This data set provides measurements of soil properties compiled from 39 studies on nutrient dynamics in natural forests and forest-derived land uses (pasture, shifting cultivation and tree plantations) conducted in Amazonia over the period of 1950-2001. The initial literature survey for the data consisted of more than 100 studies conducted during this period.
The objectives of this project were to compare soil data from major land uses across Amazonia and identify gaps in present knowledge that offer direction for future research. Five widely cited hypotheses were tested concerning the effects of land-use change on soil properties by analyzing data compiled from 39 studies in multi-factorial ANOVA models:
There is one comma-delimited ASCII file (.csv) with this data set and a list of the 39 studies used in this data set provided as a companion file in text format.
Cite this data set as follows:
McGrath, D., C.K. Smith, H.L. Gholz, and F.A. Oliveira. 2012. LBA-ECO ND-06 Land Use Effects on Soil Nutrients: A Review of Studies 1950-2001. Data set. Available on-line [http://daac.ornl.gov] from Oak Ridge National Laboratory Distributed Active Archive Center, Oak Ridge, Tennessee, U.S.A. http://dx.doi.org/10.3334/ORNLDAAC/1130
The LBA Data and Publication Policy [http://daac.ornl.gov/LBA/lba_data_policy.html] is in effect for a period of five (5) years from the date of archiving and should be followed by data users who have obtained LBA data sets from the ORNL DAAC. Users who download LBA data in the five years after data have been archived must contact the investigators who collected the data, per provisions 6 and 7 in the Policy.
This data set was archived in September of 2012. Users who download the data between September 2012 and August 2017 must comply with the LBA Data and Publication Policy.
Data users should use the Investigator contact information in this document to communicate with the data provider. Alternatively, the LBA Web Site [http://lba.inpa.gov.br/lba/] in Brazil will have current contact information.
Data users should use the Data Set Citation and other applicable references provided in this document to acknowledge use of the data.
Project: LBA (Large-Scale Biosphere-Atmosphere Experiment in the Amazon)
Activity: LBA-ECO
LBA Science Component: Nutrient Dynamics
Team ID: ND-06 (Gholz / Oliveira)
The investigators were Gholz, Henry L.; Oliveira, Francisco de Assis and Smith, Charles (Ken) Kenneth. You may contact McGrath, Dr. Deborah A. (dmcgrath@sewanee.edu)
LBA Data Set Inventory ID: ND06_LandUse_Studies
This data set provides measurements of soil properties compiled from 39 studies on nutrient dynamics in natural forests and forest-derived land uses (pasture, shifting cultivation and tree plantations) conducted in Amazonia over the period of 1950-2001. The initial literature survey for the data consisted of more than 100 studies conducted during this period.
The objectives of this project were to compare soil data from major land uses across Amazonia and identify gaps in present knowledge that offer direction for future research. Five widely cited hypotheses were tested concerning the effects of land-use change on soil properties by analyzing data compiled from 39 studies in multi-factorial ANOVA models:
Data are provided in a single comma-delimited ASCII file: ND06_soil_properties_literature_survey.csv
These soil data were compiled from 39 studies conducted between 1950 and 2001 in Amazonia. The list of the 39 study references is provided as a companion file in text format.
Column | Heading | Units/format | Description |
---|---|---|---|
1 | Region | Regional abbreviations as follows: Amazonas, Brazil; Caqueta, Colombia; Anangu, Ecuador, Mabura Hill, Guyana; Rondonia, Brazil; San Carlos de Rio Negro, Venezuala; Yurimaguas, Peru | |
2 | N_sites | Number (n) of sites per study averaged | |
3 | Land_use | Land use: primary forest (p. for), secondary forest (s. for), pasture (pas), shifting cultivation (cul), tree plantation or agroforest (pln) | |
4 | Age_class | years | Age class of land use: <= (less than or equal to) 5 years, <=10 years, <=20 years, <=30 years, or unknown (primary forest age not known) |
5 | Soil_order | Soil orders: Ult (US-Ultisol; FAO-Acrisols; Brazil-red-yellow Podzolics) and Ox (US-Oxisol; FAO-Ferrasols; Brazil-yellow and red-yellow Latisols) | |
6 | Depth | cm | Soil depth in centimeters |
7 | pH_H2O | pH | |
8 | Bd | g/cm3 | Soil bulk density expressed as g/cm3 |
9 | C_total | g C /kg | Total carbon assayed using (a) gas chromatography after dry combustion in a C and N analyzer or (b) Walkley-Black method (low Ca soils only; Nelson and Sommers 1982) expressed as g C/kg. Soil contents of C in top 10 cm are the product of bulk density (Bd) and C_total for each observation |
10 | N_total | g N/kg | Total nitrogen assayed using (a) gas chromatography after dry combustion in a C and N analyzer or (b) a Kjeldahl procedure (Bremmer and Mulvaney 1982) expressed as g N/kg. Soil contents of N in top 10 cm are the product of bulk density (Bd) |
11 | P_total | mg P/kg | Total phosphorus measured (a) colorimetrically or (b) using inductively coupled argon plasma (ICAP) spectroscopy after acid digestion (Olsen and Sommers 1982) expressed as mg P/kg |
12 | P_ext | mg P/kg | Extractable phosphorus (ext-Pi) measured colorimetrically or using ICAP after (a) Mehlich double-acid, (b) Bray, or (c) resin extraction (Olsen and Sommers 1982) expressed as mg P/kg |
13 | Ex_Ca | cmol/kg | Exchangeable Ca assayed using ICAP or atomic absorption spectroscopy (AA) following extraction in 1.0 M NH4OAc (pH 7) or a Mehlich I or III double-acid solution (Thomas 1982). Expressed as cmol/kg |
14 | ECEC | cmol/kg | Effective cation exchange capacity - sum of base cations (extracted and assayed as described for Ex_Ca) - exchangeable A1 (extracted in 1M KCl and assayed using ICAP or AA). Expressed as cmol/kg |
15 | Clay | % | Percent clay |
16 | Ref_num | References of studies cited denoted by numbers below. See companion file References.csv for complete citation | |
Note: missing values are represented as -9999 |
Example data records:
Region,N_sites,Land_use,Age_class,Soil_order,Depth,pH_H2O,Bd,C_total,N_total,P_total,P_ext,Ex_Ca,ECEC,Clay,
Ref_num, "Acre, Brazil",8,p. for,,Ult,20,4.3,-9999,15.3,1.6,360,1.5,0.5,3.1,41,1, "Acre, Brazil",8,pln,10,Ult,20,4.9,1.02,16.2,1.7,410,1.1,2,4.4,46,"1,2", "Acre, Brazil",5,cul,5,Ult,20,5.9,1.1,10.1,0.9,-9999,8.1,1.8,3.38,-9999,3, "Acre, Brazil",5,p. for,,Ult,20,4.7,1.1,8.1,0.8,-9999,2.8,0.81,2.22,-9999,3, "Acre, Brazil",5,pas,20,Ult,20,5.4,1.3,10.3,1,-9999,4.6,3.07,4.95,-9999,3, "Amazonas, Brazil",5,p. for,,Ult,10,4.1,-9999,34.6,1.9,-9999,2.3,0.1,3.3,51,4, "Amazonas, Brazil",1,p. for,,Ox,5,3.6,-9999,61.7,3.8,-9999,-9999,-9999,-9999,70,5, "Amazonas, Brazil",1,pas,5,Ox,5,4.7,-9999,94.1,4.1,-9999,-9999,-9999,-9999,-9999,5, "Amazonas, Brazil",1,pas,10,Ox,5,4.5,-9999,76.4,4.8,-9999,-9999,-9999,-9999,-9999,5, "Caqueta, Columbia",4,p. for,,Ult,20,4.1,1.02,12.2,1.1,200,2.5,0.2,4.05,19,"6,7", |
Site boundaries: (All latitude and longitude given in decimal degrees)
Site (Region) | Westernmost Longitude | Easternmost Longitude | Northernmost Latitude | Southernmost Latitude | Geodetic Datum |
---|---|---|---|---|---|
Amazon Basin (Amazon Basin) | -80 | -35 | 5 | -18 | World Geodetic System, 1984 (WGS-84) |
Time period:
Platform/Sensor/Parameters measured include:
Historic soil properties data can be used to validate models and as a baseline of comparison for more recently collected data.
Not applicable.
Data acquisition
We reviewed over 100 studies of soil and plant nutrient dynamics in native forests and forest-derived land uses conducted in the Amazon Basin over the past 4 decades. The final data set used in our analyses was comprised of 39 studies representing five major land uses (primary forest, secondary forest, pasture, annual crops, and tree plantations) across Amazonia.
To facilitate comparisons across studies, we developed specific criteria for including a study in our analysis.
Specific soil properties examined include concentrations of total C, N, P, extractable inorganic phosphate (Pi), and exchangeable Ca, ECEC, C:N ratios, and topsoil contents of C and N (0-10-cm depth), as well as pH and bulk density (Bd). Extractable Pi refers to inorganic phosphate extracted using either a Bray, Mehlich (I or III), or resin extraction, which, to date, are the most common procedures reported in Amazonian studies (McGrath, et al. 2001). These procedures all extract relatively similar quantities of Pi, which are presumably related to the most immediately plant available soil pool (McGrath et al. 2001). Contents of total C and N in the top 10 cm of soil were estimated as the product of Bd and elemental concentrations for each observation that included these parameters. This depth was selected for estimating C and N contents because it was used in the majority of studies we reviewed.
The age of forest-derived land-use sites was also classified (5 years or less, 6-10 years, 10-20 years, and more than 20 years). We assumed that primary or old-growth forests were over 100 years old, because the age of these systems is generally not reported. We defined secondary forests as successional regrowth of native vegetation following abandonment from annual cropping, cattle ranching, or logging, and we assumed that the age reported for a secondary forest indicated the time since abandonment of agricultural activities. In our data set, all but one secondary forest originated from abandoned annual crop fields, often referred to as fallows.
"Plantations" refers to perennial crop-based agroforests, as well as stands of native or exotic timber species. When possible, we calculated means on a per study basis for each land use within the same soil order and, age and depth class to prevent a single study with multiple sites from disproportionately influencing our analysis.
Data analysis:
The data set compiled was analyzed in single-and two-stage ANOVA models with variable classes of (a) land use, (b) soil order, (c) age of land use, and (d) sampling depth, plus their interactions. After we determined that age of land use and sampling depth had the least effect on soil properties, these variable classes were dropped from our final analysis, which used a two-stage sequential ANOVA model with factors of land use, soil order, and their interaction to calculate the probability (P) values.
Our analysis assumes that studies of all forest-derived land uses were conducted on sites established after clearing primary or old-growth forest for the first time, thus enabling us to make conclusions about the effect of land-use change on soil fertility and nutrient pools. After examining significant land use by soil order interactions, we used a Tukey's studentized range test to determine which of the five land uses differed with respect to soil characteristics, as recommended by Zar (1999). This more conservative multiple-comparison procedure was chosen because it controls type I error rates on an experimental basis and accounts for unequal sample sizes (Ott 1988). Specifically, we used this test to determine if soil properties differed among (a) primary forest vs other land uses, (b) pasture vs forest, and (c) secondary forest vs other land uses.
To test the hypothesis that higher efficiencies of nutrient use occur where soil nutrient pools are smaller, we regressed an index of nutrient-use efficiency (NUE) (inverse of litterfall N, P, or Ca content) as a function of soil concentrations of total N, extractable Pi, and exchangeable Ca, when paired data were available for any of the forest and nonforest land uses. This analysis was also performed on log-transformed data. All analyses were performed using SAS (SAS Institute, Inc., Cary, NC, USA).
This data is available through the Oak Ridge National Laboratory (ORNL) Distributed Active Archive Center (DAAC).
Contact for Data Center Access Information:
E-mail: uso@daac.ornl.gov
Telephone: +1 (865) 241-3952
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