Setting up the Correspondence Analysis

(0. If ‘R’ is not installed, go to http://cran.r-project.org/ and follow instructions there.)

  1. Install and load the package ca:
install.packages("ca")
library(ca) 
  1. Load the .csv file with standardised POS unigram frequencies (n per 1,000 tokens). To do this, save a local copy of the file titled “POS_Unigram_table_merged_CP.csv” in the University of Edinburgh’s DataShare folder ‘Correspondence Analyses of Historical Texts’, and select this file using the code below:
# Load the file using a dialog box:
unigrams.POStable.CP<-read.csv(file= file.choose(), quote="", comment.char="", row.names = 1, skipNul = TRUE)

2b. Alternatively, specify the file plus its path (in quotes after file =):

# For Windows:
unigrams.POStable.CP<-read.csv(file="C:stats/POS_Unigram_table_merged_CP.csv", quote="", comment.char="", row.names = 1, skipNul = TRUE)
# For MacOS:
unigrams.POStable.CP<-read.csv(file="/Users/user/stats/POS_Unigram_table_merged_CP.csv", quote="", comment.char="", row.names = 1, skipNul = TRUE)
# For Linux:
unigrams.POStable.CP<-read.csv(file="/home/user/stats/POS_Unigram_table_merged_CP.csv", quote="", comment.char="", row.names = 1, skipNul = TRUE)
  1. Run the CA
unigrams.CA.CP<-ca(unigrams.POStable.CP[,1:ncol(unigrams.POStable.CP)-1]) # Dropping the final column (Mean frequency).

Inspecting the results of the CA

5a. Descriptive statistics

unigrams.CA.CP
## 
##  Principal inertias (eigenvalues):
##            1        2        3        4        5        6        7       
## Value      0.040168 0.028235 0.017165 0.016303 0.007979 0.005471 0.003782
## Percentage 32.53%   22.87%   13.9%    13.2%    6.46%    4.43%    3.06%   
##            8       9        10      
## Value      0.00261 0.001148 0.000602
## Percentage 2.11%   0.93%    0.49%   
## 
## 
##  Rows:
##                P      CONJ      PUSF     PUSM     PRO_N      N_D       N_N
## Mass    0.091798  0.058774  0.057438 0.056889  0.051065 0.042173  0.034771
## ChiDist 0.064932  0.184588  0.165106 0.189461  0.191385 0.157096  0.171888
## Inertia 0.000387  0.002003  0.001566 0.002042  0.001870 0.001041  0.001027
## Dim. 1  0.109775  0.140397  0.185419 0.126257 -0.146016 0.142584 -0.330888
## Dim. 2  0.007840 -0.421120 -0.874829 0.544561 -0.570669 0.185219 -0.370643
##               N_A      VBDI       ADV     ADV_T       D_N      D_D
## Mass     0.032817  0.029830  0.028913  0.027546  0.024479 0.018839
## ChiDist  0.134622  0.353562  0.334671  0.161279  0.202335 0.227450
## Inertia  0.000595  0.003729  0.003238  0.000717  0.001002 0.000975
## Dim. 1   0.124495  1.304785 -1.110374 -0.084128 -0.425655 0.495851
## Dim. 2  -0.537851 -1.239824  1.185252  0.347507  0.445621 0.604747
##               VBD      N_G         N      VBPI      POS       NEG      D_A
## Mass     0.018547 0.018300  0.017990  0.017636 0.017261  0.017079 0.016968
## ChiDist  0.300460 0.322257  0.270167  0.491206 0.118056  0.265874 0.169199
## Inertia  0.001674 0.001900  0.001313  0.004255 0.000241  0.001207 0.000486
## Dim. 1   0.766480 0.076227 -0.670679 -2.091365 0.122873 -1.060194 0.078063
## Dim. 2  -0.601286 1.356540  0.265634 -0.723041 0.040882 -0.588708 0.538561
##             ADJ_N     +TE-C   +T+AT-C      BEPI      NR_N     BEDI
## Mass     0.016092  0.015747  0.014155  0.014006  0.013439 0.012526
## ChiDist  0.265626  0.177852  0.221672  0.427901  0.535682 0.550408
## Inertia  0.001135  0.000498  0.000696  0.002564  0.003856 0.003795
## Dim. 1  -0.889689 -0.378362 -0.031400 -1.752829  2.200057 2.373737
## Dim. 2   0.404370 -0.225287  0.878155 -0.568165 -0.859741 1.339748
##                VB     PRO_D     ADJ_D       RP      VBN     PRO_A
## Mass     0.012159  0.011302  0.011228 0.010439 0.010275  0.009719
## ChiDist  0.265231  0.289907  0.378662 0.264739 0.283382  0.283672
## Inertia  0.000855  0.000950  0.001610 0.000732 0.000825  0.000782
## Dim. 1  -0.748677  0.708159 -0.802058 0.902204 0.559199  0.254050
## Dim. 2   0.923421 -0.694612  0.843640 0.642070 1.169047 -0.748296
##             ADJ_A      D_G      NR_G       PRO      VBPS       Q_N
## Mass     0.008965 0.008762  0.008400  0.007717  0.006915  0.006674
## ChiDist  0.232578 0.444245  0.359087  0.636984  0.825015  0.291308
## Inertia  0.000485 0.001729  0.001083  0.003131  0.004707  0.000566
## Dim. 1  -0.935335 0.188328  0.909746 -0.378634 -3.103656 -0.565197
## Dim. 2   0.492928 1.993859 -0.147268 -3.557045 -0.095159 -0.423066
##              Q_A    ADV_L      NR_D        FW     VBN_N       NR      MDPI
## Mass    0.005584 0.004905  0.004887  0.004836  0.004357 0.004325  0.004235
## ChiDist 0.207528 0.352906  0.392319  1.083216  0.244238 1.107488  0.589161
## Inertia 0.000240 0.000611  0.000752  0.005674  0.000260 0.005305  0.001470
## Dim. 1  0.179333 1.132486  1.305249 -3.009552 -0.729950 4.854630 -2.662326
## Dim. 2  0.058462 0.795467 -0.318875  0.206229  0.438733 0.619931  0.542315
##               Q_D     ADJ_G       VBI      NUM      MDD      D_I      NR_A
## Mass     0.004104  0.004007  0.003734 0.003497 0.003458 0.003393  0.003381
## ChiDist  0.235892  0.708170  0.818853 1.139231 0.410234 0.588837  0.602267
## Inertia  0.000228  0.002009  0.002504 0.004538 0.000582 0.001176  0.001226
## Dim. 1  -0.465335 -0.409581 -0.299790 4.843056 0.647052 0.576000  2.009186
## Dim. 2   0.293111  3.017966 -4.439089 0.611334 1.782678 1.971185 -0.697525
##               VBP      BEPS        TO      VB_D     MAN_N     POS_N
## Mass     0.002973  0.002290  0.002110  0.002081  0.002021  0.002014
## ChiDist  0.828554  0.591154  0.735239  0.752969  0.958755  0.691985
## Inertia  0.002041  0.000800  0.001141  0.001180  0.001858  0.000964
## Dim. 1   0.073410 -2.250744 -1.334492 -1.369987 -0.269581 -0.336566
## Dim. 2  -4.501026 -0.436439  2.072544  2.136911  2.069091 -3.907334
##             BEDS      WADV     POS_A     VAG_N     VBDS     POS_D
## Mass    0.001962  0.001898  0.001880  0.001753 0.001654  0.001622
## ChiDist 0.428771  0.550621  0.774312  0.548855 0.612203  0.648129
## Inertia 0.000361  0.000575  0.001127  0.000528 0.000620  0.000681
## Dim. 1  1.140989  1.001783 -0.180146 -0.206474 1.964591 -0.249543
## Dim. 2  1.889221 -0.130774 -4.077310 -1.241224 2.187242 -3.300680
##               Q_G         Q      VAG     NUM_A     MDDI     NUM_N
## Mass     0.001553  0.001548 0.001525  0.001510 0.001462  0.001353
## ChiDist  0.667027  0.434030 0.838876  0.467394 0.276941  0.406952
## Inertia  0.000691  0.000292 0.001073  0.000330 0.000112  0.000224
## Dim. 1  -1.577870 -0.582933 3.147663  1.564618 0.594329  0.444676
## Dim. 2   1.395054  0.922088 2.528224 -1.768958 0.777073 -1.329112
##             NUM_D    ADV_D        BE      HVPI       MDP    PRO_G      HVD
## Mass     0.001337 0.001276  0.001232  0.001189  0.001125 0.001073 0.001070
## ChiDist  0.501923 0.513203  0.551194  0.499476  0.536907 0.280573 0.835130
## Inertia  0.000337 0.000336  0.000374  0.000297  0.000324 0.000084 0.000746
## Dim. 1   1.688763 2.180435 -0.847820 -2.024490 -2.312287 0.164956 3.709903
## Dim. 2  -0.088965 0.898679  2.505715 -0.996999 -0.498309 0.298045 1.773042
##            ADJR_N      MDPS      INTJ      ADVR       ADJ     VBN_D
## Mass     0.000925  0.000850  0.000798  0.000779  0.000770  0.000756
## ChiDist  0.510786  1.187682  0.711786  0.696741  1.078086  0.526689
## Inertia  0.000241  0.001200  0.000404  0.000378  0.000895  0.000210
## Dim. 1  -0.742609 -4.035431 -2.036395 -2.122087 -2.621581 -0.271347
## Dim. 2   1.269006  2.851913 -1.152400  2.335682  2.830532  0.992784
##             VBN_A     POS_G    WPRO_A +T+ATTE-C    WPRO_N      Q_I
## Mass     0.000749  0.000728  0.000728  0.000721  0.000689 0.000672
## ChiDist  0.401234  0.518016  0.539628  1.905777  0.476022 0.665965
## Inertia  0.000121  0.000195  0.000212  0.002617  0.000156 0.000298
## Dim. 1  -0.446605 -0.173939 -1.336000 -1.093153 -0.731129 0.288275
## Dim. 2   1.157353 -1.515427 -1.532440  6.545180 -0.902970 3.326548
##            VAG_D   ADJS_N    ADVS_T        FP        QR     HVDI     SWA-C
## Mass    0.000554 0.000553  0.000518  0.000517  0.000487 0.000465  0.000454
## ChiDist 0.705503 0.531548  0.643290  0.474542  0.603967 1.256370  0.580656
## Inertia 0.000276 0.000156  0.000214  0.000117  0.000177 0.000734  0.000153
## Dim. 1  0.396171 1.366593 -0.136248 -1.760862 -0.367151 4.791173 -1.110375
## Dim. 2  1.411152 1.492446  2.268085 -0.181519  2.672337 1.197441 -0.812602
##             AXDI        HV      WPRO         C     VAG_A       BEN
## Mass    0.000425  0.000396  0.000368  0.000356  0.000343  0.000335
## ChiDist 1.121654  0.645223  0.774838  1.601930  0.416052  1.149605
## Inertia 0.000535  0.000165  0.000221  0.000915  0.000059  0.000443
## Dim. 1  1.909013 -1.790302 -1.029245 -3.010413  0.073974  0.675869
## Dim. 2  2.285175  1.150643  0.257489  3.398580 -0.839002 -0.801122
##              HVPS    NUM_G       UTP      ADVS   WADJ_N         D   ADJR_A
## Mass     0.000326 0.000314  0.000313  0.000304 0.000287  0.000282 0.000256
## ChiDist  0.836684 0.406305  1.443288  1.072129 0.883121  0.628687 0.513729
## Inertia  0.000228 0.000052  0.000652  0.000350 0.000224  0.000112 0.000068
## Dim. 1  -3.004207 1.145547 -3.783412 -0.572708 0.480241 -0.056227 0.330732
## Dim. 2  -0.407405 0.401940 -1.187985  2.676169 0.496591  2.856536 0.311130
##               WQ   ADJS_D    VAG_G      VBPH   ADJR_D    ADJS_A     QR_A
## Mass    0.000253 0.000221 0.000213  0.000211 0.000207  0.000203 0.000202
## ChiDist 0.582542 0.596271 0.604224  1.207389 0.643846  0.789309 0.600903
## Inertia 0.000086 0.000079 0.000078  0.000307 0.000086  0.000126 0.000073
## Dim. 1  1.152164 2.052255 0.684387  0.496522 1.487361  2.742482 1.006021
## Dim. 2  0.391388 1.009389 1.934895 -5.756662 2.910019 -0.023050 0.885417
##              QR_N     VBN_G    ADJ_I     ADJS    WADV_L     MDDS    ADVR_T
## Mass     0.000198  0.000185 0.000181 0.000181  0.000172 0.000169  0.000167
## ChiDist  0.416604  0.897728 1.428002 0.600643  0.531002 2.084817  0.740779
## Inertia  0.000034  0.000149 0.000369 0.000065  0.000048 0.000736  0.000091
## Dim. 1  -0.718021 -0.216154 3.411159 0.684398  1.087137 6.418614 -0.767565
## Dim. 2  -0.033955  3.359484 4.776024 2.170146 -2.200816 5.178442  0.187419
##               HVP    WADV_D       BEP     QS_N   WADJ_A       RPX
## Mass     0.000162  0.000159  0.000149 0.000135 0.000120  0.000115
## ChiDist  0.709820  0.708619  0.839128 1.269329 0.464471  0.770951
## Inertia  0.000082  0.000080  0.000105 0.000218 0.000026  0.000068
## Dim. 1   0.925884  0.538675 -0.221364 1.932487 0.736072 -0.251972
## Dim. 2  -3.885191 -2.723250 -4.545818 1.462123 0.242463  2.935371
##            WADJ_D      ADJR      BEPH     QS_A    WADV_T       BEI
## Mass     0.000100  0.000097  0.000092 0.000080  0.000080  0.000077
## ChiDist  0.685336  0.393994  1.075776 1.370457  0.599203  0.693787
## Inertia  0.000047  0.000015  0.000106 0.000151  0.000029  0.000037
## Dim. 1   0.265247 -0.781065 -0.014711 2.977206 -1.505639 -1.059913
## Dim. 2  -0.225665 -0.165031 -4.938493 2.573218 -1.345803 -2.965716
##           WPRO_I       QS   ADJS_G     HVDS     BEN_N    ADJR_G    WPRO_D
## Mass    0.000067 0.000065 0.000063 0.000054  0.000054  0.000052  0.000051
## ChiDist 1.724254 1.814445 0.825170 2.512229  1.080846  1.041714  1.078752
## Inertia 0.000198 0.000216 0.000043 0.000342  0.000063  0.000057  0.000059
## Dim. 1  1.158714 0.731281 1.873105 7.803701  0.401956 -0.309609 -1.024987
## Dim. 2  4.303314 2.915587 2.383181 4.711331 -1.168766  1.799047 -3.881589
##               HVI    WPRO_G     QS_D     QR_D   ADVR_L   WADJ_G     GIF-C
## Mass     0.000049  0.000048 0.000046 0.000043 0.000040 0.000036  0.000034
## ChiDist  1.220287  0.842488 1.255163 1.089421 0.870779 1.293771  1.300145
## Inertia  0.000073  0.000034 0.000073 0.000051 0.000030 0.000061  0.000058
## Dim. 1  -0.337094 -1.521762 4.658785 1.622016 1.177401 0.925065 -0.290824
## Dim. 2  -3.310346 -1.377342 1.912444 3.769355 1.030391 2.296587 -1.783725
##              AXPI     HV_D      HVN     QR_G   ADVS_L        MD      BE_D
## Mass     0.000029 0.000028 0.000027 0.000020 0.000019  0.000017  0.000015
## ChiDist  1.229055 0.586374 1.739329 1.736111 1.760071  2.070405  1.132288
## Inertia  0.000044 0.000009 0.000082 0.000061 0.000059  0.000071  0.000019
## Dim. 1  -3.089685 0.590988 3.677286 4.117464 6.491502 -4.879950 -1.309571
## Dim. 2   1.418925 1.705449 5.977695 4.329408 4.426441  1.237704 -0.975591
##               AXD     AXDS    NUM_I   ADVR_D      HAG     BEN_D     HAG_N
## Mass     0.000012 0.000012 0.000012 0.000011 0.000011  0.000010  0.000010
## ChiDist  1.755701 1.053488 2.396652 0.878687 1.296579  2.006996  1.846418
## Inertia  0.000037 0.000013 0.000067 0.000009 0.000018  0.000040  0.000033
## Dim. 1   0.991353 2.846793 4.091511 0.809191 1.474151  0.435223 -1.067915
## Dim. 2  -4.326875 2.271450 6.943284 1.471414 0.957880 -4.452724 -5.936977
##             QS_G      ADVP    +T+A-C WNP-NOM-1        NP      AXPS
## Mass    0.000007  0.000007  0.000006  0.000005  0.000005  0.000005
## ChiDist 1.427904  2.238938  1.774428  2.703501  3.162278  3.162278
## Inertia 0.000014  0.000033  0.000018  0.000040  0.000047  0.000047
## Dim. 1  1.522520 -4.885563 -1.156452 -6.257767 11.002251 -7.067591
## Dim. 2  6.211631  2.573101  0.337280  5.490616  4.592746  6.511714
##           ADJR_I   WADJ_I      BED    HVN_N     HAG_A       AXP WNP-ACC-3
## Mass    0.000004 0.000004 0.000004 0.000004  0.000003  0.000003  0.000002
## ChiDist 3.162278 2.478135 1.846381 1.846381  1.680254  2.408020  3.162278
## Inertia 0.000039 0.000023 0.000012 0.000012  0.000009  0.000018  0.000023
## Dim. 1  4.346924 3.635438 2.360025 2.360025  1.045875 -0.160459 -7.067591
## Dim. 2  7.413456 6.998127 5.240657 5.240657 -8.316790 -8.402949  6.511714
##            BEN_A       AX     NR-ACC       AXG WADVP-LOC-1 WNP-ACC-1
## Mass    0.000002 0.000002   0.000001  0.000001    0.000001  0.000001
## ChiDist 3.162278 2.139177   3.162278  3.162278    3.162278  3.162278
## Inertia 0.000020 0.000008   0.000013  0.000012    0.000012  0.000012
## Dim. 1  4.346924 1.815049   3.158823 -7.067591   -7.067591 -7.067591
## Dim. 2  7.413456 3.858169 -10.490799  6.511714    6.511714  6.511714
##              HAG_D    BAG_N      MDI    POS_I      AXI      BAG    BEN_G
## Mass      0.000001 0.000001 0.000001 0.000001 0.000001 0.000001 0.000001
## ChiDist   3.162278 3.162278 3.162278 3.162278 3.162278 3.162278 3.162278
## Inertia   0.000011 0.000010 0.000010 0.000010 0.000009 0.000009 0.000009
## Dim. 1    0.265552 4.346924 4.346924 4.346924 1.210879 1.210879 1.210879
## Dim. 2  -11.087107 7.413456 7.413456 7.413456 5.582796 5.582796 5.582796
##              CON     RP-4     WQ-1  ADVP-TMP WNP-ACC-2       N_I      WADJ
## Mass    0.000001 0.000001 0.000001  0.000001  0.000001  0.000001  0.000001
## ChiDist 3.162278 3.162278 3.162278  3.162278  3.162278  3.162278  3.162278
## Inertia 0.000009 0.000009 0.000009  0.000008  0.000008  0.000007  0.000007
## Dim. 1  1.210879 1.210879 1.210879 -1.391765 -1.391765 -1.909504 -1.909504
## Dim. 2  5.582796 5.582796 5.582796 -0.644875 -0.644875 -1.115358 -1.115358
## 
## 
##  Columns:
##         coaelhomB  coaelive   cootest cocathom1 cocathom2    cowulf
## Mass     0.090909  0.090909  0.090909  0.090909  0.090909  0.090909
## ChiDist  0.201283  0.213857  0.375721  0.197103  0.200411  0.447396
## Inertia  0.003683  0.004158  0.012833  0.003532  0.003651  0.018197
## Dim. 1  -0.514252  0.136996  0.633092 -0.382703 -0.278938 -1.549898
## Dim. 2  -0.179803 -0.215742 -1.762793 -0.187416 -0.108360  0.267408
##            cocura coorosiu cogregdC   cobede  cowsgosp
## Mass     0.090909 0.090909 0.090909 0.090909  0.090909
## ChiDist  0.464527 0.522163 0.303534 0.347278  0.387756
## Inertia  0.019617 0.024787 0.008376 0.010964  0.013669
## Dim. 1  -1.416488 2.205073 0.242685 0.871211  0.053222
## Dim. 2   1.094178 0.771730 0.938090 1.245700 -1.862992

5b. Summary statistics

summary(unigrams.CA.CP)
## 
## Principal inertias (eigenvalues):
## 
##  dim    value      %   cum%   scree plot               
##  1      0.040168  32.5  32.5  ********                 
##  2      0.028235  22.9  55.4  ******                   
##  3      0.017165  13.9  69.3  ***                      
##  4      0.016303  13.2  82.5  ***                      
##  5      0.007979   6.5  89.0  **                       
##  6      0.005471   4.4  93.4  *                        
##  7      0.003782   3.1  96.5  *                        
##  8      0.002610   2.1  98.6  *                        
##  9      0.001148   0.9  99.5                           
##  10     0.000602   0.5 100.0                           
##         -------- -----                                 
##  Total: 0.123466 100.0                                 
## 
## 
## Rows:
##          name   mass  qlt  inr     k=1 cor ctr     k=2 cor ctr  
## 1   |       P |   92  115    3 |    22 115   1 |     1   0   0 |
## 2   |    CONJ |   59  170   16 |    28  23   1 |   -71 147  10 |
## 3   |    PUSF |   57  843   13 |    37  51   2 |  -147 793  44 |
## 4   |    PUSM |   57  251   17 |    25  18   1 |    92 233  17 |
## 5   |   PRO_N |   51  274   15 |   -29  23   1 |   -96 251  17 |
## 6   |     N_D |   42   72    8 |    29  33   1 |    31  39   1 |
## 7   |     N_N |   35  280    8 |   -66 149   4 |   -62 131   5 |
## 8   |     N_A |   33  485    5 |    25  34   1 |   -90 451   9 |
## 9   |    VBDI |   30  894   30 |   262 547  51 |  -208 347  46 |
## 10  |     ADV |   29  796   26 |  -223 442  36 |   199 354  41 |
## 11  |   ADV_T |   28  142    6 |   -17  11   0 |    58 131   3 |
## 12  |     D_N |   24  315    8 |   -85 178   4 |    75 137   5 |
## 13  |     D_D |   19  391    8 |    99 191   5 |   102 200   7 |
## 14  |     VBD |   19  374   14 |   154 261  11 |  -101 113   7 |
## 15  |     N_G |   18  503   15 |    15   2   0 |   228 500  34 |
## 16  |       N |   18  275   11 |  -134 248   8 |    45  27   1 |
## 17  |    VBPI |   18  789   34 |  -419 728  77 |  -121  61   9 |
## 18  |     POS |   17   47    2 |    25  44   0 |     7   3   0 |
## 19  |     NEG |   17  777   10 |  -212 639  19 |   -99 138   6 |
## 20  |     D_A |   17  295    4 |    16   9   0 |    90 286   5 |
## 21  |   ADJ_N |   16  516    9 |  -178 451  13 |    68  65   3 |
## 22  |     TEC |   16  227    4 |   -76 182   2 |   -38  45   1 |
## 23  |    TATC |   14  444    6 |    -6   1   0 |   148 443  11 |
## 24  |    BEPI |   14  724   21 |  -351 674  43 |   -95  50   5 |
## 25  |    NR_N |   13  750   31 |   441 678  65 |  -144  73  10 |
## 26  |    BEDI |   13  914   31 |   476 747  71 |   225 167  22 |
## 27  |      VB |   12  662    7 |  -150 320   7 |   155 342  10 |
## 28  |   PRO_D |   11  402    8 |   142 240   6 |  -117 162   5 |
## 29  |   ADJ_D |   11  320   13 |  -161 180   7 |   142 140   8 |
## 30  |      RP |   10  633    6 |   181 467   8 |   108 166   4 |
## 31  |     VBN |   10  637    7 |   112 156   3 |   196 481  14 |
## 32  |   PRO_A |   10  229    6 |    51  32   1 |  -126 196   5 |
## 33  |   ADJ_A |    9  776    4 |  -187 650   8 |    83 127   2 |
## 34  |     D_G |    9  576   14 |    38   7   0 |   335 569  35 |
## 35  |    NR_G |    8  263    9 |   182 258   7 |   -25   5   0 |
## 36  |     PRO |    8  895   25 |   -76  14   1 |  -598 880  98 |
## 37  |    VBPS |    7  569   38 |  -622 568  67 |   -16   0   0 |
## 38  |     Q_N |    7  211    5 |  -113 151   2 |   -71  60   1 |
## 39  |     Q_A |    6   32    2 |    36  30   0 |    10   2   0 |
## 40  |   ADV_L |    5  557    5 |   227 414   6 |   134 143   3 |
## 41  |    NR_D |    5  463    6 |   262 445   8 |   -54  19   0 |
## 42  |      FW |    5  311   46 |  -603 310  44 |    35   1   0 |
## 43  |   VBN_N |    4  450    2 |  -146 359   2 |    74  91   1 |
## 44  |      NR |    4  781   43 |   973 772 102 |   104   9   2 |
## 45  |    MDPI |    4  844   12 |  -534 820  30 |    91  24   1 |
## 46  |     Q_D |    4  200    2 |   -93 156   1 |    49  44   0 |
## 47  |   ADJ_G |    4  526   16 |   -82  13   1 |   507 513  36 |
## 48  |     VBI |    4  835   20 |   -60   5   0 |  -746 830  74 |
## 49  |     NUM |    3  734   37 |   971 726  82 |   103   8   1 |
## 50  |     MDD |    3  633    5 |   130 100   1 |   300 533  11 |
## 51  |     D_I |    3  355   10 |   115  38   1 |   331 316  13 |
## 52  |    NR_A |    3  485   10 |   403 447  14 |  -117  38   2 |
## 53  |     VBP |    3  834   17 |    15   0   0 |  -756 833  60 |
## 54  |    BEPS |    2  598    6 |  -451 582  12 |   -73  15   0 |
## 55  |      TO |    2  357    9 |  -267 132   4 |   348 224   9 |
## 56  |    VB_D |    2  360   10 |  -275 133   4 |   359 227  10 |
## 57  |    MAN_ |    2  135   15 |   -54   3   0 |   348 132   9 |
## 58  |   POS_N |    2  910    8 |   -67  10   0 |  -657 900  31 |
## 59  |    BEDS |    2  833    3 |   229 284   3 |   317 548   7 |
## 60  |    WADV |    2  135    5 |   201 133   2 |   -22   2   0 |
## 61  |   POS_A |    2  785    9 |   -36   2   0 |  -685 783  31 |
## 62  |   VAG_N |    2  150    4 |   -41   6   0 |  -209 144   3 |
## 63  |    VBDS |    2  774    5 |   394 414   6 |   368 360   8 |
## 64  |   POS_D |    2  738    6 |   -50   6   0 |  -555 732  18 |
## 65  |     Q_G |    2  348    6 |  -316 225   4 |   234 124   3 |
## 66  |       Q |    2  200    2 |  -117  72   1 |   155 127   1 |
## 67  |     VAG |    2  822    9 |   631 566  15 |   425 256  10 |
## 68  |   NUM_A |    2  855    3 |   314 450   4 |  -297 404   5 |
## 69  |    MDDI |    1  407    1 |   119 185   1 |   131 222   1 |
## 70  |   NUM_N |    1  349    2 |    89  48   0 |  -223 301   2 |
## 71  |   NUM_D |    1  456    3 |   338 455   4 |   -15   1   0 |
## 72  |   ADV_D |    1  812    3 |   437 725   6 |   151  87   1 |
## 73  |      BE |    1  679    3 |  -170  95   1 |   421 583   8 |
## 74  |    HVPI |    1  772    2 |  -406 660   5 |  -168 112   1 |
## 75  |     MDP |    1  769    3 |  -463 745   6 |   -84  24   0 |
## 76  |   PRO_G |    1   46    1 |    33  14   0 |    50  32   0 |
## 77  |     HVD |    1  920    6 |   744 793  15 |   298 127   3 |
## 78  |  ADJR_N |    1  259    2 |  -149  85   1 |   213 174   1 |
## 79  |    MDPS |    1  627   10 |  -809 464  14 |   479 163   7 |
## 80  |    INTJ |    1  403    3 |  -408 329   3 |  -194  74   1 |
## 81  |    ADVR |    1  690    3 |  -425 373   4 |   392 317   4 |
## 82  |     ADJ |    1  432    7 |  -525 238   5 |   476 195   6 |
## 83  |   VBN_D |    1  111    2 |   -54  11   0 |   167 100   1 |
## 84  |   VBN_A |    1  285    1 |   -90  50   0 |   194 235   1 |
## 85  |   POS_G |    1  246    2 |   -35   5   0 |  -255 242   2 |
## 86  |  WPRO_A |    1  474    2 |  -268 246   1 |  -257 228   2 |
## 87  |    TATT |    1  346   21 |  -219  13   1 |  1100 333  31 |
## 88  |  WPRO_N |    1  196    1 |  -147  95   0 |  -152 102   1 |
## 89  |     Q_I |    1  712    2 |    58   8   0 |   559 704   7 |
## 90  |   VAG_D |    1  126    2 |    79  13   0 |   237 113   1 |
## 91  |  ADJS_N |    1  488    1 |   274 266   1 |   251 223   1 |
## 92  |  ADVS_T |    1  353    2 |   -27   2   0 |   381 351   3 |
## 93  |      FP |    1  557    1 |  -353 553   2 |   -31   4   0 |
## 94  |      QR |    0  568    1 |   -74  15   0 |   449 553   3 |
## 95  |    HVDI |    0  610    6 |   960 584  11 |   201  26   1 |
## 96  |    SWAC |    0  202    1 |  -223 147   1 |  -137  55   0 |
## 97  |    AXDI |    0  234    4 |   383 116   2 |   384 117   2 |
## 98  |      HV |    0  399    1 |  -359 309   1 |   193  90   1 |
## 99  |    WPRO |    0   74    2 |  -206  71   0 |    43   3   0 |
## 100 |       C |    0  269    7 |  -603 142   3 |   571 127   4 |
## 101 |   VAG_A |    0  116    0 |    15   1   0 |  -141 115   0 |
## 102 |     BEN |    0   28    4 |   135  14   0 |  -135  14   0 |
## 103 |    HVPS |    0  525    2 |  -602 518   3 |   -68   7   0 |
## 104 |   NUM_G |    0  347    0 |   230 319   0 |    68  28   0 |
## 105 |     UTP |    0  295    5 |  -758 276   4 |  -200  19   0 |
## 106 |    ADVS |    0  187    3 |  -115  11   0 |   450 176   2 |
## 107 |  WADJ_N |    0   21    2 |    96  12   0 |    83   9   0 |
## 108 |       D |    0  583    1 |   -11   0   0 |   480 583   2 |
## 109 |  ADJR_A |    0   27    1 |    66  17   0 |    52  10   0 |
## 110 |      WQ |    0  170    1 |   231 157   0 |    66  13   0 |
## 111 |  ADJS_D |    0  557    1 |   411 476   1 |   170  81   0 |
## 112 |   VAG_G |    0  341    1 |   137  52   0 |   325 290   1 |
## 113 |    VBPH |    0  649    2 |   100   7   0 |  -967 642   7 |
## 114 |  ADJR_D |    0  791    1 |   298 214   0 |   489 577   2 |
## 115 |  ADJS_A |    0  485    1 |   550 485   2 |    -4   0   0 |
## 116 |    QR_A |    0  174    1 |   202 113   0 |   149  61   0 |
## 117 |    QR_N |    0  120    0 |  -144 119   0 |    -6   0   0 |
## 118 |   VBN_G |    0  398    1 |   -43   2   0 |   565 395   2 |
## 119 |   ADJ_I |    0  545    3 |   684 229   2 |   803 316   4 |
## 120 |    ADJS |    0  421    1 |   137  52   0 |   365 369   1 |
## 121 |  WADV_L |    0  653    0 |   218 168   0 |  -370 485   1 |
## 122 |    MDDS |    0  555    6 |  1286 381   7 |   870 174   5 |
## 123 |  ADVR_T |    0   45    1 |  -154  43   0 |    31   2   0 |
## 124 |     HVP |    0  914    1 |   186  68   0 |  -653 846   2 |
## 125 |  WADV_D |    0  440    1 |   108  23   0 |  -458 417   1 |
## 126 |     BEP |    0  831    1 |   -44   3   0 |  -764 829   3 |
## 127 |    QS_N |    0  131    2 |   387  93   1 |   246  37   0 |
## 128 |  WADJ_A |    0  109    0 |   148 101   0 |    41   8   0 |
## 129 |     RPX |    0  414    1 |   -51   4   0 |   493 409   1 |
## 130 |  WADJ_D |    0    9    0 |    53   6   0 |   -38   3   0 |
## 131 |    ADJR |    0  163    0 |  -157 158   0 |   -28   5   0 |
## 132 |    BEPH |    0  595    1 |    -3   0   0 |  -830 595   2 |
## 133 |    QS_A |    0  289    1 |   597 190   1 |   432 100   1 |
## 134 |  WADV_T |    0  396    0 |  -302 254   0 |  -226 142   0 |
## 135 |     BEI |    0  610    0 |  -212  94   0 |  -498 516   1 |
## 136 |  WPRO_I |    0  194    2 |   232  18   0 |   723 176   1 |
## 137 |      QS |    0   79    2 |   147   7   0 |   490  73   1 |
## 138 |  ADJS_G |    0  442    0 |   375 207   0 |   400 236   0 |
## 139 |    HVDS |    0  487    3 |  1564 388   3 |   792  99   1 |
## 140 |   BEN_N |    0   39    1 |    81   6   0 |  -196  33   0 |
## 141 |  ADJR_G |    0   88    0 |   -62   4   0 |   302  84   0 |
## 142 |  WPRO_D |    0  402    0 |  -205  36   0 |  -652 366   1 |
## 143 |     HVI |    0  211    1 |   -68   3   0 |  -556 208   1 |
## 144 |  WPRO_G |    0  207    0 |  -305 131   0 |  -231  75   0 |
## 145 |    QS_D |    0  619    1 |   934 553   1 |   321  66   0 |
## 146 |    QR_D |    0  427    0 |   325  89   0 |   633 338   1 |
## 147 |  ADVR_L |    0  113    0 |   236  73   0 |   173  40   0 |
## 148 |  WADJ_G |    0  110    0 |   185  21   0 |   386  89   0 |
## 149 |    GIFC |    0   55    0 |   -58   2   0 |  -300  53   0 |
## 150 |    AXPI |    0  291    0 |  -619 254   0 |   238  38   0 |
## 151 |    HV_D |    0  280    0 |   118  41   0 |   287 239   0 |
## 152 |     HVN |    0  513    1 |   737 180   0 |  1004 333   1 |
## 153 |    QR_G |    0  402    0 |   825 226   0 |   727 176   0 |
## 154 |  ADVS_L |    0  725    0 |  1301 546   1 |   744 179   0 |
## 155 |      MD |    0  233    1 |  -978 223   0 |   208  10   0 |
## 156 |    BE_D |    0   75    0 |  -262  54   0 |  -164  21   0 |
## 157 |     AXD |    0  184    0 |   199  13   0 |  -727 171   0 |
## 158 |    AXDS |    0  425    0 |   571 293   0 |   382 131   0 |
## 159 |   NUM_I |    0  354    1 |   820 117   0 |  1167 237   1 |
## 160 |  ADVR_D |    0  113    0 |   162  34   0 |   247  79   0 |
## 161 |     HAG |    0   67    0 |   295  52   0 |   161  15   0 |
## 162 |   BEN_D |    0  141    0 |    87   2   0 |  -748 139   0 |
## 163 |   HAG_N |    0  305    0 |  -214  13   0 |  -998 292   0 |
## 164 |    QS_G |    0  580    0 |   305  46   0 |  1044 534   0 |
## 165 |    ADVP |    0  229    0 |  -979 191   0 |   432  37   0 |
## 166 |     TAC |    0   18    0 |  -232  17   0 |    57   1   0 |
## 167 |    WNPN |    0  332    0 | -1254 215   0 |   923 116   0 |
## 168 |      NP |    0  546    0 |  2205 486   1 |   772  60   0 |
## 169 |    AXPS |    0  320    0 | -1416 201   0 |  1094 120   0 |
## 170 |  ADJR_I |    0  231    0 |   871  76   0 |  1246 155   0 |
## 171 |  WADJ_I |    0  312    0 |   729  86   0 |  1176 225   0 |
## 172 |     BED |    0  293    0 |   473  66   0 |   881 227   0 |
## 173 |    HVN_ |    0  293    0 |   473  66   0 |   881 227   0 |
## 174 |   HAG_A |    0  707    0 |   210  16   0 | -1397 692   0 |
## 175 |     AXP |    0  344    0 |   -32   0   0 | -1412 344   0 |
## 176 | WNPACC3 |    0  320    0 | -1416 201   0 |  1094 120   0 |
## 177 |   BEN_A |    0  231    0 |   871  76   0 |  1246 155   0 |
## 178 |      AX |    0  121    0 |   364  29   0 |   648  92   0 |
## 179 |    NRAC |    0  351    0 |   633  40   0 | -1763 311   0 |
## 180 |     AXG |    0  320    0 | -1416 201   0 |  1094 120   0 |
## 181 |   WADVP |    0  320    0 | -1416 201   0 |  1094 120   0 |
## 182 | WNPACC1 |    0  320    0 | -1416 201   0 |  1094 120   0 |
## 183 |   HAG_D |    0  347    0 |    53   0   0 | -1863 347   0 |
## 184 |    BAG_ |    0  231    0 |   871  76   0 |  1246 155   0 |
## 185 |     MDI |    0  231    0 |   871  76   0 |  1246 155   0 |
## 186 |   POS_I |    0  231    0 |   871  76   0 |  1246 155   0 |
## 187 |     AXI |    0   94    0 |   243   6   0 |   938  88   0 |
## 188 |     BAG |    0   94    0 |   243   6   0 |   938  88   0 |
## 189 |   BEN_G |    0   94    0 |   243   6   0 |   938  88   0 |
## 190 |     CON |    0   94    0 |   243   6   0 |   938  88   0 |
## 191 |     RP4 |    0   94    0 |   243   6   0 |   938  88   0 |
## 192 |     WQ1 |    0   94    0 |   243   6   0 |   938  88   0 |
## 193 |   ADVPT |    0    9    0 |  -279   8   0 |  -108   1   0 |
## 194 | WNPACC2 |    0    9    0 |  -279   8   0 |  -108   1   0 |
## 195 |     N_I |    0   18    0 |  -383  15   0 |  -187   4   0 |
## 196 |    WADJ |    0   18    0 |  -383  15   0 |  -187   4   0 |
## 
## Columns:
##      name   mass  qlt  inr    k=1 cor ctr    k=2 cor ctr  
## 1  | clhB |   91  285   30 | -103 262  24 |  -30  23   3 |
## 2  | colv |   91   45   34 |   27  16   2 |  -36  29   4 |
## 3  | ctst |   91  736  104 |  127 114  36 | -296 622 282 |
## 4  | cct1 |   91  177   29 |  -77 151  13 |  -31  26   3 |
## 5  | cct2 |   91   86   30 |  -56  78   7 |  -18   8   1 |
## 6  | cwlf |   91  492  147 | -311 482 218 |   45  10   7 |
## 7  | cocr |   91  530  159 | -284 373 182 |  184 157 109 |
## 8  | cors |   91  778  201 |  442 716 442 |  130  62  54 |
## 9  | cgrC |   91  295   68 |   49  26   5 |  158 270  80 |
## 10 | cobd |   91  616   89 |  175 253  69 |  209 363 141 |
## 11 | cwsg |   91  653  111 |   11   1   0 | -313 652 316 |

5c. Plotting the CA

# For the Asymmetric (rowprincipal) plot:

plot(unigrams.CA.CP, map="rowprincipal", dim=c(1,2),mass=c(T,T),contrib= c("relative", "relative"), labels=c(2,1), main="rowprincipal plot") ## Dimensions 1 & 2, asymmetric rowprincipal plot (as provided in Los & Lubbers [in prep.])

# For the Symmetric plot:

plot(unigrams.CA.CP, main="symmetric plot")