Chapter 4.b. Textual Data Science With R

Chapter 4.b.

1. script.ENchap4.b.R

script.ENchap4.b.R can be downloaded in UTF-8 format from:

http://www.xplortext.org/RData3/Chapter4/script.ENchap4.b.R

Download the database

Download Aspiration_Int_UK.RData in UTF-8 format data from the Internet and save it to some directory:

http://www.xplortext.org/RData3/Chapter4/Aspiration_Int_UK_En.RData

2. Loading Xplortext package

library(Xplortext)

1	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

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")

1 2	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)

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          51

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

5. 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)

1 2	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

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")

1	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)

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    4

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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 4

Correspondence 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)

1	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))

1 2	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")

1 2	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")

1 2	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)

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

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)

1	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

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

<span style="background-color: #f4f4f4; font-size: 12.8px;">res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=10,lmd=2,lmw=2)</span>

1	<span style="background-color: #f4f4f4; font-size: 12.8px;">res.LexCA<-LexCA(res.TD, graph=FALSE,ncp=10,lmd=2,lmw=2)</span>

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")

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")

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)

1	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 -1.760

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 -1.760

Answer 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)

1 2	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

100

101

102

103

104

105

106

107

108

109

110

111

112

113

114

115

116

117

118

119

120

121

122

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125

126

127

128

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130

131

132

133

134

135

136

137

138

139

140

141

142

143

144

145

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149

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151

152

153

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155

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158

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172

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182

183

184

185

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190

191

192

193

194

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196

197

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202

203

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210

211

212

213

214

215

216

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219

220

221

222

223

224

225

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227

228

229

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231

232

233

234

235

236

237

238

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240

241

242

243

244

245

246

247

248

249

250

251

252

253

254

255

256

257

258

259

260

261

262

263

264

265

266

267

268

269

270

271

272

273

274

275

276

277

278

279

280

281

282

283

284

285

286

287

288

289

290

291

292

293

294

295

296

297

298

299

300

301

302

303

304

305

306

307

308

309

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)

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

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)

1 2	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 0.017

100

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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