cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k4suyf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix ludlowiana A.K.Skvortsov"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101012-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnw8qp
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus eiderianus (Frid.) H.E.Weber"
 ]
}

 The dataset includes 32 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101013-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mezscr
title: Occurrence Download

description: A dataset containing 933029 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)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((-114.8233 49.77892, -114.897 49.76332, -114.9687 49.74438, -115.0381 49.7222, -115.105 49.69688, -115.1688 49.66855, -115.2294 49.63735, -115.2864 49.60345, -115.3395 49.56701, -115.3885 49.52822, -115.4332 49.48727, -115.4733 49.44437, -115.5086 49.39972, -115.539 49.35356, -115.5644 49.3061, -115.5846 49.25759, -115.5996 49.20826, -115.6093 49.15836, -115.6137 49.10813, -115.6127 49.05781, -115.6064 49.00765, -115.5949 48.9579, -115.5782 48.90879, -115.5564 48.86056, -115.5296 48.81345, -115.498 48.76767, -115.4617 48.72346, -115.421 48.68101, -115.376 48.64054, -115.327 48.60223, -115.2742 48.56627, -115.2178 48.53282, -115.1582 48.50205, -115.0955 48.47409, -115.0302 48.44909, -114.9626 48.42715, -114.8928 48.40838, -114.8213 48.39287, -114.7485 48.38069, -114.6745 48.3719, -114.5999 48.36654, -114.5249 48.36464, -114.4499 48.36619, -114.3752 48.3712, -114.3012 48.37965, -114.2282 48.39148, -114.1566 48.40666, -114.0866 48.4251, -114.0187 48.44672, -113.9532 48.47142, -113.8902 48.49908, -113.8303 48.52957, -113.7736 48.56276, -113.7204 48.59847, -113.671 48.63655, -113.6255 48.67682, -113.5844 48.71907, -113.5477 48.76311, -113.5156 48.80874, -113.4883 48.85573, -113.466 48.90385, -113.4488 48.95288, -113.4367 49.00258, -113.4299 49.05271, -113.4284 49.10302, -113.4322 49.15327, -113.4413 49.20322, -113.4558 49.25262, -113.4755 49.30122, -113.5003 49.3488, -113.5303 49.3951, -113.5651 49.43992, -113.6047 49.48301, -113.6489 49.52416, -113.6975 49.56318, -113.7502 49.59987, -113.8069 49.63403, -113.8671 49.66551, -113.9306 49.69414, -113.9971 49.71977, -114.0663 49.74228, -114.1379 49.76155, -114.2113 49.77749, -114.2864 49.79001, -114.3626 49.79905, -114.4397 49.80457, -114.5172 49.80653, -114.5947 49.80493, -114.6718 49.79977, -114.7481 49.79109, -114.8233 49.77892))"
 ]
}

 The dataset includes 933029 records from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100993-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crbnet
title: Occurrence Download

description: A dataset containing 1448 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)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((-90.54097 54.53024, -90.62792 54.53251, -90.71493 54.53125, -90.80156 54.52646, -90.88736 54.51817, -90.97189 54.50642, -91.05472 54.49126, -91.13542 54.47279, -91.21359 54.45108, -91.28882 54.42626, -91.36075 54.39845, -91.429 54.36779, -91.49325 54.33443, -91.55318 54.29855, -91.6085 54.26032, -91.65894 54.21994, -91.70426 54.17761, -91.74426 54.13355, -91.77874 54.08797, -91.80757 54.04109, -91.83062 53.99316, -91.8478 53.94441, -91.85903 53.89507, -91.8643 53.84539, -91.8636 53.79562, -91.85695 53.74599, -91.84441 53.69674, -91.82605 53.64812, -91.802 53.60036, -91.77239 53.55369, -91.73738 53.50833, -91.69714 53.46449, -91.6519 53.42239, -91.60188 53.38223, -91.54733 53.34419, -91.48852 53.30845, -91.42573 53.27519, -91.35928 53.24456, -91.28947 53.2167, -91.21665 53.19175, -91.14115 53.16981, -91.06332 53.151, -90.98354 53.13539, -90.90217 53.12307, -90.8196 53.11409, -90.73619 53.10849, -90.65234 53.10629, -90.56844 53.10751, -90.48487 53.11214, -90.40202 53.12016, -90.32026 53.13154, -90.23999 53.14621, -90.16157 53.16412, -90.08537 53.18517, -90.01174 53.20927, -89.94104 53.23631, -89.8736 53.26617, -89.80973 53.29869, -89.74976 53.33374, -89.69396 53.37113, -89.64262 53.41071, -89.59599 53.45228, -89.5543 53.49564, -89.51777 53.54058, -89.4866 53.58691, -89.46095 53.63438, -89.44095 53.68278, -89.42674 53.73187, -89.4184 53.78141, -89.416 53.83117, -89.41956 53.8809, -89.42909 53.93036, -89.44457 53.97931, -89.46595 54.0275, -89.49314 54.0747, -89.52603 54.12067, -89.56447 54.16519, -89.60829 54.20804, -89.65729 54.249, -89.71124 54.28786, -89.76988 54.32443, -89.83292 54.35852, -89.90007 54.38997, -89.97098 54.41861, -90.04531 54.4443, -90.12268 54.46691, -90.2027 54.48632, -90.28496 54.50243, -90.36905 54.51516, -90.45453 54.52445, -90.54097 54.53024))"
 ]
}

 The dataset includes 1448 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101014-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdrrx6
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saurauia bracteosa DC."
 ]
}

 The dataset includes 186 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101015-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7266/n7nv9gnn
title: R/V Pelican: PE16-20 Hydrographic (CTD) Data, Gulf of Mexico, 2016-04-26 - 2016-05-03
DOI: 10.15468/dl.etkhqq
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabicea carbunica N.Hallé"
 ]
}

 The dataset includes 98 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101016-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zwt37
title: Occurrence Download

description: A dataset containing 2066 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Botrylloides violaceus Oka, 1927)"
 ]
}

 The dataset includes 2066 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101018-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-zygpan
title: Review of the genus Zygota (Hymenoptera, Diapriidae) in Germany and its distinction to the genus Pantoclis

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.j8byda
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix macroblasta C.K.Schneid."
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101017-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqb58c
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus eifeliensis Wirtg."
 ]
}

 The dataset includes 272 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101019-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zsxbz
title: Occurrence Download

description: A dataset containing 5546 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)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((-83.81072 55.08815, -83.89811 55.09537, -83.98621 55.09908, -84.07455 55.09926, -84.1627 55.09591, -84.25018 55.08905, -84.33656 55.07871, -84.42139 55.06495, -84.50423 55.04784, -84.58466 55.02745, -84.66228 55.00391, -84.73669 54.97732, -84.80753 54.94783, -84.87443 54.91558, -84.93707 54.88073, -84.99514 54.84347, -85.04837 54.80398, -85.0965 54.76246, -85.1393 54.71912, -85.17659 54.67417, -85.20819 54.62784, -85.23397 54.58036, -85.25382 54.53196, -85.26766 54.48288, -85.27546 54.43336, -85.2772 54.38365, -85.27289 54.33399, -85.26257 54.28461, -85.24633 54.23576, -85.22425 54.18768, -85.19647 54.14059, -85.16314 54.09472, -85.12444 54.05029, -85.08057 54.0075, -85.03175 53.96658, -84.97824 53.9277, -84.92029 53.89105, -84.85819 53.8568, -84.79225 53.82512, -84.72277 53.79615, -84.65009 53.77003, -84.57456 53.74688, -84.49652 53.72681, -84.41635 53.70991, -84.33441 53.69625, -84.25109 53.68592, -84.16678 53.67894, -84.08185 53.67535, -83.99671 53.67518, -83.91175 53.67841, -83.82735 53.68504, -83.74391 53.69504, -83.66181 53.70835, -83.58144 53.72493, -83.50317 53.74468, -83.42736 53.76752, -83.35437 53.79334, -83.28455 53.82202, -83.21823 53.85343, -83.15572 53.88742, -83.09734 53.92383, -83.04335 53.96249, -82.99405 54.00321, -82.94966 54.04581, -82.91042 54.09009, -82.87653 54.13582, -82.84817 54.18279, -82.8255 54.23079, -82.80865 54.27957, -82.79772 54.3289, -82.79279 54.37855, -82.7939 54.42827, -82.80108 54.47781, -82.81431 54.52695, -82.83354 54.57543, -82.85872 54.62302, -82.88973 54.66948, -82.92644 54.71458, -82.96868 54.7581, -83.01627 54.79981, -83.06899 54.83952, -83.12658 54.87702, -83.18876 54.91212, -83.25524 54.94464, -83.32569 54.97443, -83.39975 55.00132, -83.47706 55.02518, -83.55722 55.04589, -83.63984 55.06335, -83.72448 55.07746, -83.81072 55.08815))"
 ]
}

 The dataset includes 5546 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101020-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krxd3r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saurauia brassii Diels"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101021-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ryphn
title: Occurrence Download

description: A dataset containing 2279 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)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((-64.58556 54.11655, -64.66378 54.13738, -64.74439 54.15496, -64.827 54.16919, -64.91118 54.18, -64.99649 54.18734, -65.08251 54.19116, -65.16878 54.19145, -65.25487 54.1882, -65.34033 54.18144, -65.42472 54.1712, -65.50762 54.15752, -65.58859 54.14049, -65.66722 54.12018, -65.74312 54.0967, -65.8159 54.07017, -65.88521 54.04072, -65.95068 54.00851, -66.01201 53.9737, -66.06889 53.93646, -66.12105 53.89698, -66.16824 53.85546, -66.21024 53.81211, -66.24686 53.76714, -66.27793 53.72078, -66.30332 53.67325, -66.32292 53.6248, -66.33667 53.57566, -66.3445 53.52607, -66.34641 53.47627, -66.34242 53.42652, -66.33255 53.37704, -66.31689 53.32808, -66.29552 53.27988, -66.26858 53.23267, -66.23621 53.18667, -66.19858 53.1421, -66.15588 53.09918, -66.10835 53.05811, -66.05621 53.01909, -65.99973 52.98229, -65.93918 52.9479, -65.87486 52.91607, -65.80707 52.88695, -65.73614 52.86068, -65.66241 52.83739, -65.58622 52.81718, -65.50792 52.80014, -65.42789 52.78635, -65.3465 52.77589, -65.26411 52.76879, -65.18112 52.76509, -65.09791 52.76481, -65.01486 52.76795, -64.93235 52.7745, -64.85076 52.78441, -64.77049 52.79766, -64.69188 52.81417, -64.61532 52.83386, -64.54116 52.85666, -64.46975 52.88245, -64.40142 52.91111, -64.33651 52.9425, -64.27532 52.97649, -64.21816 53.0129, -64.16529 53.05157, -64.11699 53.09232, -64.07349 53.13495, -64.03501 53.17926, -64.00177 53.22504, -63.97392 53.27207, -63.95163 53.32013, -63.93503 53.36898, -63.92421 53.41839, -63.91925 53.46811, -63.92019 53.51792, -63.92706 53.56756, -63.93983 53.61679, -63.95848 53.66537, -63.98293 53.71307, -64.01308 53.75964, -64.0488 53.80485, -64.08993 53.84848, -64.13628 53.89032, -64.18765 53.93014, -64.24377 53.96776, -64.30439 54.00299, -64.36921 54.03563, -64.43791 54.06554, -64.51015 54.09256, -64.58556 54.11655))"
 ]
}

 The dataset includes 2279 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101022-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtybkg
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabicea cauliflora Hiern"
 ]
}

 The dataset includes 51 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101023-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3x594
title: Occurrence Download

description: A dataset containing 1081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespa tropica (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1081 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101024-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5ukxh
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix maerkangensis N.Chao"
 ]
}

 The dataset includes 315 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101025-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17606/m63w25
title: Constitutionalism and democracy dataset (CDD) and codebook
DOI: 10.15468/dl.hgth24
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saurauia brevirostris Zipp. ex Miq."
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101027-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25qcyh
title: Occurrence Download

description: A dataset containing 1975 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus elatior Focke"
 ]
}

 The dataset includes 1975 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101026-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfbfdw
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabicea ceylanica Puff"
 ]
}

 The dataset includes 52 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101028-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za3vkv
title: Occurrence Download

description: A dataset containing 59324 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saxifraga paniculata Mill."
 ]
}

 The dataset includes 59324 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101006-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cgnjf
title: Occurrence Download

description: A dataset containing 407 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix magnifica Hemsl."
 ]
}

 The dataset includes 407 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101029-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syfnt7
title: Occurrence Download

description: A dataset containing 50761 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)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((-96.47862 52.49161, -96.5612 52.48948, -96.64331 52.48382, -96.72453 52.47465, -96.80445 52.46203, -96.88266 52.44601, -96.95876 52.42668, -97.03236 52.40413, -97.1031 52.37849, -97.17062 52.34987, -97.23459 52.31843, -97.29468 52.28433, -97.3506 52.24774, -97.40209 52.20883, -97.44889 52.16781, -97.49079 52.12488, -97.52759 52.08026, -97.55913 52.03417, -97.58526 51.98683, -97.60588 51.93849, -97.62091 51.88937, -97.63028 51.83972, -97.63398 51.78979, -97.63201 51.73981, -97.62439 51.69004, -97.61119 51.64071, -97.59248 51.59205, -97.56839 51.54432, -97.53903 51.49772, -97.50457 51.4525, -97.46519 51.40885, -97.4211 51.367, -97.3725 51.32714, -97.31966 51.28946, -97.26281 51.25413, -97.20225 51.22133, -97.13827 51.1912, -97.07117 51.1639, -97.00126 51.13954, -96.92889 51.11824, -96.85438 51.1001, -96.7781 51.08521, -96.70039 51.07363, -96.62161 51.06542, -96.54213 51.06062, -96.46232 51.05925, -96.38255 51.06131, -96.30318 51.0668, -96.22458 51.07569, -96.14713 51.08793, -96.07117 51.10348, -95.99707 51.12226, -95.92516 51.14418, -95.85579 51.16914, -95.78929 51.19702, -95.72597 51.2277, -95.66613 51.26102, -95.61007 51.29683, -95.55806 51.33497, -95.51035 51.37524, -95.46718 51.41747, -95.42877 51.46145, -95.39532 51.50696, -95.36701 51.55381, -95.34398 51.60175, -95.32638 51.65055, -95.31429 51.69999, -95.3078 51.74983, -95.30696 51.79982, -95.3118 51.84971, -95.32231 51.89927, -95.33846 51.94825, -95.3602 51.99642, -95.38742 52.04352, -95.42003 52.08934, -95.45787 52.13364, -95.50077 52.1762, -95.54853 52.21681, -95.60093 52.25527, -95.65771 52.29138, -95.7186 52.32496, -95.7833 52.35584, -95.85149 52.38387, -95.92284 52.4089, -95.99697 52.43081, -96.07353 52.44949, -96.15211 52.46483, -96.23233 52.47677, -96.31376 52.48524, -96.396 52.49019, -96.47862 52.49161))"
 ]
}

 The dataset includes 50761 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101009-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxp5zm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saurauia bruneiensis Kamariah"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101030-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8357192
title: Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer

description: Data supporting the findings of "Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer" publication. Files include patient and tissue region metadata (in metadata folder) and output of multiplex immunohistochemistry computational image processing workflow for each tissue region (in mIHC_files folder). The code used to produce the results of this study is available at: https://github.com/kblise/PDAC_mIHC_paper.
DOI: 10.5281/zenodo.8357193
title: Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer

description: Data supporting the findings of "Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer" manuscript. Files include patient/region metadata (in metadata folder) and output of multiplex immunohistochemistry computational image processing workflow for each tissue region (in mIHC_files folder). The code used to produce the results of this study is available at: https://github.com/kblise/PDAC_mIHC_paper.
DOI: 10.5281/zenodo.10476868
title: Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer

description: Data supporting the findings of "Machine learning links T cell function and spatial localization to neoadjuvant immunotherapy and clinical outcome in pancreatic cancer" publication. Files include patient and tissue region metadata (in metadata folder) and output of multiplex immunohistochemistry computational image processing workflow for each tissue region (in mIHC_files folder). The code used to produce the results of this study is available at: https://github.com/kblise/PDAC_mIHC_paper.
DOI: 10.15468/dl.eganr9
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus elegans P.J.Müll."
 ]
}

 The dataset includes 238 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101031-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzfxsn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabicea composita Wernham"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101032-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.