CCAFS site atlas
Albertine Rift / Hoima Uganda CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS)
Site Atlas
K.Trautman/CCAFS
Correct citation: Sijmons K., Kiplimo J., Förch W., Thornton P.K., Radeny, M. and Kinyangi, J. (2013). CCAFS Site Atlas – Albertine Rift / Hoima. CCAFS site atlas series. The CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS). Copenhagen, Denmark. Available online at: www.ccafs.cgiar.org Titles in this series aim to disseminate interim climate change, agriculture and food security research and practices and stimulate feedback from the scientific community. This document is published by the CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS) which is a strategic partnership between CGIAR and Future Earth. CCAFS is supported by the CGIAR Fund, the Danish International Development Agency (DANIDA), the Australian Government Overseas Aid Program (AusAid), Irish Aid, Environment Canada, the Ministry of Foreign Affairs for the Netherlands, the Swiss Agency for Development and Cooperation (SDC), Instituto de Investigação Científica Tropical (IICT), UK Aid, the Government of Russia, and the European Union (EU). The Program is carried out with technical support from the International Fund for Agricultural Development (IFAD) Contact: CCAFS Coordinating Unit - Faculty of Science, Department of Plant and Environmental Sciences, University of Copenhagen, Rolighedsvej 21, DK-1958 Frederiksberg C, Denmark. Tel: +45 35331046; Email: ccafs@cgiar.org Creative Commons License
This Atlas is licensed under a Creative Commons Attribution – NonCommercial–NoDerivs 3.0 Unported License. Articles appearing in this publication may be freely quoted and reproduced provided the source is acknowledged. No use of this publication may be made for resale or other commercial purposes. ©2013 CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS). DISCLAIMER: This Atlas Series has been prepared as an output for Theme 4.2 under the CCAFS program and has not been peer reviewed. Any opinions stated herein are those of the author(s) and do not necessarily reflect the policies or opinions of CCAFS, donor agencies, or partners. The geographic designation employed and the presentation of material in this publication do not imply the expression of any opinion whatsoever on the part of CCAFS concerning the legal status of any country, territory, city or area or its authorities, or concerning the delimitation of its frontiers or boundaries. All images remain the sole property of their source and may not be used for any purpose without written permission of the source.
Contents Chapter 1: Introduction .................................................................................................................................................................................................................. iv Regional Map.................................................................................................................................................................................................................................... 1 Topographic Map ............................................................................................................................................................................................................................. 2 Satellite Map .................................................................................................................................................................................................................................... 3 Chapter 2: Climate and Climate Variability Annual Rainfall ................................................................................................................................................................................................................................. 4 Annual Temperature ........................................................................................................................................................................................................................ 5 Aridity Index ..................................................................................................................................................................................................................................... 6 Chapter 3: Bio-Physical Characteristics Altitude............................................................................................................................................................................................................................................. 7 Soil Type ........................................................................................................................................................................................................................................... 8 Agro-Ecological Zones ...................................................................................................................................................................................................................... 9 Landcover ....................................................................................................................................................................................................................................... 10 Landuse .......................................................................................................................................................................................................................................... 11 Length of Growing Period 2000 ..................................................................................................................................................................................................... 12 Length of Growing Period 2030 ..................................................................................................................................................................................................... 13 Crop Suitability ............................................................................................................................................................................................................................... 14
Livestock Production Systems ........................................................................................................................................................................................................ 15 Livestock Density ............................................................................................................................................................................................................................ 16 Chapter 4: Socio-Economic Factors Livelihood Zones............................................................................................................................................................................................................................. 17 Human Population Density ............................................................................................................................................................................................................ 18 Market Access ................................................................................................................................................................................................................................ 19 Poverty ........................................................................................................................................................................................................................................... 20 Conservations Areas....................................................................................................................................................................................................................... 21 References and Data Sources........................................................................................................................................................................................................ 22
Introduction The CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS) seeks to promote a food-secure world through the provision of science-based efforts that support sustainable agriculture and enhance livelihoods while adapting to climate change and conserving natural resources and environmental services. Climate change is an unprecedented threat to the food security of hundreds of millions of people who depend on small-scale agriculture for their livelihoods. Climate change affects agriculture and food security, and likewise, agriculture and natural resource management affect the climate system. CCAFS has initially focused on three regions; East Africa (EA), West Africa (WA) and South Asia (SA) to carry out its research. The 15 CCAFS sites in these areas represent areas that are becoming both drier and wetter, and are focal locations that will generate results that can be applied and adapted to other regions worldwide. In this year, 2013, CCAFS is expanding its portfolio to additional sites in Latin America and South-East Asia. These sites serve as the initial focus of CCAFS partnership-building and long-term research activities falling within the following CCAFS Research Themes; Adaptation to Progressive Climate Change, Adaptation through Managing Climate Risk, Pro-Poor Climate Change Mitigation and Integration for Decision Making. At all 15 CCAFS sites, baseline surveys have been conducted, including three levels of data collection and analysis at household, village and organizational levels (see: http://ccafs.cgiar.org/resources/baseline-surveys). More information on CCAFS work in all the three regions can be accessed at www.ccafs.cgiar.org To better understand the CCAFS sites’ characteristics, a list of geospatial indicators for climate variability, bio-physical characteristics and socio-economic variables have been mapped into site atlases. This Atlas was developed for the CCAFS site at Albertine Rift / Hoima in Uganda, in East Africa Region.
IV
CCAFS Sites: East Africa
10ºN
10ºS
10ºS
0º
50ºE
10ºN
40ºE
0º
30ºE
30ºE
40ºE
50ºE
Ethiopia: Borana (ET01) Kenya: Nyando (KE01) Kenya: Makueni (KE02) Uganda: Albertine Rift (UG01) Uganda: Kagera Basin (UG02) Tanzania: Usambara (TZ01) CCAFS Country Sites
Citation: GeoMapa (2013a)
1
Topography Albertine Rift 31°E
31°30'E
( !
Bugoigo
Lake
Walykubya
Albert
( Butiaba UG !
Runga
( !
( !
( !
( !
( !
Kidwera
Bukumi ( !
( !
Tonya
( !
Karongo
Nyabyeya
( ! ( !
( !
( !
. ! Masindi
Kyatiri
( !
Keyma
Kiryanga ( !
( !
Katagarukwa
( !
Kichandi ( !
( ! ( !
Kitoba
1°30'N
Buseruka
( ! ( !
Kibingo
( !
( !
Bugambe ( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
Buhanika
( !
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
Kitoma ( !
Kigoma Buluko
Bujawo
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi Katanabirwa
( !
Byerima
Kakindu
( ! ( !
Coordinates of the CCAFS Baseline Sampling frame
Bumomi ( !
31.546E 31.546E 31.457E 31.457E
Kyankwanzi
( !
Lwamagaali
Kyabaune
( !
( !
1°N
Wattuba
1°N
( !
. !
31°E Town
Settlement
31°30'E
International boundary River
Road
0
7.5
Scale 1:750,000 15
30
1.445N 1.535N 1.535N 1.445N
Kamirambazzi
Kyenda
( !
Ndede
( !
Bukwiri
( !
( !
Kiryanga
( !
( !
Kisozi
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
Miduma Kigalama! (
Butema
Katereiga
( !
( !
Bulindi
( !
Kisaru
Kabwoya
Bukoba
( !
( !
( !
( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
Bwijanga
1°30'N
( !
Kigumba
Karujubu
Bikonzi
Bulyango
( !
Kigorobya
Kitanyata
Pakanyi
( !
Nyamegita ( !
( !
( !
Kibiro! ( Hoimo
Busindi
Kimina
( ! ( !
Biso
Busingiro
( !
CCAFS Site UG01, Albertine Rift / Hoima, Uganda
Kinyanga
Sampling frame size: 10km x 10km
( !
45 Kilometers
1 cm = 7.5 km ( !
Citation: GeoMapa (2013b)
2
Satellite Image Hoima 31째30'E
Kibaire
Mpalangasi ! ( Kyomongi
1째30'N
Katikara
1째30'N
! (
2011 8- 041 m o fr ag ery n Eye im resolutio id p a d R n u o r g at 5m eline ld B as o h e s H ou HB S= Survey ne B as eli illag e V = S y VB Surve line l Base ationa iz n a Org OB S= Survey
! .
Kasinina ! (
! ( ! (
Nyakakonge
! (
Kiranga
! . ! (
CCAFS VBS/OBS village CCAFS HBS village
CCAFS Baseline Sampling Frame
31째30'E
0
1
2
Scale 1:150,000 4
6
8
10 Kilometers
Citation: RapidEye (2011)
3
Annual Rainfall 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Kidwera
Bukumi ( !
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Bulyango
( !
DEMOCRATIC REP.
Keyma
( !
. ! Masindi
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
Kitoba
Kibingo
Bugambe ( !
Kinubi ( !
Kikube
( !
Imbamba
Buhimba
( !
Kigalama! (
Butema
Katereiga
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
Bujawo
Kitemba
( !
Mairo
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
( !
Katanabirwa
Byerima
( ! ( !
BURUNDI
( !
( !
Kyankwanzi
Kyabaune
( !
< = 250 250 - 750
( !
750 - 1,250
Wattuba
1,250 - 1,750
1°N
1°N
. !
Settlement
31°30'E
International boundary River
Road
0
7.5
Scale 1:750,000 15
30
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Scale 1:12,500,000
0
125
250
500 Kilometers
Corresponds to the map on the left
Rainfall (mm)
Lwamagaali
( !
31°E Town
TA N Z A N I A
30°E
International boundary
Bumomi
Kamirambazzi
Kyenda
( !
Kisozi
( !
Bukwiri
Kakindu
RWANDA
Ndede
( !
Kalagi
( !
( !
Kiryanga
( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Miduma ( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
Bukoba
Buhanika ( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
1°30'N
1°30'N
Buseruka
K E N YA
( !
( !
( !
UGANDA
OF
0°
Kigorobya
( !
Kyatiri
( !
Karujubu
Bikonzi
( !
Kigumba
( ! 45 Kilometers
ta fall da l Rain Annua nt re of c ur ns of olat io interp d data, e v obser ntat ive e repres - 2 00 0 0 of 1 95
> = 1,750 Citation:
Citation: Hijmans et al (2005)
Hoima Mean Monthly RainfallMonthly Distribution Hoima Mean Rainfall
200
25 20
150
15
100
10
50 0
Distribution
No. of Rainy Days
Tonya
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
5 Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec
Runga
( !
( !
Rainfall (mm)
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
0
Rainfall (mm)
No. of Rainy Days
Citation: Jones et al (2002)
4
Annual Temperature 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Kidwera
Bukumi ( !
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
( !
Kyatiri
( !
Bulyango
( !
DEMOCRATIC REP.
Keyma
( !
. ! Masindi
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
Kitoba
Kibingo
Bugambe ( !
Kinubi ( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
Kitoma ( !
Kigoma Buluko
Bujawo
Kitemba
( !
Mairo
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
( !
Katanabirwa
Byerima
( ! ( !
BURUNDI
( !
( !
Kyankwanzi
Kyabaune
( !
< = 15 15 - 20
( !
20 - 25
1°N
Wattuba
1°N 31°E Town
Settlement
31°30'E
International boundary River
Road
0
7.5
Scale 1:750,000 15
30
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
( ! 45 Kilometers
Scale 1:12,500,000
0
125
250
500 Kilometers
Corresponds to the map on the left
Temperature (ºC)
Lwamagaali
( !
. !
TA N Z A N I A
30°E
International boundary
Bumomi
Kamirambazzi
Kyenda
( !
Kisozi
( !
Bukwiri
Kakindu
RWANDA
Ndede
( !
Kalagi
( !
Kiryanga
( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
( !
Miduma ( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
Bukoba
Buhanika ( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
1°30'N
1°30'N
Buseruka
K E N YA
( !
( !
( !
UGANDA
OF
Karujubu
Bikonzi
( !
Kigumba
0°
Tonya
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
25 - 30 > = 30
re peratu l Tem Annua nts annual f e repres t ure data o s n ra o e ti p la m o te p t inter curren ved data, er of o bs d for ge avera - 200 0 195 0
Mean Monthly Temperature Distribution HoimaHoima Mean Monthly Temperature Distribution 40 30
Temp. Max
20
Temp. Min
10 0
Temp. Mean
Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec
Runga
( !
( !
Temp. (deg. Cel)
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
Citation: Jones et al (2002)
Citation: Hijmans et al (2005)
5
Aridity Index 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
( !
Hyper Arid
Lwamagaali
Kyabaune
( !
Arid Semi Arid
( !
Wattuba 1°N
Dry sub-humid
1°N 31°E Town
Settlement
River
0
Scale 1:12,500,000
125
250
500 Kilometers
Humid
es indicat Index Aridity of dryness , tion el the lev apotranspira v e en taking unt, at a giv fall o c in c a a r into k n ow n f o n locatio
31°30'E
International boundary Road
0
Corresponds to the map on the left
Kamirambazzi
( !
. !
TA N Z A N I A
Ndede
Aridity Index ( !
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
7.5
Scale 1:750,000 15
30
( !
45 Kilometers
1 cm = 7.5 km ( !
Hoima CCAFS sampling frame
Citation: Trabucco et al (2009)
6
Altitude 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
CONGO
Kiryanga ( !
( !
( !
( !
( !
Kinubi ( !
Kidoma
Munteme
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
Kasambya
( !
Kiduukulu
( ! ( !
( !
( !
Kigoma Buluko
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
> = 2,500 2,000 - 2,500
( !
1,500 - 2,000
1°N
Wattuba
1°N
. !
Settlement
31°30'E
International boundary River
Road
0
7.5
Scale 1:12,500,000
125
250
500 Kilometers
tes the ind ica e d u it se a Alt above s heig ht r e t e m level in
1,000 - 1,500 500 - 1,000 < = 500
Scale 1:750,000 15
0
Corresponds to the map on the left
Altitude (m)
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kitoma
Miduma Kigalama! (
Butema
Katereiga
( !
( !
( !
Buhanika
( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
( !
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
Katagarukwa
Kichandi
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
( !
( !
0°
Lake
ETHIOPIA
Kinyanga
30
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: Jarvis et al (2008)
7
Soil Type 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
CONGO
Kiryanga ( !
( !
( !
( !
( !
Kinubi ( !
Kidoma
Munteme
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
Kitoma ( !
Kigoma Buluko
( !
( !
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
( !
Acrisols
Lwamagaali
Kyabaune
( !
Ferralsols
( !
Fluvisols
Wattuba 1°N
1°N
Leptosole
. !
Settlement
International boundary River
Road
0
7.5
Scale 1:750,000 15
Nitisols Phaeozems
31°30'E
30
Vertisols
( !
0
Corresponds to the map on the left
Kamirambazzi
( !
31°E Town
TA N Z A N I A
Ndede
Soil Type * ( !
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga
Bujawo
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
Miduma Kigalama! (
Butema
Katereiga
( !
( !
( !
Buhanika
( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
( !
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
Katagarukwa
Kichandi
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
( !
( !
0°
Lake
ETHIOPIA
Kinyanga
Scale 1:12,500,000
125
250
500 Kilometers
e soil rs to th pe refe e FAO y T il o S th as per oil gro ups S group ation. heir parent ic if s s t cla ed by pho genetic n fi e d or are and m term s o f l ia r te in ma s c ti an d teris charac l propert ies ra tu t an d il s st ruc , d ll as e ( sa n textur tent), as we t. n en clay c o matter co nt organic
* Legend corresponds to left map
45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: FAO et al (2009)
8
Agro-Ecological Zones 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
( !
Bujawo
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
Kyankwanzi
Kyabaune
( !
Corresponds to the map on the left
Derived Savanna Mid Altitude Derived Savanna
( !
Wattuba 1°N
Mid Altitude Humid Forest
1°N 31°E Town
Settlement
River
Road
0
* Legend corresponds to left map
31°30'E
International boundary
7.5
Scale 1:750,000 15
30
0
Agro-Ecological Zones *
Lwamagaali ( !
( !
. !
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga
( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
Scale 1:12,500,000
125
250
500 Kilometers
s l Zone logica ion of o c E o Ag r divis e te the indica as that hav e r ics a t land , acteris r char d suitability a il im s n la d to al relate l ag ricultur tia n e t o p nd ction a l imp act. prod u ta n e m n enviro
( !
45 Kilometers
1 cm = 7.5 km ( !
Hoima CCAFS sampling frame
Citation:
FAO (2008)
9
Landcover 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
Albert
( Butiaba UG !
Runga
( !
( !
( !
( !
( !
Kidwera
Bukumi ( !
( !
Nyabyeya
( ! ( ! ( !
Kigorobya
Kyatiri
( !
DEMOCRATIC REP.
Keyma
( !
! . Masindi
UGANDA
OF
Karujubu Kiryanga
CONGO
( !
Bikonzi
Bulyango
( !
Kigumba
( !
Katagarukwa
K E N YA
( !
Kichandi ( !
( !
0°
Tonya
Karongo
Nyamegita ( !
Pakanyi
( !
( !
SOUTH SUDAN
Kitanyata
( !
Kibiro! ( Hoimo
Busindi
( !
Kimina
( ! ( !
Biso
Busingiro
( !
ETHIOPIA
( !
Kitoba
1°30'N
Buseruka
Kibingo
( !
Kinubi ( !
( !
Imbamba
Kikube
( !
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
Kasambya
( !
Kiduukulu
( ! ( !
( !
( !
Kigoma Buluko
Bujawo
Kitemba
( !
Mairo
Malweyo
( !
( !
Kachwamango ( !
Mbogobbiri
( !
( !
Kalagi
Ntunda
Katanabirwa
Byerima
Kakindu
International boundary
Bumomi ( !
Kyankwanzi
( !
Lwamagaali ( !
Kyabaune
( !
( !
1°N
Wattuba
1°N 31°E Town
31°30'E
International boundary
Settlement
River
Road
0
7.5
Scale 1:750,000 15
30
1 cm = 7.5 km ( !
Hoima CCAFS sampling frame
0
Scale 1:12,500,000
125
250
500 Kilometers
Corresponds to the map on the left
Kamirambazzi
( !
. !
30°E
Landcover ( !
Kyenda
( !
TA N Z A N I A
( !
Bukwiri
( !
BURUNDI
Ndede
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali
( !
( !
Kiryanga
( !
( !
Kisozi
( !
( !
( !
Kitoma
Miduma Kigalama! (
Butema
Victoria RWANDA
Buhanika
Katereiga
( !
( !
( !
Bulindi
( !
Kisaru
Kabwoya
Bukoba
( !
( !
( !
( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
( !
Bwijanga ( !
( !
Bugambe
Lake
( ! ( !
1°30'N
( !
0°
Lake
Kinyanga
( !
45 Kilometers
ow s ve r s h Landco rved e s the ob sical c over y , (bio )ph rth's surface ea e th f o t n a min i.e. do n d u se tion, la vegeta -made an and m s. feature
Rainfed croplands
Mosaic Forest-Shrubland/Grassland
Mosaic Croplands/Vegetation
Closed to open shrubland
Mosaic Vegetation/Croplands
Open needleleaved deciduous or evergreen forest
Closed broadleaved deciduous forest
Urban area
Open broadleaved deciduous forest
Closed to open broadleaved forest regularly flooded (fresh-brackish water)
Closed to open broadleaved evergreen or semi-deciduous forest
Citation: Arino et al (2009)
10
Landuse 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
CONGO
Kiryanga ( !
( !
( !
( !
( !
Kinubi ( !
Kidoma
Munteme
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
Kasambya
( !
Kiduukulu
( ! ( !
( !
( !
Kigoma Buluko
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
Forest protected Forest with moderate or higher livestock density
( !
Forest with agricultural activities
Wattuba
Grasslands moderate livestock density
1°N
1°N
. !
Settlement
River
Road
0
7.5
Rainfed crops Subsistence/Commercial) Crops and moderate intensive livestock density
Scale 1:750,000 15
30
1 cm = 7.5 km
Crops and high livestock density
( ! 45 Kilometers
250
500 Kilometers
o f ho w p ti on es des cri involv a t is .I d e s n La ndu ti liz e the la y, i.e . th e u it v people onomic a cti tion odifica ec socio- ment and m men t into n e ma nag tural e nviro h as c na . of the ir onment,s u se ttlements d nv le buil t e r al fi elds an y be mu ltip u a lt agri cu lace , the rem p her e. At any s , the se nted se u d n la e is pre n o t n a domin
Agriculture protected * Legend corresponds to left map
( ! Hoima CCAFS sampling frame
Scale 1:12,500,000
125
Corresponds to the map on the left
31°30'E
International boundary
0
Landuse
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kitoma
Miduma Kigalama! (
Butema
Katereiga
( !
( !
( !
Buhanika
( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
( !
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
Katagarukwa
Kichandi
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
( !
( !
0°
Lake
ETHIOPIA
Kinyanga
Citation:
Natchtergaele et al (2010)
11
Length of Growing Period 2000 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
Karongo
Nyabyeya
( ! ( !
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
( !
( !
Kibingo
Bugambe ( !
Kinubi ( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
Ndede 30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
< = 50 50 - 100
( !
1°N
100 - 150
1°N
. !
Settlement
River
Road
0
7.5
Scale 1:750,000 15
30
Scale 1:12,500,000
125
250
500 Kilometers
Corresponds to the map on the left
Wattuba
31°30'E
International boundary
0
Length of Growing Period (Days)
Lwamagaali
( !
31°E Town
TANZANIA TA N Z A N I A
BURUNDI
BURUNDI
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga ( !
( !
Victoria
RWANDA
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Miduma ( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
Bukoba
Buhanika ( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
( !
Bwijanga ( !
( !
K E N YA KENYA
Lake
( ! ( !
1°30'N
1°30'N
Buseruka
UGANDA
CONGO, DRC
Kichandi
Kitoba
( !
UGANDA
OF
( !
( !
ETHIOPIA
SOUTH SUDAN
Kigumba
Karujubu
Bikonzi
( !
Kigorobya
Pakanyi
( !
Nyamegita ( !
Kitanyata
( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
150 - 200 > 200
ing f Gro w ngth o defined e L e h T is (LGP) ys Period umb er of da h n ic e h h w t s a during rainfed r a e y in a able is avail upply for there s e r oistu soil m o wth. r plant g
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: Thornton et al (2006)
12
Length of Growing Period 2030 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Bugambe ( !
Kinubi ( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
Kitoma ( !
Kigoma Buluko
( !
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
BURUNDI
30°E
International boundary
Kyankwanzi
Corresponds to the map on the left
( !
< = 50
Lwamagaali
Kyabaune
( !
50 - 100
( !
100 - 150
1°N
Wattuba
River
Road
0
150 - 200 > 200
31°30'E
International boundary
Settlement
7.5
Scale 1:750,000 15
30
0
Length of Growing Period (Days)
1°N
. !
TA N Z A N I A
Ndede
Bumomi ( !
( !
31°E Town
RWANDA
Kisozi
Kamirambazzi
Kyenda
( !
Victoria
( !
Bukwiri
( !
( !
Kiryanga
Bujawo
( !
Lake
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
( !
Miduma ( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
Bukoba
Buhanika ( !
( !
( !
Kidoma
Munteme
( !
Hoima
Kasasa
Bwijanga
Kibangya Nakitoma
1°30'N
1°30'N
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
Masindi PortOF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi
( !
Karongo
SOUTH SUDAN
Kitanyata
( !
Kibiro! ( Hoimo
( !
Kimina
( ! ( !
Biso
Busingiro
( !
Busindi
ETHIOPIA
0°
Albert
( Butiaba UG !
Kinyanga
0°
Lake
Bweyale
Scale 1:12,500,000
125
250
500 Kilometers
wing of Gro ed h t g n e The L is defin (LGP) of days d io r r Pe numb e ich as the r during wh fed a in e a y r a in able is avail upply for there s oisture soil m o wth; here r plant g for 2030 . d le e d mo
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: Thornton et al (2006)
13
Crop Suitability 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
( !
Bujawo
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( ! ( !
Kyankwanzi
Not suitable
Lwamagaali ( !
Kyabaune
( !
Very low ( !
Low
Wattuba 1°N
Medium low
1°N 31°E Town
Settlement
River
Road
0
7.5
Scale 1:750,000 15
Medium Medium high
31°30'E
International boundary
30
High ( !
45 Kilometers
0
Corresponds to the map on the left
Kamirambazzi
( !
. !
TA N Z A N I A
Ndede
Crop Suitability
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga
( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
Scale 1:12,500,000
125
250
500 Kilometers
to refers ab ility it u S Crop ource nd res the la ent that m al land assess s agricultur vant er le consid ions with re ition t d use op logical con o d c e e t c o agr expe imate ities. to est g activ croppin
Very high
1 cm = 7.5 km ( !
Hoima CCAFS sampling frame
Citation: FAO and IIASA (2007)
14
Livestock Production Systems 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
Arid / Semi-arid Humid / sub-humid
( !
Temperate / highland
1°N
1°N
Wattuba
. !
31°30'E
International boundary
Settlement
River
Road
0
7.5
15
Mixed Irrigated Arid / semi-arid Humid / sub-humid
Scale 1:750,000 30
( !
Scale 1:12,500,000
0
125
250
500 Kilometers
Corresponds to the map on the left
Mixed Rainfed
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
Temperate / highland
s as ystem tio n S ms take c u d o ock P r lt ural syst e Livestock only Livest ns into agricu art of at ic c onditio ied in p if Arid /semi-arid m s s li agro-c and are cla stoc k ve nt li u d o c n c a odities Temperate / highland a d co mm ; of fee terms s; livesto ck technology s; n Closed to open shrubland o urce n ductio ock func tio res o r p ; ced est n s; produ use and liv phic locatio oduct ed; geogra suppo rted. r p Urban area ons over area c an populati um Other and h
45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: FAO (2007)
15
Livelihood Zones 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
( !
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
Albertne Escarpment Cotton Cassava Zone Albertne West Nile Lowland Cattle Zone
( !
1°N Settlement
River
Road
0
7.5
30
1 cm = 7.5 km
Central and Southern Cattle Cassava Maize Zone Kafu Muzizi Maize Upland Rice Cassava Zone Karuma Masindi Oyam Tobacco Maize Cassava Zone
Scale 1:750,000 15
( ! 45 Kilometers
Lakeshore and Riverbank Fishing Zone
Hoima CCAFS sampling frame
500 Kilometers
nd plex a e com f factors. r a s d o oo Livelih by a variety map s d ne o z d o shape s liveliho ic area These e geograph roadly b t a deline hich p eop le ood w lih within e same live ces s to th ac g in d share . lu arkets ns inc patter ome, and m inc food,
National Park Urban Area Midwest Central and Lake Victoria Cresent Robusta Coffe Banana Maize and Cattle Zone * Legend corresponds to left map
( !
250
Bwijanga Pakanyi Sugarcane Maize Cassava Zone
31°30'E
International boundary
Scale 1:12,500,000
125
Corresponds to the map on the left
Wattuba
1°N
. !
0
Livelihood Zones *
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
Citation: USAID (2011)
17
Human Population Density 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
( !
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
<=5 5 - 25
( !
25 - 50
1°N
1°N
Wattuba
. !
31°30'E
International boundary
Settlement
River
Road
0
7.5
Scale 1:750,000 15
30
0
Corresponds to the map on the left
Number of persons per km
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga ( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
2
Scale 1:12,500,000
125
250
500 Kilometers
lation ed n Popu Huma is the g ridd r y pe it s s n n o e s D of per r e b num2 200 5. km in
50 - 250 > 250
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: CIESIN (2005)
18
Market Access 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
( !
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
Kiryanga
CONGO
( !
( !
Katagarukwa
Kichandi ( !
( !
( !
Kinubi ( !
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
( !
Kitoma ( !
Kigoma Buluko
( !
( !
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
( !
5 - 10
( !
10 - 15
1°N
Wattuba
River
Road
0
15 - 20 > = 20
31°30'E
International boundary
Settlement
7.5
Scale 1:750,000 15
30
Scale 1:12,500,000
125
Corresponds to the map on the left
<=5
Kyabaune
1°N
. !
0
Travel time to nearest large town/city (Hours)
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga
Bujawo
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
( !
Kigalama! (
Butema
Katereiga
( !
Kisaru
Kabwoya
Miduma ( !
( !
( !
Munteme
Bulindi
Buhanika ( !
( !
Kidoma
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
( !
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
ETHIOPIA
0°
Lake
Kinyanga
250
500 Kilometers
eas ure e is a m rmined im t l e v Tra y dete s sib ilit rs) taken e c c a f o ou , time (h urban centre in the s n e t io r t a e la n u to the city of a p op re o r town o 0 people or m of 0 ns a ,0 e 0 5 m f t o n differe count) (taking tation into ac r o transp
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: Nelson (2008)
19
Poverty 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
CONGO
Kiryanga ( !
( !
( !
( !
( !
Kinubi ( !
Kidoma
Munteme
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
Kasambya
( !
Kiduukulu
( ! ( !
( !
( !
Kigoma Buluko
Bujawo
Kitemba
( !
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi Katanabirwa
( !
Byerima
Kakindu
( ! ( !
Kisozi
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
0 or missing 0 - 20
( !
20 - 40
1°N
1°N
. !
Settlement
River
Road
0
7.5
15
40 - 60 60 - 80 80 - 100
Scale 1:750,000 30
Scale 1:12,500,000
125
250
500 Kilometers
Corresponds to the map on the left
Wattuba
31°30'E
International boundary
0
Percentage of People living on less than 2 US$ per day
Lwamagaali
( !
31°E Town
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
( !
Kiryanga
( !
( !
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kitoma
Miduma Kigalama! (
Butema
Katereiga
( !
( !
( !
Buhanika
( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
( !
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
Katagarukwa
Kichandi
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
( !
( !
0°
Lake
ETHIOPIA
Kinyanga
( ! 45 Kilometers
lobal cted g at u r t s n ty th N co CIE SI t s of pover tes of a e s im t a t s a e y d ed on ant mortalit s a b f a, are in t a l a d ion tion subn a d malnut rit h are t il o h and c th at b n d a niz ing recog for poverty s n proxie rather th a e welfar easu res. m t c e dir
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: CIESIN (2005)
20
Conservation Areas 31°E
31°30'E
30°E
( !
Bugoigo
Walykubya
( !
Runga
( !
( !
Kidwera
Bukumi ( !
Tonya
( !
( !
( !
Karongo
Nyabyeya
( !
Nyamegita
( !
Kigorobya
Bulyango
( !
( !
. ! Masindi
Kyatiri
( !
DEMOCRATIC REP.
Keyma
CONGO
Kiryanga ( !
( !
( !
( !
( !
Kinubi ( !
Kidoma
Munteme
( !
Kikube
( !
Imbamba
Buhimba
( !
( !
Kyamusakazi
( !
Kikonda
( !
Kiduukulu
( ! ( !
Kitoma ( !
Kigoma Buluko
( !
Bujawo ( !
Kitemba
Kachwamango ( !
Mbogobbiri
( !
Malweyo
( !
( !
Ntunda
Mairo
( !
Kalagi
( !
Katanabirwa
Byerima
Kakindu
( ! ( !
BURUNDI
30°E
International boundary
Bumomi ( !
( !
Kyankwanzi
Kyabaune
( !
State Forest Reserve Forest Reserve
( !
Nature Reserve
1°N
Wattuba
1°N 31°E Town
Settlement
River
Road
0
Gorilla Reserve
31°30'E
International boundary
7.5
Scale 1:750,000 15
30
0
Corresponds to the map on the left
Conservation Areas
Lwamagaali
( !
. !
TA N Z A N I A
Ndede
Kamirambazzi
Kyenda
( !
RWANDA
( !
Bukwiri
( !
Kiryanga ( !
( !
Kisozi
Victoria
( !
Kijaguzo
Kiteredde ( Rwenzori ! ( ! Mbaali ( !
( !
Kasambya
( !
Miduma Kigalama! (
Butema
Katereiga
( !
( !
( !
Buhanika
( !
Kisaru
Kabwoya
Bulindi
( !
( !
( !
( !
( !
Bukoba
1°30'N
1°30'N
Bugambe
( !
Hoima
Kasasa
Bwijanga ( !
( !
( !
Lake
( ! ( !
Kibingo
( !
K E N YA
Katagarukwa
Kichandi
Kitoba
Buseruka
UGANDA
OF
( !
( !
( !
Kigumba
Karujubu
Bikonzi
( !
( !
Pakanyi ( !
Kibiro! ( Hoimo
( !
SOUTH SUDAN
Kitanyata
( ! ( !
Biso
Busingiro
( !
Busindi
Kimina
0°
Albert
( Butiaba UG !
( !
( !
0°
Lake
ETHIOPIA
Kinyanga
Scale 1:12,500,000
125
250
500 Kilometers
s n Area areas rvatio Co nse t pro tect ed N , C en repres ording to IU ographic ge cc that ,a rly defined at ed a , dedic are cle rec ognized h legal or , g s u space d thro s, to anage n and m ective m ea nservat io n ff e co other -term g n lo e c iated ac hiev h a sso re w it ices and tu a n of erv t em s ec osys value. l a r u cult
( ! 45 Kilometers
1 cm = 7.5 km ( ! Hoima CCAFS sampling frame
Citation: UNEP-WCMC (2012).
21
References and Data Sources Regional Map Sijmons K. 2013a. Digital Satellite Image based on, MODIS (Moderate Resolution Imaging Spectroradiometer ) NASA, 2009, Ground resolution : 1 Kilometer. GTOPO30, (DEM) Global Digital Elevation Model U.S Geological Survey, Ground resolution: 1 Kilometer. Topographic Features derived from: Global GIS, U.S. Geological Survey and Google Earth. Projection: Geographic, Lat/Long, WGS84 Topographic Map Sijmons K. 2013b. Relief represenation derived from Digital Elevation Model (DEM) of SRTM (Shuttle Radar Topographic Mission) 2000, Ground resolution 90 meter and ASTER GDEM, Ground resolution 30 meter, NASA. Topographic Features digitized from Google Earth Projection: Geographic, Lat/Long, WGS84
assessment. Version 1, 2002. CD-ROM and Userâ&#x20AC;&#x2122;s Manual. CIAT, AA6713, Cali, Colombia, 87 pp. Aridity Index Trabucco, A., and Zomer, R.J. 2009. Global Aridity Index (Global-Aridity) and Global Potential Evapo-Transpiration (Global-PET) Geospatial Database. CGIAR Consortium for Spatial Information. Published online, available from the CGIAR-CSI GeoPortal at: http://www.csi.cgiar.org/ Altitude Jarvis, A., H.I. Reuter, A. Nelson, E. Guevara, 2008, Hole-ďŹ lled SRTM for the globe Version 4, available from the CGIAR-CSI SRTM 90m Database. Available at http://srtm.csi.cgiar.org Soil Type FAO/IIASA/ISRIC/ISS-CAS/JRC. 2009. Harmonized World Soil Database (version 1.1). FAO, Rome, Italy and IIASA, Laxenburg, Austria.
Satellite Image RapidEye Satellite Image, 5 meter ground resolution, Image acquisition, 17-01-2011
Agro-Ecological Zones Fischer, G., F. Nachtergaele, S. Prieler, H.T. van Velthuizen, L. Verelst, D. Wiberg, 2008. Global Agroecological Zones Assessment for Agriculture (GAEZ 2008). IIASA, Laxenburg, Austria and FAO, Rome, Italy
Annual Rainfall Hijmans, R.J., S.E. Cameron, J.L. Parra, P.G. Jones and A. Jarvis, 2005. Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology 25: 1965-1978.
Landcover Arino, O., Perez J. R., Kalgirou V., Defourny P., Achard F. 2009. GlobCover. Version 2.3 Global. Accessed at http://ionia1.esrin.esa.int/
Annual Rainfall Graph Jones P G, Thornton P K, Diaz W and Wilkens P W. 2002. MarkSim, a computer tool that generates simulated weather data for crop modeling and risk assessment. Version 1, 2002. CD-ROM and Users Manual. CIAT, AA6713, Cali, Colombia, 87 pp.
Landuse Natchtergaele F., Petri M., 2010. Mapping Land Use at global and Regional Scales for Land Degradation Assessment Analysis (LADA).Version 1.1. LADA Project FAO/UNEP GEF/. http://www.fao.org/geonetwork/srv/en/metadata.show?id=37139&currTab=simple
Annual Temperature Hijmans, R.J., S.E. Cameron, J.L. Parra, P.G. Jones and A. Jarvis, 2005. Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology 25: 1965-1978.
Length of Growing Period 2000 Thornton P K, Jones P G, Owiyo T, Kruska R L, Herrero M, Kristjanson P, Notenbaert A, Bekele N and Omolo A, with contributions from Orindi V, Adwerah A, Otiende B, Bhadwal S, Anantram K, Nair S and Kumar V. 2006. Mapping climate vulnerability and poverty in Africa. Report to the Department for International Development, International Livestock Research Institute, Nairobi, Kenya, 200 p.
Annual Temperature Graph Jones P G, Thornton P K, Diaz W and Wilkens P W. 2002. MarkSim, a computer tool that generates simulated weather data for crop modeling and risk
Length of Growing Period 2030 Thornton P K, Jones P G, Owiyo T, Kruska R L, Herrero M, Kristjanson P, Notenbaert A, Bekele N and Omolo and Kumar V. 2006. Mapping climate vulnerability and poverty in Africa. Report to the
22
Department for International Development, International Livestock Research Institute, Nairobi, Kenya, 200 p.
Conservation Areas UNEP-WCMC (2012). Data Standards for the World Database on Protected Areas. UNEP-WCMC: Cambridge, UK.
Crop Suitability FAO-IIASA 2007. Mapping biophysical factors that inďŹ&#x201A;uence agricultural production and rural vulnerability. Food and Agriculture Organization and International Institute for Applied Systems Analysis, Rome 2007. Livestock Production Systems FAO. 2007. Gridded livestock of the world 2007, by G.R.W. Wint and T.P. Robinson.Rome, pp 131. Livestock Density Wint W, Robinson T, 2007. Gridded Livestock of the World. FAO, 131 pp. Livelihood Zones Livelihood Zone Products. Famine Early Warning Systems Network (FEWS NET). Accessed at http://www.fews.net/pages/livelihoods.aspx?loc=6&l=en. Human Population Density Center for International Earth Science Information Network (CIESIN)/Columbia University, and Centro Internacional de Agricultura Tropical (CIAT, 2005. Gridded Population of the World, Version 3 (GPWv3): Population Density Grid, Future Estimates, Edition: 3.0. NASA Socioeconomic Data and Applications Center (SEDAC. Online_Linkage: http://sedac.ciesin.columbia.edu/data/set/gpw-v3-population-density-future-estimates Market Access Nelson, A. (2008) Estimated travel time to the nearest city of 50,000 or more people in year 2000. Global Environment Monitoring Unit - Joint Research Centre of the European Commission, Ispra Italy. Available at http://www-tem.jrc.it/accessibility (accessed 06/03/2004) Poverty Center for International Earth Science Information Network (CIESIN), Columbia University, 2005. Small Area Estimates of Poverty and Inequality (SAEPI) database. Palisades, NY: CIESIN, Columbia University. Available at http://www.ciesin.columbia.edu/povmap. ( Version 1.0) Available at http://sedac.ciesin.columbia.edu/theme/poverty
23
June 2013
The CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS) brings together the worldâ&#x20AC;&#x2122;s best researchers in agricultural science, development research, climate science and Earth System science, to identify and address the most important interactions, synergies and tradeoffs between climate change, agriculture and food security. CCAFS is a strategic partnership of CGIAR and Future Earth, led by the International Center for Tropical Agriculture (CIAT).
K.Trautman/CCAFS
For more information, visit www.ccafs.cgiar.org and www.geomapa.nl