cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17196787
title: Codes for the paper Mitsui et al. Nonlin. Processes. Geophys. (2025)

description: readme.txt  information

written by Takahito Mitsui (Juntendo Univeristy) on 25 September 2025.

This readme.txt includes the list of Figures and corresponding codes for the paper:- Authors: T. Mitsui, S. Kotsuki, N. Fujiwara, A. Okazaki, K. Tokuda- Title: Bottom--up approach for mitigating extreme events with limited intervention options: a case study with Lorenz 96 model- Accepted Journal: Nonlinear Processes in Geophysics- Date: September 2025.

The following figures are created as png files by using corresponding python codes.The codes are written by Takahito Mitsui with help of co-authors. 

--- Figures/codes ---

Fig1.png = turbulence_hist.png     <- spc/Fig_turbulence_hist.py

Fig3.png = spc_oct_full2.png     <- spc/spc_oct_full2.py 

Fig4.png = spc_oct_v2_sigma6.0_dF-1.6_1000yr.png     <- spc/spc_oct_v2_sigma6.0_dF-1.6_1000yr/spc_oct.py

Fig5.png = spc_oct_v2_sigma6.0_dF.png    <- spc/spc_oct_v2_sigma6.0_dF.py

Fig6.png = spc_oct_v2_sigma6.0_dF_T.png    <- spc/spc_oct_v2_sigma6.0_dF_T.py

Fig7.png = spc_nov_sigma6.0_dF-2.0_1000yr_d_result.png    <- spc/spc_nov_sigma6.0_dF-2.0_1000yr_d_result.py

Fig8.png = spc_oct_v2_sigma6.0_dF-2.0_1000yr_doubleSA_d5.png     <- spc/spc_oct_v2_sigma6.0_dF-2.0_1000yr_doubleSA_d5/spc_oct.py

Fig9.png = spc_oct_v2_sigma6.0_dF-2.0_1000yr_doubleSA_d_result.png    <- spc/spc_oct_v2_sigma6.0_dF-2.0_1000yr_doubleSA_d_result.py

Fig10.png = spc_oct_v2_partial_sigma6.0_dF.png    <- spc/spc_oct_v2_partial_sigma6.0_dF.py

Fig11.png = spc_oct_v2_partial_combined_vs_d.png    <- spc/spc_oct_v2_partial_combined_vs_d.py

Fig12.png = tipping_vs_u.png    <- spc/tipping_vs_u.py
DOI: 10.7910/dvn/ddp4nb
title: Replication Data for Geotropes: Situating Postcolonial Bestsellers in the Global Literary Marketplace

description: This dataset includes the master spreadsheet with metadata for all corpora used in the paper as well as a spreadsheet providing additional information on the 62 English-original "bestsellers."
DOI: 10.7910/dvn/b8fpfm
title: Replication Data for: Parler Games: A Narrative Framework Analysis of Parler Conspiracy Theories and the January 6th Insurrection

description: Data (raw) and code for replicating pipeline for the article. Some code is optimized for certain compute environments and may need to be adjusted depending on your own environment. The complete Parler dataset is available from https://zenodo.org/records/4442460
DOI: 10.15468/dl.5psckv
title: Occurrence Download

description: A dataset containing 532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia adinocephala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 532 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014177-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17196818
title: Hydraulic Tomography Estimates Improved by Zonal Information from the Clustering of Geophysical Survey Data

description: The spreadsheet contains the information of hydraulic conductivity fields, drawdown calibration and validation data sets, and tracer data sets used to accomplish the research article with the same title.
DOI: 10.5281/zenodo.8194584
title: Hydraulic Tomography Estimates Improved by Zonal Information from the Clustering of Geophysical Survey Data

description: The spreadsheet contains the information of hydraulic conductivity fields, drawdown calibration and validation data sets, and tracer data sets used to accomplish the research article with the same title.
DOI: 10.6084/m9.figshare.30204427
title: A 3-D Vs model of the Central American subduction zone

description: A high-resolution 3-D Vs model of the Central American subduction zone, derived from joint inversion of local body-wave arrivals and teleseismic Rayleigh-wave dispersions.
DOI: 10.6084/m9.figshare.30204427.v1
title: A 3-D Vs model of the Central American subduction zone

description: A high-resolution 3-D Vs model of the Central American subduction zone, derived from joint inversion of local body-wave arrivals and teleseismic Rayleigh-wave dispersions.
DOI: 10.5281/zenodo.17196823
title: NUTQ QOBILIYATLARINI RIVOJLANTIRISHGA TA'SIR ETUVCHI ANTROPOLOGIK OMILLAR
DOI: 10.5281/zenodo.17196824
title: NUTQ QOBILIYATLARINI RIVOJLANTIRISHGA TA'SIR ETUVCHI ANTROPOLOGIK OMILLAR
DOI: 10.15468/dl.2avv87
title: Occurrence Download

description: A dataset containing 5063 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Allium cepa)"
 ]
}

 The dataset includes 5063 records from 287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014178-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjmqqu
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Exacum millotii Humbert"
 ]
}

 The dataset includes 75 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208439-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xwp4v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria flaccifolia Schltr."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235944-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk9ybu
title: Occurrence Download

description: A dataset containing 1613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Papua New Guinea, Solomon Islands, Indonesia)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tribolonotus A.M.C.Duméril & Bibron, 1839"
 ]
}

 The dataset includes 1613 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209501-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsnjcz
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 {
 "or" : [
 "InstitutionKey is not null",
 "CollectionKey is not null"
 ]
 },
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Living Specimen, Material citation)"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Podicipedidae)",
 "VerbatimScientificName is one of (rollandia microptera, rollandia microptera (gould, 1868))"
 ]
 }
 ]
}

 The dataset includes 111 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007767-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nx5za7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is Atlas of Freshwater Bivalves 2007",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209498-230224095556074/datasets/export for details.
DOI: 10.15468/dl.cmmrmd
title: Occurrence Download

description: A dataset containing 1703 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrocotyle moschata G.Forst."
 ]
}

 The dataset includes 1703 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249678-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmxp97
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Exacum nossibeense Klack."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208445-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mcgme
title: Occurrence Download

description: A dataset containing 12656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus laevis Pall.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 12656 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260132-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3a46yx
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208455-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5v5pk
title: Occurrence Download

description: A dataset containing 44015 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paulownia Siebold & Zucc."
 ]
}

 The dataset includes 44015 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235925-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e763u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Pauline BALDUCCI",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209462-230224095556074/datasets/export for details.
DOI: 10.15468/dl.qtvaqj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia chloroptera Baker"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260151-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k77frz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felicia annectens (Harv.) Grau"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209505-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh6vur
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia clinopodium Greenm."
 ]
}

 The dataset includes 134 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260164-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnvuhg
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Exacum stenopterum Klack."
 ]
}

 The dataset includes 79 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208516-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uazb45
title: Occurrence Download

description: A dataset containing 186130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puccinellia Parl."
 ]
}

 The dataset includes 186130 records from 797 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000116-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3d37r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus echinatus Cav."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056050-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgf0ep
title: Occurrence Download

description: A dataset containing 19636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odocoileus hemionus (Rafinesque, 1817)"
 ]
}

 The dataset includes 19636 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004224-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnvksg
title: Occurrence Download

description: A dataset containing 794343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1926-2019",
 "HasCoordinate is true",
 "TaxonKey is Euphorbia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 794343 records from 1204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004220-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj55vm
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Brazil",
 "HasCoordinate is true",
 "TaxonKey is Caryocar villosum (Aubl.) Pers.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 173 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011802-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r29z2l
title: Occurrence Download

description: A dataset containing 1038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Oeceoclades maculata (Lindl.) Lindl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1038 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005258-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdlpth
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Aristida adscensionis L."
 ]
}

 The dataset includes 207 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006102-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzjayx
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phacelia parishii A.Gray"
 ]
}

 The dataset includes 110 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011789-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nt5xak
title: Occurrence Download

description: A dataset containing 1609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Litoria aurea (Lesson, 1829)"
 ]
}

 The dataset includes 1609 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005258-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9umw6w
title: Occurrence Download

description: A dataset containing 737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "TaxonKey is Gillichthys seta (Ginsburg, 1938)",
 "TaxonKey is Gillichthys mirabilis Cooper, 1864",
 "TaxonKey is Gillichthys detrusus Gilbert & Scofield, 1898"
 ]
 }
 ]
}

 The dataset includes 737 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040205-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q233c9
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mniodes andina (A.Gray) A.Gray ex Hook.f. & A.B.Jacks., 1895"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005258-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr2bug
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79 -9,1 -9,1 31,-79 31,-79 -9))",
 "TaxonKey is Corydoras aeneus (Gill, 1858)"
 ]
}

 The dataset includes 155 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052012-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25493/jzkh-xwk
title: Allen Mouse Brain CCFv3 segmentations transformed to P21 population-averaged serial two-photon tomography data (v1)

description: This dataset contains two segmentation volumes for the postnatal day (P) 21 mouse brain. These correspond to the adult Allen Mouse Brain atlas Common Coordinate Framework version 3 (Allen CCFv3) 2017 and 2022 segmentations. This P21 segmentation dataset, together with a corresponding serial two-photon tomography (STPT) reference dataset ([Carey et al., 2024](https://doi.org/10.25493/2FMJ-152)), constitute the Developing Mouse Brain Atlas P21 (DeMBA P21). The DeMBA P21 is part of a series of atlases for the developing mouse brain, with STPT templates available from postnatal day 4, 7, 14, 21, 28, and 56 and synthetic, interpolated templates for all days in between. The DeMBA segmentations were created by transforming the Allen CCFv3 segmentations to fit the respective DeMBA template. The result is a developmental mouse brain atlas that is fully compatible with the Allen Mouse Reference Atlas Ontology, which can be used for spatial registration and analysis of data from postnatal mouse brains.
DOI: 10.25493/gvt5-4k9
title: Allen Mouse Brain CCFv3 segmentations transformed to P28 population-averaged serial two-photon tomography data (v1)

description: This dataset contains two segmentation volumes for the postnatal day (P) 28 mouse brain. These correspond to the adult Allen Mouse Brain atlas Common Coordinate Framework version 3 (Allen CCFv3) 2017 and 2022 segmentations. This P28 segmentation dataset, together with a corresponding serial two-photon tomography (STPT) reference dataset ([Carey et al., 2024](https://doi.org/10.25493/TG8Z-PER)), constitute the Developing Mouse Brain Atlas P28 (DeMBA P28). The DeMBA P28 is part of a series of atlases for the developing mouse brain, with STPT templates available from postnatal day 4, 7, 14, 21, 28, and 56 and synthetic, interpolated templates for all days in between. The DeMBA segmentations were created by transforming the Allen CCFv3 segmentations to fit the respective DeMBA template. The result is a developmental mouse brain atlas that is fully compatible with the Allen Mouse Reference Atlas Ontology, which can be used for spatial registration and analysis of data from postnatal mouse brains.
DOI: 10.15468/dl.pbem2m
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Simulium damnosum Theobald, 1903"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046335-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z1bone
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa autumnalis Muhl. ex Elliott"
 ]
}

 The dataset includes 769 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005258-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.