Corpus of 21st Century Scots Texts

A Corpus of 21st Century Scots Texts

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Scottish Parliament

Basic Stats

Total words by this author in corpus - 25,717
Total unique words used by this author in corpus - 2,685
Ratio of total words to unique words - 9.578
Tagged as LAL (General Central) dialect.
Top ten most common words - the, tae, o, and, that, in, fur, gaelic, a, scots,

List of texts in corpus

Scots Leids Bill – Stage 1 Report
The Scottish Parliament (2024-07-24 ) in Central dialect (LAL), categorised as government (24,252 words)
Gaelic and Scots in Scotland: Whit daes the census tell us?
The Scottish Parliament (2024-08-12) in Central (Edinburgh) dialect (LAL), categorised as government (1,465 words)

Author word Keyness frequencies

This should list the words that the author uses in a disproportionate manner more often than other writers in the corpus. This may include (a) proper nouns (character names in the author's stories), (b) other words related to the specific subject matter and (c) words specific to the regional dialect.

Word	Count	Normalised per million	Keyness
gaelic	397	15,437.26	1,742.930
committee	211	8,204.69	1,468.962
and	812	31,574.44	1,216.241
fur	491	19,092.43	1,076.347
education	208	8,088.04	911.463
bill	206	8,010.27	778.350
authorities	119	4,627.29	769.473
an	111	4,316.21	702.414
wull	166	6,454.87	624.128
leid	209	8,126.92	618.156
that	725	28,191.47	568.933
guideship	74	2,877.47	540.762
wuid	118	4,588.40	539.987
local	127	4,938.37	536.796
signeeficance	71	2,760.82	518.485
statit	79	3,071.90	518.221
proveesion	70	2,721.93	479.834
probation	60	2,333.09	436.840
scots	325	12,637.55	362.177
authoritie	51	1,983.12	356.904
government	106	4,121.79	351.524
houaniver	54	2,099.78	351.049
airts	84	3,266.32	343.619
s	4	155.54	339.529
communitie	50	1,944.24	339.212
he	16	622.16	331.079
buirds	44	1,710.93	305.604
public	84	3,266.32	300.839
scottish	126	4,899.48	294.839
gàidhlig	61	2,371.97	293.781
coud	61	2,371.97	292.384
bòrd	58	2,255.32	278.203
tent	78	3,033.01	273.705
council	44	1,710.93	256.411
staunerts	97	3,771.82	nan
skills	47	1,827.58	252.384
meisures	39	1,516.51	251.624
depute	40	1,555.39	245.322
shuid	66	2,566.40	234.498
strategie	81	3,149.67	nan
support	70	2,721.93	238.156
athin	60	2,333.09	231.616
furst	56	2,177.55	226.255
saiction	79	3,071.90	nan
whilk	53	2,060.89	221.833
forder	46	1,788.70	218.727
proveesions	33	1,283.20	216.466
his	11	427.73	213.828
a	393	15,281.72	208.948
ye	9	349.96	205.902
for	12	466.62	205.601
i	14	544.39	205.510
o	891	34,646.34	203.064
cleir	28	1,088.77	199.913
organisations	38	1,477.62	197.875
financial	34	1,322.08	195.999
requirements	31	1,205.43	183.148
policie	32	1,244.31	182.513
be	314	12,209.82	181.762
costs	32	1,244.31	180.231
tae	893	34,724.11	176.465
relation	31	1,205.43	173.560
her	14	544.39	173.387
gme	38	1,477.62	170.791
wis	81	3,149.67	169.375
praisent	35	1,360.97	165.382
regulations	23	894.35	163.051
teichars	23	894.35	163.051
lingueestic	77	2,994.13	nan
meenisters	53	2,060.89	307.576
she	16	622.16	162.084
nan	24	933.23	160.075
hoo	65	2,527.51	159.335
airt	48	1,866.47	156.397
communities	34	1,322.08	150.800
islands	30	1,166.54	148.894
respondents	21	816.58	148.331
views	27	1,049.89	147.099
incluidin	50	1,944.24	nan
evident	22	855.47	141.737
meenister	38	1,477.62	141.650
saicondarie	20	777.70	140.977
pouers	26	1,011.00	140.547
walcomed	21	816.58	138.479
na	60	2,333.09	135.658
medium	33	1,283.20	134.801
relevant	24	933.23	131.428
conseeder	21	816.58	131.205
duties	23	894.35	126.898
maed	18	699.93	126.284
the	1943	75,553.14	124.836
primarie	19	738.81	124.140
fae	2	77.77	121.842
unnerscored	43	1,672.05	nan
national	48	1,866.47	121.380
forby	50	1,944.24	121.281
wirk	40	1,555.39	120.289
fundin	27	1,049.89	120.149
process	31	1,205.43	117.095
therefore	23	894.35	115.969
athort	30	1,166.54	113.368
offeecial	25	972.12	111.889
statin	18	699.93	110.229
aboot	6	233.31	109.634
these	54	2,099.78	108.302
taks	41	1,594.28	107.466
lairgest	18	699.93	104.764
census	28	1,088.77	104.364
response	21	816.58	103.462
development	27	1,049.89	102.979
whither	29	1,127.66	101.662
in	618	24,030.80	100.435
required	18	699.93	100.138
resoorces	20	777.70	97.274
role	23	894.35	97.091
hm	14	544.39	96.976
indiveeduals	14	544.39	96.976
addeetional	15	583.27	95.650
stakehauders	16	622.16	93.683
legislation	22	855.47	93.443
unner	40	1,555.39	92.414
deleever	14	544.39	92.316
inspectors	13	505.50	89.670
explaint	17	661.04	89.638
relatin	15	583.27	86.889
asks	28	1,088.77	86.702
screive	18	699.93	85.043
memorandum	31	1,205.43	nan
schuils	27	1,049.89	87.450
byleids	15	583.27	84.544
is	289	11,237.70	84.462
macleod	14	544.39	82.618
approach	23	894.35	82.084
leids	45	1,749.82	80.420
aa	2	77.77	80.300
shair	29	1,127.66	80.285
lairnin	24	933.23	79.356
team	24	933.23	78.763
plaun	28	1,088.77	nan
up	25	972.12	77.985
opportunities	19	738.81	76.627
doon	5	194.42	75.845
like	10	388.85	75.472
comunn	11	427.73	75.094
conseederation	11	427.73	75.094
framewark	11	427.73	75.094
promuive	12	466.62	74.512
professor	21	816.58	73.960
alloo	15	583.27	73.685
status	23	894.35	72.284
dutie	24	933.23	nan
regaird	17	661.04	72.156
claritie	25	972.12	nan
nummer	32	1,244.31	73.160
screivit	21	816.58	71.985
pouer	21	816.58	71.985
consult	12	466.62	71.578
grawth	24	933.23	nan
plauns	25	972.12	nan
cry	27	1,049.89	70.884
teichar	11	427.73	70.864
upon	24	933.23	70.789
directions	14	544.39	70.516
supportin	15	583.27	69.562
require	12	466.62	69.025
tuik	30	1,166.54	67.958
gmpe	10	388.85	67.827
responses	11	427.73	67.527
meisure	14	544.39	67.517
nae	16	622.16	65.163
aged	12	466.62	64.711
deceesion	12	466.62	64.711
consultation	21	816.58	63.477
speakers	27	1,049.89	63.335
associatit	12	466.62	62.848
impact	12	466.62	62.848
need	48	1,866.47	62.366
greed	16	622.16	61.197
mcleod	10	388.85	60.582
designatit	9	349.96	60.579
recommends	9	349.96	60.579
requirement	9	349.96	60.579
nàiseanta	9	349.96	60.579
unnerscorin	9	349.96	60.579
addit	16	622.16	60.403
mak	65	2,527.51	60.107
at	76	2,955.24	59.735
thon	62	2,410.86	59.712
potential	15	583.27	59.143
detail	13	505.50	58.886
incluide	23	894.35	nan
sic	53	2,060.89	65.485
issues	16	622.16	58.146
ony	63	2,449.74	58.140
providit	12	466.62	58.074
strategies	10	388.85	57.924
speceefic	10	388.85	57.924
awreidie	20	777.70	nan
spaken	10	388.85	57.924
disnae	28	1,088.77	57.590
suggestit	15	583.27	57.473
ostaig	9	349.96	56.699
procedure	9	349.96	56.699
sabhal	9	349.96	56.699
mòr	9	349.96	56.699
expectit	12	466.62	56.693
importance	15	583.27	56.676
alba	15	583.27	56.676
statit-	19	738.81	nan
airgued	9	349.96	56.699
cawed	21	816.58	56.650
comhairle	17	661.04	nan
schuil	30	1,166.54	56.044
set	47	1,827.58	55.304
eilean	17	661.04	nan
important	27	1,049.89	54.787
lairner	9	349.96	53.683
wirries	9	349.96	53.683
gle	9	349.96	53.683
tairgets	8	311.08	53.354
siar	17	661.04	nan
signeeficant	17	661.04	nan
diversitie	8	311.08	53.354
valye	8	311.08	53.354
designation	16	622.16	nan
deleeverin	8	311.08	53.354
consultit	8	311.08	53.354
had	2	77.77	52.647
buird	15	583.27	52.347
staff	16	622.16	52.309
whin	29	1,127.66	52.211
functions	12	466.62	51.916
sicweys	9	349.96	51.179
isnae	26	1,011.00	50.977
their	100	3,888.48	50.892
we	39	1,516.51	50.787
accresst	16	622.16	nan
regairdin	9	349.96	51.179
reportit	14	544.39	50.697
requires	8	311.08	49.673
highlands	8	311.08	49.673
ken	2	77.77	49.612
maun	45	1,749.82	49.098
qualifications	9	349.96	49.027
wuidnae	9	349.96	49.027
orkney	17	661.04	48.710
strenthen	10	388.85	48.633
believes	10	388.85	48.633
recognises	10	388.85	47.243
descrived	11	427.73	47.236
government's	11	427.73	47.236
wullnae	9	349.96	47.135
mair	111	4,316.21	46.846
cannin	8	311.08	46.839
enterprise	8	311.08	46.839
stresst	19	738.81	nan
misneachd	14	544.39	nan
strategic	11	427.73	46.212
anent	32	1,244.31	46.195
gruip	7	272.19	46.156
fèisean	7	272.19	46.156
fm	7	272.19	46.156
strenthenin	7	272.19	46.156
uiss	18	699.93	44.861
it	193	7,504.76	44.859
comann	14	544.39	nan
scotland	70	2,721.93	45.315
reenge	12	466.62	44.721
acknawledged	8	311.08	44.503
gabound	14	544.39	nan
speak	29	1,127.66	43.788
time	9	349.96	43.514
accress	13	505.50	nan
as	248	9,643.43	42.823
statutorie	13	505.50	nan
braider	12	466.62	42.552
assessment	9	349.96	42.518
ootcomes	9	349.96	42.518
abilitie	13	505.50	nan
incluidit	13	505.50	nan
city	19	738.81	42.807
challenges	8	311.08	42.505
implications	8	311.08	42.505
plaunnin	13	505.50	nan
to	3	116.65	42.281
heicher	10	388.85	41.563
proposed	8	311.08	40.755
budget	9	349.96	40.044
curriculum	13	505.50	39.728
yaised	21	816.58	39.511
muckler	8	311.08	39.198
leemitit	8	311.08	39.198
ain	2	77.77	39.031
strenthened	6	233.31	38.995
uhi	6	233.31	38.995
scqf	6	233.31	38.995
existin	9	349.96	38.936
ootwi	9	349.96	38.936
several	10	388.85	38.861
clas	12	466.62	nan
activitie	12	466.62	nan
are	74	2,877.47	38.731
donald	12	466.62	38.234
developin	10	388.85	38.046
saictions	12	466.62	nan
glasgow	14	544.39	38.179
cosla	12	466.62	nan
so	2	77.77	39.892
ettlins	12	466.62	nan
pàrant	12	466.62	nan
preparin	7	272.19	37.910
preparation	7	272.19	37.910
conseedert	8	311.08	37.794
cries	12	466.62	37.152
noo	9	349.96	36.659
create	10	388.85	36.521
nam	12	466.62	nan
lang	2	77.77	37.539
develop	10	388.85	36.521
consequences	8	311.08	36.515
insteid	20	777.70	36.354
by	84	3,266.32	36.351
no	24	933.23	36.237
wastren	7	272.19	36.079
faut	10	388.85	35.806
impruive	6	233.31	35.788
consultations	6	233.31	35.788
levels	11	427.73	35.707
promuivement	11	427.73	nan
while	37	1,438.74	35.310
needit	14	544.39	34.690
chynges	11	427.73	34.590
fluencie	11	427.73	nan
appropriate	9	349.96	36.927
legislative	7	272.19	34.484
aroond	20	777.70	33.962
than	3	116.65	33.608
see	10	388.85	33.494
walcomin	6	233.31	33.377
hebrides	6	233.31	33.377
giein	21	816.58	32.393
unnerstaun	14	544.39	32.000
staunert	5	194.42	31.881
scots'	5	194.42	31.881
advocatit	5	194.42	31.881
likelie	5	194.42	31.881
kiver	5	194.42	31.881
proportionate	5	194.42	31.881
commeetments	5	194.42	31.881
settins	7	272.19	31.799
persons	6	233.31	31.423
recogneetion	6	233.31	31.423
created	6	233.31	31.423
societie	6	233.31	31.423
resoorce	6	233.31	31.423
settin	13	505.50	31.360
athoot	18	699.93	31.069
arenae	8	311.08	30.596
teichin	10	388.85	nan
circumstances	8	311.08	30.596
subject	12	466.62	30.148
oot	56	2,177.55	30.133
recognised	9	349.96	29.532
association	9	349.96	29.532
key	14	544.39	29.337
us	7	272.19	29.322
centre	16	622.16	29.310
act	17	661.04	29.307
ades	10	388.85	nan
defineetion	6	233.31	29.773
future	15	583.27	29.231
acresst	10	388.85	nan
promuivin	5	194.42	28.961
meaningfu	5	194.42	28.961
population	12	466.62	28.737
reportin	7	272.19	28.616
acressin	10	388.85	nan
lairners	7	272.19	28.616
qualification	6	233.31	28.345
finance	6	233.31	28.345
quaistens	6	233.31	28.345
practice	11	427.73	27.881
praisently	10	388.85	nan
direction	10	388.85	27.634
particular	11	427.73	27.514
oor	10	388.85	27.324
but	52	2,022.01	27.304
meetin	10	388.85	27.210
implementation	6	233.31	27.085
designate	9	349.96	nan
expectations	6	233.31	27.085
byleid	6	233.31	27.085
reform	7	272.19	26.873
level	11	427.73	26.801
taewart	5	194.42	26.801
joanna	5	194.42	26.801
indiveedual	5	194.42	26.801
assist	5	194.42	26.801
cam	2	77.77	26.740
ower	23	894.35	26.502
expresst	9	349.96	nan
twa	9	349.96	26.323
hoosin	7	272.19	26.086
administration	6	233.31	25.957
involve	6	233.31	25.957
sqa	6	233.31	25.957
juin	8	311.08	25.864
environment	8	311.08	25.864
interestit	8	311.08	25.864
my	3	116.65	25.774
kintra	16	622.16	25.529
poseetion	7	272.19	25.347
provide	10	388.85	25.245
will	3	116.65	25.184
frae	89	3,460.75	24.995
crisis	6	233.31	24.937
chuise	6	233.31	24.937
there	111	4,316.21	24.914
data	10	388.85	24.880
responsibilitie	8	311.08	nan
pathwey	4	155.54	24.836
gtc	9	349.96	nan
introduce	6	233.31	24.937
forwart	4	155.54	24.836
wylie	4	155.54	24.836
kiverin	4	155.54	24.836
that-	4	155.54	24.836
haes	54	2,099.78	24.764
different	24	933.23	24.748
exemple	10	388.85	24.524
creation	6	233.31	24.006
stage	11	427.73	23.925
accoont	12	466.62	23.484
elc	8	311.08	nan
extend	5	194.42	23.621
hame	3	116.65	23.423
latest	7	272.19	23.367
hae	102	3,966.25	23.354
made	2	77.77	23.283
needs	14	544.39	23.198
bill's	8	311.08	nan
gie	44	1,710.93	23.076
culture	19	738.81	22.765
focus	9	349.96	22.610
identitie	5	194.42	22.374
infrastructure	5	194.42	22.374
heilans	5	194.42	22.374
behauf	6	233.31	22.359
intendit	6	233.31	22.359
establishin	4	155.54	22.251
pathweys	4	155.54	22.251
seeks	4	155.54	22.251
affirmative	4	155.54	22.251
unnertak	4	155.54	22.251
continyed	8	311.08	nan
conseeders	4	155.54	22.251
concerns	7	272.19	22.210
requeest	8	311.08	nan
implement	4	155.54	22.251
birnie	8	311.08	nan
indicatit	4	155.54	22.251
wilson	7	272.19	22.210
fin	2	77.77	22.112
intends	8	311.08	nan
jist	13	505.50	21.959
follaein	12	466.62	21.584
witnesses	5	194.42	21.281
clarification	8	311.08	nan
dr	14	544.39	21.471
dumfries	5	194.42	21.281
achieve	7	272.19	21.156
priorities	6	233.31	20.937
when	7	272.19	20.741
uncleir	8	311.08	nan
isles	8	311.08	20.724
whit	93	3,616.28	20.574
vyce	12	466.62	20.500
meenister's	4	155.54	20.377
staffin	4	155.54	20.377
stow	4	155.54	20.377
estimate	4	155.54	20.377
dempster	4	155.54	20.377
recruitment	4	155.54	20.377
airlier	5	194.42	20.307
structures	5	194.42	20.307
representin	5	194.42	20.307
region	6	233.31	20.293
multiple	6	233.31	20.293
total	7	272.19	20.190
mony	33	1,283.20	20.010
recognise	7	272.19	19.736
richt	11	427.73	19.592
hoose	5	194.42	19.507
ceòlas	7	272.19	nan
parents	10	388.85	19.486
historic	5	194.42	19.430
gien	27	1,049.89	19.301
wey	6	233.31	19.263
confirmt	4	155.54	18.896
saicond	4	155.54	18.896
demand	7	272.19	18.880
provides	5	194.42	18.632
quaisten	5	194.42	18.632
essential	6	233.31	18.575
engagement	6	233.31	18.575
submeesion	7	272.19	nan
general	12	466.62	18.534
yaise	12	466.62	18.534
airlie	7	272.19	18.475
professional	8	311.08	18.284
nummers	10	388.85	18.061
hooaniver	5	194.42	17.902
unnerstauns	3	116.65	17.894
sonas	7	272.19	nan
dreft	7	272.19	nan
quaistened	7	272.19	nan
tracs	7	272.19	nan
ettlings	6	233.31	nan
cabinet	5	194.42	18.632
embeddit	3	116.65	17.894
unnerscore	3	116.65	17.894
queried	3	116.65	17.894
economie	7	272.19	nan
grupe	7	272.19	nan
amend	3	116.65	17.894
praisentlie	3	116.65	17.894
accoontable	3	116.65	17.894
amendit	3	116.65	17.894
presumption	3	116.65	17.894
then	8	311.08	17.734
introducin	4	155.54	17.670
giollagáin	7	272.19	nan
mucklest	4	155.54	17.670
recognisin	4	155.54	17.670
daen	9	349.96	17.487
cairryin	8	311.08	17.373
anely	15	583.27	17.162
encourage	6	233.31	16.666
adult	6	233.31	16.666
vaurious	6	233.31	nan
suffeecient	6	233.31	nan
economic	7	272.19	16.650
galloway	4	155.54	16.624
programmes	5	194.42	16.604
respect	7	272.19	16.319
direct	6	233.31	16.242
received	6	233.31	16.242
shift	9	349.96	16.075
requeestit	6	233.31	nan
expleecit	6	233.31	nan
result	8	311.08	16.258
gàidheal	7	272.19	nan
anither	3	116.65	17.715
fc	7	272.19	nan
assessments	3	116.65	17.894
acknawledges	7	272.19	nan
deleevery	6	233.31	nan
necessar	8	311.08	15.996
progress	8	311.08	15.740
compleeance	6	233.31	nan
come	6	233.31	15.736
ootthrou	4	155.54	15.713
dynamic	4	155.54	15.713
conseederin	3	116.65	15.711
concernin	3	116.65	15.711
wirried	3	116.65	15.711
addresst	3	116.65	15.711
smawest	3	116.65	15.711
remuive	3	116.65	15.711
tairget	3	116.65	15.711
michtnae	3	116.65	15.711
obligation	3	116.65	15.711
stòrlann	3	116.65	15.711
banffshire	3	116.65	15.711
offeecials	3	116.65	15.711
responded	3	116.65	15.711
supportive	3	116.65	15.711
legal	7	272.19	15.687
place	31	1,205.43	15.505
its	55	2,138.66	15.480
senior	5	194.42	15.479
vernacular	6	233.31	15.447
gaun	3	116.65	15.201
tell	3	116.65	15.201
placed	6	233.31	15.073
praisentit	4	155.54	14.906
intention	4	155.54	14.906
prepare	4	155.54	14.906
issue	7	272.19	14.807
complete	7	272.19	14.807
e	2	77.77	14.726
of	15	583.27	14.632
transport	5	194.42	14.488
parteecular	5	194.42	14.488
tradeetions	4	155.54	14.183
gaelic-medium	4	155.54	14.183
alike	4	155.54	14.183
providers	3	116.65	14.172
resultin	3	116.65	14.172
respective	3	116.65	14.172
ministers	3	116.65	14.172
uissage	3	116.65	14.172
mccoll	3	116.65	14.172
tocht	6	233.31	14.034
authoritie's	6	233.31	nan
effective	5	194.42	14.034
micht	38	1,477.62	14.002
success	7	272.19	13.740
cent	5	194.42	13.604
this	137	5,327.22	13.506
orcadian	6	233.31	13.403
commeessioner	6	233.31	nan
available	7	272.19	13.247
bein	35	1,360.97	13.228
chynge	10	388.85	13.079
leeterature	3	116.65	12.978
secretarie	5	194.42	nan
basit	5	194.42	nan
obligations	3	116.65	12.978
expedit	5	194.42	nan
imposed	3	116.65	12.978
arise	3	116.65	12.978
budgets	3	116.65	12.978
impose	3	116.65	12.978
establisht	5	194.42	nan
creates	3	116.65	12.978
mich	4	155.54	12.931
focusst	5	194.42	nan
dreftit	5	194.42	nan
vauried	5	194.42	nan
explanatorie	5	194.42	nan
grees	4	155.54	12.931
negative	4	155.54	12.931
suggests	4	155.54	12.931
spend	6	233.31	12.532
-	15	583.27	12.498
action	8	311.08	12.479
capacitie	5	194.42	nan
yon	2	77.77	12.713
comments	4	155.54	12.383
creatin	4	155.54	12.383
seembolic	5	194.42	nan
afore	13	505.50	12.599
muckle	8	311.08	12.251
whaur	35	1,360.97	12.157
clarify	5	194.42	nan
award	5	194.42	12.087
minoritie	3	116.65	12.003
submeesions	5	194.42	nan
unnerstaunin	5	194.42	12.087
explicit	3	116.65	12.003
numerous	3	116.65	12.003
barrier	3	116.65	12.003
relative	4	155.54	11.876
applied	4	155.54	11.876
staunarts	5	194.42	nan
activities	4	155.54	11.876
actions	4	155.54	11.876
say	8	311.08	11.658
they	136	5,288.33	11.605
them	21	816.58	11.481
structure	4	155.54	11.406
age	11	427.73	11.389
last	3	116.65	11.376
report	12	466.62	11.258
pàipear	5	194.42	nan
three	3	116.65	11.188
expertise	3	116.65	11.179
responsibilities	3	116.65	11.179
halely	3	116.65	11.179
teaching	3	116.65	11.179
exemples	3	116.65	11.179
millar	3	116.65	11.179
urged	2	77.77	11.125
universitie	2	77.77	11.125
ineetiatives	5	194.42	nan
approximate	2	77.77	11.125
heilands	2	77.77	11.125
designatin	5	194.42	nan
gàidhealach	5	194.42	nan
aiccess	5	194.42	nan
disappyntment	2	77.77	11.125
scope	2	77.77	11.125
majoritie	2	77.77	11.125
peteranna	5	194.42	nan
preenciple	2	77.77	11.125
non-compleeance	5	194.42	nan
distributin	2	77.77	11.125
exerces	5	194.42	nan
grawin	5	194.42	nan
clessruim	2	77.77	11.125
placement	2	77.77	11.125
tharefore	2	77.77	11.125
communed	2	77.77	11.125
developt	5	194.42	nan
recognisit	2	77.77	11.125
anticipate	2	77.77	11.125
hechle	2	77.77	11.125
thram	5	194.42	nan
deans	2	77.77	11.125
annoonced	2	77.77	11.125
commensurate	2	77.77	11.125
opportunitie	2	77.77	11.125
adequate	2	77.77	11.125
tot	2	77.77	11.125
meisurt	2	77.77	11.125
pairlamentarie	5	194.42	nan
faceelitate	5	194.42	nan
brin	2	77.77	11.125
h-eileanan	2	77.77	11.125
discreemination	2	77.77	11.125
altho	5	194.42	11.118
cost	5	194.42	11.118
documents	5	194.42	11.118
delegatit	4	155.54	nan
prescribe	2	77.77	11.125
wir	4	155.54	11.044
intent	4	155.54	10.967
complee	4	155.54	nan
appeal	4	155.54	10.967
think	7	272.19	10.837
luiks	5	194.42	10.821
throu	24	933.23	10.679
law	10	388.85	10.645
content	6	233.31	10.570
option	4	155.54	10.557
associe	4	155.54	10.557
mairower	3	116.65	10.468
hivnae	3	116.65	10.468
illustrate	3	116.65	10.468
arts	3	116.65	10.468
apply	3	116.65	10.468
practical	5	194.42	10.261
per	5	194.42	10.261
read	17	661.04	10.243
wha	4	155.54	10.195
prepared	4	155.54	10.172
sae	22	855.47	9.865
providin	3	116.65	9.843
absence	3	116.65	9.843
implementit	3	116.65	9.843
dictionaries	5	194.42	9.742
new	35	1,360.97	9.706
forbes	2	77.77	9.448
meisurable	2	77.77	9.448
statute	2	77.77	9.448
directors	2	77.77	9.448
creetical	4	155.54	nan
relates	2	77.77	9.448
acknawledgement	2	77.77	9.448
detailt	2	77.77	9.448
umbrella	2	77.77	9.448
expects	2	77.77	9.448
weal	2	77.77	9.448
determine	2	77.77	9.448
semplie	2	77.77	9.448
humanities	2	77.77	9.448
attractive	2	77.77	9.448
competin	2	77.77	9.448
dplr	4	155.54	nan
estimates	4	155.54	nan
assertit	2	77.77	9.448
gàidhlig's	2	77.77	9.448
netwirk	2	77.77	9.448
successful	3	116.65	9.287
phase	3	116.65	9.287
explains	3	116.65	9.287
representative	3	116.65	9.287
staps	3	116.65	9.287
designations	4	155.54	nan
sized	2	77.77	9.448
gmelc	4	155.54	nan
details	4	155.54	9.466
resairch	3	116.65	9.287
weel	48	1,866.47	9.244
terms	7	272.19	9.231
ambeetions	4	155.54	nan
expecations	4	155.54	nan
clessroom	4	155.54	9.142
scotland's	6	233.31	8.995
acknawledgin	4	155.54	nan
intae	25	972.12	9.079
facin	4	155.54	8.834
wirks	4	155.54	8.834
status'	4	155.54	nan
said	19	738.81	8.801
decline	3	116.65	8.787
agenda	3	116.65	8.787
officers	3	116.65	8.787
degrees	3	116.65	8.787
asked	10	388.85	8.783
offer	6	233.31	8.647
lead	7	272.19	8.642
kythes	5	194.42	8.593
gin	34	1,322.08	8.421
respond	3	116.65	8.333
concernt	3	116.65	8.333
publeesh	4	155.54	nan
concern	4	155.54	8.542
processes	3	116.65	8.333
reads	3	116.65	8.333
view	8	311.08	8.325
meet	8	311.08	8.325
enforcement	2	77.77	8.312
urgencie	4	155.54	nan
someane	2	77.77	8.312
defines	2	77.77	8.312
integratit	2	77.77	8.312
unnertaen	2	77.77	8.312
definit	2	77.77	8.312
caution	2	77.77	8.312
deceesions	2	77.77	8.312
dependent	2	77.77	8.312
entrie	2	77.77	8.312
contributors	2	77.77	8.312
uist	2	77.77	8.312
proceeds	2	77.77	8.312
shuidnae	2	77.77	8.312
may	8	311.08	8.208
scde	4	155.54	nan
saictors	4	155.54	nan
aulder	9	349.96	8.208
acause	10	388.85	8.206
said-	4	155.54	nan
instance	5	194.42	8.184
teich	4	155.54	nan
genuine	4	155.54	7.998
luchd-teagaisg	4	155.54	nan
hantle	6	233.31	8.000
skill	4	155.54	7.998
gàidhealtachd	4	155.54	7.998
specified	4	155.54	nan
children	4	155.54	7.998
aften	11	427.73	7.940
note	9	349.96	7.904
better	4	155.54	7.804
incluision	4	155.54	nan
been	29	1,127.66	7.936
expect	5	194.42	7.799
makkin	14	544.39	7.764
supportit	4	155.54	7.744
cases	4	155.54	7.744
difficult	4	155.54	7.744
brocht	15	583.27	7.625
same	5	194.42	7.569
pertection	4	155.54	nan
bairn-care	4	155.54	nan
overtures	4	155.54	nan
explorin	3	116.65	7.536
fluent	3	116.65	7.536
initial	3	116.65	7.536
discretion	2	77.77	7.453
replacin	2	77.77	7.453
suggestin	2	77.77	7.453
nuance	3	116.65	nan
intend	2	77.77	7.453
addressin	2	77.77	7.453
bute	2	77.77	7.453
deleeverie	3	116.65	nan
conchúr	3	116.65	nan
examination	2	77.77	7.453
interact	2	77.77	7.453
differin	2	77.77	7.453
heritage	5	194.42	7.436
west	6	233.31	7.407
reference	4	155.54	7.269
believed	3	116.65	7.184
engage	3	116.65	7.184
drive	6	233.31	7.130
uncertaintie	3	116.65	nan
regime	2	77.77	7.453
nature	5	194.42	7.094
gies	12	466.62	7.057
pynt	9	349.96	7.057
document	4	155.54	7.046
maist	9	349.96	6.943
publeeshed	3	116.65	nan
thidsearan	3	116.65	nan
mey	5	194.42	7.094
raise	5	194.42	6.930
literature	6	233.31	6.864
wirkin	6	233.31	6.864
posts	3	116.65	6.856
coorse	2	77.77	6.848
smaw	4	155.54	6.832
promotit	2	77.77	6.764
visibilitie	3	116.65	nan
states	5	194.42	6.770
fawen	2	77.77	6.764
mg	2	77.77	6.764
eist	3	116.65	nan
administrative	2	77.77	6.764
meenisterial	2	77.77	6.764
establish	2	77.77	6.764
parties	2	77.77	6.764
just	5	194.42	6.736
statement	4	155.54	6.627
pynts	5	194.42	6.615
objecives	3	116.65	nan
or	109	4,238.44	6.619
foghlam	3	116.65	nan
common	8	311.08	7.330
subordinate	3	116.65	nan
descrivin	2	77.77	6.764
eunson	3	116.65	nan
emphasis	2	77.77	7.453
possible	6	233.31	6.484
shetland	5	194.42	6.464
syne	8	311.08	6.423
kythed	5	194.42	6.316
times	2	77.77	6.296
accompanyin	2	77.77	6.191
prioritie	3	116.65	nan
facilitate	2	77.77	6.191
placin	2	77.77	6.191
seemilar	2	77.77	6.191
combination	2	77.77	6.191
meenimum	3	116.65	nan
alignment	3	116.65	nan
agencies	2	77.77	6.191
release	2	77.77	6.191
customs	2	77.77	6.191
ineetial	3	116.65	nan
wirrie	2	77.77	6.191
ite	3	116.65	nan
constituencies	2	77.77	6.191
fails	2	77.77	6.191
condeetions	2	77.77	6.191
transparent	2	77.77	6.191
term	5	194.42	6.173
really	2	77.77	6.078
fits	3	116.65	5.998
signage	3	116.65	5.998
control	5	194.42	5.896
seestem	4	155.54	5.879
studies	4	155.54	5.879
deleevert	3	116.65	nan
alangside	4	155.54	5.879
independent	4	155.54	5.879
tie	3	116.65	5.746
resource	3	116.65	5.746
model	3	116.65	5.746
direction-makkin	3	116.65	nan
life	7	272.19	5.719
positive	4	155.54	5.709
gaboundin	3	116.65	nan
effect	4	155.54	5.709
gruips	3	116.65	nan
mandatorie	3	116.65	nan
suggestion	2	77.77	5.703
argyll	2	77.77	5.703
highland	2	77.77	5.703
accoontabilitie	3	116.65	nan
steys	2	77.77	5.703
uptak	2	77.77	5.703
criteriae	3	116.65	nan
veesion	2	77.77	5.703
viable	2	77.77	5.703
suite	2	77.77	5.703
broadcastin	2	77.77	5.703
statements	2	77.77	5.703
pairtners	2	77.77	5.703
represents	2	77.77	5.703
livin	7	272.19	5.579
walcome	4	155.54	5.544
leiderskip	3	116.65	nan
owerture	3	116.65	nan
challengin	2	77.77	5.703
notes	4	155.54	5.544
great	2	77.77	5.503
things	5	194.42	5.403
trainin	4	155.54	5.385
suggest	3	116.65	5.285
connection	3	116.65	5.285
instances	2	77.77	5.278
pickle	2	77.77	5.278
advise	2	77.77	5.278
relate	2	77.77	5.278
necessarie	3	116.65	nan
mullion	3	116.65	nan
principal	2	77.77	5.278
ultimatelie	3	116.65	nan
creatit	3	116.65	5.509
blog	2	77.77	5.278
bills	2	77.77	5.278
variants	2	77.77	5.278
funds	2	77.77	5.278
investment	2	77.77	5.278
central	4	155.54	5.231
teachin	6	233.31	5.171
pupil	2	77.77	4.904
howpit	2	77.77	4.904
helpfu	2	77.77	4.904
remuived	2	77.77	nan
arreengements	3	116.65	nan
bileengual	2	77.77	nan
sustainable	3	116.65	nan
urras	3	116.65	nan
declare	2	77.77	5.278
pouerfu	2	77.77	4.904
communications	2	77.77	4.904
explainin	2	77.77	4.904
balance	3	116.65	4.871
scrutinie	3	116.65	nan
programme	3	116.65	4.871
alang	5	194.42	4.837
pupils	4	155.54	4.799
comin	3	116.65	4.710
comes	3	116.65	4.710
reviewin	3	116.65	nan
services	6	233.31	4.705
satisfied	2	77.77	4.571
stress	2	77.77	4.571
grupes	3	116.65	nan
year	12	466.62	4.544
face	6	233.31	4.515
coast	3	116.65	4.497
basis	3	116.65	4.497
session	3	116.65	4.497
expede	3	116.65	nan
contribute	2	77.77	4.571
information	5	194.42	4.491
baith	24	933.23	4.301
fou	6	233.31	4.278
authorities'	3	116.65	nan
chairt	2	77.77	4.271
wirkforce	3	116.65	nan
expansion	3	116.65	nan
education'	3	116.65	nan
profile	3	116.65	4.871
inge	3	116.65	nan
weicht	2	77.77	5.278
ilka-day	2	77.77	4.271
solution	2	77.77	4.271
encouragin	2	77.77	4.271
connectit	2	77.77	4.271
regions	2	77.77	4.271
cairrie	2	77.77	4.271
secure	2	77.77	4.271
hale	4	155.54	4.173
wi	165	6,415.99	4.048
maitters	4	155.54	4.046
awfie	3	116.65	4.000
conseestent	3	116.65	nan
opt	3	116.65	nan
benefit	3	116.65	4.000
speaker	3	116.65	4.000
chyce	3	116.65	4.000
extent	3	116.65	4.000
fail	2	77.77	3.999
shetlandic	2	77.77	3.999
receive	2	77.77	3.999
factors	2	77.77	3.999
reflects	2	77.77	3.999
lairge	2	77.77	3.999
lack	3	116.65	3.848
can	52	2,022.01	3.845
sets	4	155.54	3.824
open	2	77.77	3.786
luik	8	311.08	3.763
bold	2	77.77	3.751
accompanied	2	77.77	3.751
enterin	2	77.77	3.751
threit	2	77.77	3.751
burden	2	77.77	3.751
determint	2	77.77	3.751
repurposin	2	77.77	nan
confidence	4	155.54	3.717
pairlament	8	311.08	3.706
projecs	2	77.77	nan
two-levelt	2	77.77	nan
fund	2	77.77	3.951
thiriodh	3	116.65	nan
heart	4	155.54	4.405
produce	3	116.65	3.703
impruivement	2	77.77	nan
ahint	2	77.77	3.622
ongaun	3	116.65	3.565
effeecient	2	77.77	nan
academic	3	116.65	3.565
centres	2	77.77	3.523
expedin	2	77.77	nan
speakin	7	272.19	3.627
contrastit	2	77.77	nan
description	2	77.77	3.523
address	5	194.42	3.498
determinin	2	77.77	nan
wish	5	194.42	3.498
bill-	3	116.65	nan
why	10	388.85	4.863
seen	10	388.85	3.497
buchan	3	116.65	3.432
bide	3	116.65	3.201
profeecient	2	77.77	nan
skye	2	77.77	3.313
representation	2	77.77	3.119
tradeetional	3	116.65	3.063
strang	7	272.19	3.050
densitie	2	77.77	nan
snp	7	272.19	3.050
list	4	155.54	3.048
mairch	5	194.42	2.975
desire	2	77.77	2.939
wales	2	77.77	2.939
projects	2	77.77	2.939
vital	2	77.77	2.939
hauppenin	2	77.77	nan
appears	3	116.65	3.181
rd-sgoiltean	2	77.77	nan
pairt	17	661.04	3.391
help	14	544.39	2.875
english	12	466.62	2.874
north	9	349.96	2.829
fowk	49	1,905.35	2.788
moral	2	77.77	2.772
publisht	2	77.77	2.772
links	2	77.77	2.772
translation	2	77.77	2.772
nurserie	2	77.77	nan
diverse	2	77.77	2.772
michael	3	116.65	2.736
staundin	3	116.65	2.736
practeetioners	2	77.77	nan
speceeficitie	2	77.77	nan
msp	3	116.65	2.736
nor	11	427.73	2.667
forms	3	116.65	2.635
vauriation	2	77.77	nan
didnae	6	233.31	2.658
yet	3	116.65	2.615
climate	2	77.77	2.615
kate	2	77.77	2.615
exists	2	77.77	2.615
jobs	2	77.77	2.615
cultural	7	272.19	2.596
difference	3	116.65	2.537
speaks	3	116.65	2.537
chluich	2	77.77	nan
feel	5	194.42	2.484
greement	2	77.77	2.469
elements	2	77.77	2.469
whitiver	2	77.77	2.469
includes	2	77.77	2.469
results	3	116.65	2.443
follae	4	155.54	2.422
means	7	272.19	2.367
continyes	2	77.77	nan
doric	7	272.19	2.412
separate	2	77.77	2.332
isle	2	77.77	2.332
rest	2	77.77	2.317
use	6	233.31	2.307
align	2	77.77	nan
responsible	2	77.77	2.332
win	7	272.19	2.283
braid	6	233.31	2.212
thig	2	77.77	nan
assesst	2	77.77	nan
aw	50	1,944.24	2.206
eneuch	4	155.54	2.206
necessitie	2	77.77	nan
efforts	2	77.77	2.203
reiteratit	2	77.77	nan
regular	2	77.77	2.203
acceptit	2	77.77	2.203
actual	3	116.65	2.180
main	6	233.31	2.165
pit	16	622.16	2.124
person	4	155.54	2.090
concrete	2	77.77	2.081
concept	2	77.77	2.081
include	2	77.77	2.081
survive	2	77.77	2.081
breathin	2	77.77	2.081
design	2	77.77	2.081
even	13	505.50	2.073
tak	28	1,088.77	2.054
cairried	3	116.65	2.020
period	3	116.65	2.020
people	2	77.77	1.973
fundable	2	77.77	nan
word	2	77.77	2.001
pace	2	77.77	1.967
wrutten	2	77.77	1.967
faw	3	116.65	1.943
enablin	2	77.77	nan
experience	4	155.54	1.910
haudit	2	77.77	1.858
luikin	4	155.54	1.853
date	4	155.54	1.853
dreftin	2	77.77	nan
screivin	2	77.77	1.967
hauppen	2	77.77	nan
durin	4	155.54	2.284
comman	2	77.77	nan
caitious	2	77.77	nan
repurpost	2	77.77	nan
best	6	233.31	2.313
hauf	3	116.65	1.816
askit	4	155.54	1.797
proficiencie	2	77.77	nan
langer	4	155.54	1.797
fluencie'	2	77.77	nan
ootcome	2	77.77	1.756
takkin	7	272.19	1.734
short-term	2	77.77	nan
discreeminatit	2	77.77	nan
welsh	3	116.65	1.730
seekin	2	77.77	1.660
aprile	2	77.77	1.660
entries	2	77.77	1.660
parental	2	77.77	nan
until	2	77.77	1.672
reports	2	77.77	1.660
guide	2	77.77	1.660
tradeetion	2	77.77	1.660
tryin	3	116.65	1.648
requeestin	2	77.77	nan
trust	3	116.65	1.599
simplifeein	2	77.77	nan
kirk	3	116.65	1.625
too	2	77.77	1.592
gang	6	233.31	1.545
redd	3	116.65	1.537
ither	36	1,399.85	1.532
mean	11	427.73	1.506
alane	4	155.54	1.490
challenge	2	77.77	1.481
cooncil	2	77.77	1.461
wun	4	155.54	1.443
edinburgh	6	233.31	1.442
play	3	116.65	1.440
dae	24	933.23	1.434
based	2	77.77	1.399
qualifeed	2	77.77	nan
makin	2	77.77	1.360
end	6	233.31	1.331
scheme	2	77.77	1.321
line	2	77.77	1.309
am	10	388.85	1.275
creeticised	2	77.77	nan
identifeeable	2	77.77	nan
push	2	77.77	1.321
incur	2	77.77	nan
proportionalitie	2	77.77	nan
formal	2	77.77	1.247
atween	16	622.16	1.241
idea	2	77.77	1.235
retention	2	77.77	nan
ettles	3	116.65	1.203
defineetions	2	77.77	nan
cawin	2	77.77	1.568
tailort	2	77.77	nan
social	6	233.31	1.184
disparitie	2	77.77	nan
officer	3	116.65	3.304
apprenticeships	2	77.77	nan
chief	2	77.77	1.660
costins	2	77.77	nan
askt	2	77.77	nan
continye	2	77.77	nan
management	2	77.77	6.191
continuitie	2	77.77	nan
resoorced	2	77.77	nan
cleirer	2	77.77	nan
seonaidh	2	77.77	nan
oncome	2	77.77	1.176
principles	2	77.77	1.176
hauden	2	77.77	1.176
memmers	2	77.77	1.176
startin	2	77.77	1.176
young	12	466.62	1.119
qualitie	2	77.77	nan
fawin	2	77.77	1.109
lairn	3	116.65	1.106
ance	2	77.77	1.045
awaur	2	77.77	1.045
tiree	2	77.77	nan
aheid	3	116.65	1.014
case	6	233.31	1.012
ootside	3	116.65	1.012
wisnae	5	194.42	0.988
context	2	77.77	0.984
leuk	3	116.65	0.953
agin	3	116.65	0.953
reduiced	2	77.77	nan
declaration	2	77.77	0.926
haed	17	661.04	0.884
mr	4	155.54	0.882
effort	2	77.77	0.871
thrams	2	77.77	nan
record	2	77.77	0.819
relaition	2	77.77	nan
drawn	2	77.77	0.819
situation	3	116.65	0.811
leuks	2	77.77	0.769
signeeficantly	2	77.77	nan
haudin	2	77.77	0.799
infrastructural	2	77.77	nan
irish	3	116.65	0.774
maisures	3	116.65	nan
educational	2	77.77	1.568
foond	2	77.77	0.722
recent	2	77.77	0.676
l	4	155.54	0.657
involved	2	77.77	0.633
reach	2	77.77	0.633
spreid	2	77.77	0.633
review	2	77.77	0.633
hamelt	2	77.77	0.592
least	3	116.65	0.589
wrote	2	77.77	0.553
indeed	2	77.77	0.553
speceeficallie	2	77.77	nan
taen	12	466.62	0.542
cannae	7	272.19	0.540
amang	4	155.54	0.534
five	7	272.19	0.533
addit-	2	77.77	nan
stop	2	77.77	0.521
deal	2	77.77	0.516
event	2	77.77	0.516
on	150	5,832.72	0.499
single	3	116.65	0.493
some	40	1,555.39	0.481
themsels	2	77.77	0.481
gangs	2	77.77	0.481
ages	2	77.77	0.481
short	4	155.54	0.466
desirabilitie	2	77.77	nan
fact	3	116.65	0.463
ideas	2	77.77	0.447
quite	4	155.54	0.445
offeecial'	2	77.77	nan
robert	3	116.65	0.441
buirds'	2	77.77	nan
statin-	2	77.77	nan
effecteev	2	77.77	nan
likely	2	77.77	0.449
language	19	738.81	0.418
stap	4	155.54	0.405
creative	2	77.77	0.356
service	3	116.65	0.308
daes	3	116.65	0.308
shuir	2	77.77	0.303
speir	3	116.65	0.289
younger	2	77.77	0.278
seek	2	77.77	0.278
glescae	2	77.77	nan
gey	11	427.73	0.278
feegure	2	77.77	nan
conseederable	2	77.77	nan
board	2	77.77	0.278
governance	2	77.77	nan
thinggs	2	77.77	nan
lot	5	194.42	0.276
bairns	11	427.73	0.264
real	3	116.65	0.260
bruce	3	116.65	0.236
nationwide	2	77.77	nan
memmerskip	2	77.77	nan
pairteecular	2	77.77	nan
ettle	3	116.65	0.236
thegither	10	388.85	0.232
censuses	2	77.77	nan
ilk	5	194.42	0.222
met	3	116.65	0.214
ere	3	116.65	0.214
leave	3	116.65	0.214
iar	2	77.77	nan
nation	2	77.77	0.278
certain	2	77.77	0.212
categorie	2	77.77	nan
college	2	77.77	0.212
answer	4	155.54	0.210
haud	6	233.31	0.207
socht	2	77.77	0.193
ettlin	3	116.65	0.189
james	3	116.65	0.189
haein	5	194.42	0.185
readin	2	77.77	0.181
vitalitie	2	77.77	nan
leukin	2	77.77	0.181
regional	2	77.77	0.157
pickler	2	77.77	nan
haurd	2	77.77	0.174
years	9	349.96	0.148
spent	2	77.77	0.146
bringin	2	77.77	0.141
rich	2	77.77	0.141
either	3	116.65	0.133
wait	4	155.54	0.129
want	11	427.73	0.128
radio	2	77.77	0.126
ane	23	894.35	0.116
accressit	2	77.77	nan
ithers	6	233.31	0.108
sense	4	155.54	0.107
proactive	2	77.77	nan
sicht	4	155.54	0.107
reason	2	77.77	0.104
post	2	77.77	0.099
ireland	2	77.77	0.099
takin	4	155.54	0.093
has	12	466.62	0.064
forrit	6	233.31	0.064
daein	7	272.19	0.061
led	2	77.77	0.061
states-	2	77.77	nan
ayont	3	116.65	0.058
gane	2	77.77	0.046
nixt	3	116.65	0.045
dinnae	10	388.85	0.037
believe	4	155.54	0.033
fu	3	116.65	0.026
langage	5	194.42	0.025
money	4	155.54	0.021
society	2	77.77	0.020
become	2	77.77	0.015
ownerskip	2	77.77	nan
raither	3	116.65	0.011
modren	3	116.65	0.008
bring	4	155.54	0.005
meanin	2	77.77	0.005
specify	2	77.77	nan
stresst-	2	77.77	nan
maitter	3	116.65	0.014
maks	5	194.42	0.005
transparencie	2	77.77	nan
richts	2	77.77	0.003
ilka	9	349.96	0.002
abuin	5	194.42	0.001
itsel	5	194.42	0.000
state	4	155.54	0.000
apairt	2	77.77	0.000
sgoiltean	2	77.77	nan
ask	4	155.54	0.045
rd	2	77.77	nan
howp	2	77.77	0.046
bureaucratic	2	77.77	nan
something	2	77.77	3.395
dlpr	2	77.77	nan
supports	2	77.77	6.191
commeetment	3	116.65	nan
failure	2	77.77	3.999