Si te A tla s CCAFS site atlas Usambara Tanzania CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS) Si te A tla s Kaffrine Se egal Correct citation: Sijmons K., Kiplimo J., Förch W., Thornton P.K., Moussa, A.S. and Zougmoré, R. (2013). CCAFS Site Atlas – Kaffrine. 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 DISCLAIMER: This Atlas Series has been prepared as an output for Theme 4.2 under the CCAFS program and has not been peer reviewed.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 IV 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 Kaffrine in Senegal, in West Africa Region. 120ºW 20ºN 10ºW 0º 10ºN 0º 20ºW 10ºW 0º 20ºN 10ºN 0º CCAFS Sites: West Africa Burkina Faso: Yatenga (BF01)Ghana: Lawra-Jirapa (GH01)Mali: Segou (MA01)Niger: Kollo (NI01)Senegal: Kaffrine (SE01) CCAFS Country Sites Citation: GeoMapa (2013a) !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!(!( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye Fas Diamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Topography Kaffrine 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International Boundary 2 CCAFS Site SE01, Kaffrine, Senegal 15.407W 13.968N15.407W 14.242N15.686W 14.242N15.686W 13.968N Sampling frame size: 30km x 30km RiverRoadRiver Bed Coordinates of the CCAFS BaselineSampling frame Citation: GeoMapa (2013b) !( !( !( !( !( !( !( !( !( !. !( !( !( !( !( !. !( Kaffrine Sorokogne Dodj Bela Katakel Gotou PeulNandjigui Béné Djouma Tisse GodibaMedina Ndiognick Ngouye Ndamboul Mboul Touba Keur Cheikh Toune Mosquee Touba Taba Fassy 15°30'0"W 15°30'0"W 15°40'0"W 15°40'0"W 14°1 0'0"N 14°1 0'0"N 14°0 '0"N 14°0 '0"N Satellite Image Kaffrine 0 2.5 5 7.5 10 12.51.25 Kilometers1:225,000Scale 3 Settlement CCAFS HBS villages !( !( !. CCAFS VBS/OBS village RoadRailway Citation: RapidEye (2011) RapidEye imagery from 21-04-2011 at 5m ground resolutio n HBS= Household Base line Survey VBS= Village Baseline Survey OBS= Organizational B aseline Survey !. Town CCAFS BaselineSampling Frame !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Annual Rainfall M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN Rainfall (mm) < = 250 250 - 750 750 - 1,250 1,250 - 1,750 > = 1,750 4 International Boundary RiverRoadRiver Bed KaffrineCCAFS sampling frame Citation: Hijmans et al (2005) Annual Rainfall dataof current interpolations of observed data, representativeof 1950 - 2000 0 5 10 15 20 050 100150 200250 Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec No. o f Rai ny D ays Rain fall ( mm) Kaffrine Mean Monthly Rainfall Distribution Rainfall (mm)No. of Rainy Days Citation: Jones et al (2002) Kaffrine Mean Monthly Rainfall Distribution !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Annual Temperature M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 5 International Boundary RiverRoadRiver Bed Temperature (ºC) < = 15 15 - 20 20 - 25 25 - 30 > = 30 KaffrineCCAFS sampling frame Citation: Hijmans et al (2005) Annual Temperaturerepresents annual temperature data of current interpolations of observed data, averaged for 1950 - 2000 010 2030 4050 Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec Tem p. (d eg. C el) Kaffrine Mean Monthly Temperature Distribution Temp. MaxTemp. MinTemp. Mean Citation: Jones et al (2002) Kaffrine Mean Monthly Temperature Distribution !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Aridity Index M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN Aridity Index Hyper Arid Arid Semi Arid Dry sub-humid Humid 6 International Boundary RiverRoadRiver Bed KaffrineCCAFS sampling frame Citation: Trabucco et al (2009) Aridity Index indicates the level of dryness, taking evapotranspiration into account, at a given location of known rainfall !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Altitude M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed Altitude (m) > = 200 150 - 200 < = 25 50 - 100 25 - 50 100 - 150 7KaffrineCCAFS sampling frame Citation: Jarvis et al (2008) Altitude indicates theheight above sea level in meters !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Soil Type M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed Acrisols Arenosols Fluvisols Gleysols Lixisols Leptosols Soil Type * * Legend corresponds to left map Regosols Solonchaks 8KaffrineCCAFS sampling frame Citation: FAO et al (2009) Soil Type refers to the soilgroup as per the FAO classification. Soil groups are defined by their paren t material and morphogene tic characteristics in terms of structural properties and texture (sand, silt andclay content), as well as organic matter content. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Agro-Ecological Zones M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN Agro-Ecological Zones * 9 International Boundary RiverRoadRiver Bed Semi-arid/Sudan Savanna Northern Guinea Savanna Southern Guinea Savanna* Legend corresponds to left map KaffrineCCAFS sampling frame Citation: FAO (2008) Agro-Ecological Zonesindicate the division of land areas that have similar characteristics related to land suitabili ty, potential agricultural production and environmental impact. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Landcover M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 10 Kaffrine International Boundary RiverRoadRiver Bed Closed to open broadleaved forest regularly flooded (fresh-brackish water) KaffrineCCAFS sampling frame Citation: Arino et al (2009) Open broadleaved deciduous forest Landcover * Rainfed croplands Mosaic Croplands/Vegetation Mosaic Vegetation/Croplands Mosaic Forest-Shrubland/Grassland Closed to open shrubland Bare areas Urban area * Legend corresponds to left map Landcover shows the observed (bio)physical cover of the earth's surface, i.e. dominant vegetation, land use and man-made features. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Landuse M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed Landuse * Shrubs unmanaged Wetlands mangrove Agriculture protected Shrubs high livestock density Open water inland Fisheries Shrubs moderate livestock density Urban area Forest protected Crops and high livestock density Crops and moderate intensive livestock density 11KaffrineCCAFS sampling frame Citation: Natchtergaele et al (2010) Landuse is a description of how people utilize the land.It involves socio-economic activity, i.e. the management and modifi cation of the natural environme nt into built environment,such a s agricultural fields and se ttlements. At any place, theremay b e multiple land uses, the dominant one is present ed here. * Legend corresponds to left map !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Length of Growing Period 2000 M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN Thornton et.al (2006) 12 International Boundary RiverRoadRiver Bed Length of Growing Period (Days) < = 50 50 - 100 100 - 150 150 - 200 > 200 KaffrineCCAFS sampling frame Citation: The Length of Growing Period (LGP) is defined as the number of days in a year during which there is available rainfedsoil moisture supply for plant growth. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Length of Growing Period 2030 M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 13 Kaffrine International Boundary RiverRoadRiver Bed Length of Growing Period (Days) < = 50 50 - 100 100 - 150 150 - 200 > 200 Citation: Thornton et al (2006) The Length of Growing Period (LGP) is defined as the number of days in a year during which there is available rainfed soil moisture supply for plant growth; here modeled for 2030. KaffrineCCAFS sampling frame !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Crop Suitability M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 14 International Boundary RiverRoadRiver Bed KaffrineCCAFS sampling frame Crop Suitability Not suitable Very low Low Medium low Medium Medium high High Very high Citation: FAO and IIASA (2007) Crop Suitability refers to the land resource assessment that considers agricultural lan d use options with relevan t agro-ecological conditionto estimate expectedcropping activities. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Livestock Production Systems M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 15 International Boundary RiverRoadRiver Bed KaffrineCCAFS sampling frame Mixed Rainfed Arid / Semi-arid Humid / sub-humid Temperate / highland Arid / semi-arid Humid / sub-humid Temperate / highland Arid /semi-arid Temperate / highland Closed to open shrubland Other Urban area Mixed Irrigated Livestock only Citation: FAO (2007) Livestock Production Sy stems as part of agricultural syst ems take agro-climatic conditions into account and are classif ied in terms of feed and lives tock resources; livestock com modities produced; production t echnology; product use and livesto ck functions; area covered; geograph ic locations; and human populations supported. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Livestock Density M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 5 - 10 No Observations <= 5 10 - 15 15 - 20 >= 20 16 International Boundary RiverRoadRiver Bed Number per km KaffrineCCAFS sampling frame 2 Citation: Wint et al (2007) Livestock Density is measured in numbers of livestock, including cattle, goats and sheep, per km 2 !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed Livelihood Zones 17 Agriculture Zone Sylvo-pastoral Agropastoral: Peanut Zone Livelihood Zones * * Legend corresponds to left map Petite-Cote: Fishing, Tourism and Arboriculture Zone KaffrineCCAFS sampling frame Citation: USAID (2011) Livelihoods are complex and shaped by a variety of fa ctors. These livelihood zone m aps delineate geographic are as within which people broa dly share the same livelihoo d patterns including acces s to food, income, and marke ts. !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Human Population Density M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN < = 5 5 - 25 25 - 50 50 - 250 > 250 18 International Boundary RiverRoadRiver Bed Number of persons per km KaffrineCCAFS sampling frame 2 Citation: CIESIN (2005) Human Population Density is the gridded number of persons perkm in 2005.2 !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Market Access M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN 19 International Boundary RiverRoadRiver Bed Travel time to nearest large town/city (Hours) < = 5 5 - 10 10 - 15 15 - 20 > = 20 KaffrineCCAFS sampling frame Citation: Nelson (2008) Travel time is a measureof accessibility determinedin the time (hours) taken to the nearest urban centr e, town or city of a populatio n of 50,000 people or more (taking different means of transportation into accoun t) !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N Poverty M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed < = 10 10 - 20 20 - 30 30 - 40 40 - 50 > = 50 20KaffrineCCAFS sampling frame CIESIN (2005)Citation: CIESIN constructed glo bal data sets of poverty th at are based on estimates of subnational infantmorta lity and child malnutrition d ata, recognizing that both a re proxies for poverty and welfare rather than direct measures. Percentage of People living on less than 2 US$ per day !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !(!( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !(!( !( !( !(!(!( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !(!(!( !(!( !( !( !( !( !( !( !( !( !(!(!( !( !( !( !( !( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !( !(!( !( !( !( !(!( !( !( !( !( !( !( !( !( !( !( !( !(!( !(!( !( !( !. !. THE GAMBIA Saboya Koutango Ndiaouara Diama PaleneDieme Tievi Kohel Keur AyipKeur Diata Keur NalaKeur Alassane KhodiaNighatnor Ya Garan Mabo Tialene NdiemeDioubene TaibaSinntiou Vanar NdioliKeur Male Kaifara Kabakoto Kaymor Pete TialeneTaibaKatialBaliDioli KalialDiokoul Sintie Alenndao Nguiedj Katiot Tisse Katakel Gotou PeulKatiaouaneNdianiene LantaKeur Tierno TalaBéné DjoumaNgouyeNandjigui Kounias Taiffa Keur Saïdou Keur Ali Gassam DiambourToubaKeur Tianderi Segre SekoKoïlal Darou Koudous Kawil KoumbalKeur Sosse Kahone Bak KongoliPaffaKirpa ParasselKeur Modj Gati Peulh Gatie Naoude GobakMbadio Bailar Bouma Goundl N'DofanKeur BiramPakalaKeur MadiabelKoudomDaga Bani Keur Amat Fal DafarTioubene Layene Koredia Keur AbibouMedinaKeur Ndari Wack Ngouna Keur Diabel Daro Koudous DertadiKeur Moussa IntiaTubassaloumLoungueNioro Du Rip Medina NgandaNdankouNdakhar Mara Nguiere Koutia TaouaDemissira Ndiankot Pete TiangayeMinalTouba Ali Fana Ndiayene Mousdalifa Arafa Sinntiou AdarPor RarameBandioul BanteMaka Yop Ndakar NiahèneSeyaneMbaye MbayeTaiba TiareneKassassa Koulegna Kerma FassSaham Diébel Keur Samba DioubaneDiapto Koho SosséSine MoktarKeur Manoumbe Yassi Tiobe Ngouye DieriDarou MoussaTanemSintiou KafateNgouye Siouarh Gayene BélogneTaiba NdioufeneBirklane Malem Koungheul Kanka Toune Sorokogne Babanem Dianke Souf Delbi Tivaouane Delby Dodj Diote Kelbiram Pailar Dan Tiadi Diayene Lévé BaneMbabane Dioum Guennt Keur Sasndao Boul Peul Tobéne MedinaGnabaDiam DiamHokar Taoua Keur Yoro Barou Medina Fas Fass Seli Kourou DiobèneDiobeneKounarGoubi PaffaGadiaga Médina SambèneMbétét ThioyeneGainte PatheNdiolrhosKaye BoubouBoudiéguel Tag Gueye Taïf Boguel Sab Sabre Loumbol Babane Oualof Maodo Damadji Koum-Koum Missira Tioyene Bélé BarkedjiDiaorelSidakDiamelKeur Ndame Ndiodori DomakPatakour Kelkome Demba KouraTanéGaima Tapsir GainaAlikaDargouyéLeveColobane Diabel Mbégué Araldé Darou Salam MoureGouye SambabaneBountou Mbar Darou SagorKaïga Mbar NesséonaTioumboDianveli-Alassane Panal Gouyaré Kourou Loumbol Bodé LanelWoreGaloulé Quarkere Binngel Diarhao Gnibi BondiéTiomWaoumaneDiouni GuelTorodoGoulo KoumAloukiDiakéTiadie Babou DaveneMbos DinnguierDiatmel Moussa Gassel Bam DjiganeAté Ndiaye FasDiamaguene BidiamBela Keur BabamBayandour Korki Keur Aliou Sissé BoulelDarouGuinguinéoNgar Guèye Ndieng Nguékor Ourour Maka BayeLaloye LaneaneLoumbel KeliOuadene Sabar Gadada Gossas Gapassel Guiné OuadiourTieneba Diene LaganeNiapguelRhaye Bayar DamMayaye Seo ToureSeoDarou SalamTouba BouleGobak Koba Vang NdioumaneOuada Darou Mbake Tévè Keur MasséYari Gouye GrinelKaelGowane Balol Kaolack Kaffrine 15°W 15°W 15°30'W 15°30'W 16°W 16°W 14°3 0'N 14°3 0'N 14°N 14°N 13°3 0'N 13°3 0'N M A L I M A U R I T A N I A G U I N E A S E N E G A L SIERRA LEONE GUINEA-BISSAU THE GAMBIA 10°W 10°W 15°W 15°W 20°N 20°N 15°N 15°N 10°N 10°N 0 10 20 30 40 505 Kilometers1:1,000,000Scale 1 cm = 10 km Settlement!. Town International boundary Corresponds to the map on the left 1:12,500,000Scale0 250 500125 Kilometers ATLANTIC OCEAN International Boundary RiverRoadRiver Bed Conservation Areas 21 Natural Park KaffrineCCAFS sampling frame UNEP and WCMC (2012)Citation: Conservation Areas represent protected areasthat,according to IUCN, are clearly defined geogra phic spaces, recognized, dedica ted and managed through leg al or other effective means, to achieve long-term conserv ation of nature with associated ecosystem services and cultural value. National Park Hunting Reserve Conservation Areas 22 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 Satellite Image RapidEye Satellite Image, 5 meter ground resolution, Image acquisition, 17-01-2011 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. 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. 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. 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 assessment. Version 1, 2002. CD-ROM and User’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-filled 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. Agro-Ecological Zones Fischer, G., F. Nachtergaele, S. Prieler, H.T. van Velthuizen, L. Verelst, D. Wiberg, 2008. Global Agro- ecological Zones Assessment for Agriculture (GAEZ 2008). IIASA, Laxenburg, Austria and FAO, Rome, Italy 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/ Landuse Natchtergaele F., Petri M., 2010. Mapping Land Use at global and Regional Scales for Land Degrada- tion Assessment Analysis (LADA).Version 1.1. LADA Project FAO/UNEP GEF/. http://www.fao.org/geonetwork/srv/en/metadata.show?id=37139&currTab=simple 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. 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 23 Department for International Development, International Livestock Research Institute, Nairobi, Kenya, 200 p. Crop Suitability FAO-IIASA 2007. Mapping biophysical factors that influence 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 Commis- sion, 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 Conservation Areas UNEP-WCMC (2012). Data Standards for the World Database on Protected Areas. UNEP-WCMC: Cambridge, UK. June 2013 The CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS) brings together the world’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). For more information, visit www.ccafs.cgiar.org and www.geomapa.nl