Evidence for Resilient Agriculture Dataset v1.0.1 (doi:10.7910/DVN/C3YBNN)

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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:

Evidence for Resilient Agriculture Dataset v1.0.1

Identification Number:

doi:10.7910/DVN/C3YBNN

Distributor:

Harvard Dataverse

Date of Distribution:

2024-07-03

Version:

1

Bibliographic Citation:

Rosenstock, Todd Stuart; Steward, Peter Richard; Joshi, Namita; Lamanna, Christine; Namoi, Nictor; Akinleye, Akinwale; Atieno, Erica; Bell, Patrick; Champelle, Clara; English, William; Eyrich, Anna-Sarah; Gitau, Angela; Kagwiria, Dorcas; Kamau, Hannah; Madalinska, Anna; Manda, Lucas; Mumo, Elijah Mustoki; Ombewa, Babra Vivian Adhiambo; Poultouchidou, Anatoli; Richards, Meryl; Shuck, Julia; Ström, Helena, 2024, "Evidence for Resilient Agriculture Dataset v1.0.1", https://doi.org/10.7910/DVN/C3YBNN, Harvard Dataverse, V1, UNF:6:OdVt7eK/Oahu/luvH42xiA== [fileUNF]

Study Description

Citation

Title:

Evidence for Resilient Agriculture Dataset v1.0.1

Identification Number:

doi:10.7910/DVN/C3YBNN

Authoring Entity:

Rosenstock, Todd Stuart (Bioversity International)

Steward, Peter Richard (International Center for Tropical Agriculture - CIAT)

Joshi, Namita (International Center for Tropical Agriculture - CIAT)

Lamanna, Christine (World Agroforestry Centre)

Namoi, Nictor (University of Illinois)

Akinleye, Akinwale (Akin)

Atieno, Erica (African Centre for Technology Studies)

Bell, Patrick (One Acre Fund)

Champelle, Clara (Ouranos Regional Climatology and Adaptation to Climate Change Research Consortium)

English, William (Nordic Beet Research Foundation)

Eyrich, Anna-Sarah (Environment and Climate Change Canada)

Gitau, Angela (International Livestock Research Institute)

Kagwiria, Dorcas (International Livestock Research Institute)

Kamau, Hannah (Center for Development Research, University of Bonn)

Madalinska, Anna (Center for Development Research, University of Bonn)

Manda, Lucas (Global Communities, Dodoma)

Mumo, Elijah Mustoki (International Center for Tropical Agriculture - CIAT)

Ombewa, Babra Vivian Adhiambo (International Center for Tropical Agriculture - CIAT)

Poultouchidou, Anatoli (International Center for Tropical Agriculture - CIAT)

Richards, Meryl (International Fund for Agricultural Development)

Shuck, Julia (International Fund for Agricultural Development)

Ström, Helena (Institute of Agricultural Sciences, ETH Zurich)

Producer:

Bioversity International and the International Center for Tropical Agriculture

Date of Production:

2023-12-04

Distributor:

Harvard Dataverse

Distributor:

Bioversity International and the International Center for Tropical Agriculture

Access Authority:

Alliance Data Management

Depositor:

Alliance Data Management

Date of Deposit:

2023-12-18

Holdings Information:

https://doi.org/10.7910/DVN/C3YBNN

Study Scope

Keywords:

Agricultural Sciences, Earth and Environmental Sciences, Agricultural management practices, Agricultural technologies, Climate-smart agriculture, ERA, Evidence for Resilient Agriculture, economic benefits, SUSTAINABLE AGRICULTURE, Productivity, Agroforestry, diversification, climate adaptation, Africa, Climate Action

Topic Classification:

agriculture, agronomy, livestock, systematic review

Abstract:

The Evidence for Resilient Agriculture (ERA v1.0.1) dataset contains112,859 observations from 2,011 agricultural studies conducted in Africa from 1934 to 2018. ERA examines the efficacy of 363 practice combinations on 87 environmental, social, and agricultural-economic outcome indicators. Observations are geolocated and can be linked to opensource environmental, economic, and social data to investigate the interaction of local context on performance indicators. ERA offers a new resource for evaluating the impact of changing farming practices, providing foundational evidence for designing policies, programs, and investments to support African agricultural development. Here we provide the foundation materials for using the ERA dataset. Data include: 1. ERA_Compiled.csv = the ERA dataset in wide format 2. ERA_Compiled_Fields.csv = description of the fields in ERA_compiled.csv 3. ERA_Bibliography.csv = ERA bibliographic data 4. ERA_Search_Terms.csv = keyword search terms used to query citation databases to discover relevant scientific literature for ERA 5. Practice_Codes.csv = definitions and hierarchy of the practices used in the ERA dataset 6. Outcome_Codes.csv = definitions and hierarchy of the outcomes used in the ERA dataset 7. EU_Codes.csv = definitions and hierarchy of the products used in the ERA dataset We have created packages called ERAg and ERAgON for using ERA in the R programming environment. We have included vignettes from these packages here to demonstrate the capabilities available: • ERA-Introduction.pdf • ERA-Explore-and-Analyze.pdf • ERA-Search-Protocols.pdf • ERA-Yield-Stability.pdf ERA v1 is being released based on support from the CGIAR Excellence in Agronomy Initiative and complimentary support from the Livestock and Climate Initiative for the livestock data. Earlier efforts toward ERA’s development received financial support from the CGIAR Research Program on Climate Change, Agriculture, and Food Security (CCAFS) Flagship Program on Practices and Technologies. Supplemental funding was provided by the Food and Agriculture Organization of the United Nations (FAO), European Union (EU), International Fund for Agricultural Development (IFAD), United States Department of Agriculture-Foreign Agricultural Service (USDA-FAS), CCAFS Flagship Program on Low Emissions Development, and the International Centre for Forestry Research (CIFOR)’s Evidence-Based Forestry.<br><br> Metodology:The Evidence Review for Agriculture (ERA) dataset was developed using a comprehensive search and screening strategy. The initial search queried the Web of Science and Scopus Databases for English language articles published between 1948 and 2013. The search terms included key words related to technology, outcome, and geographic location. Articles were excluded if they did not meet specific criteria, such as including data on at least one technology and one outcome of interest, being conducted in a low- or middle-income country, or reporting primary data. The ERA dataset was further refined through a recursive search and a 2019 update. The recursive search focused on studies conducted within Africa, while the 2019 update added new publications from African countries for the years 2013 to 2018. These additions brought the total number of studies in the ERA dataset to 2,011. The ERA dataset includes a wide range of data, including bibliographic information, geographic location, environmental context, experimental design, treatment comparisons, and outcomes. The data were extracted from tables, text, and figures, and each row of the dataset has a unique ID that represents a unique combination of article, site, treatment comparison, commodity, outcome measure, and period of time. A detailed methodology can be found in the associated ERA Dataset Descriptor.

Time Period:

1950-2018

Geographic Unit(s):

Africa

Geographic Bounding Box:

  • West Bounding Longitude: -23.60306
  • East Bounding Longitude: 63.41667
  • South Bounding Latitude: -34.36600
  • North Bounding Latitude: 36.87139

Kind of Data:

Meta-dataset

Kind of Data:

Aggregate Data

Kind of Data:

Experimental Data

Kind of Data:

Climate Data

Kind of Data:

Socio-economic Data

Kind of Data:

Soil Data

Kind of Data:

Tools

Methodology and Processing

Sources Statement

Data Access

Disclaimer:

<p>The Alliance of Bioversity International and CIAT (hereinafter "the Alliance"), its partners, and the data authors have exercised utmost care in collecting and compiling the data. However, the data is provided "as is" without any express or implied warranty. Neither the Alliance, its partners, the data authors, nor any relevant funding agencies shall be held liable for any actual, incidental, or consequential damages arising from the use of this data.</p> <p>By utilizing the Alliance Dataverse, users explicitly acknowledge that the data may contain nonconformities, defects, or errors. No warranty is provided that the data will meet users' needs or expectations, nor that all nonconformities, defects, or errors can or will be corrected.</p> <p>Users are responsible for verifying the accuracy and suitability of the data for their intended use. It is strongly recommended that users refer to related publications as a baseline for their analysis whenever possible. This practice serves as an additional safeguard against misinterpretation of the data. Related publications are listed in the metadata section of the respective Dataverse study.</p>

Other Study Description Materials

Related Materials

ERAg package <a href="https://zenodo.org/records/10254178" target="_blank">https://zenodo.org/records/10254178</a>

ERAgON package ERAgON <a href="https://zenodo.org/records/10254176" target="_blank">https://zenodo.org/records/10254176</a>

File Description--f7677615

File: 01b. ERA_Compiled_Fields.tab

  • Number of cases: 106

  • No. of variables per record: 4

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

Notes:

UNF:6:GReMKLQ4pAfy/O0XQxDkqw==

File Description--f7677616

File: 02a. ERA_Bibliography.tab

  • Number of cases: 2147

  • No. of variables per record: 16

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

Notes:

UNF:6:fdXE9JP05mTcD+pHTzuDgg==

File Description--f7677617

File: 02b. ERA_Search_Terms.tab

  • Number of cases: 19

  • No. of variables per record: 3

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

Notes:

UNF:6:q7AGJrDsSgEsOwVwDRVbaw==

File Description--f7677623

File: 03e. EU_Codes.tab

  • Number of cases: 359

  • No. of variables per record: 42

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

Notes:

UNF:6:ZVa3xxbNtyezg++DIUjcig==

File Description--f7677618

File: 03f. Outcome_Codes.tab

  • Number of cases: 115

  • No. of variables per record: 19

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

Notes:

UNF:6:UQPWly9TeRRtEiwz79fYpA==

File Description--f7677624

File: 03g. Practice_Codes.tab

  • Number of cases: 174

  • No. of variables per record: 24

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

Notes:

UNF:6:eAd4vorDvEJiBNBIABo1ZQ==

Variable Description

List of Variables:

Variables

Field.Name

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Data.Type

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Description

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Example

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CATEGORY

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AUTHOR

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BOOKTITLE

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JOURNAL

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NUMBER

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PAGES

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TITLE

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TYPE

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VOLUME

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Variable Format: character

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YEAR

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Summary Statistics: Max. 2018.0; Valid 2147.0; Min. 1965.0; StDev 8.951955141907824; Mean 2008.3251047973918;

Variable Format: numeric

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DOI

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ISSN

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URL

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ERACODE

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KEYWORDS

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ABSTRACT

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Database

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Topic

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Keywords

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EU

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Product.Type

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Product.Type.Code

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Product.Subtype

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Product.Subtype.Code

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Product.Subtype.Code.Check

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Product

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Product.Simple

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Product.Simple.Code

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Product.Code.Check

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Component

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Latin.Name

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Notes

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Nfix

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Tree

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Mulched

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Incorp

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ECOCROP.Name

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ECOCROP.Notes

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ICC_Code_1.1

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Variable Format: character

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ICC_CropName

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Variable Format: character

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Livestock_Group

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Livestock_Class

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Livestock_Descriptor

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CPC_Code_2.1

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WFO_Code

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UN_Comtrade_Code_1

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UN_Comtrade_Description_1

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UN_Comtrade_Code_2

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UN_Comtrade_Description_2

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Ref_Source

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

Variable Format: numeric

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Ref_Name

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Ref_Link

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Ref_Match

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

Variable Format: numeric

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Ref_Notes

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Variable Format: numeric

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

Variable Format: numeric

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Ref2_Name

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

Variable Format: numeric

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Ref2_Link

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Variable Format: numeric

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Ref2_Notes

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MapSPAM

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Code

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Summary Statistics: Mean 206.41565217391303; Min. 101.0; Valid 115.0; Max. 400.0; StDev 67.46158307849663

Variable Format: numeric

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Pillar

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Pillar.Code

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Subpillar

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Indicator

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Indicator.Code

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Subindicator

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Definition

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Notes

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Example units

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Original.Outcome

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Negative Values

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Sign

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Code

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Theme

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Theme.Code

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Practice

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Practice.Code

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Variable Format: character

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Subpractice

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Subpractice.Code

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Definition

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Depreciated

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Ref_Source

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

Variable Format: numeric

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Ref_Name

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

Variable Format: numeric

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Ref_Link

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

Variable Format: numeric

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Ref2_Name

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

Variable Format: numeric

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Ref2_Link

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

Variable Format: numeric

Notes: UNF:6:iEE43Q1wDSDeGoF99swSfg==

Ref2_Match

f7677624 Location:

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

Variable Format: numeric

Notes: UNF:6:iEE43Q1wDSDeGoF99swSfg==

Ref2_Notes

f7677624 Location:

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

Variable Format: numeric

Notes: UNF:6:iEE43Q1wDSDeGoF99swSfg==

Other Study-Related Materials

Label:

01a. ERA_Compiled.csv

Text:

The ERA dataset in wide format.

Notes:

text/csv

Other Study-Related Materials

Label:

03a. ERA-Explore-and-Analyze.pdf

Text:

ERAg package vignette

Notes:

application/pdf

Other Study-Related Materials

Label:

03b. ERA-Introduction.pdf

Text:

ERAg package vignette

Notes:

application/pdf

Other Study-Related Materials

Label:

03c. ERA-Search-Protocols.pdf

Text:

ERAg package vignette

Notes:

application/pdf

Other Study-Related Materials

Label:

03d. ERA-Yield-Stability.pdf

Text:

ERAg package vignette

Notes:

application/pdf