cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18639588
title: BdNoise-10: Raw audio recordings for urban environmental noise classification

description: Overview

BdNoise-10 is a large-scale environmental audio dataset containing 5,035 real-world urban noise recordings from Bangladesh. The dataset captures the chaotic and unique acoustic signature of developing urban environments, featuring 10 distinct categories: bike, bus, car, CNG auto-rickshaw, construction noise, protest, siren, traffic jam, train, and truck.





Total Size: 5,035 files




Format: WAV (16kHz, Mono, 16-bit)




Duration: Fixed 10-second clips




Geographic Coverage: 8 major cities in Bangladesh (Sylhet, Dhaka, Chattogram, Rajshahi, Khulna, Rangpur, Bandarban, Chandpur).



Dataset Statistics





Total Audio Files: 5,035




Total Duration: 839.17 minutes (~13.98 hours)




Number of Categories: 10




File Format: WAV (16-bit, PCM)




Sampling Rate: 16,000 Hz (16 kHz)




Channels: Mono




Data Sources: ~50% field recordings, ~50% online sources



Category Distribution

The dataset contains approximately 500-504 files per category for: bike, bus, car, cng_auto, construction, protest, siren, traffic_jam, train, and truck.

File Naming Convention

Audio files follow a strict naming pattern: {category}_{sequence_number}.wav





Example: bike_0001.wav (First bike recording)



Technical Specifications





Audio Format: WAV (Waveform Audio File Format)




Bit Depth: 16-bit signed PCM




Sampling Rate: 16 kHz




Recording Period: February - November 2025




Recording Devices: Samsung Galaxy S22 Ultra, Oppo A15, Samsung A30.



Baseline Results

Benchmarks established using an 80/20 train/test split:





Whisper-Base: 99.1% Accuracy




Wav2Vec2-Base: 97.3% Accuracy




CNN: 90.2% Accuracy



Contact

For questions regarding this dataset:





Md. Nasir Uddin (nasirpks36@gmail.com)




Md Mehedi Hasan (mehedi.hasan49535@gmail.com)




Mohammad Shahidur Rahman (rahmanms@sust.edu)



Department of CSE, Shahjalal University of Science and Technology (SUST), Bangladesh.
DOI: 10.15468/dl.x7zsrj
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miconia alborufescens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 678 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017627-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34ckzw
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristida laevis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 120 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017628-260208012135463/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.31338625
title: German free rider supplement data

description: Battery electric vehicles (BEV) are considered the central instrument in road transport decarbonization. To accelerate diffusion, many governments have introduced purchasing subsidies, yet the extent to which they induce additional adoption rather than subsidizing purchases that would have occurred regardless, remains a key policy question. This study develops a forecast-based framework to quantify free ridership in Germany’s Umweltbonus program, which distributed approximately 1.4 million BEV subsidies, totaling €6.9 billion between 2016 and 2023. The counterfactual is constructed by fitting Gompertz diffusion functions to BEV sales share data from two non-subsidy periods (2010 to mid-2016 and 2024 to 2025), which bracket the subsidy regime. Deviations between observed registrations and the forecast baseline during the subsidy period are interpreted as surplus sales, indicating that the implied free rider share amounts to approximately one-third of all subsidized purchases, which is lower than most prior estimates in the literature. An average subsidy of €4,938 per vehicle is associated with a forecast-based surplus of about 119%, translating into an implied cost of €7,485 per additional BEV and approximately €439 per ton of CO₂ avoided over a ten-year vehicle lifetime. Higher subsidy amounts are associated with both larger surplus sales and a higher free rider share relative to the forecast baseline, highlighting a fundamental trade-off in incentive design.
DOI: 10.6084/m9.figshare.31338625.v1
title: German free rider supplement data

description: Battery electric vehicles (BEV) are considered the central instrument in road transport decarbonization. To accelerate diffusion, many governments have introduced purchasing subsidies, yet the extent to which they induce additional adoption rather than subsidizing purchases that would have occurred regardless, remains a key policy question. This study develops a forecast-based framework to quantify free ridership in Germany’s Umweltbonus program, which distributed approximately 1.4 million BEV subsidies, totaling €6.9 billion between 2016 and 2023. The counterfactual is constructed by fitting Gompertz diffusion functions to BEV sales share data from two non-subsidy periods (2010 to mid-2016 and 2024 to 2025), which bracket the subsidy regime. Deviations between observed registrations and the forecast baseline during the subsidy period are interpreted as surplus sales, indicating that the implied free rider share amounts to approximately one-third of all subsidized purchases, which is lower than most prior estimates in the literature. An average subsidy of €4,938 per vehicle is associated with a forecast-based surplus of about 119%, translating into an implied cost of €7,485 per additional BEV and approximately €439 per ton of CO₂ avoided over a ten-year vehicle lifetime. Higher subsidy amounts are associated with both larger surplus sales and a higher free rider share relative to the forecast baseline, highlighting a fundamental trade-off in incentive design.
DOI: 10.15468/dl.3tk4wp
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calystegia soldanella"
 ]
}

 The dataset includes 122 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017629-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bncbsv
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lathyrus japonicus"
 ]
}

 The dataset includes 35 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017630-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4cfdh
title: Occurrence Download

description: A dataset containing 2041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miconia chamissois",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2041 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017632-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agyhd2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ischaemum anthephoroides"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017631-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kydpmb
title: Occurrence Download

description: A dataset containing 9696023 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 9696023 records from 8032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016981-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn9k4n
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portulaca oleracea",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047951-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnk93j
title: Occurrence Download

description: A dataset containing 465662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 465662 records from 1683 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047875-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsudzh
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-125.05228 41.34327,-116.01564 41.34327,-116.01564 46.74032,-125.05228 46.74032,-125.05228 41.34327))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaxyrus woodhousii",
 "Year 2024-2024"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010344-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8f5my9
title: Occurrence Download

description: A dataset containing 5075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neoniphon sammara",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5075 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010345-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmqrd6
title: Occurrence Download

description: A dataset containing 246843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 246843 records from 494 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010330-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfwyn2
title: Occurrence Download

description: A dataset containing 12030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cynomys ludovicianus"
 ]
}

 The dataset includes 12030 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008966-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2j0-erg-dxd
title: Koeleria capensis (Thunb.) Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bvf-w76-5ew
title: Koeleria capensis (Thunb.) Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lkd-fbb-7yl
title: Koeleria capensis (Thunb.) Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bz3-jxe-zae
title: Melica uniflora Retz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mg3-9vh-yhr
title: Melinis subglabra Mez

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7r3-c1s-vsz
title: Melica persica Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rlt-2pc-z7j
title: Melica persica Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8v6-q9x-v63
title: Loudetia kagerensis (K.Schum.) C.E.Hubb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gty-yy7-nbc
title: Kaokochloa nigrirostris De Winter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z9g-n27-4p1
title: Kaokochloa nigrirostris De Winter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0fr-k3p-yxx
title: Loudetia annua (Stapf) C.E.Hubb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vbs-qpk-1be
title: Loudetia kagerensis (K.Schum.) C.E.Hubb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tns-ra4-mar
title: Distichlis littoralis (Engelm.) H.L.Bell & Columbus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dn3-yms-jj8
title: Lolium L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w3s-l8n-sr2
title: Distichlis littoralis (Engelm.) H.L.Bell & Columbus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7s8-mq1-xrf
title: Polygonaceae Juss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rpv-ld7-1k0
title: Luzula DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ehp-kg1-pwh
title: Prunus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vpw-y56-kt2
title: Ribes glandulosum Weber

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nmc-m8l-5vl
title: Poa sintenisii H.Lindb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zev-slf-q25
title: Poa sintenisii H.Lindb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0re-bll-nvp
title: Poa sintenisii H.Lindb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/17t-838-q34
title: Alnus Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xtx-vpe-s97
title: Moliniopsis japonica (Hack.) Hayata

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1qf-m92-zxx
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p5j-x35-a62
title: Munroa andina Phil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0jx-fnd-x04
title: Koeleria glauca (Spreng.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3ry-2ls-wab
title: Lithachne horizontalis Chase

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qj0-h44-61g
title: Melica paulsenii Phil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s8a-ezj-jsj
title: Melica paulsenii Phil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gr0-zn6-k1m
title: Melica eremophila Torres

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0pe-xj7-ef9
title: Melica macra Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/abk-3rt-vc1
title: Loudetiopsis chrysothrix (Nees) Conert

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/51j-870-akz
title: Loudetiopsis chrysothrix (Nees) Conert

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/718-3xl-5x1
title: Melica uniflora Retz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bhq-e7m-r1l
title: Melica hyalina Döll

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n1d-v48-e4s
title: Maclurolyra tecta C.E.Calderón ex Soderstr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qx1-306-qvb
title: Moliniopsis japonica (Hack.) Hayata

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t6x-7tv-e74
title: Molinia caerulea subsp. caerulea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xyl-cjy-q3b
title: Molinia caerulea subsp. caerulea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/990-42w-dfl
title: Leptochloa virgata (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9c2-yhe-8g8
title: Gymnopogon burchellii (Munro ex Döll) Ekman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b5v-e0g-spc
title: Anthenantia lanata (Kunth) Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0s5-x7b-l9b
title: Cortaderia hieronymi (Kuntze) N.P.Barker & H.P.Linder

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/myy-ryl-07m
title: Dinebra chinensis (L.) P.M.Peterson & N.Snow

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pr2-ann-8m5
title: Cortaderia hieronymi (Kuntze) N.P.Barker & H.P.Linder

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t3k-7y7-r42
title: Dinebra aquatica (Scribn. & Merr.) P.M.Peterson & N.Snow

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zgx-rhv-3g1
title: Cortaderia hieronymi (Kuntze) N.P.Barker & H.P.Linder

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8r4-pfl-cce
title: Lepturus repens subsp. repens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w1j-kdj-r1b
title: Lepturidium insulare Hitchc. & Ekman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gs1-x81-e76
title: Melinis repens subsp. nigricans (Mez) Zizka

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ykw-7y1-rwx
title: Melinis ambigua subsp. ambigua

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6x7-74d-rks
title: Lepturus repens subsp. repens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dt2-6kp-wm9
title: Melinis nerviglumis (Franch.) Zizka

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2mb-q22-592
title: Leptaspis zeylanica Nees ex Steud.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ky9-zx5-567
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ys2-n5z-bgl
title: Cortaderia hieronymi (Kuntze) N.P.Barker & H.P.Linder

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zpn-set-1y4
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/04q-64h-7hj
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t90-5ry-0vr
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b6f-1we-987
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8h1-7dl-qj7
title: Melinis ambigua subsp. longicauda (Mez) Zizka

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jpk-km0-1xr
title: Melinis ambigua subsp. ambigua

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gq0-tpv-s5s
title: Loudetia flavida (Stapf) C.E.Hubb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h8x-ecg-6a5
title: Melinis ambigua subsp. ambigua

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3lm-kq3-q7w
title: Melinis repens subsp. grandiflora (Hochst.) Zizka

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v3r-8an-ypw
title: Melinis repens subsp. grandiflora (Hochst.) Zizka

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.