cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j2xxtm
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actiniopteris australis (L.fil.) Link"
 ]
}

 The dataset includes 245 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0298497-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhsa5c
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperthelia dissoluta (Nees ex Steud.) Clayton",
 "Country is Mexico"
 ]
}

 The dataset includes 83 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015538-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jn4bt
title: Occurrence Download

description: A dataset containing 64159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton polygonifolius Pourr.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64159 records from 452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042113-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14425778
title: GluA3 NTD dimer multiple-walker well-tempered metadynamics (4 walkers)
DOI: 10.5281/zenodo.14425779
title: GluA3 NTD dimer multiple-walker well-tempered metadynamics (4 walkers)
DOI: 10.15468/dl.jydtsn
title: Occurrence Download

description: A dataset containing 1870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gutierrezia sarothrae (Pursh) Britton & Rusby",
 "Geometry POLYGON((-111 37, -99 37, -99 46, -111 46, -111 37))"
 ]
}

 The dataset includes 1870 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000581-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp7wcg
title: Occurrence Download

description: A dataset containing 39475 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular plant diversity in forests"
 ]
}

 The dataset includes 39475 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000580-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyt2hr
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Daubentonia madagascariensis (Gmelin, 1788)"
 ]
}

 The dataset includes 286 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023811-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agrwhn
title: Occurrence Download

description: A dataset containing 13827 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ulmus pumila L.)"
 ]
}

 The dataset includes 13827 records from 364 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028083-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edv5ns
title: Occurrence Download

description: A dataset containing 1159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Nypa fruticans Wurmb)"
 ]
}

 The dataset includes 1159 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028085-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7s32d
title: Occurrence Download

description: A dataset containing 844 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Kyllinga nemoralis (J.R.Forst. & G.Forst.) Dandy ex Hutch. & Dalziel)"
 ]
}

 The dataset includes 844 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028080-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9s5rp
title: Occurrence Download

description: A dataset containing 3118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Clerodendrum bungei Steud.)"
 ]
}

 The dataset includes 3118 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028082-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhufnx
title: Occurrence Download

description: A dataset containing 2118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Helichrysum petiolare Hilliard & B.L.Burtt)"
 ]
}

 The dataset includes 2118 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028077-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdnhnb
title: Occurrence Download

description: A dataset containing 14978 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cupressus lusitanica Mill.)"
 ]
}

 The dataset includes 14978 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028084-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7w7kv
title: Occurrence Download

description: A dataset containing 29042 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acacia pycnantha Benth.)"
 ]
}

 The dataset includes 29042 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028079-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw2f6x
title: Occurrence Download

description: A dataset containing 140561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Erica arborea L.)"
 ]
}

 The dataset includes 140561 records from 464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027955-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xyy-ke7-px9
title: Catoptria margaritellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbx-dag-k97
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q59-zl6-2kr
title: Cerastis leucographa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/81y-83d-2hf
title: Favonius Sibatani & Ito, 1942

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hp9-5e3-d13
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/13m-jm3-z8t
title: Staurophora celsia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j17-1za-h7x
title: Catoptria margaritellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e61-ahq-ljr
title: Cyclophora albipunctata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ac-sam-w9e
title: Xestia (Megasema) c-nigrum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vgv-phm-pfz
title: Gynaephora (Gynaephora) selenitica (Esper, 1789)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z48-6aq-nve
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/80h-04q-q1w
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r34-t0n-7pg
title: Mythimna (Mythimna) conigera [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/74y-c2k-62n
title: Macrochilo cribrumalis (Hübner, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kbq-d2p-dzp
title: Deileptenia ribeata (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qv7-chk-ejh
title: Mythimna (Mythimna) conigera [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3xg-vyb-bep
title: Gynaephora (Dicallomera) fascelina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t37-lab-1rn
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cf8-0b6-bfq
title: Macrochilo cribrumalis (Hübner, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/54c-1ha-4tr
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eg1-bfd-qfk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m08-txq-mkf
title: Phycita roborella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h5p-jj1-w04
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkh-tp8-2kj
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3cg-ape-0xw
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m7q-684-fc4
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8y8-fp4-8jz
title: Ptilodon capucina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vya-9tr-q2m
title: Exaeretia Stainton, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/67y-twb-efa
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17831868
title: Pulsed laser atom probe tomography dataset of Pd from Ti-APT
DOI: 10.5281/zenodo.17831869
title: Pulsed laser atom probe tomography dataset of Pd from Ti-APT
DOI: 10.3535/cmv-ze8-bts
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pjk-74b-6j7
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rrp-ek7-dnf
title: Oncocera Stephens, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zf6-60e-v1g
title: Elaphria venustula (Hübner, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qm1-epl-y5m
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rrl-0z7-jf8
title: Catoptria permiscus Petersen, 1924

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1b7-vl2-02j
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gaa-lkp-1qw
title: Oeneis bore Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hx9-3y0-6b5
title: Gynaephora (Dicallomera) fascelina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/es6-hq7-6gy
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/18s-wce-y13
title: Nymphalis antiopa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kaz-5tw-n0f
title: Exaeretia Stainton, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qs5-8nr-bdk
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v70-2kc-7ch
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8fq-wlc-mdl
title: Nymphalis antiopa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/db4-94v-8wf
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/er5-rcv-vr5
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ks3-tw9-lzh
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c6g-81x-30s
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6tb-qq5-wcw
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vpt-dnr-3ld
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dxy-979-aj0
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wmm-j4t-183
title: Paracolax tristalis (Fabricius, 1794)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6q5-f3v-ce5
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/71s-n40-bl5
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5pt-wrh-agr
title: Melitaea cinxia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z7q-3ha-p28
title: Alcis repandata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/63q-9nv-3tx
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fk1-318-g6w
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zta-b41-d0c
title: Abrostola tripartita (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/er7-re4-prv
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hwj-lsm-hmt
title: Manulea (Manulea) complana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9fa-4z2-6ve
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/evg-9mj-l2a
title: Pyla fusca Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t1p-byd-5dg
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yqr-lsr-25q
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/06z-z59-0ad
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sa6-shy-vj7
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q8l-x83-hla
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vkx-ssx-xjm
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ba0-t13-r2w
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vp5-dgz-cvj
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cc3-hrc-mxg
title: Aporia crataegi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bh7-0c9-79s
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nxk-k4q-fv2
title: Atolmis rubricollis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/esy-bq9-b7n
title: Crambus perlellus Scopoli, 1763

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kc7-nkf-est
title: Nymphalis antiopa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ayq-dmk-y77
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rx7-wce-jeh
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8hs-as3-s9v
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kp3-3jz-05z
title: Abrostola tripartita (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fy3-t98-xn8
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zrn-jvs-hb6
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8h2-mxn-xvy
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wkj-3ep-zhs
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6rm-ngs-g0h
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9dr-mdm-7sa
title: Agonopterix heracliana Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rlh-g3b-287
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1hz-mr7-vfq
title: Atolmis rubricollis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l0e-vve-tcq
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q8n-ttv-4mh
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/knc-rl3-lkz
title: Agonopterix heracliana Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lml-6wv-480
title: Nymphalis antiopa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3886/e208966
title: Data and Code for: Direct and indirect effects of vaccines: Evidence from COVID-19

description: We estimate direct and indirect vaccine effectiveness and assess how far the infection-reducing externality extends from the vaccinated, a key input to policy decisions. Our empirical strategy uses nearly-universal microdata from a single state and relies on the six-month delay between 12- and 11 year-old COVID vaccine eligibility. Vaccination reduces cases by 80 percent, the direct effect. This protection spills over to close contacts, producing a household-level indirect effect about three-fourths as large as the direct effect. However, indirect effects do not extend to schoolmates. Our results highlight vaccine reach as important to consider when designing policy towards infectious disease.
description: covid tests, covid vaccination records for the state of Indiana<br>medical records from providers participating in the Indiana Network for Patient Care.
DOI: 10.3535/29a-6h1-psa
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/38k-x8p-fz4
title: Ennomos autumnaria (Werneburg, 1859)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.