cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.p7dtju
title: Occurrence Download

description: A dataset containing 21015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "Country is Benin",
 "DatasetKey is one of (Palmiers sauvages du Bénin, Distribution de quelques espèces de plantes agroforestières et médicinales au Bénin, Agroforestry plant species found in protected areas and riparian lands in Sudano-guinean and Sudanian agroecological zones. Data mobilized in the framework of BID National project BID-AF2015-0065-NAC and funded by EU)",
 "GadmGid is BEN",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (b2db85d5-c5fe-4125-9e36-590a5f651829, 65fffa9e-53b3-40cd-9dbb-727c1cb2a431)",
 "Year 1990-2022"
 ]
}

 The dataset includes 21015 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007281-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqthwe
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.23424 36.93642,-7.44711 36.9046,-6.80696 37.99522,-6.84408 39.45356,-6.68124 40.70643,-5.95472 41.39582,-6.04711 41.65613,-6.40772 42.01673,-6.91457 42.30795,-9.1706 42.09098,-8.8312 40.92431,-9.60545 39.32809,-9.60015 38.60688,-9.43045 38.52733,-9.50469 38.21976,-8.93727 38.294,-9.23424 36.93642))",
 "TaxonKey is Narcissus fernandesii Pedro",
 "Year 1975-2025"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007282-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uakryf
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ophelimus maskelli (Ashmead, 1900)"
 ]
}

 The dataset includes 622 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007285-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29099807
title: CMD4WHMD

description: the data has the initial data of CMD and 4WHMD vehicle for DOE. on the other hand, evluation data for both before optimization and after optimization are upload.
DOI: 10.15468/dl.wfdr8c
title: Occurrence Download

description: A dataset containing 11643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((59.64946 19.63257,136.34005 19.63257,136.34005 61.28685,59.64946 61.28685,59.62447 27.44964,59.64946 19.63257))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Oryza sativa L., Festuca ovina L., Ephedra lomatolepis Schrenk, Ephedra sinica Stapf, Ephedra przewalskii Stapf, Haloxylon Bunge)",
 "Year 1980-2016"
 ]
}

 The dataset includes 11643 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007283-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.798trq
title: Occurrence Download

description: A dataset containing 3282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chiroptera",
 "Year 1000-2025"
 ]
}

 The dataset includes 3282 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007286-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kqvf2
title: Occurrence Download

description: A dataset containing 90640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita rubescens Pers."
 ]
}

 The dataset includes 90640 records from 478 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007273-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uv3sav
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ischnocnema izecksohni (Caramaschi & Kisteumacher, 1989)"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007287-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9xzxx
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.87761 36.53626,-6.83123 36.53626,-7.0425 38.67622,-5.80895 41.63401,-6.83123 42.45183,-9.87761 42.45183,-9.87761 36.53626))",
 "TaxonKey is Narcissus willkommii (Samp.) A.Fern.",
 "Year 1975-2025"
 ]
}

 The dataset includes 50 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007288-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15464185
title: TABLE 1 in Description of a new species of Africoseiulella Kreiter (Acari: Phytoseiidae) from Egypt

description: TABLE 1. Chaetotaxy of legs I, II, III and IV in Africoseiulella sedishazlensis.
Chaetotactic formulaeLeg ILeg IILeg IIILeg IVCoxa0 0 0 0 1 10 0 0 0 1 10 0 0 0 1 10 0 0 0 1 1Trochanter2 1 1 1 0 00 0 1 1 2 10 0 1 1 2 10 0 1 1 2 1Femur3 2 2 2 1 22 2 2 1 1 12 1 1 1 1 02 1 1 1 1 0Genu2 2 2 2 1 12 2 1 1 1 12 2 1 1 0 02 2 1 0 1 1Tibia2 2 2 2 1 12 1 1 1 1 12 1 1 1 1 12 1 1 0 1 1Basitarsus–ad3, pd3ad3, pd3ad3, pd3Telotarsus–ad1,pd1,al1,pl1 av1,pv1,md,ad2, pd2,al2,pl2,av2,pv2,mvad1,pd1,al1,pl1 av1,pv1,md,ad2, pd2,al2,pl2,av2,pv2, mvad1,pd1,al1,pl1 av1,pv1,md,ad2, pd2,al2,pl2,av2,pv2, mv
description: Published as part of Nasr, Abdelrady K. & Ramadan, Mahmoud M., 2025, Description of a new species of Africoseiulella Kreiter (Acari: Phytoseiidae) from Egypt, pp. 249 in Zootaxa 5633 (2) on page 249, DOI: 10.11646/zootaxa.5633.2.2, http://zenodo.org/record/15434779
DOI: 10.5281/zenodo.15464189
title: TABLE 2 in Description of a new species of Africoseiulella Kreiter (Acari: Phytoseiidae) from Egypt

description: TABLE 2. Comparison between the diagnostic characters of the phytoseiid mites Africoseiulella flechtmanni and A. sedishazlensis sp. nov..
CharacterA. flechtmanniA. sedishazlensisFemalePeritreme length *43–4570–80St3On shieldOff shieldChaetotaxy of genu I–IV *7.6.6.710.6.6.7Chaetotaxy of tibia I–IV *8.6.6.610.7.7.6Chaetotaxy of basitarsus *1.2.3.30.2.2.2Spermatodactyl length1812Ventrianal shieldWithout poresWith poresAccessory metapodal platesNot presentTriangular in shapeDorsal shieldSmoothLaterally reticulateSternal shieldWith indistinct extension between coxae I–IIWith distinct extension between coxae I–IIGenital shieldWith distinct constriction anterior to st5Without distinct constriction anterior to st5Ventrianal shieldWith almost straight lateral marginsWith pronounced constriction behind broadly round near anal opening.Zv2,CheliceraWithout leaf like pilus dentilisWith leaf like pilus dentilisMaleVentrianal shieldFragmentedUnfragmented
* Kreiter, pers.com
description: Published as part of Nasr, Abdelrady K. & Ramadan, Mahmoud M., 2025, Description of a new species of Africoseiulella Kreiter (Acari: Phytoseiidae) from Egypt, pp. 249 in Zootaxa 5633 (2) on page 249, DOI: 10.11646/zootaxa.5633.2.2, http://zenodo.org/record/15434779
DOI: 10.15468/dl.xshurr
title: Occurrence Download

description: A dataset containing 94866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthrinium fuckelii Gjaerum, Arthrinium morthieri Fuckel, Kelisia guttulifera (Kirschbaum, 1868), Macrosteles lividus (Edwards, 1894), Kelisia minima Ribaut, 1934, Kelisia sabulicola Wagner, 1952, Kelisia ribauti Wagner, 1938, Florodelphax paryphasma (Flor, 1861), Myriosclerotinia duriaeana (Tul. & C.Tul.) N.F.Buchw., Myriosclerotinia sulcatula T.Schumach. & L.M.Kohn, Stagonospora vitensis Unamuno, Elachista gleichenella (Fabricius, 1781), Kelisia monoceros Ribaut, 1934, Dikraneura major Wagner, 1947, Puccinia opizii Bubák, Puccinia dioicae var. extensicola (Plowr.) D.M.Hend., Elachista cinereopunctella (Haworth, 1828), Elachista eleochariella Stainton, 1851, Stenokelisia angusta Ribaut, 1934, Kelisia irregulata Haupt, 1935, Anakelisia perspicillata (Boheman, 1845), Kelisia guttula (Germar, 1818), Eupropolella celata Graddon, Hysterostegiella dowardensis (Graddon) B.Hein, Mollisia humidicola Graddon, Lophodermium caricinum (Roberge ex Desm.) Duby, Psilachnum granulosellum Höhn., Stictis elongatispora Graddon, Morenoina minuta J.P.Ellis, Anthracoidea pratensis (Syd.) Boidol & Poelt, Puccinia urticata var. urticae-flaccae (Hasler) Zwetko, Schizonella melanogramma (DC.) J.Schröt., Schizonella cocconii (Morini) Liro, Urocystis fischeri Körn., Ommatidiotus inconspicuus Stål, 1863, Cosmotettix caudatus (Flor, 1861), Arthrinium curvatum var. minus M.B.Ellis, Clavidisculum caricis Raitv., Phaeosphaeria caricicola (Fautrey) Leuchtm., Puccinia urticata var. urticae-hirtae (Kleb.) Zwetko, Psammotettix maritimus (Perris, 1857), Hesperilla ornata (Leech, 1814), Oreisplanus munionga (Olliff, 1889), Heteronympha banksii (Leach, 1814), Stenocranus lautus Van Duzee, 1897, Kelisia parvicurvata Beamer, 1951, Coenonympha tullia Müller, 1764, Lethe eurydice Linnaeus, 1763, Javesella bottnica Huldén, 1974, Paradelphacodes paludosus (Flor, 1861))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 94866 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007272-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10524378
title: Supplementary file for the manuscript "New predatory beetle larvae from about 100 million years ago and possible niche differentiation effects in the Kachin amber forest"
DOI: 10.5281/zenodo.10524377
title: Supplementary file for the manuscript "New predatory beetle larvae from about 100 million years ago and possible niche differentiation effects in the Kachin amber forest"
DOI: 10.15468/dl.jnaxsx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.5893 36.59641,-6.26815 36.59641,-6.26815 42.18904,-9.5893 42.18904,-9.5893 36.59641))",
 "TaxonKey is Orchis ustulata L.",
 "Year 1975-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007290-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gywjs5
title: Occurrence Download

description: A dataset containing 26223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia officinalis L."
 ]
}

 The dataset includes 26223 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007289-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu8trx
title: Occurrence Download

description: A dataset containing 269570295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 269570295 records from 8934 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029102-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/wq8qua/tbvk3d
title: LE_SM_1PGB_eqmutants_T0.0008_g0.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/mnyjlc
title: LE_analysis.ipynb
DOI: 10.13130/rd_unimi/wq8qua/u28prs
title: LE_MM_1PGB-MOD_data_T0.0032_g12.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/ie5v1d
title: LE_MM_1PGB-MOD_data_T0.0032_g11.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/kgovon
title: LE_integrator.py
DOI: 10.13130/rd_unimi/wq8qua/8tys2n
title: LE_MM_1PGB-MOD_data_T0.0032_g9.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/aphklc
title: LE_localentropy.py
DOI: 10.13130/rd_unimi/wq8qua/kubdwk
title: quench_run.sh
DOI: 10.13130/rd_unimi/wq8qua/byx8mg
title: replica_main.py
DOI: 10.13130/rd_unimi/wq8qua/heixlj
title: replica_utils.py
DOI: 10.13130/rd_unimi/wq8qua/bt3qru
title: LE_MM_1PGB-MOD_mutants_T0.0032_g6.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/mpwact
title: LE_MM_1PGB-MOD_mutants_T0.0032_g11.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/jsqf9h
title: replica_classes.py
DOI: 10.13130/rd_unimi/wq8qua/zieh6f
title: LE_MM_1PGB-MOD_data_T0.0032_g9.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/q1g1xj
title: quench_analysis.ipynb
DOI: 10.13130/rd_unimi/wq8qua/bqokck
title: LE_MM_1PGB-MOD_data_T0.0032_g5.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/haltdu
title: proteins.txt
DOI: 10.13130/rd_unimi/wq8qua/0lgqjj
title: LE_main.py
DOI: 10.13130/rd_unimi/wq8qua/1cfpef
title: LE_SM_1PGB_eqdata_T0.0008_g0.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/m3pfxs
title: LE_MM_1PGB-MOD_mutants_T0.0032_g9.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/va7kz6
title: LE_MM_1PGB-MOD_data_T0.0032_g5.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/xfmboj
title: replica_analysis.ipynb
DOI: 10.13130/rd_unimi/wq8qua/dfvvax
title: ratchet_classes.py
DOI: 10.13130/rd_unimi/wq8qua/qohq8c
title: LE_MM_1PGB-MOD_data_T0.0032_g6.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/uoucsa
title: replica_y5_r0_T0.0032_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/xisz38
title: QR_comparison_data.ipynb
DOI: 10.13130/rd_unimi/wq8qua/efvjoh
title: LE_SM_1PGB_data_T0.0008_g0.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/mk5h8y
title: LE_MM_1PGB-MOD_data_T0.0032_g10.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/zqt2dh
title: LE_MM_1PGB-MOD_mutants_T0.0032_g4.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/1kknza
title: LE_MM_1PGB-MOD_data_T0.0032_g4.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/jzk5be
title: site_weights.npy
DOI: 10.13130/rd_unimi/wq8qua/ragnva
title: LE_MM_1PGB-MOD_data_T0.0032_g7.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/5zdd52
title: quench_utils.py
DOI: 10.13130/rd_unimi/wq8qua/aizh8u
title: LE_MM_1PGB-MOD_data_T0.0032_g3.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/pfhc2c
title: LE_MM_1PGB-MOD_mutants_T0.0032_g6.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/klit9p
title: LE_MM_1PGB-MOD_data_T0.0032_g7.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/xk6nm4
title: LE_processed_data.csv
DOI: 10.13130/rd_unimi/wq8qua/ldr4dr
title: ratchet_S1-1PGB_mutants_T0.0032_k10000.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/1e51gs
title: LE_MM_1PGB-MOD_mutants_T0.0032_g7.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/pgpuot
title: ratchet_main.py
DOI: 10.13130/rd_unimi/wq8qua/8ry79d
title: replica_y5_r2_T0.0032_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/iqcyhg
title: QR_comparison.ipynb
DOI: 10.13130/rd_unimi/wq8qua/uapgvv
title: LE_MM_1PGB-MOD_mutants_T0.0032_g7.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/wcbfch
title: LE_MM_1PGB-MOD_mutants_T0.0032_g3.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/6af0ku
title: LE_MM_1PGB-MOD_mutants_T0.0032_g3.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/c83cio
title: ratchet_run.sh
DOI: 10.13130/rd_unimi/wq8qua/rzyaoh
title: LE_MM_1PGB-MOD_mutants_T0.0032_g5.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/he8ngm
title: LE_MM_1PGB-MOD_data_T0.0032_g3.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/u91ijx
title: LE_MM_1PGB-MOD_data_T0.0032_g4.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/vudtwa
title: LE_MM_1PGB-MOD_data_T0.0032_g8.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/dapjsl
title: LE_MM_1PGB-MOD_data_T0.0032_g8.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/m3m7dg
title: replica_y5_r3_T0.0032_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/wyzovt
title: LE_MM_1PGB-MOD_data_T0.0032_g11.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/zcmrgn
title: replica_y5_parameters_T0.0032_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/d5fx1u
title: LE_MM_1PGB-MOD_mutants_T0.0032_g8.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/8vgf0g
title: LE_MM_1PGB-MOD_mutants_T0.0032_g8.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/xzrquq
title: LE_MM_1PGB-MOD_mutants_T0.0032_g10.0_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/akxema
title: LE_MM_1PGB-MOD_mutants_T0.0032_g10.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/trhvgl
title: LE_classes.py
DOI: 10.13130/rd_unimi/wq8qua/ycj112
title: LE_MM_1PGB-MOD_mutants_T0.0032_g4.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/lmqidw
title: LE_MM_1PGB-MOD_data_T0.0032_g10.5_s0.dat
DOI: 10.13130/rd_unimi/wq8qua/toej2c
title: LE_run.sh
DOI: 10.13130/rd_unimi/wq8qua/yp0edd
title: README.md
DOI: 10.13130/rd_unimi/k1wrdk/jkyn8b
title: bodipy.tab
DOI: 10.13130/rd_unimi/hvmwsk/69745u
title: DCF sirna TXNIP.tab
DOI: 10.13130/rd_unimi/lzjg0r/tw0f9i
title: Jacop.tab
DOI: 10.13130/rd_unimi/t0fx8d/vr9ylf
title: Merged western blots.docx
DOI: 10.13130/rd_unimi/jatshn/aqohv5
title: Mg and Ca.tab
DOI: 10.13130/rd_unimi/xvb0ud/2sk03u
title: Permeability sirna TXNIP.tab
DOI: 10.13130/rd_unimi/gjkwbv/go6pey
title: Realtime Sirna TXNIP.tab
DOI: 10.13130/rd_unimi/a1wmh1/2kdo8v
title: triglycerides.tab
DOI: 10.13130/rd_unimi/51rels/9wmrin
title: wb densitometry.xlsx
DOI: 10.13130/rd_unimi/irwbbb/d5i7ka
title: quantificazioni WB.tab
DOI: 10.13130/rd_unimi/0pihba/pkhczb
title: tripletti dcf.tab
DOI: 10.13130/rd_unimi/l5e5fr/cxqf6r
title: tripletti DCHQ5.tab
DOI: 10.13130/rd_unimi/dfm1e2/eim1wv
title: tripletti prolif.tab
DOI: 10.34740/kaggle/dsv/13770142
title: Market Prices of Commodities in South Tangerang
DOI: 10.13130/rd_unimi/9ppbab/ikfl6k
title: S3_Filtered_eDNA_ed-1.tab

description: Filtered eDNA abundance data
DOI: 10.13130/rd_unimi/9ppbab/mr5vc8
title: S4_taxa.silva_V9_Forni_ed-1.tab

description: 18S V9 sequencing abundance data
DOI: 10.13130/rd_unimi/9ppbab/hcvuyh
title: S1_Checklist_Forni_ed-1.tab

description: Complete checklist of all taxa detected on the Forni so far
DOI: 10.13130/rd_unimi/9ppbab/ydu9qo
title: S2_eDNA_ed-1.tab

description: Unfiltered eDNA abundance data
DOI: 10.13130/rd_unimi/9ppbab/fo9ubb
title: AppendixS1_edited.docx

description: Filtering methods for eDNA
DOI: 10.13130/rd_unimi/9ppbab/hqeinv
title: READ ME -- Ecological interactions.txt

description: README.txt file
DOI: 10.13130/rd_unimi/pomdk7
title: Replication Data for: nuclei analysis 24h for "Cluster-Assembled Zirconia Substrates Accelerate the Osteogenic Differentiation of Bone Marrow Mesenchymal Stem Cells"

description: Replication Data for: nuclei analysis 24h
DOI: 10.13130/rd_unimi/pomdk7/mygqit
title: nuclei 24h.xlsx
DOI: 10.13130/rd_unimi/xbxiiw
title: Replication Data for: nuclei analysis 72h for "Cluster-Assembled Zirconia Substrates Accelerate the Osteogenic Differentiation of Bone Marrow Mesenchymal Stem Cells"

description: Replication Data for: nuclei analysis 72h
DOI: 10.13130/rd_unimi/xbxiiw/y5wgxc
title: nuclei 72h.xlsx
DOI: 10.13130/rd_unimi/g50jni
title: Replication Data for: mitochondrial transmembrane potential for "Cluster-Assembled Zirconia Substrates Accelerate the Osteogenic Differentiation of Bone Marrow Mesenchymal Stem Cells"

description: Replication Data for: mitochondrial transmembrane potential
DOI: 10.13130/rd_unimi/yiaurf
title: Replication Data for: RT-PCR for "Cluster-Assembled Zirconia Substrates Accelerate the Osteogenic Differentiation of Bone Marrow Mesenchymal Stem Cells"

description: Replication Data for: RT-PCR
DOI: 10.13130/rd_unimi/g50jni/9ru27f
title: potenziale.tab
DOI: 10.13130/rd_unimi/ubgy0m
title: Replication Data for: RT-PCR for "Cluster-Assembled Zirconia Substrates Accelerate the Osteogenic Differentiation of Bone Marrow Mesenchymal Stem Cells"

description: Replication Data for: RT-PCR
DOI: 10.13130/rd_unimi/ubgy0m/o5mdyn
title: RT-PCR.tab
DOI: 10.13130/rd_unimi/wzli7h/eb8ze1
title: database.tab
DOI: 10.13130/rd_unimi/wzli7h/ksm3mo
title: Readmefile.txt
DOI: 10.5281/zenodo.17543686
title: Meteorological time series in Brazil - conventional stations

description: Daily meteorological time series from conventional climate stations in Brazil.

This dataset is a mirror of official and public data released by Brazil's meteorological public services (INMET). The dataset here is streamlined for processing and managing large volumes of data.

Files

CONV_DATABASE.gpkg -- spatial database with the following layers:



fields -- table of field names and metadata;

stations -- points of climate stations with attributes;

series -- time series of meteorological varibales.




Note: data values are scaled by a factor to improve storage efficiency. See fields layer.


query.py -- standalone python script for data retrieval. See docstring for instructions.

 

Info

Number of stations in catalog: 135

Start of sampling: 1961-01-01 00:00:00

End of sampling: 2025-01-01 00:00:00

Meteorological variables:



p -- Total daily precipitation (mm);

evp -- Daily Piché evaporation  (mm);

sun -- Total sunshine daily (h);

tas_max -- Maximum daily temperature  (°C);

tas_mean -- Compensated daily average temperature (°C);

tas_min -- Minimum daily temperature (°C);

hur_mean -- Relative air humidity daily average (%);

hur_min -- Relative air humidity daily minimum (%);

winds_mean -- Wind daily average speed (m/s);


 

Query data

SQL tool

Data can be retrieved in QGIS via SQL tool with this query:



SELECT d.*,s.cd_stationFROM series AS dLEFT JOIN stations AS sON d.id_station = s.id_station-- define station codeWHERE s.cd_station = '83377'-- define datetime rangeAND d.datetime BETWEEN '2024-01-01' AND '2024-12-31'ORDER BY d.datetime;


This query can be imported as a table to QGIS and then exported as a CSV file.

Warning: data values are scaled. Check the fields layer for scale constants.

Python script

Using the terminal, go to folder with CONV_DATABASE.gpkg and query.py



>>> cd path/to/folder


Then call the query passing the arguments:



>>> python -m query -o "path/to/output" -s "83377" --start "2020-01-01" --end "2022-01-01"


Where -s is the station code string.

 

This will yield a CSV file for the query in the output folder. 

Note: This method already converts the values to the actual numerical range.

Warning: Pandas and Geopandas are required dependencies.

Source

Data was sourced from:

INMET (2025). Meteorological Database for Education and Research (BDMEP) from National Institute of Meteorology (Instituto Nacional de Meteorologia - INMET). Available at: https://bdmep.inmet.gov.br/ Latest access: February of 2025.

 

Logs

1.0.0 -- Operational release. Changes in some fields names. Changes in file name. Changes in layer names (data changed to series). Changes in no-data value (-1 changed to -9999).

0.0.1 -- Testing release. Data updated to 2025-01-01.