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1991b) were used dur<strong>in</strong>g <strong>the</strong> field work for orientation. <strong>The</strong> digital map mosaic was converted<br />

from WGS-84 to follow <strong>the</strong> parameters described <strong>in</strong> Table 1 <strong>in</strong> ERDAS IMAGINE.<br />

Soil data comprises <strong>of</strong> two sources: KSS <strong>and</strong> ISRIC compiled 1:1M geo-referenced Soil <strong>and</strong><br />

Terra<strong>in</strong> Database for Kenya (kenSOTER) (ISRIC 2010); <strong>and</strong> IPCC Default Soil Classes<br />

derived from <strong>the</strong> Harmonized World Soil Data Base (HWDB) (Ver 1.1) from Carbon Benefit<br />

Project <strong>and</strong> ISRIC (Batjes 2010). KenSOTER is compiled <strong>in</strong> 1995 <strong>in</strong> accordance with <strong>the</strong><br />

SOTER methodology, for national <strong>and</strong> local agricultural plann<strong>in</strong>g purposes (ITC 2010; ISRIC<br />

2010). It comprises <strong>of</strong> soil geographical <strong>and</strong> attribute data; <strong>the</strong> previous conta<strong>in</strong>s data <strong>of</strong><br />

location, extent <strong>and</strong> topology <strong>of</strong> each SOTER unit while <strong>the</strong> latter holds <strong>in</strong>formation on <strong>the</strong><br />

characteristics <strong>of</strong> spatial unit <strong>and</strong> <strong>in</strong>cludes <strong>in</strong>formation on both area data <strong>and</strong> po<strong>in</strong>t data<br />

(Batjes & Gicheru 2004: 5). Data regard<strong>in</strong>g <strong>the</strong> clay content <strong>in</strong> soils was derived from IPCC<br />

soil classification scheme that is derived from <strong>the</strong> HWSD. <strong>The</strong> IPCC cluster<strong>in</strong>g scheme<br />

generalize <strong>the</strong> over 60 soil units def<strong>in</strong>ed by HWSD (derived from FAO) <strong>in</strong>to seven broad<br />

classes that def<strong>in</strong>e <strong>the</strong> soil suitability for agriculture: high activity (HAC), low activity (LAC),<br />

s<strong>and</strong>y (SAN), spodic (POD), volcanic (VOL), wetl<strong>and</strong>s (WET) <strong>and</strong> organic (ORC) (Batjes<br />

2010: 2). <strong>The</strong> parameter convertion from WGS-84 to parameter described <strong>in</strong> Table 1 was<br />

conducted to <strong>the</strong> kenSOTER file that was Spatially Adjusted with aff<strong>in</strong>e transformation<br />

method <strong>in</strong> ArcMap to ga<strong>in</strong> <strong>the</strong> right coord<strong>in</strong>ate system, Arc1960 37S. KenSOTER<br />

geographical database class NEWSUID was l<strong>in</strong>ked with NEWSUID class from attribute data<br />

soilparameters.dbf file. Mu_Global class from GBC_globalIPCCsoilclasses.mdb (<strong>in</strong>ner<br />

CBP_IPCCsolclas file from Batjes 2010) was jo<strong>in</strong>ed with adjusted kenSOTER file <strong>in</strong> order to<br />

be able to visualize <strong>the</strong> IPCC clay activity data. KenSOTER is <strong>the</strong> data source for HWSD,<br />

consequently <strong>the</strong> soil mapp<strong>in</strong>g unit boarders co<strong>in</strong>cide even if <strong>the</strong> HWSD-IPCC data is <strong>in</strong><br />

raster <strong>and</strong> kenSOTER data <strong>in</strong> vector form.<br />

Shapefiles <strong>of</strong> exist<strong>in</strong>g road network <strong>of</strong> easily accessible roads were done based on <strong>the</strong> scanned<br />

topographic maps, satellite image <strong>and</strong> field observations. Water bodies, important towns <strong>in</strong><br />

<strong>the</strong> area, five important eco-tourism sites among o<strong>the</strong>rs were digitalized on shapefiles, too.<br />

Tree DBH, that is outside bark diameter at breast height, was used to measure <strong>the</strong> maturity <strong>of</strong><br />

trees <strong>in</strong> <strong>the</strong> r<strong>and</strong>omly chosen 17 test plots <strong>of</strong> 30x30 meters each. Breast height is def<strong>in</strong>ed as<br />

4.5 feet (1.37 meters) above <strong>the</strong> forest floor on <strong>the</strong> uphill side <strong>of</strong> <strong>the</strong> tree (FORESTRY 2011).<br />

Bila <strong>and</strong> L<strong>in</strong>dgren (1998: 122) def<strong>in</strong>e a mature Brachystegia spiciformis to be <strong>of</strong> 0.4 to 0.6<br />

meters on DBH. However, trees � 0.15 meters <strong>in</strong> DBH were classified as mature <strong>in</strong> this study<br />

as this size <strong>of</strong> trees are commonly used for charcoal production <strong>in</strong> <strong>the</strong> area.<br />

17

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