cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/vak-r4d-dzx
title: Justicia asystasioides (Lindau) M. E. Steiner

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a8c-l7t-xe9
title: Sphaerocoryne gracilipes (Benth.) X. Guo & R. M. K. Saunders

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l8z-kxr-lk4
title: Justicia heterocarpa subsp. dinteri (S. Moore) Hedrén

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x85-408-n8r
title: Justicia brevipila Hedrén

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gth-xhs-zty
title: Monanthotaxis montana (Engl. & Diels) P. H. Hoekstra

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yfm-l16-jtk
title: Sphaerocoryne gracilipes (Benth.) X. Guo & R. M. K. Saunders

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/96j-16x-y98
title: Aextoxicon punctatum Ruiz & Pav.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kh3-cy5-578
title: Trianthema L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p8e-y8d-vd2
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6bp-0lk-esz
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/la2-pgv-yw2
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dls-qks-9rz
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qq0-yr9-b4g
title: Guatteria grandiflora Donn. Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1sr-6kk-m47
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ep9-qp2-nhk
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2c1-van-64l
title: Ruellia carnea Balf. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qxv-wqm-zy1
title: Dicliptera paniculata (Forssk.) I. Darbysh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j4y-9ae-jw0
title: Trianthema L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4qg-c6p-nwe
title: Mesembryanthemum tenuiflorum Jacq.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jvt-jdq-0lq
title: Aizoaceae Martinov

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.gevv8g
title: Occurrence Download

description: A dataset containing 36160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.675 51.775,4.725 51.775,4.725 51.825,4.675 51.825,4.675 51.775))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 36160 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305233-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzpnav
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanea tritomantha A.Gray"
 ]
}

 The dataset includes 96 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006478-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zd8g8h
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Archoplites interruptus (Girard, 1854))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 322 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051418-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywaxs2
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manis javanica Desmarest, 1822"
 ]
}

 The dataset includes 493 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239320-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc38f8
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trechisibus antarcticus (Dejean, 1831)"
 ]
}

 The dataset includes 86 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301825-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twu5gv
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-127.59277 -48.62742,-14.40723 -48.62742,-14.40723 -3.37258,-127.59277 -3.37258,-127.59277 -48.62742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tachymenis peruviana Wiegmann, 1834"
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038901-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhr6d2
title: Occurrence Download

description: A dataset containing 73059 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tilia platyphyllos Scop."
 ]
}

 The dataset includes 73059 records from 583 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085375-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4czqvj
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia turczaninowii Kar. & Kir."
 ]
}

 The dataset includes 56 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038197-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v634h6
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paleosuchus palpebrosus (Cuvier, 1807)"
 ]
}

 The dataset includes 823 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239313-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c6gvh
title: Occurrence Download

description: A dataset containing 761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Loeseliastrum matthewsii (A.Gray) Timbrook",
 "Year 1899-2019"
 ]
}

 The dataset includes 761 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bk8xj
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caenolestes caniventer Anthony, 1921"
 ]
}

 The dataset includes 97 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074961-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fcf6s
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocos bogotensis Brand"
 ]
}

 The dataset includes 140 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324867-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ft34d
title: Occurrence Download

description: A dataset containing 830787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is Fringilla coelebs Linnaeus, 1758"
 ]
}

 The dataset includes 830787 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255034-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4ntrm
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidopsis kamchatica (Fisch. ex DC.) K.Shimizu & Kudoh"
 ]
}

 The dataset includes 513 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312629-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys7h4c
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ophiophagus hannah (Cantor, 1836)"
 ]
}

 The dataset includes 60 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064439-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fcu7h
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Cinchona pubescens Vahl"
 ]
}

 The dataset includes 59 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275521-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10900882
title: Cross-Platform Autonomous Control of Minimal Kitaev Chains

description: This folder contains the raw data and code used to generate the plots for the paper Cross-Platform Autonomous Control of Minimal Kitaev Chains.

To run the Jupyter notebook, install Anaconda and execute:



conda env create -f environment.yml


followed by:



conda activate KitaevML


Finally,



jupyter lab


to launch the notebook.

Raw data are stored in netCDF (.nc) format, or as full QCoDeS databases (.db). Logs of autonomous tuning runs are saved as log files (.txt). The experimental datasets are exported by the data acquisition package QCoDeS and can be read as an xarray Dataset. The ipython notebook Data labelling notebook.ipynb contains the code for labelling the 2DEG and nanowire datasets. The ipython notebook Zenodo Paper Figures.ipynb contains all the code for generating the paper figures. 

The machine learning model and automated tuning algorithm can be publicly accessed here: https://gitlab.com/QMAI/papers/crossplatformkitaev.This repo contains a pip-installable module ``PMMSGD` that can be used to predict (Delta-t)/(Delta+t) using:

pred = PMMSGD.get_Delta_minus_t(dbx, 'CNN_weighted_ratio_theory', ['G_LL*G_RR'])

which uses the neural network that was exclusively trained on theory data

For the automated tuning algorithm we used this predictor:

pred = PMMSGD.get_Delta_minus_t(dbx, 'CNN_weighted_ratio', ['G_LL*G_RR'])

which uses the neural network that was additionally trained on data from the 2DEG device.
DOI: 10.15468/dl.hwarhc
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassula clavata N.E.Br.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315606-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10900881
title: Cross-Platform Autonomous Control of Minimal Kitaev Chains

description: This folder contains the raw data and code used to generate the plots for the paper Cross-Platform Autonomous Control of Minimal Kitaev Chains.

To run the Jupyter notebook, install Anaconda and execute:



conda env create -f environment.yml


followed by:



conda activate KitaevML


Finally,



jupyter lab


to launch the notebook.

Raw data are stored in netCDF (.nc) format, or as full QCoDeS databases (.db). Logs of autonomous tuning runs are saved as log files (.txt). The experimental datasets are exported by the data acquisition package QCoDeS and can be read as an xarray Dataset. The ipython notebook Data labelling notebook.ipynb contains the code for labelling the 2DEG and nanowire datasets. The ipython notebook Zenodo Paper Figures.ipynb contains all the code for generating the paper figures. 

The machine learning model and automated tuning algorithm can be publicly accessed here: https://gitlab.com/QMAI/papers/crossplatformkitaev.This repo contains a pip-installable module ``PMMSGD` that can be used to predict (Delta-t)/(Delta+t) using:

pred = PMMSGD.get_Delta_minus_t(dbx, 'CNN_weighted_ratio_theory', ['G_LL*G_RR'])

which uses the neural network that was exclusively trained on theory data

For the automated tuning algorithm we used this predictor:

pred = PMMSGD.get_Delta_minus_t(dbx, 'CNN_weighted_ratio', ['G_LL*G_RR'])

which uses the neural network that was additionally trained on data from the 2DEG device.
DOI: 10.15468/dl.s9f32f
title: Occurrence Download

description: A dataset containing 4091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-145.89844 -59.88894,-22.85156 -59.88894,-22.85156 47.98992,-145.89844 47.98992,-145.89844 -59.88894))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrochoerus hydrochaeris (Linnaeus, 1766)"
 ]
}

 The dataset includes 4091 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005719-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td6ex8
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.256715157077544 56.33628468283429,-4.256715157077544 52.33628468283429,-0.25671515707754366 52.33628468283429,-0.25671515707754366 56.33628468283429,-4.256715157077544 56.33628468283429))",
 "HasCoordinate is true",
 "TaxonKey is Thymelicus acteon (von Rottemburg, 1775)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwvu3v
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Leiocassis longirostris Günther, 1864"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259471-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37parw
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Asplenium pringlei Davenp."
 ]
}

 The dataset includes 43 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305215-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pn9v6
title: Occurrence Download

description: A dataset containing 6066 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Communities of ground beetles (Carabidae, Coleoptera) in broad-leaved forests of protected and urban areas of the Kaluga Oblast (European Russia)"
 ]
}

 The dataset includes 6066 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034362-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jflzlv
title: Occurrence Download

description: A dataset containing 4991 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zonotrichia leucophrys gambelii (Nuttall, 1840)"
 ]
}

 The dataset includes 4991 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntt47p
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "OccurrenceStatus is Present",
 "TaxonKey is Pentaplaris doroteae L.O.Williams & Standl."
 ]
}

 The dataset includes 37 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008661-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rh9qqs
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EDP Baixo Sabor: Construction and Reservoir Filling Phases – Bonneli’s Eagle prey species: Rabbit (Oryctolagus cuniculus) [2010-2014]"
 ]
}

 The dataset includes 152 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038190-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w34uue
title: Occurrence Download

description: A dataset containing 46757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.675 52.375,4.725 52.375,4.725 52.425,4.675 52.425,4.675 52.375))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 46757 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305214-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z1n1ei
title: Occurrence Download

description: A dataset containing 46837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than 40.4449221665539",
 "DecimalLatitude is less than 40.9841378897982",
 "DecimalLongitude is greater than -74.358496896884",
 "DecimalLongitude is less than -73.6496948782737"
 ]
}

 The dataset includes 46837 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erfkay
title: Occurrence Download

description: A dataset containing 141993 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zosterops japonicus Temminck & Schlegel, 1845"
 ]
}

 The dataset includes 141993 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293304-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edzzqu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mesoniviridae"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044196-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vsh8k
title: Occurrence Download

description: A dataset containing 8474604 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bird tracking - GPS tracking of Lesser Black-backed Gulls and Herring Gulls breeding at the southern North Sea coast"
 ]
}

 The dataset includes 8474604 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220376-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm6u11
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Pteris quadriaurita Retz.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 213 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.