Biophysical baseline assessment within the KCEP-CRAL action areas in Kenya, using the LDSF (ICPSR doi:10.34725/DVN/CBHCKS)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Biophysical baseline assessment within the KCEP-CRAL action areas in Kenya, using the LDSF

Identification Number:

doi:10.34725/DVN/CBHCKS

Distributor:

World Agroforestry (ICRAF)

Date of Distribution:

2021-03-30

Version:

4

Bibliographic Citation:

Winowiecki, Leigh Ann; Vågen, Tor-Gunnar; Tobella-Bargues, Aida; Magaju, Christine; Muriuki, Justin; Mwaniki, Alex, 2021, "Biophysical baseline assessment within the KCEP-CRAL action areas in Kenya, using the LDSF", https://doi.org/10.34725/DVN/CBHCKS, World Agroforestry (ICRAF), V4, UNF:6:B6+aloWrdXJXKrPdMX2tzQ== [fileUNF]

Study Description

Citation

Title:

Biophysical baseline assessment within the KCEP-CRAL action areas in Kenya, using the LDSF

Identification Number:

doi:10.34725/DVN/CBHCKS

Authoring Entity:

Winowiecki, Leigh Ann (ICRAF)

Vågen, Tor-Gunnar (ICRAF)

Tobella-Bargues, Aida (SLU)

Magaju, Christine (ICRAF)

Muriuki, Justin (GoK)

Mwaniki, Alex (GoK)

Other identifications and acknowledgements:

ICRAF

Other identifications and acknowledgements:

Government of Kenya, Ministry of Agriculture and Irrigation-Through EU contribution to IFAD

Other identifications and acknowledgements:

Soils, Systems

Other identifications and acknowledgements:

FTA, WLE

Producer:

World Agroforestry

Government of Kenya (THE MINISTRY OF AGRICULTURE AND IRRIGATION STATE DEPARTMENT FOR CROPS DEVELOPMENT)

Adaptation for Smallholder Agriculture Programme

European Union

Grant Number:

KENY-1309

Distributor:

World Agroforestry (ICRAF)

Distributor:

World Agroforestry

Access Authority:

Winowiecki, Leigh Ann

Depositor:

Karari, Valentine

Date of Deposit:

2021-02-01

Study Scope

Keywords:

Agricultural Sciences, Earth and Environmental Sciences, Soil

Topic Classification:

Land, LDSF

Abstract:

These data were collected within the Kenya Cereal Enhancement Programme-Climate Resilient Agricultural Livelihoods (KCEP-CRAL) Window. This study was conducted within the action sites of the Kenya Cereal Enhancement Programme-Climate Resilient Agricultural Livelihoods (KCEP-CRAL) Window, which is a programme supported by the Government of Kenya and International Fund for Agricultural Development (IFAD) within the Adaptation for Smallholder Agriculture Programme (ASAP). The project assessed key indicators of land and soil health in order to understand drivers of degradation, and monitor changes over time using the Land Degradation Surveillance Framework (LDSF) methodology (http://landscapeportal.org/blog/2015/03/25/the-land-degradation-surveillance-framework-ldsf/). The LDSF provides a field protocol for measuring indicators of the "health" of an ecosystem. The LDSF was developed by the World Agroforestry (ICRAF) in response to the need for consistent field methods and indicator frameworks to assess land health in landscapes. The framework has been applied in projects across the global tropics, and is currently one of the largest land health databases globally with more than 30,000 observations, shared at http://landscapeportal.org. This project will benefit from existing data in the LDSF database, while at the same time contributing to these critically important global datasets through on-going data collection. Earth Observation (EO) data will be combined with the LDSF framework to develop the outputs for the project, including land degradation and soil health. Specific Activities on the ICRAF Component as Stated in the Agreement 1. Develop survey methodology detailing study design, methodology, tools, work plan and timelines documented 2. Procure LDSF field survey equipment 3. Conduct five LDSF surveys across the KCEP-CRAL action areas 4. Process, analyse and document the soil samples 5. Conduct Earth Observation-based assessment of biophysical indicators over time 6. Conduct capacity development opportunities with members of the PCU M&E staff and Government counterparts on LDSF field methodology This dataset contains LDSF field data from five LDSF sites in Kenya totalling 787 LDSF plots . It also contains the predictions using MIR Spectroscopy for 1500 Topsoil (0-20cm) and Subsoil (20-50cm) samples for six soil variables, including soil organic carbon, total nitrogen and pH.

Country:

Kenya

Geographic Coverage:

Makueni, Kwale, Kilifi, Tharaka Nithi, Embu

Kind of Data:

Predicted Chemical data

Methodology and Processing

Sources Statement

Data Access

Conditions:

World Agroforestry grants this license under the condition that you must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.

Disclaimer:

DATAVERSE DISCLAIMER Whilst utmost care has been taken by the World Agroforestry Centre and data authors while collecting and compiling the data, the data is however offered "as is" with no express or implied warranty. In no event shall the data authors, the World Agroforestry, or relevant funding agencies be liable for any actual, incidental or consequential damages arising from the use of the data. By using the World Agroforestry Dataverse, the user expressly acknowledges that the Data may contain some nonconformities, defects, or errors. No warranty is given that the data will meet the user's needs or expectations or that all nonconformities, defects, or errors can or will be corrected. The user should always verify actual data; therefore the user bears all responsibility in determining whether the data is fit for the user’s intended use.

Notes:

This dataset is made available under the Creative Commons Attribution 4.0 International (CC-BY-4.0). The license allows you, the user, to copy and redistribute the material in any medium or format and/or transform, and build upon the material for any purpose, even commercially.

Other Study Description Materials

Related Publications

Citation

Bibliographic Citation:

LDSF field guide: http://landscapeportal.org/blog/2015/03/25/the-land-degradation-surveillance-framework-ldsf

Citation

Bibliographic Citation:

LDSF flyer: http://landscapeportal.org/uploaded/blogs/ldsf_files/LDSF_Flyer_Final_2020.pdf

Citation

Identification Number:

10.34725

Bibliographic Citation:

Vågen, Tor-Gunnar;Winowiecki, Leigh Ann;Desta, Luseged;Tondoh, Ebagnerin Jérôme;Weullow, Elvis;Shepherd, Keith;Sila, Andrew, 2020, "Mid-Infrared Spectra (MIRS) from ICRAF Soil and Plant Spectroscopy Laboratory: Africa Soil Information Service (AfSIS) Phase I 2009-2013"

Citation

Identification Number:

10.1016

Bibliographic Citation:

Vågen, Tor-G., Winowiecki, L., Tondoh, J.E., Desta, L.T. and Gumbricht, T. 2016. Mapping of soil properties and land degradation risk in Africa using MODIS reflectance. Geoderma. http://www.sciencedirect.com/science/article/pii/S0016706115300082 

Citation

Identification Number:

10.1016

Bibliographic Citation:

Vågen, T-G and Winowiecki, L., Abegaz, A., Hadgu, K. 2013. Landsat-based approaches for mapping of land degradation prevalence and soil functional properties in Ethiopia. Remote Sensing of Environment. 134:266-275.

Citation

Identification Number:

10.1016

Bibliographic Citation:

Winowiecki, L., Vågen, T-G. and Huising, J. 2016. Effects of land cover on ecosystem services in Tanzania: A spatial assessment of soil organic carbon. Geoderma. http://www.sciencedirect.com/science/article/pii/S0016706115000816.

File Description--f11453

File: KCEP-CRAL_infiltration_data_variables_description.tab

  • Number of cases: 15

  • No. of variables per record: 9

  • Type of File: text/tab-separated-values

Notes:

UNF:6:Ul9zw4fKMOTMh5ShK7sFiQ==

File Description--f11222

File: KCEP CRAL_ldsf_plotpropertiesICRAF 2021.tab

  • Number of cases: 787

  • No. of variables per record: 112

  • Type of File: text/tab-separated-values

Notes:

UNF:6:GXmnKj80OQHikP2nWUpPAQ==

File Description--f11452

File: KCEP_infiltration_data.tab

  • Number of cases: 4354

  • No. of variables per record: 12

  • Type of File: text/tab-separated-values

Notes:

UNF:6:R/NXsDPXkgdpTnshzTqmBA==

File Description--f11214

File: ldsf_description of codesv4.tab

  • Number of cases: 9085

  • No. of variables per record: 5

  • Type of File: text/tab-separated-values

Notes:

UNF:6:dv7xUc0Dg3fBawMwyPYh7g==

File Description--f11212

File: Predicted Soil Variables Description.tab

  • Number of cases: 19

  • No. of variables per record: 7

  • Type of File: text/tab-separated-values

Notes:

UNF:6:Js6qiil8D7xWVwvAXgnuBQ==

File Description--f11475

File: shrub_data_LDSF_DF_221123.tab

  • Number of cases: 3631

  • No. of variables per record: 17

  • Type of File: text/tab-separated-values

Notes:

UNF:6:+fZe+HQcvnKccZFngXmevA==

File Description--f11210

File: stdfine_ICRAF_mir_soil_predictions_KCEP_25Jan2021.tab

  • Number of cases: 1500

  • No. of variables per record: 16

  • Type of File: text/tab-separated-values

Notes:

UNF:6:bALJRCshWP8G2Le+5e4UFg==

File Description--f11477

File: tree_data_LDSF_DF_221123.tab

  • Number of cases: 4069

  • No. of variables per record: 16

  • Type of File: text/tab-separated-values

Notes:

UNF:6:E9O2vVQeACGU1qXbFaT3aw==

Variable Description

List of Variables:

Variables

material

f11453 Location:

Variable Format: character

Notes: UNF:6:Pw45CBUrMCRVuSDtvwOj6A==

variablename

f11453 Location:

Variable Format: character

Notes: UNF:6:aWxS79aATQ/u1PquIf15yg==

variabledescription

f11453 Location:

Variable Format: character

Notes: UNF:6:YyFp73b9CImxmJmfxn0AGg==

Units

f11453 Location:

Variable Format: character

Notes: UNF:6:sU4uJeY0gE5a027yF4YsHw==

instrumentusedforanalysis

f11453 Location:

Variable Format: character

Notes: UNF:6:xz91h8cjJlQZoAgxtPoytg==

methodused

f11453 Location:

Summary Statistics: Min. NaN; StDev NaN; Valid 0.0; Mean NaN; Max. NaN;

Variable Format: numeric

Notes: UNF:6:ihAgY0GRwntj08KqRbcj9g==

labwhereanalysiswasconducted

f11453 Location:

Summary Statistics: Valid 0.0; StDev NaN; Mean NaN; Max. NaN; Min. NaN;

Variable Format: numeric

Notes: UNF:6:ihAgY0GRwntj08KqRbcj9g==

datesampleswerecollected

f11453 Location:

Variable Format: character

Notes: UNF:6:kUBIDp7QYt/DAVcmshZpKA==

yearanalysiswasconducted

f11453 Location:

Summary Statistics: Valid 0.0; Min. NaN; Max. NaN; Mean NaN; StDev NaN

Variable Format: numeric

Notes: UNF:6:ihAgY0GRwntj08KqRbcj9g==

Country

f11222 Location:

Variable Format: character

Notes: UNF:6:GQaMg7a3ZoJoGzJHYquTxw==

Date

f11222 Location:

Variable Format: character

Notes: UNF:6:aXFlstOhmHy4s+IGsedIwg==

Time

f11222 Location:

Variable Format: character

Notes: UNF:6:TAxsR3fnTXhvOEjx+8TXWg==

Year

f11222 Location:

Summary Statistics: Min. 2018.0; StDev 0.4008253929480332; Valid 787.0; Mean 2018.7992376111818; Max. 2019.0;

Variable Format: numeric

Notes: UNF:6:BTh7gMRRqW5tGyQepDgezA==

Site

f11222 Location:

Variable Format: character

Notes: UNF:6:GEk7TUW1TTaYfpZdVbHk/w==

Cluster

f11222 Location:

Summary Statistics: StDev 4.611365575843865; Min. 1.0; Valid 787.0; Max. 16.0; Mean 8.470139771283353

Variable Format: numeric

Notes: UNF:6:vwX4mQTG/QIWnG4oYzkwBw==

Plot

f11222 Location:

Summary Statistics: StDev 3.1495971340606737; Min. 0.0; Max. 15.0; Valid 787.0; Mean 5.761118170266837

Variable Format: numeric

Notes: UNF:6:blCAtZ3FGy7DeqZnFRbWcw==

Latitude

f11222 Location:

Summary Statistics: Mean -2.2610991208386277; Max. -0.0903838; Valid 787.0; Min. -4.39017; StDev 1.6619516542726174;

Variable Format: numeric

Notes: UNF:6:CQQP3Zb6UYeWy4hgNPVEVg==

Longitude

f11222 Location:

Summary Statistics: Mean 38.56690241423126; StDev 0.8136960096303231; Min. 37.6577; Valid 787.0; Max. 39.7247;

Variable Format: numeric

Notes: UNF:6:d0dWzGQf+qUpn5KT5CsqsA==

Altitude

f11222 Location:

Summary Statistics: Min. 35.3; Max. 1615.5; StDev 409.720641646198; Valid 787.0; Mean 580.9190597204575;

Variable Format: numeric

Notes: UNF:6:fiqthbMx0Qp3vr9kaeOHQA==

Accuracy

f11222 Location:

Summary Statistics: Valid 787.0; Mean 4.902160101651842; StDev 0.5898487405054057; Max. 12.0; Min. 2.0;

Variable Format: numeric

Notes: UNF:6:B0VPSyH7D3RL3E5MfeGT6w==

Photo

f11222 Location:

Variable Format: character

Notes: UNF:6:f6q8fF2QXLkt3kkfGyi/DQ==

SlopeDn

f11222 Location:

Summary Statistics: Mean 7.397712833545105; Max. 47.0; StDev 6.544282111125754; Valid 787.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:v9CyXRjIxmtWeyaX0eGEeQ==

SlopeUp

f11222 Location:

Summary Statistics: StDev 5.764156733087718; Max. 38.0; Min. 0.0; Valid 787.0; Mean 6.883100381194412

Variable Format: numeric

Notes: UNF:6:kpfdj1ka8iYFWmo/n/5PtQ==

MajLform

f11222 Location:

Variable Format: character

Notes: UNF:6:F37bkw/VkWuvNl0vaof/iw==

LformDes

f11222 Location:

Variable Format: character

Notes: UNF:6:srysSHYkHpMwf1ECHoS0eQ==

PosTopoSeq

f11222 Location:

Variable Format: character

Notes: UNF:6:its1dmW970gJiNZL28qS0w==

ArtSurface

f11222 Location:

Summary Statistics: Valid 0.0; Mean NaN; StDev NaN; Max. NaN; Min. NaN

Variable Format: numeric

Notes: UNF:6:PgPodIbzMskFa347oU7SjQ==

VegCovLT40

f11222 Location:

Variable Format: character

Notes: UNF:6:rIc0KKGfa5z1AMQbiWwqqg==

PlotFlood

f11222 Location:

Variable Format: character

Notes: UNF:6:U8TwPhABOd4Q+ZdcdbnyPw==

PlotCultMgd

f11222 Location:

Variable Format: character

Notes: UNF:6:jdYEp6ZB3rfBUV8sybMuaQ==

Trees

f11222 Location:

Variable Format: character

Notes: UNF:6:rdozWeMuTdzpQi1NNJlINA==

Shrubs

f11222 Location:

Variable Format: character

Notes: UNF:6:zGI/Hnrjcvk1yg9XkBEUvg==

Graminoids

f11222 Location:

Variable Format: character

Notes: UNF:6:m1lDVTZ3JRAlrHJQWelgyA==

Forbs

f11222 Location:

Variable Format: character

Notes: UNF:6:qzSCo4J5U4Ks/qZcnSU6PA==

VegOther

f11222 Location:

Variable Format: character

Notes: UNF:6:6yPJXCYtOFD0EcWthnlYjQ==

Broadleaf

f11222 Location:

Variable Format: character

Notes: UNF:6:Vd1ikkx2kc+A9k+LE7b0mg==

Needleleaf

f11222 Location:

Variable Format: character

Notes: UNF:6:R6qfqj+X7vsZjpZaiNmdBQ==

Allophytic

f11222 Location:

Variable Format: character

Notes: UNF:6:2pivAj1WAPxwv1V3WLDjaA==

Evergreen

f11222 Location:

Variable Format: character

Notes: UNF:6:UxU1mLMBPmjdVECxo/VmXA==

Deciduous

f11222 Location:

Variable Format: character

Notes: UNF:6:kp2hCx6kjIt7mng/yMK1wg==

WdCovRate1

f11222 Location:

Summary Statistics: Mean 2.0063532401524773; Min. 0.0; StDev 1.2391864244961373; Valid 787.0; Max. 5.0

Variable Format: numeric

Notes: UNF:6:NUKotLOHKFUApq82ISiI+g==

WdCovRate2

f11222 Location:

Summary Statistics: Max. 5.0; StDev 1.24419107040127; Valid 787.0; Mean 1.659466327827193; Min. 0.0

Variable Format: numeric

Notes: UNF:6:9eAv1b2KxIs+XZxxH9wLzg==

WdCovRate3

f11222 Location:

Summary Statistics: Max. 5.0; Mean 1.6264294790343057; Valid 787.0; StDev 1.2159720908580363; Min. 0.0

Variable Format: numeric

Notes: UNF:6:Oglg+m/yZSshGxGC5tx0ow==

WdCovRate4

f11222 Location:

Summary Statistics: Valid 787.0; StDev 1.198121872576429; Min. 0.0; Mean 1.6531130876747153; Max. 5.0;

Variable Format: numeric

Notes: UNF:6:J/Ud3wdIVnXCcClATDtCtg==

HerbCovRate1

f11222 Location:

Summary Statistics: Mean 2.4942820838627693; Min. 0.0; Max. 5.0; Valid 787.0; StDev 1.2089173912016664;

Variable Format: numeric

Notes: UNF:6:5I5AgCMbOCZ57sPbdj1QgA==

HerbCovRate2

f11222 Location:

Summary Statistics: StDev 1.2654533458586659; Mean 2.4904701397712805; Max. 5.0; Min. 0.0; Valid 787.0

Variable Format: numeric

Notes: UNF:6:Frb77umw25E356v69DpVBQ==

HerbCovRate3

f11222 Location:

Summary Statistics: Mean 2.4968233799237582; StDev 1.2614574441985476; Max. 5.0; Valid 787.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:fHoqIhuicaRY6Ai+5DlbNg==

HerbCovRate4

f11222 Location:

Summary Statistics: Min. 0.0; Max. 5.0; StDev 1.2553940315110617; Valid 787.0; Mean 2.4980940279542585;

Variable Format: numeric

Notes: UNF:6:o4FWT5kVMlpuozasU4lQUg==

HerbHeight

f11222 Location:

Variable Format: character

Notes: UNF:6:iaRRovBcS+b5GVes8/s9yw==

HerbAnnual

f11222 Location:

Variable Format: character

Notes: UNF:6:dflnZjjk5jHAyZUiy8ilLQ==

VegStrataDescr

f11222 Location:

Variable Format: character

Notes: UNF:6:wiLEFvlsrUoxwcq0ZlUFDA==

SameLanduse90

f11222 Location:

Variable Format: character

Notes: UNF:6:KEFVJd9DanNZHKbDJbWngg==

LandOwnership

f11222 Location:

Variable Format: character

Notes: UNF:6:0uv30dglwuehExDvC/+y5w==

UseFoodBeverage

f11222 Location:

Variable Format: character

Notes: UNF:6:qkp4mydliRGDaeDarosNsg==

UseForage

f11222 Location:

Variable Format: character

Notes: UNF:6:QLwTyWEOvASH9ciIChGSBA==

UseTimberFuelwood

f11222 Location:

Variable Format: character

Notes: UNF:6:RGxSkJRedylnt91zCixOZw==

UseOther

f11222 Location:

Variable Format: character

Notes: UNF:6:SuNaq05FBYgjnhpg0NXExw==

LandUseHistory

f11222 Location:

Variable Format: character

Notes: UNF:6:GJd8Mkyh4i0YZiM2FsqvcA==

RockCover1

f11222 Location:

Variable Format: character

Notes: UNF:6:RvxXuRHZHfXgKqLrwtUpQA==

RockCover2

f11222 Location:

Variable Format: character

Notes: UNF:6:MxsNqy1oKO9lXhuzwEbiJg==

RockCover3

f11222 Location:

Variable Format: character

Notes: UNF:6:q8VjdR9NTMWcWOTssTQVvA==

RockCover4

f11222 Location:

Variable Format: character

Notes: UNF:6:yljvZmszIWRJQumE2fqONQ==

Erosion1

f11222 Location:

Variable Format: character

Notes: UNF:6:FlqZ1yuZkIZYGFz33G2IOw==

Erosion2

f11222 Location:

Variable Format: character

Notes: UNF:6:DcSlBaVVBVh9oLHZKHJ42g==

Erosion3

f11222 Location:

Variable Format: character

Notes: UNF:6:5eaCG9TVqTAnEgs5nkM+Vg==

Erosion4

f11222 Location:

Variable Format: character

Notes: UNF:6:ChGZJWp82p3EtqZ/EDrPHA==

SoilConservation

f11222 Location:

Summary Statistics: Min. NaN; Valid 0.0; StDev NaN; Mean NaN; Max. NaN

Variable Format: numeric

Notes: UNF:6:PgPodIbzMskFa347oU7SjQ==

SWCStructures

f11222 Location:

Summary Statistics: Valid 787.0; Mean 0.3506988564167746; StDev 0.9350450830927862; Max. 8.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:cPaeSjo2YiKchuDGT7V2Rg==

SWCDescr

f11222 Location:

Variable Format: character

Notes: UNF:6:6Bu5VyKk7TmqOpa7zVrdNg==

AugDepth1

f11222 Location:

Summary Statistics: Mean 38.47649301143583; Min. 0.0; Max. 50.0; StDev 14.394227493716155; Valid 787.0

Variable Format: numeric

Notes: UNF:6:6YDiKQVHDV9HQs9mlfnlWQ==

AugDepth2

f11222 Location:

Summary Statistics: StDev 18.88919766974883; Max. 391.0; Min. 0.0; Mean 40.0317662007624; Valid 787.0;

Variable Format: numeric

Notes: UNF:6:nesZFTTdVIYBzYw9mADa0A==

AugDepth3

f11222 Location:

Summary Statistics: Mean 38.224904701397726; Min. 0.0; StDev 14.587247029967612; Max. 50.0; Valid 787.0;

Variable Format: numeric

Notes: UNF:6:vrQytkj3UQcXj4Uj1/gZFQ==

AugDepth4

f11222 Location:

Summary Statistics: Mean 39.2020330368488; StDev 14.175870834896186; Min. 0.0; Max. 50.0; Valid 787.0

Variable Format: numeric

Notes: UNF:6:fNpRpqh/cmYC7xuSJ5Oyfg==

ShSuPlDe1

f11222 Location:

Summary Statistics: Valid 787.0; StDev 2.470084780473494; Min. 0.0; Max. 19.0; Mean 1.4371029224904717

Variable Format: numeric

Notes: UNF:6:4nTTnpU0hlwYFifBzLxBCg==

ShSuPlDe2

f11222 Location:

Summary Statistics: Valid 787.0; StDev 2.0200856328771732; Max. 13.0; Mean 0.9021601016518417; Min. 0.0

Variable Format: numeric

Notes: UNF:6:N7IsM2ZFXgYF05NDC2QrZw==

ShSuPlDe3

f11222 Location:

Summary Statistics: Max. 17.0; Mean 1.0584498094027943; StDev 2.1505994515428664; Min. 0.0; Valid 787.0;

Variable Format: numeric

Notes: UNF:6:VZuOh0I/ACzfRYNCw+/GwA==

ShSuPlDe4

f11222 Location:

Summary Statistics: Min. 0.0; Max. 18.0; Mean 1.0330368487928832; Valid 787.0; StDev 2.12376024063668;

Variable Format: numeric

Notes: UNF:6:Uu3+5R5bNGtG/fVFgEHaJQ==

TrSuPlDe1

f11222 Location:

Summary Statistics: Min. 0.0; Max. 25.0; Valid 787.0; StDev 2.728348024938813; Mean 1.73062261753494

Variable Format: numeric

Notes: UNF:6:JrqADgbc1cpwEQeeJ2RuAQ==

TrSuPlDe2

f11222 Location:

Summary Statistics: Min. 0.0; StDev 2.2310543731635373; Max. 23.0; Mean 1.1537484116899608; Valid 787.0

Variable Format: numeric

Notes: UNF:6:ZK/PjmQTPVI4msOQM4fq5A==

TrSuPlDe3

f11222 Location:

Summary Statistics: StDev 2.341893696421152; Min. 0.0; Mean 1.189326556543836; Max. 26.0; Valid 787.0

Variable Format: numeric

Notes: UNF:6:ADHSn1TriXWG9b9tCOVoEA==

TrSuPlDe4

f11222 Location:

Summary Statistics: Max. 14.0; Valid 787.0; Min. 0.0; StDev 2.0048020052153497; Mean 1.078780177890725

Variable Format: numeric

Notes: UNF:6:YwUUFUHSSstqLqxAi9V+Sg==

TrPoPlDi1

f11222 Location:

Summary Statistics: Mean 2.4505506607929517; Min. 0.0; StDev 1.6680297046700978; Max. 5.6; Valid 454.0

Variable Format: numeric

Notes: UNF:6:9zm5OZrtiBsQDmeRB3SBvQ==

TrPoPlDi2

f11222 Location:

Summary Statistics: StDev 1.6178996967355521; Valid 370.0; Max. 5.6; Mean 2.3445945945945947; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:EV8PozdkVrkVbifQ5j/H3w==

TrPoPlDi3

f11222 Location:

Summary Statistics: Max. 5.5; StDev 1.2171105857948283; Mean 3.125714285714286; Valid 70.0; Min. 0.6

Variable Format: numeric

Notes: UNF:6:JSpN2niAk/H3nleIIrqrnw==

TrPoPlDi4

f11222 Location:

Summary Statistics: Min. 0.0; Mean 2.7639705882352943; Valid 68.0; StDev 1.4658003159660649; Max. 5.6

Variable Format: numeric

Notes: UNF:6:eZpW50FBuVU31sKDkOBiyw==

TrPlPlDi1

f11222 Location:

Summary Statistics: StDev 4.277542184054929; Mean 4.405286343612335; Min. 0.0; Valid 454.0; Max. 23.0

Variable Format: numeric

Notes: UNF:6:id7ySFhbENHnPZjExX+uTg==

TrPlPlDi2

f11222 Location:

Summary Statistics: Mean 3.6613513513513514; Min. 0.0; Valid 370.0; Max. 23.0; StDev 3.8217595957075785

Variable Format: numeric

Notes: UNF:6:ozCZqYnEi2z+HbD3hqJvDw==

TrPlPlDi3

f11222 Location:

Summary Statistics: Max. 13.3; StDev 3.3452073191779275; Min. 0.0; Valid 70.0; Mean 4.327142857142857

Variable Format: numeric

Notes: UNF:6:q7+0E2aUucsqfxdhB/jjLw==

TrPlPlDi4

f11222 Location:

Summary Statistics: StDev 3.2595365077166947; Min. 0.0; Max. 13.2; Mean 4.0022388059701495; Valid 67.0;

Variable Format: numeric

Notes: UNF:6:DRwXJ8QdKCG8VCkFgmXiDw==

VegStructure

f11222 Location:

Variable Format: character

Notes: UNF:6:qMgFipqSOlRp6YENkehPMA==

VegStructureOtherDescr

f11222 Location:

Variable Format: character

Notes: UNF:6:y8ExN2VZCpnkRXTmkZG6GA==

ImpactTreeCutting

f11222 Location:

Variable Format: character

Notes: UNF:6:RdHFG9AbUi2KSWetvZumFg==

ImpactAgric

f11222 Location:

Variable Format: character

Notes: UNF:6:xqRmTfB8ovmW9IK9XqQ43w==

ImpactGrazing

f11222 Location:

Variable Format: character

Notes: UNF:6:pAwfeiZYFaZng3lOTPLapw==

ImpactFire

f11222 Location:

Variable Format: character

Notes: UNF:6:Ow0CEiEJ0fHcQG1E6Je+zw==

ImpactUrban

f11222 Location:

Variable Format: character

Notes: UNF:6:fO70fqcg1Ywxspgg2J/n/g==

ImpactIndustry

f11222 Location:

Variable Format: character

Notes: UNF:6:lWo9/GlfQk46ylbp067fzg==

ImpactErosion

f11222 Location:

Variable Format: character

Notes: UNF:6:5lWganmjZC5jFDIy7a5mKg==

ImpactAlienVeg

f11222 Location:

Variable Format: character

Notes: UNF:6:0GRl0Kxa3bdhwmmjk73vcw==

ImpactCollecting

f11222 Location:

Variable Format: character

Notes: UNF:6:ehrO7Cd19PpIp5gdOB2RNA==

ImpactOther

f11222 Location:

Variable Format: character

Notes: UNF:6:xlECfSEEFDChf8mdvNWdxg==

ImpactOtherDescr

f11222 Location:

Variable Format: character

Notes: UNF:6:zUByw+C5A49WkjEHbbeEeA==

ObserverName

f11222 Location:

Variable Format: character

Notes: UNF:6:Z9Ikmkc011Y/MjhuPCMA+Q==

Notes

f11222 Location:

Variable Format: character

Notes: UNF:6:y8ExN2VZCpnkRXTmkZG6GA==

fym

f11222 Location:

Variable Format: character

Notes: UNF:6:d5Do6OxZEfHeG63qmw5izQ==

freq

f11222 Location:

Variable Format: character

Notes: UNF:6:LIWL5WA1qX4TrBpaSdrI6w==

inorg_fert

f11222 Location:

Variable Format: character

Notes: UNF:6:0RiotgRgTT5xTC0kkJYSFA==

fallow

f11222 Location:

Variable Format: character

Notes: UNF:6:zHh5DaXRDqpAXw/1Ee46Jw==

brnt

f11222 Location:

Variable Format: character

Notes: UNF:6:XnWzZeLAfb0vQfDH0gwbRQ==

KEY

f11222 Location:

Variable Format: character

Notes: UNF:6:1zNwD5iEdmMj76lg2qQzIQ==

notes1

f11222 Location:

Variable Format: character

Notes: UNF:6:BL+aphJJfzEBSCHfesTGbQ==

notes2

f11222 Location:

Variable Format: character

Notes: UNF:6:BLHgxSIZ6fQL2DJuFcGrdg==

LDSFID

f11222 Location:

Summary Statistics: Max. NaN; StDev NaN; Mean NaN; Min. NaN; Valid 0.0

Variable Format: numeric

Notes: UNF:6:PgPodIbzMskFa347oU7SjQ==

landuse

f11222 Location:

Variable Format: character

Notes: UNF:6:2lwhFsnU5WhdBY5dpBk8sg==

other_landuse

f11222 Location:

Variable Format: character

Notes: UNF:6:yZCcgPyx5GwTimRjN6E4EQ==

plotcultmgd_crop

f11222 Location:

Variable Format: character

Notes: UNF:6:D6wbaJv338IfVwK3Rfvt4A==

plotcultmgd_age

f11222 Location:

Summary Statistics: Max. 120.0; Valid 472.0; Mean 51.828389830508584; Min. 1.0; StDev 35.978794756584826;

Variable Format: numeric

Notes: UNF:6:/0lb3X7E4VspFJ6VYl8QbQ==

crp_rotation

f11222 Location:

Variable Format: character

Notes: UNF:6:CSy0D/BzsQLZJNh/cbKxpw==

Intercrping

f11222 Location:

Variable Format: character

Notes: UNF:6:HYwKWNo9RqqOjpsPnuMnLA==

brnt_freq

f11222 Location:

Variable Format: character

Notes: UNF:6:Ygr8G/aaarexhd3TtmKT0g==

fallow_yrs

f11222 Location:

Summary Statistics: Max. 15.0; StDev 3.6584650791327253; Min. 1.0; Mean 4.204819277108433; Valid 83.0;

Variable Format: numeric

Notes: UNF:6:bplf1ky4RLRa/EcMbWhwqw==

Country

f11452 Location:

Variable Format: character

Notes: UNF:6:AulaSrCJjyltQazaG8xzrQ==

Site

f11452 Location:

Variable Format: character

Notes: UNF:6:bqs+/U2tjZvW52G6mej78A==

Date

f11452 Location:

Variable Format: character

Notes: UNF:6:1l0ubB80WzmjQMIKP0u5QQ==

Cluster

f11452 Location:

Summary Statistics: StDev 4.597182507767597; Valid 4354.0; Max. 16.0; Mean 8.47955902618279; Min. 1.0

Variable Format: numeric

Notes: UNF:6:bFtecw7NIoJsHk+t76c0Hw==

Plot

f11452 Location:

Variable Format: character

Notes: UNF:6:GpH2v5rWru/9cIkCkwmuhA==

ldsfID

f11452 Location:

Variable Format: character

Notes: UNF:6:LXWqCCHvT566Wx3Sk3pzYg==

StartTime

f11452 Location:

Summary Statistics: Mean 49.58379191548; Max. 146.0; Min. 0.0; Valid 4354.0; StDev 39.08403379222743

Variable Format: numeric

Notes: UNF:6:jj1qigTEi+XoP4xGcZihJQ==

EndTime

f11452 Location:

Summary Statistics: Min. 3.0; Valid 4354.0; Mean 59.405335323840156; StDev 43.8684860279214; Max. 157.0

Variable Format: numeric

Notes: UNF:6:bB0A8n739w+Qhy+k7a963Q==

Interval

f11452 Location:

Summary Statistics: StDev 5.314458889604141; Max. 30.0; Mean 9.821543408360128; Min. 2.5; Valid 4354.0

Variable Format: numeric

Notes: UNF:6:SF2qjBHCobE/deqV8/jrIw==

Time

f11452 Location:

Summary Statistics: Valid 4354.0; Max. 151.5; Mean 54.49494717501149; StDev 41.4600505859211; Min. 1.5

Variable Format: numeric

Notes: UNF:6:a5GaifzTK1j+oZHNrhgf/A==

StartLevel

f11452 Location:

Summary Statistics: Valid 4354.0; StDev 1.4357720402240097; Mean 16.54271933853927; Max. 19.0; Min. 13.0;

Variable Format: numeric

Notes: UNF:6:LOmAkeWpZeR63XJWDb1Fsw==

EndLevel

f11452 Location:

Summary Statistics: Max. 18.0; Mean 11.855649977032614; Min. 0.0; Valid 4354.0; StDev 4.087913019296593;

Variable Format: numeric

Notes: UNF:6:UwMs+dZ/G9IwUeN6rFHl3g==

LandDegradationSurveillanceFramework(LDSF)(Vagenetal2013)

f11214 Location:

Variable Format: character

Notes: UNF:6:B5TxY0qdv5S2ZTiUYp48+g==

B

f11214 Location:

Variable Format: character

Notes: UNF:6:EVFoIfLEHxT4TxXO1eK8LQ==

C

f11214 Location:

Summary Statistics: StDev NaN; Valid 0.0; Max. NaN; Mean NaN; Min. NaN

Variable Format: numeric

Notes: UNF:6:33OXtZ0D02Qw4fLf7BUBHQ==

D

f11214 Location:

Variable Format: character

Notes: UNF:6:Ss9cwiC8EGsvbwjeVgntUA==

E

f11214 Location:

Variable Format: character

Notes: UNF:6:XiD1/DCoQMZ4BWe1R/0Frw==

material

f11212 Location:

Variable Format: character

Notes: UNF:6:8GNA2Iz/vDC431X+DUHYUw==

variablename

f11212 Location:

Variable Format: character

Notes: UNF:6:uqG94ojsqnm/MFPL/kjSJw==

variabledescription

f11212 Location:

Variable Format: character

Notes: UNF:6:Id1mX98LBaSDSgPcgsBWIQ==

Units

f11212 Location:

Variable Format: character

Notes: UNF:6:rgjZ1ghbT7msyKNXQEvajA==

labwherepredictionsweredone

f11212 Location:

Variable Format: character

Notes: UNF:6:GJvc6v1jc4MQ/zGDG+XXaw==

F

f11212 Location:

Summary Statistics: Valid 0.0; StDev NaN; Min. NaN; Mean NaN; Max. NaN;

Variable Format: numeric

Notes: UNF:6:ZaFst4YTNdWs48YHGLUFLg==

G

f11212 Location:

Summary Statistics: Max. NaN; Min. NaN; Mean NaN; StDev NaN; Valid 0.0

Variable Format: numeric

Notes: UNF:6:ZaFst4YTNdWs48YHGLUFLg==

PARENTKEY

f11475 Location:

Variable Format: character

Notes: UNF:6:VbDWPo5qGEOitvH3ihDZJQ==

Site

f11475 Location:

Variable Format: character

Notes: UNF:6:APwgqlN0PaL2yrFrmE5+Ow==

Cluster

f11475 Location:

Summary Statistics: StDev 4.7061176390235335; Valid 3631.0; Min. 1.0; Mean 8.659322500688575; Max. 16.0;

Variable Format: numeric

Notes: UNF:6:CvOrHLOFhy3xPFWh/KoQpg==

Plot

f11475 Location:

Summary Statistics: StDev 3.1734338560012447; Max. 15.0; Valid 3631.0; Mean 5.550261635912968; Min. 0.0

Variable Format: numeric

Notes: UNF:6:aiB9+iVNsGeVKGjiCi7egA==

Longitude

f11475 Location:

Summary Statistics: StDev 0.831081427733809; Max. 39.7243; Mean 38.52287989534563; Valid 3631.0; Min. 37.6577

Variable Format: numeric

Notes: UNF:6:DbBA5FpOL/dP6Hee5DXmpQ==

Latitude

f11475 Location:

Summary Statistics: Min. -4.39017; Valid 3631.0; StDev 1.7004834560294775; Max. -0.0939892; Mean -2.1586521686587714;

Variable Format: numeric

Notes: UNF:6:KaL4GDTWnbAUHV5Gh0Al/w==

VegStructure

f11475 Location:

Variable Format: character

Notes: UNF:6:QsJYFd/qgI63L4dNZoFf9Q==

Year

f11475 Location:

Summary Statistics: StDev 0.4605343923103721; Max. 2019.0; Min. 2018.0; Valid 3631.0; Mean 2018.6948499036077

Variable Format: numeric

Notes: UNF:6:xJqSq+9b7pKcT/ymJHvSaQ==

Trees

f11475 Location:

Variable Format: character

Notes: UNF:6:vT288GGsUIBwWj14ruDMgg==

Shrubs

f11475 Location:

Variable Format: character

Notes: UNF:6:YMdtcaPEEube2Cn9QriZ+w==

KEY

f11475 Location:

Variable Format: character

Notes: UNF:6:rG440h1kKCmF5qxwik81XQ==

shheight

f11475 Location:

Summary Statistics: Valid 3631.0; Max. 2.9; StDev 0.40786351754609007; Min. 1.0; Mean 2.0292068300743598

Variable Format: numeric

Notes: UNF:6:3OzICj18mGXDvnqaEvku6g==

shwidth

f11475 Location:

Summary Statistics: StDev 0.6519398639284304; Min. 0.2; Valid 3631.0; Max. 7.4; Mean 1.1915229964197191

Variable Format: numeric

Notes: UNF:6:lfHZ6xhvFNj/bptZajZb2w==

shlength

f11475 Location:

Summary Statistics: Valid 3631.0; Max. 10.2; StDev 0.7837552918288292; Min. 0.2; Mean 1.4915780776645553

Variable Format: numeric

Notes: UNF:6:XcSuBzeQNoaw4kBWd/5K2g==

shsuplspeciesscientific

f11475 Location:

Variable Format: character

Notes: UNF:6:qLaBF1nC4hJiynBslYrNTA==

shrubspeciescommon

f11475 Location:

Variable Format: character

Notes: UNF:6:IJXpC4qY9vVItS9Rv5Hqog==

Subplot

f11475 Location:

Summary Statistics: Min. 1.0; Max. 4.0; Valid 3631.0; Mean 2.43348939686037; StDev 1.1707744710565025

Variable Format: numeric

Notes: UNF:6:TYmBDgZZhidzaOtV7uN7TA==

Country

f11210 Location:

Variable Format: character

Notes: UNF:6:/f/N6pWIocgYza6XDEp0uQ==

Site

f11210 Location:

Variable Format: character

Notes: UNF:6:0JG8rOANGh+L/OstrqNlUA==

Cluster

f11210 Location:

Summary Statistics: Max. 19.0; Min. 1.0; StDev 4.597453636762825; Valid 1500.0; Mean 8.546666666666676

Variable Format: numeric

Notes: UNF:6:s5wz/YbFjALqevT/1kS1mQ==

Plot

f11210 Location:

Summary Statistics: StDev 3.1463788392160588; Mean 5.770000000000002; Max. 15.0; Min. 1.0; Valid 1500.0;

Variable Format: numeric

Notes: UNF:6:3z3QXHHgGVlKit9j8T/gaQ==

Depthcode

f11210 Location:

Variable Format: character

Notes: UNF:6:cjGCvBV1n1AKQaqVUsPLDA==

DepthTop

f11210 Location:

Summary Statistics: Mean 9.6; Valid 1500.0; StDev 9.995329129295243; Min. 0.0; Max. 20.0

Variable Format: numeric

Notes: UNF:6:+NpwQUwIjvb9DmsBN8dlHQ==

DepthBottom

f11210 Location:

Summary Statistics: Valid 1500.0; Max. 50.0; Mean 34.4; Min. 20.0; StDev 14.992993693942385;

Variable Format: numeric

Notes: UNF:6:kYd9fk6HvAvE5PZIY4MQxw==

SSN

f11210 Location:

Variable Format: character

Notes: UNF:6:M7XX6rZFIsUx7a5PWQfjjQ==

predSOC

f11210 Location:

Summary Statistics: Max. 75.93; Min. 1.25; Valid 1500.0; StDev 6.871568700658672; Mean 7.74158

Variable Format: numeric

Notes: UNF:6:XOoml4Rfo3u4epKUsen+BQ==

predTN

f11210 Location:

Summary Statistics: Min. 0.01; StDev 0.04991789745719052; Max. 0.6; Valid 1500.0; Mean 0.06910666666666666

Variable Format: numeric

Notes: UNF:6:LMA5lrNo/5RPPqLe3H19QA==

predpH

f11210 Location:

Summary Statistics: StDev 0.5641752739903412; Min. 4.98; Max. 8.69; Mean 6.427873333333333; Valid 1500.0

Variable Format: numeric

Notes: UNF:6:cWLUP8ydyriC+baiUC3pEw==

predExBas

f11210 Location:

Summary Statistics: Max. 68.16; Min. 1.35; Valid 1500.0; StDev 8.815999293499532; Mean 9.306373333333333

Variable Format: numeric

Notes: UNF:6:XMitF/FP6T/ZdI3YUW+QOQ==

predSand

f11210 Location:

Summary Statistics: Min. 5.0; Mean 41.526666666666685; Valid 1500.0; StDev 15.963390683591202; Max. 85.0

Variable Format: numeric

Notes: UNF:6:c2FV+6FSwVwi2oXEx0B/FA==

predClay

f11210 Location:

Summary Statistics: Mean 41.66199999999997; Min. 8.0; Max. 85.0; StDev 17.062175551680706; Valid 1500.0

Variable Format: numeric

Notes: UNF:6:ItoXll0uUUO85a+we2zLig==

modVersion

f11210 Location:

Variable Format: character

Notes: UNF:6:Khu/o/0PRVP28Sm1UWpxHg==

modDescr

f11210 Location:

Variable Format: character

Notes: UNF:6:CjVQwxlIsyCTuyhu++SrYA==

PARENTKEY

f11477 Location:

Variable Format: character

Notes: UNF:6:b9cCg0zbDC9ExJjKXTsyZw==

Site

f11477 Location:

Variable Format: character

Notes: UNF:6:wGndzj971R9p4DRb0OQ2sQ==

Cluster

f11477 Location:

Summary Statistics: Max. 16.0; Valid 4069.0; Min. 1.0; Mean 8.52347014008354; StDev 4.473537636772039

Variable Format: numeric

Notes: UNF:6:dbqO39To6lV5M9QGKo7Hvg==

Plot

f11477 Location:

Summary Statistics: StDev 3.0241654923117713; Max. 15.0; Mean 5.60285082329811; Valid 4069.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:yfsjbgEXswco4itwyyF0nA==

Longitude

f11477 Location:

Summary Statistics: StDev 0.8075537743757186; Valid 4069.0; Min. 37.658; Max. 39.7243; Mean 38.54392248709757

Variable Format: numeric

Notes: UNF:6:UX65POMN1ma5LDd9qncNbQ==

Latitude

f11477 Location:

Summary Statistics: Mean -2.327960319882033; Max. -0.0903838; Min. -4.39017; StDev 1.742625865991955; Valid 4069.0;

Variable Format: numeric

Notes: UNF:6:bOxP8MHJffHxxitQuYZUzA==

VegStructure

f11477 Location:

Variable Format: character

Notes: UNF:6:tqtwOhr1cIGAdDSOpNXNZg==

Year

f11477 Location:

Summary Statistics: Mean 2018.721061685918; Valid 4069.0; Min. 2018.0; Max. 2019.0; StDev 0.4485322434685005

Variable Format: numeric

Notes: UNF:6:hZZ9XGQRg/iS+J76SxdxOQ==

Trees

f11477 Location:

Variable Format: character

Notes: UNF:6:ICKilzdgMJ8oys3jrR897w==

Shrubs

f11477 Location:

Variable Format: character

Notes: UNF:6:wVtck0+ZzSFnkJnZXmXLaw==

KEY

f11477 Location:

Variable Format: character

Notes: UNF:6:e4xDPmY3E40GnOHVzrnwTA==

trheight

f11477 Location:

Summary Statistics: StDev 5.671709194418078; Max. 31.5; Valid 4069.0; Mean 7.480599655935115; Min. 3.0;

Variable Format: numeric

Notes: UNF:6:sFpNUpBvOp+5wZIZ/FhuSQ==

trcircumf

f11477 Location:

Summary Statistics: StDev 40.43869437536378; Max. 840.0; Valid 4069.0; Min. 1.0; Mean 29.056598672892687;

Variable Format: numeric

Notes: UNF:6:Kx8Z8WHYv8jhR36YYH8g1Q==

trspeciesscientific

f11477 Location:

Variable Format: character

Notes: UNF:6:zocxEABLykTn7QF1XaNOQg==

treespeciescommon

f11477 Location:

Variable Format: character

Notes: UNF:6:Oa8+y+sxzrBQHEQ+J2ZS7w==

Subplot

f11477 Location:

Summary Statistics: Min. 1.0; Mean 2.3108871958712216; Max. 4.0; StDev 1.1422570440475326; Valid 4069.0

Variable Format: numeric

Notes: UNF:6:nFQ1wsyujz1UXC1iq+2BUA==

Other Study-Related Materials

Label:

v3ICRAF_Annual Report to KCEP-CRAL July 2019.pdf

Text:

ICRAF Annual Report to KCEP-CRAL July 2019

Notes:

application/pdf