Craniometry
This file is one of six making available supplementary material to
the printed text of:
Mary Jackes, David Lubell & Christopher Meiklejohn/
Healthy but mortal: human biology and the first farmers of
Western Europe
ANTIQUITY volume 71 number 273 (1997): 639-658.
The files are entitled:
Craniometry
Dates
Metric data
Non-metric data
References
A further file reproduces the full text as printed in the paper
publication: Printed
Craniometry
Lalueza Fox (1996) states that skull measurements indicate complete
discontinuity between Mesolithic and Neolithic populations in
Iberia. We have discussed this opinion briefly elsewhere (Jackes et
al. 1997), but provide additional background here.
Our full data set is given in CRANIOMETRY TABLE 1. The sexes are
pooled to increase sample sizes, the variables have been chosen
primarily on the basis of available data, and missing data has been
filled with mean values. Information on Cova da Moura from Gallay
& Spindler (1970) was too incomplete to use and, just as
Garralda & Mesa (1984) question whether the separation of the
Portuguese Bronze Age site Eira Pedrinha from other Iberian samples
may not be caused by the limited sample, the placement of our
Neolithic samples is uncertain.
CRANIOMETRY TABLE 1. Means of Martin measurements
(Martin 1957-66) for males and females combined, used in
classificatory analyses (CRANIOMETRY FIGURES 1 & 2)
M1 |
glabello-occipital length. |
M5 |
basion-nasion length. |
M8 |
maximum cranial breadth. |
M9 |
minimum frontal breadth. |
M48 |
nasion-prosthion height. |
M52 |
orbital height. |
M54 |
nasal breadth. |
a |
Missing data (in brackets) derived from means of Neolithic
Portuguese skulls. |
b |
Missing data (in brackets) derived from mean of Moita,
Arruda, Téviec and Hoëdic (Meiklejohn unpub. data). |
c |
Individuals aged 30-39 years not dying of pulmonary TB;
missing data derived from multiple regression. |
d |
Not used in all analyses. |
ID |
sample |
code |
M1 |
M5 |
M8 |
M9 |
M48 |
M52 |
M54 |
source |
1 |
medieval Granada Muslims |
MUS |
180.50 |
98.81 |
134.26 |
94.59 |
67.51 |
32.85 |
24.17 |
Fox et al. 1996 |
2 |
19th century Lisbon c |
|
180.55 |
98.60 |
135.05 |
94.69 |
(65.84) |
32.66 |
24.50 |
Olivier & Almeida 1972 |
3 |
Eira Pedrinha |
|
181.02 |
99.24 |
137.30 |
95.13 |
65.36 |
30.92 |
24.01 |
Mendes Corrêa & Teixeira 1949 |
4 |
Melides |
|
180.75 |
96.50 |
137.00 |
91.25 |
64.33 |
31.50 |
23.75 |
Meiklejohn & Schentag nd |
5 |
Escoural |
|
181.70 |
97.60 |
133.40 |
92.00 |
62.80 |
31.95 |
24.20 |
Isidoro 1981 |
6 |
Casa da Mouraa |
|
180.00 |
(95.32) |
137.00 |
95.77 |
62.96 |
30.27 |
(23.54) |
Jackes unpublished |
7 |
Cabeço da Arruda |
|
180.60 |
96.75 |
136.00 |
93.50 |
71.00 |
28.60 |
23.10 |
Meiklejohn unpublished |
8 |
Moita do Sebastião |
|
179.95 |
92.60 |
131.75 |
91.60 |
68.05 |
29.70 |
24.65 |
Meiklejohn & Schentag nd |
9 |
Fontainhasa |
|
177.00 |
90.60 |
135.00 |
94.43 |
(64.50) |
30.87 |
23.17 |
Jackes unpublished |
10 |
Bronze Age central Catalonia |
CAT1 |
183.86 |
97.87 |
138.70 |
94.88 |
66.01 |
31.55 |
23.35 |
Fox et al. 1996 |
11 |
Bronze Age upper Andalusia |
GRA |
183.08 |
97.18 |
138.62 |
93.93 |
69.11 |
31.28 |
23.65 |
Fox et al. 1996 |
12 |
Guipuzcoan Basques |
|
182.81 |
98.77 |
140.96 |
95.85 |
68.90 |
33.02 |
22.79 |
Aranzadi in Morant 1929 |
13 |
Tarragona |
TAR |
183.33 |
99.55 |
139.88 |
96.30 |
69.58 |
33.55 |
24.46 |
Fox et al. 1996 |
14 |
Basques in de la Rua's sample |
BAS |
184.07 |
97.53 |
141.19 |
96.13 |
70.98 |
34.51 |
22.66 |
de la Rua 1992 |
15 |
medieval Barcelona Jews |
JEW |
183.85 |
100.00 |
137.99 |
97.05 |
67.99 |
33.42 |
23.38 |
Fox et al. 1996 |
16 |
medieval central Catalonia |
CAT2 |
185.36 |
99.83 |
137.96 |
95.27 |
68.19 |
33.27 |
23.45 |
Fox et al. 1996 |
17 |
Visigothic North Meseta |
VIS |
186.19 |
100.95 |
137.92 |
97.42 |
70.22 |
32.85 |
24.76 |
Fox et al. 1996 |
18 |
Gruta da Feteira |
|
180.40 |
97.00 |
138.33 |
97.56 |
70.50 |
32.50 |
22.50 |
Jackes unpublished |
19 |
medieval Christian Cantabria |
CAN |
188.90 |
99.92 |
140.14 |
96.13 |
72.24 |
33.50 |
23.77 |
Fox et al. 1996 |
20 |
Carenque a,d |
|
182.79 |
94.00 |
135.55 |
94.33 |
57.50 |
30.75 |
21.50 |
Bubner 1986 |
21 |
Cascaisd |
|
188.88 |
103.08 |
142.50 |
97.67 |
63.96 |
32.92 |
25.08 |
Riquet 1972 |
22 |
El Colladob, d |
|
186.00 |
(98.27) |
143.60 |
95.80 |
78.00 |
28.00 |
(24.59) |
Pérez-Pérez et al. 1995 |
In short, the data are extremely poor, and when taken from
published material, congruity of methods is not assured. We have,
however, avoided using measurements such as Martin 17, 51or 51a
for which methodology may be uncertain when not specified. The
values for M55 (nasal height) are so variable that there may be
differences among researchers on techniques of measurement. As a
result, this variable was removed from the analysis. We have
multiple measurements for several of the Neolithic samples,
permitting checking for inter-observer error (Jackes unpub. data;
Meiklejohn & Schentag n.d.; Paula e Oliveira 1889; Riquet
1972). In addition, a number of papers provide information on
Basque craniometry (Morant 1929; de la Rua 1992; Lalueza Fox et
al. 1996). In order to include all possible samples, the
variables were limited to the Martin measurements 1, 5, 8, 9, 52
and 54; measurement 48 was then included when it was clear that
use of the mean for the Lisbon sample would not alter placement.
A large number of analyses, using either pooled sexes or males only,
showed that sites with small samples sizes may produce unstable
results. As a result the challenge became one of not allowing
preconceptions to dominate the choice. We performed a number of
cluster analyses on some or all of the samples and tabulated the
results for those sites that were unstable.
Moita and Arruda separated completely in around 44% of our initial
30-40 analyses. Cascais and Feteira often group loosely with Basques
and Cantabrians. This is almost invariable for Cascais, which
grouped with Cantabria and other northern samples in 87% of 34
cluster analyses. Feteira occasionally grouped with Casa da Moura,
but in 68% of the analyses it joined the northern
Basque/Catalonia/Cantabria grouping. The more southerly of the
Portuguese sites often grouped together, separate from those north
of the Tagus; however in 50% of analyses Escoural joins Casa da
Moura. The sites of the Portuguese Estremadura were very unstable,
drifting between the Basque pole and the more southern Portuguese
group. Mesolithic Spain, as represented by El Collado, either fell
closer to the Portuguese Mesolithic or to the
Basque/Catalonia/Cantabria grouping.
While the explanation for the instability may lie in the weakness of
the data set, Lalueza Fox et al. (1996) ascribe a similar
lack of robusticity in their groupings to population homogeneity.
After our initial analyses, Eira Pedrinha, a northern Portuguese
cave/shelter site which has a relatively large sample of crania
(Mendes Corrêa; & Teixeira 1949) spanning a long period of time
from Early Neolithic to Chalcolithic (Arnaud 1982), was brought into
the data- set.
CRANIOMETRY TABLE 2 shows to a very limited extent how cluster
membership changes according to the method of analysis. While not
proof, this instability suggests that variability in Iberian
populations from Mesolithic to modern times indeed shows no temporal
discontinuity, having an underlying homogeneity modified by clinal
variation, with the Basques at one pole together with some of the
more northern Spanish and Portuguese sites, very slightly
differentiated from the more southern and western sites.
CRANIOMETRY TABLE 2. Shifting cluster membership for samples
using two different methods of analysis and three different
measures of distance (using SPSS for Windows 6.1.3) with partial
and full data sets.
Average linkage combines clusters to minimize average
distance between all pairs of items in which one member of the pair
is from each of the clusters.
Ward's method calculates the means for each variable within
each cluster, then calculates the squared Euclidean distance to the
cluster means and these distances are summed for all of the cases.
SE Squared Euclidean Distance (sum of the squared differences
in values for each variable.)
Ch Chebychev (maximum absolute difference in values for any
variable.)
CB City Block Measure (sum of the absolute differences in
values for each variable.)
|
|
average linkage |
Ward's method |
average linkage |
Ward's method |
ID |
sample |
SE |
Ch |
CB |
SE |
Ch |
CB |
SE |
Ch |
CB |
SE |
Ch |
CB |
1 |
medieval Granada Muslims |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
2 |
19th century Lisbon |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
3 |
Eira Pedrinha |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
4 |
Melides |
1 |
1 |
1 |
2 |
1 |
2 |
1 |
1 |
1 |
1 |
1 |
1 |
5 |
Escoural |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
1 |
1 |
1 |
1 |
1 |
6 |
Casa da Moura |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
1 |
1 |
1 |
1 |
1 |
7 |
Cabeço da Arruda |
2 |
3 |
2 |
3 |
2 |
3 |
1 |
2 |
1 |
2 |
2 |
2 |
8 |
Moita do Sebastião |
3 |
4 |
3 |
4 |
3 |
4 |
2 |
3 |
2 |
3 |
3 |
3 |
9 |
Fontainhas |
4 |
4 |
4 |
4 |
3 |
5 |
2 |
3 |
2 |
3 |
3 |
3 |
10 |
Bronze Age central Catalonia |
5 |
5 |
5 |
5 |
4 |
3 |
3 |
2 |
3 |
2 |
2 |
2 |
11 |
Bronze Age upper Andalusia |
5 |
5 |
5 |
5 |
2 |
3 |
3 |
2 |
3 |
2 |
2 |
2 |
12 |
Guipuzcoan Basques |
5 |
5 |
5 |
5 |
5 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
13 |
Tarragona |
5 |
5 |
5 |
5 |
5 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
14 |
Basques in de la Rua's sample |
5 |
5 |
5 |
5 |
5 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
15 |
medieval Barcelona Jews |
5 |
5 |
5 |
6 |
4 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
16 |
medieval Central Catalonia |
5 |
5 |
5 |
6 |
4 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
17 |
Visigothic north Meseta |
5 |
6 |
5 |
6 |
6 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
18 |
Gruta da Feteira |
5 |
5 |
2 |
5 |
5 |
3 |
3 |
2 |
1 |
2 |
2 |
2 |
19 |
medieval Christian Cantabria |
6 |
6 |
6 |
6 |
6 |
6 |
3 |
2 |
3 |
2 |
2 |
4 |
20 |
Carenque |
|
|
|
|
|
|
4 |
4 |
4 |
4 |
5 |
3 |
21 |
Cascais |
|
|
|
|
|
|
5 |
5 |
5 |
5 |
6 |
5 |
22 |
El Collado |
|
|
|
|
|
|
6 |
6 |
6 |
6 |
4 |
6 |
The separation of Moita and Arruda, highlighted in CRANIOMETRY TABLE
2, is demonstrated by CRANIOMETRY FIGURE 1 where we have used Ward's
method and squared Euclidean distance. Here there is a clear
differentiation into two clusters, one containing five of the
Portuguese Neolithic and Chalcolithic sites plus Moita, and the
other containing one of the Portuguese Neolithic sites plus Arruda.
CRANIOMETRY FIGURE 1. Dendrogram produced by hierarchical
cluster analysis of the data for samples 1 to 19 of CRANIOMETRY
TABLE 1, using Ward's Method and the Squared Euclidean Distance
measure. Two distinct clusters are shown. The upper cluster
contains Neolithic to nineteenth century Portuguese samples,
slightly separated from one Mesolithic (Moita) and one Neolithic
sample (Fontainhas). What is noteworthy is that our second
Portuguese Mesolithic cranial sample (Arruda) separates out
completely from Moita. This occurs in about 50 % of analyses.
Arruda and Feteira cluster loosely with Basque and Bronze Age
Spanish samples. The linkage of Feteira with northern samples is
almost invariable.
Figure 1
Lalueza Fox (1996: Figure 1) and our own analyses suggested that our
data set might reasonably be assigned to six clusters and we used
hierarchical cluster analysis (Ward's method, squared Euclidean
distance measure) to assign group membership for each sample to one
of six clusters. We planned to refine this by iterations in
discriminant function analysis, but found the clustering completely
stable. We used the direct method, rather than stepwise discriminant
function, having determined that the discrimination is basically
spread over all seven variables (indicating that we are, in fact
using total conformation of the skull, rather than crude size as
indicated by length and breadth).
CRANIOMETRY FIGURE 2 plots the first discriminant function
(explaining 78.08% of the variance) and the second discriminant
function (explaining 10.21% of the variance) for the full data set,
after discriminant function analysis determined the highest
probability of cluster membership for the three unassigned samples
20, 21 and 22. We can immediately see that, although outliers, these
three samples can be accommodated within the Iberian data. As with
Arruda, these skull samples are discriminated on the basis of the
second, rather than the first function. Mesolithic Moita and
Neolithic Fontainhas remain together as outliers on function 1 which
is the most significant one.
CRANIOMETRY FIGURE 2. Scatter plot of the first two of three
significant discriminant functions generated by direct method
analysis of the craniometric data in CRANIOMETRY TABLE 1.
The grouping variable for the analysis is cluster membership
predicted by Ward's Method hierarchical cluster analysis (six
cluster solution) on the first 19 samples. With forced cluster
membership prediction, sample 20 (Carenque - Chalcolithic) is
classified into group B, sample 21 (Cascais - Neolithic) into
group F, and sample 22 (El Collado - Mesolithic) into group C.
Moita and Fontainhas separate out most distinctively from all
other skull samples, and Moita and Arruda are not identical.
Figure 2
Cascais is obviously an outlier, and it may be relevant that a
comparison of the figures provided by Riquet (1972) for male skulls
from Melides with those of Meiklejohn indicate clear differences in
methods of measurement. However, re-analysis excluding Cascais does
not alter the relationships shown in CRANIOMETRY FIGURE 2.
Similarly, removal of El Collado and Carenque makes no difference to
the scatter relationships.
The samples of complete Portuguese Neolithic crania are inadequate
to do more than suggest that simple explanations will not provide
all the answers. We cannot assume that the Basques are remnant
Mesolithic people whose forebears were replaced in the rest of the
Iberian Peninsula by newcomers from the east. We cannot assume that
a homogeneous Mesolithic population was replaced by heterogeneous
Neolithic groups. CRANIOMETRY FIGURE 2, in so far as it tells us
anything, suggests that heterogeneous Mesolithic populations blend
into succeeding Neolithic populations. CRANIOMETRY FIGURE 3 supports
this. Here grouping for discriminant analysis is specified by
geography, resulting in a clustering of all central Portuguese
samples, apart from Cascais and Feteira. Mesolithic samples are not
differentiated.
In Jackes et al. (1997) we provide our comment on Lalueza
Fox's opinion using measurements of male skulls only in order to
duplicate the method of analysis used by Lalueza Fox. CRANIOMETRY
TABLE 3 provides the data we used to produce Figure 1 in Jackes et
al. (1997). Our analyses provide no support for an hypothesis
of discontinuity between Mesolithic and Neolithic populations in
Iberia.
CRANIOMETRY FIGURE 3. Direct method discriminant function
analysis of the craniometric data in CRANIOMETRY TABLE 1
with geographical location coded as the grouping variable. Skull
length (GOL, Martin measurement 1) correlates at .54 with Function
1, but all other variables contribute most significantly to
Functions 3 and 4. Basque samples, and historic Spanish samples
from the northern Meseta and Cantabria are outliers. Portuguese
samples in general cluster together indicating that geography,
rather than chronology, mediates skull form.
Figure 3
CRANIOMETRY TABLE 3: Means of Martin measurements (Martin
1957-66) for males only used in classificatory analyses for Figure
1 in Jackes et al. (1997).
Key
M1..........................glabello-occipital length. |
M5..........................basion-nasion length. |
M8..........................maximum cranial breadth. |
M9..........................minimum frontal breadth. |
M40..........................basion-prosthion length. |
M45..........................bizygomatic |
M52..........................orbital height. |
M54..........................nasal breadth. |
ID |
sample |
code |
M1 |
M5 |
M8 |
M9 |
M4 0 |
M45 |
M52 |
M54 |
source |
1 |
Talayotic Majorca |
MAL2 |
188.56 |
104.52 |
140.29 |
97.31 |
95. 72 |
133.22 |
32.11 |
23.50 |
Lalueza Fox et al. 1996 |
2 |
Talayotic Majorca |
MAL1 |
186.82 |
101.22 |
139.59 |
97.61 |
98. 32 |
134.00 |
30.95 |
23.60 |
Lalueza Fox et al. 1996 |
3 |
Tarragona |
TAR |
186.93 |
102.47 |
142.07 |
97.18 |
95.56 |
134.84 |
33.68 |
24.93 |
Lalueza Fox et al. 1996 |
4 |
Basques |
|
185.80 |
99.60 |
143.50 |
97.10 |
90.70 |
128.80 |
33.60 |
23.20 |
Morant 1929 |
5 |
Basques |
BAS |
188.39 |
100.02 |
143.53 |
97.29 |
92.27 |
129.08 |
35.09 |
22.74 |
de la Rua 1992 |
6 |
medieval Christian Cantabria |
CAN |
192.68 |
101.40 |
142.12 |
97.82 |
94.0 0 |
130.69 |
33.91 |
24.40 |
Lalueza Fox et al. 1996 |
7 |
medieval Central Catalonia |
CAT2 |
189.28 |
102.47 |
139.52 |
96.54 |
94. 26 |
131.45 |
33.59 |
23.96 |
Lalueza Fox et al. 1996 |
8 |
medieval Barcelona Jews |
JEW |
187.88 |
103.00 |
139.60 |
98.87 |
95.57 |
131.00 |
35.78 |
24.17 |
Lalueza Fox et al. 1996 |
9 |
medieval Christian Burgos |
BUR1 |
187.90 |
100.31 |
140.02 |
95.28 |
92.95 |
130.36 |
32.84 |
24.95 |
Lalueza Fox et al. 1996 |
10 |
Visigothic North Meseta |
VIS |
190.87 |
102.90 |
140.20 |
97.42 |
97.70 |
129.51 |
32.87 |
25.49 |
Lalueza Fox et al. 1996 |
11 |
Bronze Age central Catalonia |
CAT1 |
188.07 |
100.97 |
141.04 |
95.74 |
95. 57 |
128.49 |
31.87 |
23.70 |
Lalueza Fox et al. 1996 |
12 |
Bronze Age upper Andalusia |
GRA |
186.45 |
100.29 |
140.07 |
95.14 |
95.69 |
128.61 |
32.09 |
24.26 |
Lalueza Fox et al. 1996 |
13 |
medieval Christian Burgos |
BUR2 |
186.68 |
101.76 |
140.65 |
94.63 |
96.87 |
129.69 |
32.10 |
22.39 |
Lalueza Fox et al. 1996 |
14 |
Eira Pedrinha |
|
185.70 |
102.00 |
138.40 |
97.20 |
95.60 |
125.30 |
(33.07) |
23.53 |
Mendes Corrêa & Teixeira 1949 |
15 |
medieval Granada Muslims |
MUS |
184.74 |
101.46 |
135.69 |
96.30 |
97.3 4 |
128.47 |
33.38 |
24.86 |
Lalueza Fox et al. 1996 |
16 |
Escoural |
|
183.50 |
101.50 |
134.38 |
92.70 |
96.60 |
(128.93) |
32.60 |
25.00 |
Isidoro 1981 |
17 |
Visigothic Portuguese |
|
187.60 |
101.73 |
136.13 |
95.07 |
96.17 |
128.88 |
34.94 |
25.19 |
Cunha & Neto 1953 |
18 |
Melides |
|
181.00 |
99.00 |
134.20 |
93.00 |
95.00 |
126.00 |
31.50 |
22.50 |
Meiklejohn & Schentag n.d. |
19 |
Cabeço da Arruda |
|
186.00 |
95.50 |
135.80 |
94.00 |
100.00 |
124.50 |
28.70 |
23.70 |
Meiklejohn unpublished |
20 |
Moita do Sebastião |
|
181.90 |
93.80 |
134.40 |
94.80 |
93.50 |
121.50 |
30.40 |
24.90 |
Meiklejohn and Schentag n.d. |
Dates
Metric data
Non-metric data
References
Printed
© Antiquity Publications Ltd 1997