cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/jrb-6ax-xgc
title: Elphidium complanatum (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c1z-jnf-0ym
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hkc-2he-94m
title: †Globorotalia menardii (d'Orbigny in Parker, Jones & Brady, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pg0-gmn-lfn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ma8-lm4-ky5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6c-2em-tsa
title: Ehrenbergina trigona Goës, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k5z-pjy-h4j
title: Bdelloidina aggregata Carter, 1877

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n6e-ezb-qtg
title: Laevidentalina filiformis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7kk-kwd-5a9
title: Amphistegina lessonii d'Orbigny in Deshayes, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1b0-dvf-wng
title: Mallotus villosus (Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/640-lca-y35
title: Bolivina subaenariensis var. mexicana Cushman, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/875-vqn-xgp
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9e-t1b-fq8
title: †Discorbina trocha (Roemer, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0t5-v14-3mz
title: †Elphidium latidorsatum (Reuss, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mcf-zv8-kqs
title: Cibicides robustus Phleger & Parker, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3e0-1g4-2h2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/keg-yez-1n8
title: Lacroixilepis Keith, 2007

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/99d-8en-ejs
title: †Textularia bundensis van Bellen, 1946

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3z-32p-pdg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pfz-xjk-qvb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vn9-qpc-b2q
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7910/dvn/7e7tx2
title: Data and code supporting the publication "Natural nutrient subsidies alter demographic trade-offs in a functionally important coral-reef fish"

description: Link to Github with R code and data accompanying Benkwitt CE, Taylor BM, Meekan MG, Graham NAJ. 2021. Natural nutrient subsidies alter demographic rates in a functionally important coral-reef fish. Scientific Reports 11: 12575. &lt;a href="https://github.com/cbenkwitt/nutrients-fish-demography" target="_blank"&gt;Github&lt;/a&gt; &lt;a href="https://www.nature.com/articles/s41598-021-91884-y" target="_blank"&gt;Manuscript&lt;/a&gt;
DOI: 10.3535/1nv-x1y-x6s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1yg-msk-wma
title: Dentalina albatrossi (Cushman, 1923)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5wz-mec-jln
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngr-fmm-b7c
title: †Abrardia mosae (Hofker, 1955)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rk1-098-sey
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7wp-mag-enn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yr9-53d-gkh
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7sp-6bt-dzv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yqj-r2m-gzz
title: †Lepidorbitoides minor (Schlumberger, 1902)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15188556
title: phase2, Hamiltonian data (Ruthenium complex NKP-1339), simulation results, benchmarks

description: Numerical data described in:

Marek Miller, Jakob Gunther, Freek Witteveen, Matthew S. Teynor, Mihael Erakovic, Markus Reiher, Gemma C. Solomon, and Matthias Christandl, phase2: Full-State Vector Simulation of Quantum Time Evolution at Scale, arXiv preprint, arXiv:2504.17881.

Please use the above reference for citation.
DOI: 10.15468/dl.5z98cm
title: Occurrence Download

description: A dataset containing 143236 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Qweeds - Queensland"
 ]
}

 The dataset includes 143236 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002030-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqk88z
title: Occurrence Download

description: A dataset containing 142691 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular Plants, Field notes, Agder naturmuseum (KMN) UiA"
 ]
}

 The dataset includes 142691 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002031-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c54guw
title: Occurrence Download

description: A dataset listing the 519 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Seaweeds of Ireland"
 ]
}

 The dataset's 519 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035689-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3639yp
title: Occurrence Download

description: A dataset containing 1146 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.1188 25.79913, -110.9688 25.79913, -110.9688 25.94913, -111.1188 25.94913, -111.1188 25.79913))"
 ]
}

 The dataset includes 1146 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035698-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mn2zju
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pangasianodon hypophthalmus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035699-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bk8a5
title: Occurrence Download

description: A dataset containing 102331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus contorta"
 ]
}

 The dataset includes 102331 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035673-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeggnu
title: Occurrence Download

description: A dataset containing 2162753 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SAFRING: Historical Bird Ringing Records (2005-2009)"
 ]
}

 The dataset includes 2162753 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035693-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqz6rt
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.9688 25.79913, -110.8188 25.79913, -110.8188 25.94913, -110.9688 25.94913, -110.9688 25.79913))"
 ]
}

 The dataset includes 198 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035700-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5rk5c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pangasius bocourti",
 "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/0035701-251025141854904/datasets/export for details.
DOI: 10.15468/dl.tk3fws
title: Occurrence Download

description: A dataset containing 64660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "TaxonKey is Cotinus coggygria"
 ]
}

 The dataset includes 64660 records from 368 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035681-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28sxth
title: Occurrence Download

description: A dataset containing 460283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cytisus scoparius"
 ]
}

 The dataset includes 460283 records from 2617 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035675-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/vklktn
title: Efeito da agitação ultrassônica do azul de metileno antes da terapia fotodinâmica antimicrobiana na redução de microrganismos e fatores de virulência: um estudo in vitro

description: Na terapia fotodinâmica antimicrobiana, o mecanismo de ação é através do uso de um fotossensibilizador não tóxico que será ativado por luz laser de baixa intensidade com comprimento de onda específico que causará apoptose ou necrose das células coradas. A duração do mecanismo de ação e o grau de penetração do fotossensibilizador são curtos em sistemas biológicos e parecem depender de quanto o fotossensibilizador penetra nos túbulos dentinários. Este estudo teve como objetivo avaliar o impacto da ativação ultrassônica do fotossensibilizador na eficácia da Terapia Fotodinâmica Antimicrobiana (aPDT) na redução do biofilme multiespécies de Enterococcus faecalis, Candida albicans e Escherichia coli e endotoxina (LPS) no canal radicular. Trinta de pré molares inferiores foram selecionadas e contaminados com os microrganismos e divididos em 3 grupos (n=10). A solução salina foi utilizada como grupo controle, G1 (Soro fisiológico), G2 (aPDT) utilizando o azul de metileno 0,005% (fotossensibilizador) no canal durante 3 minutos e após foi utilizado o laser vermelho com potência de 100Mw e energia de 9J/cm2 durante 90 segundos. G3 (aPDT + Ultrassom) Azul de metileno ativado por ultrassom durante 20 s seguido pelo protocolo da aPDT como no grupo 2. As amostras microbiológicas foram coletas antes e após os protocolos de desinfecção para contagem formados de colônicas (UFC). A cultura microbiana foi utilizada para terminação das unidades formadoras de colônias – UFC. Os níveis de LPS foram mensurados usando limulus amoebocyte lisate (LAL). Todos os espécimes iniciais tiveram crescimento de bactérias viáveis em ágar anaeróbio fastidioso (FAA), com uma média de 105 UFC mL-1. aPDT foi efetiva em diminuir microrganismos viáveis (P0,05), enquanto houve uma diminuição significativa (P0,05) nas amostras tratadas com aPDT+U em relação àquelas submetidas à aPDT convencional. LPS foram detectados em todas as amostras iniciais, com valores médios de 18.84 EU/mL, aPDT e aPDT+U diminuíram significativamente os níveis de LPS e LTA (P0,05), com diferença estatística entre os grupos em relação à aPDT+U (P0,05). A ativação ultrassônica do fotossensibilizador na aPDT aumentou o potencial antimicrobiano contra microrganismos viáveis de biofilme multiespécies de E. faecalis, C. albicans e E. coli, ao mesmo tempo que reduziu os níveis de LPS.
DOI: 10.48597/3j56-ebw8
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/ahcm-3yj6
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/j87c-my2n
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/mpb9-c4rr
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/rbb8-ey9w
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/rt79-7u2g
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/t4rv-uu5j
title: Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/tbyb-77ps
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/xgwm-vstr
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/ya29-qk6v
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/zhv3-m2a8
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/3t3u-6cpk
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/99e7-a8te
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/9c2y-wg7e
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/fsph-d4u5
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/y7jj-xwrr
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/z4sg-2uma
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/d5u2-s5yf
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/gzap-9f67
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/wj5x-eewp
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.15468/dl.hry5jy
title: Occurrence Download

description: A dataset containing 43983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (August, September)",
 "OccurrenceStatus is Present",
 "TaxonKey is Haematopus ostralegus Linnaeus, 1758",
 "Year 2010-2010"
 ]
}

 The dataset includes 43983 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029917-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/3uc9-xbv4
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/7kky-rtag
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/9m4u-gqca
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/a88t-czh4
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/fm9k-cknn
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/nk6k-6j8x
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/pf7v-jey8
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/sj9p-tewa
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/unvn-8s3t
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/w2cb-657p
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/w87y-gdyw
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/y2ev-cutd
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/7c63-yug7
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/ad3c-z9mk
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/cp2b-6muu
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.48597/xyq2-k4mr
title: Measurement of Inorganics in air and particle phase at Bredkälen

description: Measurement of Inorganics in air and particle phase at Bredkälen
DOI: 10.15468/dl.ughy88
title: Occurrence Download

description: A dataset containing 957979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "Year 2000-2002"
 ]
}

 The dataset includes 957979 records from 1226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029895-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeppzz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((108.9025862569217 40.037470292738796,110.34798240253195 40.037470292738796,110.34798240253195 41.48286643834907,108.9025862569217 41.48286643834907,108.9025862569217 40.037470292738796))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carabidae"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029920-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xv2p6
title: Occurrence Download

description: A dataset containing 3782 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WIKTROP - Weed Identification and Knowledge in the Tropical and Mediterranean areas"
 ]
}

 The dataset includes 3782 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029918-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gj24e
title: Occurrence Download

description: A dataset containing 45664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Haematopus ostralegus Linnaeus, 1758",
 "Year 2010-2010"
 ]
}

 The dataset includes 45664 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029919-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15401983
title: European Forestland Soil Carbon Prediction Dataset 1991-2021 and related codes

description: European forest soil carbon prediction dataset and related codes from 1991 to 2021: specifically, it includes European forest SOC and SOC fraction data, random forest prediction, and trend analysis code
DOI: 10.5281/zenodo.15401984
title: European Forestland Soil Carbon Prediction Dataset 1991-2021 and related codes

description: European forest soil carbon prediction dataset and related codes from 1991 to 2021: specifically, it includes European forest SOC and SOC fraction data, random forest prediction, and trend analysis code