fast_mca: Multiple Correspondence Analysis
In svs: Tools for Semantic Vector Spaces
Description
Usage
Arguments
Value
References
Examples
Description
A fast procedure for computing multiple correspondence analysis.
Usage
1
Arguments
dat
Input data: has to be a data frame (with any number of columns).
nfac
Logical indicating whether the number of factors (i.e. the number of columns in dat) is a divisor for
the eigenvalues (principal inertias) and the coordinates.
Value
A list with components:
val
The eigenvalues or principal inertias, indicating how much each latent axis explains.
pos
The coordinates of all levels.
References
Greenacre, M. (2017) Correspondence analysis in practice, Third edition. Boca Raton: Chapman and Hall/CRC.
Examples
1
2
3
4
5
SndT_Fra <- read.table(system.file("extdata", "SndT_Fra.txt", package = "svs"),
header = TRUE, sep = "\t", quote = "\"", encoding = "UTF-8",
stringsAsFactors = FALSE)
mca.SndT_Fra <- fast_mca(SndT_Fra)
mca.SndT_Fra
Example output
$val
[1] 3.933236e+00 3.753609e+00 3.710180e+00 3.610003e+00 3.122601e+00
[6] 2.572831e+00 2.197942e+00 1.619033e+00 1.443295e+00 1.334808e+00
[11] 1.234966e+00 1.182324e+00 1.121285e+00 1.080197e+00 1.030055e+00
[16] 1.001183e+00 9.988175e-01 9.703901e-01 9.228960e-01 8.856549e-01
[21] 8.329348e-01 7.898047e-01 7.134526e-01 6.378067e-01 5.293840e-01
[26] 2.677587e-01 1.568123e-01 5.424783e-02 9.999843e-03 5.448975e-03
[31] 3.915857e-03 2.809365e-04 1.763971e-31 5.406003e-32
$pos
Dim1 Dim2 Dim3 Dim4 Dim5
aanvang -0.6019716 0.011765378 -1.616159463 -0.34048730 0.02476993
begin -0.6607086 -0.010530687 -2.316809661 -1.12995046 0.30385036
beginnen -0.4200115 0.192595475 0.133432243 1.15110296 -1.23989591
eerst -0.6186065 2.358198420 1.852938118 -1.66844911 0.39676460
gaan -0.4710974 0.140901353 0.201798098 1.93209709 -0.30215809
komen -0.5063792 -0.093366909 0.307105084 2.55815847 4.29661150
krijgen -0.5202169 -0.617834236 0.551222904 1.84066763 2.80345299
ontstaan -0.6538703 -2.309994436 0.497625636 -1.25052674 0.11776533
openen -0.6604165 -3.495068210 1.838678472 -1.42635244 0.12774226
oprichten -0.4717260 -0.053356220 0.118397276 1.58514837 -0.82289080
opstarten -0.4623660 -0.008641953 0.142900823 1.59179429 -0.96774034
opzetten -0.5637691 -1.788310504 1.033747643 0.07803223 -0.41748406
start -0.6331148 -0.002692211 -1.968844018 -0.71679764 0.12550406
starten -0.3867909 -0.026962016 0.243145408 1.17440805 -1.16932828
van start gaan -0.4627111 0.060573569 0.130748575 1.57749682 -0.69946518
vanaf 3.6002401 -0.039004089 -0.045175078 -0.21600774 0.09512000
worden -0.4755199 0.071623272 0.231708707 1.97304662 1.02820021
<U+00E0> partir de 3.5398959 -0.036563338 -0.041840381 -0.19440714 0.07296544
commencer -0.4444195 0.301763196 0.268756845 1.08497540 -1.23327972
d'abord -0.6222314 2.437311030 1.939391143 -1.74925911 0.44662559
d<U+00E9>but -0.6547951 -0.014532630 -2.204807966 -1.07499761 0.26605076
d<U+00E9>butant -0.4170353 0.135187852 0.179604056 1.28677054 -1.58876824
d<U+00E9>buter -0.4506165 0.123987075 -0.012426026 1.26043975 -1.04891970
d<U+00E9>marrer -0.4249504 0.001277188 0.230458304 1.49239283 -0.97083262
entamer -0.4484857 0.063644099 0.002082571 1.15789485 -1.25313733
entreprendre -0.4481699 0.159029052 0.166617210 1.59688755 -1.21640674
entrer -0.5083023 -0.086296171 0.296010176 2.61653664 4.55339659
lancer -0.4689305 -0.087904511 0.145515841 1.51621475 -0.42392750
lancer, se -0.4435856 0.041565772 0.231224251 1.41353385 -1.08222440
mettre, se -0.4667459 0.112216587 0.218201711 1.92202730 0.10103818
ouvrir -0.6523814 -3.329638122 1.726508585 -1.32441616 0.11258162
partir -0.4635823 0.136479540 0.115858303 1.73617788 -0.78500563
prendre cours -0.4641837 0.166871757 -0.233740134 0.94753797 -1.28663501
recommencer -0.4384623 0.179642488 0.165288679 1.46165616 -1.02501449
Dim6 Dim7 Dim8 Dim9
aanvang -0.29876965 0.32767463 0.3237335903 -1.5988848723
begin 0.04548735 -0.04466740 -0.0499520735 0.0551502339
beginnen -0.04923616 1.08513383 0.5337125381 0.3423308809
eerst 0.02075173 -0.11597029 -0.0001695377 -0.0173689386
gaan 5.58694011 -2.35427124 -0.1609868651 0.2791838326
komen -0.57756202 0.46354736 -0.0294934411 0.5263196009
krijgen 0.31532391 -0.30095792 -2.6257694825 -1.2221100480
ontstaan 0.05012675 0.05752762 -0.0117102157 -0.3932526512
openen 0.11005896 0.02339499 0.0608960444 0.1543363706
oprichten -3.42037757 -5.85360681 6.0774008108 -1.2593531002
opstarten -2.88739248 -4.77944031 1.4386909480 0.1470647490
opzetten -0.58170000 -1.55068647 3.3311555028 -5.4454974898
start 0.27871630 -0.76169995 0.2413581501 0.7011722706
starten -0.97756165 -0.55041691 -2.7487747931 -0.7003035671
van start gaan -2.03023213 -1.97698925 0.5409966927 1.9474795008
vanaf 0.01768762 -0.02186077 0.0186729381 0.0001674269
worden 0.85838048 1.20681343 1.8864743917 -7.2746251331
<U+00E0> partir de 0.01068341 -0.01054883 0.0050867362 0.0000337151
commencer -0.09830521 1.24376962 0.0306545061 0.5639607142
d'abord 0.02195585 -0.17619023 -0.0022374522 -0.0554762290
d<U+00E9>but 0.04604725 -0.02491172 -0.0275287851 -0.0122613468
d<U+00E9>butant -0.54260143 1.23194199 -1.6557028608 0.1466964085
d<U+00E9>buter -0.68125506 0.29547222 0.4666726830 1.4738206818
d<U+00E9>marrer -1.82958621 -1.91119317 -4.4200456412 -0.9807315147
entamer -0.81283808 0.28758258 0.1077389020 -1.8348986435
entreprendre 1.91331135 -1.52389559 1.7051718752 1.4718716228
entrer -0.38467190 0.70824059 -0.1377000578 0.0878473611
lancer -2.48361940 -3.86203982 2.1714978779 0.2735016420
lancer, se 0.90251509 0.80476347 1.4592711689 -4.7097326487
mettre, se 4.03849150 -1.11696796 0.5418856588 -0.7843771640
ouvrir 0.08785311 0.03208324 -0.0004897157 0.0249742624
partir 5.50439289 -2.67575060 -1.0417584938 0.9781339708
prendre cours -0.16414253 1.93482508 1.8050467122 -0.2279973082
recommencer 0.21901680 2.29920025 2.9523821055 -5.8650677834
Dim10 Dim11 Dim12 Dim13
aanvang 5.4423821312 0.9034137803 1.2672990933 -1.4087957504
begin -0.3591197506 -0.0841838164 -0.1560479763 -0.0498862364
beginnen -0.0615736242 -0.1382064457 -0.0816183079 -0.1393268260
eerst 0.0081591713 0.0147443173 0.0014328739 0.0006996807
gaan 0.2206572651 0.0072175638 0.1502295165 0.0049274202
komen 0.0403069748 -0.3195679846 0.3546350286 0.1373788886
krijgen -0.4003336248 1.3320964556 -4.4010322783 -5.4076036940
ontstaan 0.9138450081 -0.0326247650 -0.1220835152 0.7073265507
openen 0.0021698792 0.0278961869 -0.1445891486 0.0297764626
oprichten 3.0739268714 -6.2624527708 0.1529510668 6.9395333552
opstarten -0.2615011823 -0.3565227164 -1.3178955810 -1.7235034251
opzetten -5.6301320150 -0.6727777897 11.1003746148 -4.9104385542
start -0.1819659780 0.6057087760 1.4107806252 2.2614694690
starten -0.0271016881 -0.3909308546 0.3933447172 0.5333224169
van start gaan -0.3274185475 6.4881258523 0.9929304141 1.6207828682
vanaf 0.0015803214 0.0069330633 -0.0023787907 -0.0026213636
worden -1.4136978258 2.0456774902 -2.5800333312 1.9373270272
<U+00E0> partir de 0.0002454851 0.0007715837 -0.0002077811 -0.0001544182
commencer -0.3939009684 -0.7776794616 -0.1562833478 0.0448649408
d'abord 0.0387942846 0.0740578765 0.0149195633 -0.0039201963
d<U+00E9>but -0.0504768895 -0.0312160507 -0.0177974585 -0.0069322234
d<U+00E9>butant -0.3298085291 -1.9231100045 0.6968795527 1.0604397949
d<U+00E9>buter -0.0864547229 3.0209660531 0.4985322269 0.2240187944
d<U+00E9>marrer -0.5849440743 0.5421440898 -0.5649015324 -0.8739537862
entamer 3.0580290504 -0.0977083454 0.0445847198 0.8820584496
entreprendre -0.0611393309 -1.1487488192 -2.1979723072 -5.5073089834
entrer 0.0997285384 -0.1182599257 0.1942655155 0.0840298039
lancer -0.3826764221 -0.8966987600 0.0029515923 0.2510353810
lancer, se -3.1285484839 0.5645287002 3.8986448154 -1.4069871963
mettre, se -0.0938226379 0.6857957817 -2.3127856796 -1.2888806165
ouvrir 0.0064571570 0.0163375506 -0.0116210354 -0.0005482413
partir 0.7174898841 -0.4426537456 1.9835817761 2.0268478478
prendre cours 6.6900084653 0.6300415043 2.1542166818 -6.6752119202
recommencer -2.1372546947 2.6828030128 -6.6550518833 4.6853719534
Dim14 Dim15 Dim16 Dim17
aanvang -3.881719e-01 5.413889e-01 -2.977783e-01 2.974263e-01
begin 1.173504e-01 -1.007584e-01 -3.001619e-01 2.998071e-01
beginnen 1.293073e-02 1.526877e-02 7.438447e-02 -7.429654e-02
eerst -9.825663e-04 -6.244896e-04 -1.074835e-03 1.073565e-03
gaan -3.977652e-04 -1.879965e-01 -2.692870e-01 2.689686e-01
komen -2.907727e-01 -1.394075e-01 -1.588213e-01 1.586336e-01
krijgen 6.901093e+00 2.715070e+00 4.369683e+00 -4.364517e+00
ontstaan 2.562818e-01 -4.919117e+00 3.147149e+00 -3.143429e+00
openen -1.161882e-01 4.895895e-01 -3.611613e-01 3.607344e-01
oprichten 7.800356e+00 1.249804e+00 -8.398996e-01 8.389067e-01
opstarten -1.836491e+00 -2.171506e-01 2.347187e-01 -2.344412e-01
opzetten 2.313760e+00 -4.490383e-01 6.964782e-01 -6.956549e-01
start -1.787449e+00 3.152330e+00 4.437640e+00 -4.432394e+00
starten 1.712156e-02 7.543181e-03 -1.894265e-01 1.892026e-01
van start gaan 1.888870e+00 -5.864595e-01 -9.962591e-01 9.950814e-01
vanaf -4.415553e-04 -3.906611e-04 4.170010e-04 -4.165080e-04
worden -1.219869e+00 2.465104e-01 -2.984277e-01 2.980749e-01
<U+00E0> partir de -1.736426e-05 -5.827184e-06 2.466204e-07 2.463289e-07
commencer 1.361137e-01 1.004658e-01 4.625925e-01 4.620457e-01
d'abord -1.260024e-02 -9.227152e-03 -4.251136e-02 -4.246111e-02
d<U+00E9>but 1.781837e-03 -9.340577e-04 -1.156672e-03 -1.155304e-03
d<U+00E9>butant 3.607855e-01 8.682561e-01 -8.046518e+00 -8.037006e+00
d<U+00E9>buter 2.627671e-02 -3.295124e-01 -3.645335e-01 -3.641025e-01
d<U+00E9>marrer -3.074868e-01 3.880149e-01 4.581867e-01 4.576451e-01
entamer 2.968793e-01 -1.494498e+00 9.115966e-02 9.105189e-02
entreprendre -6.486432e+00 -5.095782e+00 -1.525973e+00 -1.524169e+00
entrer -2.114781e-01 -5.820768e-02 5.306537e-03 5.300264e-03
lancer 3.100413e-01 5.230224e-01 -3.104886e-02 -3.101215e-02
lancer, se 7.022348e-02 -5.548311e-01 3.992637e-02 3.987917e-02
mettre, se 2.578398e+00 2.709105e-02 -4.549856e-01 -4.544478e-01
ouvrir -8.154113e-03 2.508471e-03 -3.614941e-03 -3.610668e-03
partir -1.628299e+00 6.668757e-01 4.601731e-01 4.596291e-01
prendre cours -1.711110e+00 8.077975e+00 -8.131071e-02 -8.121459e-02
recommencer -5.940947e+00 4.124176e+00 -3.009064e-01 -3.005507e-01
Dim18 Dim19 Dim20 Dim21
aanvang -0.5254753327 -3.587972e-01 1.2520516567 1.0636930486
begin 0.0977967465 1.084700e-01 0.0443358414 -0.1309770902
beginnen -0.0148199606 1.195220e-02 0.1238251771 -0.0685053964
eerst 0.0006061333 -9.082110e-04 -0.0006218335 0.0012026664
gaan 0.1824704877 -3.676645e-04 -0.0043791902 0.1260934322
komen 0.1353097349 -2.687686e-01 -0.1220939693 0.2976588689
krijgen -2.6352632636 6.378856e+00 4.8059480317 -3.6939562773
ontstaan 4.7745245556 2.368878e-01 -0.6286286563 -0.1024694069
openen -0.4751985323 -1.073957e-01 -0.0264635021 -0.1213592538
oprichten -1.2130677098 7.210067e+00 -6.1674335911 0.1283777345
opstarten 0.2107676450 -1.697515e+00 1.5317446252 -1.1061606338
opzetten 0.4358392615 2.138667e+00 4.3640980072 9.3169729044
start -3.0596703216 -1.652184e+00 -2.0098560025 1.1841226369
starten -0.0073214568 1.582589e-02 -0.4739844051 0.3301494048
van start gaan 0.5692211244 1.745930e+00 -1.4404528653 0.8334048251
vanaf 0.0003791780 -4.081408e-04 0.0023297080 -0.0019966108
worden -0.2392644357 -1.127556e+00 -1.7217779889 -2.1655215678
<U+00E0> partir de -0.0000056559 1.605023e-05 -0.0001372375 0.0001743987
commencer 0.0975127525 -1.258133e-01 0.0398732204 0.1311746466
d'abord -0.0089559289 1.164672e-02 -0.0034840312 -0.0125225654
d<U+00E9>but -0.0009066020 -1.646997e-03 -0.0061609369 0.0149380939
d<U+00E9>butant 0.8427346043 -3.334832e-01 0.9424541504 -0.5849179091
d<U+00E9>buter -0.3198267121 -2.428823e-02 0.1990942282 -0.4184373421
d<U+00E9>marrer 0.3766096170 2.842179e-01 -0.7767167707 0.4741436622
entamer -1.4505685396 -2.744131e-01 0.7839197008 -0.0374216764
entreprendre -4.9459964247 5.995574e+00 -4.8945600060 1.8448430023
entrer -0.0564967292 1.954746e-01 0.0746805598 -0.1630545461
lancer 0.5076486828 -2.865791e-01 0.2231049210 -0.0024773854
lancer, se -0.5385224427 -6.490935e-02 -1.2504443242 -3.2722830868
mettre, se 0.0262947339 -2.383279e+00 -1.1454784064 1.9412102977
ouvrir 0.0024347368 7.537054e-03 -0.0004872434 0.0097539836
partir 0.6472735948 1.505078e+00 1.8013386291 -1.6648967537
prendre cours 7.8405309323 1.581623e+00 -5.9325208364 -1.8081172168
recommencer 4.0029498615 5.491369e+00 4.1640725526 5.5858419401
Dim22 Dim23 Dim24 Dim25
aanvang -0.7224686058 3.9788930563 1.062880e+00 -1.851166e-01
begin 0.0673225999 -0.2625503038 -3.666185e-02 2.856348e-02
beginnen 0.1105250112 -0.0450161087 -2.275690e-01 -3.051863e-01
eerst -0.0117911710 0.0059651214 1.154623e-02 9.694468e-05
gaan -0.0057719545 0.1613212080 -1.855912e-01 9.205514e-02
komen 0.2555615614 0.0294681884 -3.498780e-01 1.686487e-02
krijgen -1.0652902248 -0.2926815209 8.124139e-01 1.501461e+00
ontstaan 0.0260903353 0.6681066249 2.614199e-01 6.696108e-03
openen -0.0223088464 0.0015863857 -1.025972e-01 -3.482144e-02
oprichten 5.0081431356 2.2473295681 8.371717e-01 -3.475165e+00
opstarten 0.2851146125 -0.1911819518 -9.776325e-02 -8.226689e-01
opzetten 0.5380268072 -4.1161558744 3.619967e+00 -1.904814e+00
start -0.4843910781 -0.1330342392 -4.661136e-01 -1.380129e-01
starten 0.3126311284 -0.0198138823 4.655361e-01 1.571798e+00
van start gaan -5.1886160487 -0.2393737436 -1.294613e+00 -3.093515e-01
vanaf -0.0055444368 0.0011553635 -1.112993e-04 -1.067752e-02
worden -1.6359477756 -1.0335460332 4.835904e+00 -1.078719e+00
<U+00E0> partir de 0.0006170428 -0.0001794727 2.241256e-05 2.908686e-03
commencer -0.6219176735 0.2879786443 3.749004e-01 1.752879e-02
d'abord 0.0592247893 -0.0283622697 -3.687856e-02 -1.279415e-03
d<U+00E9>but -0.0249637731 0.0369033523 -8.150894e-03 -1.574145e-02
d<U+00E9>butant -1.5379293898 0.2411210449 9.751839e-02 -9.467602e-01
d<U+00E9>buter 2.4158953298 0.0632065313 9.797419e-01 2.668517e-01
d<U+00E9>marrer 0.4335577930 0.4276491175 -6.519543e-01 -2.527460e+00
entamer -0.0781382946 -2.2357067661 -1.219773e+00 6.160701e-02
entreprendre -0.9186653735 0.0446985995 9.784463e-01 9.750474e-01
entrer -0.0945735891 -0.0729109385 5.839770e-02 -7.873933e-02
lancer -0.7170985402 0.2797724456 1.818139e-01 1.241701e+00
lancer, se 0.4514589791 2.2872631026 -3.130857e+00 8.344371e-01
mettre, se 0.5484374194 0.0685931699 -5.214252e-01 3.098598e-01
ouvrir 0.0130652948 -0.0047207889 1.660197e-02 -2.800281e-04
partir -0.3539944170 -0.5245525670 6.502276e-01 -5.956959e-01
prendre cours 0.5038501927 -4.8910252142 -1.515642e-01 1.032158e+00
recommencer 2.1454631252 1.5625341366 -3.898882e+00 1.688224e+00
Dim26 Dim27 Dim28 Dim29
aanvang 0.114368507 -0.073759998 -0.003264809 -0.017920236
begin -0.015590294 0.011229879 -0.040049092 -0.059470586
beginnen 0.378745027 -0.012155381 0.163424872 0.060583866
eerst -0.040477193 0.005123169 -0.052295683 -0.087812386
gaan -0.821712952 1.379299039 0.039826042 0.101688481
komen 0.161792262 -0.142588021 -0.566316235 0.134638807
krijgen -0.105043554 0.077846899 -0.369510007 0.096876444
ontstaan 0.020078907 0.012375249 -0.015522097 -0.065816653
openen 0.008165572 0.027171262 -0.016837109 -0.075070561
oprichten -2.043088516 -0.844419914 0.108461382 0.083428172
opstarten -1.668171424 -0.712837008 0.127553322 0.083777955
opzetten -0.541237194 -0.143609602 0.055026619 0.004106926
start -0.265856671 0.068809245 -0.016542102 -0.037725880
starten -0.192112403 -0.241339592 0.154123684 0.061810440
van start gaan -0.690029952 -0.501221987 0.092193228 0.083025463
vanaf -0.007630081 0.004366705 -0.012537321 -0.011368735
worden 0.421214942 0.211916246 -0.135522253 0.103843701
<U+00E0> partir de 0.003681864 -0.002637510 0.009617233 0.010231870
commencer -0.434113789 0.024269506 -0.162552823 -0.057103496
d'abord 0.061495800 -0.005420442 0.058867627 0.092065508
d<U+00E9>but 0.008694954 -0.011368105 0.035066905 0.056578354
d<U+00E9>butant -0.429985582 0.133956981 -0.209408099 -0.067724206
d<U+00E9>buter -0.103128877 0.168187671 -0.138253193 -0.066338386
d<U+00E9>marrer 0.667065100 0.451686694 -0.127960900 -0.078546342
entamer -0.100375150 0.200672776 -0.165170161 -0.060941331
entreprendre 0.531886355 -0.472356684 -0.160328874 -0.084046019
entrer -0.247197711 0.094967472 0.600161876 -0.137711317
lancer 1.347970483 0.613153852 -0.055875898 -0.079800117
lancer, se -0.280887161 -0.222812161 -0.142642929 -0.074395904
mettre, se 0.389856117 -0.997019359 0.013317369 -0.101158496
ouvrir -0.011198037 -0.021689101 0.014838856 0.069705538
partir 0.933919120 -1.358919851 -0.103467915 -0.091377028
prendre cours -0.675313362 0.040523368 -0.169585334 -0.049870007
recommencer -0.802491485 -0.054070681 -0.135102359 -0.076928636
Dim30 Dim31 Dim32 Dim33
aanvang 6.193614e-02 3.800098e-04 0.005087507 1.288738e-17
begin 8.878718e-02 -3.401305e-04 0.005583917 1.288738e-17
beginnen -5.113529e-03 6.220639e-03 0.003549688 1.288738e-17
eerst -7.101021e-02 7.616742e-02 0.005228096 1.288738e-17
gaan -7.733516e-03 4.550971e-03 0.003981436 1.288738e-17
komen -1.176920e-02 -3.015657e-03 0.004279617 1.288738e-17
krijgen -2.112453e-02 -1.995542e-02 0.004396565 1.288738e-17
ontstaan -1.907052e-02 -7.461048e-02 0.005526124 1.288738e-17
openen -7.046374e-02 -1.128872e-01 0.005581449 1.288738e-17
oprichten -4.537343e-03 -1.723352e-03 0.003986748 1.288738e-17
opstarten -5.476393e-03 -2.791263e-04 0.003907643 1.288738e-17
opzetten -3.961635e-02 -5.776062e-02 0.004764643 1.288738e-17
start 7.545208e-02 -8.695569e-05 0.005350711 1.288738e-17
starten -9.318070e-03 -8.708458e-04 0.003268927 1.288738e-17
van start gaan -5.010682e-03 1.956465e-03 0.003910560 1.288738e-17
vanaf 1.731246e-03 -1.259793e-03 -0.030427095 1.288738e-17
worden -8.879781e-03 2.313359e-03 0.004018812 1.288738e-17
<U+00E0> partir de -1.603450e-03 1.180959e-03 0.029917102 -4.197988e-16
commencer 1.029958e-02 -9.746645e-03 -0.003755970 -4.197988e-16
d'abord 7.432335e-02 -7.872268e-02 -0.005258731 -4.197988e-16
d<U+00E9>but -8.449493e-02 4.693892e-04 -0.005533940 -4.197988e-16
d<U+00E9>butant 6.882973e-03 -4.366431e-03 -0.003524535 -4.197988e-16
d<U+00E9>buter -4.762030e-04 -4.004657e-03 -0.003808343 -4.197988e-16
d<U+00E9>marrer 8.831862e-03 -4.125187e-05 -0.003591429 -4.197988e-16
entamer 7.981044e-05 -2.055640e-03 -0.003790336 -4.197988e-16
entreprendre 6.385277e-03 -5.136477e-03 -0.003787667 -4.197988e-16
entrer 1.134401e-02 2.787279e-03 -0.004295870 -4.197988e-16
lancer 5.576609e-03 2.839227e-03 -0.003963123 -4.197988e-16
lancer, se 8.861215e-03 -1.342532e-03 -0.003748923 -4.197988e-16
mettre, se 8.362152e-03 -3.624482e-03 -0.003944660 -4.197988e-16
ouvrir 6.616505e-02 1.075439e-01 -0.005513541 -4.197988e-16
partir 4.440042e-03 -4.408151e-03 -0.003917923 -4.197988e-16
prendre cours -8.957631e-03 -5.389789e-03 -0.003923006 -4.197988e-16
recommencer 6.334364e-03 -5.802270e-03 -0.003705623 -4.197988e-16
Dim34
aanvang 2.323986e-16
begin 2.323986e-16
beginnen 2.323986e-16
eerst 2.323986e-16
gaan 2.323986e-16
komen 2.323986e-16
krijgen 2.323986e-16
ontstaan 2.323986e-16
openen 2.323986e-16
oprichten 2.323986e-16
opstarten 2.323986e-16
opzetten 2.323986e-16
start 2.323986e-16
starten 2.323986e-16
van start gaan 2.323986e-16
vanaf 2.323986e-16
worden 2.323986e-16
<U+00E0> partir de 7.134396e-18
commencer 7.134396e-18
d'abord 7.134396e-18
d<U+00E9>but 7.134396e-18
d<U+00E9>butant 7.134396e-18
d<U+00E9>buter 7.134396e-18
d<U+00E9>marrer 7.134396e-18
entamer 7.134396e-18
entreprendre 7.134396e-18
entrer 7.134396e-18
lancer 7.134396e-18
lancer, se 7.134396e-18
mettre, se 7.134396e-18
ouvrir 7.134396e-18
partir 7.134396e-18
prendre cours 7.134396e-18
recommencer 7.134396e-18
svs documentation built on Nov. 10, 2020, 1:09 a.m.
R Package Documentation
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Description Usage Arguments Value References Examples
Description
A fast procedure for computing multiple correspondence analysis.
Usage
1 |
Arguments
dat |
Input data: has to be a data frame (with any number of columns). |
nfac |
Logical indicating whether the number of factors (i.e. the number of columns in |
Value
A list with components:
|
The eigenvalues or principal inertias, indicating how much each latent axis explains. |
|
The coordinates of all levels. |
References
Greenacre, M. (2017) Correspondence analysis in practice, Third edition. Boca Raton: Chapman and Hall/CRC.
Examples
1 2 3 4 5 | SndT_Fra <- read.table(system.file("extdata", "SndT_Fra.txt", package = "svs"),
header = TRUE, sep = "\t", quote = "\"", encoding = "UTF-8",
stringsAsFactors = FALSE)
mca.SndT_Fra <- fast_mca(SndT_Fra)
mca.SndT_Fra
|
Example output
$val
[1] 3.933236e+00 3.753609e+00 3.710180e+00 3.610003e+00 3.122601e+00
[6] 2.572831e+00 2.197942e+00 1.619033e+00 1.443295e+00 1.334808e+00
[11] 1.234966e+00 1.182324e+00 1.121285e+00 1.080197e+00 1.030055e+00
[16] 1.001183e+00 9.988175e-01 9.703901e-01 9.228960e-01 8.856549e-01
[21] 8.329348e-01 7.898047e-01 7.134526e-01 6.378067e-01 5.293840e-01
[26] 2.677587e-01 1.568123e-01 5.424783e-02 9.999843e-03 5.448975e-03
[31] 3.915857e-03 2.809365e-04 1.763971e-31 5.406003e-32
$pos
Dim1 Dim2 Dim3 Dim4 Dim5
aanvang -0.6019716 0.011765378 -1.616159463 -0.34048730 0.02476993
begin -0.6607086 -0.010530687 -2.316809661 -1.12995046 0.30385036
beginnen -0.4200115 0.192595475 0.133432243 1.15110296 -1.23989591
eerst -0.6186065 2.358198420 1.852938118 -1.66844911 0.39676460
gaan -0.4710974 0.140901353 0.201798098 1.93209709 -0.30215809
komen -0.5063792 -0.093366909 0.307105084 2.55815847 4.29661150
krijgen -0.5202169 -0.617834236 0.551222904 1.84066763 2.80345299
ontstaan -0.6538703 -2.309994436 0.497625636 -1.25052674 0.11776533
openen -0.6604165 -3.495068210 1.838678472 -1.42635244 0.12774226
oprichten -0.4717260 -0.053356220 0.118397276 1.58514837 -0.82289080
opstarten -0.4623660 -0.008641953 0.142900823 1.59179429 -0.96774034
opzetten -0.5637691 -1.788310504 1.033747643 0.07803223 -0.41748406
start -0.6331148 -0.002692211 -1.968844018 -0.71679764 0.12550406
starten -0.3867909 -0.026962016 0.243145408 1.17440805 -1.16932828
van start gaan -0.4627111 0.060573569 0.130748575 1.57749682 -0.69946518
vanaf 3.6002401 -0.039004089 -0.045175078 -0.21600774 0.09512000
worden -0.4755199 0.071623272 0.231708707 1.97304662 1.02820021
<U+00E0> partir de 3.5398959 -0.036563338 -0.041840381 -0.19440714 0.07296544
commencer -0.4444195 0.301763196 0.268756845 1.08497540 -1.23327972
d'abord -0.6222314 2.437311030 1.939391143 -1.74925911 0.44662559
d<U+00E9>but -0.6547951 -0.014532630 -2.204807966 -1.07499761 0.26605076
d<U+00E9>butant -0.4170353 0.135187852 0.179604056 1.28677054 -1.58876824
d<U+00E9>buter -0.4506165 0.123987075 -0.012426026 1.26043975 -1.04891970
d<U+00E9>marrer -0.4249504 0.001277188 0.230458304 1.49239283 -0.97083262
entamer -0.4484857 0.063644099 0.002082571 1.15789485 -1.25313733
entreprendre -0.4481699 0.159029052 0.166617210 1.59688755 -1.21640674
entrer -0.5083023 -0.086296171 0.296010176 2.61653664 4.55339659
lancer -0.4689305 -0.087904511 0.145515841 1.51621475 -0.42392750
lancer, se -0.4435856 0.041565772 0.231224251 1.41353385 -1.08222440
mettre, se -0.4667459 0.112216587 0.218201711 1.92202730 0.10103818
ouvrir -0.6523814 -3.329638122 1.726508585 -1.32441616 0.11258162
partir -0.4635823 0.136479540 0.115858303 1.73617788 -0.78500563
prendre cours -0.4641837 0.166871757 -0.233740134 0.94753797 -1.28663501
recommencer -0.4384623 0.179642488 0.165288679 1.46165616 -1.02501449
Dim6 Dim7 Dim8 Dim9
aanvang -0.29876965 0.32767463 0.3237335903 -1.5988848723
begin 0.04548735 -0.04466740 -0.0499520735 0.0551502339
beginnen -0.04923616 1.08513383 0.5337125381 0.3423308809
eerst 0.02075173 -0.11597029 -0.0001695377 -0.0173689386
gaan 5.58694011 -2.35427124 -0.1609868651 0.2791838326
komen -0.57756202 0.46354736 -0.0294934411 0.5263196009
krijgen 0.31532391 -0.30095792 -2.6257694825 -1.2221100480
ontstaan 0.05012675 0.05752762 -0.0117102157 -0.3932526512
openen 0.11005896 0.02339499 0.0608960444 0.1543363706
oprichten -3.42037757 -5.85360681 6.0774008108 -1.2593531002
opstarten -2.88739248 -4.77944031 1.4386909480 0.1470647490
opzetten -0.58170000 -1.55068647 3.3311555028 -5.4454974898
start 0.27871630 -0.76169995 0.2413581501 0.7011722706
starten -0.97756165 -0.55041691 -2.7487747931 -0.7003035671
van start gaan -2.03023213 -1.97698925 0.5409966927 1.9474795008
vanaf 0.01768762 -0.02186077 0.0186729381 0.0001674269
worden 0.85838048 1.20681343 1.8864743917 -7.2746251331
<U+00E0> partir de 0.01068341 -0.01054883 0.0050867362 0.0000337151
commencer -0.09830521 1.24376962 0.0306545061 0.5639607142
d'abord 0.02195585 -0.17619023 -0.0022374522 -0.0554762290
d<U+00E9>but 0.04604725 -0.02491172 -0.0275287851 -0.0122613468
d<U+00E9>butant -0.54260143 1.23194199 -1.6557028608 0.1466964085
d<U+00E9>buter -0.68125506 0.29547222 0.4666726830 1.4738206818
d<U+00E9>marrer -1.82958621 -1.91119317 -4.4200456412 -0.9807315147
entamer -0.81283808 0.28758258 0.1077389020 -1.8348986435
entreprendre 1.91331135 -1.52389559 1.7051718752 1.4718716228
entrer -0.38467190 0.70824059 -0.1377000578 0.0878473611
lancer -2.48361940 -3.86203982 2.1714978779 0.2735016420
lancer, se 0.90251509 0.80476347 1.4592711689 -4.7097326487
mettre, se 4.03849150 -1.11696796 0.5418856588 -0.7843771640
ouvrir 0.08785311 0.03208324 -0.0004897157 0.0249742624
partir 5.50439289 -2.67575060 -1.0417584938 0.9781339708
prendre cours -0.16414253 1.93482508 1.8050467122 -0.2279973082
recommencer 0.21901680 2.29920025 2.9523821055 -5.8650677834
Dim10 Dim11 Dim12 Dim13
aanvang 5.4423821312 0.9034137803 1.2672990933 -1.4087957504
begin -0.3591197506 -0.0841838164 -0.1560479763 -0.0498862364
beginnen -0.0615736242 -0.1382064457 -0.0816183079 -0.1393268260
eerst 0.0081591713 0.0147443173 0.0014328739 0.0006996807
gaan 0.2206572651 0.0072175638 0.1502295165 0.0049274202
komen 0.0403069748 -0.3195679846 0.3546350286 0.1373788886
krijgen -0.4003336248 1.3320964556 -4.4010322783 -5.4076036940
ontstaan 0.9138450081 -0.0326247650 -0.1220835152 0.7073265507
openen 0.0021698792 0.0278961869 -0.1445891486 0.0297764626
oprichten 3.0739268714 -6.2624527708 0.1529510668 6.9395333552
opstarten -0.2615011823 -0.3565227164 -1.3178955810 -1.7235034251
opzetten -5.6301320150 -0.6727777897 11.1003746148 -4.9104385542
start -0.1819659780 0.6057087760 1.4107806252 2.2614694690
starten -0.0271016881 -0.3909308546 0.3933447172 0.5333224169
van start gaan -0.3274185475 6.4881258523 0.9929304141 1.6207828682
vanaf 0.0015803214 0.0069330633 -0.0023787907 -0.0026213636
worden -1.4136978258 2.0456774902 -2.5800333312 1.9373270272
<U+00E0> partir de 0.0002454851 0.0007715837 -0.0002077811 -0.0001544182
commencer -0.3939009684 -0.7776794616 -0.1562833478 0.0448649408
d'abord 0.0387942846 0.0740578765 0.0149195633 -0.0039201963
d<U+00E9>but -0.0504768895 -0.0312160507 -0.0177974585 -0.0069322234
d<U+00E9>butant -0.3298085291 -1.9231100045 0.6968795527 1.0604397949
d<U+00E9>buter -0.0864547229 3.0209660531 0.4985322269 0.2240187944
d<U+00E9>marrer -0.5849440743 0.5421440898 -0.5649015324 -0.8739537862
entamer 3.0580290504 -0.0977083454 0.0445847198 0.8820584496
entreprendre -0.0611393309 -1.1487488192 -2.1979723072 -5.5073089834
entrer 0.0997285384 -0.1182599257 0.1942655155 0.0840298039
lancer -0.3826764221 -0.8966987600 0.0029515923 0.2510353810
lancer, se -3.1285484839 0.5645287002 3.8986448154 -1.4069871963
mettre, se -0.0938226379 0.6857957817 -2.3127856796 -1.2888806165
ouvrir 0.0064571570 0.0163375506 -0.0116210354 -0.0005482413
partir 0.7174898841 -0.4426537456 1.9835817761 2.0268478478
prendre cours 6.6900084653 0.6300415043 2.1542166818 -6.6752119202
recommencer -2.1372546947 2.6828030128 -6.6550518833 4.6853719534
Dim14 Dim15 Dim16 Dim17
aanvang -3.881719e-01 5.413889e-01 -2.977783e-01 2.974263e-01
begin 1.173504e-01 -1.007584e-01 -3.001619e-01 2.998071e-01
beginnen 1.293073e-02 1.526877e-02 7.438447e-02 -7.429654e-02
eerst -9.825663e-04 -6.244896e-04 -1.074835e-03 1.073565e-03
gaan -3.977652e-04 -1.879965e-01 -2.692870e-01 2.689686e-01
komen -2.907727e-01 -1.394075e-01 -1.588213e-01 1.586336e-01
krijgen 6.901093e+00 2.715070e+00 4.369683e+00 -4.364517e+00
ontstaan 2.562818e-01 -4.919117e+00 3.147149e+00 -3.143429e+00
openen -1.161882e-01 4.895895e-01 -3.611613e-01 3.607344e-01
oprichten 7.800356e+00 1.249804e+00 -8.398996e-01 8.389067e-01
opstarten -1.836491e+00 -2.171506e-01 2.347187e-01 -2.344412e-01
opzetten 2.313760e+00 -4.490383e-01 6.964782e-01 -6.956549e-01
start -1.787449e+00 3.152330e+00 4.437640e+00 -4.432394e+00
starten 1.712156e-02 7.543181e-03 -1.894265e-01 1.892026e-01
van start gaan 1.888870e+00 -5.864595e-01 -9.962591e-01 9.950814e-01
vanaf -4.415553e-04 -3.906611e-04 4.170010e-04 -4.165080e-04
worden -1.219869e+00 2.465104e-01 -2.984277e-01 2.980749e-01
<U+00E0> partir de -1.736426e-05 -5.827184e-06 2.466204e-07 2.463289e-07
commencer 1.361137e-01 1.004658e-01 4.625925e-01 4.620457e-01
d'abord -1.260024e-02 -9.227152e-03 -4.251136e-02 -4.246111e-02
d<U+00E9>but 1.781837e-03 -9.340577e-04 -1.156672e-03 -1.155304e-03
d<U+00E9>butant 3.607855e-01 8.682561e-01 -8.046518e+00 -8.037006e+00
d<U+00E9>buter 2.627671e-02 -3.295124e-01 -3.645335e-01 -3.641025e-01
d<U+00E9>marrer -3.074868e-01 3.880149e-01 4.581867e-01 4.576451e-01
entamer 2.968793e-01 -1.494498e+00 9.115966e-02 9.105189e-02
entreprendre -6.486432e+00 -5.095782e+00 -1.525973e+00 -1.524169e+00
entrer -2.114781e-01 -5.820768e-02 5.306537e-03 5.300264e-03
lancer 3.100413e-01 5.230224e-01 -3.104886e-02 -3.101215e-02
lancer, se 7.022348e-02 -5.548311e-01 3.992637e-02 3.987917e-02
mettre, se 2.578398e+00 2.709105e-02 -4.549856e-01 -4.544478e-01
ouvrir -8.154113e-03 2.508471e-03 -3.614941e-03 -3.610668e-03
partir -1.628299e+00 6.668757e-01 4.601731e-01 4.596291e-01
prendre cours -1.711110e+00 8.077975e+00 -8.131071e-02 -8.121459e-02
recommencer -5.940947e+00 4.124176e+00 -3.009064e-01 -3.005507e-01
Dim18 Dim19 Dim20 Dim21
aanvang -0.5254753327 -3.587972e-01 1.2520516567 1.0636930486
begin 0.0977967465 1.084700e-01 0.0443358414 -0.1309770902
beginnen -0.0148199606 1.195220e-02 0.1238251771 -0.0685053964
eerst 0.0006061333 -9.082110e-04 -0.0006218335 0.0012026664
gaan 0.1824704877 -3.676645e-04 -0.0043791902 0.1260934322
komen 0.1353097349 -2.687686e-01 -0.1220939693 0.2976588689
krijgen -2.6352632636 6.378856e+00 4.8059480317 -3.6939562773
ontstaan 4.7745245556 2.368878e-01 -0.6286286563 -0.1024694069
openen -0.4751985323 -1.073957e-01 -0.0264635021 -0.1213592538
oprichten -1.2130677098 7.210067e+00 -6.1674335911 0.1283777345
opstarten 0.2107676450 -1.697515e+00 1.5317446252 -1.1061606338
opzetten 0.4358392615 2.138667e+00 4.3640980072 9.3169729044
start -3.0596703216 -1.652184e+00 -2.0098560025 1.1841226369
starten -0.0073214568 1.582589e-02 -0.4739844051 0.3301494048
van start gaan 0.5692211244 1.745930e+00 -1.4404528653 0.8334048251
vanaf 0.0003791780 -4.081408e-04 0.0023297080 -0.0019966108
worden -0.2392644357 -1.127556e+00 -1.7217779889 -2.1655215678
<U+00E0> partir de -0.0000056559 1.605023e-05 -0.0001372375 0.0001743987
commencer 0.0975127525 -1.258133e-01 0.0398732204 0.1311746466
d'abord -0.0089559289 1.164672e-02 -0.0034840312 -0.0125225654
d<U+00E9>but -0.0009066020 -1.646997e-03 -0.0061609369 0.0149380939
d<U+00E9>butant 0.8427346043 -3.334832e-01 0.9424541504 -0.5849179091
d<U+00E9>buter -0.3198267121 -2.428823e-02 0.1990942282 -0.4184373421
d<U+00E9>marrer 0.3766096170 2.842179e-01 -0.7767167707 0.4741436622
entamer -1.4505685396 -2.744131e-01 0.7839197008 -0.0374216764
entreprendre -4.9459964247 5.995574e+00 -4.8945600060 1.8448430023
entrer -0.0564967292 1.954746e-01 0.0746805598 -0.1630545461
lancer 0.5076486828 -2.865791e-01 0.2231049210 -0.0024773854
lancer, se -0.5385224427 -6.490935e-02 -1.2504443242 -3.2722830868
mettre, se 0.0262947339 -2.383279e+00 -1.1454784064 1.9412102977
ouvrir 0.0024347368 7.537054e-03 -0.0004872434 0.0097539836
partir 0.6472735948 1.505078e+00 1.8013386291 -1.6648967537
prendre cours 7.8405309323 1.581623e+00 -5.9325208364 -1.8081172168
recommencer 4.0029498615 5.491369e+00 4.1640725526 5.5858419401
Dim22 Dim23 Dim24 Dim25
aanvang -0.7224686058 3.9788930563 1.062880e+00 -1.851166e-01
begin 0.0673225999 -0.2625503038 -3.666185e-02 2.856348e-02
beginnen 0.1105250112 -0.0450161087 -2.275690e-01 -3.051863e-01
eerst -0.0117911710 0.0059651214 1.154623e-02 9.694468e-05
gaan -0.0057719545 0.1613212080 -1.855912e-01 9.205514e-02
komen 0.2555615614 0.0294681884 -3.498780e-01 1.686487e-02
krijgen -1.0652902248 -0.2926815209 8.124139e-01 1.501461e+00
ontstaan 0.0260903353 0.6681066249 2.614199e-01 6.696108e-03
openen -0.0223088464 0.0015863857 -1.025972e-01 -3.482144e-02
oprichten 5.0081431356 2.2473295681 8.371717e-01 -3.475165e+00
opstarten 0.2851146125 -0.1911819518 -9.776325e-02 -8.226689e-01
opzetten 0.5380268072 -4.1161558744 3.619967e+00 -1.904814e+00
start -0.4843910781 -0.1330342392 -4.661136e-01 -1.380129e-01
starten 0.3126311284 -0.0198138823 4.655361e-01 1.571798e+00
van start gaan -5.1886160487 -0.2393737436 -1.294613e+00 -3.093515e-01
vanaf -0.0055444368 0.0011553635 -1.112993e-04 -1.067752e-02
worden -1.6359477756 -1.0335460332 4.835904e+00 -1.078719e+00
<U+00E0> partir de 0.0006170428 -0.0001794727 2.241256e-05 2.908686e-03
commencer -0.6219176735 0.2879786443 3.749004e-01 1.752879e-02
d'abord 0.0592247893 -0.0283622697 -3.687856e-02 -1.279415e-03
d<U+00E9>but -0.0249637731 0.0369033523 -8.150894e-03 -1.574145e-02
d<U+00E9>butant -1.5379293898 0.2411210449 9.751839e-02 -9.467602e-01
d<U+00E9>buter 2.4158953298 0.0632065313 9.797419e-01 2.668517e-01
d<U+00E9>marrer 0.4335577930 0.4276491175 -6.519543e-01 -2.527460e+00
entamer -0.0781382946 -2.2357067661 -1.219773e+00 6.160701e-02
entreprendre -0.9186653735 0.0446985995 9.784463e-01 9.750474e-01
entrer -0.0945735891 -0.0729109385 5.839770e-02 -7.873933e-02
lancer -0.7170985402 0.2797724456 1.818139e-01 1.241701e+00
lancer, se 0.4514589791 2.2872631026 -3.130857e+00 8.344371e-01
mettre, se 0.5484374194 0.0685931699 -5.214252e-01 3.098598e-01
ouvrir 0.0130652948 -0.0047207889 1.660197e-02 -2.800281e-04
partir -0.3539944170 -0.5245525670 6.502276e-01 -5.956959e-01
prendre cours 0.5038501927 -4.8910252142 -1.515642e-01 1.032158e+00
recommencer 2.1454631252 1.5625341366 -3.898882e+00 1.688224e+00
Dim26 Dim27 Dim28 Dim29
aanvang 0.114368507 -0.073759998 -0.003264809 -0.017920236
begin -0.015590294 0.011229879 -0.040049092 -0.059470586
beginnen 0.378745027 -0.012155381 0.163424872 0.060583866
eerst -0.040477193 0.005123169 -0.052295683 -0.087812386
gaan -0.821712952 1.379299039 0.039826042 0.101688481
komen 0.161792262 -0.142588021 -0.566316235 0.134638807
krijgen -0.105043554 0.077846899 -0.369510007 0.096876444
ontstaan 0.020078907 0.012375249 -0.015522097 -0.065816653
openen 0.008165572 0.027171262 -0.016837109 -0.075070561
oprichten -2.043088516 -0.844419914 0.108461382 0.083428172
opstarten -1.668171424 -0.712837008 0.127553322 0.083777955
opzetten -0.541237194 -0.143609602 0.055026619 0.004106926
start -0.265856671 0.068809245 -0.016542102 -0.037725880
starten -0.192112403 -0.241339592 0.154123684 0.061810440
van start gaan -0.690029952 -0.501221987 0.092193228 0.083025463
vanaf -0.007630081 0.004366705 -0.012537321 -0.011368735
worden 0.421214942 0.211916246 -0.135522253 0.103843701
<U+00E0> partir de 0.003681864 -0.002637510 0.009617233 0.010231870
commencer -0.434113789 0.024269506 -0.162552823 -0.057103496
d'abord 0.061495800 -0.005420442 0.058867627 0.092065508
d<U+00E9>but 0.008694954 -0.011368105 0.035066905 0.056578354
d<U+00E9>butant -0.429985582 0.133956981 -0.209408099 -0.067724206
d<U+00E9>buter -0.103128877 0.168187671 -0.138253193 -0.066338386
d<U+00E9>marrer 0.667065100 0.451686694 -0.127960900 -0.078546342
entamer -0.100375150 0.200672776 -0.165170161 -0.060941331
entreprendre 0.531886355 -0.472356684 -0.160328874 -0.084046019
entrer -0.247197711 0.094967472 0.600161876 -0.137711317
lancer 1.347970483 0.613153852 -0.055875898 -0.079800117
lancer, se -0.280887161 -0.222812161 -0.142642929 -0.074395904
mettre, se 0.389856117 -0.997019359 0.013317369 -0.101158496
ouvrir -0.011198037 -0.021689101 0.014838856 0.069705538
partir 0.933919120 -1.358919851 -0.103467915 -0.091377028
prendre cours -0.675313362 0.040523368 -0.169585334 -0.049870007
recommencer -0.802491485 -0.054070681 -0.135102359 -0.076928636
Dim30 Dim31 Dim32 Dim33
aanvang 6.193614e-02 3.800098e-04 0.005087507 1.288738e-17
begin 8.878718e-02 -3.401305e-04 0.005583917 1.288738e-17
beginnen -5.113529e-03 6.220639e-03 0.003549688 1.288738e-17
eerst -7.101021e-02 7.616742e-02 0.005228096 1.288738e-17
gaan -7.733516e-03 4.550971e-03 0.003981436 1.288738e-17
komen -1.176920e-02 -3.015657e-03 0.004279617 1.288738e-17
krijgen -2.112453e-02 -1.995542e-02 0.004396565 1.288738e-17
ontstaan -1.907052e-02 -7.461048e-02 0.005526124 1.288738e-17
openen -7.046374e-02 -1.128872e-01 0.005581449 1.288738e-17
oprichten -4.537343e-03 -1.723352e-03 0.003986748 1.288738e-17
opstarten -5.476393e-03 -2.791263e-04 0.003907643 1.288738e-17
opzetten -3.961635e-02 -5.776062e-02 0.004764643 1.288738e-17
start 7.545208e-02 -8.695569e-05 0.005350711 1.288738e-17
starten -9.318070e-03 -8.708458e-04 0.003268927 1.288738e-17
van start gaan -5.010682e-03 1.956465e-03 0.003910560 1.288738e-17
vanaf 1.731246e-03 -1.259793e-03 -0.030427095 1.288738e-17
worden -8.879781e-03 2.313359e-03 0.004018812 1.288738e-17
<U+00E0> partir de -1.603450e-03 1.180959e-03 0.029917102 -4.197988e-16
commencer 1.029958e-02 -9.746645e-03 -0.003755970 -4.197988e-16
d'abord 7.432335e-02 -7.872268e-02 -0.005258731 -4.197988e-16
d<U+00E9>but -8.449493e-02 4.693892e-04 -0.005533940 -4.197988e-16
d<U+00E9>butant 6.882973e-03 -4.366431e-03 -0.003524535 -4.197988e-16
d<U+00E9>buter -4.762030e-04 -4.004657e-03 -0.003808343 -4.197988e-16
d<U+00E9>marrer 8.831862e-03 -4.125187e-05 -0.003591429 -4.197988e-16
entamer 7.981044e-05 -2.055640e-03 -0.003790336 -4.197988e-16
entreprendre 6.385277e-03 -5.136477e-03 -0.003787667 -4.197988e-16
entrer 1.134401e-02 2.787279e-03 -0.004295870 -4.197988e-16
lancer 5.576609e-03 2.839227e-03 -0.003963123 -4.197988e-16
lancer, se 8.861215e-03 -1.342532e-03 -0.003748923 -4.197988e-16
mettre, se 8.362152e-03 -3.624482e-03 -0.003944660 -4.197988e-16
ouvrir 6.616505e-02 1.075439e-01 -0.005513541 -4.197988e-16
partir 4.440042e-03 -4.408151e-03 -0.003917923 -4.197988e-16
prendre cours -8.957631e-03 -5.389789e-03 -0.003923006 -4.197988e-16
recommencer 6.334364e-03 -5.802270e-03 -0.003705623 -4.197988e-16
Dim34
aanvang 2.323986e-16
begin 2.323986e-16
beginnen 2.323986e-16
eerst 2.323986e-16
gaan 2.323986e-16
komen 2.323986e-16
krijgen 2.323986e-16
ontstaan 2.323986e-16
openen 2.323986e-16
oprichten 2.323986e-16
opstarten 2.323986e-16
opzetten 2.323986e-16
start 2.323986e-16
starten 2.323986e-16
van start gaan 2.323986e-16
vanaf 2.323986e-16
worden 2.323986e-16
<U+00E0> partir de 7.134396e-18
commencer 7.134396e-18
d'abord 7.134396e-18
d<U+00E9>but 7.134396e-18
d<U+00E9>butant 7.134396e-18
d<U+00E9>buter 7.134396e-18
d<U+00E9>marrer 7.134396e-18
entamer 7.134396e-18
entreprendre 7.134396e-18
entrer 7.134396e-18
lancer 7.134396e-18
lancer, se 7.134396e-18
mettre, se 7.134396e-18
ouvrir 7.134396e-18
partir 7.134396e-18
prendre cours 7.134396e-18
recommencer 7.134396e-18
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