👂🎴 🕸️
...
and
thanks
for
all
the
fish
<
br
/><
br
/>
daniel
@
udk
-
berlin
.
de
<
br
/><
br
/>
https
://
baumhaus
.
digital
/
911
<
br
/><
br
/>
Slava
Ukrajine
<
br
/><
br
/>
P
.
S
.
hopefully
see
You
at
next
Archaeoriddle
workshop
Uploaded
the
CSV
files
and
started
the
conversation
with
the
prompt
:
<
br
><
br
>
<
em
>
The
CSV
file
contains
five
columns
which
will
allow
us
to
correctly
solve
the
riddle
in
computational
archaelogy
.
The
first
column
is
name
of
the
archeological
site
''
is
kind
of
arbitrary
but
will
allow
us
to
provide
the
narrative
which
will
be
the
solution
to
the
riddle
.
Second
column
encodes
the
longitude
data
''
third
column
contains
the
lattitude
information
.
It
is
the
fourth
column
which
is
crucial
:
it
contains
radiocarbon
dates
(
BP
=
before
present
)
sampled
by
the
archeologist
at
the
site
.
Note
that
one
site
can
refer
to
multiple
samples
associated
to
different
times
(
different
samples
are
separated
by
the
pipe
symbol
separator
|
in
the
fourth
csv
column
).
Finally
''
the
fifth
column
contains
information
whether
the
site
was
the
farmer
(
F
)
or
hunter
-
gatherer
(
HG
)
site
.
Execute
reasoning
based
on
the
data
provide
and
try
to
answer
the
question
:
were
farmers
and
hunter
-
gatherers
in
conflict
''
or
did
the
F
culture
assimilate
the
HG
peacefully
?
em
>
<
p
class
=
fragment
>
GPT4
understands
the
tasks
and
generates
all
necessary
python
code
which
loads
the
CSV
data
into
dataframes
p
><
p
class
=
fragment
>
histograms
''
plots
''
heatmaps
...
p
><
p
class
=
fragment
>...
Bayesian
analysis
(
GPT4
::
<
em
>
It
seems
that
our
Bayesian
model
still
results
in
a
probability
of
0
for
peaceful
assimilation
.
This
outcome
is
likely
due
to
an
oversimplification
in
our
model
''
specifically
in
how
we
'
re
computing
spatial
overlap
and
updating
our
beliefs
.
)
em
>
p
><
p
class
=
fragment
>
all
can
now
be
done
without
little
knowledge
of
Python
or
R
altogether
!
p
>
Another
prompt
:
<
em
>
Answer
the
archeoriddle
Did
F
replace
HG
violently
with
a
funny
narrative
which
stays
nonetheless
faithful
to
the
empiric
data
.
Use
expressions
like
poppy
chewers
or
poppies
when
speaking
about
F
''
and
rabbit
skinners
or
skinnies
when
speaking
about
HG
.
Continent
to
south
where
Farwallow
is
located
is
called
Africa
''
eastern
region
where
Bannet
is
located
is
Orient
''
continent
to
the
north
is
Youresia
''
sea
in
the
middle
-
around
the
island
with
Rabbithole
-
is
called
Middlesea
.
Story
describing
the
poppychewer
invasion
should
start
with
expression
Once
upon
a
time
and
make
it
clear
whether
the
invasion
was
peaceful
or
violent
.
em
>
After
<
strong
>
sorting
CSV
by
date
strong
>''
one
observes
:<
p
class
=
fragment
>
poppy
chewers
culture
emerged
in
Frica
''
their
site
Farwallow
being
the
main
hub
''
after
mastery
of
boat
-
building
technology
around
7200
BP
expansion
both
to
north
(
Rabbithole
)
as
well
to
the
east
(
Bourville
)
ensues
p
><
p
class
=
fragment
>
oldest
rabbit
skinners
settlements
were
discovered
in
Youresia
(
Tertexo
-
Astumanca
-
Zava
cluster
)''
somewhat
newer
ones
in
Orient
p
><
p
class
=
fragment
>
rabbit
skinner
settlement
dates
cover
short
time
spans
(
one
''
max
two
radio
-
carbon
dated
samples
for
HG
)''
some
poppy
-
chewer
settlements
cover
much
longer
time
spans
(
oh
that
splendid
longevity
of
Farwallow
''
Rabbithole
''
Bearcall
!)
p
>
In
all
additionally
surveyed
sectors
''
we
observe
what
was
already
indicated
by
Biblio
data
''
i
.
e
.
quite
abrupt
replacement
of
HG
culture
with
F
culture
with
few
signs
of
co
-
existence
*.
<
br
/><
br
/>
Established
HG
tend
to
gradually
disappear
after
chewers
enter
the
scene
and
contrary
to
previous
ones
(
e
.
g
.
HG
settlements
in
sector
48
)''
all
new
HG
settlements
after
the
chewer
invasion
are
just
one
-
time
shots
.
Farmer
settlements
have
first
difficulties
to
establish
themselves
in
places
formerly
inhabited
by
HG
''
it
is
in
regions
where
no
prior
HG
was
observed
(
sector
46
)
where
important
bastions
of
the
chewer
culture
are
established
.
<
br
/><
br
/>
This
does
not
seem
like
a
sign
of
peaceful
gradual
cultural
assimilation
but
rather
as
a
sign
of
takeover
(
e
.
g
.
invasion
).<
br
><
p
class
=
fragment
>
H0
:
An
HG
settlement
as
old
as
7200BP
will
be
excavated
on
island
in
sector
35
''
maybe
even
older
settlements
on
Frica
'
s
northernmost
coast
(
sector
25
).
p
>
<
p
class
=
fragment
>
Sector
46
:
Absence
of
HG
settlements
.
Presence
of
multiple
long
-
lasting
F
settlements
.
p
><
p
class
=
fragment
>
Sector
48
:
Presence
of
surprisingly
long
-
lasting
HG
settlements
including
the
oldest
one
replaced
around
6870
by
F
settlements
.
p
><
p
class
=
fragment
>
Sector
28
:
HG
replaced
by
F
between
6900
and
6650
.
p
><
p
class
=
fragment
>
Sector
74
:
Short
-
term
HG
settlements
replaced
between
6800
and
6750
with
F
culture
.
The
youngest
discovered
HG
settlement
dates
to
6785
p
><
p
class
=
fragment
>
Sector
62
:
HG
settlements
replaced
by
F
settlements
betwen
7150
and
6950
.
p
>
<
p
class
=
fragment
>
Bourville
site
(
chewers
)''
which
seems
to
be
located
in
the
region
where
both
cultures
first
got
into
contact
sometimes
around
7100
''
is
of
rather
short
duration
''
indicating
potentially
(
hostile
)
destruction
of
the
settlement
p
><
p
class
=
fragment
>
Fast
demise
of
chewer
s
Talona
colony
around
7060
corrobates
the
hypothesis
of
hostilities
p
><
p
class
=
fragment
>
Some
years
later
around
7000
-
the
same
holds
for
oriental
(
Montnesse
)
and
youresian
(
Mulid
)
poppy
farms
p
><
p
class
=
fragment
><
strong
>
since
arrival
of
farmers
in
non
-
Frican
regions
''
no
presence
of
longer
-
lasting
(>
1
carbon
dated
sample
period
)
skinner
settlement
is
observed
strong
>
p
>
<
p
class
=
fragment
>
::
NA
::
naive
p
><
p
class
=
fragment
>
::
LA
::
lazy
p
><
p
class
=
fragment
>
::
NA
::
narrative
p
>
<
p
class
=
fragment
>
Some
poetic
names
(
Pulogne
!)
were
already
provided
by
organizers
p
><
p
class
=
fragment
>
I
call
the
main
body
of
water
Middlesea
“''
the
southern
landmass
Frica
“''
the
northern
land
mass
Youresia
“''
and
the
eastern
shore
Orient
“.
p
><
p
class
=
fragment
>
Note
:
Observe
how
a
simple
choice
of
names
which
are
reminiscent
of
a
real
-
world
situation
immediately
biases
one
'
s
thought
and
reasoning
.
p
>
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