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33.6k
#
#
#
the
33,624
one
of
the
most
24,740
is
one
of
the
23,503
the
end
of
the
23,371
at
the
end
of
20,232
in
the
united
states
18,704
at
the
same
time
17,954
as
well
as
the
15,814
when
it
comes
to
15,711
for
the
first
time
14,713
the
rest
of
the
14,704
a
member
of
the
11,726
to
be
able
to
11,493
as
a
result
of
11,223
at
the
university
of
11,215
on
the
other
hand
11,166
if
you
want
to
11,019
#
#
#
this
10,313
#
#
#
home
10,198
#
#
#
i
10,013
one
of
the
best
9,233
of
the
united
states
9,168
#
#
#
a
9,047
will
be
able
to
8,936
as
part
of
the
8,639
in
the
case
of
8,043
in
the
middle
of
8,005
a
wide
range
of
8,004
as
one
of
the
7,559
at
the
time
of
7,525
in
the
form
of
7,480
was
one
of
the
7,358
the
top
of
the
7,142
as
well
as
a
7,107
#
#
#
we
7,081
january
december
november
october
6,634
december
november
october
september
6,634
may
april
march
february
6,564
april
march
february
january
6,525
november
october
september
august
6,522
june
may
april
march
6,511
july
june
may
april
6,473
october
september
august
july
6,436
august
july
june
may
6,433
september
august
july
june
6,420
march
february
january
december
6,375
february
january
december
november
6,323
the
new
york
times
6,091
by
the
end
of
6,082
in
addition
to
the
6,015
the
united
states
and
5,841
#
#
#
in
5,712
is
going
to
be
5,650
from
the
university
of
5,579
the
beginning
of
the
5,312
it
is
important
to
5,249
this
entry
was
posted
5,215
in
front
of
the
5,201
at
the
age
of
5,195
the
middle
of
the
5,162
some
of
the
most
5,087
on
the
basis
of
5,044
to
learn
more
about
5,040
the
fact
that
the
4,964
i
would
like
to
4,902
a
lot
of
people
4,842
all
over
the
world
4,794
in
accordance
with
the
4,788
in
new
york
city
4,756
at
the
top
of
4,747
a
part
of
the
4,693
in
a
way
that
4,665
take
a
look
at
4,645
with
the
help
of
4,563
for
a
long
time
4,512
can
be
used
to
4,454
if
you
have
a
4,454
the
bottom
of
the
4,410
in
the
first
place
4,383
you
would
like
to
4,361
state
of
the
art
4,355
the
best
way
to
4,354
at
the
beginning
of
4,333
a
wide
variety
of
4,292
entry
was
posted
in
4,272
last
updated
last
updated
4,246
updated
last
updated
last
4,245
the
first
time
in
4,178
in
the
field
of
4,164
the
name
of
the
4,163
one
of
the
first
4,149
you
do
have
to
4,126
in
the
context
of
4,114
the
start
of
the
3,961
n
a
n
a
3,914
the
history
of
the
3,902
#
#
#
it
3,900
if
you
have
any
3,900
you
need
to
know
3,893
for
the
purpose
of
3,821
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Dataset Card for slimpajama-ngrams

N-gram frequencies calculated from the SlimPajama test set. Github and StackExchange data sources were excluded to avoid overrepresentation of code.

Dataset Details

Dataset Description

Processing

N-grams were extracted for all words and for content words (cw) only. Content words were determined by the SpaCy large pipeline version 3.5. Verbs operating as auxiliaries were treated as function words.

Format

Document boundaries are indicated by three "#" tokens. Data is represented in a 4-gram format, but smaller n-grams can be recovered.

Example: the last bigram of a document will be [word_a, word_b, "#", "#"]

  • Curated by: Langdon
  • License:

Please refer to the licenses of the SlimPajama data subsets.

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