cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e240272v1
title: HIFLD OPEN Nonferrous Metal Processing Plants

description: This map layer includes nonferrous metal processing plants in the United States. The data represent commodities covered by the Minerals Information Team (MIT) of the U.S. Geological Survey, and the operations are those considered active in 2003 and surveyed by the MIT. This is a replacement for the October 2003 map layer. The data is legacy and not expected to be updated. It is being provided as the best available until Mineral Resources identifies an alternative data source.<br><br>These data are intended for geographic display and analysis at the national level, and for large regional areas. The data should be displayed and analyzed at scales appropriate for 1:2,000,000-scale data. No responsibility is assumed by the U.S. Geological Survey or the National Atlas of the United States in the use of these data. This dataset represents nonferrous metal processing plants in the Unites States.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.15468/dl.waj8sn
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "Geometry POLYGON((-105.70258 19.52629,-103.45753 19.52629,-103.45753 20.5268,-105.70258 20.5268,-105.70258 19.52629))",
 "OccurrenceStatus is Present",
 "TaxonKey is Andrenidae"
 ]
}

 The dataset includes 273 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031688-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqk685
title: Occurrence Download

description: A dataset containing 67018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achillea millefolium",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 67018 records from 496 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031657-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pusj5b
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sceloporus acanthinus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 657 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031689-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwpepe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanius fasciatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031690-251025141854904/datasets/export for details.
DOI: 10.15468/dl.psp3xw
title: Occurrence Download

description: A dataset listing the 356 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.80795 53.37207,-2.79644 53.37207,-2.79644 53.38254,-2.80795 53.38254,-2.80795 53.37207))",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset's 356 records were derived from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031672-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amvfet
title: Occurrence Download

description: A dataset containing 7442 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus variegatoides"
 ]
}

 The dataset includes 7442 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031691-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvvazg
title: Occurrence Download

description: A dataset containing 1276 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 Andropogon virginicus L.",
 "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 1276 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007215-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18343886
title: Dataset of suicidal ideation texts in Brazilian Portuguese - Boamente System

description: We obtained non-clinical texts from tweets (user posts of the online social network Twitter). To find suicide-related tweets, we used the Twitter API to download tweets in a personalized way based on search terms associated with suicide. After different experiments to retrieve relevant texts, 5699 tweets were collected in May 2021. Each downloaded tweet had user-specific information (for example, user ID, timestamp, language, location, number of likes, etc.). Still, we kept only the post content (suicide-related texts) and discarded the additional data. Therefore, all texts were anonymized. 

After data collection, three psychologists were invited to perform the data annotation, in which they individually labeled each tweet. To avoid bias in the annotation process, we selected psychologists with different psychological approaches, namely cognitive behavioral theory, psychoanalytic theory, and humanistic theory. Professionals had to classify each tweet as negative for suicidal ideation (annotated as 0), or positive for suicidal ideation (annotated as 1). 

All tweets with at least one divergence between psychologists (n = 1513) were excluded, resulting in a dataset with 4186 instances. 398 duplicate tweets were excluded. The final dataset consists of 2691 instances labeled negative and 1097 labeled positive.

In a dataset review conducted in January 2026, ten duplicate sentences were removed and the labels of ten sentences were corrected. The resulting version of the dataset comprises 3,777 sentences divided into two classes: 2,687 sentences identified as negative for suicidal ideation (label = 0) and 1,090 sentences identified as positive for suicidal ideation (label = 1).
DOI: 10.5281/zenodo.10065214
title: Dataset of suicidal ideation texts in Brazilian Portuguese - Boamente System

description: We obtained non-clinical texts from tweets (user posts of the online social network Twitter). To find suicide-related tweets, we used the Twitter API to download tweets in a personalized way based on search terms associated with suicide. After different experiments to retrieve relevant texts, 5699 tweets were collected in May 2021. Each downloaded tweet had user-specific information (for example, user ID, timestamp, language, location, number of likes, etc.). Still, we kept only the post content (suicide-related texts) and discarded the additional data. Therefore, all texts were anonymized. 

After data collection, three psychologists were invited to perform the data annotation, in which they individually labeled each tweet. To avoid bias in the annotation process, we selected psychologists with different psychological approaches, namely cognitive behavioral theory, psychoanalytic theory, and humanistic theory. Professionals had to classify each tweet as negative for suicidal ideation (annotated as 0), or positive for suicidal ideation (annotated as 1). 

All tweets with at least one divergence between psychologists (n = 1513) were excluded, resulting in a dataset with 4186 instances. 398 duplicate tweets were excluded. The final dataset consists of 2691 instances labeled negative and 1097 labeled positive.

In a dataset review conducted in January 2026, ten duplicate sentences were removed and the labels of ten sentences were corrected. The resulting version of the dataset comprises 3,777 sentences divided into two classes: 2,687 sentences identified as negative for suicidal ideation (label = 0) and 1,090 sentences identified as positive for suicidal ideation (label = 1).
DOI: 10.15468/dl.vm42bh
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((98.55200000000001 8.797084, 98.480907 8.791512000000001, 98.411571 8.774932, 98.345704 8.747756000000001, 98.284933 8.710653000000001, 98.230757 8.664541, 98.18451 8.610557, 98.14733099999999 8.550034999999999, 98.120131 8.484465999999999, 98.103576 8.415468000000001, 98.098068 8.34474, 98.103737 8.274025, 98.12043799999999 8.205063000000001, 98.14775299999999 8.13955, 98.185007 8.079098999999999, 98.231279 8.025194000000001, 98.28543000000001 7.979161, 98.346127 7.942129, 98.411878 7.915009, 98.48106799999999 7.898466, 98.55200000000001 7.892906, 98.62293200000001 7.898466, 98.692122 7.915009, 98.757873 7.942129, 98.81856999999999 7.979161, 98.872721 8.025194000000001, 98.918993 8.079098999999999, 98.956247 8.13955, 98.98356200000001 8.205063000000001, 99.000263 8.274025, 99.005932 8.34474, 99.000424 8.415468000000001, 98.983869 8.484465999999999, 98.95666900000001 8.550034999999999, 98.91949 8.610557, 98.873243 8.664541, 98.819067 8.710653000000001, 98.758296 8.747756000000001, 98.692429 8.774932, 98.623093 8.791512000000001, 98.55200000000001 8.797084))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 649 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005488-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twtbr9
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((98.73 8.837083, 98.6589 8.831511000000001, 98.589556 8.814931, 98.52368199999999 8.787755000000001, 98.46290500000001 8.750652000000001, 98.40872299999999 8.70454, 98.362472 8.650556, 98.325288 8.590033999999999, 98.298086 8.524464999999999, 98.28153 8.455467000000001, 98.276022 8.384739, 98.28169200000001 8.314024, 98.298394 8.245062000000001, 98.32571299999999 8.179550000000001, 98.36297 8.119097999999999, 98.40924800000001 8.065194, 98.463404 8.019161, 98.524107 7.98213, 98.58986400000001 7.955009, 98.65906200000001 7.938467, 98.73 7.932907, 98.800938 7.938467, 98.870136 7.955009, 98.93589299999999 7.98213, 98.996596 8.019161, 99.050752 8.065194, 99.09703 8.119097999999999, 99.134287 8.179550000000001, 99.16160600000001 8.245062000000001, 99.178308 8.314024, 99.183978 8.384739, 99.17847 8.455467000000001, 99.161914 8.524464999999999, 99.13471199999999 8.590033999999999, 99.097528 8.650556, 99.051277 8.70454, 98.997095 8.750652000000001, 98.936318 8.787755000000001, 98.87044400000001 8.814931, 98.80110000000001 8.831511000000001, 98.73 8.837083))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 175 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005489-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qesxx4
title: Occurrence Download

description: A dataset containing 1303056 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CAS Botany (BOT)"
 ]
}

 The dataset includes 1303056 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005461-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7byprk
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rallus recessus"
 ]
}

 The dataset includes 341 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005490-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/y3rkbi
title: Replication Data for: Predicting Acute Food Insecurity with Machine Learning

description: This is the replication data for: Predicting Acute Food Insecurity with Machine Learning
DOI: 10.15468/dl.sx5ju4
title: Occurrence Download

description: A dataset containing 36665 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 "year",
 GBIF_EQDGCODE(3, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)) eqdcellcode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, GBIF_EQDGCODE(3, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) kingdomcount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.datasetkey = 'f934f8e2-32ca-46a7-b2f8-b032a4740454'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.classificationdetails['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c']['phylumkey'] &lt;&gt; '' AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence."year",
 GBIF_EQDGCODE(3, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000))

 The dataset's 36665 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005467-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14586813
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.zq7xbf
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((98.80800000000001 8.927080999999999, 98.73688199999999 8.921507999999999, 98.66752200000001 8.904928999999999, 98.601632 8.877751999999999, 98.54084 8.840649000000001, 98.48664599999999 8.794537, 98.44038399999999 8.740553, 98.403192 8.68003, 98.375984 8.614462, 98.359425 8.545463, 98.353917 8.474736, 98.359589 8.404021, 98.376296 8.33506, 98.403622 8.269548, 98.440888 8.209097999999999, 98.48717600000001 8.155194, 98.54134500000001 8.109161, 98.60206100000001 8.072131000000001, 98.667834 8.045011000000001, 98.73704600000001 8.028468, 98.80800000000001 8.022909, 98.87895399999999 8.028468, 98.948166 8.045011000000001, 99.01393899999999 8.072131000000001, 99.07465500000001 8.109161, 99.12882399999999 8.155194, 99.175112 8.209097999999999, 99.212378 8.269548, 99.239704 8.33506, 99.256411 8.404021, 99.262083 8.474736, 99.256575 8.545463, 99.240016 8.614462, 99.212808 8.68003, 99.17561600000001 8.740553, 99.12935400000001 8.794537, 99.07516 8.840649000000001, 99.014368 8.877751999999999, 98.94847799999999 8.904928999999999, 98.87911800000001 8.921507999999999, 98.80800000000001 8.927080999999999))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 128 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005491-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k68w9w
title: Occurrence Download

description: A dataset containing 78314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus arctos"
 ]
}

 The dataset includes 78314 records from 346 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005425-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7927/pzv8-ta24
title: Sixth Assessment Report of the Intergovernmental Panel on Climate Change Risk Assessment Database

description: The IPCC AR6 Risk Assessment Database brings together the relevant datasets underpinning findings from the risk assessments across individual sectoral, regional, and global assessments featured in the Sixth Assessment Report (AR6) of the Intergovernmental Panel on Climate Change (IPCC). The database contains one Excel workbook file, with fourteen spreadsheets. Each spreadsheet contains their corresponding traceability details.
DOI: 10.15468/dl.a6vuq9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.227 8.970079999999999, 99.155874 8.964506999999999, 99.086505 8.947927999999999, 99.020608 8.920750999999999, 98.95980900000001 8.883648000000001, 98.905609 8.837535000000001, 98.859342 8.783552, 98.822146 8.723029, 98.794935 8.65746, 98.778375 8.588462, 98.77286599999999 8.517735, 98.77853899999999 8.44702, 98.795249 8.378059, 98.82257799999999 8.312548, 98.859849 8.252096999999999, 98.906142 8.198194000000001, 98.96031600000001 8.152162000000001, 99.02104 8.115131, 99.08681900000001 8.088012000000001, 99.15603900000001 8.071469, 99.227 8.065910000000001, 99.297961 8.071469, 99.367181 8.088012000000001, 99.43295999999999 8.115131, 99.493684 8.152162000000001, 99.54785800000001 8.198194000000001, 99.594151 8.252096999999999, 99.631422 8.312548, 99.658751 8.378059, 99.675461 8.44702, 99.681134 8.517735, 99.675625 8.588462, 99.659065 8.65746, 99.631854 8.723029, 99.594658 8.783552, 99.548391 8.837535000000001, 99.494191 8.883648000000001, 99.433392 8.920750999999999, 99.36749500000001 8.947927999999999, 99.298126 8.964506999999999, 99.227 8.970079999999999))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005492-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pypsf9
title: Occurrence Download

description: A dataset containing 16208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Diversidad y distribución altitudinal de maíces nativos en la región de los Loxicha, Sierra Madre del Sur Oaxaca, Base de datos de colecciones de maíces nativos, teocintles y Tripsacum de México)",
 "GbifRegion is Latin America and the Caribbean"
 ]
}

 The dataset includes 16208 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005493-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31083118
title: Rapid Homotopic Communication Between Human Orbitofrontal Subregions - dataset and MATLAB codes

description: Data and codes pertaining to the manuscript "Rapid Homotopic Communication Between Human Orbitofrontal Subregions" by Starkweather et al. This is a cortico-cortical evoked potential mapping study. This uploaded data contains preprocessed data timeseries (condensed_ecog_OFC_only.mat) with each item within the structure referring to an individual electrode. condensed_ecog(eRec).bipolar refers to the bipolar referenced data from electrode eRec, and condensed_eocg(eRec).lat_coor corresponds to the medial/lateral distance from the lateral orbital sulcus. The critical data analysis summary (Figure 3a) contained in the manuscript was obtained by first running automate_stim_metadata_collection_zscores.m, followed by CCEP_multiplearrays_multiplesubjects_zscores
DOI: 10.6084/m9.figshare.31083118.v2
title: Rapid Homotopic Communication Between Human Orbitofrontal Subregions - dataset and MATLAB codes

description: Data and codes pertaining to the manuscript "Rapid Homotopic Communication Between Human Orbitofrontal Subregions" by Starkweather et al. This is a cortico-cortical evoked potential mapping study. This uploaded data contains preprocessed data timeseries (condensed_ecog_OFC_only.mat) with each item within the structure referring to an individual electrode. condensed_ecog(eRec).bipolar refers to the bipolar referenced data from electrode eRec, and condensed_eocg(eRec).lat_coor corresponds to the medial/lateral distance from the lateral orbital sulcus. The critical data analysis summary (Figure 3a) contained in the manuscript was obtained by first running automate_stim_metadata_collection_zscores.m, followed by CCEP_multiplearrays_multiplesubjects_zscores