cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17876/musewide/dr.1/32002
title: Object GUO_ID 32002 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32003
title: Object GUO_ID 32003 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32005
title: Object GUO_ID 32005 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32006
title: Object GUO_ID 32006 in candels-cdfs-44

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32012
title: Object GUO_ID 32012 in candels-cdfs-44

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32014
title: Object GUO_ID 32014 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32018
title: Object GUO_ID 32018 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32019
title: Object GUO_ID 32019 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32020
title: Object GUO_ID 32020 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32021
title: Object GUO_ID 32021 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32023
title: Object GUO_ID 32023 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.9bz32r
title: Occurrence Download

description: A dataset containing 2316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aora gracilis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 2316 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012024-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32024
title: Object GUO_ID 32024 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32025
title: Object GUO_ID 32025 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32026
title: Object GUO_ID 32026 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32029
title: Object GUO_ID 32029 in candels-cdfs-44

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32030
title: Object GUO_ID 32030 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32035
title: Object GUO_ID 32035 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32036
title: Object GUO_ID 32036 in candels-cdfs-44

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32039
title: Object GUO_ID 32039 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32040
title: Object GUO_ID 32040 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32044
title: Object GUO_ID 32044 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.8gqcu6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania schraderiana",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012028-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32048
title: Object GUO_ID 32048 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.4zfrhg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania schraderiana",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012029-250914085247600/datasets/export for details.
DOI: 10.17876/musewide/dr.1/32056
title: Object GUO_ID 32056 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32058
title: Object GUO_ID 32058 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32059
title: Object GUO_ID 32059 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32064
title: Object GUO_ID 32064 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32069
title: Object GUO_ID 32069 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32071
title: Object GUO_ID 32071 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.z4hq3x
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothobranchius bojiensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012025-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32073
title: Object GUO_ID 32073 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.fuua3r
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania schraderiana",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012027-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32077
title: Object GUO_ID 32077 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32079
title: Object GUO_ID 32079 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.9zcq2t
title: Occurrence Download

description: A dataset containing 1228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Olneya tesota"
 ]
}

 The dataset includes 1228 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012026-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32081
title: Object GUO_ID 32081 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32083
title: Object GUO_ID 32083 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32084
title: Object GUO_ID 32084 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32091
title: Object GUO_ID 32091 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32094
title: Object GUO_ID 32094 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32095
title: Object GUO_ID 32095 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32097
title: Object GUO_ID 32097 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32098
title: Object GUO_ID 32098 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32099
title: Object GUO_ID 32099 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32101
title: Object GUO_ID 32101 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.5281/zenodo.16679339
title: Raw Data Set-Spatially Resolved 2D Laser Writing On Graphene Using Diazonium Salts

description: Raw Data Set of the submitted Manuscript of 'Spatially Resolved 2D Laser Writing on Graphene Using Diazonium Salts'
DOI: 10.5281/zenodo.16679340
title: Raw Data Set-Spatially Resolved 2D Laser Writing On Graphene Using Diazonium Salts

description: Raw Data Set of the submitted Manuscript of 'Spatially Resolved 2D Laser Writing on Graphene Using Diazonium Salts'
DOI: 10.17876/musewide/dr.1/32103
title: Object GUO_ID 32103 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32105
title: Object GUO_ID 32105 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32113
title: Object GUO_ID 32113 in candels-cdfs-36

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32114
title: Object GUO_ID 32114 in candels-cdfs-39

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.rptjqh
title: Occurrence Download

description: A dataset containing 112717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Lithuania",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 112717 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012007-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17876/musewide/dr.1/32116
title: Object GUO_ID 32116 in candels-cdfs-44

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32120
title: Object GUO_ID 32120 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32124
title: Object GUO_ID 32124 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32128
title: Object GUO_ID 32128 in candels-cdfs-42

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32130
title: Object GUO_ID 32130 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32133
title: Object GUO_ID 32133 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32139
title: Object GUO_ID 32139 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32142
title: Object GUO_ID 32142 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32149
title: Object GUO_ID 32149 in candels-cdfs-37

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32151
title: Object GUO_ID 32151 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32154
title: Object GUO_ID 32154 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.17876/musewide/dr.1/32158
title: Object GUO_ID 32158 in candels-cdfs-32

description: A spectrum of the MUSE-Wide survey DR1 photometric catalog.
DOI: 10.15468/dl.dgj5ek
title: Occurrence Download

description: A dataset containing 8527 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)"
 ]
}

 The dataset includes 8527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001071-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14716570
title: Data: Mg/Ca from mussel shells rather than d18O as a promising temperature proxy for hydrothermal vent ecosystems

description: Geochemical data (Mg/Ca and d18O) of Bathymodiolus shells
DOI: 10.5281/zenodo.14716571
title: Data: Mg/Ca from mussel shells rather than d18O as a promising temperature proxy for hydrothermal vent ecosystems

description: Geochemical data (Mg/Ca and d18O) of Bathymodiolus shells
DOI: 10.15468/dl.777ezy
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Guizotia abyssinica (L.fil.) Cass."
 ]
}

 The dataset includes 94 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001072-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk3ge5
title: Occurrence Download

description: A dataset containing 22761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gossypium L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22761 records from 483 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001075-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14717174
title: CODES Dataset: coupled_oscillators

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

Five harmonic oscillators, coupled with linear and non-linear springs. Each oscillator has a position x_i and a velocity v_i.

The following system of equations describes the dynamics:Position derivatives dx1_dt = v1 dx2_dt = v2 dx3_dt = v3 dx4_dt = v4 dx5_dt = v5 

Velocity derivatives dv1_dt = -0.1 * v1 - 2.0 * (x1 - x2) - 0.5 * (x1 - x2)**3 + 0.05 * (x3 - x1)**2 dv2_dt = -0.1 * v2 - 2.0 * (x2 - x1) - 0.5 * (x2 - x1)**3 - 2.0 * (x2 - x3) - 0.5 * (x2 - x3)**3 + 0.05 * (x4 - x2)**2 dv3_dt = -0.1 * v3 - 2.0 * (x3 - x2) - 0.5 * (x3 - x2)**3 - 2.0 * (x3 - x4) - 0.5 * (x3 - x4)**3 + 0.05 * (x5 - x3)**2 dv4_dt = -0.1 * v4 - 2.0 * (x4 - x3) - 0.5 * (x4 - x3)**3 - 2.0 * (x4 - x5) - 0.5 * (x4 - x5)**3 + 0.05 * (x1 - x4)**2 dv5_dt = -0.1 * v5 - 2.0 * (x5 - x4) - 0.5 * (x5 - x4)**3 + 0.05 * (x2 - x5)**2

101 timesteps in the interval [0, 3], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-8).

Initial conditions for each species sobol-sampled in the interval (-1, 1). 

 

700/100/200 train/test/val samples.
DOI: 10.5281/zenodo.14717175
title: CODES Dataset: coupled_oscillators

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

Five harmonic oscillators, coupled with linear and non-linear springs. Each oscillator has a position x_i and a velocity v_i.

The following system of equations describes the dynamics:Position derivatives dx1_dt = v1 dx2_dt = v2 dx3_dt = v3 dx4_dt = v4 dx5_dt = v5 

Velocity derivatives dv1_dt = -0.1 * v1 - 2.0 * (x1 - x2) - 0.5 * (x1 - x2)**3 + 0.05 * (x3 - x1)**2 dv2_dt = -0.1 * v2 - 2.0 * (x2 - x1) - 0.5 * (x2 - x1)**3 - 2.0 * (x2 - x3) - 0.5 * (x2 - x3)**3 + 0.05 * (x4 - x2)**2 dv3_dt = -0.1 * v3 - 2.0 * (x3 - x2) - 0.5 * (x3 - x2)**3 - 2.0 * (x3 - x4) - 0.5 * (x3 - x4)**3 + 0.05 * (x5 - x3)**2 dv4_dt = -0.1 * v4 - 2.0 * (x4 - x3) - 0.5 * (x4 - x3)**3 - 2.0 * (x4 - x5) - 0.5 * (x4 - x5)**3 + 0.05 * (x1 - x4)**2 dv5_dt = -0.1 * v5 - 2.0 * (x5 - x4) - 0.5 * (x5 - x4)**3 + 0.05 * (x2 - x5)**2

101 timesteps in the interval [0, 3], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-8).

Initial conditions for each species sobol-sampled in the interval (-1, 1). 

 

700/100/200 train/test/val samples.
DOI: 10.15468/dl.sj6jyt
title: Occurrence Download

description: A dataset containing 97488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gonocarpus Thunb.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97488 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001073-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14712933
title: CODES Dataset: simple_reaction

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

A five-species chemical reaction network.

Possible reactions:1. A → B 2. B + C ↔ D 3. 2D → E 4. E → A + C 5. C → A 

Rate equations:dA/dt = -0.5 * A + 0.3 * E + 0.1 * C dB/dt = 0.5 * A - (1.0 * B * C - 0.5 * D) dC/dt = -(1.0 * B * C - 0.5 * D) - 0.1 * C + 0.3 * E dD/dt = (1.0 * B * C - 0.5 * D) - 2 * 0.2 * D**2 dE/dt = 0.2 * D**2 - 0.3 * E



101 timesteps in the interval [0,3], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-6).

Initial conditions for each species sobol-sampled (in log space) in the following intervals:





A: (0.1, 20)

B: (0.1, 20)

C: (0.1, 20)

D: (1, 30)

E: (1, 30)



 

700/100/200 train/test/val samples.
DOI: 10.5281/zenodo.14712934
title: CODES Dataset: simple_reaction

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

A five-species chemical reaction network.

Possible reactions:1. A → B 2. B + C ↔ D 3. 2D → E 4. E → A + C 5. C → A 

Rate equations:dA/dt = -0.5 * A + 0.3 * E + 0.1 * C dB/dt = 0.5 * A - (1.0 * B * C - 0.5 * D) dC/dt = -(1.0 * B * C - 0.5 * D) - 0.1 * C + 0.3 * E dD/dt = (1.0 * B * C - 0.5 * D) - 2 * 0.2 * D**2 dE/dt = 0.2 * D**2 - 0.3 * E



101 timesteps in the interval [0,3], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-6).

Initial conditions for each species sobol-sampled (in log space) in the following intervals:





A: (0.1, 20)

B: (0.1, 20)

C: (0.1, 20)

D: (1, 30)

E: (1, 30)



 

700/100/200 train/test/val samples.
DOI: 10.5281/zenodo.14703867
title: CODES Dataset: lotka_volterra

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

Lotka-Volterra predator-prey model with three predators (p1, p2, p3) and three prey (q1, q2, q3).

The system is defined by its gradients as follows:







[dp1/dt, dp2/dt, dp3/dt, dq1/dt, dq2/dt, dq3/dt] =

[

0.5 * p1 - 0.02 * p1 * q1 - 0.01 * p1 * q2,

0.6 * p2 - 0.03 * p2 * q1 - 0.015 * p2 * q3,

0.4 * p3 - 0.01 * p3 * q2 - 0.03 * p3 * q3,

-0.1 * q1 + 0.005 * p1 * q1 + 0.007 * p2 * q1,

-0.08 * q2 + 0.006 * p1 * q2 + 0.009 * p3 * q2,

-0.12 * q3 + 0.008 * p2 * q3 + 0.01 * p3 * q3,

]

 

101 timesteps in the interval [0, 100], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-6).

Initial conditions for each species sobol-sampled in log-space between 1 and 10.

 

700/100/200 train/test/val samples.
DOI: 10.5281/zenodo.14703866
title: CODES Dataset: lotka_volterra

description: Toy dataset for the CODES benchmark (https://github.com/robin-janssen/CODES-Benchmark).

Lotka-Volterra predator-prey model with three predators (p1, p2, p3) and three prey (q1, q2, q3).

The system is defined by its gradients as follows:







[dp1/dt, dp2/dt, dp3/dt, dq1/dt, dq2/dt, dq3/dt] =

[

0.5 * p1 - 0.02 * p1 * q1 - 0.01 * p1 * q2,

0.6 * p2 - 0.03 * p2 * q1 - 0.015 * p2 * q3,

0.4 * p3 - 0.01 * p3 * q2 - 0.03 * p3 * q3,

-0.1 * q1 + 0.005 * p1 * q1 + 0.007 * p2 * q1,

-0.08 * q2 + 0.006 * p1 * q2 + 0.009 * p3 * q2,

-0.12 * q3 + 0.008 * p2 * q3 + 0.01 * p3 * q3,

]

 

101 timesteps in the interval [0, 100], solved with scipy.integrate.solve_ivp with the DOP853 method (atol = rtol = 1e-6).

Initial conditions for each species sobol-sampled in log-space between 1 and 10.

 

700/100/200 train/test/val samples.
DOI: 10.15468/dl.36fdb2
title: Occurrence Download

description: A dataset containing 3348 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Additional fish species occurrence records for Uganda"
 ]
}

 The dataset includes 3348 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001077-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.errqes
title: Occurrence Download

description: A dataset containing 337170418 records in GBIF matching the query:

SELECT "year",
GBIF_EQDGCCode(2,
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)) AS qdgcCode,
speciesKey,
species,
family,
COUNT(*) AS n,
MIN(COALESCE(coordinateUncertaintyInMeters,
 1000)) AS minCoordinateUncertaintyInMeters,
COUNT(*) OVER (PARTITION BY family) AS familyCount
FROM occurrence 
GROUP BY "year", qdgcCode, speciesKey, family, species


 The dataset's 337170418 records were derived from 70586 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001052-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bccdfw
title: Occurrence Download

description: A dataset containing 1217 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Composition and abundance of benthic macroinvertebrates in Lake Kyoga system, Uganda"
 ]
}

 The dataset includes 1217 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001078-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9gdhf
title: Occurrence Download

description: A dataset containing 3488 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Zooplankton occurrences and abundance in the Lake Kyoga system, Uganda"
 ]
}

 The dataset includes 3488 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001080-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.