MET epo
No. 02/2023
ISSN 2387-4201
Clima e
Calcula ion o design
empe a u es
P oposed use o Bayesian GEV o calcula e design summe and design
win e empe a u es
Hans Ola Hygen, La s G inde and Helga The ese Tilley Taje
MET epo
Ti le
Calcula ion o design empe a u es
Da e
21.04.2023
Sec ion
Clima e se ices
Repo no.
No. 02/2023
Au ho (s)
Hans Ola Hygen, La s G inde, Helga The ese
Tilley Taje
Classi ica ion
● F ee ○ Res ic ed
Clien (s)
S anda d No ge
Clien 's e e ence
[Clien 's e e ence]
Abs ac
This epo p esen s me hods o calcula e design empe a u e o summe and win e . I is a new
p obabilis ic app oach o design empe a u es based on Bayesian s a is ics and GEV. P e ious
me hods ex ac ed da a om me eo ological obse a ion si es and in e pola ed hese o
municipali y cen es. MET No way calcula es ope a ionally g idded clima ology o 1*1 km o daily
mean empe a u es. The new me hod uses daily mean empe a u es ex ac ed a municipali y
cen es om his g idded da ase . Unlike p e ious calcula ions, consis ing o one alue, hese
new calcula ions gi e a dis ibu ion based on e u n pe iods om 2 o 200 yea s and 1 o 5 days
mean. This p o ides he possibili y o conside he needs and he isk o he building in he u u e
calcula ion, bu also a need o guidance in applying he igh empe a u es.
In addi ion o he design empe a u es o summe and win e ,a simple me hod o calcula e
diu nal a ia ion in empe a u e and humidi y is p esen ed, and he idea ha he wa mes and
coldes days coincide wi h clea wea he condi ions.
Keywo ds
Design empe a u es, S anda disa ion
Disiplina y signa u e
Hans Ola Hygen
Responsible signa u e
Cecilie S ene sen
2
MET epo
3
Abs ac
This epo p esen s me hods o calcula e design empe a u e o summe and win e . I is a new
p obabilis ic app oach o design empe a u es based on Bayesian s a is ics and GEV. P e ious
me hods ex ac ed da a om me eo ological obse a ion si es and in e pola ed hese o
municipali y cen es. MET No way calcula es ope a ionally g idded clima ology o 1*1 km o
daily mean empe a u es. The new me hod uses daily mean empe a u es ex ac ed a
municipali y cen es om his g idded da ase . Unlike p e ious calcula ions, consis ing o one
alue, hese new calcula ions gi e a dis ibu ion based on e u n pe iods om 2 o 200 yea s
and 1 o 5 days mean. This p o ides he possibili y o conside he needs and he isk o he
building in he u u e calcula ion, bu also a need o guidance in applying he igh
empe a u es.
In addi ion o he design empe a u es o summe and win e ,a simple me hod o calcula e
diu nal a ia ion in empe a u e and humidi y is p esen ed, and he idea ha he wa mes and
coldes days coincide wi h clea wea he condi ions.
Me eo ologisk ins i u
Me eo ological Ins i u e
O g.no 971274042
[email p o ec ed]
Oslo
P.O. Box 43 Blinde n
0313 Oslo, No way
T. +47 22 96 30 00
Be gen
Alléga en 70
5007 Be gen, No way
T. +47 55 23 66 00
T omsø
P.O. Box 6314, Langnes
9293 T omsø, No way
T. +47 77 62 13 00
www.me .no
Table o con en s
1 Backg ound 7
1.1 Design win e empe a u e 7
1.1.1 The challenge o an unclea de ini ion 7
1.1.2 The challenge o spa ial esolu ion and sho pe iods o
measu emen s 7
1.2 Design summe empe a u e 8
1.2.1 The challenge o spa ial esolu ion and choice o e e ence pe iod 8
1.2.2 The challenge o he de ini ion 8
2 Sugges ed me hod 11
2.1 A ailabili y o da a 11
2.2 Desc ip ion o calcula ions 12
2.2.1 GEV, Bayesian app oach 12
2.2.2 Co ec ion o inconsis encies 13
3 Example o calcula ed e u n alues o win e and summe design
alues o Oslo 17
3.1 Design empe a u es win e 17
3.2 Design empe a u es summe 17
3.2.1 Compa ison o GEV calcula ed summe design alues and o he
alues 18
4 Popula ing a mo e comple e e e ence da ase 19
4.1 Daily empe a u e ange (DTR / ΔT) 19
4.2 Clea day hypo hesis and adia ion 22
4.3 Humidi y 24
5 Recommenda ion 29
Re e ences 31
A1 Appendix: Coun y-wise able wi h associa ed obse a ional s a ion 32
T oms og Finnma k 32
No dland 34
T øndelag 36
Mø e og Romsdal 38
Ves land 39
Rogaland 41
Agde 42
Ves old og Telema k 43
Oslo og Viken 44
Innlande 46
5
6
1 Backg ound
Design win e /summe empe a u es a e ex ensi ely used in he design and
cons uc ion o he buil en i onmen . The calcula ion o hese alues a e
s anda dised in ISO 15927-5:2004(E) and 15927-2:2009(E). Some oubling
pa s wi h hese s anda ds will be highligh ed in chap e 1.1 and 1.2. The
ollowing chap e s will p esen an al e na e me hod o calcula e obus alues
and p o ide a b oade se o in o ma ion.
1.1 Design win e empe a u e
1.1.1 The challenge o an unclea de ini ion
The cu en de ini ion o Design win e empe a u e in ISO 15927-5:2004(E) is:
“The n-day mean design empe a u e, θ*nd , is calcula ed as he n-day mean ai empe a u e,
whe e n is one, wo, h ee o ou , ha ing an a e age e u n pe iod o 1 yea (e.g. occu ing on
a e age 20 imes in 20 yea s). The n-day mean ai empe a u e on which i is based may be
calcula ed, o e e y combina ion o n successi e days, in one o se e al ways, depending on
he da a a ailable.”
Fo he eco d, he e is a di e en nuance in he de ini ions « e u n pe iod o 1 yea » and
«occu ing on a e age 20 imes in 20 yea s», bu his is ou side he scope o his epo . We will
u he poin ou ha in s anda d ools o calcula e e u n pe iods he e exis s no de ini ion o
“a e age e u n pe iod o 1 yea ”, and ha mos sys ems o calcula e his ail when using 1 yea
e u n pe iod.
1.1.2 The challenge o spa ial esolu ion and sho pe iods o measu emen s
The cu en calcula ions a e based on in si u measu emen s a he si e o obse a ions. A si es
wi h good con inuous obse a ions o he pe iod used o calcula e design alues, his is a good
app oach. The challenge wi h his app oach o a majo pa o No wegian municipali ies is he
lack o a s able e e ence nea he cen e o he municipali y. Thei challenge is composed o
wo no exclusi e p oblems: No ele an s a ion and s a ions wi h sho o b oken imese ies. In
igu e 1, he daily mean empe a u es o T ondheim-Voll (pu ple) and Væ nes (blue) a e shown.
The e a e wo poin s wo h a en ion: The eco ds a T ondheim – Voll s a in 1996, and
Væ nes, which is geog aphically he closes obse a ion si e, is sligh ly colde in win e .
7
Figu e 1: Daily mean empe a u e a T ondheim - Voll (pu ple) and Væ nes (blue) o he pe iode
1991-2022 show ha he eco ds in T ondheim a e incomple e, and ha Væ nes ends o be
colde win e s han T ondheim - Voll.
The example abo e om T ondheim illus a es bo h he challenge o sho and b oken eco ds
and spa ial esolu ion. I he in en ion is o c ea e design alues based on he cu en no mal
pe iod, 1991-2020, one needs o ei he me ge he T ondheim se ies wi h he Væ nes se ies o
adjus he Væ nes se ies o i he s a is ics o he T ondheim se ies. In his case wi h almos 25
yea s o e lap, he ask o me ging and/o adjus ing is manageable, a o he si es i can be less
o una e.
1.2 Design summe empe a u e
1.2.1 The challenge o spa ial esolu ion and choice o e e ence pe iod
As poin ed ou o design win e empe a u e he e is a challenge in he empo al esolu ion. The
de ini ion s a es ha a s a ion mus ha e “a leas 10 yea s o hou ly da a”, howe e , he e a e
se e al s a ions ha don' ha e a comple e eco d o 10 yea s o hou ly da a. Good
clima ological p ac ice would be, i possible, o use 30 yea s o da a o a oid annual and
decadal a ia ions.
1.2.2 The challenge o he de ini ion
In ISO 15927-2:2009(E) chap e 4 and 5 con ains de ini ions on he cons uc ion. The design
e e ence empe a u e in ques ion is de ined in 5:
“Fo all he hou ly da a in he da a se , calcula e he d y-bulb empe a u e exceeded on 1 %, 2
% and 5 % o occasions. These a e θ99%, θ98% and θ95%”.
8
Numbe s o hou s in a yea is 365*24=8760. One pe cen o his is 88, wo pe cen is 175 and 5
pe cen is 438. I is a adi ion in No way o use empe a u es ha exceed maximum 50 hou s a
yea , which inds no e e ence in he s anda d. Figu e 2 shows hese empe a u es calcula ed a
Oslo - Blinde n. The a e age o he no mal pe iod, 1991-2020, is θ99% = 25,0 °C, θ98% = 23,2 °C,
θ95% = 20,3 °C, 50H = 26,3 °C.
Figu e 2: Annual a ia ions in d y-bulb empe a u e θ99%, θ98% and θ95% and 50 hou s.
The use o hou ly da a o he cu en no mal pe iod is a challenge since mos s a ions, as
men ioned abo e, do no ha e 30 yea s o hou ly da a. This challenge may be o e come by
di e en app oaches.
● One may in e pola e less equen da a o hou ly da a by in oducing ce ain
assump ions, e.g., minimum empe a u e e lec s ea ly mo ning empe a u e, and
maximum empe a u e is eco ded in he a e noon. This kind o in e pola ion may
amend he p oblem i he e a e obse a ions a a ele an si e.
● As s a ed abo e many municipali ies do no ha e a homogeneous ele an se ies o
obse a ions. Fo he municipali ies wi hou ele an obse a ions, one would need o
adjus nea by obse a ions o i he si e, hus equi ing me hods o spa ial in e pola ion
in addi ion o empo al in e pola ion.
As men ioned abo e, he de ini ion does con ain “a leas 10 yea s o hou ly da a”. Figu e 3
shows he θ99% based on a ious 10-yea pe iods (solid ed lines) and 30 yea s (do ed line).
θ99% based on he 10-yea e e ence pe iod show a a ia ion om 24,3 °C (2008 -2017) o 25,3
°C (2011 – 2020), while θ99% based on he no mal pe iod (1991 – 2020) is 25,0 °C and s able.
The a iabili y in sho e e e ence pe iods leads o a ecommenda ion o a e e ence pe iod o
9
Figu e 8: Unce ain y es ima es o 2 and 200 yea s e u n pe iod a Rø os.
16
3 Example o calcula ed e u n alues o win e
and summe design alues o Oslo
In he ollowing chap e design empe a u es o win e and summe a e p esen ed o Oslo
municipali y cen e as an example. In he summe chap e a compa ison o design empe a u es
acco ding o cu en s anda d, he No wegian p ac ice and he p oposed me hod will be
p esen ed.
3.1 Design empe a u es win e
The ollowing able shows he win e design empe a u es, o 1-5 days and e u n pe iod o
2-200 yea s, calcula ed a Oslo municipali y cen e wi h g idded da a om seNo ge 2018.
Table 1: Design empe a u es win e o Oslo.
3.2 Design empe a u es summe
The ollowing able shows he summe design empe a u es, o 1-5 days and e u n pe iod o
2-200 yea s, calcula ed o Oslo municipali y cen e.
Table 2: Design empe a u es summe o Oslo.
17
3.2.1 Compa ison o GEV calcula ed summe design alues and o he alues
Figu e 9 compa es he design alues o Oslo om he Bayesian GEV and he cu en s anda d
calcula ions. The s anda d used alue o empe a u es exceeding max 50 hou s in a no mal
yea is 26.3 °C, which is compa a i e o e.g. a 20 yea e u n pe iod o 3 days o 26.5 °C.
Figu e 9: Compa ison o design alues om he GEV based me hod, he s anda d and he
No wegian p ac ice o empe a u es exceeding max 50 hou s pe yea .
18
4 Popula ing a mo e comple e e e ence da ase
Dimensioning o cooling and hea ing o houses a e dependen on mo e da a han jus one alue
o win e and summe . Ideally one should ha e a e e ence yea , o simila . To c ea e a
e e ence yea is a huge ask. As a subs i u e o a e e ence yea , h ee suppo ing
da ase s/ hesis a e explo ed:
● A desc ip ion o local s anda dised empe a u e a ia ions on ex eme days (Daily
empe a u e ange, DTR/ΔT)
● A ma ching se o humidi y alues
● A es i one can assume ha he coldes and wa mes days coincide wi h clea wea he
Fo DTR and humidi y he e a e chosen o calcula e his on ep esen a i e s a ions and
associa e municipali ies wi h hese (Figu e 10).
4.1 Daily empe a u e ange (DTR / ΔT)
The ampli ude o diu nal empe a u e a ia ions is conside ed a alid and ele an subs i u e o
a ull de ailed hou ly empe a u e p o ile. The mos impo an desc ip ion o his ampli ude is
connec ed o he mos ex eme days. Ins ead o gene a ing his ia ex eme alue dis ibu ions,
we may use he assump ion ha he wa mes and coldes days may also ep esen he
seasonal g ea e a ia ions. Figu e 11 illus a es his, and e i ies ha he g ea e empe a u e
anges o summe , and in lesse deg ee o win e , is associa ed wi h he wa me and colde
days. Based on his is an assump ion ha a wa m and cold pe iod a e pe iods wi h g ea e DTR
e i ied. This e i ica ion leads o he possibili y ha ex ac ing DTR om wa m and cold pe iods
is a alid DTR o desc ibe he empe a u e a ia ions associa ed wi h he Design empe a u es.
The p oposed me hod is o ex ac he DTR/ΔT om iden i ied wa m days a selec ed loca ions
whe e also absolu e humidi y is calcula ed. The selec ion o loca ions a e based on MET
No way's clima ological egions and adminis a i e egions (municipali ies and coun ies. The
esul is p esen ed in he appendix so ed by coun y.
19
Figu e 10: Map o No way wi h municipali ies colou ed acco ding o he obse a ional si e
ecommended o he municipali y and obse a ional s a ions p esen ed.
20
Figu e 11: Daily empe a u e ange a Blinde n compa ed o mean empe a u es. The i e
wa mes days a e shown in ed.
21
4.2 Clea day hypo hesis and adia ion
The he mal esponse and p ope ies o he buildings a e a ec ed by sola adia ion, hus he
knowledge o cloudiness and sola adia ion is e y ele an . Un o una ely he measu emen s
o adia ion a e se e ely limi ed in No way. One assump ion o be explo ed is whe he he
coldes and wa mes days coincide wi h clea days. Figu e 12 explo es he connec ion on a
mon hly basis. This plo is a he complex and has h ee lines o each mon h. The uppe line,
ma ked wi h iangles, indica es days which we e classi ied as “Fai -Wea he -days”, while he
lowe , ma ked wi h squa es, is o o e cas days. The middle line, wi h ci cles, is nei he . The
classi ica ion is based on cloud obse a ions in oc a h ee imes a day. Fai wea he equi es a
sum o 9 o less and no obse a ion abo e 4, while o e cas is a sum o 20 and mo e.
Fo he h ee win e mon hs (Decembe , op blue, Janua y bo om blue and Feb ua y in pu ple)
he ex eme cold days coincide wi h Fai wea he . Fo he summe (o ange, yellow and g een)
i ’s clea ha he ex eme wa m days do no coincide wi h o e cas . Some o hem migh be on
nei he , his is usually due obse a ions wi h oc a highe han 4 in ei he mo ning o a e noon.
Tes ing on o he s a ions e eals he same pa e n, he e ep esen ed wi h Be gen-Flo ida and
Væ nes, Figu e 13 and 14.
The conclusion: The assump ion ha he wa mes and coldes days a e associa ed wi h clea , o
almos clea skies, is alid.
Figu e 12: Mon hly dis ibu ion o empe a u e so ed by cloudiness o Oslo-Blinde n. Uppe line
in each mon h has clea days, lowe lines a e cloudy days, and he middle line is pa ly cloudy.
22
Figu e 13: Mon hly dis ibu ion o empe a u e so ed by cloudiness o Be gen-Flo ida. Uppe
line in each mon h has clea days, lowe lines a e cloudy days, and he middle line is pa ly
cloudy.
23
Figu e 14: Mon hly dis ibu ion o empe a u e so ed by cloudiness o Væ nes. Uppe line in
each mon h has clea days, lowe lines a e cloudy days, and he middle line is pa ly cloudy.
4.3 Humidi y
Wha is he ypical humidi y o he days ma ching he dimensioning empe a u es? The ollowing
simple explo a ion is based on Oslo-Blinde n o he pe iod o 2016 o 2020. Con e sion
be ween ela i e humidi y and empe a u e o absolu e humidi y is pe o med wi h:
(6)
𝐴𝑏𝑠𝐻𝑢𝑚. = 6.112 *𝑒((16,67*𝑇)/(𝑇+243,5)*𝑅𝐻*18,2
(273,15+𝑇)*100*0,08314
● AbsHum is he absolu e humidi y in g/m3
● T is empe a u e in ℃
● RH is ela i e empe a u e in %
Figu es 15 and 16 explo e he i e wa mes and coldes days a Oslo-Blinde n, and show how
he absolu e humidi y e eals mino a ia ions h oughou he day e en hough he ela i e
humidi y has la ge a ia ions. Fo wa m days, ela i e humidi y in he mo ning is ypically 70-75
%, and dec eases o abou 30 % in he a e noon as empe a u e inc eases. Absolu e humidi y
on he o he hand is ai ly s able h oughou he day a 10 o 15 g/m3. In he colde days he
ela i e humidi y o all bu one o he days is abou 80% h oughou he day. The absolu e
humidi y hese 5 cold days is abou 1 g/m3 h oughou he day.
24
Figu e 15: Rela i e and absolu e humidi y o he i e wa mes days a Oslo-Blinde n.
25
A1 Appendix: Coun y-wise able wi h associa ed
obse a ional s a ion
T oms og Finnma k
Kommunenumme
Kommune
S asjonsnumme
S ed
5401
T omsø
90450
T omsø
5402
Ha s ad
90450
T omsø
5403
Al a
93140
Al a
5404
Va dø
98550
Va dø
5405
Vadsø
98550
Va dø
5406
Hamme es
93140
Al a
5411
K æ jo d
90450
T omsø
5412
Tjeldsund
90450
T omsø
5413
Ibes ad
90450
T omsø
5414
G a angen
90450
T omsø
5415
La angen
90450
T omsø
5416
Ba du
90450
T omsø
5417
Salangen
90450
T omsø
5418
Målsel
90450
T omsø
5419
Sø eisa
90450
T omsø
5420
Dy øy
90450
T omsø
5421
Senja
90450
T omsø
5422
Bals jo d
90450
T omsø
5423
Ka lsøy
90450
T omsø
5424
Lyngen
90450
T omsø
5425
S o jo d
90450
T omsø
5426
Kå jo d
90450
T omsø
5427
Skje øy
93140
Al a
32
5428
No d eisa
93140
Al a
5429
K ænangen
93140
Al a
5430
Kau okeino
97250
Ka asjok
5432
Loppa
93140
Al a
5433
Has ik
93140
Al a
5434
Måsøy
93140
Al a
5435
No dkapp
93140
Al a
5436
Po sange
93140
Al a
5437
Ka asjok
97250
Ka asjok
5438
Lebesby
98550
Va dø
5439
Gam ik
98550
Va dø
5440
Be le åg
98550
Va dø
5441
Tana
98550
Va dø
5442
Nesseby
98550
Va dø
5443
Bå s jo d
98550
Va dø
5444
Sø -Va ange
98550
Va dø
33
No dland
Kommunenumme
Kommune
S asjonsnumme
S ed
1804
Bodø
82290
Bodø
1806
Na ik
82290
Bodø
1811
Bindal
82290
Bodø
1812
Sømna
82290
Bodø
1813
B ønnøy
82290
Bodø
1815
Vega
82290
Bodø
1816
Ve els ad
82290
Bodø
1818
He øy
82290
Bodø
1820
Als ahaug
82290
Bodø
1822
Lei jo d
82290
Bodø
1824
Ve sn
82290
Bodø
1825
G ane
82290
Bodø
1826
Ha jelldal
82290
Bodø
1827
Dønna
82290
Bodø
1828
Nesna
82290
Bodø
1832
Hemnes
82290
Bodø
1833
Rana
82290
Bodø
1834
Lu øy
82290
Bodø
1835
T æna
82290
Bodø
1836
Rødøy
82290
Bodø
1837
Meløy
82290
Bodø
1838
Gildeskål
82290
Bodø
1839
Beia n
82290
Bodø
1840
Sal dal
82290
Bodø
1841
Fauske
82290
Bodø
1845
Sø old
82290
Bodø
1848
S eigen
82290
Bodø
1851
Lødingen
82290
Bodø
1853
E enes
82290
Bodø
34
1856
Røs
82290
Bodø
1857
Væ øy
82290
Bodø
1859
Flaks ad
82290
Bodø
1860
Ves ågøy
82290
Bodø
1865
Vågan
82290
Bodø
1866
Hadsel
82290
Bodø
1867
Bø
82290
Bodø
1868
Øksnes
82290
Bodø
1870
So land
82290
Bodø
1871
Andøy
82290
Bodø
1874
Moskenes
82290
Bodø
1875
Hama øy
82290
Bodø
35
T øndelag
Kommunenumme
Kommune
S asjonsnumme
S ed
5001
T ondheim
69100
Væ nes
5006
S einkje
69100
Væ nes
5007
Namsos
69100
Væ nes
5014
F øya
69100
Væ nes
5020
Osen
69100
Væ nes
5021
Oppdal
10400
Rø os
5022
Rennebu
10400
Rø os
5025
Rø os
10400
Rø os
5026
Hol ålen
10400
Rø os
5027
Mid e Gauldal
10400
Rø os
5028
Melhus
69100
Væ nes
5029
Skaun
69100
Væ nes
5031
Mal ik
69100
Væ nes
5032
Selbu
69100
Væ nes
5033
Tydal
10400
Rø os
5034
Me åke
69100
Væ nes
5035
S jø dal
69100
Væ nes
5036
F os a
69100
Væ nes
5037
Le ange
69100
Væ nes
5038
Ve dal
69100
Væ nes
5041
Snåsa
69100
Væ nes
5042
Lie ne
69100
Væ nes
5043
Røy ik
69100
Væ nes
5044
Namsskogan
69100
Væ nes
5045
G ong
69100
Væ nes
5046
Høylande
69100
Væ nes
5047
O e halla
69100
Væ nes
5049
Fla ange
69100
Væ nes
36
5052
Leka
69100
Væ nes
5053
Inde øy
69100
Væ nes
5054
Ind e Fosen
69100
Væ nes
5055
Heim
69100
Væ nes
5056
Hi a
69100
Væ nes
5057
Ø land
69100
Væ nes
5058
Å jo d
69100
Væ nes
5059
O kland
69100
Væ nes
5060
Næ øysund
69100
Væ nes
5061
Rindal
69100
Væ nes
37
Mø e og Romsdal
Kommunenumme
Kommune
S asjonsnumme
S ed
1507
Ålesund
60990
Vig a
1506
Molde
60990
Vig a
1505
K is iansund
60990
Vig a
1511
Vanyl en
60990
Vig a
1514
Sande
60990
Vig a
1515
He øy
60990
Vig a
1516
Uls ein
60990
Vig a
1517
Ha eid
60990
Vig a
1520
Ø s a
60990
Vig a
1525
S anda
60990
Vig a
1528
Sykkyl en
60990
Vig a
1531
Sula
60990
Vig a
1532
Giske
60990
Vig a
1535
Ves nes
60990
Vig a
1539
Rauma
60990
Vig a
1547
Auk a
60990
Vig a
1554
A e øy
60990
Vig a
1557
Gjemnes
60990
Vig a
1560
Ting oll
60990
Vig a
1563
Sunndal
60990
Vig a
1566
Su nadal
60990
Vig a
1573
Smøla
60990
Vig a
1576
Au e
60990
Vig a
1577
Volda
60990
Vig a
1578
Fjo d
60990
Vig a
1579
Hus ad ika
60990
Vig a
38
Ves land
Kommunenumme
Kommune
S asjonsnumme
S ed
4601
Be gen
50540
Be gen
4602
Kinn
50540
Be gen
4611
E ne
50540
Be gen
4612
S eio
50540
Be gen
4613
Bømlo
50540
Be gen
4614
S o d
50540
Be gen
4615
Fi ja
50540
Be gen
4616
Tysnes
50540
Be gen
4617
K innhe ad
50540
Be gen
4618
Ullens ang
50540
Be gen
4619
Eid jo d
25840
Finse
4620
Ul ik
25840
Finse
4621
Voss
50540
Be gen
4622
K am
50540
Be gen
4623
Samnange
50540
Be gen
4624
Bjø na jo den
50540
Be gen
4625
Aus e oll
50540
Be gen
4626
Øyga den
50540
Be gen
4627
Askøy
50540
Be gen
4628
Vaksdal
50540
Be gen
4629
Modalen
50540
Be gen
4630
Os e øy
50540
Be gen
4631
Al e
50540
Be gen
4632
Aus heim
50540
Be gen
4633
Fedje
50540
Be gen
4634
Mas jo den
50540
Be gen
4635
Gulen
50540
Be gen
39
4636
Solund
50540
Be gen
4637
Hylles ad
50540
Be gen
4638
Høyange
50540
Be gen
4639
Vik
50540
Be gen
4640
Sogndal
50540
Be gen
4641
Au land
25840
Finse
4642
Læ dal
25840
Finse
4643
Å dal
25840
Finse
4644
Lus e
25840
Finse
4645
Ask oll
50540
Be gen
4646
Fjale
50540
Be gen
4647
Sunn jo d
50540
Be gen
4648
B emange
50540
Be gen
4649
S ad
50540
Be gen
4650
Gloppen
50540
Be gen
4651
S yn
25840
Finse
40
Rogaland
Kommunenumme
Kommune
S asjonsnumme
S ed
1101
Eige sund
44560
Sola
1103
S a ange
44560
Sola
1106
Haugesund
44560
Sola
1108
Sandnes
44560
Sola
1111
Sokndal
44560
Sola
1112
Lund
44560
Sola
1114
Bje k eim
44560
Sola
1119
Hå
44560
Sola
1120
Klepp
44560
Sola
1121
Time
44560
Sola
1122
Gjesdal
44560
Sola
1124
Sola
44560
Sola
1127
Randabe g
44560
Sola
1130
S and
44560
Sola
1133
Hjelmeland
44560
Sola
1134
Suldal
44560
Sola
1135
Sauda
44560
Sola
1144
K i søy
44560
Sola
1145
Bokn
44560
Sola
1146
Tys æ
44560
Sola
1149
Ka møy
44560
Sola
1151
U si a
44560
Sola
1160
Vinda jo d
44560
Sola
41
