cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/lachs-c76-1104
title: LACHS newsletter, v. [31], n. 3 (2010-08)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 3 (2010 August).
DOI: 10.25549/lachs-c76-1111
title: LACHS newsletter, v. [31], n. 3 (2010-08)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 3 (2010 August).
DOI: 10.13140/rg.2.2.15657.25447
title: Students CISB 298
DOI: 10.25549/lachs-c76-1119
title: LACHS newsletter, v. [31], n. 3 (2010-08)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 3 (2010 August).
DOI: 10.25549/lachs-c76-1122
title: LACHS newsletter, v. [31], n. 4 (2010-11)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 4 (2010 November).
DOI: 10.25549/lachs-c76-1129
title: LACHS newsletter, v. [31], n. 4 (2010-11)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 4 (2010 November).
DOI: 10.25549/lachs-c76-1136
title: LACHS newsletter, v. [31], n. 4 (2010-11)

description: Los Angeles City Historical Society newsletter, vol. 42 [sic, i.e. 31], no. 4 (2010 November).
DOI: 10.25549/lachs-c76-1448
title: LACHS newsletter, v. [32], n. 1 (2011-02)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 1 (2011 February).
DOI: 10.25549/lachs-c76-1453
title: LACHS newsletter, v. [32], n. 1 (2011-02)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 1 (2011 February).
DOI: 10.15468/dl.uthdk5
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentiana dahurica",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 146 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002652-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-1456
title: LACHS newsletter, v. [32], n. 1 (2011-02)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 1 (2011 February).
DOI: 10.5281/zenodo.18794033
title: Raw data for optimizing UV-A solar-powered lights to enhance codling moth lures

description: Raw data from field trials conducted to define several parameters associated with adding UV, Green and blue/green/red LEDs to monitoring traps for codling moth (CM), Cydia pomonella (L.), lured with a sex pheromone lure (PH1X) or a non-pheromone lure (CM4K).
DOI: 10.5281/zenodo.18794034
title: Raw data for optimizing UV-A solar-powered lights to enhance codling moth lures

description: Raw data from field trials conducted to define several parameters associated with adding UV, Green and blue/green/red LEDs to monitoring traps for codling moth (CM), Cydia pomonella (L.), lured with a sex pheromone lure (PH1X) or a non-pheromone lure (CM4K).
DOI: 10.25549/lachs-c76-899
title: LACHS newsletter, v. [25], n. 3 (2004-08)

description: Los Angeles City Historical Society newsletter, vol. 31 [sic, i.e. 25], no. 3 (2004 August).
DOI: 10.25549/lachs-c76-1435
title: LACHS newsletter, v. [26], n. 1 (2005-02)

description: Los Angeles City Historical Society newsletter, vol. 25 [sic, i.e. 26], no. 1 (2005 February).
DOI: 10.5281/zenodo.18802935
title: Simulated dataset for DIPScan
DOI: 10.5281/zenodo.18802934
title: Simulated dataset for DIPScan
DOI: 10.25549/lachs-c76-915
title: LACHS newsletter, v. [26], n. 2 (2005-05)

description: Los Angeles City Historical Society newsletter, vol. 31 [sic, i.e. 26], no. 2 (2005 May).
DOI: 10.25549/lachs-c76-921
title: LACHS newsletter, v. [26], n. 3 (2005-08)

description: Los Angeles City Historical Society newsletter, vol. 31 [sic, i.e. 26], no. 3 (2005 August).
DOI: 10.5281/zenodo.18805551
title: Dataset for TGweaver: Synthesizing Transaction Graphs for De-anonymization Analysis

description: Mixing services run on blockchain trading systems, enhancing the transaction privacy of blockchain users.Yet, in recent years, the mixing services provide fertile ground for concealing illicit fund flows.Therefore, security experts make great efforts to find an effective de-anonymization of mixing services.Unfortunately, current de-anonymization technologies are constrained by a fundamental issue, i.e., the lack of a comprehensive, extensive, and reliably labeled benchmark dataset.To address this problem, we propose a new method for acquiring mixing transaction data.We design and implement a method named TGweaver, which actively executes the complete mixing workflow within a simulated blockchain environment.Furthermore, to enhance the realism of the dataset, we introduce a “behavioral fingerprint” mapping strategy.Ultimately, the proposed dataset includes over 891K transactions, scaling existing benchmark sizes by 2 to 4 orders of magnitude.In experiments, we use the proposed data to systematically evaluate existing de-anonymization techniques.Experimental results reveal that the current mixing address linking methods, based on heuristic rules, lacks generalization capability in complex scenarios, exhibiting low precision.In contrast, the methods utilizing supervised learning demonstrate significant advantages.
DOI: 10.15468/dl.nsenbf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daboia russelii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002651-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18805550
title: Dataset for TGweaver: Synthesizing Transaction Graphs for De-anonymization Analysis

description: Mixing services run on blockchain trading systems, enhancing the transaction privacy of blockchain users.Yet, in recent years, the mixing services provide fertile ground for concealing illicit fund flows.Therefore, security experts make great efforts to find an effective de-anonymization of mixing services.Unfortunately, current de-anonymization technologies are constrained by a fundamental issue, i.e., the lack of a comprehensive, extensive, and reliably labeled benchmark dataset.To address this problem, we propose a new method for acquiring mixing transaction data.We design and implement a method named TGweaver, which actively executes the complete mixing workflow within a simulated blockchain environment.Furthermore, to enhance the realism of the dataset, we introduce a “behavioral fingerprint” mapping strategy.Ultimately, the proposed dataset includes over 891K transactions, scaling existing benchmark sizes by 2 to 4 orders of magnitude.In experiments, we use the proposed data to systematically evaluate existing de-anonymization techniques.Experimental results reveal that the current mixing address linking methods, based on heuristic rules, lacks generalization capability in complex scenarios, exhibiting low precision.In contrast, the methods utilizing supervised learning demonstrate significant advantages.
DOI: 10.15468/dl.8qcydy
title: Occurrence Download

description: A dataset containing 2007 records in GBIF matching the query:

SELECT
 GBIF_ISEA3HCode(
 8, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 CASE 
 WHEN classKey IN ('359') THEN 'Mammals'
 WHEN classKey IN ('212') THEN 'Birds'
 WHEN familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879') THEN 'Bony Fish'
 WHEN classKey IN ('131') THEN 'Amphibians'
 WHEN classKey IN ('216') THEN 'Insects'
 WHEN classKey IN ('11418114', '11569602', '11592253', '11493978') THEN 'Reptiles'
 WHEN phylumKey IN ('52') THEN 'Molluscs'
 WHEN classKey IN ('367') THEN 'Arachnids'
 WHEN classKey IN ('220', '196') THEN 'Flowering Plants'
 WHEN classKey IN ('194', '244', '228', '282') THEN 'Gymnosperms'
 WHEN orderKey IN ('392') THEN 'Ferns'
 WHEN phylumKey IN ('35') THEN 'Mosses'
 WHEN phylumKey IN ('95') THEN 'Sac Fungi'
 WHEN phylumKey IN ('34') THEN 'Basidiomycota'
 END AS taxonomic_group,
 COUNT(DISTINCT speciesKey) AS species_count
FROM occurrence
WHERE countryCode = 'JP'
 AND hasCoordinate = TRUE
 AND hasGeospatialIssues = FALSE
 AND coordinateUncertaintyInMeters &lt;= 2000
 AND occurrenceStatus = 'PRESENT'
 AND speciesKey IS NOT NULL
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonRank = 'SPECIES'
 AND (
 classKey IN ('359', '212', '131', '216', '11418114', '11569602', '11592253', '11493978', '367', '220', '196', '194', '244', '228', '282')
 OR familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879')
 OR phylumKey IN ('52', '35', '95', '34')
 OR orderKey IN ('392')
 )
GROUP BY geogrid_id, taxonomic_group;


 The dataset's 2007 records were derived from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002630-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-924
title: LACHS newsletter, v. [26], n. 3 (2005-08)

description: Los Angeles City Historical Society newsletter, vol. 31 [sic, i.e. 26], no. 3 (2005 August).
DOI: 10.25549/lachs-c76-1015
title: LACHS newsletter, v. [28], n. 2 (2007-05)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 28], no. 2 (2007 May).
DOI: 10.25549/lachs-c76-1020
title: LACHS newsletter, v. [28], n. 3 (2007-08)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 3 (2007 August).
DOI: 10.25549/lachs-c76-1027
title: LACHS newsletter, v. [28], n. 3 (2007-08)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 3 (2007 August).
DOI: 10.25549/lachs-c76-1035
title: LACHS newsletter, v. [28], n. 4 (2007-11)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 4 (2007 November).
DOI: 10.25549/lachs-c76-1037
title: LACHS newsletter, v. [28], n. 4 (2007-11)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 4 (2007 November).
DOI: 10.25549/lachs-c76-760
title: LACHS newsletter, v. [17], n. 1 (1995-03)

description: Los Angeles City Historical Society newsletter, vol. 22 [sic, i.e. 17], no. 1 (1995 March).
DOI: 10.25549/lachs-c76-761
title: LACHS newsletter, v. [17], n. 1 (1995-03)

description: Los Angeles City Historical Society newsletter, vol. 22 [sic, i.e. 17], no. 1 (1995 March).
DOI: 10.25549/lachs-c76-762
title: LACHS newsletter, v. [17], n. 1 (1995-03)

description: Los Angeles City Historical Society newsletter, vol. 22 [sic, i.e. 17], no. 1 (1995 March).
DOI: 10.25549/lachs-c76-771
title: LACHS newsletter, v. [17], n. 3 (1995-10)

description: Los Angeles City Historical Society newsletter, vol. 22 [sic, i.e. 17], no. 3 (1995 October).
DOI: 10.25549/lachs-c76-773
title: LACHS newsletter, v. [17], n. 3 (1995-10)

description: Los Angeles City Historical Society newsletter, vol. 22 [sic, i.e. 17], no. 3 (1995 October).
DOI: 10.25549/lachs-c76-1066
title: LACHS newsletter, v. [30], n. 1 (2009-02)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 30], no. 1 (2009 February).
DOI: 10.25549/lachs-c76-1067
title: LACHS newsletter, v. [30], n. 1 (2009-02)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 30], no. 1 (2009 February).
DOI: 10.25549/lachs-c76-1071
title: LACHS newsletter, v. [30], n. 1 (2009-02)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 30], no. 1 (2009 February).
DOI: 10.25549/lachs-c76-1077
title: LACHS newsletter, v. [31], n. 1 (2010-02)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 1 (2010 February).
DOI: 10.15468/dl.zar2ab
title: Occurrence Download

description: A dataset containing 1878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Tapirus pinchaque"
 ]
}

 The dataset includes 1878 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002653-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-1084
title: LACHS newsletter, v. [31], n. 1 (2010-02)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 1 (2010 February).
DOI: 10.25549/lachs-c76-979
title: LACHS newsletter, v. [27], n. 4 (2006-11)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 27], no. 4 (2006 November).
DOI: 10.25549/lachs-c76-980
title: LACHS newsletter, v. [27], n. 4 (2006-11)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 27], no. 4 (2006 November).
DOI: 10.25549/lachs-c76-986
title: LACHS newsletter, v. [27], n. 4 (2006-11)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 27], no. 4 (2006 November).
DOI: 10.25549/lachs-c76-1013
title: LACHS newsletter, v. [28], n. 2 (2007-05)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 28], no. 2 (2007 May).
DOI: 10.25549/lachs-c76-1022
title: LACHS newsletter, v. [28], n. 3 (2007-08)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 3 (2007 August).
DOI: 10.15468/dl.eq3mhj
title: Occurrence Download

description: A dataset containing 1010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromelia balansae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1010 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002655-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-933
title: LACHS newsletter, v. [26], n. 4 (2005-11)

description: Los Angeles City Historical Society newsletter, vol. 25 [sic, i.e. 26], no. 4 (2005 November).
DOI: 10.25549/lachs-c76-941
title: LACHS newsletter, v. [26], n. 4 (2005-11)

description: Los Angeles City Historical Society newsletter, vol. 25 [sic, i.e. 26], no. 4 (2005 November).
DOI: 10.25549/lachs-c76-944
title: LACHS newsletter, v. [27], n. 1 (2006-02)

description: Los Angeles City Historical Society newsletter, vol. 26 [sic, i.e. 27], no. 1 (2006 February).
DOI: 10.25549/lachs-c76-950
title: LACHS newsletter, v. [27], n. 1 (2006-02)

description: Los Angeles City Historical Society newsletter, vol. 26 [sic, i.e. 27], no. 1 (2006 February).
DOI: 10.25549/lachs-c76-962
title: LACHS newsletter, v. [27], n. 2 (2006-05)

description: Los Angeles City Historical Society newsletter, vol. 26 [sic, i.e. 27], no. 2 (2006 May).
DOI: 10.25549/lachs-c76-1460
title: LACHS newsletter, v. [32], n. 1 (2011-02)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 1 (2011 February).
DOI: 10.25549/lachs-c76-1144
title: LACHS newsletter, v. [32], n. 2 (2011-05)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 2 (2011 May).
DOI: 10.25549/lachs-c76-1148
title: LACHS newsletter, v. [32], n. 2 (2011-05)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 2 (2011 May).
DOI: 10.25549/lachs-c76-1152
title: LACHS newsletter, v. [32], n. 2 (2011-05)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 2 (2011 May).
DOI: 10.25549/lachs-ouc1630278
title: LACHS newsletter, v. [32], n. 3 (2011-08)

description: Los Angeles City Historical Society newsletter, vol. 44 [sic, i.e. 32], no. 3 (2011 August).
DOI: 10.25549/lachs-c76-1024
title: LACHS newsletter, v. [28], n. 3 (2007-08)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 3 (2007 August).
DOI: 10.15468/dl.k3stmm
title: Occurrence Download

description: A dataset containing 1160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.14.16_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Alliaria petiolata"
 ]
}

 The dataset includes 1160 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002657-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-1028
title: LACHS newsletter, v. [28], n. 3 (2007-08)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 3 (2007 August).
DOI: 10.25549/lachs-c76-1039
title: LACHS newsletter, v. [28], n. 4 (2007-11)

description: Los Angeles City Historical Society newsletter, vol. 40 [sic, i.e. 28], no. 4 (2007 November).
DOI: 10.25549/lachs-c76-1049
title: LACHS newsletter, v. [29], n. 1 (2008-02)

description: Los Angeles City Historical Society newsletter, vol. 30 [sic, i.e. 29], no. 1 (2008 February).
DOI: 10.25549/lachs-c76-1050
title: LACHS newsletter, v. [29], n. 1 (2008-02)

description: Los Angeles City Historical Society newsletter, vol. 30 [sic, i.e. 29], no. 1 (2008 February).
DOI: 10.48580/dgwr8.v3
title: Habitats Directive Annex V - Animal and plant species of community interest whose taking in the wild and exploitation may be subject to management measures
DOI: 10.25549/lachs-c76-1055
title: LACHS newsletter, v. [29], n. 1 (2008-02)

description: Los Angeles City Historical Society newsletter, vol. 30 [sic, i.e. 29], no. 1 (2008 February).
DOI: 10.25549/lachs-c76-1081
title: LACHS newsletter, v. [31], n. 1 (2010-02)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 1 (2010 February).
DOI: 10.25549/lachs-c76-1086
title: LACHS newsletter, v. [31], n. 2 (2010-05)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 2 (2010 May).
DOI: 10.25549/lachs-c76-1093
title: LACHS newsletter, v. [31], n. 2 (2010-05)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 2 (2010 May).
DOI: 10.25549/lachs-c76-1094
title: LACHS newsletter, v. [31], n. 2 (2010-05)

description: Los Angeles City Historical Society newsletter, vol. 41 [sic, i.e. 31], no. 2 (2010 May).
DOI: 10.15468/dl.frc3kp
title: Occurrence Download

description: A dataset containing 3425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.14.16_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pieris rapae"
 ]
}

 The dataset includes 3425 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002659-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/lachs-c76-971
title: LACHS newsletter, v. 27, n. 3 (2006-08)

description: Los Angeles City Historical Society newsletter, vol. 27 , no. 3 (2006 August).
DOI: 10.15468/dl.dw6nhw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Pomacentrus australis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002660-260226173443078/datasets/export for details.
DOI: 10.25549/lachs-c76-975
title: LACHS newsletter, v. 27, n. 3 (2006-08)

description: Los Angeles City Historical Society newsletter, vol. 27 , no. 3 (2006 August).
DOI: 10.25549/lachs-c76-982
title: LACHS newsletter, v. [27], n. 4 (2006-11)

description: Los Angeles City Historical Society newsletter, vol. 39 [sic, i.e. 27], no. 4 (2006 November).
DOI: 10.5281/zenodo.18786170
title: Tile drain water chemistry dataset from an enhanced rock weathering field trial at the Energy Farm, University of Illinois

description: This dataset contains data from filtered waters taken from a tile drain system from a long-standing enhanced rock weathering experiment at the University of Illinois Energy Farm, Urbana-Champaign. Further details relating to the experimental design are available in the following papers: Beerling et al., 2024; Kantola et al., 2023.

The data are from 4 experimental plots (each 3.9 ha in size) and 2 crop types, with 1 control and 1 treatment for each crop. One crop is an experimental bioenergy crop (Miscanthus grass), and the other is corn (maize) and soybean rotation. The tile drain waters are collected using an automated sampling system, and on occasion, samples were taken directly from the tile drain system for "in situ" analysis of time-critical species. All waters were filtered to <0.45 µm. Major cations and some trace elements and major anions were measured on the tile train waters collected via the automated sampling system triggered by water flow through the tile drain system. Alkalinity, dissolved inorganic carbon, dissolved organic carbon, total dissolved nitrogen and nutrient analysis were measured on the "in situ" samples.

All analysis was carried out at the University of Southampton following methods outlined in Larkin et al., 2022, apart from pH, EC and temperature measurements on the in situ samples, which were carried out onsite at the University of Illinois.
		
For further details, please contact the authors.

References mentioned
Beerling, D.J., Epihov, D.Z., Kantola, I.B., Masters, M.D., Reershemius, T., Planavsky, N.J., Reinhard, C.T., Jordan, J.S., Thorne, S.J., Weber, J., Val Martin, M., Freckleton, R.P., Hartley, S.E., James, R.H., Pearce, C.R., DeLucia, E.H., Banwart, S.A., 2024. Enhanced weathering in the US Corn Belt delivers carbon removal with agronomic benefits. Proc. Natl. Acad. Sci. 121, e2319436121. https://doi.org/10.1073/pnas.2319436121
Kantola, I.B., Blanc-Betes, E., Masters, M.D., Chang, E., Marklein, A., Moore, C.E., von Haden, A., Bernacchi, C.J., Wolf, A., Epihov, D.Z., Beerling, D.J., DeLucia, E.H., 2023. Improved net carbon budgets in the US Midwest through direct measured impacts of enhanced weathering. Glob. Change Biol. 29, 7012–7028. https://doi.org/10.1111/gcb.16903
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