cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.muxys8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.24 -1.046818, 102.169725 -1.052384, 102.10118 -1.068945, 102.036051 -1.096094, 101.975942 -1.133162, 101.922332 -1.179237, 101.876542 -1.233185, 101.839697 -1.293679, 101.812707 -1.359227, 101.796235 -1.428219, 101.79069 -1.498954, 101.796207 -1.569691, 101.812653 -1.638688, 101.839623 -1.704247, 101.876454 -1.764753, 101.92224 -1.818715, 101.975855 -1.864805, 102.035977 -1.901886, 102.101126 -1.929045, 102.169697 -1.945612, 102.24 -1.951181, 102.310303 -1.945612, 102.378874 -1.929045, 102.444023 -1.901886, 102.504145 -1.864805, 102.55776 -1.818715, 102.603546 -1.764753, 102.640377 -1.704247, 102.667347 -1.638688, 102.683793 -1.569691, 102.68931 -1.498954, 102.683765 -1.428219, 102.667293 -1.359227, 102.640303 -1.293679, 102.603458 -1.233185, 102.557668 -1.179237, 102.504058 -1.133162, 102.443949 -1.096094, 102.37882 -1.068945, 102.310275 -1.052384, 102.24 -1.046818))"},{"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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002879-260119153935675/datasets/export for details.
DOI: 10.15468/dl.fw8uh9
title: Occurrence Download

description: A dataset listing the 496 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-58.42557 -34.85632,-58.41292 -34.8738,-58.40721 -34.86552,-58.41802 -34.85238,-58.42557 -34.85632))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 496 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002848-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftpddh
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.0103 45.83209,5.02131 45.83424,5.01957 45.83572,5.01571 45.84003,5.0074 45.83882,5.0103 45.83209))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2016-2026"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002880-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18313315
title: عمو.. عمو! (Ammo.. Ammo!)

description:  

An original narrative poem in Egyptian colloquial Arabic addressing the social crisis of child labor and the importance of education. The poem depicts a dialogue between the narrator and two young boys, Ahmed and Ragab, who sell cotton candy on the street. It highlights the loss of childhood to economic hardship and calls for social responsibility and reform through learning.
DOI: 10.5281/zenodo.18313316
title: عمو.. عمو! (Ammo.. Ammo!)

description:  

An original narrative poem in Egyptian colloquial Arabic addressing the social crisis of child labor and the importance of education. The poem depicts a dialogue between the narrator and two young boys, Ahmed and Ragab, who sell cotton candy on the street. It highlights the loss of childhood to economic hardship and calls for social responsibility and reform through learning.
DOI: 10.17866/rd.salford.30750977
title: Serendipity with Gen AI - dataset

description: Datasheet for "Serendipity with Generative AI: Repurposing knowledge components during polycrisis with a Viable Systems Model approach"<br>Abstract: Organisations face polycrisis uncertainty yet overlook embedded knowledge. We show how generative AI can operate as a serendipity engine and knowledge transducer to discover, classify and mobilise reusable components (models, frameworks, patterns) from existing documents. Using 206 papers, our pipeline extracted 711 components (≈3.4 per paper) and organised them into a repository aligned to Beer’s Viable System Model (VSM). We contribute i) conceptually, a theory of planned serendipity in which GenAI lowers transduction costs between VSM subsystems, ii) empirically, a component repository and temporal/subject patterns, iii) managerially, a vignette and process blueprint for organisational adoption and iv) socially, pathways linking repurposing to environmental and social benefits. We propose testable links between repository creation, discovery-to-deployment time, and reuse rates, and discuss implications for shifting innovation portfolios from breakthrough bias toward systematic repurposing.<br>
DOI: 10.17866/rd.salford.30750977.v1
title: Serendipity with Gen AI - dataset

description: Datasheet for "Serendipity with Generative AI: Repurposing knowledge components during polycrisis with a Viable Systems Model approach"<br>Abstract: Organisations face polycrisis uncertainty yet overlook embedded knowledge. We show how generative AI can operate as a serendipity engine and knowledge transducer to discover, classify and mobilise reusable components (models, frameworks, patterns) from existing documents. Using 206 papers, our pipeline extracted 711 components (≈3.4 per paper) and organised them into a repository aligned to Beer’s Viable System Model (VSM). We contribute i) conceptually, a theory of planned serendipity in which GenAI lowers transduction costs between VSM subsystems, ii) empirically, a component repository and temporal/subject patterns, iii) managerially, a vignette and process blueprint for organisational adoption and iv) socially, pathways linking repurposing to environmental and social benefits. We propose testable links between repository creation, discovery-to-deployment time, and reuse rates, and discuss implications for shifting innovation portfolios from breakthrough bias toward systematic repurposing.<br>
DOI: 10.15468/dl.fe4grs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((111.352 2.459178, 111.281673 2.453609, 111.213079 2.43704, 111.147909 2.40988, 111.087769 2.372797, 111.034139 2.326706, 110.988341 2.272741, 110.951502 2.212234, 110.924528 2.146673, 110.908082 2.077675, 110.902569 2.006938, 110.908121 1.936204, 110.924601 1.867214, 110.951602 1.801667, 110.988458 1.741176, 111.034262 1.687231, 111.087886 1.641158, 111.148009 1.604093, 111.213152 1.576945, 111.281711 1.560385, 111.352 1.55482, 111.422289 1.560385, 111.490848 1.576945, 111.555991 1.604093, 111.616114 1.641158, 111.669738 1.687231, 111.715542 1.741176, 111.752398 1.801667, 111.779399 1.867214, 111.795879 1.936204, 111.801431 2.006938, 111.795918 2.077675, 111.779472 2.146673, 111.752498 2.212234, 111.715659 2.272741, 111.669861 2.326706, 111.616231 2.372797, 111.556091 2.40988, 111.490921 2.43704, 111.422327 2.453609, 111.352 2.459178))"},{"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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002881-260119153935675/datasets/export for details.
DOI: 10.15468/dl.mheyku
title: Occurrence Download

description: A dataset containing 6362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrellia griseola",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6362 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002883-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wvddxp
title: B.O.L.E.H Initiative Protocol

description: A quasi-experimental pre–post design was implemented across four Program Perumahan Rakyat (People’s Housing Programme) sites in the Lembah Pantai community of Kuala Lumpur. The intervention included advocate training, educational videos, lift-lobby posters, household contests, and ongoing floor-level engagement. Repeated KAP surveys were conducted at three-time points. Monthly dengue incidence rates were obtained from the national surveillance system and analysed using Generalized Estimating Equations (GEE) with a log-population offset to assess temporal and group effects.
DOI: 10.25549/inscriptifact-ouc110813742
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110813923
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814017
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814025
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110813931
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814010
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110813991
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110813791
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.15468/dl.dbnsm8
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedera helix",
 "TaxonKey is Hedera helix",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is 2014"
 ]
}

 The dataset includes 432 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001265-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xiscpf
title: Bridging Language and Mathematics: Culturo-Techno Contextual Approach 2.0 in Monolingual and Multilingual Modes on Students’ Critical Thinking Skills in Vectors

description: This is a dataset based the research work titled Bridging Language and Mathematics: Culturo-Techno Contextual Approach 2.0 in Monolingual and Multilingual Modes on Students’ Critical Thinking Skills in Vectors. This is a join work by Camara and Kanteh
DOI: 10.15468/dl.c6g5sk
title: Occurrence Download

description: A dataset containing 2737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centropyge bicolor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2737 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001266-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/iybeuj
title: Replication Data for: Violent Origins and Authoritarian Order: Divergent Trajectories after Successful Rebellions

description: This provides all the files needed to replicate every statistical table and figure in "Violent Origins and Authoritarian Order: Divergent Trajectories after Successful Rebellions" by Killian Clarke, Anne Meng, and Jack Paine
DOI: 10.15468/dl.tkjrkf
title: Occurrence Download

description: A dataset containing 5468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plotosus lineatus"
 ]
}

 The dataset includes 5468 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001267-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzmbnb
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedera helix",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is 2014"
 ]
}

 The dataset includes 432 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001269-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwtza2
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Month is December",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes",
 "Year 2023-2023"
 ]
}

 The dataset includes 269 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001270-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/sioyvd
title: Replication Data for: Determinants of Market Income Inequality: Accounting for Model Uncertainty and Reverse Causality

description: Replication Data for: Determinants of Market Income Inequality: Accounting for Model Uncertainty and Reverse Causality. The data was prepared within the research project “Bayesian simultaneous equations model averaging - theoretical development and R package,” funded by the Polish National Science Centre, on the basis of the decision No. DEC-2021/43/B/HS4/01745.
description: The data was prepared within the research project “Bayesian simultaneous equations model averaging - theoretical development and R package,” funded by the Polish National Science Centre, on the basis of the decision No. DEC-2021/43/B/HS4/01745.
DOI: 10.15468/dl.szrhhs
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Strix aluco",
 "Year 2020-2025"
 ]
}

 The dataset includes 134 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001271-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7efw66
title: Occurrence Download

description: A dataset containing 3667 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudosuccinea columella"
 ]
}

 The dataset includes 3667 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001272-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/2wtv8p
title: AI Boom or Bubble Study - Shared Data

description: Data related to AI Boom or Bubble
DOI: 10.7910/dvn/zorwn6
title: State-of-the-Art Review on Performance of Conventional Vertical Cutoff Walls

description: This dataset contains compiled information on the hydraulic performance of three types of cutoff walls: cement–bentonite (CB), soil–cement–bentonite (SCB), and plastic concrete (PC). Specifically, it includes data on:
the effect of slag replacement on the permeability of CB cutoff walls, the influence of cement content on the permeability of SCB cutoff walls, and the impact of silica fume replacement at different water–cement ratios on the hydraulic conductivity of PC cutoff walls.

All values in this dataset were extracted from previously published studies. The authors gratefully acknowledge the original researchers for generating these experimental data. This dataset is intended solely to support the analysis and conclusions presented in the associated manuscript.
DOI: 10.15468/dl.wuchqh
title: Occurrence Download

description: A dataset containing 31066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((38.9312684534068 27.87837271836389, 38.9312684534068 48.76856667532462, -6.379433678493399 48.76856667532462, -6.379433678493399 27.87837271836389, 38.9312684534068 27.87837271836389))",
 "TaxonKey is Scleractinia"
 ]
}

 The dataset includes 31066 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001274-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dj7gv
title: Occurrence Download

description: A dataset containing 24836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosopis juliflora"
 ]
}

 The dataset includes 24836 records from 447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001273-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n22tuw
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is 2014"
 ]
}

 The dataset includes 107 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.haxrv3i8
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (2747 records)
DOI: 10.15468/dl.ppeueh
title: Occurrence Download

description: A dataset containing 19248 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 500",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "TaxonKey is Eucalyptus melliodora"
 ]
}

 The dataset includes 19248 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001277-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv6cm8
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.12_1",
 "TaxonKey is Chioglossa lusitanica"
 ]
}

 The dataset includes 638 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001279-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3da5aw
title: Occurrence Download

description: A dataset containing 12585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-93.71791 39.49593,-90.17332 39.49593,-90.17332 43.78489,-93.71791 43.78489,-93.71791 39.49593))",
 "TaxonKey is Circus hudsonius"
 ]
}

 The dataset includes 12585 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001281-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4nkz3
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "TaxonKey is one of (Metrioptera, Zeuneriana)"
 ]
}

 The dataset includes 335 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001278-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17246006
title: Numerical values for publication: Wurtzel et al., Blood Adv (2024) 8 (6): 1550–1566.

description: Numerical values for summary data shown in this publication, doi.org/10.1182/bloodadvances.2023011734. Excel tabs correspond to figure subpanels with the summary data.