cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17729657
title: Table 2 in Suez Wind Energy BOO Wind Power Plant 1.1 GW - SWE North (PLOT 1) Bat Addendum Report

description: Table 2. Species recorded throughout the survey period.
SpeciesScientific NameLocationNumber of recordsRecord DateTimeIUCN Conservation StatusArabian BarbastelleBarbastella leucomelas7118/07/202300:35:34Least ConcernEuropean Free-Tailed BatTadarida teniotis7120/07/202300:16:34Least ConcernEuropean Free-Tailed BatTadarida teniotis2116/10/202319:23:21Least ConcernEuropean Free-Tailed BatTadarida teniotis22126/07/202321:46:13Least ConcernSerotine speciesEpitesicus sp15121/10/202322:47:12-Serotine speciesEpitesicus sp12125/08/202319:27:56-Unknown-15123/08/202322:44:40-Serotine speciesEpitesicus sp9117/06/202300:32:33-Serotine speciesEpitesicus sp7116/07/202321:30:33-European Free-Tailed BatTadarida teniotis6119/07/202321:51:27Least ConcernUnknown-7116/09/202321:55:00 - 00:37:00-Desert Long-Eared BatOtonycteris hemprichii16122/08/202319:10:00 - 22:07:00Least ConcernArabian BarbastelleBarbastella leucomelas16125/08/202318:49:00 - 01:11:00Least ConcernBotta's SerotineEpitesicus bottae1318/08/202318:06:13Least Concern
description: Published as part of EcoConServ & ECO Consult Jude Center, 2024, Suez Wind Energy BOO Wind Power Plant 1.1 GW - SWE North (PLOT 1) Bat Addendum Report in null, Cairo, Egypt :European Bank for Reconstruction and Development (EBRD) on page 6, DOI: 10.5281/zenodo.14537375
DOI: 10.5281/zenodo.17729660
title: Table 1 in Nakkaş Highway Bat Surveys Final Report

description: Table 1. Bat species expected and recorded at the project site (IUCN 2020). Collision risk levels Rodrigues et al (2014). “Expected” column shows which species are likely to occur based on the review of available information. IUCN column shows Red List evaluation globally except when marked with Med: Mediterranean, or Eu: Europe.
Common NameScientific NameStatusRed ListCollision RiskExpectedWestern BarbastelleBarbastella barbastellusDecliningVU (Eu)MediumXBotta's SerotineEptesicus bottaeUnknownLCMediumSerotineEptesicus serotinusStableLCMediumXSavi's PipistrelleHypsugo saviiStableLCHighSchreiber's Bent-winged BatMiniopterus schreibersiiDecliningVUHighXSteppe Whiskered BatMyotis aurascensStableLCLowXBechstein's MyotisMyotis bechsteiniiDecliningVU (Eu)LowXLesser Mouse-eared MyotisMyotis blythiiDecliningNT (Eu, Med)LowXBrandt's MyotisMyotis brandtiiStableLCLowLong-fingered BatMyotis capacciniiDecliningVULowXDaubenton's MyotisMyotis daubentoniiStableLCLowXGeoffroy's BatMyotis emarginatusStableLCLowXGreater Mouse-eared BatMyotis myotisStableLCLowXWhiskered MyotisMyotis mystacinusUnknownLCLowXNatterer's BatMyotis nattereriStableLCLowSchaub's MyotisMyotis schaubiUnknownDDLowGiant NoctuleNyctalus lasiopterusDecliningVUHighLesser NoctuleNyctalus leisleriUnknownLCHighNoctuleNyctalus noctulaUnknownLCHighXDesert Long-eared BatOtonycteris hemprichiiUnknownLCUnknownKuhl's PipistrellePipistrellus kuhliiUnknownLCHighXNathusius' PipistrellePipistrellus nathusiiUnknownLCHighXCommon PipistrellePipistrellus pipistrellusStableLCHighXSoprano PipistrellePipistrellus pygmaeusUnknownLCHighBrown Long-eared BatPlecotus auritusStableLCLowXGrey Long-eared BatPlecotus austriacusDecliningNTLowXMediterranean Long-eared BatPlecotus kolombatoviciDecliningNT (Eu)LowMountain Long-eared BatPlecotus macrobullarisDecliningNT (Eu, Med)LowBlasius's Horseshoe BatRhinolophus blasiiDecliningVU (Eu)LowMediterranean Horseshoe BatRhinolophus euryaleDecliningVU (Eu, Med)LowXGreater Horseshoe BatRhinolophus ferrumequinumDecliningNT (Eu, Med)LowXLesser Horseshoe BatRhinolophus hipposiderosDecliningNT (Eu, Med)LowXMehely's Horseshoe BatRhinolophus mehelyiDecliningVULowXEgyptian Fruit BatRousettus aegyptiacusStableNT (Med)LowEuropean Free-tailed BatTadarida teniotisUnknownLCHighNaked-rumped Tomb BatTaphozous nudiventrisStableLCUnknownParticoloured BatVespertilio murinusStableLCHigh
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 3, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729659
title: Table 1 in Nakkaş Highway Bat Surveys Final Report

description: Table 1. Bat species expected and recorded at the project site (IUCN 2020). Collision risk levels Rodrigues et al (2014). “Expected” column shows which species are likely to occur based on the review of available information. IUCN column shows Red List evaluation globally except when marked with Med: Mediterranean, or Eu: Europe.
Common NameScientific NameStatusRed ListCollision RiskExpectedWestern BarbastelleBarbastella barbastellusDecliningVU (Eu)MediumXBotta's SerotineEptesicus bottaeUnknownLCMediumSerotineEptesicus serotinusStableLCMediumXSavi's PipistrelleHypsugo saviiStableLCHighSchreiber's Bent-winged BatMiniopterus schreibersiiDecliningVUHighXSteppe Whiskered BatMyotis aurascensStableLCLowXBechstein's MyotisMyotis bechsteiniiDecliningVU (Eu)LowXLesser Mouse-eared MyotisMyotis blythiiDecliningNT (Eu, Med)LowXBrandt's MyotisMyotis brandtiiStableLCLowLong-fingered BatMyotis capacciniiDecliningVULowXDaubenton's MyotisMyotis daubentoniiStableLCLowXGeoffroy's BatMyotis emarginatusStableLCLowXGreater Mouse-eared BatMyotis myotisStableLCLowXWhiskered MyotisMyotis mystacinusUnknownLCLowXNatterer's BatMyotis nattereriStableLCLowSchaub's MyotisMyotis schaubiUnknownDDLowGiant NoctuleNyctalus lasiopterusDecliningVUHighLesser NoctuleNyctalus leisleriUnknownLCHighNoctuleNyctalus noctulaUnknownLCHighXDesert Long-eared BatOtonycteris hemprichiiUnknownLCUnknownKuhl's PipistrellePipistrellus kuhliiUnknownLCHighXNathusius' PipistrellePipistrellus nathusiiUnknownLCHighXCommon PipistrellePipistrellus pipistrellusStableLCHighXSoprano PipistrellePipistrellus pygmaeusUnknownLCHighBrown Long-eared BatPlecotus auritusStableLCLowXGrey Long-eared BatPlecotus austriacusDecliningNTLowXMediterranean Long-eared BatPlecotus kolombatoviciDecliningNT (Eu)LowMountain Long-eared BatPlecotus macrobullarisDecliningNT (Eu, Med)LowBlasius's Horseshoe BatRhinolophus blasiiDecliningVU (Eu)LowMediterranean Horseshoe BatRhinolophus euryaleDecliningVU (Eu, Med)LowXGreater Horseshoe BatRhinolophus ferrumequinumDecliningNT (Eu, Med)LowXLesser Horseshoe BatRhinolophus hipposiderosDecliningNT (Eu, Med)LowXMehely's Horseshoe BatRhinolophus mehelyiDecliningVULowXEgyptian Fruit BatRousettus aegyptiacusStableNT (Med)LowEuropean Free-tailed BatTadarida teniotisUnknownLCHighNaked-rumped Tomb BatTaphozous nudiventrisStableLCUnknownParticoloured BatVespertilio murinusStableLCHigh
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 3, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729662
title: Table 2 in Nakkaş Highway Bat Surveys Final Report

description: Table 2. Field survey conditions.
VisitDateSPsTempTimeWindCloudPrec.Įuly28/07SP2, SP3 and mobile26-2320:15 - 06:15NE 1 m/s0%0 mm30/0728-19NE 1 m/s0%0 mmAugust18/08SP125-2320:15 - 06:15NE 1 m/s20%0 mm20/0823-18NE 3 m/s10%0 mmSeptember13/09SP1 and mobile21-1719:00 - 07:00NE 1 m/s80%0 mm15/0923-19NE 2 m/s30%0 mmOctober06/10SP1 and mobile17-0819:00 - 07:00NE 3 m/s10%0 mm07/1017-15NE 2 m/s0%0 mm
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 4, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729661
title: Table 2 in Nakkaş Highway Bat Surveys Final Report

description: Table 2. Field survey conditions.
VisitDateSPsTempTimeWindCloudPrec.Įuly28/07SP2, SP3 and mobile26-2320:15 - 06:15NE 1 m/s0%0 mm30/0728-19NE 1 m/s0%0 mmAugust18/08SP125-2320:15 - 06:15NE 1 m/s20%0 mm20/0823-18NE 3 m/s10%0 mmSeptember13/09SP1 and mobile21-1719:00 - 07:00NE 1 m/s80%0 mm15/0923-19NE 2 m/s30%0 mmOctober06/10SP1 and mobile17-0819:00 - 07:00NE 3 m/s10%0 mm07/1017-15NE 2 m/s0%0 mm
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 4, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729664
title: Table 3 in Nakkaş Highway Bat Surveys Final Report

description: Table 3. Coordinates of the Sampling Points. UTM WGS84
Sampling PointLongitudeLatitudeLocationĮulAugSepOctSP128.7194341.10354Light post at the CampsitexxXSP2 (temp.)28.7135641.10712NW of the dam wall on the lake shoresXSP3 (temp.)28.7217341.1063410 m E of the reservoir damXTransect28.7141.10Along the canal 2-4 km south of the siteXXTransect M2 (temp)28.7341.08Southern shores of Sazlıdere dam lakeX
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 4, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729663
title: Table 3 in Nakkaş Highway Bat Surveys Final Report

description: Table 3. Coordinates of the Sampling Points. UTM WGS84
Sampling PointLongitudeLatitudeLocationĮulAugSepOctSP128.7194341.10354Light post at the CampsitexxXSP2 (temp.)28.7135641.10712NW of the dam wall on the lake shoresXSP3 (temp.)28.7217341.1063410 m E of the reservoir damXTransect28.7141.10Along the canal 2-4 km south of the siteXXTransect M2 (temp)28.7341.08Southern shores of Sazlıdere dam lakeX
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 4, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729665
title: Table 4 in Nakkaş Highway Bat Surveys Final Report

description: Table 4. Complete breakdown of bat recordings.
MonthGroupSpeciesScientificIUCN123MM2121212117Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU136NoctuleNyctalus noctulaLC2Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC263418162183410Soprano PipistrellePipistrellus pygmaeusLC311Pipistrellus spec.Pipistrellus spec.NA4265348Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU1Lesser NoctuleNyctalus leisleriLC21NoctuleNyctalus noctulaLC1Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC10687Savi's PipistrelleHypsugo saviiLC1Soprano PipistrellePipistrellus pygmaeusLC12Pipistrellus spec.Pipistrellus spec.NA16139Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU1Lesser NoctuleNyctalus leisleriLC34NoctuleNyctalus noctulaLC1Particoloured BatVespertilio murinusLC55Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC13883307Soprano PipistrellePipistrellus pygmaeusLC4126Pipistrellus spec.Pipistrellus spec.NA1099994Plecotus groupBrown Long-eared BatPlecotus auritusLC210Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC557640187Soprano PipistrellePipistrellus pygmaeusLC24Pipistrellus spec.Pipistrellus spec.NA91736
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 8, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729666
title: Table 4 in Nakkaş Highway Bat Surveys Final Report

description: Table 4. Complete breakdown of bat recordings.
MonthGroupSpeciesScientificIUCN123MM2121212117Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU136NoctuleNyctalus noctulaLC2Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC263418162183410Soprano PipistrellePipistrellus pygmaeusLC311Pipistrellus spec.Pipistrellus spec.NA4265348Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU1Lesser NoctuleNyctalus leisleriLC21NoctuleNyctalus noctulaLC1Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC10687Savi's PipistrelleHypsugo saviiLC1Soprano PipistrellePipistrellus pygmaeusLC12Pipistrellus spec.Pipistrellus spec.NA16139Nyctaloid groupGiant NoctuleNyctalus lasiopterusVU1Lesser NoctuleNyctalus leisleriLC34NoctuleNyctalus noctulaLC1Particoloured BatVespertilio murinusLC55Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC13883307Soprano PipistrellePipistrellus pygmaeusLC4126Pipistrellus spec.Pipistrellus spec.NA1099994Plecotus groupBrown Long-eared BatPlecotus auritusLC210Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC557640187Soprano PipistrellePipistrellus pygmaeusLC24Pipistrellus spec.Pipistrellus spec.NA91736
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 8, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729667
title: Table 5 in Nakkaş Highway Bat Surveys Final Report

description: Table 5. Bat Recordings from Stationaly Sampling Points.
GroupSpeciesScientificIUCNĮulAugSepOctNyctaloid groupGiant NoctuleNyctalus lasiopterusVU-1--Lesser NoctuleNyctalus leisleriLC-24-Common NoctuleNyctalus noctulaLC-11-Particoloured BatVespertilio murinusLC--5-Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC183106138640Savi's PipistrelleHypsugo saviiLC-1--Soprano PipistrellePipistrellus pygmaeusLC1242Pipistrellus spec.Pipistrellus spec.NA61610917Plecotus groupBrown Long-eared BatPlecotus auritus--2-Total190129263659
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 9, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729668
title: Table 5 in Nakkaş Highway Bat Surveys Final Report

description: Table 5. Bat Recordings from Stationaly Sampling Points.
GroupSpeciesScientificIUCNĮulAugSepOctNyctaloid groupGiant NoctuleNyctalus lasiopterusVU-1--Lesser NoctuleNyctalus leisleriLC-24-Common NoctuleNyctalus noctulaLC-11-Particoloured BatVespertilio murinusLC--5-Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC183106138640Savi's PipistrelleHypsugo saviiLC-1--Soprano PipistrellePipistrellus pygmaeusLC1242Pipistrellus spec.Pipistrellus spec.NA61610917Plecotus groupBrown Long-eared BatPlecotus auritus--2-Total190129263659
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 9, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729669
title: Table 6 in Nakkaş Highway Bat Surveys Final Report

description: Table 6. Bat Recordings from Mobile Stations
GroupSpeciesScientificIUCNĮulSepOctNyctaloid groupGiant NoctuleNyctalus lasiopterusVU61-Common NoctuleNyctalus noctulaLC2--Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC410307187Soprano PipistrellePipistrellus pygmaeusLC-264Pipistrellus spec.Pipistrellus spec.NA349436Grand Total452428227
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 9, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729670
title: Table 6 in Nakkaş Highway Bat Surveys Final Report

description: Table 6. Bat Recordings from Mobile Stations
GroupSpeciesScientificIUCNĮulSepOctNyctaloid groupGiant NoctuleNyctalus lasiopterusVU61-Common NoctuleNyctalus noctulaLC2--Pipistrelloid groupCommon PipistrellePipistrellus pipistrellusLC410307187Soprano PipistrellePipistrellus pygmaeusLC-264Pipistrellus spec.Pipistrellus spec.NA349436Grand Total452428227
description: Published as part of Boyla, Kerem Ali, 2021, Nakkaş Highway Bat Surveys Final Report in null, Istanbul, Turkey :European Bank for Reconstruction and Development (EBRD) on page 9, DOI: 10.5281/zenodo.14532930
DOI: 10.5281/zenodo.17729817
title: DAO Analyzer dataset

description: DAO-Analyzer's dataset.


Explore data from Decentralized Autonomous Organizations deployed on the DAOstack, DAOhaus and Aragon platforms.
description: DAO-Analyzer is created under the umbrella of multiple research projects:



Chain Community, funded by the Spanish Ministry of Science and Innovation (RTI2018‐096820‐A‐I00) and led by Javier Arroyo and Samer Hassan

P2P Models, funded by the European Research Council (ERC-2017-STG 625 grant no.: 75920), led by Samer Hassan.

DAOapplications, funded by the Spanish Ministry of Science and Innovation (PID2021-127956OB-I00) and led by Javier Arroyo, Samer Hassan and maria Cruz Valiente
DOI: 10.13140/rg.2.2.30300.04484
title: RRR-CHALLENGE EPS014 - Data for Constructing Probability Distribution and Density Curves (GCP) GCP STEP 02 HISTOGRAM
DOI: 10.15468/dl.7gmnv7
title: Occurrence Download

description: A dataset containing 130714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corvus albus",
 "Year is one of (1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 130714 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011045-251120083545085/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.30728969
title: Raw data of mouse

description: mouse data
DOI: 10.6084/m9.figshare.30728969.v1
title: Raw data of mouse

description: mouse data
DOI: 10.15468/dl.dzc724
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis compressicauda"
 ]
}

 The dataset includes 356 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011061-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skk7g5
title: Occurrence Download

description: A dataset containing 19343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Geodetic datum invalid, Coordinate rounded, Footprint WKT mismatch, Country mismatch, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Modified date invalid, Identified date invalid, Multimedia URI invalid, References URI invalid, Occurrence status unparsable, Occurrence status inferred from individual count)",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum lycopersicum",
 "Year 1950-2025"
 ]
}

 The dataset includes 19343 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011060-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.13522.82887
title: GX STEPS Analysis of PERS050-4S4 258 1 12 Real World Data by the Persian Curve (PC) GX STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.6084/m9.figshare.30576593
title: Code prediction

description: We adopted a three-layer feedforward artificial neural network and used Pytorch to simulate the relationship between age and telomere length. This network consists of two hidden layers with ReLU activation functions and an output layer with a linear activation function. During the forward propagation process, the model takes an individual's age as input (x) and processes it through the network, applying weighted sums and activation functions at each layer. The final output represents the model's prediction of telomere length (y). This network is trained using supervised learning methods, and the weights and biases of each layer are adjusted through gradient descent to minimize the mean square error between the predicted telomere length and the actual telomere length. This process is essentially about learning the complex nonlinear mapping between age and telomere length, which is represented by the structure and parameters of the network.
DOI: 10.6084/m9.figshare.30576593.v1
title: 代码预测

description: 我们采用三层前馈人工神经网络，用Pytorch模拟年龄与端粒长度之间的关系。该网络由两个具有 ReLU 激活函数的隐藏层和一个具有线性激活函数的输出层组成。在前向传播过程中，模型将个人的年龄作为输入 （x） 并通过网络进行处理，在每一层应用加权和和激活函数。最终输出表示模型对端粒长度 （y） 的预测。该网络使用监督学习方法进行训练，通过梯度下降调整每一层的权重和偏差，最大限度地减少预测端粒长度和实际端粒长度之间的均方误差。这个过程本质上是学习年龄和端粒长度之间复杂的非线性映射，端粒长度由网络的结构和参数表示。
DOI: 10.6084/m9.figshare.30576593.v2
title: Code prediction

description: We adopted a three-layer feedforward artificial neural network and used Pytorch to simulate the relationship between age and telomere length. This network consists of two hidden layers with ReLU activation functions and an output layer with a linear activation function. During the forward propagation process, the model takes an individual's age as input (x) and processes it through the network, applying weighted sums and activation functions at each layer. The final output represents the model's prediction of telomere length (y). This network is trained using supervised learning methods, and the weights and biases of each layer are adjusted through gradient descent to minimize the mean square error between the predicted telomere length and the actual telomere length. This process is essentially about learning the complex nonlinear mapping between age and telomere length, which is represented by the structure and parameters of the network.
DOI: 10.15468/dl.n55hy8
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Geodetic datum invalid, Coordinate rounded, Country derived from coordinates, Continent derived from coordinates, Recorded date invalid, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Multimedia URI invalid, References URI invalid, Occurrence status unparsable, Occurrence status inferred from individual count)",
 "OccurrenceStatus is Present",
 "TaxonKey is Spinacia oleracea",
 "Year 1950-2025"
 ]
}

 The dataset includes 607 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011062-251120083545085/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.30576545
title: X chromosome telomere primers

description: X chromosome telomere primers
DOI: 10.6084/m9.figshare.30576545.v2
title: X 染色体引物

description: X chromosome telomere primers
DOI: 10.6084/m9.figshare.30576545.v3
title: X chromosome telomere primers

description: X chromosome telomere primers
DOI: 10.7910/dvn/b8haos
title: PDB: 6UMT, Crystal structure of human PD-1: PD-L2 complex (311K, 38°C, 500 ns) - random seed #2

description: PDB: 6UMT, Crystal structure of human PD-1: PD-L2 complex (311K, 38°C, 500 ns) - random seed #2
DOI: 10.15468/dl.4er9m2
title: Occurrence Download

description: A dataset containing 2895651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Junco hyemalis",
 "Year is one of (1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 2895651 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011041-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.