03 2.770437e-06 1
##
## Speaker.Genre:
## 1 2 3 4
## actor.news 0.96422285 0.0336820026 8.852866e-05 0.0011514224
## actor.entertainment 0.31232716 0.0005973117 3.372967e-01 0.0240560550
## voiceover.news 0.94771202 0.0429520748 8.251439e-03 0.0002286807
## voiceover.entertainment 0.01285929 0.0542406493 7.579309e-01 0.1739247121
## 5 6 TOTAL
## actor.news 8.551922e-04 8.738977e-09 1
## actor.entertainment 4.770796e-04 3.252457e-01 1
## voiceover.news 8.206279e-04 3.515431e-05 1
## voiceover.entertainment 5.562942e-07 1.043942e-03 1
##
## Language.Genre:
## 1 2 3 4
## inter<EN.news 0.881309934 0.09236064 0.022999155 0.001587270
## inter<EN.entertainment 0.009624281 0.05664903 0.754754188 0.176403497
## intra.be.news 0.876045086 0.11220459 0.003646828 0.007814879
## intra.nl.news 0.218943093 0.05784612 0.022015054 0.011044091
## 5 6 TOTAL
## inter<EN.news 1.703603e-03 3.939471e-05 1
## inter<EN.entertainment 6.267138e-09 2.568993e-03 1
## intra.be.news 2.877821e-04 8.359961e-07 1
## intra.nl.news 6.901051e-01 4.654067e-05 1
##
## Speaker.Language.Genre:
## 1 2 3
## actor.inter<EN.news 0.168117753 0.6630351912 0.0729374757
## actor.inter<EN.entertainment 0.312327163 0.0005973117 0.3372967256
## actor.intra.be.news 0.991306481 0.0076780990 0.0009885571
## actor.intra.nl.news 0.218943093 0.0578461231 0.0220150544
## voiceover.inter<EN.news 0.900820836 0.0564457168 0.0352327647
## voiceover.inter<EN.entertainment 0.012859287 0.0542406493 0.7579308532
## voiceover.intra.be.news 0.003854791 0.9156773986 0.0428559906
## 4 5 6 TOTAL
## actor.inter<EN.news 9.571030e-02 1.982036e-04 1.081270e-06 1
## actor.inter<EN.entertainment 2.405605e-02 4.770796e-04 3.252457e-01 1
## actor.intra.be.news 2.380475e-05 3.022068e-06 3.626416e-08 1
## actor.intra.nl.news 1.104409e-02 6.901051e-01 4.654067e-05 1
## voiceover.inter<EN.news 5.429354e-03 2.026006e-03 4.532192e-05 1
## voiceover.inter<EN.entertainment 1.739247e-01 5.562942e-07 1.043942e-03 1
## voiceover.intra.be.news 3.639520e-02 1.213847e-03 2.770437e-06 1
screeplot(avt.crg, add_ci = TRUE)
avt.col <- ifelse( xtabs(~ Variant + Variety, data = AVT)[, "Standard"] > 0,
"blue", "red")
plot(avt.crg, x_ell = TRUE, xsub = c("Speaker", "Language", "Genre"),
col_btm = avt.col, col_top = "black")
data(COMURE)
# The execution of corregp may be slow, due to bootstrapping:
comure.crg <- corregp(Variant ~ Register * Language, data = COMURE,
part = "Variable", b = 3000)
comure.crg
## Correspondence regression of Variant ~ Register * Language in COMURE
## Conditioning factor(s): Variable
##
## Eigenvalues: 519.4075 161.4094
##
## Y (Variant):
## 1 2
## akkoord.gaan 0.035809387 -0.06870879
## akkoord.zijn -0.439943896 0.84413657
## beginnen.inf -0.203652929 0.06546974
## beginnen.te.inf 0.101826464 -0.03273487
## bekomen 0.073166067 -0.36600157
## beroep.doen.op -0.538878807 0.93622269
## een.beroep.doen.op 0.067359851 -0.11702784
## een.van.de 0.507412986 0.07163241
## één.van.de -0.786163468 -0.11098411
## geraken -0.029337767 0.08594029
## op.het.eerste.gezicht 0.051904294 -0.03568444
## op.het.eerste.zicht -0.467138644 0.32115993
## proberen.inf -0.669033246 -0.08701428
## proberen.te.inf 0.077794563 0.01011794
## pv.inf.vd 0.183583315 -0.48182429
## pv.vd.inf -0.476874568 1.01211956
## raken 0.008791108 -0.02575214
## te.veel 0.075660545 -0.02227464
## ten(minste)_fout -0.110454117 0.13549200
## ten(minste)_goed 0.022276461 -0.02732612
## teveel -0.518497261 0.15264677
## van.zodra -0.512802657 0.68741298
## vd.pv.inf -0.072513862 0.31378986
## verkrijgen -0.034263134 0.17139586
## zo.n.mv -0.559164405 0.87109158
## zodra 0.041816526 -0.05605514
## zulke.mv 0.014586898 -0.02272413
##
## X:
## Register:
## 1 2
## Admin -0.09405741 -0.04866437
## Extern -0.40583930 -0.07583997
## Fiction 0.24368816 -0.07131568
## Instr -0.15322681 0.28279455
## Journal 0.33993095 0.05611382
## Non_fic 0.29852062 0.02350175
##
## Language:
## 1 2
## DU_orig -0.04145116 0.12545941
## DU<EN -0.06307605 -0.01756992
## DU<FR 0.11431128 -0.17591197
##
## Register.Language:
## 1 2
## Admin.DU_orig -0.26547197 0.291657463
## Admin.DU<EN -0.18445972 0.047708325
## Admin.DU<FR 0.15999578 -0.500230822
## Extern.DU_orig -0.36584436 0.054104701
## Extern.DU<EN -0.81160950 -0.196910846
## Extern.DU<FR -0.04909324 -0.102537476
## Fiction.DU<FR 0.24368816 -0.071315677
## Instr.DU_orig -0.25062682 0.313882051
## Instr.DU<FR 0.07566322 0.209738921
## Journal.DU_orig 0.22139424 0.053962272
## Journal.DU<EN 0.60516210 0.087672302
## Journal.DU<FR 0.12557036 0.007222807
## Non_fic.DU_orig 0.27907827 0.024210292
## Non_fic.DU<FR 0.37440850 0.020736149
summary(comure.crg, parm = "b", add_ci = TRUE)
## Summary of correspondence regression of Variant ~ Register * Language in COMURE
## Conditioning factor(s): Variable
##
## Chi-squared: 978.2978
## Phi-squared: 0.2600473
## N: 3762
##
##
## Eigenvalues:
## Value:
## 1 2 3 4 5 6 7
## 519.4075 161.4094 107.83660 73.98590 35.20152 27.033565 19.699540
## lower 434.4321 103.2506 68.83947 31.98757 14.30620 8.057576 1.914734
## upper 600.7224 216.6564 145.23013 117.70197 54.55225 46.441026 38.036370
## 8 9 10 11 12 13 TOTAL
## 12.799238 10.200833 7.532362 2.251864 0.8741437 0.06523689 978.2978
## lower 1.251122 -1.620442 -2.379405 -1.989768 -1.5435786 -0.77017829
## upper 24.523241 22.776874 18.356192 7.537327 4.1480270 1.66065314
##
## Percentage (%):
## 1 2 3 4 5 6
## 0.5309299 0.1649901 0.11022882 0.07562718 0.03598242 0.027633268
## lower 0.4654073 0.1136719 0.07369468 0.03587530 0.01519709 0.008683043
## upper 0.5952788 0.2131582 0.14534418 0.11682488 0.05528984 0.047074989
## 7 8 9 10 11
## 0.020136548 0.013083172 0.010427125 0.007699458 0.002301819
## lower 0.002429772 0.001279097 -0.001596283 -0.002367227 -0.002046580
## upper 0.038330862 0.025152636 0.023250882 0.018734019 0.007740232
## 12 13 TOTAL
## 0.0008935354 6.668408e-05 1
## lower -0.0015989671 -7.877552e-04
## upper 0.0042803486 1.698824e-03
##
## Cumulative percentage (cum_%):
## 1 2 3 4 5 6 7
## 0.5309299 0.6959200 0.8061488 0.881776 0.9177584 0.9453917 0.9655282
## lower 0.5826364 0.5676436 0.5740628 0.576397 0.5749882 0.5736546 0.5768392
## upper 1.2345086 1.2300221 1.2200436 1.224408 1.2409083 1.2346991 1.2331214
## 8 9 10 11 12 13 TOTAL
## 0.9786114 0.9890385 0.9967380 0.9990398 0.9999333 1.0000000 1
## lower 0.5802166 0.5784923 0.5740375 0.5720471 0.5686346 0.5748581
## upper 1.2336846 1.2369323 1.2241335 1.2254357 1.2372683 1.2367254
##
##
## Contributions:
##
## Y (Variant):
## Points to axes (Absolute contributions):
## 1 2 3 4
## akkoord.gaan 2.123166e-04 2.515325e-03 0.0007288661 2.713801e-04
## akkoord.zijn 2.608461e-03 3.090257e-02 0.0089546412 3.334099e-03
## beginnen.inf 1.197745e-03 3.983305e-04 0.0007931782 1.538434e-03
## beginnen.te.inf 5.988724e-04 1.991653e-04 0.0003965891 7.692169e-04
## bekomen 1.978848e-03 1.593449e-01 0.0435916837 2.124857e-01
## beroep.doen.op 1.565424e-02 1.520504e-01 0.0314426200 6.376565e-02
## een.beroep.doen.op 1.956780e-03 1.900630e-02 0.0039303275 7.970707e-03
## een.van.de 3.578921e-01 2.295236e-02 0.0059868911 3.783734e-06
## één.van.de 5.545023e-01 3.556139e-02 0.0092758270 5.862352e-06
## geraken 1.425097e-04 3.935167e-03 0.1512152787 1.091401e-02
## op.het.eerste.gezicht 1.400432e-04 2.130064e-04 0.0002054010 1.053454e-04
## op.het.eerste.zicht 1.260389e-03 1.917057e-03 0.0018486094 9.481087e-04
## proberen.inf 4.308808e-03 2.345428e-04 0.0091068860 6.000063e-03
## proberen.te.inf 5.010242e-04 2.727242e-05 0.0010589402 6.976818e-04
## pv.inf.vd 7.202465e-03 1.596509e-01 0.0521694246 2.408224e-02
## pv.vd.inf 1.444821e-02 2.094347e-01 0.0021024852 7.382338e-02
## raken 4.270324e-05 1.179179e-03 0.0453118954 3.270402e-03
## te.veel 2.567950e-03 7.162230e-04 0.0507425181 1.818286e-02
## ten(minste)_fout 1.127449e-03 5.459334e-03 0.0086881522 2.386892e-01
## ten(minste)_goed 2.273846e-04 1.101042e-03 0.0017522324 4.813901e-02
## teveel 1.759801e-02 4.908234e-03 0.3477354916 1.246061e-01
## van.zodra 9.619353e-03 5.562374e-02 0.0161073902 2.554891e-02
## vd.pv.inf 6.479087e-04 3.904172e-02 0.1113735472 8.590198e-05
## verkrijgen 9.266800e-04 7.462006e-02 0.0204136665 9.950551e-02
## zo.n.mv 1.805893e-03 1.410328e-02 0.0718788779 3.232963e-02
## zodra 7.844108e-04 4.535841e-03 0.0013134782 2.083387e-03
## zulke.mv 4.711025e-05 3.679115e-04 0.0018751012 8.433817e-04
## TOTAL 1.000000e+00 1.000000e+00 1.0000000000 1.000000e+00
## 5 6 7 8
## akkoord.gaan 3.639749e-06 1.029003e-02 0.0099946570 0.0020441945
## akkoord.zijn 4.471692e-05 1.264204e-01 0.1227915005 0.0251143893
## beginnen.inf 2.869645e-05 2.716898e-03 0.0017727632 0.0781077869
## beginnen.te.inf 1.434822e-05 1.358449e-03 0.0008863816 0.0390538935
## bekomen 3.748422e-02 1.423430e-04 0.0677747299 0.0478653693
## beroep.doen.op 2.231448e-02 1.769380e-04 0.0144132857 0.0328733229
## een.beroep.doen.op 2.789310e-03 2.211725e-05 0.0018016607 0.0041091654
## een.van.de 3.728682e-04 1.352661e-03 0.0003689326 0.0022715444
## één.van.de 5.777056e-04 2.095754e-03 0.0005716080 0.0035194315
## geraken 1.099687e-01 3.180410e-01 0.0936303086 0.0113480506
## op.het.eerste.gezicht 1.033538e-02 7.225549e-03 0.0034283741 0.0004778773
## op.het.eerste.zicht 9.301845e-02 6.502994e-02 0.0308553665 0.0043008954
## proberen.inf 2.020512e-01 4.217580e-05 0.1155044485 0.3252544967
## proberen.te.inf 2.349432e-02 4.904163e-06 0.0134307498 0.0378202903
## pv.inf.vd 2.969253e-04 4.211981e-02 0.0408743035 0.0058202099
## pv.vd.inf 2.710628e-02 2.395587e-02 0.0015061402 0.0258771744
## raken 3.295229e-02 9.530148e-02 0.0280564688 0.0034004611
## te.veel 1.299091e-02 1.936166e-03 0.0146830553 0.0005078377
## ten(minste)_fout 1.654629e-01 4.682139e-03 0.0861987794 0.1320269407
## ten(minste)_goed 3.337066e-02 9.442970e-04 0.0173846278 0.0266272822
## teveel 8.902595e-02 1.326843e-02 0.1006221139 0.0034801816
## van.zodra 8.796778e-02 2.328713e-01 0.0103350312 0.0457731803
## vd.pv.inf 1.985737e-02 2.532549e-02 0.0865077159 0.0466484720
## verkrijgen 1.755359e-02 6.665820e-05 0.0317384101 0.0224150022
## zo.n.mv 3.648842e-03 5.476805e-03 0.1013810924 0.0677622618
## zodra 7.173338e-03 1.898951e-02 0.0008427708 0.0037325769
## zulke.mv 9.518718e-05 1.428732e-04 0.0026447241 0.0017677112
## TOTAL 1.000000e+00 1.000000e+00 1.0000000000 1.0000000000
## 9 10 11 12
## akkoord.gaan 2.763428e-04 0.0010514291 1.912171e-03 1.430721e-02
## akkoord.zijn 3.395068e-03 0.0129175577 2.349239e-02 1.757743e-01
## beginnen.inf 4.092819e-01 0.0194779475 8.881834e-03 1.199838e-01
## beginnen.te.inf 2.046410e-01 0.0097389738 4.440917e-03 5.999189e-02
## bekomen 1.822868e-02 0.0055999523 3.318564e-03 9.440154e-03
## beroep.doen.op 6.855257e-05 0.2028758880 3.098998e-01 1.767941e-02
## een.beroep.doen.op 8.569072e-06 0.0253594860 3.873747e-02 2.209926e-03
## een.van.de 6.259146e-05 0.0009352395 2.092175e-06 2.330474e-06
## één.van.de 9.697647e-05 0.0014490192 3.241525e-06 3.610735e-06
## geraken 1.409885e-02 0.0104628345 1.882907e-02 8.978920e-03
## op.het.eerste.gezicht 1.353090e-03 0.0285455876 1.415196e-02 1.894831e-02
## op.het.eerste.zicht 1.217781e-02 0.2569102886 1.273677e-01 1.705348e-01
## proberen.inf 7.436413e-02 0.0272555058 4.944361e-03 1.200177e-02
## proberen.te.inf 8.646992e-03 0.0031692449 5.749257e-04 1.395554e-03
## pv.inf.vd 6.683038e-04 0.0489196677 5.817998e-02 5.446104e-06
## pv.vd.inf 6.884701e-02 0.1854789261 3.432821e-03 9.063991e-02
## raken 4.224743e-03 0.0031352048 5.642161e-03 2.690547e-03
## te.veel 1.677414e-04 0.0114795041 1.518978e-03 5.247509e-03
## ten(minste)_fout 1.051947e-01 0.0059402760 1.559883e-02 5.586322e-02
## ten(minste)_goed 2.121574e-02 0.0011980389 3.145983e-03 1.126653e-02
## teveel 1.149522e-03 0.0786683660 1.040946e-02 3.596087e-02
## van.zodra 4.177223e-03 0.0479896131 1.918267e-01 7.735700e-02
## vd.pv.inf 2.382918e-02 0.0003229753 1.294048e-01 4.807448e-02
## verkrijgen 8.536357e-03 0.0026224167 1.554059e-03 4.420755e-03
## zo.n.mv 1.456828e-02 0.0044662303 6.907004e-03 4.961925e-02
## zodra 3.406319e-04 0.0039133161 1.564252e-02 6.308082e-03
## zulke.mv 3.800420e-04 0.0001165104 1.801827e-04 1.294415e-03
## TOTAL 1.000000e+00 1.0000000000 1.000000e+00 1.000000e+00
## 13
## akkoord.gaan 1.758616e-03
## akkoord.zijn 2.160586e-02
## beginnen.inf 1.163144e-02
## beginnen.te.inf 5.815722e-03
## bekomen 3.151973e-02
## beroep.doen.op 1.102755e-02
## een.beroep.doen.op 1.378444e-03
## een.van.de 5.038960e-05
## één.van.de 7.807144e-05
## geraken 2.582402e-03
## op.het.eerste.gezicht 5.416742e-03
## op.het.eerste.zicht 4.875068e-02
## proberen.inf 1.108058e-01
## proberen.te.inf 1.288440e-02
## pv.inf.vd 4.292758e-03
## pv.vd.inf 3.474385e-02
## raken 7.738208e-04
## te.veel 6.217923e-03
## ten(minste)_fout 7.188437e-03
## ten(minste)_goed 1.449769e-03
## teveel 4.261106e-02
## van.zodra 4.207789e-03
## vd.pv.inf 2.261982e-03
## verkrijgen 1.476046e-02
## zo.n.mv 6.001862e-01
## zodra 3.431244e-04
## zulke.mv 1.565703e-02
## TOTAL 1.000000e+00
##
## Axes to points (Squared correlations):
## 1 2 3 4
## akkoord.gaan 0.096399508 0.354899715 0.068706303 1.755131e-02
## akkoord.zijn 0.096399508 0.354899715 0.068706303 1.755131e-02
## beginnen.inf 0.096568503 0.009980112 0.013276998 1.766814e-02
## beginnen.te.inf 0.096568503 0.009980112 0.013276998 1.766814e-02
## bekomen 0.020278207 0.507429866 0.092742489 3.101613e-01
## beroep.doen.op 0.182637290 0.551271532 0.076161264 1.059705e-01
## een.beroep.doen.op 0.182637290 0.551271532 0.076161264 1.059705e-01
## een.van.de 0.976650047 0.019464125 0.003391925 1.470782e-06
## één.van.de 0.976650047 0.019464125 0.003391925 1.470782e-06
## geraken 0.002273721 0.019510869 0.500894649 2.480379e-02
## op.het.eerste.gezicht 0.069442675 0.032822947 0.021145841 7.440819e-03
## op.het.eerste.zicht 0.069442675 0.032822947 0.021145841 7.440819e-03
## proberen.inf 0.122654280 0.002074762 0.053821204 2.432888e-02
## proberen.te.inf 0.122654280 0.002074762 0.053821204 2.432888e-02
## pv.inf.vd 0.094821822 0.653159525 0.142593967 4.516113e-02
## pv.vd.inf 0.146718137 0.660905119 0.004432622 1.067836e-01
## raken 0.002273721 0.019510869 0.500894649 2.480379e-02
## te.veel 0.145476526 0.012608843 0.596810277 1.467267e-01
## ten(minste)_fout 0.019134542 0.028792645 0.030613054 5.770253e-01
## ten(minste)_goed 0.019134542 0.028792645 0.030613054 5.770253e-01
## teveel 0.145476526 0.012608843 0.596810277 1.467267e-01
## van.zodra 0.174167440 0.312969412 0.060548615 6.589223e-02
## vd.pv.inf 0.014683591 0.274959047 0.524032819 2.773080e-04
## verkrijgen 0.020278207 0.507429866 0.092742489 3.101613e-01
## zo.n.mv 0.055903524 0.135671236 0.461962145 1.425570e-01
## zodra 0.174167440 0.312969412 0.060548615 6.589223e-02
## zulke.mv 0.055903524 0.135671236 0.461962145 1.425570e-01
## 5 6 7 8
## akkoord.gaan 0.0001119993 2.431658e-01 1.721102e-01 0.0228711985
## akkoord.zijn 0.0001119993 2.431658e-01 1.721102e-01 0.0228711985
## beginnen.inf 0.0001568023 1.140091e-02 5.420879e-03 0.1551820087
## beginnen.te.inf 0.0001568023 1.140091e-02 5.420879e-03 0.1551820087
## bekomen 0.0260326751 7.591864e-05 2.634103e-02 0.0120868861
## beroep.doen.op 0.0176440137 1.074419e-04 6.377762e-03 0.0094509820
## een.beroep.doen.op 0.0176440137 1.074419e-04 6.377762e-03 0.0094509820
## een.van.de 0.0000689597 1.921192e-04 3.818403e-05 0.0001527510
## één.van.de 0.0000689597 1.921192e-04 3.818403e-05 0.0001527510
## geraken 0.1189090638 2.641015e-01 5.665745e-02 0.0044615924
## op.het.eerste.gezicht 0.3473314464 1.864792e-01 6.447634e-02 0.0058392437
## op.het.eerste.zicht 0.3473314464 1.864792e-01 6.447634e-02 0.0058392437
## proberen.inf 0.3897984135 6.248618e-05 1.247016e-01 0.2281522364
## proberen.te.inf 0.3897984135 6.248618e-05 1.247016e-01 0.2281522364
## pv.inf.vd 0.0002649278 2.886082e-02 2.040917e-02 0.0018881725
## pv.vd.inf 0.0186548993 1.266126e-02 5.800735e-04 0.0064753390
## raken 0.1189090638 2.641015e-01 5.665745e-02 0.0044615924
## te.veel 0.0498768557 5.708788e-03 3.154791e-02 0.0007089361
## ten(minste)_fout 0.1903158698 4.135811e-03 5.548431e-02 0.0552153341
## ten(minste)_goed 0.1903158698 4.135811e-03 5.548431e-02 0.0552153341
## teveel 0.0498768557 5.708788e-03 3.154791e-02 0.0007089361
## van.zodra 0.1079438363 2.194483e-01 7.097096e-03 0.0204224592
## vd.pv.inf 0.0304995384 2.987249e-02 7.435688e-02 0.0260514421
## verkrijgen 0.0260326751 7.591864e-05 2.634103e-02 0.0120868861
## zo.n.mv 0.0076551792 8.824082e-03 1.190288e-01 0.0516905207
## zodra 0.1079438363 2.194483e-01 7.097096e-03 0.0204224592
## zulke.mv 0.0076551792 8.824082e-03 1.190288e-01 0.0516905207
## 9 10 11 12
## akkoord.gaan 2.464145e-03 6.922991e-03 3.764017e-03 1.093252e-02
## akkoord.zijn 2.464145e-03 6.922991e-03 3.764017e-03 1.093252e-02
## beginnen.inf 6.480688e-01 2.277389e-02 3.104615e-03 1.628052e-02
## beginnen.te.inf 6.480688e-01 2.277389e-02 3.104615e-03 1.628052e-02
## bekomen 3.668595e-03 8.321937e-04 1.474353e-04 1.628061e-04
## beroep.doen.op 1.570756e-05 3.432502e-02 1.567518e-02 3.471361e-04
## een.beroep.doen.op 1.570756e-05 3.432502e-02 1.567518e-02 3.471361e-04
## een.van.de 3.354512e-06 3.701116e-05 2.475249e-08 1.070301e-08
## één.van.de 3.354512e-06 3.701116e-05 2.475249e-08 1.070301e-08
## geraken 4.417778e-03 2.420834e-03 1.302434e-03 2.410968e-04
## op.het.eerste.gezicht 1.317706e-02 2.052704e-01 3.042391e-02 1.581282e-02
## op.het.eerste.zicht 1.317706e-02 2.052704e-01 3.042391e-02 1.581282e-02
## proberen.inf 4.157349e-02 1.125130e-02 6.101964e-04 5.749701e-04
## proberen.te.inf 4.157349e-02 1.125130e-02 6.101964e-04 5.749701e-04
## pv.inf.vd 1.727939e-04 9.339714e-03 3.320738e-03 1.206668e-07
## pv.vd.inf 1.373037e-02 2.731413e-02 1.511315e-04 1.549044e-03
## raken 4.417778e-03 2.420834e-03 1.302434e-03 2.410968e-04
## te.veel 1.866267e-04 9.430884e-03 3.730711e-04 5.003041e-04
## ten(minste)_fout 3.506247e-02 1.462012e-03 1.147750e-03 1.595592e-03
## ten(minste)_goed 3.506247e-02 1.462012e-03 1.147750e-03 1.595592e-03
## teveel 1.866267e-04 9.430884e-03 3.730711e-04 5.003041e-04
## van.zodra 1.485375e-03 1.260060e-02 1.505789e-02 2.357194e-03
## vd.pv.inf 1.060608e-02 1.061477e-04 1.271461e-02 1.833613e-03
## verkrijgen 3.668595e-03 8.321937e-04 1.474353e-04 1.628061e-04
## zo.n.mv 8.856919e-03 2.004985e-03 9.269809e-04 2.585068e-03
## zodra 1.485375e-03 1.260060e-02 1.505789e-02 2.357194e-03
## zulke.mv 8.856919e-03 2.004985e-03 9.269809e-04 2.585068e-03
## 13 TOTAL
## akkoord.gaan 1.002875e-04 1
## akkoord.zijn 1.002875e-04 1
## beginnen.inf 1.177850e-04 1
## beginnen.te.inf 1.177850e-04 1
## bekomen 4.056810e-05 1
## beroep.doen.op 1.615926e-05 1
## een.beroep.doen.op 1.615926e-05 1
## een.van.de 1.727081e-08 1
## één.van.de 1.727081e-08 1
## geraken 5.174896e-06 1
## op.het.eerste.gezicht 3.373553e-04 1
## op.het.eerste.zicht 3.373553e-04 1
## proberen.inf 3.961622e-04 1
## proberen.te.inf 3.961622e-04 1
## pv.inf.vd 7.098206e-06 1
## pv.vd.inf 4.431316e-05 1
## raken 5.174896e-06 1
## te.veel 4.424219e-05 1
## ten(minste)_fout 1.532289e-05 1
## ten(minste)_goed 1.532289e-05 1
## teveel 4.424219e-05 1
## van.zodra 9.568855e-06 1
## vd.pv.inf 6.438616e-06 1
## verkrijgen 4.056810e-05 1
## zo.n.mv 2.333555e-03 1
## zodra 9.568855e-06 1
## zulke.mv 2.333555e-03 1
##
## X:
## Points to axes (Absolute contributions):
##
## Register:
## 1 2 3 4 5
## Admin 0.016776990 0.014452056 8.945442e-02 0.0588552824 0.1161808914
## Extern 0.308540937 0.034672108 1.387496e-05 0.0052765401 0.1504576627
## Fiction 0.009146408 0.002520758 1.124238e-01 0.0607035031 0.0683860753
## Instr 0.009085677 0.099588512 3.143710e-02 0.3717891619 0.0002175864
## Journal 0.237376425 0.020814944 2.832443e-01 0.0003396149 0.0101431133
## Non_fic 0.078235754 0.001560401 1.621603e-01 0.0816592828 0.0009556930
## TOTAL 0.659162192 0.173608779 6.787338e-01 0.5786233852 0.3463410221
## 6 7 8 9 10
## Admin 0.1104174514 0.0218084664 0.049230921 1.477159e-01 0.023050158
## Extern 0.0257813867 0.0555500435 0.111559378 2.585326e-02 0.002535405
## Fiction 0.0254997032 0.0008681389 0.220882905 3.376478e-06 0.053807767
## Instr 0.0234330902 0.1969420173 0.006281664 2.364054e-02 0.017710281
## Journal 0.0004945978 0.0004950763 0.048655412 7.232841e-03 0.000636339
## Non_fic 0.0640612954 0.0600239303 0.062367386 3.151736e-01 0.014352701
## TOTAL 0.2496875247 0.3356876727 0.498977666 5.196195e-01 0.112092651
## 11 12 13
## Admin 0.0175112419 0.0697182369 0.002999125
## Extern 0.0004873536 0.0203468744 0.000286157
## Fiction 0.3042427228 0.1181710638 0.002078500
## Instr 0.0046244350 0.0784928922 0.083328021
## Journal 0.1039631853 0.0006500563 0.002328363
## Non_fic 0.0030026772 0.0333888821 0.001846026
## TOTAL 0.4338316159 0.3207680057 0.092866192
##
## Language:
## 1 2 3 4 5
## DU_orig 0.005663292 0.16694806 2.131916e-02 4.517429e-06 0.0262439611
## DU<EN 0.007054729 0.00176145 3.817869e-02 9.959903e-02 0.0008407881
## DU<FR 0.028402977 0.21644913 1.102878e-05 7.976429e-02 0.0509308902
## TOTAL 0.041120998 0.38515864 5.950887e-02 1.793678e-01 0.0780156395
## 6 7 8 9 10
## DU_orig 0.006691519 0.000286033 0.0009743109 0.001358802 0.20873024
## DU<EN 0.064077724 0.029574681 0.0744542144 0.076498386 0.22265343
## DU<FR 0.016358335 0.031029485 0.0432689382 0.041786365 0.01860846
## TOTAL 0.087127578 0.060890199 0.1186974634 0.119643553 0.44999214
## 11 12 13
## DU_orig 6.547805e-04 0.04571360 6.033465e-02
## DU<EN 2.004982e-03 0.02865075 1.098346e-01
## DU<FR 7.978398e-05 0.17319411 9.876714e-06
## TOTAL 2.739546e-03 0.24755845 1.701791e-01
##
## Register.Language:
## 1 2 3 4
## Admin.DU_orig 0.0550877614 2.139653e-01 0.0686583823 0.0055519749
## Admin.DU<EN 0.0147393169 3.172795e-03 0.0038228449 0.3210864335
## Admin.DU<FR 0.0174466498 5.488015e-01 0.0716011780 0.0160964131
## Extern.DU_orig 0.0907041481 6.383866e-03 0.0003752024 0.0014695054
## Extern.DU<EN 0.3918722137 7.422819e-02 0.0553671519 0.0012448941
## Extern.DU<FR 0.0014477370 2.032315e-02 0.0428555672 0.0416604185
## Fiction.DU<FR 0.0091464082 2.520758e-03 0.1124237942 0.0607035031
## Instr.DU_orig 0.0170516320 8.606433e-02 0.0588636639 0.4037680283
## Instr.DU<FR 0.0006613216 1.635236e-02 0.0022472602 0.0201427257
## Journal.DU_orig 0.0424655661 8.118281e-03 0.2424780058 0.0041884416
## Journal.DU<EN 0.2728639441 1.842922e-02 0.0019384535 0.0005413679
## Journal.DU<FR 0.0069822252 7.433802e-05 0.1603312224 0.0004264606
## Non_fic.DU_orig 0.0544315161 1.318189e-03 0.1746881015 0.1203508593
## Non_fic.DU<FR 0.0250995597 2.477481e-04 0.0043491717 0.0027689740
## TOTAL 1.0000000000 1.000000e+00 1.0000000000 1.0000000000
## 5 6 7 8
## Admin.DU_orig 9.398350e-02 0.1127460993 0.1768363683 0.1030883301
## Admin.DU<EN 1.820298e-06 0.0169106733 0.0957569390 0.0322738810
## Admin.DU<FR 5.720798e-02 0.0082846433 0.0018226873 0.0287268798
## Extern.DU_orig 1.425458e-01 0.1628972422 0.0604604844 0.0195388691
## Extern.DU<EN 2.085763e-02 0.0530310717 0.0173747505 0.0002538976
## Extern.DU<FR 1.829223e-01 0.1401159846 0.0819233609 0.1810571541
## Fiction.DU<FR 6.838608e-02 0.0254997032 0.0008681389 0.2208829051
## Instr.DU_orig 8.847118e-03 0.0005274812 0.3311447287 0.0170185918
## Instr.DU<FR 2.930544e-02 0.0600114540 0.0048856379 0.1190583066
## Journal.DU_orig 1.832378e-01 0.0508396706 0.0001851369 0.0740638390
## Journal.DU<EN 7.283988e-03 0.0805925332 0.0078208166 0.0727485306
## Journal.DU<FR 7.350963e-02 0.0101527448 0.0330042260 0.0652475611
## Non_fic.DU_orig 1.845345e-02 0.0002805406 0.1444721893 0.0625953311
## Non_fic.DU<FR 1.134575e-01 0.2781101580 0.0434445354 0.0034459231
## TOTAL 1.000000e+00 1.0000000000 1.0000000000 1.0000000000
## 9 10 11 12 13
## Admin.DU_orig 1.842080e-02 0.021774321 1.914308e-02 0.0004585443 2.364217e-03
## Admin.DU<EN 4.226124e-02 0.045842100 2.138806e-01 0.1413410660 9.101682e-03
## Admin.DU<FR 1.101331e-01 0.005695868 4.303286e-08 0.0267812976 1.330285e-02
## Extern.DU_orig 4.677626e-02 0.144243688 2.059906e-02 0.0024032471 2.080354e-01
## Extern.DU<EN 1.609635e-02 0.043719168 5.187546e-02 0.1034454302 8.849663e-02
## Extern.DU<FR 1.500872e-01 0.011321340 1.241314e-03 0.0144600861 4.764978e-02
## Fiction.DU<FR 3.376478e-06 0.053807767 3.042427e-01 0.1181710638 2.078500e-03
## Instr.DU_orig 1.105778e-02 0.004666858 5.758076e-03 0.0084482136 9.303433e-03
## Instr.DU<FR 1.445198e-02 0.121313141 6.628248e-05 0.1382991366 4.572560e-01
## Journal.DU_orig 1.567948e-02 0.245164246 5.151321e-03 0.0087509183 6.004066e-05
## Journal.DU<EN 1.469156e-01 0.142761409 4.760656e-02 0.0678019433 2.982488e-02
## Journal.DU<FR 1.928392e-02 0.021943925 2.619851e-01 0.1711449651 1.147760e-01
## Non_fic.DU_orig 1.315408e-01 0.070504796 4.441216e-03 0.1200851464 3.466689e-04
## Non_fic.DU<FR 2.772921e-01 0.067241373 6.400914e-02 0.0784089415 1.740398e-02
## TOTAL 1.000000e+00 1.000000000 1.000000e+00 1.0000000000 1.000000e+00
##
## Axes to points (Squared correlations):
##
## Register:
## 1 2 3 4 5
## Admin 0.24923625 0.066718678 2.759033e-01 0.1245441564 0.1169728388
## Extern 0.91542806 0.031967767 8.546754e-06 0.0022299822 0.0302537270
## Fiction 0.16434503 0.014075303 4.193940e-01 0.1553676073 0.0832773356
## Instr 0.08315549 0.283245816 5.973571e-02 0.4846978360 0.0001349642
## Journal 0.77768889 0.021191621 1.926582e-01 0.0001584878 0.0022521262
## Non_fic 0.56816490 0.003521487 2.444959e-01 0.0844725144 0.0004703712
## 6 7 8 9 10
## Admin 0.0853748523 1.228769e-02 0.018022333 4.309749e-02 0.0049658551
## Extern 0.0039811887 6.250916e-03 0.008156303 1.506448e-03 0.0001090892
## Fiction 0.0238471338 5.916203e-04 0.097801151 1.191509e-06 0.0140208361
## Instr 0.0111624174 6.836280e-02 0.001416721 4.249309e-03 0.0023506178
## Journal 0.0000843365 6.151603e-05 0.003928035 4.653767e-04 0.0000302329
## Non_fic 0.0242136308 1.653261e-02 0.011160985 4.495172e-02 0.0015115611
## 11 12 13 TOTAL
## Admin 1.127841e-03 1.743083e-03 5.595988e-06 1
## Extern 6.268874e-06 1.015977e-04 1.066353e-07 1
## Fiction 2.370064e-02 3.573483e-03 4.690736e-06 1
## Instr 1.834958e-04 1.209034e-03 9.578769e-05 1
## Journal 1.476664e-03 3.584213e-06 9.580849e-07 1
## Non_fic 9.453915e-05 4.080803e-04 1.683805e-06 1
##
## Language:
## 1 2 3 4 5 6
## DU_orig 0.0841836 0.77118849 6.579403e-02 9.565125e-06 0.026438759 0.005177002
## DU<EN 0.1726303 0.01339454 1.939615e-01 3.471622e-01 0.001394365 0.081609138
## DU<FR 0.2470711 0.58510612 1.991791e-05 9.883424e-02 0.030025661 0.007406147
## 7 8 9 10 11
## DU_orig 0.0001612584 0.000356888 0.0003966816 0.044995269 4.219764e-05
## DU<EN 0.0274476105 0.044895395 0.0367634545 0.079011261 2.127066e-04
## DU<FR 0.0102371853 0.009274922 0.0071387168 0.002347424 3.008900e-06
## 12 13 TOTAL
## DU_orig 0.001143611 1.126446e-04 1
## DU<EN 0.001179905 3.375675e-04 1
## DU<FR 0.002535513 1.079085e-08 1
##
## Register.Language:
## 1 2 3 4 5
## Admin.DU_orig 0.34674610 0.4185240609 0.0897238662 0.0049778829 4.009232e-02
## Admin.DU<EN 0.20989053 0.0140403549 0.0113021252 0.6512956286 1.756754e-06
## Admin.DU<FR 0.08209171 0.8024595771 0.0699464018 0.0107884014 1.824303e-02
## Extern.DU_orig 0.77512548 0.0169531064 0.0006656844 0.0017887794 8.255671e-02
## Extern.DU<EN 0.90541263 0.0532956280 0.0265590304 0.0004097087 3.266030e-03
## Extern.DU<FR 0.02731534 0.1191594694 0.1678735116 0.1119647542 2.339035e-01
## Fiction.DU<FR 0.16434503 0.0140753028 0.4193939746 0.1553676073 8.327734e-02
## Instr.DU_orig 0.13377768 0.2098270709 0.0958788766 0.4512220849 4.704058e-03
## Instr.DU<FR 0.03367066 0.2587259492 0.0237547375 0.1460824010 1.011208e-01
## Journal.DU_orig 0.36381199 0.0216134850 0.4312909962 0.0051113224 1.063919e-01
## Journal.DU<EN 0.93726474 0.0196717800 0.0013823865 0.0002648801 1.695659e-03
## Journal.DU<FR 0.13728775 0.0004542235 0.6545065456 0.0011944215 9.795697e-02
## Non_fic.DU_orig 0.45221520 0.0034032444 0.3013117029 0.1424244809 1.039024e-02
## Non_fic.DU<FR 0.43877863 0.0013458922 0.0157849742 0.0068950748 1.344205e-01
## 6 7 8 9
## Admin.DU_orig 0.0369362714 4.221588e-02 1.598976e-02 2.277154e-03
## Admin.DU<EN 0.0125334734 5.171703e-02 1.132511e-02 1.181912e-02
## Admin.DU<FR 0.0020288790 3.252724e-04 3.330823e-03 1.017730e-02
## Extern.DU_orig 0.0724525485 1.959586e-02 4.114529e-03 7.850508e-03
## Extern.DU<EN 0.0063771635 1.522539e-03 1.445561e-05 7.303933e-04
## Extern.DU<FR 0.1375940725 5.862361e-02 8.417992e-02 5.561451e-02
## Fiction.DU<FR 0.0238471338 5.916203e-04 9.780115e-02 1.191509e-06
## Instr.DU_orig 0.0002153871 9.853338e-02 3.290161e-03 1.703778e-03
## Instr.DU<FR 0.1590260044 9.434264e-03 1.493738e-01 1.445086e-02
## Journal.DU_orig 0.0226692881 6.015627e-05 1.563587e-02 2.638147e-03
## Journal.DU<EN 0.0144080764 1.018864e-03 6.157667e-03 9.910859e-03
## Journal.DU<FR 0.0103900222 2.461248e-02 3.161390e-02 7.446645e-03
## Non_fic.DU_orig 0.0001213069 4.552257e-02 1.281482e-02 2.146261e-02
## Non_fic.DU<FR 0.2530412271 2.880463e-02 1.484434e-03 9.520161e-02
## 10 11 12 13 TOTAL
## Admin.DU_orig 0.0019875773 5.223988e-04 4.857495e-06 1.869084e-06 1
## Admin.DU<EN 0.0094667940 1.320446e-02 3.387337e-03 1.627879e-05 1
## Admin.DU<FR 0.0003886602 8.778521e-10 2.120769e-04 7.861708e-06 1
## Extern.DU_orig 0.0178757649 7.631786e-04 3.456351e-05 2.232889e-04 1
## Extern.DU<EN 0.0014648627 5.196345e-04 4.022425e-04 2.568111e-05 1
## Extern.DU<FR 0.0030976885 1.015389e-04 4.591583e-04 1.129179e-04 1
## Fiction.DU<FR 0.0140208361 2.370064e-02 3.573483e-03 4.690736e-06 1
## Instr.DU_orig 0.0005309642 1.958525e-04 1.115468e-04 9.167395e-06 1
## Instr.DU<FR 0.0895714754 1.463092e-05 1.185040e-02 2.924040e-03 1
## Journal.DU_orig 0.0304593178 1.913342e-04 1.261735e-04 6.460566e-08 1
## Journal.DU<EN 0.0071113148 7.089520e-04 3.919520e-04 1.286707e-05 1
## Journal.DU<FR 0.0062571302 2.233307e-02 5.663392e-03 2.834483e-04 1
## Non_fic.DU_orig 0.0084944708 1.599670e-04 1.679031e-03 3.617384e-07 1
## Non_fic.DU<FR 0.0170466440 4.851268e-03 2.306851e-03 3.821316e-05 1
screeplot(comure.crg, add_ci = TRUE)
anova(comure.crg, nf = 2)
## ANOVA Table
## (Type III Tests)
##
## X^2 Lower Upper
## Register 370.39591 300.75571 451.593
## Language 83.52679 51.94138 120.454
## Register.Language 226.89427 176.22382 295.213
comure.col <- ifelse( xtabs(~ Variant + Variety, data = COMURE)[, "Standard"] > 0,
"blue", "red")
plot(comure.crg, x_ell = TRUE, xsub = c("Register", "Language"),
col_btm = comure.col, col_top = "black")
