Letter, digraph and trigraph frequencies in written Dutch
Citation for published version (APA):
Larochelle, S. (1983). Letter, digraph and trigraph frequencies in written Dutch. (IPO-Rapport; Vol. 438). Instituut
voor Perceptie Onderzoek (IPO).
Document status and date:
Published: 15/04/1983
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Rapport no. 438
Letter, digraph and trigt'aEQ
frequencies in written D~tch
INSTITUUT VOOR PERCEPTIE ONDERZOEK
Den Dolech 2 -
Eindhoven
Rapport no. 438
Letter, digraph and trigraph in written Dutch
S. Larochelle
Summary
SL/an 83/06
15.04.1983
This report presents letter, digraph and trigraph frequencies
in the Dutch written language, based on Uit den'B~ogaart's
This report presents a frequency count of single letters,
digraphs and trigraphs for the Dutch written language.
Other
such counts do exist. However, earlier counts like that of
Berckel, Brandt Corstius, Mokken and van Wijngaarden
(1965)
were based on a much more restricted sample of Dutch texts.
The present count is based on a word-frequency list, derived
by Marcus and Goldstein (Note
1)
frcm Uit den Bogaart's
(1975) corpus.
The Marcus and Goldstein list contains
69,617
different entries (types), fora tota
l
of
593,519 word
tokens.
Actually, the list
d
oes not consist only of single
words, but it also includes compounf words, multi-words
expressions and numerical expressions.
For the present
frequency count, I excluded from the l
i
st all the entries
containing digits.
I also excluded from the list all the
entries containing non-alphabetic symbols which occurred less
than
50 times, like:
the double-quote
,
the left and right
parentheses, the slashes, etc ••. The entries containing
apostrophes, hyphens, periods and spaces remained.
.
The
resulting list contained
67,703 typEis, representing 588,793
word tokens.
It is worth ment
i
oning that words categor
i
zed as names and
foreign words by Uit den Boog aart a1~e inc
l
uded in the present
frequency count. It would pe
r
haps have been possible to
obtain frequencies that are more representative of classical
Dutch by eliminating names and/or foreign words (although Uit
den Boogaart's categorization is ofl:en questionable with
respect to such words).
I have cho
:
;;en to keep these words so
that the frequencies presented are more representative of
contemporary Dutch texts.
The
f
requencies reported he
re
in apply indiscriminately to
upper and lower case letters, since this distinction was not
preserved in Marcus and Goldstein's list.
Marcus and
Goldstein did not distinguish betweein words breken across
lines and unbroken words in Uit den Boogaart's corpus.
So,
the frequencies pertaining to the hyphen represent only cases
of true hyphenation, as in ANTI-POLIO and CHOCOLADE-MELK.
Similarly, the periods come from name initials and
abbreviations, as in T.V.; not from s~ntence punctuation.
Finally, the spaces come from multi-·words expresssions, like
APRIORI, and they are represented hereafter by!•
The frequencies are presented in two different ways.
The raw
frequencies are g i ven in Table 1 whE!reas, in Table 2, the
frequencies are presented as percentages of the total number
of character, digraph and trigraph tekens. Table
1
has the
form of a 3-dimensional matrix.
Each
page
is devoted t o a
single character (letter or non-alphabetic symbol), showing
the frequency of all the trigraphs uhich have this character
in
middle position.
The lines with
:
L
n each page represent the
various characters occupying the fi1~st position in the
trigraphs, whereas the columns represent the c};laracters in
last position.
So, the top
l
eft ce
l
l of
the
first page,
which is devoted to the letter~' shows that the trigraph AAA
occurred
1
time in the 588,793 word tekens.
The next cell
shows that AAB occurred 2 times, wh1?reas
the
cell be low AAA
shows that BAA occurred
914
times.
The bottom line of the first page g
i
ves the frequency of the
digraphs starting with ~' whereas the rightmost column gives
the frequency of the digraphs endinq in~-
Note that there
is some redundancy in the presentat:Lon of the digraph
frequencies, the AA frequency being shown twice on
the
first
page for instance.
If this
redundancy
is of little use in
the case of digraphs made of a single repeated character like
AA, i t can f aci
1
i tate the reader' s
,:i.ccess to the
information
in the case of digraphs made of dif
:
E
erent letters, like AB
and BA, the
frequency
of such digraphs being available on
both the page devoted to A and the page devoted to B.
Finally, the bottom right cell of each page shows the
frequency
of occurrence of the chara,
:::ter to which the page is
devoted.
So, it can be seen on the Eirst page that the
letter A occurred 229,609 times and, on the second page, that
~ occurred 45,287times, etc •••
Note that IJ was considered
as a digraph rather than a letter.
The advantage of the matrix format of Table 1 over a simple
alphabetical listing is that it is easier to see in which
context a given letter or digraph can appear.
For instance,
by counting the number of non-zero cells on the first line of
the first page, one finds that the digraph AA was followed by
19 different characters.
Similarly, by counting the number
of non-zero cells in the first column, one finds that AA was
preceded by 26 different characters.
Of course, a criterion
other than zero could be used.
Note that some contexts are
not
explicitely represented in
Table
1,
namely: the cases where a given letter or digraph
occurred at the very beginning or end of an entry.
However,
such information can be comp
u
ted
frc,m
the
table. For
instance,
by substracting from the total AA frequency
(43,456)
the sum of
the
trigraph fniquencies presented on the
first
line
(43,454), one finds that AA occurred twice at the
end of an entry.
By adding back thei frequencies found under
.=
(1) and! (0), one finds that 3 token words ended with AA.
By doing the same calculations on the first column of the
first
poge, one
finds
that AA occun:ed 6351 times at the
beg inning of an en try, and that 637:!
word
tokens started wi th
AA.
In
short, some informat
i
on concerning the positional
frequency of
digraphs
at
the beginn
i
ng, in the middle and at
the end of words can be extracted f
1
~om the table.
The same
information concerning single
lette~s
can be obtained by
comparing the letter frequencies and the appropriate surn of
digraph frequencies.
In Table 2, the characters, digraphs and trigraphs are
ordered according to their frequency.
For each page of Table
2, the ordering goes from top to bott?m and from left to
right.
The items with equal frequencies are ordered
alphabetically.
Reference Note
Marcus, S.M.
&
Goldstein, L.
Dutch word frequencies - A
compact corpus. (Memorandum no. 2:30). Eindhoven:
Institute for Perception Research (IPO), 1980.
Reference
Boogaart, P.C. Uit den.
Woor
dfrequenties in geschreven en
gesproken Nederlands. Utrecht: Oo
:
;thoek, Scheltema
&Holkema, 1975.
Berckel, J.A.Th.M. van, Brandt Corst
:L
us, H., Mokken, R.J.
&
Wijngaarden, A. van.
Formal properties of newspaper
Dutch. Amsterdam: Mathemati
ca! Centre Tracts,
g,
1965.
A A A B 914
C
n
D 3155 E 99 F 41 G 1874 H 3(:Jj7 321 1214 K ~ L 2652 M 6724 N 3621 0 3 p 868 Q 0 S 43 T 2769u
V 809 W 4042 X 0 Y 11 Z 7FY, 0 15 0 I 6 M 43456 B C D 2 3 684 71 53 91 215 9 62 9 673 95 3 131 33 141 139 2 14 4 130 21 8 2293 215 6 6 4 14-4 3 103 35 76 36 Hl 345 15 368 46 86 314 436 0 23 10 2 61 62 0 0 2 45 8) 38 121 217 361 0 0 4 25 394 3 487 26 0 14 0 0 0 8 106 19 3 0 0 0 24 9 0 0 0 9 5 "6 ,c ID 1009 5860 6005 0 3 17 5 0 2 4 16 2 0 3 10 2 14 2 0 G 150 1440 20 42 14 30 1433 51 66 2 189 26 73 49 12 16 2 37 8 3 34 842 16 367 1\12 143 0 8 114 0 0 8 26 46 97 3 24 147 4 9 349 0 0 2 0 3 0 0 0 0 0 0 0 0 0 .34 0 D K. ~ 205 3391 3 400 0 4 0 2 K, 6174 H 0 5 6 16 0 0 14 0 7 2 3 5 12 0 0 0 8 6 0 3 0 0 0 0 0 0 9 N-i 142 371 3 10 35 8 40 8 30 4 3 10 106 61 110 0 5 0 21 272 3 0 3 0 0 8 3 0 0 10 Al 1288 K 0 2033 2952 3 168 292 0 5 122 55 SB 0 10 162 0 6 30 0 2 200 0 147 799 0 12 459 6 11 29 3 14 148 0 288 37 19 953 262 23 32 5215 0 0 554 231 181 0 0 0 2 0 0 4 0 0 0 0 0 0 0 AJ 101 15 114 212 1342 0 64 304 1228 168 228 0 3 0 14 509 1132 0 4 9 0 0 3r,
N< N._ 6085 21231 N SB6 10419 5 582 96 82 700 3295 (;f) 162 133 109 23 8)5 198 1412 30 165n
367 668 2329 204 4960 35 2230 719 169 5 13 534 0 0 569 202 148 1354 0 40 3 19811 723 1231 19 19 8 16 237 132 0 2 26 19 0 0 16 31 1M ,ttj 6947 55201 0 0 0 17 2 0 2 22 5 3 14 29 4 0 4 0 6 3 6 0 0 0 0 0 0 0 0 ,0 130 TABlE I A p 177 87 46 6 0 14 963 2 94 188 168 12 118 0 129 0 H5 40 257 0 0 151 0 0 11 0 6 0 3 >P 3046 Q R 0 19276 0 564 0 205 0 67 0 66 0 34 0 201 0 683 15 2 468 0 249 295 5 lul 0 169 0 7 108'1 0 0 132 0 123 321 0 128 0 325 3 1567 0 0 0 5 0 31 0 2 24 0 0 2 16 AQ f,fl. 22 V816s
T 674 4328 22.3 81 102 187 33 10160 20 174 61 51 201 164 40 135 78 153 89 5 152 255 534 1434 177 912 97 974 10 3 662 320 0 0 253m
21 286 155 640 8 246 :!15 343 3486 2447 6 3 2 7 339 0 0 3 5 0 0 10 3 AS AT 76SB 24745u
4 13 15 6 267 18 91 97 3 13 203 31 282 0rn
0 83 37 68 0 4 0 0 2 0 7 0 8 ltJ 1942 0 3 5 36 13 11 189 168 4 12 10 ti3 6 96 0 15 0 160 tl 215 0 15 6 0 0 0 8 0 6 AV 1143 0 0 3 0 9 2 19 2 32 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1111 86 X 0 0 0 0 0 0 0 31 0 5 73 4 2 0 4 29 0 0 0 0 0 0 0 0 0 0 AX 170 y 3 11 2 13 0 5 2 5 0 0 14 13 17 0 0 0 29 5 11 2 2 19 0 0 0 0 0 0 AY tti3z
0 56 0 0 3 18 1 0 10 5 96 3 30 0 3 0 59 0 0 3 9 0 0 0 9 0 2 AZ 351 0 0 20 3 0 34 5 17 2 11 9 72 30 0 3 0 11 11 4 0 2 0 0 0 0 0 0 0 A' 241 1 3 10 0 2 2 9 2 7 10 9 0 2 0 19 9 6 0 2 0 0 0 0 0 0 A-116 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 t 12 28 A. 227 I 0 M 43456 2 BA 3200 2 CA 1314 11 D', 20179 3 EA 1395 0 FA 861 5 c,.. 4455 6 Hl 11026 31 IA 1753 3 ~ 2945 3 KA 5379 41 LA 13014 11 ""- 13501 19 i"- 9680 0 D', 625 13 fl'. 4fü3 0 r,. 2 20 21 5 3 0 0 6 3 0 0 0 11 Al 245 RA 12425 Y. 1867 ~ 6SB6 IJl 513 VA 23738 "' 147fü XA 71 YA 82 ZA 3756 1A 13 -A 211 ,/\ 112 IA 213 229609A B B A !ll 44 B 2 0 C O 0 D 84 0 E 172 1709 F 21 0 G 51 0 H 0 40 215 3 0 K 207 0 L 98 0 M 108 0 N 228 0 28 52 P 11 0 Q 0
R
,
1s
S 118 0 T 284 0 U 12 105 V O 0 W 24 0 X O 0 Y 4 0 Z O 0 0 0 21 0 0 0 I 57 0 BA B3 3200 1948 C 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 5 0 0 0 0 0 0 0 0 0oc
12 D 14 186 0 1881 0 0 73 570 0 58 0 25 0 0 0 99 0 67 0 82 0 HiO 0 197 0 443 356 0V
0 0 0 935 0 256 0 108 2 89 0 0 0 2 9 0 0 0 0 60 0 0 0 97 00 fE 19 194<B 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 Bf 8 G 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 EG 5 H 222 0 20 0 0 2 0 330 0 3 0 17 0 0 0 24 0 0 12 0 4 2 118 0 61 0 60 0 2 0 0 0 803 0 28 0 48 4 33 0 0 0 0 0 0 3 0 0 0 0 0 13 0 0 0 215 Eti BI 8 5971 3 0 0 0 0 0 0 0 5 0 0 0 0 0 36 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 BJ 65 0 48 6 0 0 0 0 16 5 170 0 7 0 37 0 0 0 10 0 6 0 18 0 16 0 30 0 160 0 288 0 15 0 0 0 118 0 215 0 41 2155 0 0 0 4 0 0 0 0 0 0 0 0 10 0 0 0 27 B< El. 13 3347 M 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Ef,l 4 N 0 3 119 0 16 0 0 0 86 596 0 13 0 30 0 7 0 28 0 2 0 70 0 18 0 98 0 125 0 14 0 61 0 0 0 316 0 56 0 45 0 4 0 0 0 11 0 6 0 9 0 0 0 0 0 17 0 0 0 123 EN BJ 5 4128 TABLE 1 B p 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Q R 0 155 0 0 0 0 0 13 0 985 0 22 0 9 0 0 0 14 0 12 0 17 0 23 0 58 0 25 0 7 0 48 0 0 0 147 0 46 0 164 0 15 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 91 0 0 IP 3 BQ ER 0 3670 116 0 3 0 2 0 0 3 0 0 0 0 47 0 0 0 0 gz 0 0 0 0 0 0 0 0 0 BS 2157 Tu
2 10 0 0 0 0 24 191 67 0 0 0 2 0 0 2n
0 0 3 0 44 68 79 0 63 2 14 0 0 0 0 0 43 0 62 0 32 14 5 0 0 0 20 0 0 0 2 0 7 0 0 0 11 0 0 0 25 BT ElJ 21!3 1739 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 BV 24w
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 EW X 0 0 0 0 0 0 0 0 0 0 0 0 0 0 C 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 BX 0 y 56 16 0 0 0 0 2 0 0 3 0 0 0 5 3 0 0 0 0 0 0 0 0 2 BY 104z
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 BZ 3 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 B' 4 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 4 0 0 B-28 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0·
o
0 0 0 0 0 0 0 0 28 18 B. 133 I 2 AB 1089 0 B8 19'18 0 Cll 13 0 [B ~9 0 Hl 5485 0 FB 138 0 CB 178 0 ttl 10 3 1B 302 0 .Il 93 0 l<B 400 0 lB 367 0 r-tl 766 0 te 1178 23 <B 975 0 Fll 164 0 ÇB ffi T/51 0 9l 599 0 13 726 5 LB 734 0 '1B 11o
.s
n
0 XB 9 0 'IS 28 0 Z8 9 0 '13 0 0-e
163 0 .B 28 0 18 467 BI 38 45287B C C A 70 0 115
B
O
O
0
C 15 0 0 D 3 0 E Z3 0 9 F O O 0 G 6 0 0 H O 0 296 0 4 0 0 K O 0 L 2 0 0 M 0 0 6 N 26 0 0 0 53 0 3 P 7 0Q
O
O
0
R 30 0 0 S 68 0 0 T 9 0 2 U 9 0 103 V O O 0 W 4 0 0 X 0 0 0 Y 2 0 0 Z 0 0 0 0 0 0 16 0 0 0 0 0 I 59 0 0 c.A Cll CC 1314 13 244 D 0 65 0 0 168 0 4 2 124 0 0 0 3 0 0 199 0 0 0 17 0 7 2 2 246 0 292 0 0 0 0 101 0 62 0 8 0 72 0 0 0 3 0 21 0 12 0 0 0 0 0 3 0 0 0 5rn
a:
14 1704 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Cf 5 G H 4375 0 0 0 2 2 4 0 2457 0 0 0 0 0 0 0 4775 0 0 0 0 4 0 0 61 0 1664 2 0 0 0 0 173 0 10006 0 28 0 f:1)7 0 0 0 0 0 0 0 144 0 0 0 0 0 14 0 0 0 41 ffi ~ 51 0 14 2 336 2 0 0 345 0 0 3 371 334 3 0 40 53 4 Z3 0 0 0 0 0 7 5 Cl 6 25343 1785 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 CJ K 59 0 0 0 61 0 0 0 86 4 0 0 2 21 113 0 0 17 0 0 33 0 0 0 4 0 0 0 0 0 CK 6 0 2 31 0 0 0 6 0 0 4 123 9 0 0 3 10 3 12 0 0 19 17 0 0 6 0 29 Q 9 400 426 M 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 04 37 N 0o
n
0 0 20 0 10 0 436 0 4 0 6 0 2 72 0 6 0 6 3 67 6 0 77 26 0 11 0 0 0 21 0 176 0 19 0 0 0 2 0 0 12 0 0 0 0 48 0 0 0 127 ~ Ol 13 339:l TABLE 1 C p 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Q 16 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0°'
R 32 0 0 117 0 0 0 24 0 0 2 72 142 0 3 62 11 0 2 0 0 0 2 0 19 (R CP 19 Z3 703 T 5 866 0 0 0 00
0
4 1003 0 0 0 0 0 0 3 114 0 0 0 0 0 00
0
12 222 0 20 0 47 0 0 5 0 0 0 0 214 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 CS CTu
68 3 13 2 76 0 0 0 114 0 0 20 (:IJ 36 0 0 31 1B 0 4 0 0 16 0 0 0 10 0 14 QJ 33 24\B 789 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0cv
3w
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 l}j 0 X 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0ex
2 y 3 0 0 0 0 0 0 0 5 0 0 0 0 16 2 0 0 0 0 0 2 0 0 0 0 0 0 0 0 CY 61z
0 0 0 0 0 0 3 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Cl. 13 0 0 0 0 0o
·
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0c•
2 0 0 0 3 4 0 0 5 0 0 2 0 0 0 0 0 0 2 0 0 0 2 0 0 0 0 2 0 0 c-21 7 AC 5860 0 0 OC 12 0o
cc
244 0 0 OC 34 8 2 s:; 4707 0 4 FC 23 0 0 CI: 16 0 0 1-C 7 0 16 IC 6131 0 0 .C 14 0 0 IC 24 0 0 IC 114 0 r,c 2B IC 1339 3 0 a; 2921 0 0 FC 76 0 0 ~ 0 0 2 fC 436o
o
se
10619 21 ' 0 lC 100 0 LC 1103 0 0 'IC 4 0 0 IC 16 0 0 XC 58 0 O'lC 192o
o
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2 0 0 ~ 0 2 0<
114 15 0 .C 16 13 0 ~ 312 C. Cl 106 33 3!E07"
D A 155 B 0 C 0 D 170 E 774 f 26 G H K L M N 0 p Q 126 63 6 106 605 746 23ó 28 0 R 1022 S 161 T 64 U 22 V 56w
2 X 0 y 0 Z 0 4 6 0 ' 42 Cl'\ 20179 B 4 0 0 0 16 16 4 0 6 11 0 37 140 8 0 0 39 0 0 17 0 0 0 0 0 0 0 0 0 (Bm
C D 4 434 1467 0 0 10 0 0 0 0 1595 200m2
9 886 3 757 0 0 0 0 11 0 0 0 4 0 0 3 0 0 0 0 0 0 0 0 a; 34 9Sll 2237 3 873 0 2 23 2540 0 481 72 13 728 52 925 0 3 0 0 87 7026 0 116 0 131 4B 2068 0 0 195 0 0 0 16 0 0 0 0 41 0 0 389 00 [E 1950 73829 0 0 4 0 0 0 0 3 0 7 3 0 0 2 0 0 0 0 0 0 0 0 0 0 [F 28 G 16 0 0 0 29 2 16 0 14 4 0 15 69 45 0 0 22 0 0 12 0 0 0 0 0 0 0 0 0 [X, 246 H 29 396 0 5 0 0 20 65 18 1100 13 20 31 54 0 0 27 0 0 36 4 227 15 0 0 608 164 14 377 16 1520 419 10 0 39 870 2 114 0 16 3 513 0 0 0 0 0 0 5 0 0 0 0 0 25 0 0 0 46 Di Dl 470 16854 62 0 0 0 50 6 2 0 8 9 0 23 104 14 0 0 25 0 0 2 0 0 0 0 0 0 0 0 0 DJ 316 K 15 0 0 0 64 22 0 11 9 0 33 0 38 11 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 [)( 215 9 0 0 5 15 9 2 0 16 18 0 10 0 32 22 0 0 3 0 0 4 0 0 0 0 0 0 0 0 0 ()._ 160 M 44 0 0 0 28 6 0 7 3 0 7 0 45 12 0 0 5 0 0 2 0 0 0 0 0 0 0 0 D-l 166 N 0 0 52 0 0 0 4 0 29 5 359 23 0 28 0 0 4 0 6 0 4 4 0 0 19 0 0 0 0 0 0 7 0 0 0 0 0 ~ 63 45 2 33 245 4 364 50 20 0 425 :J6 62 19 0 2 0 14 0 50 DO 7351 TABLE 1 D p 27 0 0 0 8 21 0 6 20 0 12 0 91 0 0 0 0 0 2 0 0 0 0 0 0 0 0 [P 191 Q R Tu
0 129 128 17 76 0 0 0 0 0 0 0 7 0 29 0 0 21 0 811 899 142 246 0 40 85 4 8 0 18 8 2 30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 cQ 0 17 52 5 46 9 310 46 106 0 300 38 115 2 0 3 0 7 0 0 6 0 29 IR 3996 306 175 0 35 7 1206 246 0 0 105 61 0 95 0 309 8 0 0 72 1457 5 0 0 0 61 179 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 (E 0T 3256 2379 86 2 0 123 2 238 272 7 0 64 19 136 0 0 0 0 0 0 36 0 41 00 3281 155 0 0 0 21 3 0 7 10 0 19 0 56 27 0 0n
0 0 0 0 0 0 0 0 0 0 OI 332 12 0 0 00 16 14 0 13 0 18 0 70 7 0 165 0 5 0 0 0 0 0 0 0 0 DW 535 X 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 n 0 0 0 0 0 0 0 0 0 0 0 0 [)( 0 y 10 0 0 13 25 0 0 0 3 0 0 0 0 8 9 0 0 C 0 6 0 0 0 0 0 0 0 0 DY 103z
19 0 0 0 21 24 2 0 9 4 0 16 0 12 122 0 0 IQ 0 0 3 0 0 0 0 0 0 0 0 0az
254 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 D'u
8 0 0 0 3 2 5 0 58 0 7 0 21 11 0 0 0 38 9 0 0 0 0 0 0 0 0 D-209 0 0 0 16 0 0 0 0 0 0 5 0 0 0n
0 0 0 0 0 0 0 0 0 0 33 15 D. 119 I 18 IO 6005 2 B) 19o
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14 0 00 1950 43 ED 12758 0 Rl 1651 3 GD 2146 0 HD 4 13 0 0 23 2 59 4 0 0 0 0 8 0 0 0 0 0 0 0 3 Dl 232 ID 7506 D 3066 l<D 60 LD 6709"°
1579 ND 26794 00 :5212 PD 180 ÇIJ 0 Aî 1nun 3) 569 1D 525 UD 3313 'O 96 ,0 476 )() 'l1J 43 ZD 3 'D 5 -0 133 .0 34 to 624 1639J3A B C D E F G H K L M N 0 p Q H
s
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20 356 152 1482 11 129 10 1813 217 3813 0 6 0 0 33 765 0 2 0 8 0 0 3 5 ED EE 4707 12758 49663 62 13 13 1859 3 2 23 0 1274 4 0 0 4 1267 0 3 0 0 2 2 EF EG 5596 11120 H 0 8IO 567 12 13 '57 32 36 6 323 1222 169 2657 42 8 2 2 3 105 6 1774 0 363 5 95 17 91\0 0 72 0 0 2 140 38 8J6 0 0 107 9 459 0 0 0 738 0 0 0 6 0 0 2 9 EH El 2267 12228 K 0 2 91\ 39 584 1679 0 5 111 13 276 3148 1248 4749 0 5 511 24 971 4814 0 50 1265 4 1844 887 0 10 11 0 ~ 2418 3 388 48 14 27 866 0 111 647 9 1574 1373 4 51 1226 0 0 0 169 1034 4 818 3618 0 0 219 0 3 854 2112 3159 0 0 7 0 0 0 0 496 208:J 0 0 0 0 0 10 0 0 0 0 12 EJ El< El. 130 10523 37016 M N 4 2 104 2672 40 ~ 435 13318 706 22569 5 560 1601 13942 1695 725 549 3816 2 344 24 8106 1106 5223 23 8263 775 4748 686 2558 2 3014 0 0 95 3255 758 10965 0 96 44 5347 49 1286 28 14 24 29 1725 0 0 2 21 0 0 2 74 EM EN 9118 137532 T"'8lE 1 E 0 p 0 0 73 521 0 75 21 86 0 266 7 0 185 444rn
155 19 619 0 0 10 44 66 5 9 10 24 2 1038 36 0 0 43 0 0 0 0 0 0 0 0 0 0 EO 69'.l 741 102 62 0 0 2 0 0 5 0 0 0 0 EP 3815 Q R 0 26 0 188:J 0 177 8 12791\ 0 !B26 0 400 3166 10 1267 0 3230 0 73 0 2650 0 lOCB 0 2217 0 995 0 1202 0 2015 0 0 T 32 4 2536 1379 259 29 426 95 1765 997 140 26 2547 TT9 lB 18764 1491 0055 91\3 76n
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