8. REFERENCES

FAO
1967
Land and water survey in the Upper and Northern Regions of Ghana, Vol. III. Soil Surveys
UNDP/FAO SF:31/GHA-6. Rome

FAO-Unesco
1979
Soil map of the world. 1:5 000 000. Vol. VI. Africa
Unesco, Place de Fontenoy, Paris

IFAD
1988
Report of the special programming mission to Ghana
Planning and Economic Analysis Division, Economic and Planning Department Report No. 0105-GH: 206p.

Table 1. Inputs Index (KI) values for districts. The corresponding Marketing Index (KM) values are shown for comparison.

Number	District	KI	KM
Number	Name	KI	KM
307	BOLE	.75	.39
105	LAWRA	.74	.26
611	KRACHI	.74	.26
302	TOLON KUMBUNGU	.70	.53
305	E GONJA	.69	.60
308	W MAMPRUSI	.66	.37
205	BWAKU W	.65	.32
310	CHEREPONI SABOB	.63	.16
101	WA	.61	.51
102	NADAWLI	.61	.35
206	BWAKU E	.61	.64
303	SAVELUGU NANTON	.61	.53
313	ZABZUGU TATALI	.61	.21
407	ATEBUBU	.61	.52
306	W GONJA	.60	.37
408	SENE	.59	.38
312	NANUMBA	.58	.51
601	HO	.58	.63
608	HOHOE	.58	.47
103	JIRAPA L.	.57	.36
104	SISALA TUMU	.57	.25
201	FRAFRA	.57	.61
203	KASSENA NANKANI	.57	.59
612	NKWANTA	.57	.51
1002	GA	.57	.56
202	BUILSA	.56	.32
304	E DAGOMBA	.54	.48
309	E MAMPRUSI	.54	.60
311	GUSHIEGU/KARAGA	.54	.57
505	ATWIMA	.54	.67
603	S TONGU	.54	.37
204	BONGO	.53	.52
514	EJURA-SEKYEDUMA	.53	.44
606	ANLO	.53	.44
707	MANYA KROBO	.53	.52
906	EWUTU-EFUTU SEN	.53	.41
1004	DANGBE W	.53	.43
404	WENCHI	.52	.60
607	KPANDO	.52	.50
911	GOMUA	.52	.52
301	W DAGOMA	.51	.72
508	ADANSI W	.51	.45
509	ADANSI E	.51	.52
702	SUHUM/KRABO/COL	.51	.51
1003	TEMA	.51	.59
602	N TONGU	.50	.46
801	SHAMA AHANTA E	.50	.63
805	WASSA W	.50	.35
1005	DANGBE E	.50	.46
405	KINTAMPO	.49	.57
516	SELYERE E	.49	.57
610	KADJEBI	.49	.37
714	BIRIM S	.49	.47
715	KWAHU N	.49	.45
807	WASSA-AMENFI	.49	.58
910	U DENKYIRA	.49	.51
402	SUNYANI	.48	.59
403	TANO	.48	.58
409	JAMAN	.48	.50
515	SELYERE W	.48	.65
604	AKATSI	.48	.36
609	BUEM	.48	.54
709	KWAHU S	.48	.66
803	NZIMA E	.48	.37
804	JORMORO	.48	.21
401	TECHIMAN	.47	.55
406	NKORANZA	.46	.38
501	KUMASI	.46	.92
510	ASANTE-AKIM S	.46	.53
512	AHAFO ANO	.46	.55
513	OFFINSO	.46	.66
518	BOSOMTWE-ATWIMA	.46	.60
605	DENU/DZODZE	.46	.49
1001	ACCRA	.46	.91
410	BEREKUM	.45	.51
411	DORMAA	.45	.56
413	ASUTIFI	.45	.50
502	EJISU JUABEN	.45	.58
517	ASANTE-AKIM N	.45	.58
712	AKIM AFOASE	.45	.60
809	SEFWI WIAWSO	.45	.47
811	BIBIANA BEKWAI	.44	.44
701	NEW JUABEN	.41	.50
703	AKWAPIM S	.41	.52
704	AKWAPIM N	.41	.51
802	AHANTA W	.41	.39
806	MPOHOR WASSA E	.41	.43
905	AGONA	.41	.52
907	ASIKUMA-ODOBEN	.41	.38
909	TWIFU HEMANG LO	.41	.33
412	ASUMAFO	.40	.59
506	AMANSIE E	.40	.58
507	AMANSIE W	.40	.77
808	AOWIN-SUAMAN	.40	.28
810	JUABESCO-BIA	.40	.54
908	ASSIN FOSO	.40	.42
912	AJUMAKO ENYAN E	.40	.38
504	KWABRE SEKYERE	.39	.46
710	E AKIM	.38	.65
711	KADE-AKWATIA	.38	.61
713	W AKIM	.38	.53
902	KOMENDA EDIMA E	.38	.27
903	ABURA ASEBU	.38	.35
904	MFANTSIMAN	.38	.39
708	FANTEAKWA	.36	.51
705	YILO KROBO	.34	.50
706	ASUOGYAMAN	.34	.39
511	TEPA	.33	.44
503	AFIGYA KWABRE	.31	.49
901	CAPE COAST	.31	.37

Table 2. Marketing (KM) and Inputs (KI) Index values by district ranked according to highest market index (KM) values.

	KM	KI
KUMASI	.92	.46
ACCRA	.91	.46
AMANSIE W	.77	.40
W DAGOMA	.72	.51
ATWIMA	.67	.54
KWAHU S	.66	.48
OFFINSO	.66	.46
SELYERE W	.65	.48
E AKIM	.65	.38
BWAKU E	.64	.61
HO	.63	.58
SHAMA AHANTA E	.63	.50
FRAFRA	.61	.57
KADE-AKWATIA	.61	.38
E GONJA	.60	.69
E MAMPRUSI	.60	.54
WENCHI	.60	.52
BOSOMTWE-ATWIMA	.60	.46
AKIM AFOASE	.60	.45
KASSENA NANKANI	.59	.57
TEMA	.59	.51
SUNYANI	.59	.48
ASUMAFO	.59	.40
WASSA-AMENFI	.58	.49
TANO	.58	.48
EJISU JUABEN	.58	.45
ASANTE-AKIM N	.58	.45
AMANSIE E	.58	.40
GUSHIEGU/KARAGA	.57	.54
KINTAMPO	.57	.49
SELYERE E	.57	.49
GA	.56	.57
DORMAA	.56	.45
TECHIMAN	.55	.47
AHAFO ANO	.55	.46
BUEM	.54	.48
JUABESCO-BIA	.54	.40
TOLON KUMBUNGU	.53	.70
SAVELUGU NANTON	.53	.61
ASANTE-AKIM S	.53	.46
W AKIM	.53	.38
ATEBUBU	.52	.61
BONGO	.52	.53
MANYA KROBO	.52	.53
GOMUA	.52	.52
ADANSI E	.52	.51
AKWAPIM S	.52	.41
AGONA	.52	.41
WA	.51	.61
NANUMBA	.51	.58
NKWANTA	.51	.57
SUHUM/KRABO/COL	.51	.51
U DENKYIRA	.51	.49
BEREKUM	.51	.45
AKWAPIM N	.51	.41
FANTEAKWA	.51	.36
KPANDO	.50	.52
JAMAN	.50	.48
ASUTIFI	.50	.45
NEW JUABEN	.50	.41
YILO KROBO	.50	.34
DENU/DZODZE	.49	.46
AFIGYA KWABRE	.49	.31
E DAGOMBA	.48	.54
HOHOE	.47	.58
BIRIM S	.47	.49
SEFWI WIAWSO	.47	.45
N TONGU	.46	.50
DANGBE E	.46	.50
KWABRE SEKYERE	.46	.39
ADANSI W	.45	.51
KWAHU N	.45	.49
EJURA-SEKYEDUMA	.44	.53
ANLO	.44	.53
BIBIANA BEKWAI	.44	.44
TEPA	.44	.33
DANGBE W	.43	.53
MPOHOR WASSA E	.43	.41
ASSIN FOSO	.42	.40
EWUTU-EFUTU SEN	.41	.53
BOLE	.39	.75
AHANTA W	.39	.41
MFANTSIMAN	.39	.38
ASUOGYAMAN	.39	.34
SENE	.38	.59
NKORANZA	.38	.46
ASIKUMA-ODOBEN	.38	.41
AJUMAKO ENYAN E	.38	.40
W MAMPRUSI	.37	.66
W GONJA	.37	.60
S TONGU	.37	.54
KADJEBI	.37	.49
NZIMA E	.37	.48
CAPE COAST	.37	.31
JIRAPA L.	.36	.57
AKATSI	.36	.48
NADAWLI	.35	.61
WASSA W	.35	.50
ABURA ASEBU	.35	.38
TWIFU HEMANG LO	.33	.41
BWAKU W	.32	.65
BUILSA	.32	.56
AOWIN-SUAMAN	.28	.40
KOMENDA EDIMA E	.27	.38
LAWRA	.26	.74
KRACHI	.26	.74
SISALA TUMU	.25	.57
ZABZUGU TATALI	.21	.61
JORMORO	.21	.48
CHEREPONI SABOB	.16	.63

Table 3. Percentage of small holder households below basic needs income in 1986.

Region	Percentage
Upper West	97.5
Northern	83.9
Ashanti	80.6
Western	72.4
Upper East	69.4
Greater Accra	65.5
Volta	57.7
Central	51.8
Eastern	50.1
Brong Ahafo	47.7

Table 4. Extension index calculated as the number of Fisheries Department officers devoted to inland fisheries and aquaculture per region divided by the hectares of operational fish ponds.

Region	Index	Score
Volta	1.6	4
Central	1.2	3
Brong Ahafo	0.9	3
Eastern	0.9	3
Greater Accra	0.4	1
Western	0.4	1
Ashanti	0.2	1
Upper East	---	1
Northern	---	2
Upper West	---	2

1 No index was calculated. Although there is fish farming in this region, it is presently operational only at Tono. The extension is provided by the ICOUR fisheries staff. Given the relatively small farmed area and the large number of FD staff, this region would have the largest index of extension.

2 There is no fish farming in either region at present.

Table 5. “Other Factors” Index, KF, and ratings for agglomeration (AG), extension (EX), development (RD), and the Welfare Index, WF.

District	KF	AG	EX	RD	WF
HOHOE	.86	3	4	215	0
KUMASI	.79	4	1	204	2
NEW JUABEN	.75	3	3	173	0
TEMA	.68	3	1	217	1
ASUOGYAMAN	.65	3	3	75	0
CAPE COAST	.64	2	3	186	0
MFANTSIMAN	.63	2	3	174	0
W AKIM	.60	2	3	148	0
AKWAPIM S	.59	2	3	135	0
KADE-AKWATIA	.58	2	3	133	0
KPANDO	.58	2	4	76	0
EWUTU-EFUTU SEN	.58	2	3	131	0
BIRIM S	.54	2	3	93	0
SUNYANI	.52	2	3	73	0
TECHIMAN	.51	2	3	66	0
GOMUA	.51	1	3	183	0
AGONA	.51	1	3	176	0
BOSOMTWE-ATWIMA	.50	3	1	54	2
BEREKUM	.49	2	3	51	0
HO	.48	1	4	97	0
KWABRE SEKYERE	.48	3	1	35	2
AJUMAKO ENYAN E	.48	1	3	149	0
ASUMAFO	.47	2	3	27	0
DENU/DZODZE	.47	0	4	199	0
AHANTA W	.47	2	1	139	1
ACCRA	.44	1	1	226	1
E AKIM	.44	1	3	119	0
SHAMA AHANTA E	.44	2	1	111	1
SUHUM/KRABO/COL	.44	1	3	118	0
DANGBE W	.42	2	1	94	1
ABURA ASEBU	.41	0	3	205	0
TANO	.40	1	3	80	0
BIBIANA BEKWAI	.40	2	1	79	1
KOMENDA EDIMA E	.40	1	3	77	0
GA	.39	2	1	68	1
AKATSI	.39	0	4	123	0
OFFINSO	.38	2	1	61	2
EJISU JUABEN	.38	2	1	64	2
BUEM	.38	0	4	121	0
JUABESCO-BIA	.38	2	1	61	1
KADJEBI	.38	0	4	119	0
ADANSI W	.37	2	1	53	2
ANLO	.37	0	4	109	0
MPOHOR WASSA E	.36	2	1	47	1
ASSIN FOSO	.36	1	3	45	0
DORMAA	.35	1	3	31	0
AHAFO ANO	.35	2	1	35	2
AFIGYA KWABRE	.35	1	1	145	2
WENCHI	.34	1	3	23	0
AKWAPIM N	.34	0	3	142	0
SEFWI WIAWSO	.34	2	1	27	1
NKORANZA	.34	1	3	26	0
S TONGU	.34	0	4	82	0
KASSENA NANKANI	.33	2	0	72	1
TEPA	.33	2	1	17	2
JAMAN	.32	1	3	7	0
YILO KROBO	.32	0	3	117	0
N TONGU	.31	0	4	51	0
ASIKUMA-ODOBEN	.31	0	3	110	0
KWAHU S	.29	0	3	94	0
NKWANTA	.29	0	4	38	0
FANTEAKWA	.29	0	3	95	0
KRACHI	.29	0	4	40	0
MANYA KROBO	.28	0	3	86	0
U DENKYIRA	.28	0	3	80	0
AKIM AFOASE	.27	0	3	73	0
WASSA-AMENFI	.26	1	1	67	1
WASSA W	.26	1	1	67	1
JORMORO	.26	1	1	69	1
NZIMA E	.25	1	1	59	1
TWIFU HEMANG LO	.25	0	3	60	0
ASUTIFI	.24	0	3	43	0
AOWIN-SUAMAN	.24	1	1	46	1
AMANSIE W	.23	1	1	41	2
ATWIMA	.23	1	1	40	2
EJURA-SEKYEDUMA	.23	1	1	35	2
ASANTE-AKIM N	.22	1	1	30	2
KINTAMPO	.22	0	3	29	0
ASANTE-AKIM S	.22	1	1	32	2
ATEBUBU	.22	0	3	26	0
ADANSI E	.22	1	1	33	2
SELYERE W	.21	1	1	18	2
AMANSIE E	.21	1	1	21	2
DANGBE E	.21	0	1	133	1
KWAHU N	.21	0	3	20	0
SENE	.20	0	3	12	0
SELYERE E	.19	1	1	5	2
W DAGOMA	.13	0	0	118	2
LAWRA	.10	0	0	91	3
E MAMPRUSI	.09	0	0	78	2
JIRAPA L.	.08	0	0	70	3
FRAFRA	.07	0	0	60	1
SAVELUGU NANTON	.07	0	0	59	2
CHEREPONI SABOB	.07	0	0	61	2
NANUMBA	.06	0	0	51	2
E DAGOMBA	.05	0	0	49	2
BWAKU E	.04	0	0	35	1
GUSHIEGU/KARAGA	.04	0	0	33	2
TOLON KUMBUNGU	.04	0	0	37	2
NADAWLI	.04	0	0	34	3
BONGO	.03	0	0	30	1
BOLE	.03	0	0	28	2
BWAKU W	.03	0	0	26	1
BUILSA	.03	0	0	26	1
SISALA TUMU	.03	0	0	30	3
ZABZUGU TATALI	.03	0	0	23	2
E GONJA	.02	0	0	22	2
WA	.02	0	0	21	3
W MAMPRUSI	.02	0	0	21	2
W GONJA	.02	0	0	18	2

Table 6. Districts ranked according to the Land and Water Index (KL). Good (G), suitable (S), alluvial (A) and irrigated (I) soil areas in km2 and effective rainfall category (ER) are also tabulated.

District	KL	G	S	A	I	ER
SUNYANI	1	0	1036	12	0	3
TANO	1	0	1009	0	0	3
DORMAA	1	0	1491	0	0	2
ASUMAFO	1	0	1459	17	0	3
ASUTIFI	1	0	1083	0	0	3
ATWIMA	1	0	1550	20	0	3
AMANSIE E	1	0	1096	0	0	3
AMANSIE W	1	0	1650	0	0	3
ADANSI E	1	0	1041	0	0	3
HO	1	0	909	116	0	3
KADE-AKWATIA	1	0	1039	0	0	3
AKIM AFOASE	1	0	1143	0	0	3
BIRIM S	1	0	1087	0	0	3
NZIMA E	1	0	1614	0	0	3
WASSA W	1	0	1909	0	0	3
MPOHOR WASSA E	1	0	1415	0	0	3
WASSA-AMENFI	1	0	3733	0	0	3
AOWIN-SUAMAN	1	0	1478	0	0	3
SEFWI WIAWSO	1	0	990	19	0	3
JUABESCO-BIA	1	0	1675	34	0	3
ASSIN FOSO	1	0	1786	0	0	3
TWIFU HEMANG LO	1	0	1147	0	0	3
U DENKYIRA	1	0	1054	0	0	3
SUHUM/KRABO/COL	.906	0	868	6	0	3
ASANTE-AKIM S	.871	0	843	0	0	3
KWAHU S	.831	0	783	14	0	3
ADANSI W	.791	0	765	0	0	3
AHAFO ANO	.737	0	698	10	0	3
SELYERE E	.675	0	383	180	0	3
BIBIANA BEKWAI	.673	0	651	0	0	3
ASIKUMA-ODOBEN	.663	0	642	0	0	3
TEPA	.655	0	634	0	0	3
ASANTE-AKIM N	.65	0	566	42	0	3
BOSOMTWE-ATWIMA	.643	0	619	2	0	3
W AKIM	.631	0	611	0	0	3
KWABRE SEKYERE	.619	0	599	0	0	3
E AKIM	.603	0	526	38	0	3
OFFINSO	.58	0	509	35	0	3
EJISU JUABEN	.567	0	549	0	0	3
KINTAMPO	.498	588	0	292	0	1
AHANTA W	.488	0	472	0	0	3
ATEBUBU	.485	0	0	313	0	3
AGONA	.475	0	662	8	0	2
BEREKUM	.436	0	618	0	0	2
N TONGU	.408	206	731	28	0	1
NKWANTA	.39	0	34	229	0	3
HOHOE	.341	0	265	43	0	3
BUEM	.321	0	176	90	0	3
KASSENA NANKANI	.315	40	0	51	209	0
NKORANZA	.315	0	0	203	0	3
KADJEBI	.296	0	223	42	0	3
AKWAPIM N	.285	0	404	0	0	2
YILO KROBO	.285	0	238	25	0	3
JORMORO	.266	0	233	16	0	3
E GONJA	.26	0	0	460	0	1
SELYERE W	.255	0	146	67	0	3
KOMENDA EDIMA E	.245	0	226	4	55	2
WENCHI	.237	151	29	236	5	1
NANUMBA	.22	0	394	126	0	1
AKWAPIM S	.194	0	275	0	0	2
KWAHU N	.194	0	0	125	0	3
JAMAN	.192	0	438	47	0	1
BOLE	.175	2055	0	316	0	0
AJUMAKO ENYAN E	.172	0	455	0	0	1
SENE	.169	0	0	160	0	2
AFIGYA KWABRE	.158	0	153	0	0	3
KUMASI	.147	0	123	13	0	3
MANYA KROBO	.143	0	137	1	0	3
EJURA-SEKYEDUMA	.128	0	5	79	0	3
TOLON KUMBUNGU	.124	239	0	105	67	0
BUILSA	.123	386	0	98	59	0
TECHIMAN	.121	0	15	68	26	2
ASUOGYAMAN	.121	0	110	5	0	3
NEW JUABEN	.113	0	103	4	0	3
SHAMA AHANTA E	.109	0	96	6	0	3
ABURA ASEBU	.107	0	281	1	0	1
KPANDO	.093	0	0	60	0	3
GA	.092	0	215	19	0	1
FANTEAKWA	.087	0	0	56	0	3
TEMA	.086	0	100	0	55	0
DENU/DZODZE	.081	0	467	0	39	0
WA	.074	667	0	330	0	0
DANGBE W	.066	441	658	18	0	0
W MAMPRUSI	.062	609	5	227	0	0
E MAMPRUSI	.057	0	1071	62	0	0
W GONJA	.05	183	0	495	0	0
GUSHIEGU/KARAGA	.048	0	573	271	0	0
CHEREPONI SABOB	.046	0	737	127	0	0
BWAKU E	.043	0	840	25	0	0
AKATSI	.042	0	850	3	0	0
KRACHI	.036	0	0	23	0	3
SISALA TUMU	.035	0	123	387	0	0
BWAKU W	.032	19	610	4	0	0
ZABZUGU TATALI	.028	0	481	52	0	0
FRAFRA	.024	0	364	48	2	0
S TONGU	.023	4	459	3	0	0
CAPE COAST	.022	0	45	8	0	1
SAVELUGU NANTON	.021	207	0	76	0	0
E DAGOMBA	.018	0	79	196	0	0
GOMUA	.018	0	353	8	0	0
JIRAPA L.	.017	0	245	71	0	0
NADAWLI	.015	11	11	180	0	0
EWUTU-EFUTU SEN	.013	0	260	0	0	0
DANGBE E	.013	20	225	0	0	0
MFANTISMAN	.009	0	137	26	0	0
ACCRA	.007	0	142	0	0	0
LAWRA	.006	0	0	88	0	0
ANLO	.003	0	46	6	0	0
BONGO	.001	0	27	0	0	0

Table 7. The integrated model indices, K1-K4, arranged according to Model K1.

Number	Name	K1	K2	K3	K4
501	KUMASI	3.00	3.00	3.00	2.00
518	BOSOMTWE-ATWIMA	3.00	2.00	3.00	2.00
601	HO	3.00	3.00	3.00	3.00
513	OFFINSO	3.00	2.00	2.00	2.00
508	ADANSI W	3.00	2.00	2.00	2.00
512	AHAFO ANO	3.00	2.00	2.00	2.00
507	AMANSIE W	3.00	3.00	3.00	3.00
505	ATWIMA	3.00	3.00	3.00	3.00
510	ASANTE-AKIM S	3.00	2.00	2.00	2.00
509	ADANSI E	3.00	2.00	3.00	2.00
506	AMANSIE E	3.00	2.00	2.00	2.00
608	HOHOE	2.00	3.00	2.00	2.00
1003	TEMA	2.00	2.00	2.00	1.00
711	KADE-AKWATIA	2.00	3.00	2.00	3.00
714	BIRIM S	2.00	3.00	2.00	3.00
402	SUNYANI	2.00	3.00	3.00	3.00
504	KWABRE SEKYERE	2.00	2.00	2.00	1.00
412	ASUMAFO	2.00	3.00	2.00	3.00
1001	ACCRA	2.00	2.00	3.00	2.00
801	SHAMA AHANTA E	2.00	2.00	2.00	1.00
702	SUHUM/KRABO/COL	2.00	3.00	2.00	3.00
403	TANO	2.00	3.00	2.00	3.00
811	BIBIANA BEKWAI	2.00	2.00	1.00	1.00
1002	GA	2.00	1.00	2.00	1.00
502	EJISU JUABEN	2.00	2.00	2.00	2.00
810	JUABESCO-BIA	2.00	2.00	2.00	2.00
806	MPOHOR WASSA E	2.00	2.00	2.00	2.00
411	DORMAA	2.00	3.00	2.00	3.00
809	SEFWI WIAWSO	2.00	2.00	2.00	2.00
203	KASSENA NANKANI	2.00	2.00	2.00	1.00
511	TEPA	2.00	1.00	1.00	1.00
709	KWAHU S	2.00	3.00	2.00	3.00
910	U DENKYIRA	2.00	2.00	2.00	3.00
712	AKIM AFOASE	2.00	3.00	2.00	3.00
807	WASSA-AMENFI	2.00	3.00	2.00	3.00
805	WASSA W	2.00	2.00	2.00	2.00
803	NZIMA E	2.00	2.00	2.00	2.00
413	ASUTIFI	2.00	2.00	2.00	3.00
808	AOWIN-SUAMAN	2.00	1.00	1.00	1.00
514	EJURA-SEKYEDUMA	2.00	1.00	1.00	1.00
517	ASANTE-AKIM N	2.00	2.00	2.00	2.00
515	SELYERE W	2.00	1.00	2.00	1.00
516	SELYERE E	2.00	2.00	2.00	2.00
105	LAWRA	2.00	1.00	2.00	1.00
309	E MAMPRUSI	2.00	1.00	2.00	1.00
103	JIRAPA L.	2.00	.00	1.00	.00
303	SAVELUGU NANTON	2.00	1.00	2.00	1.00
312	NANUMBA	2.00	1.00	2.00	1.00
302	TOLON KUMBUNGU	2.00	1.00	2.00	1.00
102	NADAWLI	2.00	.00	1.00	.00
307	BOLE	2.00	1.00	2.00	1.00
305	E GONJA	2.00	2.00	3.00	2.00
101	WA	2.00	1.00	2.00	1.00
701	NEW JUABEN	1.00	1.00	1.00	1.00
713	W AKIM	1.00	2.00	1.00	2.00
703	AKWAPIM S	1.00	1.00	1.00	1.00
607	KPANDO	1.00	1.00	1.00	1.00
906	EWUTU-EFUTU SEN	1.00	1.00	1.00	1.00
401	TECHIMAN	1.00	1.00	1.00	1.00
911	GOMUA	1.00	1.00	1.00	1.00
905	AGONA	1.00	2.00	1.00	2.00
410	BEREKUM	1.00	2.00	1.00	2.00
605	DENU/DZODZE	1.00	1.00	1.00	1.00
802	AHANTA W	1.00	1.00	1.00
710	E AKIM	1.00	2.00	2.00	2.00
1004	DANGBE W	1.00	1.00	1.00	1.00
609	BUEM	1.00	1.00	1.00	2.00
610	KADJEBI	1.00	1.00	1.00	1.00
606	ANLO	1.00	1.00	1.00	1.00
908	ASSIN FOSO	1.00	2.00	1.00	2.00
503	AFIGYA KWABRE	1.00	.00	.00	.00
404	WENCHI	1.00	2.00	2.00	2.00
704	AKWAPIM N	1.00	1.00	1.00	1.00
409	JAMAN	1.00	1.00	1.00	1.00
602	N TONGU	1.00	1.00	1.00	2.00
907	ASIKUMA-ODOBEN	1.00	1.00	1.00	2.00
612	NKWANTA	1.00	2.00	2.00	2.00
611	KRACHI	1.00	1.00	1.00	1.00
707	MANYA KROBO	1.00	1.00	1.00	1.00
804	JORMORO	1.00	.00	.00	.00
909	TWIFU HEMANG LO	1.00	2.00	1.00	2.00
405	KINTAMPO	1.00	2.00	1.00	2.00
407	ATEBUBU	1.00	2.00	2.00	2.00
1005	DANGBE E	1.00	1.00	1.00	1.00
301	W DAGOMA	1.00	1.00	1.00	1.00
201	FRAFRA	1.00	1.00	2.00	1.00
310	CHEREPONI SABOB	1.00	.00	.00	.00
304	E DAGOMBA	1.00	.00	1.00	.00
206	BWAKU E	1.00	1.00	2.00	1.00
311	GUSHIEGU/KARAGA	1.00	1.00	1.00	1.00
204	BONGO	1.00	1.00	1.00	1.00
205	BWAKU W	1.00	.00	1.00	.00
104	SISALA TUMU	1.00	.00	1.00	.00
313	ZABZUGU TATALI	1.00	.00	.00	.00
308	W MAMPRUSI	1.00	1.00	1.00	1.00
306	W GONJA	1.00	.00	1.00	.00
706	ASUOGYAMAN	.00	1.00	.00	.00
901	CAPE COAST	.00	.00	.00	.00
904	MFANTSIMAN	.00	1.00	.00	1.00
912	AJUMAKO ENYAN E	.00	1.00	.00	1.00
903	ABURA ASEBU	.00	.00	.00	1.00
902	KOMENDA EDIMA E	.00	.00	.00	.00
604	AKATSI	.00	1.00	.00	1.00
406	NKORANZA	.00	1.00	1.00	1.00
603	S TONGU	.00	1.00	1.00	1.00
705	YILO KROBO	.00	1.00	.00	1.00
708	FANTEAKWA	.00	.00	.00	1.00
715	KWAHU N	.00	1.00	1.00	1.00
408	SENE	.00	1.00	1.00	1.00
202	BUILSA	.00	.00	.00	.00

Table 8. The integrated model indices, K1-K4, arranged according to Model K2.

Number	Name	K1	K2	K3	K4
501	KUMASI	3.00	3.00	3.00	2.00
601	HO	3.00	3.00	3.00	4.00
507	AMANSIE W	3.00	3.00	3.00	3.00
505	ATWIMA	3.00	3.00	3.00	3.00
608	HOHOE	2.00	3.00	2.00	2.00
711	KADE-AKWATIA	2.00	3.00	2.00	3.00
714	BIRIM S	2.00	3.00	2.00	3.00
402	SUNYANI	2.00	3.00	3.00	3.00
412	ASUMAFO	2.00	3.00	2.00	3.00
702	SUHUM/KRABO/COL	2.00	3.00	2.00	3.00
403	TANO	2.00	3.00	2.00	3.00
411	DORMAA	2.00	3.00	2.00	3.00
709	KWAHU S	2.00	3.00	2.00	3.00
712	AKIM AFOASE	2.00	3.00	2.00	3.00
807	WASSA-AMENFI	2.00	3.00	2.00	3.00
518	BOSOMTWE-ATWIMA	3.00	2.00	3.00	2.00
513	OFFINSO	3.00	2.00	2.00	2.00
508	ADANSI W	3.00	2.00	2.00	2.00
512	AHAFO ANO	3.00	2.00	2.00	2.00
510	ASANTE-AKIM S	3.00	2.00	2.00	2.00
509	ADANSI E	3.00	2.00	3.00	2.00
506	AMANSIE E	3.00	2.00	2.00	2.00
1003	TEMA	2.00	2.00	2.00	1.00
504	KWABRE SEKYERE	2.00	2.00	2.00	1.00
1001	ACCRA	2.00	2.00	3.00	2.00
801	SHAMA AHANTA E	2.00	2.00	2.00	1.00
811	BIBIANA BEKWAI	2.00	2.00	1.00	1.00
502	EJISU JUABEN	2.00	2.00	2.00	2.00
810	JUABESCO-BIA	2.00	2.00	2.00	2.00
806	MPOHOR WASSA E	2.00	2.00	2.00	2.00
809	SEFWI WIAWSO	2.00	2.00	2.00	2.00
203	KASSENA NANKANI	2.00	2.00	2.00	1.00
910	U DENKYIRA	2.00	2.00	2.00	3.00
805	WASSA W	2.00	2.00	2.00	2.00
803	NZIMA E	2.00	2.00	2.00	2.00
413	ASUTIFI	2.00	2.00	2.00	3.00
517	ASANTE-AKIM N	2.00	2.00	2.00	2.00
516	SELYERE E	2.00	2.00	2.00	2.00
305	E GONJA	2.00	2.00	3.00	2.00
713	W AKIM	1.00	2.00	1.00	2.00
905	AGONA	1.00	2.00	1.00	2.00
410	BEREKUM	1.00	2.00	1.00	2.00
710	E AKIM	1.00	2.00	2.00	2.00
908	ASSIN FOSO	1.00	2.00	1.00	2.00
404	WENCHI	1.00	2.00	2.00	2.00
612	NKWANTA	1.00	2.00	2.00	2.00
909	TWIFU HEMANG LO	1.00	2.00	1.00	2.00
405	KINTAMPO	1.00	2.00	1.00	2.00
407	ATEBUBU	1.00	2.00	2.00	2.00
1002	GA	2.00	1.00	2.00	1.00
511	TEPA	2.00	1.00	1.00	1.00
808	AOWIN-SUAMAN	2.00	1.00	1.00	1.00
514	EJURA-SEKYEDUMA	2.00	1.00	1.00	1.00
515	SELYERE W	2.00	1.00	2.00	1.00
105	LAWRA	2.00	1.00	2.00	1.00
309	E MAMPRUSI	2.00	1.00	2.00	1.00
303	SAVELUGU NANTON	2.00	1.00	2.00	1.00
312	NANUMBA	2.00	1.00	2.00	1.00
302	TOLON KUMBUNGU	2.00	1.00	2.00	1.00
307	BOLE	2.00	1.00	2.00	1.00
101	WA	2.00	1.00	2.00	1.00
701	NEW JUABEN	1.00	1.00	1.00	1.00
703	AKWAPIM S	1.00	1.00	1.00	1.00
607	KPANDO	1.00	1.00	1.00	1.00
906	EWUTU-EFUTU SEN	1.00	1.00	1.00	1.00
401	TECHIMAN	1.00	1.00	1.00	1.00
911	GOMUA	1.00	1.00	1.00	1.00
605	DENU/DZODZE	1.00	1.00	1.00	1.00
802	AHANTA W	1.00	1.00	1.00
1004	DANGBE W	1.00	1.00	1.00	1.00
609	BUEM	1.00	1.00	1.00	2.00
610	KADJEBI	1.00	1.00	1.00	1.00
606	ANLO	1.00	1.00	1.00	1.00
704	AKWAPIM N	1.00	1.00	1.00	1.00
409	JAMAN	1.00	1.00	1.00	1.00
602	N TONGU	1.00	1.00	1.00	2.00
907	ASIKUMA-ODOBEN	1.00	1.00	1.00	2.00
611	KRACHI	1.00	1.00	1.00	1.00
707	MANYA KROBO	1.00	1.00	1.00	1.00
1005	DANGBE E	1.00	1.00	1.00	1.00
301	W DAGOMA	1.00	1.00	1.00	1.00
201	FRAFRA	1.00	1.00	2.00	1.00
206	BWAKU E	1.00	1.00	2.00	1.00
311	GUSHIEGU/KARAGA	1.00	1.00	1.00	1.00
204	BONGO	1.00	1.00	1.00	1.00
308	W MAMPRUSI	1.00	1.00	1.00	1.00
706	ASUOGYAMAN	.00	1.00	.00	.00
904	MFANTSIMAN	.00	1.00	.00	1.00
912	AJUMAKO ENYAN E	.00	1.00	.00	1.00
604	AKATSI	.00	1.00	.00	1.00
406	NKORANZA	.00	1.00	1.00	1.00
603	S TONGU	.00	1.00	1.00	1.00
705	YILO KROBO	.00	1.00	.00	1.00
715	KWAHU N	.00	1.00	1.00	1.00
408	SENE	.00	1.00	1.00	1.00
103	JIRAPA L.	2.00	.00	1.00	.00
102	NADAWLI	2.00	.00	1.00	.00
503	AFIGYA KWABRE	1.00	.00	.00	.00
804	JORMORO	1.00	.00	.00	.00
310	CHEREPONI SABOB	1.00	.00	.00	.00
304	E DAGOMBA	1.00	.00	1.00	.00
205	BWAKU W	1.00	.00	1.00	.00
104	SISALA TUMU	1.00	.00	1.00	.00
313	ZABZUGU TATALI	1.00	.00	.00	.00
306	W GONJA	1.00	.00	1.00	.00
901	CAPE COAST	.00	.00	.00	.00
903	ABURA ASEBU	.00	.00	.00	1.00
902	KOMENDA EDIMA E	.00	.00	.00	.00
708	FANTEAKWA	.00	.00	.00	1.00
202	BUILSA	.00	.00	.00	.00

Table 9. The integrated model indices, K1-K4, arranged according to Model K3.

Number	Name	K1	K2	K3	K4
501	KUMASI	3.00	3.00	3.00	2.00
601	HO	3.00	3.00	3.00	4.00
507	AMANSIE W	3.00	3.00	3.00	3.00
505	ATWIMA	3.00	3.00	3.00	3.00
402	SUNYANI	2.00	3.00	3.00	3.00
518	BOSOMTWE-ATWIMA	3.00	2.00	3.00	2.00
509	ADANSI E	3.00	2.00	3.00	2.00
1001	ACCRA	2.00	2.00	3.00	2.00
305	E GONJA	2.00	2.00	3.00	2.00
608	HOHOE	2.00	3.00	2.00	2.00
711	KADE-AKWATIA	2.00	3.00	2.00	3.00
714	BIRIM S	2.00	3.00	2.00	3.00
412	ASUMAFO	2.00	3.00	2.00	3.00
702	SUHUM/KRABO/COL	2.00	3.00	2.00	3.00
403	TANO	2.00	3.00	2.00	3.00
411	DORMAA	2.00	3.00	2.00	3.00
709	KWAHU S	2.00	3.00	2.00	3.00
712	AKIM AFOASE	2.00	3.00	2.00	3.00
807	WASSA-AMENFI	2.00	3.00	2.00	3.00
513	OFFINSO	3.00	2.00	2.00	2.00
508	ADANSI W	3.00	2.00	2.00	2.00
512	AHAFO ANO	3.00	2.00	2.00	2.00
510	ASANTE-AKIM S	3.00	2.00	2.00	2.00
506	AMANSIE E	3.00	2.00	2.00	2.00
1003	TEMA	2.00	2.00	2.00	1.00
504	KWABRE SEKYERE	2.00	2.00	2.00	1.00
801	SHAMA AHANTA E	2.00	2.00	2.00	1.00
502	EJISU JUABEN	2.00	2.00	2.00	2.00
810	JUABESCO-BIA	2.00	2.00	2.00	2.00
806	MPOHOR WASSA E	2.00	2.00	2.00	2.00
809	SEFWI WIAWSO	2.00	2.00	2.00	2.00
203	KASSENA NANKANI	2.00	2.00	2.00	1.00
910	U DENKYIRA	2.00	2.00	2.00	3.00
805	WASSA W	2.00	2.00	2.00	2.00
803	NZIMA E	2.00	2.00	2.00	2.00
413	ASUTIFI	2.00	2.00	2.00	3.00
517	ASANTE-AKIM N	2.00	2.00	2.00	2.00
516	SELYERE E	2.00	2.00	2.00	2.00
710	E AKIM	1.00	2.00	2.00	2.00
404	WENCHI	1.00	2.00	2.00	2.00
612	NKWANTA	1.00	2.00	2.00	2.00
407	ATEBUBU	1.00	2.00	2.00	2.00
1002	GA	2.00	1.00	2.00	1.00
515	SELYERE W	2.00	1.00	2.00	1.00
105	LAWRA	2.00	1.00	2.00	1.00
309	E MAMPRUSI	2.00	1.00	2.00	1.00
303	SAVELUGU NANTON	2.00	1.00	2.00	1.00
312	NANUMBA	2.00	1.00	2.00	1.00
302	TOLON KUMBUNGU	2.00	1.00	2.00	1.00
307	BOLE	2.00	1.00	2.00	1.00
101	WA	2.00	1.00	2.00	1.00
201	FRAFRA	1.00	1.00	2.00	1.00
206	BWAKU E	1.00	1.00	2.00	1.00
811	BIBIANA BEKWAI	2.00	2.00	1.00	1.00
713	W AKIM	1.00	2.00	1.00	2.00
905	AGONA	1.00	2.00	1.00	2.00
410	BEREKUM	1.00	2.00	1.00	2.00
908	ASSIN FOSO	1.00	2.00	1.00	2.00
909	TWIFU HEMANG LO	1.00	2.00	1.00	2.00
405	KINTAMPO	1.00	2.00	1.00	2.00
511	TEPA	2.00	1.00	1.00	1.00
808	AOWIN-SUAMAN	2.00	1.00	1.00	1.00
514	EJURA-SEKYEDUMA	2.00	1.00	1.00	1.00
701	NEW JUABEN	1.00	1.00	1.00	1.00
703	AKWAPIM S	1.00	1.00	1.00	1.00
607	KPANDO	1.00	1.00	1.00	1.00
906	EWUTU-EFUTU SEN	1.00	1.00	1.00	1.00
401	TECHIMAN	1.00	1.00	1.00	1.00
911	GOMUA	1.00	1.00	1.00	1.00
605	DENU/DZODZE	1.00	1.00	1.00	1.00
802	AHANTA W	1.00	1.00	1.00	1.00
1004	DANGBE W	1.00	1.00	1.00	1.00
609	BUEM	1.00	1.00	1.00	2.00
610	KADJEBI	1.00	1.00	1.00	1.00
606	ANLO	1.00	1.00	1.00	1.00
704	AKWAPIM N	1.00	1.00	1.00	1.00
409	JAMAN	1.00	1.00	1.00	1.00
602	N TONGU	1.00	1.00	1.00	2.00
907	ASIKUMA-ODOBEN	1.00	1.00	1.00	2.00
611	KRACHI	1.00	1.00	1.00	1.00
707	MANYA KROBO	1.00	1.00	1.00	1.00
1005	DANGBE E	1.00	1.00	1.00	1.00
301	W DAGOMA	1.00	1.00	1.00	1.00
311	GUSHIEGU/KARAGA	1.00	1.00	1.00	1.00
204	BONGO	1.00	1.00	1.00	1.00
308	W MAMPRUSI	1.00	1.00	1.00	1.00
406	NKORANZA	.00	1.00	1.00	1.00
603	S TONGU	.00	1.00	1.00	1.00
715	KWAHU N	.00	1.00	1.00	1.00
408	SENE	.00	1.00	1.00	1.00
103	JIRAPA L.	2.00	.00	1.00	.00
102	NADAWLI	2.00	.00	1.00	.00
304	E DAGOMBA	1.00	.00	1.00	.00
205	BWAKU W	1.00	.00	1.00	.00
104	SISALA TUMU	1.00	.00	1.00	.00
306	W GONJA	1.00	.00	1.00	.00
706	ASUOGYAMAN	.00	1.00	.00	.00
904	MFANTSIMAN	.00	1.00	.00	1.00
912	AJUMAKO ENYAN E	.00	1.00	.00	1.00
604	AKATSI	.00	1.00	.00	1.00
705	YILO KROBO	.00	1.00	.00	1.00
503	AFIGYA KWABRE	1.00	.00	.00	.00
804	JORMORO	1.00	.00	.00	.00
310	CHEREPONT SABOB	1.00	.00	.00	.00
313	ZABZUGU TATALI	1.00	.00	.00	.00
901	CAPE COAST	.00	.00	.00	.00
903	ABURA ASEBU	.00	.00	.00	1.00
902	KOMENDA EDIMA E	.00	.00	.00	.00
708	FANTEAKWA	.00	.00	.00	1.00
202	BUILSA	.00	.00	.00	.00

Table 10. The integrated model indices, K1-K4, arranged according to Model K4.

Number	Name	K1	K2	K3	K4
601	HO	3	3	3	3
402	SUNYANI	2	3	3	3
403	TANO	2	3	2	3
411	DORMAA	2	3	2	3
412	ASUMAFO	2	3	2	3
413	ASUTIFI	2	2	2	3
505	ATWIMA	3	3	3	3
507	AMANSIE W	3	3	3	3
702	SUHUM/KRABO/COL	2	3	2	3
709	KWAHU S	2	3	2	3
711	KADE-AKWATIA	2	3	2	3
712	AKIM AFOASE	2	3	2	3
714	BIRIM S	2	3	2	3
807	WASSA-AMENFI	2	3	2	3
910	U DENKYIRA	2	2	2	3
305	E GONJA	2	2	3	2
404	WENCHI	1	2	2	2
405	KINTAMPO	1	2	1	2
407	ATEBUBU	1	2	2	2
410	BEREKUM	1	2	1	2
501	KUMASI	3	3	3	2
502	EJISU JUABEN	2	2	2	2
506	AMANSIE E	3	2	2	2
508	ADANSI W	3	2	2	2
509	ADANSI E	3	2	3	2
510	ASANTE-AKIM S	3	2	2	2
512	AHAFO ANO	3	2	2	2
513	OFFINSO	3	2	2	2
516	SELYERE E	2	2	2	2
517	ASANTE-AKIM N	2	2	2	2
518	BOSOMTWE-ATWIMA	3	2	3	2
602	N TONGU	1	1	1	2
608	HOHOE	2	3	2	2
609	BUEM	1	1	1	2
612	NKWANTA	1	2	2	2
710	E AKIM	1	2	2	2
713	W AKIM	1	2	1	2
803	NZIMA E	2	2	2	2
805	WASSA W	2	2	2	2
806	MPOHOR WASSA E	2	2	2	2
809	SEFWI WIAWSO	2	2	2	2
810	JUABESCO-BIA	2	2	2	2
905	AGONA	1	2	1	2
907	ASIKUMA-ODOBEN	1	1	1	2
908	ASSIN FOSO	1	2	1	2
909	TWIFU HEMANG LO	1	2	1	2
1001	ACCRA	2	2	3	2
101	WA	2	1	2	1
105	LAWRA	2	1	2	1
201	FRAFRA	1	1	2	1
203	KASSENA NANKANI	2	2	2	1
204	BONGO	1	1	1	1
206	BWAKU E	1	1	2	1
301	W DAGOMA	1	1	1	1
302	TOLON KUMBUNGU	2	1	2	1
303	SAVELUGU NANTON	2	1	2	1
307	BOLE	2	1	2	1
308	W MAMPRUSI	1	1	1	1
309	E MAMPRUSI	2	1	2	1
311	GUSHIEGU/KARAGA	1	1	1	1
312	NANUMBA	2	1	2	1
311	GUSHIEGU/KARAGA	1	1	1	1
312	NANUMBA	2	1	2	1
401	TECHIMAN	1	1	1	1
406	NKORANZA	0	1	1	1
408	SENE	0	1	1	1
409	JAMAN	1	1	1	1
504	KWABRE SEKYERE	2	2	2	1
511	TEPA	2	1	1	1
514	EJURA-SEKYEDUMA	2	1	1	1
515	SELYERE W	2	1	2	1
603	S TONGU	0	1	1	1
604	AKATSI	0	1	0	1
605	DENU/DZODZE	1	1	1	1
606	ANLO	1	1	1	1
607	KPANDO	1	1	1	1
610	KADJEBI	1	1	1	1
611	KRACHI	1	1	1	1
701	NEW JUABEN	1	1	1	1
703	AKWAPIM S	1	1	1	1
704	AKWAPIM N	1	1	1	1
705	YILO KROBO	0	1	0	1
707	MANYA KROBO	1	1	1	1
708	FANTEAKWA	0	0	0	1
715	KWAHU N	0	1	1	1
801	SHAMA AHANTA E	2	2	2	1
802	AHANTA W	1	1	1	1
808	AOWIN-SUAMAN	2	1	1	1
811	BIBIANA BEKWAI	2	2	1	1
903	ABURA ASEBU	0	0	0	1
904	MFANTSIMAN	0	1	0	1
906	EWUTU-EFUTU SEN	1	1	1	1
911	GOMUA	1	1	1	1
912	AJUMAKO ENYAN E	0	1	0	1
1002	GA	2	1	2	1
1003	TEMA	2	2	2	1
1004	DANGBE W	1	1	1	1
1005	DANGBE E	1	1	1	1
102	NADAWLI	2	0	1	0
103	JIRAPA L.	2	0	1	0
104	SISALA TUMU	1	0	1	0
202	BUILSA	0	0	0	0
205	BWAKU W	1	0	1	0
304	E DAGOMBA	1	0	1	0
306	W GONJA	1	0	1	0
310	CHEREPONI SABOB	1	0	0	0
313	ZABZUGU TATALI	1	0	0	0
503	AFIGYA KWABRE	1	0	0	0
706	ASUOGYAMAN	0	1	0	0
804	JORMORO	1	0	0	0
901	CAPE COAST	0	0	0	0
902	KOMENDA EDIMA E	0	0	0	0