cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wmv6ka
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops longipedicellata Aubrév."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056080-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knhyvw
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon insigne Mansf."
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056081-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pu3rs
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus crassifolius Dubard & R.Vig."
 ]
}

 The dataset includes 181 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056083-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98xz3w
title: Occurrence Download

description: A dataset containing 526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is Canada",
 "TaxonKey is one of (Carex comosa Boott)"
 ]
}

 The dataset includes 526 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056082-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e181301
title: Code for: Variety-Based Congestion in Online Markets: Evidence from Mobile Apps

description: In many online markets, consumers have to spend time and effort browsing through products. The addition of new products could make other products less visible, creating congestion externalities. Using Android app store data, I take advantage of a natural experiment – a re-design of part of the store – to show evidence of congestion externalities online: more apps in the market directly reduce per-app usage/ downloads. The natural experiment also increases long-run entry, but a structural demand model that accounts for congestion externalities suggests that forty percent of consumer variety welfare gains are lost from higher congestion.
DOI: 10.3886/e181301v1
title: Code for: Variety-Based Congestion in Online Markets: Evidence from Mobile Apps

description: In many online markets, consumers have to spend time and effort browsing through products. The addition of new products could make other products less visible, creating congestion externalities. Using Android app store data, I take advantage of a natural experiment – a re-design of part of the store – to show evidence of congestion externalities online: more apps in the market directly reduce per-app usage/ downloads. The natural experiment also increases long-run entry, but a structural demand model that accounts for congestion externalities suggests that forty percent of consumer variety welfare gains are lost from higher congestion.
DOI: 10.15468/dl.7977ph
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla pterocaula Blume"
 ]
}

 The dataset includes 67 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056084-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10895103
title: lessoniopsis_littoralis_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10895104
title: lessoniopsis_littoralis_spades_01.fasta.gz

description: .
DOI: 10.15468/dl.xp6zdz
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum congregatifolium (Alderw.) Holttum"
 ]
}

 The dataset includes 84 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056085-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy7y45
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna incurvata Wilmot-Dear & R.Sha"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056086-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10887496
title: DCASE 2024 Task 9: Language-Queried Audio Source Separation | Development Set

description: == Description == 

The development set is composed of audio samples from FSD50K [1] and Clotho v2 [2] datasets. FSD50K contains over 51k audio clips (~100 hours) manually labeled using 200 classes drawn from the AudioSet Ontology. For each audio clip in the FSD50K dataset, we generated one automatic caption for each audio clip by prompting ChatGPT (GPT-4) with its sound event tags. All audio files should be converted to mono 16 kHz audio for training LASS models. 

Clotho v2: https://zenodo.org/records/4783391

FSD50K: https://zenodo.org/records/4060432

Automatic captions generated for FSD50K:



fsd50k_dev_auto_caption.json

fsd50k_eval_auto_caption.json


Prompt for generating captions:



I will give you a number of lists containing sound events. Please write an one-sentence audio caption to describe these sounds.

Make sure you are using grammatical subject-verb-object sentences. Directly describe the sounds and avoid using the word “heard”. Please don't describe the temporal order of these sound events. The caption should be less than 20 words.


In addition to the development set, participants are free to use any external data (including private data) but are not allowed to use audio in Freesound uploaded between April and October 2023. Participants must specify all external resources utilized in their submission in the technical report.

== References ==

[1] Fonseca E, Favory X, Pons J, et al. FSD50k: an open dataset of human-labeled sound events. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2021, 30: 829-852.

[2] Drossos K, Lipping S, Virtanen T. Clotho: An audio captioning dataset. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2020: 736-740.

== Contact ==

Xubo Liu, xubo.liu@surrey.ac.uk
DOI: 10.15468/dl.s9jdr9
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops masoalensis Randrianaivo"
 ]
}

 The dataset includes 145 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056087-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10887495
title: DCASE 2024 Task 9: Language-Queried Audio Source Separation | Development Set

description: == Description == 

The development set is composed of audio samples from FSD50K [1] and Clotho v2 [2] datasets. FSD50K contains over 51k audio clips (~100 hours) manually labeled using 200 classes drawn from the AudioSet Ontology. For each audio clip in the FSD50K dataset, we generated one automatic caption for each audio clip by prompting ChatGPT (GPT-4) with its sound event tags. All audio files should be converted to mono 16 kHz audio for training LASS models. 

Clotho v2: https://zenodo.org/records/4783391

FSD50K: https://zenodo.org/records/4060432

Automatic captions generated for FSD50K:



fsd50k_dev_auto_caption.json

fsd50k_eval_auto_caption.json


Prompt for generating captions:



I will give you a number of lists containing sound events. Please write an one-sentence audio caption to describe these sounds.

Make sure you are using grammatical subject-verb-object sentences. Directly describe the sounds and avoid using the word “heard”. Please don't describe the temporal order of these sound events. The caption should be less than 20 words.


In addition to the development set, participants are free to use any external data (including private data) but are not allowed to use audio in Freesound uploaded between April and October 2023. Participants must specify all external resources utilized in their submission in the technical report.

== References ==

[1] Fonseca E, Favory X, Pons J, et al. FSD50k: an open dataset of human-labeled sound events. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2021, 30: 829-852.

[2] Drossos K, Lipping S, Virtanen T. Clotho: An audio captioning dataset. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2020: 736-740.

== Contact ==

Xubo Liu, xubo.liu@surrey.ac.uk
DOI: 10.15468/dl.3v88nu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon insperatum A.C.Sm."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056088-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ckxwp
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus fraxinifolius Brongn. & Gris"
 ]
}

 The dataset includes 607 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056089-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzm8bx
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna interrupta Gagnep."
 ]
}

 The dataset includes 159 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056092-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrh4wv
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla pubiflora Merr. & L.M.Perry"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056091-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7m4cq
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum egregium (Brause) Bosman"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056093-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snq8jf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops mayumbensis Greves"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056095-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5bxan
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon insulare A.Fern. & R.Fern."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056096-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e186482
title: Data and code for: A Theory of Monopolistic Competition with Horizontally Heterogeneous Consumers

description: Our novel approach to modeling monopolistic competition with heterogeneous firms and consumers involves spatial product differentiation. Space can be interpreted either as a geographical space or as a space of characteristics of a differentiated good. In addition to price setting, each firm also chooses its optimal location in this space. We formulate conditions for positive sorting: more productive firms serve larger market segments and face tougher competition; and for the existence and uniqueness of the equilibrium. To quantify the role of the sorting mechanism, we calibrate the model using cross-sectional haircut market data and perform counterfactual analysis. We find that inequality in the distribution of the gains among consumers caused by positive market shocks can be substantial: the gains of consumers from more populated locations are 3-4 times higher.
description: Hairdressers in Bergen, Norway.
DOI: 10.3886/e186482v1
title: Data and code for: A Theory of Monopolistic Competition with Horizontally Heterogeneous Consumers

description: Our novel approach to modeling monopolistic competition with heterogeneous firms and consumers involves spatial product differentiation. Space can be interpreted either as a geographical space or as a space of characteristics of a differentiated good. In addition to price setting, each firm also chooses its optimal location in this space. We formulate conditions for positive sorting: more productive firms serve larger market segments and face tougher competition; and for the existence and uniqueness of the equilibrium. To quantify the role of the sorting mechanism, we calibrate the model using cross-sectional haircut market data and perform counterfactual analysis. We find that inequality in the distribution of the gains among consumers caused by positive market shocks can be substantial: the gains of consumers from more populated locations are 3-4 times higher.
description: Hairdressers in Bergen, Norway.
DOI: 10.15468/dl.8d86aw
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus gracilis (Dubard & R.Vig.) Lowry"
 ]
}

 The dataset includes 50 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056097-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42e67x
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla pulleana Mansf."
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056099-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e179881
title: Data and Code for: Saving Lives with Indexed Disaster Funds: Evidence from Mexico

description: Developing economies are not disproportionately exposed to natural disasters, but they experience significantly more deaths. Exploiting a discontinuity in the eligibility rules to Mexico's indexed disaster fund (Fonden), I show that the accelerated reconstruction of public infrastructure can significantly mitigate the mortality impacts of disasters. Fonden's impact is concentrated in areas with medical infrastructure and among conditions responsive to basic and freely available medical care. These findings suggest that Fonden operates by restoring access to health services. I also show that Fonden is cost-effective relative to other interventions and that its benefit-cost ratio is at least 3.2.
description: Second order administrative units (Municipalities) in Mexico. Smallest Geographic Unit: Municipality
DOI: 10.3886/e179881v1
title: Data and Code for: Saving Lives with Indexed Disaster Funds: Evidence from Mexico

description: Developing economies are not disproportionately exposed to natural disasters, but they experience significantly more deaths. Exploiting a discontinuity in the eligibility rules to Mexico's indexed disaster fund (Fonden), I show that the accelerated reconstruction of public infrastructure can significantly mitigate the mortality impacts of disasters. Fonden's impact is concentrated in areas with medical infrastructure and among conditions responsive to basic and freely available medical care. These findings suggest that Fonden operates by restoring access to health services. I also show that Fonden is cost-effective relative to other interventions and that its benefit-cost ratio is at least 3.2.
description: Second order administrative units (Municipalities) in Mexico. Smallest Geographic Unit: Municipality
DOI: 10.15468/dl.h5yvd6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna kabaenensis Adema"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056098-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayupwt
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum glossophyllum (Copel.) Copel."
 ]
}

 The dataset includes 99 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056100-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4dbez
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops membranacea Aubrév."
 ]
}

 The dataset includes 109 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056101-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.9xh86wt3
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (188 records)
DOI: 10.15468/dl.rnjks8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon interjectum R.D.Stone"
 ]
}

 The dataset includes 13 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056102-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8qpaj
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus involucratus Dubard & R.Vig."
 ]
}

 The dataset includes 274 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056103-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfpdan
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla punicea Bodegom"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056104-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zax5y
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum heterocarpum (Blume) Ching"
 ]
}

 The dataset includes 422 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056105-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6ve9p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna kawakabuti Wiriad."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056106-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdyh9a
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops mildbraedii Engl. & K.Krause"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056107-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2sg8e
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon intermedium Blume"
 ]
}

 The dataset includes 71 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056108-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pssax
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus lanceolatus Dubard & R.Vig."
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056109-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmqfmu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna keyensis Burck"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056110-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcc7yj
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum heterolobum (C.Chr.) Copel."
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056112-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.