Chapter 4.b.
1. script.ENchap4.b.R
script.ENchap4.b.R can be downloaded in UTF-8 format from:
Download the database
Download Aspiration_Int_UK.RData in UTF-8 format data from the Internet and save it to some directory:
2. Loading Xplortext package
library(Xplortext)
Loading required package: FactoMineR Loading required package: ggplot2 Loading required package: tm Loading required package: NLP Attaching package: 'NLP' The following object is masked from 'package:ggplot2': annotate
3. Loading the database
load("Aspiration_Int_UK_En.RData")
4. Building the LT
stopwu<-c("anything","nothing","else","can","think","s")
res.TD<-TextData(base_UK,var.text=c(9,10), stop.word.tm=TRUE,stop.word.user=stopwu,Dmin=15)
summary(res.TD,ndoc=0,nword=20)
TextData summary
Before After
Documents 1043.00 1039.00
Occurrences 13917.00 5026.00
Words 1334.00 78.00
Mean-length 13.34 4.84
NonEmpty.Docs 1040.00 1039.00
NonEmpty.Mean-length 13.38 4.84
Index of the 20 most frequent words
Word Frequency N.Documents
1 family 705 624
2 health 612 555
3 good 303 254
4 happiness 229 218
5 money 172 169
6 life 161 149
7 job 143 137
8 happy 137 123
9 children 131 129
10 work 118 113
11 friends 116 111
12 husband 96 92
13 home 90 89
14 live 84 76
15 peace 79 75
16 wife 76 72
17 living 68 66
18 enough 68 61
19 people 63 55
20 able 56 515. Correspondence analysis applied to the LT
First CA, neither contextual variables nor segments are teken in to account
res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=10,lmw=2,lmd=2) summary(res.LexCA,ncp=10,ndoc=0,nword=0,nsup=0,metaWords=T)
Correspondence analysis summary
Eigenvalues
Variance % of var. Cumulative % of var.
dim 1 0.393 2.604 2.604
dim 2 0.376 2.487 5.092
dim 3 0.339 2.248 7.339
dim 4 0.334 2.215 9.554
dim 5 0.326 2.162 11.716
dim 6 0.311 2.062 13.778
dim 7 0.309 2.043 15.821
dim 8 0.299 1.978 17.799
dim 9 0.291 1.929 19.727
dim 10 0.288 1.906 21.634
Cramer's V 0.443 Inertia 15.101
Words whose contribution is over 2 times the average word contribution
Dimension 1 +
people healthy want like see go happy getting live
Dimension 1 -
health happiness family
Dimension 2 +
peace mind love freedom want people
Dimension 2 -
healthy
Dimension 3 +
time leisure work dog
Dimension 3 -
enough money happiness live comfortably healthy
Dimension 4 +
living peace mind standard wife children
Dimension 4 -
money leisure time enough work job
Dimension 5 +
mind peace leisure living work standard time
Dimension 5 -
love wife music daughter
Dimension 6 +
living standard go church education freedom
Dimension 6 -
son happy daughter see mind
Dimension 7 +
love church friends people happy others
Dimension 7 -
freedom wife want
Dimension 8 +
keeping job house suppose contentment well getting
Dimension 8 -
church happy others
Dimension 9 +
life social others future keeping help
Dimension 9 -
living suppose home standard husband nice content
Dimension 10 +
freedom healthy friends personal want really music just
Dimension 10 -
food people children grandchildren getting keeping
Word representation: only the metakeys
ellipseLexCA(res.LexCA,selWord="meta 2",selDoc=NULL,col.word="black",cex=1.2,title="Meta-key representation")
Repeated segment visualization: process chain
res.TD<-TextData (base_UK,var.text=c(9,10),stop.word.tm=TRUE, stop.word.user=stopwu, Dmin=15, segment=TRUE, seg.nfreq=3, seg.nfreq2=200, seg.nfreq3=3, graph=FALSE) summary(res.TD,nword=20, nseg=500, ordFreq = FALSE)
TextData summary
Before After
Documents 1043.00 1039.00
Occurrences 13917.00 5026.00
Words 1334.00 78.00
Mean-length 13.34 4.84
NonEmpty.Docs 1040.00 1039.00
NonEmpty.Mean-length 13.38 4.84
Statistics for the 10 first docs
DocName Occurrences DistinctWords PctLength Mean Length100 Occurrences DistinctWords PctLength Mean Length100
before before before before after after after after
1 1 3 3 0.02 22.48 3 3 0.06 62.26
2 2 17 15 0.12 127.41 6 6 0.12 124.51
3 3 2 2 0.01 14.99 2 2 0.04 41.50
4 4 4 4 0.03 29.98 4 4 0.08 83.01
5 5 13 10 0.09 97.43 6 5 0.12 124.51
6 6 10 10 0.07 74.94 6 6 0.12 124.51
7 7 2 2 0.01 14.99 2 2 0.04 41.50
8 8 26 23 0.19 194.86 8 8 0.16 166.02
9 9 8 7 0.06 59.96 5 4 0.10 103.76
10 10 8 8 0.06 59.96 4 4 0.08 83.01
Index of the first 20 words in alphabetical order
Frequency N.Documents
able 56 51
car 18 18
children 131 129
church 16 15
comfortable 20 20
comfortably 17 17
content 18 16
contentment 31 30
daughter 21 21
dog 16 15
education 25 24
employment 20 20
enjoy 17 17
enough 68 61
everything 16 16
family 705 624
food 23 22
freedom 38 35
friends 116 111
future 17 17
Number of repeated segments
349
Index of the repeated segments in alphabetical order
Segment Frequency Long
1 a good family 4 3
2 a good home 3 3
3 a good job 6 3
4 a good life 8 3
5 a good standard of living 6 5
6 a great deal 3 3
7 a happy family life 3 4
8 a healthy life 3 3
9 a job and 6 3
10 a nice home 7 3
11 a nice house 3 3
12 able to afford 3 3
13 able to get 7 3
14 able to go 4 3
15 able to have 3 3
16 able to live 9 3
17 able to live comfortably 5 4
18 able to look after 3 4
19 able to walk 3 3
20 all happy and 3 3
21 all i have 3 3
22 all of us 3 3
23 all the family 6 3
24 and enough money to live 3 5
25 and family life 3 3
26 and have a 5 3
27 and having a 3 3
28 and my family 10 3
29 and my family s 4 4
30 and my husband 3 3
31 and their children 3 3
32 are happy and 3 3
33 are very important 4 3
34 as i am 3 3
35 as i can 5 3
36 as it comes 4 3
37 as long as 11 3
38 as long as i 3 4
39 as much as 5 3
40 as we are 4 3
41 at the moment 7 3
42 be able to 26 3
43 be able to live 5 4
44 be able to live comfortably 3 5
45 be happy and 6 3
46 being able to 23 3
47 being able to get 3 4
48 being able to go out 3 5
49 being able to live 4 4
50 being happy and 6 3
51 can not think 11 3
52 can not think of anything 9 5
53 can not think of anything else 7 6
54 children and grandchildren 3 3
55 children and husband 3 3
56 children are happy 4 3
57 children have a good 3 4
58 day to day 5 3
59 do not have 3 3
60 do not know 9 3
61 do not really 4 3
62 do not want 4 3
63 enough money to 34 3
64 enough money to keep 5 4
65 enough money to live 16 4
66 enough money to live comfortably 4 5
67 enough money to live on 9 5
68 enough to eat 5 3
69 family and friends 15 3
70 family health and happiness 3 4
71 family i suppose 4 3
72 family my job 5 3
73 family nothing else 3 3
74 family peace of mind 3 4
75 family s happiness 4 3
76 family s health 8 3
77 family that is 6 3
78 family that is all 4 4
79 family they are 3 3
80 for all the 4 3
81 for me and my family 3 5
82 for my children 3 3
83 for my family 4 3
84 for myself and 3 3
85 for the family 4 3
86 freedom of speech 4 3
87 freedom to do 4 3
88 friends and family 4 3
89 from day to day 4 4
90 get a good 4 3
91 get a good job 3 4
92 get on in 3 3
93 getting a job 4 3
94 getting into debt 3 3
95 getting on with 4 3
96 good family life 5 3
97 good health and 8 3
98 good health for 9 3
99 good health for all 4 4
100 good health happiness 7 3
101 good health that 3 3
102 good job good 3 3
103 good relationship with 3 3
104 good social life 4 3
105 good standard of living 10 4
106 happiness enough money 3 3
107 happiness of my family 4 4
108 happy and content 4 3
109 happy and healthy 4 3
110 happy family life 13 3
111 have a good 10 3
112 have a job 3 3
113 have enough money 5 3
114 have enough money to 3 4
115 have good health 5 3
116 having a good 5 3
117 having a happy 4 3
118 having a job 4 3
119 having enough money 13 3
120 having enough money to 8 4
121 having enough money to live 4 5
122 health and family 6 3
123 health and happiness 18 3
124 health and my 4 3
125 health being able to 3 4
126 health for all 6 3
127 health good health 5 3
128 health i suppose 6 3
129 health my family 3 3
130 health nothing else 5 3
131 health of family 5 3
132 health of my 7 3
133 health of my family 5 4
134 health of the family 4 4
135 health that is 5 3
136 health that is all 3 4
137 home and family 3 3
138 husband and children 5 3
139 husband and family 5 3
140 husband s health 4 3
141 i am a 5 3
142 i am not 3 3
143 i can not 9 3
144 i can not really think of 3 6
145 i can not think 5 4
146 i can not think of anything else 4 7
147 i can think of 5 4
148 i do not 21 3
149 i do not know 6 4
150 i do not really think 3 5
151 i do not think 4 4
152 i have a 3 3
153 i have got 3 3
154 i like to 10 3
155 i think that 4 3
156 i want to 3 3
157 i wish i 3 3
158 i would like 7 3
159 i would like to 6 4
160 if you are 3 3
161 important to me 5 3
162 in a job 3 3
163 in good health 9 3
164 in the family 4 3
165 in the world 11 3
166 is all i 5 3
167 is important to me 3 4
168 is not a 3 3
169 job my family 3 3
170 job nothing else 3 3
171 just to be 4 3
172 just to live 4 3
173 keep in good health 3 4
174 keeping my job 4 3
175 law and order 9 3
176 life good health 3 3
177 life that is 4 3
178 life to be 3 3
179 like to have 4 3
180 like to see 5 3
181 living in a 5 3
182 look after my 3 3
183 looking after my 3 3
184 me and my 5 3
185 me and my family 4 4
186 money do not 3 3
187 money to be able to 4 5
188 money to buy 3 3
189 money to do 4 3
190 money to live 18 3
191 money to live on 10 4
192 more money to 3 3
193 my children and 5 3
194 my children my 6 3
195 my daughter and 3 3
196 my daughters and 3 3
197 my dog my 3 3
198 my family 236 2
199 my family and 12 3
200 my family are 3 3
201 my family health 3 3
202 my family i 7 3
203 my family i suppose 3 4
204 my family my 27 3
205 my family my children 3 4
206 my family my health 5 4
207 my family nothing 3 3
208 my family s 10 3
209 my family s health 6 4
210 my family that is 4 4
211 my family that is all 3 5
212 my family to 3 3
213 my friends my 5 3
214 my grandchildren my 3 3
215 my health and 6 3
216 my health and my family s health 3 7
217 my health i 5 3
218 my health my 4 3
219 my home and 3 3
220 my home my 7 3
221 my home my friends 3 4
222 my house my 4 3
223 my husband and 12 3
224 my husband and children 3 4
225 my husband and family 4 4
226 my husband my 7 3
227 my husband my family 4 4
228 my husband s 6 3
229 my husband s health 3 4
230 my job and 5 3
231 my job money 3 3
232 my job my 8 3
233 my job my friends 3 4
234 my own home 3 3
235 my son and 4 3
236 my wife and 10 3
237 my wife and family 5 4
238 my wife s 4 3
239 my work my 6 3
240 no money worries 4 3
241 not a lot 3 3
242 not having to 3 3
243 not really think 6 3
244 not think of anything 10 4
245 not think of anything else 8 5
246 nothing else i 4 3
247 of my family 21 3
248 of the children 3 3
249 of the family 8 3
250 of the world 4 3
251 out and about 3 3
252 peace in the world 6 4
253 peace of mind 42 3
254 peace of mind and 3 4
255 peace of mind good 4 4
256 people in general 3 3
257 place to live 3 3
258 quality of life 8 3
259 relationship with my 3 3
260 rest of my 3 3
261 s health and 5 3
262 should be happy 3 3
263 so i can 3 3
264 social life family 3 3
265 standard of living 30 3
266 state of the 4 3
267 sufficient money to 5 3
268 that i am 6 3
269 that is about 11 3
270 that is about it 9 4
271 that is all 33 3
272 that is all i 3 4
273 that is important 3 3
274 that is it 12 3
275 that my family 4 3
276 that my husband 3 3
277 that the children 5 3
278 that the family 4 3
279 that they are 4 3
280 that we all 3 3
281 the family and 4 3
282 the family is 4 3
283 the family that 4 3
284 the health of 6 3
285 the health of my family 3 5
286 the quality of 3 3
287 the rest of 4 3
288 the state of the 3 4
289 their health and 4 3
290 their health and happiness 3 4
291 there is a 3 3
292 there is not 4 3
293 they are alright 3 3
294 think of anything 12 3
295 think of anything else 10 4
296 to be able 25 3
297 to be able to 24 4
298 to be able to get 4 5
299 to be able to live 3 5
300 to be content 4 3
301 to be happy 32 3
302 to be happy and 3 4
303 to be happy to have 3 5
304 to be healthy 5 3
305 to carry on 5 3
306 to do what 8 3
307 to do what i 6 4
308 to do what i want 4 5
309 to enjoy life 3 3
310 to get a 6 3
311 to get a good 3 4
312 to get on 4 3
313 to go out 6 3
314 to have a 12 3
315 to have a good 3 4
316 to have friends 3 3
317 to have good 6 3
318 to have good health 4 4
319 to have my 3 3
320 to help others 3 3
321 to keep going 3 3
322 to keep well 3 3
323 to live a 4 3
324 to live comfortably 11 3
325 to live happily 3 3
326 to live in 4 3
327 to live on 15 3
328 to look after 5 3
329 to pay the 3 3
330 to see my 5 3
331 to see the 3 3
332 want to do 4 3
333 we are all 3 3
334 we do not 4 3
335 wealth and happiness 3 3
336 welfare of my 6 3
337 welfare of my family 4 4
338 wellbeing of family 4 3
339 wellbeing of my 3 3
340 what i want 5 3
341 when i want 4 3
342 wife and family 7 3
343 wife s health 6 3
344 with my husband 3 3
345 with the family 7 3
346 would like to 8 3
347 would like to see 4 4
348 you have got 4 3
349 you want to do 3 4Correspondence analysis computing the segments coordinates
Second CA, equal to the former but segments are taken into account
res.LexCA <- LexCA(res.TD, graph=FALSE,segment=TRUE)
Document representation
plot(res.LexCA,selWord=NULL,col.doc="gray30",title="Document representation",axes=c(1,2))
Segment representation
Only the second plot is reproduced
The first one is used to select those segments to visualize in the second plot
plot(res.LexCA,selWord=NULL,selDoc=NULL, selSeg="cos2 .02",cex=0.8, autoLab="yes",
title="The best represented repeated segments")
plot(res.LexCA,selWord=NULL,selDoc=NULL, selSeg=c(16,46,66,70,88,91,107,138,229,252,253,301,316,335,338,340,349), col.seg="black", autoLab="yes",cex=0.9, title="Selected supplementary repeated segments")
In order to take into account contextual variables, TextData is runned again
res.TD<-TextData(base_UK,var.text=c(9,10), stop.word.tm=TRUE,stop.word.user=stopwu,Dmin=15,
context.quali=c("Gender","Education","Age_Educ","Gender_Educ"), context.quanti=c("Age"),graph=FALSE)
summary(res.TD,ndoc=0,nword=20)
TextData summary
Before After
Documents 1043.00 1039.00
Occurrences 13917.00 5026.00
Words 1334.00 78.00
Mean-length 13.34 4.84
NonEmpty.Docs 1040.00 1039.00
NonEmpty.Mean-length 13.38 4.84
Index of the 20 most frequent words
Word Frequency N.Documents
1 family 705 624
2 health 612 555
3 good 303 254
4 happiness 229 218
5 money 172 169
6 life 161 149
7 job 143 137
8 happy 137 123
9 children 131 129
10 work 118 113
11 friends 116 111
12 husband 96 92
13 home 90 89
14 live 84 76
15 peace 79 75
16 wife 76 72
17 living 68 66
18 enough 68 61
19 people 63 55
20 able 56 51
Summary of the contextual categorical variables
Gender Education Age_Educ Gender_Educ
Man :494 E_Low :478 >55_Low :235 M_EduLow :221
Woman:545 E_Medium:418 31_55_Low :225 M_EduMed :197
E_High :143 <=30_Medium :187 M_EduHigh: 76
31_55_Medium:159 W_EduLow :257
>55_Medium : 72 W_EduMed :221
<=30_High : 61 W_EduHigh: 67
(Other) :100
Summary of the contextual quantitative variables
Age
Min. :18.00
1st Qu.:30.00
Median :44.00
Mean :45.82
3rd Qu.:61.00
Max. :90.00
summary(res.TD$context$quali,maxsum=20)
Gender Education Age_Educ Gender_Educ
Man :494 E_Low :478 <=30_Low : 18 M_EduLow :221
Woman:545 E_Medium:418 <=30_Medium :187 M_EduMed :197
E_High :143 <=30_High : 61 M_EduHigh: 76
31_55_Low :225 W_EduLow :257
31_55_Medium:159 W_EduMed :221
31_55_High : 60 W_EduHigh: 67
>55_Low :235
>55_Medium : 72
>55_High : 22 res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=10,lmd=2,lmw=2)
Education and Age_Education categories representation. Trajectories
plot(res.LexCA,selDoc=NULL,selWord=NULL,quali.sup=c("Age_Educ","Education"), col.quali.sup="grey50",
xlim=c(-0.5,+0.5),ylim=c(-0.5,+0.5),title="Education and Age_Education categories")
lines(res.LexCA$quali.sup$coord[3:5,1],res.LexCA$quali.sup$coord[3:5,2],lwd=4,col="grey40")
lines(res.LexCA$quali.sup$coord[6:8,1],res.LexCA$quali.sup$coord[6:8,2],lwd=2,col="grey20")
lines(res.LexCA$quali.sup$coord[9:11,1],res.LexCA$quali.sup$coord[9:11,2],lwd=2,col="grey20")
lines(res.LexCA$quali.sup$coord[12:14,1],res.LexCA$quali.sup$coord[12:14,2],lwd=2,col="grey20")
Gender and Gender_Education categories representation. Trajectories
plot(res.LexCA,selDoc=NULL,selWord=NULL,quali.sup=c("Gender","Gender_Educ"), col.quali.sup="grey50",
xlim=c(-0.5,+0.5),ylim=c(-0.5,+0.5),title="Gender and Gender_Education categories")
lines(res.LexCA$quali.sup$coord[15:17,1],res.LexCA$quali.sup$coord[15:17,2],lwd=2,col="grey20")
lines(res.LexCA$quali.sup$coord[18:20,1],res.LexCA$quali.sup$coord[18:20,2],lwd=2,col="grey20")
Test values on the position of the represented categories
round(res.LexCA$quali.sup$v.test[,1:5],3)
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
Gender.Man 0.020 -0.556 1.998 -2.142 -0.078
Gender.Woman -0.020 0.556 -1.998 2.142 0.078
Education.E_Low 3.232 -6.013 -2.041 2.917 -2.299
Education.E_Medium -2.932 1.765 -0.448 -2.547 2.150
Education.E_High -0.513 6.167 3.574 -0.602 0.273
Age_Educ.<=30_Low 0.500 -1.948 -0.302 -0.078 3.391
Age_Educ.<=30_Medium -0.116 -1.557 0.189 -5.511 2.061
Age_Educ.<=30_High 1.426 2.964 2.208 -1.863 -0.065
Age_Educ.31_55_Low -1.536 -4.441 0.179 1.206 -0.227
Age_Educ.31_55_Medium -2.474 3.246 0.104 0.546 2.119
Age_Educ.31_55_High -1.223 4.078 3.266 -1.101 -0.701
Age_Educ.>55_Low 5.187 -2.182 -2.503 2.298 -3.529
Age_Educ.>55_Medium -1.967 1.006 -1.377 2.599 -2.139
Age_Educ.>55_High -1.533 3.290 -0.398 3.421 1.935
Gender_Educ.M_EduLow 1.486 -5.428 0.152 1.131 -1.886
Gender_Educ.M_EduMed -0.520 1.948 0.680 -3.572 0.482
Gender_Educ.M_EduHigh -1.538 4.601 2.633 -0.607 2.116
Gender_Educ.W_EduLow 2.312 -1.829 -2.471 2.281 -0.874
Gender_Educ.W_EduMed -2.994 0.282 -1.164 0.300 2.102
Gender_Educ.W_EduHigh 0.849 3.785 2.227 -0.210 -1.760Answer clustering
Selection how many axes to keep from reading the metawords/metakeys issued form the former CA
res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=50,lmd=2,lmw=2) summary(res.LexCA,ndoc=0,nword=0,nsup=0,metaWords=TRUE,ncp=50)
Correspondence analysis summary
Eigenvalues
Variance % of var. Cumulative % of var.
dim 1 0.393 2.604 2.604
dim 2 0.376 2.487 5.092
dim 3 0.339 2.248 7.339
dim 4 0.334 2.215 9.554
dim 5 0.326 2.162 11.716
dim 6 0.311 2.062 13.778
dim 7 0.309 2.043 15.821
dim 8 0.299 1.978 17.799
dim 9 0.291 1.929 19.727
dim 10 0.288 1.906 21.634
dim 11 0.282 1.870 23.504
dim 12 0.278 1.840 25.344
dim 13 0.272 1.799 27.143
dim 14 0.269 1.778 28.921
dim 15 0.264 1.749 30.670
dim 16 0.261 1.725 32.396
dim 17 0.256 1.697 34.093
dim 18 0.253 1.676 35.769
dim 19 0.250 1.657 37.426
dim 20 0.248 1.640 39.066
dim 21 0.244 1.617 40.683
dim 22 0.241 1.594 42.277
dim 23 0.239 1.585 43.862
dim 24 0.235 1.558 45.419
dim 25 0.228 1.513 46.932
dim 26 0.228 1.510 48.442
dim 27 0.224 1.483 49.925
dim 28 0.220 1.459 51.384
dim 29 0.216 1.428 52.811
dim 30 0.214 1.420 54.232
dim 31 0.211 1.400 55.631
dim 32 0.207 1.373 57.004
dim 33 0.205 1.360 58.364
dim 34 0.199 1.318 59.682
dim 35 0.196 1.299 60.981
dim 36 0.196 1.295 62.276
dim 37 0.194 1.282 63.558
dim 38 0.190 1.258 64.816
dim 39 0.189 1.251 66.067
dim 40 0.186 1.232 67.299
dim 41 0.184 1.220 68.520
dim 42 0.183 1.211 69.731
dim 43 0.178 1.181 70.912
dim 44 0.176 1.168 72.080
dim 45 0.173 1.147 73.226
dim 46 0.171 1.132 74.358
dim 47 0.167 1.103 75.461
dim 48 0.166 1.099 76.560
dim 49 0.164 1.083 77.644
dim 50 0.161 1.068 78.712
Cramer's V 0.443 Inertia 15.101
Words whose contribution is over 2 times the average word contribution
Dimension 1 +
people healthy want like see go happy getting live
Dimension 1 -
health happiness family
Dimension 2 +
peace mind love freedom want people
Dimension 2 -
healthy
Dimension 3 +
time leisure work dog
Dimension 3 -
enough money happiness live comfortably healthy
Dimension 4 +
living peace mind standard wife children
Dimension 4 -
money leisure time enough work job
Dimension 5 +
mind peace leisure living work standard time
Dimension 5 -
love wife music daughter
Dimension 6 +
living standard go church education freedom
Dimension 6 -
son happy daughter see mind
Dimension 7 +
love church friends people happy others
Dimension 7 -
freedom wife want
Dimension 8 +
keeping job house suppose contentment well getting
Dimension 8 -
church happy others
Dimension 9 +
life social others future keeping help
Dimension 9 -
living suppose home standard husband nice content
Dimension 10 +
freedom healthy friends personal want really music just
Dimension 10 -
food people children grandchildren getting keeping
Dimension 11 +
love healthy security time standard leisure
Dimension 11 -
church suppose going friends
Dimension 12 +
welfare wellbeing wife contentment see people living
Dimension 12 -
husband freedom happy home social want
Dimension 13 +
keep way love friends future able keeping church well
Dimension 13 -
getting social people happy
Dimension 14 +
healthy church keeping employment time getting leisure going
Dimension 14 -
work dog love able social
Dimension 15 +
suppose really important happiness much music
Dimension 15 -
wellbeing church content house work general
Dimension 16 +
keeping standard freedom house content everything
Dimension 16 -
suppose children home dog husband able live
Dimension 17 +
music daughter church social suppose peace love
Dimension 17 -
children freedom keep able
Dimension 18 +
see education like
Dimension 18 -
really suppose wife just happy much
Dimension 19 +
way wellbeing nice important home friends people job
Dimension 19 -
church keep go going security healthy
Dimension 20 +
kids important going mind education much really long
Dimension 20 -
suppose son world
Dimension 21 +
daughter dog get going time others
Dimension 21 -
healthy work friends future
Dimension 22 +
contentment education future content long children see suppose
Dimension 22 -
keep friends healthy dog wife
Dimension 23 +
wellbeing social education suppose general
Dimension 23 -
satisfaction others music happy house personal
Dimension 24 +
daughter husband son work
Dimension 24 -
dog wellbeing music content like employment
Dimension 25 +
content son job money good
Dimension 25 -
healthy live family wellbeing work husband see
Dimension 26 +
dog happiness contentment way world church food nice personal just
Dimension 26 -
welfare music enjoy
Dimension 27 +
music getting son everything go
Dimension 27 -
wife freedom job suppose
Dimension 28 +
job wellbeing world getting things going long
Dimension 28 -
food contentment friends education well keeping
Dimension 29 +
music future son food world keep make
Dimension 29 -
employment getting wife important able friends worries daughter
Dimension 30 +
education kids daughter employment house help others happiness
Dimension 30 -
contentment job good see
Dimension 31 +
nice go holidays wellbeing enjoy wife able
Dimension 31 -
dog welfare employment live long husband
Dimension 32 +
food content house
Dimension 32 -
worries grandchildren money welfare family
Dimension 33 +
house children personal much nice social content
Dimension 33 -
go dog just important kids son
Dimension 34 +
way holidays house security content daughter
Dimension 34 -
employment wellbeing world happy personal
Dimension 35 +
going son keep money enjoy important
Dimension 35 -
able good get house job daughter world personal
Dimension 36 +
going healthy son everything education world car
Dimension 36 -
kids grandchildren music well
Dimension 37 +
worries get suppose way going happy children security everything
Dimension 37 -
like grandchildren personal good
Dimension 38 +
worries everything welfare security want grandchildren suppose others wellbeing
Dimension 38 -
holidays get happy employment
Dimension 39 +
grandchildren world house employment important satisfaction
Dimension 39 -
security really wife getting people future
Dimension 40 +
important content comfortable well much
Dimension 40 -
contentment husband really kids employment
Dimension 41 +
grandchildren going friends music food long like
Dimension 41 -
car see church way son welfare house
Dimension 42 +
enjoy food worries friends dog much
Dimension 42 -
nice just car want keep
Dimension 43 +
everything home contentment music dog
Dimension 43 -
holidays go welfare going just
Dimension 44 +
want others getting car dog friends money contentment
Dimension 44 -
just like home family
Dimension 45 +
security employment enjoy important world
Dimension 45 -
happiness welfare everything
Dimension 46 +
people long get husband contentment important music
Dimension 46 -
welfare enjoy future food see just getting grandchildren
Dimension 47 +
long way food home world holidays
Dimension 47 -
future people grandchildren
Dimension 48 +
car make welfare friends son security
Dimension 48 -
want people worries see
Dimension 49 +
grandchildren enjoy home content employment help food long satisfaction
Dimension 49 -
happy house education world things time
Dimension 50 +
holidays just worries like enjoy children good general
Dimension 50 -
home way happy comfortable go 6 axes have to be kept. CA has to be runned again, to keep only these 6 axes
res.TD<-TextData(base_UK,var.text=c(9,10), stop.word.tm=TRUE,stop.word.user=stopwu,Dmin=15,
context.quali=c("Gender","Education","Age_Educ","Gender_Educ"),
context.quanti=c("Age"),graph=FALSE)
summary(res.TD)
TextData summary
Before After
Documents 1043.00 1039.00
Occurrences 13917.00 5026.00
Words 1334.00 78.00
Mean-length 13.34 4.84
NonEmpty.Docs 1040.00 1039.00
NonEmpty.Mean-length 13.38 4.84
Statistics for the 10 first docs
DocName Occurrences DistinctWords PctLength Mean Length100 Occurrences DistinctWords PctLength Mean Length100
before before before before after after after after
1 256 73 65 0.52 547.09 20 19 0.40 415.04
2 571 49 32 0.35 367.23 17 13 0.34 352.79
3 122 73 59 0.52 547.09 16 14 0.32 332.03
4 754 41 28 0.29 307.27 16 12 0.32 332.03
5 563 31 26 0.22 232.33 14 13 0.28 290.53
6 43 57 48 0.41 427.18 13 10 0.26 269.78
7 275 54 43 0.39 404.70 13 11 0.26 269.78
8 455 62 39 0.45 464.65 13 8 0.26 269.78
9 519 44 34 0.32 329.75 13 12 0.26 269.78
10 562 34 29 0.24 254.81 13 13 0.26 269.78
Index of the 50 most frequent words
Word Frequency N.Documents
1 family 705 624
2 health 612 555
3 good 303 254
4 happiness 229 218
5 money 172 169
6 life 161 149
7 job 143 137
8 happy 137 123
9 children 131 129
10 work 118 113
11 friends 116 111
12 husband 96 92
13 home 90 89
14 live 84 76
15 peace 79 75
16 wife 76 72
17 living 68 66
18 enough 68 61
19 people 63 55
20 able 56 51
21 get 54 51
22 just 52 52
23 keep 50 39
24 mind 47 46
25 healthy 46 45
26 well 43 40
27 security 40 40
28 like 40 35
29 freedom 38 35
30 keeping 37 29
31 getting 35 32
32 house 34 33
33 standard 33 32
34 love 33 26
35 contentment 31 30
36 time 31 29
37 want 31 25
38 grandchildren 30 29
39 nice 30 26
40 world 29 29
41 really 28 28
42 things 28 25
43 son 27 25
44 important 26 26
45 going 26 25
46 see 26 22
47 general 25 25
48 education 25 24
49 food 23 22
50 suppose 23 20
Summary of the contextual categorical variables
Gender Education Age_Educ Gender_Educ
Man :494 E_Low :478 >55_Low :235 M_EduLow :221
Woman:545 E_Medium:418 31_55_Low :225 M_EduMed :197
E_High :143 <=30_Medium :187 M_EduHigh: 76
31_55_Medium:159 W_EduLow :257
>55_Medium : 72 W_EduMed :221
<=30_High : 61 W_EduHigh: 67
(Other) :100
Summary of the contextual quantitative variables
Age
Min. :18.00
1st Qu.:30.00
Median :44.00
Mean :45.82
3rd Qu.:61.00
Max. :90.00 res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=6,context.sup="ALL") summary(res.LexCA)
Correspondence analysis summary
Eigenvalues
Variance % of var. Cumulative % of var.
dim 1 0.393 2.604 2.604
dim 2 0.376 2.487 5.092
dim 3 0.339 2.248 7.339
dim 4 0.334 2.215 9.554
dim 5 0.326 2.162 11.716
Cramer's V 0.443 Inertia 15.101
DOCUMENTS
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
1 -0.950 0.098 -0.637 -0.118 -0.298
2 0.503 0.324 -0.099 0.200 -0.103
3 -1.222 0.259 -0.337 0.216 -0.024
4 -0.706 0.105 -0.685 -0.528 -0.108
5 1.150 -0.686 -1.795 -0.590 0.622
6 0.472 -0.038 0.835 0.511 -1.183
7 -1.154 0.241 -0.789 -0.306 -0.407
8 1.456 -0.726 -0.799 -0.071 0.351
9 0.547 0.074 -0.137 -0.837 -0.335
10 0.073 -0.586 0.475 1.065 -1.090
Contributions (by column total=100)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
1 0.137 0.002 0.071 0.002 0.016
2 0.077 0.033 0.003 0.014 0.004
3 0.151 0.007 0.013 0.006 0.000
4 0.101 0.002 0.110 0.066 0.003
5 0.402 0.149 1.133 0.124 0.141
6 0.068 0.000 0.245 0.093 0.511
7 0.135 0.006 0.073 0.011 0.020
8 0.858 0.223 0.300 0.002 0.060
9 0.076 0.001 0.006 0.209 0.034
10 0.001 0.073 0.053 0.270 0.290
Square cosinus (by row total=1)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
1 0.215 0.002 0.097 0.003 0.021
2 0.020 0.008 0.001 0.003 0.001
3 0.036 0.002 0.003 0.001 0.000
4 0.158 0.004 0.149 0.088 0.004
5 0.096 0.034 0.234 0.025 0.028
6 0.011 0.000 0.033 0.012 0.067
7 0.204 0.009 0.095 0.014 0.025
8 0.136 0.034 0.041 0.000 0.008
9 0.008 0.000 0.001 0.019 0.003
10 0.000 0.011 0.007 0.036 0.037
Inertia
1 0.003
2 0.015
3 0.016
4 0.003
5 0.016
6 0.025
7 0.003
8 0.025
9 0.036
10 0.025
WORDS
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
able 0.931 -0.076 -0.527 -0.449 0.080
car 0.848 0.104 0.516 -1.098 0.178
children 0.073 -0.597 0.211 0.802 -0.509
church 0.604 0.738 0.395 -1.153 -1.567
comfortable 0.009 -0.378 0.108 0.572 0.307
comfortably 0.895 -0.753 -2.065 -1.032 0.899
content 0.768 -0.170 -0.499 0.470 -0.024
contentment -1.180 0.329 -0.518 0.398 -0.006
daughter 0.642 -0.880 0.347 1.357 -1.750
dog 0.523 -1.072 1.695 0.363 0.111
Contributions (by-column total=100)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
able 2.456 0.017 0.913 0.673 0.022
car 0.655 0.010 0.281 1.292 0.035
children 0.035 2.475 0.341 5.017 2.066
church 0.295 0.462 0.146 1.264 2.395
comfortable 0.000 0.151 0.014 0.389 0.115
comfortably 0.689 0.511 4.249 1.078 0.836
content 0.537 0.027 0.262 0.236 0.001
contentment 2.183 0.178 0.488 0.292 0.000
daughter 0.438 0.862 0.148 2.300 3.917
dog 0.221 0.973 2.694 0.125 0.012
Square cosinus (by-row total=1)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
able 0.052 0.000 0.017 0.012 0.000
car 0.015 0.000 0.006 0.025 0.001
children 0.001 0.048 0.006 0.086 0.035
church 0.005 0.007 0.002 0.017 0.031
comfortable 0.000 0.004 0.000 0.009 0.002
comfortably 0.018 0.013 0.095 0.024 0.018
content 0.010 0.000 0.004 0.004 0.000
contentment 0.040 0.003 0.008 0.005 0.000
daughter 0.008 0.015 0.002 0.035 0.058
dog 0.004 0.016 0.041 0.002 0.000
Inertia
able 0.186
car 0.173
children 0.195
church 0.252
comfortable 0.151
comfortably 0.152
content 0.210
contentment 0.215
daughter 0.219
dog 0.222
SUPPLEMENTARY CATEGORIES
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
Gender.Man 0.000 -0.009 0.031 -0.033 -0.001
Gender.Woman 0.000 0.007 -0.026 0.028 0.001
Education.E_Low 0.049 -0.091 -0.031 0.044 -0.035
Education.E_Medium -0.051 0.031 -0.008 -0.044 0.037
Education.E_High -0.018 0.216 0.125 -0.021 0.010
Age_Educ.<=30_Low 0.054 -0.212 -0.033 -0.008 0.369
Age_Educ.<=30_Medium -0.004 -0.049 0.006 -0.172 0.064
Age_Educ.<=30_High 0.081 0.169 0.126 -0.106 -0.004
Age_Educ.31_55_Low -0.041 -0.119 0.005 0.032 -0.006
Age_Educ.31_55_Medium -0.078 0.103 0.003 0.017 0.067
Square cosinus
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
Gender.Man 0.000 0.001 0.015 0.018 0.000
Gender.Woman 0.000 0.001 0.015 0.018 0.000
Education.E_Low 0.011 0.039 0.005 0.009 0.006
Education.E_Medium 0.052 0.019 0.001 0.040 0.028
Education.E_High 0.009 1.355 0.455 0.013 0.003
Age_Educ.<=30_Low 0.006 0.087 0.002 0.000 0.265
Age_Educ.<=30_Medium 0.000 0.002 0.000 0.027 0.004
Age_Educ.<=30_High 0.050 0.216 0.120 0.085 0.000
Age_Educ.31_55_Low 0.002 0.018 0.000 0.001 0.000
Age_Educ.31_55_Medium 0.040 0.069 0.000 0.002 0.030
v.test of the supplementary categories
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
Gender.Man 0.020 -0.556 1.998 -2.142 -0.078
Gender.Woman -0.020 0.556 -1.998 2.142 0.078
Education.E_Low 3.232 -6.013 -2.041 2.917 -2.299
Education.E_Medium -2.932 1.765 -0.448 -2.547 2.150
Education.E_High -0.513 6.167 3.574 -0.602 0.273
Age_Educ.<=30_Low 0.500 -1.948 -0.302 -0.078 3.391
Age_Educ.<=30_Medium -0.116 -1.557 0.189 -5.511 2.061
Age_Educ.<=30_High 1.426 2.964 2.208 -1.863 -0.065
Age_Educ.31_55_Low -1.536 -4.441 0.179 1.206 -0.227
Age_Educ.31_55_Medium -2.474 3.246 0.104 0.546 2.119
SUPPLEMENTARY QUANTITATIVE VARIABLES
Coordinates
Equal to the correlations of the variable with the axes
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Age 0.071 -0.001 -0.06 0.144 -0.129
Square cosinus
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Age 0.005 0 0.004 0.021 0.017res.hc<-LexHCca(res.LexCA,order=TRUE,nb.clust=8,nb.par=3,edit.par=TRUE,graph=FALSE) class(res.hc) <- "HCPC" res.hc$clust.count$Docs/sum(res.hc$clust.count$Docs)*100 res.hc$clust.count
[1] 36.669875 4.427334 6.737247 5.101059 17.516843 8.565929 12.319538 8.662175palette(gray(c(0.0,0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8))) plot(res.hc, choice="tree", title=" ", draw.tree=FALSE)
palette(gray(seq(0.2,.9,len=7))) plot(res.hc, choice="map", draw.tree=FALSE,title=" ")
round(res.hc$call$t$within[1:10],4)
[1] 2.0805 1.8747 1.6828 1.5021 1.3361 1.1865 1.0753 0.9808 0.9164 0.8545round(res.hc$call$t$inert.gain[1:10],4)
[1] 0.2058 0.1920 0.1807 0.1660 0.1495 0.1113 0.0944 0.0644 0.0619 0.0396round(res.hc$call$t$quot,4)
[1] 0.8976 0.8926 0.8895 0.8881 0.9062 0.9122 0.9343 0.9324Lexical description of cluster 7: characteristic words, paragons and specific answers
round(res.hc$desc.wordvar$words$'7',3)
Intern % glob % Intern freq Glob freq p.value v.test
love 1.325 0.237 30 33 0.000 9.312
freedom 1.369 0.273 31 38 0.000 8.738
people 1.634 0.453 37 63 0.000 7.543
want 1.015 0.223 23 31 0.000 6.988
church 0.662 0.115 15 16 0.000 6.607
go 0.618 0.137 14 19 0.000 5.343
things 0.618 0.201 14 28 0.000 3.966
getting 0.706 0.252 16 35 0.000 3.933
going 0.574 0.187 13 26 0.000 3.810
personal 0.397 0.108 9 15 0.000 3.607
music 0.397 0.129 9 18 0.002 3.108
food 0.442 0.165 10 23 0.004 2.896
get 0.706 0.388 16 54 0.020 2.322
daughter 0.000 0.151 0 21 0.048 -1.980
happiness 1.148 1.646 26 229 0.044 -2.012
welfare 0.000 0.158 0 22 0.040 -2.054
suppose 0.000 0.165 0 23 0.033 -2.127
children 0.530 0.942 12 131 0.027 -2.214
keep 0.088 0.359 2 50 0.016 -2.418
peace 0.221 0.568 5 79 0.014 -2.449
really 0.000 0.201 0 28 0.014 -2.465
time 0.000 0.223 0 31 0.008 -2.650
contentment 0.000 0.223 0 31 0.008 -2.650
happy 0.486 0.985 11 137 0.007 -2.695
wife 0.177 0.546 4 76 0.007 -2.716
standard 0.000 0.237 0 33 0.006 -2.769
husband 0.265 0.690 6 96 0.006 -2.773
healthy 0.044 0.331 1 46 0.006 -2.774
mind 0.044 0.338 1 47 0.005 -2.825
living 0.088 0.489 2 68 0.001 -3.262
good 1.280 2.178 29 303 0.001 -3.306
home 0.132 0.647 3 90 0.000 -3.689
family 3.355 5.069 76 705 0.000 -4.201
health 2.163 4.400 49 612 0.000 -6.084res.hc$docspara[[7]]
DOCUMENT CRITERION TEXT
1 640 0.4223306 that I am a born again Christian and I have a personal relationship with God.I l
2 913 0.4981053 my family.other people's worries and troubles (I always seem to be the shoulder
3 39 0.5156400 good health. more money, do not want to get any olderres.hc$docsdist[[7]]
DOCUMENT CRITERION TEXT
1 144 6.213057 become enlightened.love relationship, completing my expectations with society
2 914 4.778346 worship.under that word I would have the 2 commandments, (1) to love God above
3 656 4.328204 going out in the country walking. go to church,Association between the partition and the qualitative contextual variables: cluster 7
res.hc$desc.wordvar$qualisup$test.chi2
p.value df
Age_Educ 0.000000e+00 56
Gender_Educ 9.475780e-192 35
Education 9.870040e-156 14
Gender 3.390201e-17 7
round(res.hc$desc.wordvar$words$'7',3)
Intern % glob % Intern freq Glob freq p.value v.test
love 1.325 0.237 30 33 0.000 9.312
freedom 1.369 0.273 31 38 0.000 8.738
people 1.634 0.453 37 63 0.000 7.543
want 1.015 0.223 23 31 0.000 6.988
church 0.662 0.115 15 16 0.000 6.607
go 0.618 0.137 14 19 0.000 5.343
things 0.618 0.201 14 28 0.000 3.966
getting 0.706 0.252 16 35 0.000 3.933
going 0.574 0.187 13 26 0.000 3.810
personal 0.397 0.108 9 15 0.000 3.607
music 0.397 0.129 9 18 0.002 3.108
food 0.442 0.165 10 23 0.004 2.896
get 0.706 0.388 16 54 0.020 2.322
daughter 0.000 0.151 0 21 0.048 -1.980
happiness 1.148 1.646 26 229 0.044 -2.012
welfare 0.000 0.158 0 22 0.040 -2.054
suppose 0.000 0.165 0 23 0.033 -2.127
children 0.530 0.942 12 131 0.027 -2.214
keep 0.088 0.359 2 50 0.016 -2.418
peace 0.221 0.568 5 79 0.014 -2.449
really 0.000 0.201 0 28 0.014 -2.465
time 0.000 0.223 0 31 0.008 -2.650
contentment 0.000 0.223 0 31 0.008 -2.650
happy 0.486 0.985 11 137 0.007 -2.695
wife 0.177 0.546 4 76 0.007 -2.716
standard 0.000 0.237 0 33 0.006 -2.769
husband 0.265 0.690 6 96 0.006 -2.773
healthy 0.044 0.331 1 46 0.006 -2.774
mind 0.044 0.338 1 47 0.005 -2.825
living 0.088 0.489 2 68 0.001 -3.262
good 1.280 2.178 29 303 0.001 -3.306
home 0.132 0.647 3 90 0.000 -3.689
family 3.355 5.069 76 705 0.000 -4.201
health 2.163 4.400 49 612 0.000 -6.084Association between the partition and the qualitative contextual variables: cluster 7
round(res.hc$desc.wordvar$qualisup$category$'7',3)
Cla/Mod Mod/Cla Global p.value v.test
Education=E_High 27.263 23.532 14.056 0.000 13.366
Age_Educ=31_55_High 31.050 12.009 6.298 0.000 11.235
Age_Educ=<=30_High 31.644 11.302 5.816 0.000 11.167
Gender_Educ=W_EduHigh 28.079 12.583 7.297 0.000 9.854
Age_Educ=31_55_Medium 23.073 22.208 15.673 0.000 8.995
Gender_Educ=M_EduHigh 26.383 10.949 6.758 0.000 8.160
Education=E_Medium 19.208 43.885 37.206 0.000 7.127
Gender_Educ=M_EduMed 19.922 20.353 16.637 0.000 5.081
Gender_Educ=W_EduMed 18.630 23.532 20.569 0.000 3.764
Age_Educ=>55_Medium 19.702 7.594 6.277 0.006 2.763
Age_Educ=>55_Low 13.474 21.766 26.307 0.000 -5.448
Age_Educ=>55_High 1.852 0.221 1.941 0.000 -7.864
Gender_Educ=W_EduLow 12.005 20.221 27.428 0.000 -8.615
Age_Educ=<=30_Low 0.000 0.000 1.682 0.000 -8.894
Gender_Educ=M_EduLow 9.447 12.362 21.310 0.000 -11.959
Age_Educ=31_55_Low 8.489 10.817 20.749 0.000 -13.542
Education=E_Low 10.887 32.583 48.738 0.000 -16.975For comparison, clustering the answers in the global space
res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=Inf) summary(res.LexCA,ncp=80)
Correspondence analysis summary
Eigenvalues
Variance % of var. Cumulative % of var.
dim 1 0.393 2.604 2.604
dim 2 0.376 2.487 5.092
dim 3 0.339 2.248 7.339
dim 4 0.334 2.215 9.554
dim 5 0.326 2.162 11.716
dim 6 0.311 2.062 13.778
dim 7 0.309 2.043 15.821
dim 8 0.299 1.978 17.799
dim 9 0.291 1.929 19.727
dim 10 0.288 1.906 21.634
dim 11 0.282 1.870 23.504
dim 12 0.278 1.840 25.344
dim 13 0.272 1.799 27.143
dim 14 0.269 1.778 28.921
dim 15 0.264 1.749 30.670
dim 16 0.261 1.725 32.396
dim 17 0.256 1.697 34.093
dim 18 0.253 1.676 35.769
dim 19 0.250 1.657 37.426
dim 20 0.248 1.640 39.066
dim 21 0.244 1.617 40.683
dim 22 0.241 1.594 42.277
dim 23 0.239 1.585 43.862
dim 24 0.235 1.558 45.419
dim 25 0.228 1.513 46.932
dim 26 0.228 1.510 48.442
dim 27 0.224 1.483 49.925
dim 28 0.220 1.459 51.384
dim 29 0.216 1.428 52.811
dim 30 0.214 1.420 54.232
dim 31 0.211 1.400 55.631
dim 32 0.207 1.373 57.004
dim 33 0.205 1.360 58.364
dim 34 0.199 1.318 59.682
dim 35 0.196 1.299 60.981
dim 36 0.196 1.295 62.276
dim 37 0.194 1.282 63.558
dim 38 0.190 1.258 64.816
dim 39 0.189 1.251 66.067
dim 40 0.186 1.232 67.299
dim 41 0.184 1.220 68.520
dim 42 0.183 1.211 69.731
dim 43 0.178 1.181 70.912
dim 44 0.176 1.168 72.080
dim 45 0.173 1.147 73.226
dim 46 0.171 1.132 74.358
dim 47 0.167 1.103 75.461
dim 48 0.166 1.099 76.560
dim 49 0.164 1.083 77.644
dim 50 0.161 1.068 78.712
dim 51 0.158 1.046 79.758
dim 52 0.156 1.031 80.789
dim 53 0.155 1.024 81.813
dim 54 0.150 0.991 82.804
dim 55 0.150 0.991 83.794
dim 56 0.145 0.958 84.752
dim 57 0.141 0.936 85.687
dim 58 0.141 0.931 86.619
dim 59 0.137 0.905 87.524
dim 60 0.135 0.895 88.419
dim 61 0.131 0.866 89.285
dim 62 0.130 0.859 90.144
dim 63 0.126 0.835 90.979
dim 64 0.122 0.810 91.789
dim 65 0.120 0.796 92.586
dim 66 0.119 0.788 93.374
dim 67 0.114 0.757 94.131
dim 68 0.111 0.736 94.867
dim 69 0.106 0.701 95.568
dim 70 0.104 0.690 96.258
dim 71 0.102 0.675 96.932
dim 72 0.096 0.639 97.571
dim 73 0.093 0.617 98.188
dim 74 0.084 0.557 98.745
dim 75 0.081 0.535 99.280
dim 76 0.064 0.422 99.701
dim 77 0.045 0.299 100.000
Cramer's V 0.443 Inertia 15.101
DOCUMENTS
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18 Dim 19
1 -0.950 0.098 -0.637 -0.118 -0.298 0.008 -0.120 -0.205 0.035 -0.271 -0.049 0.052 -0.293 -0.047 0.491 0.191 -0.018 0.047 -0.368
2 0.503 0.324 -0.099 0.200 -0.103 -0.180 0.811 -0.134 0.374 -0.441 0.115 0.156 -0.731 0.119 0.365 0.599 -0.221 -0.160 0.342
3 -1.222 0.259 -0.337 0.216 -0.024 -0.665 0.691 1.376 0.730 0.611 -0.123 1.466 -0.360 0.886 -0.519 0.208 -0.674 -0.522 -0.069
4 -0.706 0.105 -0.685 -0.528 -0.108 -0.019 -0.219 -0.097 -0.069 -0.052 -0.037 0.044 -0.190 -0.082 0.257 -0.003 0.141 0.074 -0.071
5 1.150 -0.686 -1.795 -0.590 0.622 -0.011 -0.217 -0.499 -0.086 0.344 0.832 -0.132 -0.213 0.377 -0.375 -0.269 0.525 -0.363 0.225
6 0.472 -0.038 0.835 0.511 -1.183 0.163 -0.799 0.322 -0.010 0.292 -0.399 0.719 -0.760 0.207 0.798 -0.485 1.393 -0.142 -0.073
7 -1.154 0.241 -0.789 -0.306 -0.407 -0.212 -0.109 0.005 0.106 -0.094 -0.079 0.119 -0.345 -0.056 0.541 0.069 -0.071 0.188 -0.468
8 1.456 -0.726 -0.799 -0.071 0.351 -0.883 -0.095 -0.411 -0.367 0.989 0.021 0.246 -0.057 0.140 0.503 -0.448 0.160 -0.265 -0.677
9 0.547 0.074 -0.137 -0.837 -0.335 0.234 -0.389 0.979 0.171 -1.072 -1.611 -0.365 0.392 1.466 0.379 1.667 0.089 -0.036 -0.970
10 0.073 -0.586 0.475 1.065 -1.090 -0.869 -0.033 -0.091 0.041 0.720 0.187 0.410 0.007 0.885 -1.175 -0.219 0.524 0.095 -0.055
Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36 Dim 37 Dim 38
1 -0.164 0.013 -0.386 0.078 -0.147 0.197 0.067 0.059 -0.074 -0.035 -0.023 0.145 0.290 -0.266 0.131 -0.113 -0.108 -0.348 -0.156
2 -0.576 -0.337 -0.108 0.359 -0.043 0.059 0.482 -0.235 -0.270 0.682 0.090 0.034 -0.461 -0.192 0.224 -0.285 -0.799 -0.035 -0.496
3 0.260 0.318 1.970 0.019 0.582 0.022 1.193 0.350 -1.471 -0.798 -1.819 -0.128 -0.271 -0.356 0.580 0.738 0.961 -0.692 -0.412
4 -0.219 0.096 -0.091 -0.065 -0.160 0.087 0.236 0.175 -0.025 0.036 0.348 0.165 -0.220 0.042 -0.074 0.344 -0.239 -0.026 -0.254
5 -0.293 -0.446 0.048 0.042 -0.052 -0.492 0.113 -0.060 -0.179 0.545 -0.007 -0.074 -0.002 0.177 0.236 0.671 0.181 0.149 0.330
6 -0.115 -0.340 -0.228 -0.573 -1.213 0.439 -0.820 0.561 0.369 0.457 -0.390 1.085 0.388 0.101 0.852 0.344 -0.430 -0.622 -0.497
7 -0.295 0.064 -0.313 -0.186 -0.146 -0.071 0.407 0.264 -0.072 -0.124 0.380 0.132 0.385 -0.157 -0.060 0.338 -0.192 -0.115 -0.295
8 0.742 -0.036 0.975 0.463 -0.171 -0.948 -0.045 -0.049 0.278 -0.004 -0.225 -0.554 0.397 0.110 -0.116 -0.377 0.409 -0.232 0.095
9 1.035 1.139 -0.080 0.362 -0.004 -0.266 -0.833 -0.829 0.628 -0.033 -0.628 -0.596 0.220 -0.369 -0.208 1.213 1.685 0.720 -0.222
10 -0.525 1.675 -0.342 1.320 2.411 -0.036 0.496 0.217 -0.701 -0.375 1.200 -0.829 -0.732 0.029 1.280 -0.551 -0.742 0.452 -0.447
Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57
1 -0.120 0.174 -0.280 -0.073 0.180 0.130 -0.431 0.128 -0.099 -0.188 -0.215 0.038 0.044 0.171 -0.175 0.055 -0.104 0.333 0.297
2 0.134 -0.039 -0.274 -0.056 0.221 -0.715 0.494 0.170 -0.008 0.587 -0.131 -0.437 0.309 0.564 -0.138 -0.953 -0.313 0.318 0.438
3 0.869 -1.605 0.866 0.250 1.378 0.822 0.265 0.952 0.717 -0.239 -0.519 -0.196 -0.757 -1.297 0.769 -0.043 -0.184 -0.199 -0.444
4 -0.107 -0.019 -0.260 0.120 -0.204 0.057 -0.278 0.012 -0.110 -0.001 0.013 -0.201 -0.168 -0.220 -0.255 -0.197 -0.019 -0.086 -0.017
5 0.172 0.100 0.148 0.333 -0.145 0.446 -0.276 0.008 -0.079 0.117 0.239 -0.010 0.055 -0.077 -0.435 0.020 0.570 -0.192 0.057
6 -0.064 -0.247 0.960 0.282 -0.195 -0.210 -0.021 0.616 0.440 0.060 -0.046 1.466 0.362 0.392 0.702 0.501 0.849 -0.190 -0.019
7 -0.276 0.118 -0.154 0.109 -0.041 -0.110 -0.463 0.238 -0.407 -0.063 -0.229 -0.282 -0.227 0.237 -0.161 -0.191 -0.326 0.105 0.162
8 -0.892 -0.303 -0.055 -0.227 -0.229 -0.058 -0.445 0.324 0.353 -0.379 0.670 0.137 -0.002 -0.310 -0.655 -0.234 0.291 0.089 0.348
9 -0.252 0.095 1.007 0.500 -1.358 -0.535 0.787 -0.065 -0.753 -0.558 -0.672 -0.777 0.591 0.588 -0.496 -0.642 -0.115 0.626 -0.225
10 0.189 0.298 0.259 0.543 -0.034 -0.183 -0.126 -0.091 0.172 -0.656 0.390 0.749 0.641 0.381 -0.558 -0.547 -0.273 -0.350 -0.027
Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76
1 -0.075 -0.090 0.451 -0.363 0.146 -0.019 -0.116 0.305 0.208 0.273 0.211 0.143 0.073 0.027 -0.123 0.197 0.198 0.041 0.012
2 -0.191 -0.429 0.688 0.169 -0.862 0.349 0.230 -0.179 0.083 -1.123 -0.042 -0.225 -0.378 0.073 -0.570 0.116 -0.542 -0.011 -0.114
3 0.229 -0.986 -0.948 0.135 -1.080 0.028 -0.177 -0.126 -0.773 -0.397 -0.419 0.504 -0.167 0.218 -0.389 0.147 0.841 -0.204 0.045
4 -0.096 -0.083 0.028 -0.074 -0.129 -0.135 0.454 -0.087 -0.072 -0.066 -0.139 0.082 -0.042 -0.090 0.202 -0.398 0.073 -0.255 0.025
5 0.209 -0.036 -0.706 0.345 0.343 -0.164 0.059 -0.264 0.044 -0.314 0.312 -0.017 -0.262 0.156 -0.548 1.308 -0.219 -0.053 -0.260
6 0.208 -0.602 0.212 0.206 0.082 0.101 0.544 0.006 -0.197 0.275 0.175 -0.176 0.311 -0.039 -0.040 0.086 -0.029 -0.084 0.010
7 -0.295 -0.155 0.684 -0.319 -0.044 -0.087 0.152 -0.062 0.244 0.414 0.170 0.154 0.200 0.135 0.224 0.346 -0.355 0.091 0.015
8 0.105 1.081 0.042 -0.409 -0.438 0.615 0.154 -0.185 0.278 -0.072 0.300 0.067 -0.200 0.304 0.001 0.502 -0.186 -0.011 -0.025
9 0.842 -1.065 -0.353 -0.383 0.806 -0.347 0.354 0.629 0.386 -0.706 -0.574 -0.269 0.678 0.312 -0.307 -0.449 -0.154 -0.396 -0.244
10 0.117 -0.330 -0.001 0.734 0.926 -0.199 0.024 0.450 0.373 0.729 0.590 -1.048 -0.246 -0.105 0.137 -0.611 -0.346 0.236 0.000
Dim 77
1 -0.058
2 -0.462
3 -0.048
4 0.013
5 -0.034
6 -0.022
7 -0.083
8 -0.136
9 0.052
10 0.146
Contributions (by column total=100)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18 Dim 19 Dim 20
1 0.137 0.002 0.071 0.002 0.016 0.000 0.003 0.008 0.000 0.015 0.001 0.001 0.019 0.000 0.055 0.008 0.000 0.001 0.032 0.006
2 0.077 0.033 0.003 0.014 0.004 0.012 0.254 0.007 0.057 0.081 0.006 0.010 0.235 0.006 0.060 0.164 0.023 0.012 0.056 0.160
3 0.151 0.007 0.013 0.006 0.000 0.057 0.062 0.252 0.073 0.052 0.002 0.308 0.019 0.116 0.041 0.007 0.071 0.043 0.001 0.011
4 0.101 0.002 0.110 0.066 0.003 0.000 0.012 0.003 0.001 0.001 0.000 0.001 0.011 0.002 0.020 0.000 0.006 0.002 0.002 0.015
5 0.402 0.149 1.133 0.124 0.141 0.000 0.018 0.100 0.003 0.049 0.292 0.007 0.020 0.063 0.064 0.033 0.129 0.062 0.024 0.041
6 0.068 0.000 0.245 0.093 0.511 0.010 0.247 0.041 0.000 0.035 0.067 0.222 0.254 0.019 0.288 0.108 0.903 0.010 0.003 0.006
7 0.135 0.006 0.073 0.011 0.020 0.006 0.002 0.000 0.002 0.001 0.001 0.002 0.017 0.000 0.044 0.001 0.001 0.006 0.035 0.014
8 0.858 0.223 0.300 0.002 0.060 0.399 0.005 0.090 0.074 0.541 0.000 0.035 0.002 0.012 0.152 0.123 0.016 0.044 0.291 0.354
9 0.076 0.001 0.006 0.209 0.034 0.018 0.049 0.319 0.010 0.397 0.914 0.048 0.056 0.796 0.054 1.061 0.003 0.001 0.374 0.430
10 0.001 0.073 0.053 0.270 0.290 0.193 0.000 0.002 0.000 0.143 0.010 0.048 0.000 0.232 0.416 0.015 0.085 0.003 0.001 0.089
Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36 Dim 37 Dim 38 Dim 39
1 0.000 0.037 0.002 0.006 0.010 0.001 0.001 0.001 0.000 0.000 0.006 0.024 0.021 0.005 0.004 0.004 0.037 0.008 0.005
2 0.055 0.006 0.064 0.001 0.002 0.122 0.029 0.040 0.258 0.004 0.001 0.122 0.022 0.030 0.049 0.389 0.001 0.155 0.011
3 0.017 0.642 0.000 0.057 0.000 0.248 0.022 0.391 0.118 0.614 0.003 0.014 0.025 0.067 0.110 0.188 0.099 0.035 0.159
4 0.003 0.003 0.001 0.009 0.003 0.019 0.011 0.000 0.000 0.045 0.010 0.019 0.001 0.002 0.048 0.023 0.000 0.027 0.005
5 0.097 0.001 0.001 0.001 0.127 0.007 0.002 0.017 0.165 0.000 0.003 0.000 0.018 0.034 0.274 0.020 0.014 0.069 0.019
6 0.056 0.026 0.164 0.747 0.101 0.352 0.168 0.074 0.115 0.084 0.664 0.087 0.006 0.435 0.072 0.113 0.239 0.155 0.003
7 0.001 0.016 0.006 0.004 0.001 0.029 0.012 0.001 0.003 0.027 0.003 0.029 0.005 0.001 0.023 0.008 0.003 0.018 0.016
8 0.001 0.628 0.143 0.020 0.627 0.001 0.002 0.056 0.000 0.038 0.231 0.121 0.009 0.011 0.115 0.136 0.044 0.008 0.671
9 0.529 0.003 0.054 0.000 0.031 0.302 0.306 0.178 0.001 0.183 0.167 0.023 0.066 0.022 0.746 1.445 0.267 0.026 0.033
10 0.914 0.039 0.579 1.967 0.000 0.086 0.017 0.177 0.052 0.534 0.259 0.206 0.000 0.655 0.123 0.224 0.084 0.084 0.015
Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57 Dim 58
1 0.010 0.025 0.002 0.011 0.006 0.064 0.006 0.003 0.013 0.017 0.001 0.001 0.011 0.012 0.001 0.004 0.046 0.037 0.002
2 0.001 0.049 0.002 0.033 0.346 0.168 0.020 0.000 0.248 0.012 0.142 0.072 0.244 0.015 0.724 0.078 0.084 0.162 0.031
3 0.551 0.162 0.014 0.424 0.152 0.016 0.211 0.123 0.014 0.066 0.009 0.144 0.430 0.152 0.000 0.009 0.011 0.056 0.015
4 0.000 0.029 0.006 0.019 0.001 0.035 0.000 0.006 0.000 0.000 0.020 0.014 0.025 0.034 0.021 0.000 0.004 0.000 0.005
5 0.006 0.014 0.073 0.014 0.135 0.052 0.000 0.004 0.010 0.042 0.000 0.002 0.005 0.146 0.000 0.259 0.030 0.003 0.037
6 0.039 0.597 0.052 0.026 0.030 0.000 0.265 0.139 0.003 0.002 1.592 0.099 0.118 0.381 0.200 0.575 0.030 0.000 0.037
7 0.003 0.005 0.003 0.000 0.003 0.049 0.013 0.039 0.001 0.013 0.020 0.013 0.014 0.007 0.010 0.028 0.003 0.007 0.025
8 0.079 0.003 0.045 0.047 0.003 0.182 0.098 0.119 0.138 0.437 0.019 0.000 0.098 0.442 0.058 0.090 0.009 0.136 0.012
9 0.005 0.548 0.136 1.028 0.161 0.356 0.002 0.339 0.187 0.275 0.372 0.220 0.221 0.158 0.274 0.009 0.269 0.036 0.501
10 0.038 0.029 0.128 0.001 0.015 0.007 0.004 0.014 0.207 0.074 0.277 0.207 0.074 0.160 0.159 0.040 0.067 0.000 0.008
Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
1 0.004 0.090 0.060 0.010 0.000 0.007 0.046 0.022 0.039 0.024 0.012 0.003 0.000 0.009 0.025 0.028 0.001 0.000 0.004
2 0.161 0.419 0.026 0.685 0.115 0.051 0.032 0.007 1.316 0.002 0.057 0.164 0.006 0.402 0.017 0.417 0.000 0.024 0.565
3 0.283 0.265 0.006 0.358 0.000 0.010 0.005 0.199 0.055 0.063 0.096 0.011 0.019 0.063 0.009 0.334 0.021 0.001 0.002
4 0.004 0.000 0.003 0.010 0.012 0.134 0.005 0.003 0.003 0.014 0.005 0.001 0.006 0.034 0.135 0.005 0.064 0.001 0.000
5 0.001 0.440 0.109 0.109 0.025 0.003 0.069 0.002 0.103 0.105 0.000 0.079 0.028 0.372 2.195 0.068 0.004 0.127 0.003
6 0.316 0.040 0.039 0.006 0.010 0.289 0.000 0.039 0.079 0.033 0.035 0.111 0.002 0.002 0.009 0.001 0.010 0.000 0.001
7 0.007 0.138 0.031 0.001 0.002 0.008 0.001 0.020 0.060 0.010 0.009 0.015 0.007 0.021 0.051 0.060 0.004 0.000 0.006
8 1.359 0.002 0.204 0.235 0.478 0.031 0.045 0.103 0.007 0.129 0.007 0.061 0.145 0.000 0.432 0.066 0.000 0.002 0.065
9 0.825 0.092 0.112 0.498 0.095 0.102 0.327 0.124 0.434 0.295 0.068 0.439 0.095 0.097 0.215 0.028 0.193 0.093 0.006
10 0.063 0.000 0.328 0.526 0.025 0.000 0.134 0.093 0.370 0.250 0.826 0.046 0.009 0.016 0.319 0.113 0.055 0.000 0.038
Square cosinus (by row total=1)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18 Dim 19 Dim 20
1 0.215 0.002 0.097 0.003 0.021 0.000 0.003 0.010 0.000 0.018 0.001 0.001 0.021 0.001 0.058 0.009 0.000 0.001 0.032 0.006
2 0.020 0.008 0.001 0.003 0.001 0.003 0.052 0.001 0.011 0.015 0.001 0.002 0.042 0.001 0.011 0.028 0.004 0.002 0.009 0.026
3 0.036 0.002 0.003 0.001 0.000 0.011 0.012 0.046 0.013 0.009 0.000 0.052 0.003 0.019 0.007 0.001 0.011 0.007 0.000 0.002
4 0.158 0.004 0.149 0.088 0.004 0.000 0.015 0.003 0.002 0.001 0.000 0.001 0.011 0.002 0.021 0.000 0.006 0.002 0.002 0.015
5 0.096 0.034 0.234 0.025 0.028 0.000 0.003 0.018 0.001 0.009 0.050 0.001 0.003 0.010 0.010 0.005 0.020 0.010 0.004 0.006
6 0.011 0.000 0.033 0.012 0.067 0.001 0.030 0.005 0.000 0.004 0.008 0.025 0.028 0.002 0.030 0.011 0.092 0.001 0.000 0.001
7 0.204 0.009 0.095 0.014 0.025 0.007 0.002 0.000 0.002 0.001 0.001 0.002 0.018 0.000 0.045 0.001 0.001 0.005 0.033 0.013
8 0.136 0.034 0.041 0.000 0.008 0.050 0.001 0.011 0.009 0.063 0.000 0.004 0.000 0.001 0.016 0.013 0.002 0.004 0.029 0.035
9 0.008 0.000 0.001 0.019 0.003 0.002 0.004 0.027 0.001 0.032 0.072 0.004 0.004 0.060 0.004 0.077 0.000 0.000 0.026 0.030
10 0.000 0.011 0.007 0.036 0.037 0.024 0.000 0.000 0.000 0.016 0.001 0.005 0.000 0.025 0.043 0.002 0.009 0.000 0.000 0.009
Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36 Dim 37 Dim 38 Dim 39
1 0.000 0.036 0.001 0.005 0.009 0.001 0.001 0.001 0.000 0.000 0.005 0.020 0.017 0.004 0.003 0.003 0.029 0.006 0.003
2 0.009 0.001 0.010 0.000 0.000 0.018 0.004 0.006 0.037 0.001 0.000 0.017 0.003 0.004 0.006 0.050 0.000 0.019 0.001
3 0.002 0.094 0.000 0.008 0.000 0.034 0.003 0.052 0.015 0.080 0.000 0.002 0.003 0.008 0.013 0.022 0.012 0.004 0.018
4 0.003 0.003 0.001 0.008 0.002 0.018 0.010 0.000 0.000 0.038 0.009 0.015 0.001 0.002 0.038 0.018 0.000 0.020 0.004
5 0.015 0.000 0.000 0.000 0.018 0.001 0.000 0.002 0.022 0.000 0.000 0.000 0.002 0.004 0.033 0.002 0.002 0.008 0.002
6 0.005 0.002 0.016 0.070 0.009 0.032 0.015 0.006 0.010 0.007 0.056 0.007 0.000 0.035 0.006 0.009 0.018 0.012 0.000
7 0.001 0.015 0.005 0.003 0.001 0.025 0.011 0.001 0.002 0.022 0.003 0.023 0.004 0.001 0.017 0.006 0.002 0.013 0.012
8 0.000 0.061 0.014 0.002 0.058 0.000 0.000 0.005 0.000 0.003 0.020 0.010 0.001 0.001 0.009 0.011 0.003 0.001 0.051
9 0.036 0.000 0.004 0.000 0.002 0.019 0.019 0.011 0.000 0.011 0.010 0.001 0.004 0.001 0.041 0.079 0.014 0.001 0.002
10 0.088 0.004 0.055 0.183 0.000 0.008 0.001 0.015 0.004 0.045 0.022 0.017 0.000 0.052 0.010 0.017 0.006 0.006 0.001
Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57 Dim 58
1 0.007 0.019 0.001 0.008 0.004 0.044 0.004 0.002 0.008 0.011 0.000 0.000 0.007 0.007 0.001 0.003 0.026 0.021 0.001
2 0.000 0.006 0.000 0.004 0.040 0.019 0.002 0.000 0.027 0.001 0.015 0.008 0.025 0.002 0.072 0.008 0.008 0.015 0.003
3 0.062 0.018 0.002 0.046 0.016 0.002 0.022 0.012 0.001 0.007 0.001 0.014 0.041 0.014 0.000 0.001 0.001 0.005 0.001
4 0.000 0.021 0.005 0.013 0.001 0.024 0.000 0.004 0.000 0.000 0.013 0.009 0.015 0.021 0.012 0.000 0.002 0.000 0.003
5 0.001 0.002 0.008 0.002 0.014 0.006 0.000 0.000 0.001 0.004 0.000 0.000 0.000 0.014 0.000 0.024 0.003 0.000 0.003
6 0.003 0.044 0.004 0.002 0.002 0.000 0.018 0.009 0.000 0.000 0.102 0.006 0.007 0.023 0.012 0.034 0.002 0.000 0.002
7 0.002 0.004 0.002 0.000 0.002 0.033 0.009 0.025 0.001 0.008 0.012 0.008 0.009 0.004 0.006 0.016 0.002 0.004 0.013
8 0.006 0.000 0.003 0.003 0.000 0.013 0.007 0.008 0.009 0.029 0.001 0.000 0.006 0.027 0.003 0.005 0.001 0.008 0.001
9 0.000 0.028 0.007 0.051 0.008 0.017 0.000 0.016 0.009 0.013 0.017 0.010 0.010 0.007 0.011 0.000 0.011 0.001 0.020
10 0.003 0.002 0.009 0.000 0.001 0.000 0.000 0.001 0.014 0.005 0.018 0.013 0.005 0.010 0.009 0.002 0.004 0.000 0.000
Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
1 0.002 0.048 0.031 0.005 0.000 0.003 0.022 0.010 0.018 0.011 0.005 0.001 0.000 0.004 0.009 0.009 0.000 0.000 0.001
2 0.015 0.038 0.002 0.059 0.010 0.004 0.003 0.001 0.100 0.000 0.004 0.011 0.000 0.026 0.001 0.023 0.000 0.001 0.017
3 0.024 0.022 0.000 0.028 0.000 0.001 0.000 0.014 0.004 0.004 0.006 0.001 0.001 0.004 0.001 0.017 0.001 0.000 0.000
4 0.002 0.000 0.002 0.005 0.006 0.065 0.002 0.002 0.001 0.006 0.002 0.001 0.003 0.013 0.050 0.002 0.021 0.000 0.000
5 0.000 0.036 0.009 0.009 0.002 0.000 0.005 0.000 0.007 0.007 0.000 0.005 0.002 0.022 0.125 0.003 0.000 0.005 0.000
6 0.017 0.002 0.002 0.000 0.000 0.014 0.000 0.002 0.004 0.001 0.001 0.005 0.000 0.000 0.000 0.000 0.000 0.000 0.000
7 0.004 0.072 0.016 0.000 0.001 0.004 0.001 0.009 0.026 0.004 0.004 0.006 0.003 0.008 0.018 0.019 0.001 0.000 0.001
8 0.075 0.000 0.011 0.012 0.024 0.002 0.002 0.005 0.000 0.006 0.000 0.003 0.006 0.000 0.016 0.002 0.000 0.000 0.001
9 0.032 0.003 0.004 0.018 0.003 0.003 0.011 0.004 0.014 0.009 0.002 0.013 0.003 0.003 0.006 0.001 0.004 0.002 0.000
10 0.003 0.000 0.017 0.027 0.001 0.000 0.006 0.004 0.017 0.011 0.035 0.002 0.000 0.001 0.012 0.004 0.002 0.000 0.001
Inertia
1 0.003
2 0.015
3 0.016
4 0.003
5 0.016
6 0.025
7 0.003
8 0.025
9 0.036
10 0.025
WORDS
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18
able 0.931 -0.076 -0.527 -0.449 0.080 0.749 -0.753 0.353 0.401 0.249 0.211 0.430 0.998 -0.979 -0.014 -0.810 -0.873 0.248
car 0.848 0.104 0.516 -1.098 0.178 -0.280 -0.754 -0.228 -1.274 -0.137 -1.068 1.192 -0.873 -0.890 0.217 0.395 0.553 1.076
children 0.073 -0.597 0.211 0.802 -0.509 -0.010 -0.201 -0.106 0.121 -0.680 0.246 -0.324 0.183 0.019 -0.045 -0.593 -0.838 -0.089
church 0.604 0.738 0.395 -1.153 -1.567 2.030 2.569 -2.294 0.976 -1.092 -2.209 0.007 1.687 2.263 -2.934 -1.351 1.865 -0.056
comfortable 0.009 -0.378 0.108 0.572 0.307 0.703 0.423 -0.639 0.101 0.540 0.170 0.147 0.314 0.112 0.737 0.138 0.224 0.412
comfortably 0.895 -0.753 -2.065 -1.032 0.899 1.038 -0.753 -0.304 0.738 -0.128 0.465 0.333 0.967 -0.219 -1.204 -1.180 1.106 -0.723
content 0.768 -0.170 -0.499 0.470 -0.024 -1.087 0.048 -0.905 -1.477 -0.264 -0.538 -1.283 -1.031 -0.944 -1.684 1.580 -0.229 -0.752
contentment -1.180 0.329 -0.518 0.398 -0.006 -0.664 0.715 1.564 0.814 0.549 0.064 1.535 -0.429 0.849 -0.488 0.213 -0.680 -0.502
daughter 0.642 -0.880 0.347 1.357 -1.750 -1.479 -1.175 -0.007 -0.105 0.746 0.923 1.038 0.323 0.849 -0.983 -0.296 1.717 0.177
dog 0.523 -1.072 1.695 0.363 0.111 1.150 0.141 1.383 0.550 0.540 -1.123 -0.500 -1.473 -2.680 -0.821 -1.540 0.382 -0.572
Dim 19 Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36
able -0.643 -0.240 0.155 -0.017 0.114 0.256 -0.043 -0.553 0.658 -0.477 -0.830 -0.104 0.737 0.039 -0.008 -0.333 -1.197 0.264
car 0.418 0.401 0.097 0.268 0.483 0.183 -1.164 0.788 -1.202 -0.312 1.010 -0.812 -0.371 -0.428 0.231 -0.127 -0.238 1.186
children -0.110 0.311 0.017 0.582 0.040 -0.447 -0.347 0.127 -0.214 -0.259 0.378 -0.136 0.060 0.213 0.739 -0.272 0.093 -0.164
church -3.108 1.194 -1.278 1.206 -0.749 0.794 0.860 1.527 -1.067 0.810 0.407 0.221 1.015 0.353 0.126 -0.294 0.397 -0.340
comfortable 0.931 -0.131 0.584 0.249 -0.879 0.066 -0.884 0.595 0.564 0.281 -0.192 -0.206 0.016 0.312 -0.536 0.112 1.088 -1.061
comfortably 0.191 -0.410 0.105 0.583 -0.618 0.461 -1.051 -1.139 0.156 -0.321 0.341 -0.216 -1.030 0.185 -0.432 -0.167 -0.192 -0.203
content -0.716 -1.329 0.599 1.879 -0.407 -1.490 2.643 -0.824 1.146 -0.338 -0.109 0.055 -1.133 2.063 1.380 1.424 0.073 0.722
contentment -0.111 0.280 0.369 1.939 0.082 0.703 0.257 1.311 0.285 -1.480 -0.664 -1.790 0.002 -0.035 -0.270 0.496 0.783 0.877
daughter -0.436 -0.379 1.930 -0.952 1.044 2.981 0.624 0.306 -0.537 -0.479 -1.190 1.888 -0.666 -1.075 -0.082 1.299 -1.191 -0.331
dog -0.877 0.164 1.565 -1.411 -0.821 -2.641 -1.072 2.496 -1.318 -0.022 0.789 0.681 -2.535 -0.882 -1.896 0.053 0.569 0.749
Dim 37 Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54
able 0.226 -0.177 0.337 0.073 -0.066 0.435 0.449 -0.570 0.023 0.314 -0.295 0.472 0.186 -0.456 -0.299 0.148 0.707 0.170
car 0.399 -0.966 0.278 0.087 -1.698 -1.824 -0.340 1.516 0.733 0.226 -0.411 2.085 1.019 -0.228 0.911 -0.145 0.739 -0.923
children 0.490 -0.229 -0.294 0.285 0.210 0.028 0.207 0.203 -0.335 0.154 0.146 0.138 -0.090 0.414 -0.228 0.070 -0.188 -0.566
church 0.515 -0.005 0.118 0.662 -1.649 -0.442 0.818 -0.448 -0.163 0.442 0.587 -0.156 0.068 0.255 -0.324 -0.038 -0.021 0.876
comfortable -0.278 -0.113 0.285 1.557 0.302 -0.404 -0.934 -0.580 -0.818 0.504 -0.735 0.031 -0.377 -1.260 0.581 -0.469 0.474 1.178
comfortably -0.811 0.559 -0.518 0.109 0.239 0.721 0.823 -0.336 1.004 0.299 0.296 0.628 -0.850 -0.310 0.007 1.293 1.199 -0.492
content -0.430 0.455 0.637 2.166 0.403 0.091 -0.038 -0.066 0.711 0.248 -0.792 -0.730 1.380 -0.377 0.136 -0.882 0.940 -0.787
contentment -0.560 -0.195 0.741 -1.333 0.778 0.282 1.269 0.879 0.089 0.958 0.533 -0.134 -0.355 -0.114 -0.462 -0.909 0.560 0.112
daughter 0.500 -0.859 0.870 0.732 0.270 0.739 -0.374 0.644 -0.254 -0.157 0.043 -0.984 -0.001 -0.062 0.690 0.518 -0.465 -0.106
dog -0.735 0.389 0.705 0.046 -0.881 1.602 1.350 1.391 0.103 0.142 -0.175 -0.753 0.118 0.013 0.169 0.205 0.374 0.237
Dim 55 Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72
able -0.452 0.435 0.080 0.342 0.158 0.198 0.349 0.436 -0.153 0.701 0.268 -0.606 0.005 0.222 -0.415 0.382 0.525 -0.784
car 0.024 0.193 -0.888 -0.917 -1.233 0.303 0.623 0.291 0.090 -0.485 -0.157 -0.918 1.770 1.393 -0.029 1.276 -0.461 0.248
children -0.044 -0.131 0.116 -0.192 0.371 -0.483 -0.244 -0.087 0.090 -0.235 0.095 0.286 -0.199 0.197 0.091 0.648 0.047 -0.021
church -0.206 -0.336 0.049 -0.130 0.067 0.651 0.577 -0.291 0.079 0.414 -0.166 -0.244 0.089 -0.045 0.085 0.096 0.128 0.028
comfortable -0.484 1.141 -0.849 -0.243 0.477 -1.063 1.927 -0.964 2.279 -0.495 1.469 0.627 0.081 -0.355 -1.061 0.557 0.647 0.328
comfortably -0.290 -0.642 -0.544 -0.339 -0.538 1.036 -1.355 -0.236 0.224 0.254 0.472 0.035 -0.080 -0.396 -0.388 0.483 -0.369 0.560
content -1.048 -0.300 0.063 -0.491 0.318 0.812 0.851 0.149 -0.190 -0.243 -0.372 -0.420 0.077 -0.602 0.407 0.013 -0.154 -0.059
contentment -0.087 0.041 -0.089 0.269 -0.720 -0.499 0.065 -0.680 0.128 -0.084 0.118 -0.448 -0.089 -0.213 0.385 -0.063 0.185 -0.068
daughter 0.363 -0.296 0.339 -0.866 -0.144 -0.110 0.074 -0.384 0.191 -0.246 -0.085 -0.391 -0.163 -0.449 0.681 1.289 0.367 -0.103
dog 0.051 -0.127 0.027 -0.161 0.589 0.399 0.159 0.842 0.268 0.303 0.046 0.591 -0.492 -0.649 -0.264 -0.020 0.334 -0.366
Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
able -0.200 -0.231 -0.596 -0.136 0.039
car 0.067 0.337 -0.028 -0.133 0.008
children -0.302 -0.030 -0.050 -0.033 0.003
church 0.369 0.141 -0.271 0.050 -0.024
comfortable 0.021 0.809 0.046 0.309 0.000
comfortably -1.335 0.968 2.611 0.841 -0.130
content -0.252 0.164 -0.046 0.173 -0.172
contentment 0.104 0.236 -0.016 0.040 -0.044
daughter 0.032 -0.037 0.076 0.145 0.032
dog -0.075 -0.238 -0.520 0.155 0.010
Contributions (by-column total=100)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18 Dim 19
able 2.456 0.017 0.913 0.673 0.022 2.009 2.046 0.464 0.614 0.239 0.176 0.741 4.088 3.976 0.001 2.803 3.312 0.271 1.841
car 0.655 0.010 0.281 1.292 0.035 0.090 0.659 0.062 1.997 0.023 1.447 1.832 1.004 1.057 0.064 0.214 0.427 1.638 0.250
children 0.035 2.475 0.341 5.017 2.066 0.001 0.341 0.098 0.130 4.187 0.558 0.986 0.321 0.004 0.020 3.523 7.135 0.081 0.126
church 0.295 0.462 0.146 1.264 2.395 4.211 6.809 5.610 1.041 1.318 5.501 0.000 3.335 6.073 10.373 2.230 4.321 0.004 12.295
comfortable 0.000 0.151 0.014 0.389 0.115 0.632 0.231 0.545 0.014 0.403 0.041 0.031 0.144 0.019 0.818 0.029 0.078 0.268 1.380
comfortably 0.689 0.511 4.249 1.078 0.836 1.171 0.621 0.104 0.632 0.019 0.259 0.135 1.165 0.061 1.855 1.808 1.614 0.699 0.049
content 0.537 0.027 0.262 0.236 0.001 1.360 0.003 0.983 2.681 0.087 0.368 2.122 1.401 1.189 3.843 3.430 0.074 0.799 0.734
contentment 2.183 0.178 0.488 0.292 0.000 0.874 1.023 5.050 1.403 0.645 0.009 5.232 0.418 1.658 0.555 0.108 1.111 0.615 0.030
daughter 0.438 0.862 0.148 2.300 3.917 2.936 1.870 0.000 0.016 0.808 1.261 1.621 0.161 1.123 1.528 0.141 4.806 0.051 0.318
dog 0.221 0.973 2.694 0.125 0.012 1.353 0.020 2.038 0.331 0.322 1.423 0.287 2.541 8.513 0.812 2.900 0.181 0.411 0.979
Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36 Dim 37
able 0.259 0.110 0.001 0.060 0.310 0.009 1.497 2.152 1.150 3.560 0.056 2.865 0.008 0.000 0.622 8.138 0.397 0.294
car 0.233 0.014 0.107 0.350 0.051 2.125 0.975 2.311 0.159 1.696 1.101 0.233 0.316 0.093 0.029 0.103 2.573 0.294
children 1.015 0.003 3.673 0.018 2.219 1.371 0.184 0.531 0.793 1.729 0.225 0.045 0.572 6.932 0.969 0.116 0.357 3.230
church 1.834 2.128 1.923 0.747 0.854 1.030 3.255 1.619 0.948 0.245 0.073 1.551 0.191 0.025 0.138 0.255 0.188 0.437
comfortable 0.028 0.556 0.102 1.285 0.007 1.361 0.618 0.565 0.143 0.068 0.079 0.000 0.187 0.558 0.025 2.400 2.291 0.159
comfortably 0.229 0.015 0.478 0.541 0.306 1.635 1.925 0.037 0.158 0.182 0.074 1.697 0.056 0.307 0.047 0.063 0.072 1.149
content 2.554 0.526 5.253 0.248 3.380 10.950 1.065 2.100 0.185 0.020 0.005 2.176 7.354 3.320 3.649 0.010 0.954 0.342
contentment 0.195 0.344 9.637 0.017 1.297 0.178 4.651 0.224 6.131 1.261 9.217 0.000 0.004 0.220 0.763 1.928 2.424 0.999
daughter 0.243 6.371 1.574 1.903 15.789 0.713 0.172 0.538 0.436 2.745 6.947 0.877 2.329 0.014 3.543 3.021 0.234 0.539
dog 0.035 3.194 2.635 0.897 9.442 1.603 8.698 2.470 0.001 0.919 0.688 9.682 1.196 5.573 0.004 0.525 0.913 0.887
Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55
able 0.183 0.670 0.032 0.026 1.153 1.259 2.053 0.003 0.645 0.580 1.494 0.235 1.434 0.632 0.157 3.603 0.215 1.523
car 1.760 0.146 0.015 5.603 6.519 0.232 4.667 1.113 0.107 0.364 9.375 2.276 0.116 1.881 0.049 1.266 2.041 0.001
children 0.719 1.190 1.137 0.624 0.011 0.626 0.609 1.692 0.360 0.335 0.298 0.130 2.768 0.856 0.082 0.597 5.578 0.034
church 0.000 0.023 0.750 4.699 0.340 1.195 0.362 0.049 0.364 0.658 0.047 0.009 0.128 0.211 0.003 0.001 1.634 0.090
comfortable 0.027 0.170 5.183 0.197 0.356 1.949 0.760 1.536 0.592 1.291 0.002 0.346 3.917 0.850 0.563 0.578 3.688 0.623
comfortably 0.557 0.480 0.021 0.105 0.963 1.284 0.217 1.970 0.177 0.178 0.804 1.493 0.202 0.000 3.630 3.147 0.547 0.190
content 0.391 0.768 9.029 0.315 0.016 0.003 0.009 1.045 0.129 1.347 1.149 4.170 0.316 0.042 1.787 2.048 1.484 2.628
contentment 0.124 1.791 5.895 2.023 0.269 5.568 2.701 0.028 3.312 1.051 0.067 0.474 0.050 0.835 3.273 1.250 0.052 0.031
daughter 1.623 1.672 1.203 0.165 1.247 0.328 0.981 0.156 0.060 0.005 2.436 0.000 0.010 1.257 0.720 0.584 0.031 0.368
dog 0.254 0.838 0.004 1.340 4.470 3.255 3.494 0.020 0.038 0.058 1.086 0.027 0.000 0.057 0.086 0.289 0.119 0.006
Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73
able 1.457 0.051 0.925 0.204 0.324 1.040 1.630 0.207 4.468 0.668 3.432 0.000 0.495 1.809 1.562 3.016 7.104 0.479
car 0.093 1.997 2.142 3.980 0.243 1.065 0.234 0.023 0.689 0.073 2.535 9.807 6.253 0.003 5.599 0.746 0.228 0.017
children 0.307 0.247 0.683 2.625 4.491 1.185 0.152 0.167 1.179 0.196 1.785 0.900 0.911 0.202 10.510 0.058 0.012 2.558
church 0.248 0.005 0.038 0.010 0.999 0.812 0.208 0.016 0.446 0.073 0.159 0.022 0.006 0.022 0.028 0.051 0.003 0.466
comfortable 3.580 2.030 0.167 0.662 3.327 11.305 2.853 16.390 0.797 7.139 1.316 0.023 0.450 4.232 1.183 1.635 0.445 0.002
comfortably 0.966 0.707 0.277 0.716 2.687 4.754 0.146 0.135 0.178 0.628 0.003 0.019 0.477 0.482 0.757 0.451 1.099 6.477
content 0.223 0.010 0.613 0.264 1.747 1.983 0.061 0.102 0.173 0.413 0.531 0.019 1.169 0.560 0.001 0.083 0.013 0.244
contentment 0.007 0.035 0.317 2.337 1.137 0.020 2.201 0.080 0.036 0.071 1.040 0.043 0.252 0.864 0.024 0.208 0.029 0.071
daughter 0.253 0.339 2.226 0.064 0.037 0.018 0.476 0.121 0.207 0.025 0.537 0.097 0.758 1.833 6.665 0.553 0.046 0.005
dog 0.035 0.002 0.059 0.809 0.375 0.061 1.742 0.182 0.238 0.006 0.934 0.674 1.206 0.210 0.001 0.348 0.441 0.019
Dim 74 Dim 75 Dim 76 Dim 77
able 0.705 4.899 0.323 0.037
car 0.483 0.004 0.099 0.000
children 0.027 0.081 0.045 0.000
church 0.075 0.289 0.013 0.004
comfortable 3.096 0.011 0.595 0.000
comfortably 3.767 28.560 3.759 0.126
content 0.115 0.009 0.169 0.235
contentment 0.407 0.002 0.015 0.027
daughter 0.007 0.030 0.137 0.009
dog 0.215 1.065 0.120 0.001
Square cosinus (by-row total=1)
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18 Dim 19
able 0.052 0.000 0.017 0.012 0.000 0.034 0.034 0.007 0.010 0.004 0.003 0.011 0.060 0.057 0.000 0.039 0.046 0.004 0.025
car 0.015 0.000 0.006 0.025 0.001 0.002 0.012 0.001 0.034 0.000 0.024 0.029 0.016 0.016 0.001 0.003 0.006 0.024 0.004
children 0.001 0.048 0.006 0.086 0.035 0.000 0.005 0.002 0.002 0.062 0.008 0.014 0.004 0.000 0.000 0.047 0.094 0.001 0.002
church 0.005 0.007 0.002 0.017 0.031 0.052 0.083 0.066 0.012 0.015 0.062 0.000 0.036 0.065 0.109 0.023 0.044 0.000 0.122
comfortable 0.000 0.004 0.000 0.009 0.002 0.013 0.005 0.011 0.000 0.008 0.001 0.001 0.003 0.000 0.014 0.001 0.001 0.004 0.023
comfortably 0.018 0.013 0.095 0.024 0.018 0.024 0.013 0.002 0.012 0.000 0.005 0.002 0.021 0.001 0.032 0.031 0.027 0.012 0.001
content 0.010 0.000 0.004 0.004 0.000 0.020 0.000 0.014 0.037 0.001 0.005 0.028 0.018 0.015 0.048 0.043 0.001 0.010 0.009
contentment 0.040 0.003 0.008 0.005 0.000 0.013 0.015 0.070 0.019 0.009 0.000 0.068 0.005 0.021 0.007 0.001 0.013 0.007 0.000
daughter 0.008 0.015 0.002 0.035 0.058 0.042 0.026 0.000 0.000 0.011 0.016 0.021 0.002 0.014 0.018 0.002 0.056 0.001 0.004
dog 0.004 0.016 0.041 0.002 0.000 0.019 0.000 0.027 0.004 0.004 0.018 0.004 0.031 0.103 0.010 0.034 0.002 0.005 0.011
Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34 Dim 35 Dim 36 Dim 37
able 0.003 0.001 0.000 0.001 0.004 0.000 0.018 0.026 0.014 0.041 0.001 0.033 0.000 0.000 0.007 0.086 0.004 0.003
car 0.003 0.000 0.001 0.005 0.001 0.028 0.013 0.030 0.002 0.021 0.014 0.003 0.004 0.001 0.000 0.001 0.029 0.003
children 0.013 0.000 0.045 0.000 0.027 0.016 0.002 0.006 0.009 0.019 0.002 0.000 0.006 0.073 0.010 0.001 0.004 0.032
church 0.018 0.021 0.018 0.007 0.008 0.009 0.029 0.014 0.008 0.002 0.001 0.013 0.002 0.000 0.001 0.002 0.001 0.003
comfortable 0.000 0.009 0.002 0.020 0.000 0.021 0.009 0.008 0.002 0.001 0.001 0.000 0.003 0.008 0.000 0.031 0.030 0.002
comfortably 0.004 0.000 0.008 0.008 0.005 0.025 0.029 0.001 0.002 0.003 0.001 0.024 0.001 0.004 0.001 0.001 0.001 0.015
content 0.030 0.006 0.060 0.003 0.038 0.119 0.012 0.022 0.002 0.000 0.000 0.022 0.073 0.032 0.035 0.000 0.009 0.003
contentment 0.002 0.004 0.108 0.000 0.014 0.002 0.049 0.002 0.063 0.013 0.092 0.000 0.000 0.002 0.007 0.018 0.022 0.009
daughter 0.003 0.071 0.017 0.021 0.170 0.007 0.002 0.005 0.004 0.027 0.068 0.008 0.022 0.000 0.032 0.027 0.002 0.005
dog 0.000 0.035 0.029 0.010 0.100 0.016 0.089 0.025 0.000 0.009 0.007 0.092 0.011 0.052 0.000 0.005 0.008 0.008
Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55
able 0.002 0.007 0.000 0.000 0.011 0.012 0.019 0.000 0.006 0.005 0.013 0.002 0.012 0.005 0.001 0.030 0.002 0.012
car 0.019 0.002 0.000 0.060 0.069 0.002 0.048 0.011 0.001 0.004 0.090 0.022 0.001 0.017 0.000 0.011 0.018 0.000
children 0.007 0.012 0.011 0.006 0.000 0.006 0.006 0.015 0.003 0.003 0.003 0.001 0.023 0.007 0.001 0.005 0.043 0.000
church 0.000 0.000 0.006 0.034 0.002 0.008 0.003 0.000 0.002 0.004 0.000 0.000 0.001 0.001 0.000 0.000 0.010 0.001
comfortable 0.000 0.002 0.064 0.002 0.004 0.023 0.009 0.018 0.007 0.014 0.000 0.004 0.042 0.009 0.006 0.006 0.037 0.006
comfortably 0.007 0.006 0.000 0.001 0.012 0.015 0.003 0.022 0.002 0.002 0.009 0.016 0.002 0.000 0.037 0.032 0.005 0.002
content 0.004 0.007 0.080 0.003 0.000 0.000 0.000 0.009 0.001 0.011 0.009 0.032 0.002 0.000 0.013 0.015 0.011 0.019
contentment 0.001 0.016 0.051 0.017 0.002 0.046 0.022 0.000 0.026 0.008 0.001 0.004 0.000 0.006 0.024 0.009 0.000 0.000
daughter 0.014 0.014 0.010 0.001 0.010 0.003 0.008 0.001 0.000 0.000 0.018 0.000 0.000 0.009 0.005 0.004 0.000 0.003
dog 0.002 0.007 0.000 0.011 0.037 0.026 0.028 0.000 0.000 0.000 0.008 0.000 0.000 0.000 0.001 0.002 0.001 0.000
Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73
able 0.011 0.000 0.007 0.001 0.002 0.007 0.011 0.001 0.029 0.004 0.022 0.000 0.003 0.010 0.009 0.017 0.037 0.002
car 0.001 0.016 0.017 0.031 0.002 0.008 0.002 0.000 0.005 0.001 0.017 0.065 0.040 0.000 0.034 0.004 0.001 0.000
children 0.002 0.002 0.005 0.018 0.031 0.008 0.001 0.001 0.007 0.001 0.011 0.005 0.005 0.001 0.056 0.000 0.000 0.012
church 0.001 0.000 0.000 0.000 0.005 0.004 0.001 0.000 0.002 0.000 0.001 0.000 0.000 0.000 0.000 0.000 0.000 0.002
comfortable 0.034 0.019 0.002 0.006 0.030 0.098 0.025 0.137 0.006 0.057 0.010 0.000 0.003 0.030 0.008 0.011 0.003 0.000
comfortably 0.009 0.007 0.003 0.006 0.024 0.041 0.001 0.001 0.001 0.005 0.000 0.000 0.003 0.003 0.005 0.003 0.007 0.040
content 0.002 0.000 0.004 0.002 0.011 0.012 0.000 0.001 0.001 0.002 0.003 0.000 0.006 0.003 0.000 0.000 0.000 0.001
contentment 0.000 0.000 0.002 0.015 0.007 0.000 0.013 0.000 0.000 0.000 0.006 0.000 0.001 0.004 0.000 0.001 0.000 0.000
daughter 0.002 0.002 0.014 0.000 0.000 0.000 0.003 0.001 0.001 0.000 0.003 0.001 0.004 0.009 0.032 0.003 0.000 0.000
dog 0.000 0.000 0.000 0.005 0.002 0.000 0.010 0.001 0.001 0.000 0.005 0.003 0.006 0.001 0.000 0.002 0.002 0.000
Dim 74 Dim 75 Dim 76 Dim 77
able 0.003 0.021 0.001 0.000
car 0.002 0.000 0.000 0.000
children 0.000 0.000 0.000 0.000
church 0.000 0.001 0.000 0.000
comfortable 0.017 0.000 0.003 0.000
comfortably 0.021 0.151 0.016 0.000
content 0.000 0.000 0.001 0.001
contentment 0.002 0.000 0.000 0.000
daughter 0.000 0.000 0.000 0.000
dog 0.001 0.004 0.000 0.000
Inertia
able 0.186
car 0.173
children 0.195
church 0.252
comfortable 0.151
comfortably 0.152
content 0.210
contentment 0.215
daughter 0.219
dog 0.222
SUPPLEMENTARY CATEGORIES
Coordinates
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16
Gender.Man 0.000 -0.009 0.031 -0.033 -0.001 0.047 -0.052 0.019 0.081 0.008 0.030 0.094 -0.014 -0.020 -0.002 0.068
Gender.Woman 0.000 0.007 -0.026 0.028 0.001 -0.040 0.044 -0.016 -0.068 -0.007 -0.025 -0.079 0.012 0.017 0.002 -0.057
Education.E_Low 0.049 -0.091 -0.031 0.044 -0.035 -0.029 -0.013 -0.039 0.039 -0.051 -0.061 0.023 0.008 -0.025 0.047 0.011
Education.E_Medium -0.051 0.031 -0.008 -0.044 0.037 0.004 -0.036 0.034 -0.037 0.029 0.037 -0.056 0.010 0.014 -0.029 0.006
Education.E_High -0.018 0.216 0.125 -0.021 0.010 0.087 0.147 0.033 -0.023 0.089 0.099 0.085 -0.056 0.043 -0.074 -0.056
Age_Educ.<=30_Low 0.054 -0.212 -0.033 -0.008 0.369 0.224 0.108 -0.023 -0.132 0.024 0.198 0.006 0.011 -0.053 0.089 0.076
Age_Educ.<=30_Medium -0.004 -0.049 0.006 -0.172 0.064 -0.030 -0.027 0.102 -0.055 0.078 0.055 -0.078 -0.012 -0.061 -0.033 0.037
Age_Educ.<=30_High 0.081 0.169 0.126 -0.106 -0.004 0.204 0.180 0.053 -0.063 0.193 0.130 0.030 -0.123 0.034 -0.053 0.113
Age_Educ.31_55_Low -0.041 -0.119 0.005 0.032 -0.006 -0.073 -0.017 -0.011 0.049 -0.051 -0.023 -0.012 -0.069 -0.043 -0.033 0.021
Age_Educ.31_55_Medium -0.078 0.103 0.003 0.017 0.067 0.057 -0.021 0.015 -0.038 -0.014 0.076 -0.060 -0.002 0.058 0.016 -0.031
Dim 17 Dim 18 Dim 19 Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32
Gender.Man 0.038 0.006 0.014 -0.004 -0.050 -0.026 -0.003 -0.011 0.020 -0.011 -0.071 0.068 -0.049 -0.012 0.055 0.002
Gender.Woman -0.032 -0.005 -0.012 0.004 0.042 0.022 0.003 0.009 -0.016 0.009 0.060 -0.057 0.041 0.010 -0.046 -0.002
Education.E_Low -0.020 -0.022 -0.031 -0.007 0.019 -0.008 0.025 -0.046 0.006 -0.006 0.009 0.019 -0.042 -0.017 0.009 -0.038
Education.E_Medium 0.026 0.019 0.014 0.003 0.004 -0.004 -0.018 0.024 -0.026 0.011 -0.011 -0.006 0.027 0.025 -0.012 0.032
Education.E_High -0.007 0.019 0.064 0.017 -0.072 0.039 -0.030 0.086 0.054 -0.009 0.001 -0.048 0.066 -0.016 0.005 0.037
Age_Educ.<=30_Low -0.096 0.101 -0.060 0.105 -0.131 -0.194 0.091 -0.086 0.170 0.007 0.051 -0.070 0.109 0.120 0.137 -0.178
Age_Educ.<=30_Medium 0.045 0.020 0.040 0.010 -0.006 0.007 -0.052 0.035 0.011 0.013 -0.056 0.008 0.027 -0.005 -0.003 -0.028
Age_Educ.<=30_High -0.051 -0.019 0.105 0.026 -0.176 0.015 0.037 0.168 0.030 0.116 0.123 -0.063 0.032 -0.021 0.027 0.107
Age_Educ.31_55_Low -0.012 -0.008 -0.043 -0.013 0.001 0.044 -0.014 -0.020 0.014 -0.029 0.031 0.038 -0.037 0.043 0.018 -0.027
Age_Educ.31_55_Medium -0.024 0.020 0.033 -0.004 0.012 0.029 -0.034 0.021 -0.075 0.008 0.023 -0.032 0.056 0.059 -0.028 0.043
Dim 33 Dim 34 Dim 35 Dim 36 Dim 37 Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48
Gender.Man 0.020 -0.011 0.002 0.006 -0.054 -0.014 0.011 -0.002 0.005 -0.013 0.003 -0.004 0.032 -0.004 -0.014 0.009
Gender.Woman -0.017 0.009 -0.002 -0.005 0.045 0.012 -0.009 0.002 -0.004 0.011 -0.003 0.003 -0.027 0.003 0.012 -0.007
Education.E_Low -0.028 -0.012 0.024 -0.017 -0.046 -0.006 -0.002 -0.016 0.002 -0.020 -0.019 -0.027 0.004 0.001 0.032 -0.009
Education.E_Medium 0.035 0.013 -0.002 0.003 0.043 -0.010 -0.007 -0.004 -0.011 0.032 0.018 0.028 0.003 0.012 -0.024 -0.007
Education.E_High -0.006 0.004 -0.074 0.048 0.030 0.051 0.028 0.064 0.025 -0.023 0.012 0.012 -0.023 -0.038 -0.041 0.049
Age_Educ.<=30_Low 0.241 0.002 0.124 0.000 0.103 -0.327 0.208 -0.075 -0.076 -0.128 0.063 0.076 0.172 -0.105 0.131 0.029
Age_Educ.<=30_Medium 0.027 -0.050 -0.014 -0.024 0.090 -0.033 0.012 -0.014 -0.009 0.008 -0.029 0.032 -0.036 -0.002 -0.068 -0.024
Age_Educ.<=30_High -0.002 -0.062 -0.201 0.068 0.006 0.057 0.029 0.059 0.052 -0.007 -0.028 0.117 -0.047 -0.016 -0.100 -0.025
Age_Educ.31_55_Low -0.046 -0.032 0.062 -0.037 -0.004 -0.036 -0.042 -0.024 -0.009 -0.023 0.001 -0.041 -0.025 -0.006 0.053 -0.020
Age_Educ.31_55_Medium 0.066 0.067 0.034 0.014 0.005 0.003 -0.055 0.039 0.032 0.041 0.051 0.031 0.054 0.028 -0.022 0.009
Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64
Gender.Man 0.046 -0.016 0.019 0.006 0.001 0.003 -0.009 0.013 0.024 -0.014 0.000 -0.012 0.008 -0.014 0.019 -0.022
Gender.Woman -0.039 0.013 -0.016 -0.005 -0.001 -0.003 0.007 -0.011 -0.020 0.012 0.000 0.010 -0.007 0.012 -0.016 0.019
Education.E_Low 0.012 -0.022 -0.017 0.015 0.005 -0.004 0.001 0.016 -0.012 0.001 0.001 0.002 0.016 0.014 -0.023 -0.026
Education.E_Medium -0.014 0.005 -0.011 -0.026 -0.010 -0.002 -0.002 -0.023 0.008 0.007 -0.010 -0.008 -0.015 -0.024 0.022 0.005
Education.E_High 0.002 0.058 0.086 0.024 0.011 0.019 0.001 0.012 0.015 -0.024 0.026 0.015 -0.010 0.022 0.012 0.071
Age_Educ.<=30_Low 0.074 0.083 0.154 0.104 0.005 -0.124 0.029 0.090 0.034 -0.085 -0.156 0.026 0.011 -0.196 0.075 0.118
Age_Educ.<=30_Medium -0.032 0.012 0.017 0.019 -0.029 -0.020 -0.071 -0.045 0.013 0.010 -0.032 -0.001 -0.028 -0.040 0.024 0.037
Age_Educ.<=30_High 0.014 0.061 0.138 0.039 0.043 0.001 0.034 0.018 0.043 -0.066 0.054 -0.051 -0.039 -0.056 0.026 0.095
Age_Educ.31_55_Low -0.018 0.004 -0.074 0.003 0.004 -0.025 -0.036 -0.016 0.022 -0.012 0.007 -0.041 0.011 0.025 -0.013 -0.036
Age_Educ.31_55_Medium -0.014 0.017 -0.040 -0.067 0.017 -0.023 0.033 -0.020 0.020 0.009 -0.014 -0.024 -0.010 -0.017 0.017 -0.011
Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
Gender.Man 0.011 -0.012 0.012 -0.012 0.011 -0.009 0.010 -0.005 -0.008 -0.012 0.007 -0.005 0.011
Gender.Woman -0.009 0.010 -0.010 0.010 -0.010 0.007 -0.008 0.004 0.006 0.010 -0.006 0.004 -0.009
Education.E_Low -0.004 0.004 -0.005 -0.019 -0.005 0.010 -0.005 0.019 0.010 0.006 0.020 -0.007 -0.001
Education.E_Medium -0.006 -0.013 0.002 0.025 0.011 0.001 0.005 -0.013 -0.012 -0.014 -0.014 0.014 -0.001
Education.E_High 0.030 0.023 0.013 -0.007 -0.016 -0.038 0.003 -0.026 0.000 0.020 -0.028 -0.016 0.005
Age_Educ.<=30_Low -0.016 0.031 -0.009 0.002 -0.009 -0.141 0.007 -0.046 -0.071 -0.007 -0.063 0.122 -0.042
Age_Educ.<=30_Medium 0.031 -0.005 0.048 0.012 0.001 0.005 -0.019 -0.001 -0.061 0.010 0.007 0.012 0.019
Age_Educ.<=30_High 0.045 0.057 -0.018 -0.008 -0.007 -0.059 0.041 -0.018 -0.017 0.063 -0.016 -0.056 -0.053
Age_Educ.31_55_Low -0.014 -0.004 -0.051 0.005 -0.022 0.014 0.003 0.005 0.007 0.018 0.008 -0.011 0.009
Age_Educ.31_55_Medium -0.029 -0.020 -0.021 0.025 0.022 0.007 0.021 -0.028 0.039 -0.015 -0.034 0.009 -0.014
Square cosinus
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16 Dim 17 Dim 18
Gender.Man 0.000 0.001 0.015 0.018 0.000 0.037 0.044 0.006 0.107 0.001 0.014 0.143 0.003 0.007 0.000 0.075 0.024 0.001
Gender.Woman 0.000 0.001 0.015 0.018 0.000 0.037 0.044 0.006 0.107 0.001 0.014 0.143 0.003 0.007 0.000 0.075 0.024 0.001
Education.E_Low 0.011 0.039 0.005 0.009 0.006 0.004 0.001 0.007 0.007 0.012 0.017 0.002 0.000 0.003 0.010 0.001 0.002 0.002
Education.E_Medium 0.052 0.019 0.001 0.040 0.028 0.000 0.027 0.024 0.028 0.017 0.027 0.064 0.002 0.004 0.017 0.001 0.013 0.007
Education.E_High 0.009 1.355 0.455 0.013 0.003 0.219 0.627 0.031 0.015 0.230 0.282 0.207 0.090 0.053 0.157 0.090 0.001 0.011
Age_Educ.<=30_Low 0.006 0.087 0.002 0.000 0.265 0.097 0.023 0.001 0.034 0.001 0.077 0.000 0.000 0.006 0.015 0.011 0.018 0.020
Age_Educ.<=30_Medium 0.000 0.002 0.000 0.027 0.004 0.001 0.001 0.010 0.003 0.006 0.003 0.006 0.000 0.003 0.001 0.001 0.002 0.000
Age_Educ.<=30_High 0.050 0.216 0.120 0.085 0.000 0.315 0.245 0.021 0.030 0.282 0.128 0.007 0.114 0.009 0.022 0.097 0.019 0.003
Age_Educ.31_55_Low 0.002 0.018 0.000 0.001 0.000 0.007 0.000 0.000 0.003 0.003 0.001 0.000 0.006 0.002 0.001 0.001 0.000 0.000
Age_Educ.31_55_Medium 0.040 0.069 0.000 0.002 0.030 0.021 0.003 0.002 0.009 0.001 0.038 0.024 0.000 0.022 0.002 0.006 0.004 0.003
Dim 19 Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32 Dim 33 Dim 34
Gender.Man 0.003 0.000 0.041 0.011 0.000 0.002 0.006 0.002 0.083 0.075 0.040 0.002 0.049 0.000 0.007 0.002
Gender.Woman 0.003 0.000 0.041 0.011 0.000 0.002 0.006 0.002 0.083 0.075 0.040 0.002 0.049 0.000 0.007 0.002
Education.E_Low 0.005 0.000 0.002 0.000 0.003 0.010 0.000 0.000 0.000 0.002 0.008 0.001 0.000 0.007 0.004 0.001
Education.E_Medium 0.004 0.000 0.000 0.000 0.007 0.011 0.014 0.002 0.002 0.001 0.014 0.013 0.003 0.020 0.025 0.003
Education.E_High 0.118 0.008 0.152 0.044 0.026 0.216 0.086 0.003 0.000 0.068 0.124 0.008 0.001 0.040 0.001 0.001
Age_Educ.<=30_Low 0.007 0.021 0.033 0.073 0.016 0.014 0.056 0.000 0.005 0.010 0.023 0.028 0.037 0.062 0.113 0.000
Age_Educ.<=30_Medium 0.001 0.000 0.000 0.000 0.002 0.001 0.000 0.000 0.003 0.000 0.001 0.000 0.000 0.001 0.001 0.002
Age_Educ.<=30_High 0.084 0.005 0.235 0.002 0.010 0.215 0.007 0.102 0.115 0.030 0.008 0.003 0.006 0.087 0.000 0.029
Age_Educ.31_55_Low 0.002 0.000 0.000 0.002 0.000 0.000 0.000 0.001 0.001 0.002 0.002 0.002 0.000 0.001 0.003 0.001
Age_Educ.31_55_Medium 0.007 0.000 0.001 0.006 0.008 0.003 0.037 0.000 0.004 0.007 0.021 0.023 0.005 0.012 0.029 0.030
Dim 35 Dim 36 Dim 37 Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48 Dim 49 Dim 50
Gender.Man 0.000 0.001 0.047 0.003 0.002 0.000 0.000 0.003 0.000 0.000 0.017 0.000 0.003 0.001 0.035 0.004
Gender.Woman 0.000 0.001 0.047 0.003 0.002 0.000 0.000 0.003 0.000 0.000 0.017 0.000 0.003 0.001 0.035 0.004
Education.E_Low 0.003 0.001 0.010 0.000 0.000 0.001 0.000 0.002 0.002 0.004 0.000 0.000 0.005 0.000 0.001 0.002
Education.E_Medium 0.000 0.000 0.038 0.002 0.001 0.000 0.003 0.020 0.006 0.016 0.000 0.003 0.011 0.001 0.004 0.001
Education.E_High 0.161 0.066 0.026 0.075 0.022 0.120 0.019 0.016 0.004 0.004 0.016 0.043 0.048 0.070 0.000 0.096
Age_Educ.<=30_Low 0.030 0.000 0.020 0.208 0.084 0.011 0.011 0.032 0.008 0.011 0.057 0.022 0.033 0.002 0.011 0.013
Age_Educ.<=30_Medium 0.000 0.001 0.007 0.001 0.000 0.000 0.000 0.000 0.001 0.001 0.001 0.000 0.004 0.001 0.001 0.000
Age_Educ.<=30_High 0.307 0.035 0.000 0.025 0.007 0.027 0.021 0.000 0.006 0.103 0.017 0.002 0.076 0.005 0.002 0.028
Age_Educ.31_55_Low 0.005 0.002 0.000 0.002 0.002 0.001 0.000 0.001 0.000 0.002 0.001 0.000 0.004 0.001 0.000 0.000
Age_Educ.31_55_Medium 0.008 0.001 0.000 0.000 0.020 0.010 0.007 0.011 0.017 0.006 0.020 0.005 0.003 0.000 0.001 0.002
Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64 Dim 65 Dim 66
Gender.Man 0.006 0.001 0.000 0.000 0.001 0.003 0.009 0.003 0.000 0.002 0.001 0.003 0.006 0.008 0.002 0.003
Gender.Woman 0.006 0.001 0.000 0.000 0.001 0.003 0.009 0.003 0.000 0.002 0.001 0.003 0.006 0.008 0.002 0.003
Education.E_Low 0.001 0.001 0.000 0.000 0.000 0.001 0.001 0.000 0.000 0.000 0.001 0.001 0.002 0.003 0.000 0.000
Education.E_Medium 0.002 0.013 0.002 0.000 0.000 0.011 0.001 0.001 0.002 0.001 0.005 0.012 0.010 0.001 0.001 0.003
Education.E_High 0.215 0.017 0.004 0.010 0.000 0.004 0.007 0.016 0.019 0.006 0.003 0.014 0.004 0.148 0.026 0.015
Age_Educ.<=30_Low 0.046 0.021 0.000 0.030 0.002 0.016 0.002 0.014 0.047 0.001 0.000 0.075 0.011 0.027 0.000 0.002
Age_Educ.<=30_Medium 0.000 0.000 0.001 0.000 0.005 0.002 0.000 0.000 0.001 0.000 0.001 0.001 0.001 0.001 0.001 0.000
Age_Educ.<=30_High 0.145 0.011 0.014 0.000 0.009 0.003 0.014 0.033 0.022 0.020 0.012 0.024 0.005 0.068 0.016 0.025
Age_Educ.31_55_Low 0.007 0.000 0.000 0.001 0.002 0.000 0.001 0.000 0.000 0.002 0.000 0.001 0.000 0.002 0.000 0.000
Age_Educ.31_55_Medium 0.011 0.030 0.002 0.004 0.007 0.003 0.003 0.001 0.001 0.004 0.001 0.002 0.002 0.001 0.006 0.003
Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
Gender.Man 0.002 0.003 0.002 0.001 0.001 0.000 0.001 0.002 0.001 0.000 0.002
Gender.Woman 0.002 0.003 0.002 0.001 0.001 0.000 0.001 0.002 0.001 0.000 0.002
Education.E_Low 0.000 0.002 0.000 0.000 0.000 0.002 0.000 0.000 0.002 0.000 0.000
Education.E_Medium 0.000 0.012 0.002 0.000 0.000 0.003 0.003 0.004 0.004 0.004 0.000
Education.E_High 0.005 0.001 0.007 0.041 0.000 0.019 0.000 0.011 0.023 0.008 0.001
Age_Educ.<=30_Low 0.000 0.000 0.000 0.039 0.000 0.004 0.010 0.000 0.008 0.029 0.003
Age_Educ.<=30_Medium 0.002 0.000 0.000 0.000 0.000 0.000 0.003 0.000 0.000 0.000 0.000
Age_Educ.<=30_High 0.003 0.001 0.000 0.026 0.013 0.002 0.002 0.030 0.002 0.024 0.022
Age_Educ.31_55_Low 0.003 0.000 0.001 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
Age_Educ.31_55_Medium 0.003 0.004 0.003 0.000 0.003 0.005 0.010 0.001 0.008 0.001 0.001
v.test of the supplementary categories
Only the first 10 elements are shown
Dim 1 Dim 2 Dim 3 Dim 4 Dim 5 Dim 6 Dim 7 Dim 8 Dim 9 Dim 10 Dim 11 Dim 12 Dim 13 Dim 14 Dim 15 Dim 16
Gender.Man 0.020 -0.556 1.998 -2.142 -0.078 3.085 -3.369 1.206 5.265 0.512 1.931 6.077 -0.909 -1.306 -0.153 4.400
Gender.Woman -0.020 0.556 -1.998 2.142 0.078 -3.085 3.369 -1.206 -5.265 -0.512 -1.931 -6.077 0.909 1.306 0.153 -4.400
Education.E_Low 3.232 -6.013 -2.041 2.917 -2.299 -1.923 -0.853 -2.575 2.556 -3.391 -4.021 1.491 0.524 -1.648 3.076 0.748
Education.E_Medium -2.932 1.765 -0.448 -2.547 2.150 0.205 -2.098 1.969 -2.149 1.657 2.107 -3.226 0.589 0.815 -1.649 0.365
Education.E_High -0.513 6.167 3.574 -0.602 0.273 2.480 4.193 0.927 -0.644 2.543 2.813 2.410 -1.587 1.223 -2.102 -1.593
Age_Educ.<=30_Low 0.500 -1.948 -0.302 -0.078 3.391 2.055 0.991 -0.207 -1.212 0.218 1.822 0.056 0.102 -0.490 0.816 0.699
Age_Educ.<=30_Medium -0.116 -1.557 0.189 -5.511 2.061 -0.973 -0.863 3.271 -1.767 2.506 1.766 -2.497 -0.384 -1.941 -1.047 1.196
Age_Educ.<=30_High 1.426 2.964 2.208 -1.863 -0.065 3.581 3.155 0.934 -1.111 3.387 2.285 0.521 -2.155 0.600 -0.937 1.985
Age_Educ.31_55_Low -1.536 -4.441 0.179 1.206 -0.227 -2.726 -0.635 -0.394 1.848 -1.903 -0.873 -0.437 -2.571 -1.602 -1.218 0.768
Age_Educ.31_55_Medium -2.474 3.246 0.104 0.546 2.119 1.801 -0.667 0.484 -1.187 -0.452 2.405 -1.911 -0.074 1.839 0.513 -0.977
Dim 17 Dim 18 Dim 19 Dim 20 Dim 21 Dim 22 Dim 23 Dim 24 Dim 25 Dim 26 Dim 27 Dim 28 Dim 29 Dim 30 Dim 31 Dim 32
Gender.Man 2.495 0.405 0.939 -0.281 -3.277 -1.681 -0.207 -0.692 1.275 -0.698 -4.629 4.408 -3.202 -0.795 3.560 0.122
Gender.Woman -2.495 -0.405 -0.939 0.281 3.277 1.681 0.207 0.692 -1.275 0.698 4.629 -4.408 3.202 0.795 -3.560 -0.122
Education.E_Low -1.306 -1.472 -2.073 -0.489 1.230 -0.523 1.637 -3.053 0.396 -0.417 0.596 1.283 -2.793 -1.091 0.596 -2.513
Education.E_Medium 1.470 1.108 0.823 0.161 0.209 -0.254 -1.060 1.370 -1.503 0.616 -0.636 -0.333 1.525 1.439 -0.712 1.814
Education.E_High -0.196 0.555 1.823 0.477 -2.067 1.113 -0.860 2.460 1.553 -0.270 0.040 -1.377 1.868 -0.462 0.147 1.056
Age_Educ.<=30_Low -0.885 0.932 -0.551 0.964 -1.203 -1.780 0.834 -0.787 1.559 0.062 0.469 -0.643 1.003 1.101 1.259 -1.634
Age_Educ.<=30_Medium 1.434 0.656 1.290 0.312 -0.187 0.232 -1.660 1.117 0.366 0.403 -1.803 0.246 0.861 -0.170 -0.097 -0.893
Age_Educ.<=30_High -0.888 -0.325 1.846 0.460 -3.089 0.269 0.647 2.957 0.520 2.038 2.161 -1.113 0.562 -0.368 0.483 1.883
Age_Educ.31_55_Low -0.467 -0.288 -1.620 -0.502 0.037 1.632 -0.514 -0.729 0.526 -1.097 1.159 1.435 -1.381 1.619 0.664 -1.005
Age_Educ.31_55_Medium -0.772 0.639 1.049 -0.136 0.370 0.914 -1.090 0.654 -2.359 0.268 0.733 -1.023 1.773 1.874 -0.886 1.356
Dim 33 Dim 34 Dim 35 Dim 36 Dim 37 Dim 38 Dim 39 Dim 40 Dim 41 Dim 42 Dim 43 Dim 44 Dim 45 Dim 46 Dim 47 Dim 48
Gender.Man 1.324 -0.706 0.116 0.367 -3.491 -0.933 0.719 -0.154 0.346 -0.866 0.207 -0.237 2.081 -0.265 -0.917 0.567
Gender.Woman -1.324 0.706 -0.116 -0.367 3.491 0.933 -0.719 0.154 -0.346 0.866 -0.207 0.237 -2.081 0.265 0.917 -0.567
Education.E_Low -1.855 -0.819 1.571 -1.112 -3.035 -0.428 -0.132 -1.067 0.139 -1.317 -1.246 -1.807 0.265 0.065 2.143 -0.563
Education.E_Medium 2.018 0.744 -0.098 0.170 2.484 -0.588 -0.422 -0.210 -0.654 1.811 1.027 1.596 0.200 0.707 -1.360 -0.419
Education.E_High -0.178 0.128 -2.124 1.361 0.862 1.446 0.786 1.834 0.724 -0.663 0.344 0.348 -0.664 -1.093 -1.165 1.403
Age_Educ.<=30_Low 2.211 0.019 1.143 0.001 0.942 -3.008 1.915 -0.686 -0.701 -1.172 0.581 0.698 1.577 -0.967 1.201 0.269
Age_Educ.<=30_Medium 0.850 -1.604 -0.441 -0.756 2.885 -1.067 0.387 -0.463 -0.288 0.263 -0.919 1.032 -1.161 -0.069 -2.180 -0.779
Age_Educ.<=30_High -0.035 -1.091 -3.536 1.193 0.097 1.009 0.516 1.039 0.913 -0.119 -0.490 2.050 -0.824 -0.289 -1.754 -0.446
Age_Educ.31_55_Low -1.702 -1.188 2.320 -1.400 -0.155 -1.344 -1.569 -0.914 -0.330 -0.852 0.054 -1.543 -0.936 -0.236 1.979 -0.762
Age_Educ.31_55_Medium 2.086 2.128 1.068 0.441 0.167 0.098 -1.738 1.221 1.016 1.285 1.612 0.985 1.721 0.901 -0.688 0.271
Dim 49 Dim 50 Dim 51 Dim 52 Dim 53 Dim 54 Dim 55 Dim 56 Dim 57 Dim 58 Dim 59 Dim 60 Dim 61 Dim 62 Dim 63 Dim 64
Gender.Man 2.990 -1.022 1.250 0.370 0.076 0.194 -0.572 0.837 1.537 -0.910 0.014 -0.800 0.509 -0.906 1.267 -1.439
Gender.Woman -2.990 1.022 -1.250 -0.370 -0.076 -0.194 0.572 -0.837 -1.537 0.910 -0.014 0.800 -0.509 0.906 -1.267 1.439
Education.E_Low 0.770 -1.428 -1.094 0.967 0.330 -0.261 0.083 1.047 -0.769 0.093 0.065 0.155 1.050 0.936 -1.498 -1.721
Education.E_Medium -0.819 0.292 -0.625 -1.474 -0.560 -0.109 -0.111 -1.317 0.476 0.386 -0.587 -0.451 -0.861 -1.394 1.283 0.314
Education.E_High 0.049 1.645 2.459 0.690 0.316 0.529 0.038 0.352 0.435 -0.678 0.737 0.414 -0.296 0.622 0.344 2.035
Age_Educ.<=30_Low 0.682 0.760 1.413 0.952 0.044 -1.138 0.270 0.828 0.317 -0.783 -1.430 0.243 0.100 -1.804 0.690 1.080
Age_Educ.<=30_Medium -1.040 0.378 0.548 0.602 -0.917 -0.636 -2.276 -1.456 0.422 0.333 -1.028 -0.044 -0.889 -1.278 0.781 1.189
Age_Educ.<=30_High 0.252 1.063 2.425 0.681 0.762 0.023 0.593 0.322 0.763 -1.156 0.951 -0.904 -0.694 -0.992 0.460 1.669
Age_Educ.31_55_Low -0.676 0.166 -2.759 0.098 0.164 -0.936 -1.356 -0.612 0.829 -0.431 0.267 -1.538 0.410 0.943 -0.479 -1.332
Age_Educ.31_55_Medium -0.430 0.529 -1.276 -2.119 0.551 -0.736 1.043 -0.623 0.632 0.278 -0.456 -0.758 -0.301 -0.541 0.548 -0.348
Dim 65 Dim 66 Dim 67 Dim 68 Dim 69 Dim 70 Dim 71 Dim 72 Dim 73 Dim 74 Dim 75 Dim 76 Dim 77
Gender.Man 0.694 -0.807 0.750 -0.808 0.746 -0.576 0.620 -0.317 -0.502 -0.757 0.477 -0.302 0.719
Gender.Woman -0.694 0.807 -0.750 0.808 -0.746 0.576 -0.620 0.317 0.502 0.757 -0.477 0.302 -0.719
Education.E_Low -0.270 0.280 -0.346 -1.246 -0.309 0.666 -0.324 1.225 0.648 0.419 1.328 -0.449 -0.051
Education.E_Medium -0.325 -0.747 0.089 1.411 0.629 0.082 0.273 -0.734 -0.663 -0.827 -0.790 0.790 -0.040
Education.E_High 0.848 0.652 0.371 -0.199 -0.444 -1.075 0.080 -0.727 0.004 0.566 -0.796 -0.469 0.130
Age_Educ.<=30_Low -0.147 0.287 -0.082 0.017 -0.082 -1.297 0.067 -0.422 -0.653 -0.068 -0.583 1.118 -0.385
Age_Educ.<=30_Medium 0.984 -0.172 1.543 0.389 0.022 0.159 -0.594 -0.020 -1.941 0.327 0.231 0.391 0.615
Age_Educ.<=30_High 0.797 1.009 -0.324 -0.144 -0.117 -1.029 0.727 -0.315 -0.307 1.100 -0.273 -0.982 -0.936
Age_Educ.31_55_Low -0.528 -0.160 -1.925 0.180 -0.826 0.527 0.125 0.192 0.259 0.676 0.306 -0.427 0.334
Age_Educ.31_55_Medium -0.917 -0.624 -0.674 0.778 0.701 0.231 0.658 -0.900 1.248 -0.461 -1.081 0.284 -0.450
SUPPLEMENTARY QUANTITATIVE VARIABLES
Coordinates
Equal to the correlations of the variable with the axes
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7 Dim.8 Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14 Dim.15 Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
Age 0.071 -0.001 -0.06 0.144 -0.129 -0.045 -0.041 -0.109 0.058 -0.084 -0.129 0.088 0.101 0.031 0.064 -0.044 0.008 -0.027 -0.082 -0.007
Dim.21 Dim.22 Dim.23 Dim.24 Dim.25 Dim.26 Dim.27 Dim.28 Dim.29 Dim.30 Dim.31 Dim.32 Dim.33 Dim.34 Dim.35 Dim.36 Dim.37 Dim.38 Dim.39
Age 0.078 -0.079 0.069 -0.07 -0.016 -0.006 0.008 0.014 -0.095 -0.065 -0.022 -0.013 -0.083 0.061 0.017 0.002 -0.115 0.058 0.007
Dim.40 Dim.41 Dim.42 Dim.43 Dim.44 Dim.45 Dim.46 Dim.47 Dim.48 Dim.49 Dim.50 Dim.51 Dim.52 Dim.53 Dim.54 Dim.55 Dim.56 Dim.57 Dim.58
Age -0.023 -0.01 -0.007 -0.013 -0.048 0.014 0.013 0.09 0.022 0.043 -0.05 0.017 0.012 0.011 0.072 0.092 0.06 -0.069 0.054
Dim.59 Dim.60 Dim.61 Dim.62 Dim.63 Dim.64 Dim.65 Dim.66 Dim.67 Dim.68 Dim.69 Dim.70 Dim.71 Dim.72 Dim.73 Dim.74 Dim.75 Dim.76 Dim.77
Age 0.012 0.044 0.059 0.055 -0.063 -0.068 -0.012 0.002 -0.007 -0.029 -0.003 0.007 0.007 0.062 0.057 -0.049 0.044 -0.001 -0.046
Square cosinus
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7 Dim.8 Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14 Dim.15 Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
Age 0.005 0 0.004 0.021 0.017 0.002 0.002 0.012 0.003 0.007 0.017 0.008 0.01 0.001 0.004 0.002 0 0.001 0.007 0
Dim.21 Dim.22 Dim.23 Dim.24 Dim.25 Dim.26 Dim.27 Dim.28 Dim.29 Dim.30 Dim.31 Dim.32 Dim.33 Dim.34 Dim.35 Dim.36 Dim.37 Dim.38 Dim.39
Age 0.006 0.006 0.005 0.005 0 0 0 0 0.009 0.004 0 0 0.007 0.004 0 0 0.013 0.003 0
Dim.40 Dim.41 Dim.42 Dim.43 Dim.44 Dim.45 Dim.46 Dim.47 Dim.48 Dim.49 Dim.50 Dim.51 Dim.52 Dim.53 Dim.54 Dim.55 Dim.56 Dim.57 Dim.58
Age 0.001 0 0 0 0.002 0 0 0.008 0 0.002 0.002 0 0 0 0.005 0.008 0.004 0.005 0.003
Dim.59 Dim.60 Dim.61 Dim.62 Dim.63 Dim.64 Dim.65 Dim.66 Dim.67 Dim.68 Dim.69 Dim.70 Dim.71 Dim.72 Dim.73 Dim.74 Dim.75 Dim.76 Dim.77
Age 0 0.002 0.003 0.003 0.004 0.005 0 0 0 0.001 0 0 0 0.004 0.003 0.002 0.002 0 0.002res.hcpc<-LexHCca(res.LexCA,order=TRUE,nb.clust=8,graph=FALSE) class(res.hcpc) <- "HCPC" res.hcpc$clust.count
Partition Docs Words ss.tot ss.inter ss.intra %Explained
1 1 19 100 0.3477739 0.19025644 0.1575175 54.7069327
2 2 14 76 0.2978931 0.19420936 0.1036838 65.1943058
3 3 16 87 0.3661343 0.20755707 0.1585773 56.6887745
4 4 885 4238 11.5853781 0.03108784 11.5542903 0.2683369
5 5 51 236 1.1783972 0.19124271 0.9871545 16.2290538
6 6 11 43 0.3165036 0.21362377 0.1028799 67.4948883
7 7 18 96 0.4047311 0.20258252 0.2021486 50.0536087
8 8 25 150 0.6038861 0.18201669 0.4218694 30.1408967plot(res.hcpc, choice="tree", title=" ", draw.tree=FALSE)
