cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15155389
title: ТабAица 1 Морфометрическая характеристика самцов ваAиAных виAов роAа Ethmolaimus de Man, 1880 Table 1 Morphometric characteristics of males of valid species of the genus Ethmolaimus de Man, 1880 in Morphological review of the genus Ethmolaimus de Man 1880 (Nematoda, Chromadorida)

description: ТабAица 1 Морфометрическая характеристика самцов ваAиAных виAов роAа Ethmolaimus de Man, 1880 Table 1 Morphometric characteristics of males of valid species of the genus Ethmolaimus de Man, 1880
SpeciesL, µmabcćCephalic setae length, µmStoma length, µmSpicules length, µmNumber of supplementsbothnicus640–90020–355,2–6,57,1–11,53,8–4,24–515–2025–2710–12derisorius740–79518–216,3–6,78,2–8,83,5–4,571838–4012–14gracilis803–113012–186,1–7,68,8–11,31,8–2,711–1422–2754–5814–16hailuotoensis320–42524–365,6–7,66,2–6,96,5–7,53–46–717–197–8hirsutus820215,119,02,535294610intermedius960225,88,93,5–4,042040–436–12lanatus680–118029–405,7–7,39,7–11,84,0–4,523–2520–2325–3013–14maximus1710–193527–388,2–9,610,2–11,74,0–5,49–1128–3152–5613–14multipapillatus900–120019–286,8–8,011,2–13,52,6–3,11–2203221–24pratensis600–123016–254,8–7,08,0–12,02,5–4,05–818–2438–5010–18pilosus720–87019–235,5–6,78,0–10,93,4–3,81520–2132–3712–14riparius1259–150129–347,1–7,99,9–12,13,6–4,320–2526–3245–5013–16
Примечание: L — ΑΛина теΛа; а — отношение ΑΛины теΛа к наибоΛьшей ширине теΛа; b — отношение ΑΛины теΛа к ΑΛине фаринкса; с — отношение ΑΛины теΛа к ΑΛине хвоста; ć — отношение ΑΛины хвоста к Αиаметру теΛа в обΛасти кΛоаки
Note: L — body length; a — ratio of body length to the maximum body width; b — ratio of body length to the length of the pharynx; c — ratio of body length to tail length; ć — ratio of tail length to the body diameter in the cloaca area
description: Published as part of Gagarin, V. G. & Naumova, T. V., 2023, Morphological review of the genus Ethmolaimus de Man 1880 (Nematoda, Chromadorida), pp. 11 in Amurian Zoological Journal XV (1) on page 11, DOI: 10.33910/2686-9519-2023-15-1-9-14, http://zenodo.org/record/11089119
DOI: 10.5281/zenodo.15155390
title: ТабAица 1 Морфометрическая характеристика самцов ваAиAных виAов роAа Ethmolaimus de Man, 1880 Table 1 Morphometric characteristics of males of valid species of the genus Ethmolaimus de Man, 1880 in Morphological review of the genus Ethmolaimus de Man 1880 (Nematoda, Chromadorida)

description: ТабAица 1 Морфометрическая характеристика самцов ваAиAных виAов роAа Ethmolaimus de Man, 1880 Table 1 Morphometric characteristics of males of valid species of the genus Ethmolaimus de Man, 1880
SpeciesL, µmabcćCephalic setae length, µmStoma length, µmSpicules length, µmNumber of supplementsbothnicus640–90020–355,2–6,57,1–11,53,8–4,24–515–2025–2710–12derisorius740–79518–216,3–6,78,2–8,83,5–4,571838–4012–14gracilis803–113012–186,1–7,68,8–11,31,8–2,711–1422–2754–5814–16hailuotoensis320–42524–365,6–7,66,2–6,96,5–7,53–46–717–197–8hirsutus820215,119,02,535294610intermedius960225,88,93,5–4,042040–436–12lanatus680–118029–405,7–7,39,7–11,84,0–4,523–2520–2325–3013–14maximus1710–193527–388,2–9,610,2–11,74,0–5,49–1128–3152–5613–14multipapillatus900–120019–286,8–8,011,2–13,52,6–3,11–2203221–24pratensis600–123016–254,8–7,08,0–12,02,5–4,05–818–2438–5010–18pilosus720–87019–235,5–6,78,0–10,93,4–3,81520–2132–3712–14riparius1259–150129–347,1–7,99,9–12,13,6–4,320–2526–3245–5013–16
Примечание: L — ΑΛина теΛа; а — отношение ΑΛины теΛа к наибоΛьшей ширине теΛа; b — отношение ΑΛины теΛа к ΑΛине фаринкса; с — отношение ΑΛины теΛа к ΑΛине хвоста; ć — отношение ΑΛины хвоста к Αиаметру теΛа в обΛасти кΛоаки
Note: L — body length; a — ratio of body length to the maximum body width; b — ratio of body length to the length of the pharynx; c — ratio of body length to tail length; ć — ratio of tail length to the body diameter in the cloaca area
description: Published as part of Gagarin, V. G. & Naumova, T. V., 2023, Morphological review of the genus Ethmolaimus de Man 1880 (Nematoda, Chromadorida), pp. 11 in Amurian Zoological Journal XV (1) on page 11, DOI: 10.33910/2686-9519-2023-15-1-9-14, http://zenodo.org/record/11089119
DOI: 10.5281/zenodo.15155391
title: Tab. 1 in Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae)

description: Tab. 1. Familie, Anzahl (N) und Anteil (%) der Beutespinnen in neun Brutzellen von Sceliphron curvatum.
FamilieN%Philodromidae8261.6Araneidae4332.3Thomisidae43.0Clubionidae1<1Anyphaenidae1<1Tetragnathidae1<1Linyphiidae1<1
description: Published as part of Pflugshaupt, Rolf & Kropf, Christian, 2019, Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae), pp. 80 in Entomo Helvetica 12 on page 80, DOI: 10.5169/seals-985863, http://zenodo.org/record/8071351
DOI: 10.5281/zenodo.15155392
title: Tab. 1 in Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae)

description: Tab. 1. Familie, Anzahl (N) und Anteil (%) der Beutespinnen in neun Brutzellen von Sceliphron curvatum.
FamilieN%Philodromidae8261.6Araneidae4332.3Thomisidae43.0Clubionidae1<1Anyphaenidae1<1Tetragnathidae1<1Linyphiidae1<1
description: Published as part of Pflugshaupt, Rolf & Kropf, Christian, 2019, Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae), pp. 80 in Entomo Helvetica 12 on page 80, DOI: 10.5169/seals-985863, http://zenodo.org/record/8071351
DOI: 10.5281/zenodo.15155394
title: Tab. 2 in Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae)

description: Tab. 2. Taxon (Art, Gattung oder Familie), Geschlecht (Sex; ♀= Weibchen, juv.= Jungtier), Anzahl (N) und Anteil (%) der in den neun untersuchten Brutzellen von S. curvatum gefundenen Spinnen.
TaxonSexN%Philodromus collinus♀ 73 54.9Araneus sturmi♀ 23 17.3Araneus sp.juv. 20 15.0Philodromus sp.juv. 6 4.5Philodromus aureolus♀ 3 2.3Xysticus cristatus♀ 2 1.5Xysticus sp.juv. 1 <1Diaea cf. dorsatajuv. 1 <1Clubiona subsultans♀ 1 <1Anyphaena cf. accentuatajuv.1<1Tetragnatha sp.juv.1<1Linyphiidae gen. sp.juv. 1 <1Gesamt133
description: Published as part of Pflugshaupt, Rolf & Kropf, Christian, 2019, Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae), pp. 82 in Entomo Helvetica 12 on page 82, DOI: 10.5169/seals-985863, http://zenodo.org/record/8071351
DOI: 10.5281/zenodo.15155393
title: Tab. 2 in Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae)

description: Tab. 2. Taxon (Art, Gattung oder Familie), Geschlecht (Sex; ♀= Weibchen, juv.= Jungtier), Anzahl (N) und Anteil (%) der in den neun untersuchten Brutzellen von S. curvatum gefundenen Spinnen.
TaxonSexN%Philodromus collinus♀ 73 54.9Araneus sturmi♀ 23 17.3Araneus sp.juv. 20 15.0Philodromus sp.juv. 6 4.5Philodromus aureolus♀ 3 2.3Xysticus cristatus♀ 2 1.5Xysticus sp.juv. 1 <1Diaea cf. dorsatajuv. 1 <1Clubiona subsultans♀ 1 <1Anyphaena cf. accentuatajuv.1<1Tetragnatha sp.juv.1<1Linyphiidae gen. sp.juv. 1 <1Gesamt133
description: Published as part of Pflugshaupt, Rolf & Kropf, Christian, 2019, Zum Beutespektrum der invasiven Orientalischen Mörtelwespe Sceliphron curvatum (F. Smith, 1870) in der Schweiz (Hymenoptera: Sphecidae), pp. 82 in Entomo Helvetica 12 on page 82, DOI: 10.5169/seals-985863, http://zenodo.org/record/8071351
DOI: 10.15468/dl.3ytagq
title: Occurrence Download

description: A dataset containing 101317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sylvilagus floridanus (J.A.Allen, 1890)"
 ]
}

 The dataset includes 101317 records from 265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006160-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14691947
title: CAD2SLAM - Demo Environments

description: CAD and SLAM maps of different real and simulated environments used to evaluate CAD2SLAMFor details, please check our paper at IEEE Robotics and Automation Letters.

M. Bayón-Gutiérrez, N. Prieto-Fernández, M. T. García-Ordás, J. A. Benítez-Andrades, H. Alaiz-Moretón and G. Grisetti, "CAD2SLAM: Adaptive Projection Between CAD Blueprints and SLAM Maps," in IEEE Robotics and Automation Letters, vol. 10, no. 2, pp. 1529-1536, Feb. 2025, doi: 10.1109/LRA.2024.3522838.

@article{10816387,  author={Bayón-Gutiérrez, Martín and Prieto-Fernández, Natalia and García-Ordás, María Teresa and Benítez-Andrades, José Alberto and Alaiz-Moretón, Héctor and Grisetti, Giorgio},  journal={IEEE Robotics and Automation Letters},   title={CAD2SLAM: Adaptive Projection Between CAD Blueprints and SLAM Maps},   year={2025},  volume={10},  number={2},  pages={1529-1536},  doi={10.1109/LRA.2024.3522838}}
DOI: 10.5281/zenodo.14691948
title: CAD2SLAM - Demo Environments

description: CAD and SLAM maps of different real and simulated environments used to evaluate CAD2SLAMFor details, please check our paper at IEEE Robotics and Automation Letters.

M. Bayón-Gutiérrez, N. Prieto-Fernández, M. T. García-Ordás, J. A. Benítez-Andrades, H. Alaiz-Moretón and G. Grisetti, "CAD2SLAM: Adaptive Projection Between CAD Blueprints and SLAM Maps," in IEEE Robotics and Automation Letters, vol. 10, no. 2, pp. 1529-1536, Feb. 2025, doi: 10.1109/LRA.2024.3522838.

@article{10816387,  author={Bayón-Gutiérrez, Martín and Prieto-Fernández, Natalia and García-Ordás, María Teresa and Benítez-Andrades, José Alberto and Alaiz-Moretón, Héctor and Grisetti, Giorgio},  journal={IEEE Robotics and Automation Letters},   title={CAD2SLAM: Adaptive Projection Between CAD Blueprints and SLAM Maps},   year={2025},  volume={10},  number={2},  pages={1529-1536},  doi={10.1109/LRA.2024.3522838}}
DOI: 10.17632/b52nh2x2jm
title: Transcriptome of the tibialis anterior muscle 2 days post-cardiotoxin (CTX) injur

description: After anesthesia, the tibialis anterior muscle of mice was injected with 50 microliters of 10 micromolar CTX to induce muscle injury. Samples were taken 2 days post-injury and compared with uninjured muscle.
DOI: 10.17632/b52nh2x2jm.1
title: Transcriptome of the tibialis anterior muscle 2 days post-cardiotoxin (CTX) injur

description: After anesthesia, the tibialis anterior muscle of mice was injected with 50 microliters of 10 micromolar CTX to induce muscle injury. Samples were taken 2 days post-injury and compared with uninjured muscle.
DOI: 10.17632/cz87gmxb33.1
title: Japanese Cedar Pollinosis K.T.

description: This data is from a survey of WTP of Generation G towards Measures against Japanese Cedar Pollinosis.
DOI: 10.15468/dl.2s9dhn
title: Occurrence Download

description: A dataset containing 132700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Chalcomitra amethystina (Shaw, 1812))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 132700 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004682-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyky92
title: Occurrence Download

description: A dataset containing 3064300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Charadrius vociferus Linnaeus, 1758",
 "Year 2021-2025"
 ]
}

 The dataset includes 3064300 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004681-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztrmm6
title: Occurrence Download

description: A dataset containing 399902 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year is 2022",
 "StateProvince is one of (antioquia department, antioquia dept., antioquia dept, antioquia (porce), antioquia dpt., antioquia ?, antioquia departamento, antioquia prov., antioquia)"
 ]
 }
 ]
}

 The dataset includes 399902 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004691-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjs3wy
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Falco dickinsoni P.L.Sclater, 1864)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 586 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004713-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgh3kw
title: Occurrence Download

description: A dataset containing 298848 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year is 2022",
 "StateProvince is one of (cundinamarca, cundinamarca department, cundinamarca dept., cundinamarca, tequendama, cundinamarca dept, cundinamarca dpto, cundinamarca / tolima, cundinamarca, sumapaz province, cundinamarca ?, cundinamarca prov., cundinamarca, tequendama province, cundinamarca| bogotá, cundinamarca (?), cundinamarca / distrito capital, cundinamarca department, tequendama province, cundinamarca departament, cundinamarca dpto., cundinamarca, bajo magdalena, cundinamarca, distrito capital de bogotá, cundinamarca/capital district, cundinamarca, bogota, cundinamarca province, cundinamarca/meta, cundinamarca| boyacá)"
 ]
 }
 ]
}

 The dataset includes 298848 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004697-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7383m
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversidad de la Reserva Natural Sanguaré y sus ecosistemas estratégicos"
 ]
}

 The dataset includes 199 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004714-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fr34n3s93c.1
title: Pilot data

description: Pilot data
DOI: 10.17632/fr34n3s93c.2
title: Pilot data to create specific-self efficacy scale

description: Pilot data to create scale on specific-self efficacy on reading comprehension
DOI: 10.15468/dl.9hdxdp
title: Occurrence Download

description: A dataset containing 17688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Cercomela familiaris (Wilkes, 1817))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 17688 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004715-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sa52n7
title: Occurrence Download

description: A dataset containing 333516 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year is 2022",
 "StateProvince is one of (santander, santander province, santander department, santander dept., santander del sur, santander dept, santander sur, santander s., santander sue, santander (?), santander , barbosa, santander dpt., santander-popayan road, rio mandiva. in roadside garden., santander. sur)"
 ]
 }
 ]
}

 The dataset includes 333516 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004710-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w38w2
title: Occurrence Download

description: A dataset containing 2341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Francolinus shelleyi Ogilvie-Grant, 1890)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 2341 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004716-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/925crksynw.2
title: Warp speed price moves: Jumps after earnings announcements

description: This repository contains Matlab code and, partly artificial (as described below), data for the paper "Warp speed price moves: Jumps after earnings announcements" to appear in Journal of Financial Economics.

The research findings in the paper are based on the following data sources:

* Bloomberg
 Supplied the weights of the S&P 500 index members
* CRSP
 Employed for close-to-open return-based jump test in the supplemental Appendix D
* Factiva
 Provided timing of earnings announcement (to nearest minute)
* Refinitiv
 Provided I/B/E/S analyst earnings information
* TAQ
 Source of high-frequency transaction and quotation data
* Wall Street Horizon
 Provided timing of earnings announcement (to nearest minute)
* Zacks Investment Research
 Supplied the placement of earnings announcement (“Before Market Open”, “During Regular Trading”, or “After Market Close”).

The data are protected by copyright and cannot be shared in original form. Thus, to be able to run the supplied code, we generated some synthetic data for a small subset of the stock universe analyzed in the paper, i.e. Facebook (FB) and Apple (AAPL) for the period 2008 - 2012.

The following modifications of the original data were made: 

The S&P 500 index weights were randomly reshuffled.

In the original tick-by-tick transaction data files, the traded prices were replaced by a Geometric Brownian motion (GBM) with an annuliazed volatility of 20%. Each day, we start the GBM in the first available transaction price, as extracted from the TAQ database, and round the GBM to two decimals. Trade sizes are drawn randomly from the set [1,2,10]. Transaction times are randomly shifted by a number of seconds drawn uniformly from the interval [-5,5] and resorted. 

In the original quotation data files, the bid is simulated by a GBM, as above, and the ask is constructed from the simulated bid after a random permutation of the original quoted spread. Bid and ask sizes are drawn randomly from the set [1,2,10].

We should note that realized volatility measures are provided for ALL stocks over the WHOLE sample, which allows for replication of several results presented in the paper. However, computation of these volatility estimators requires access to NYSE TAQ data.

In the file "crsp_ea_info.mat", the "placement" indicator provided by Zack Investment Research has been randomly reshuffled.

In the file "crsp_price_info.mat", the variables "cfacpr" (correction factor), "volume", and "ntrade" were permuted, while the remaining variables can be obtained from public sources and are unaltered.
DOI: 10.17632/6jgtrryz78.1
title: Supplementary materials - Gut-derived molecules in atopic dermatitis

description: Supplementary Methods file
DOI: 10.17632/gdkrpvpk9c.1
title: Preferences and willingness of farmers to participate and pay for crop insurance: Evidence form a choice experiment

description: This study investigates the preferences and determinants of crop farmers' willingness to participate in flood insurance programs in Anambra State, Nigeria. Through a choice experiment, the study examines farmers' preferences for traditional inspection versus weather-based index inspection and identifies factors influencing their insurance decisions. Results reveal that while all surveyed farmers unanimously endorse participation in flood insurance programs, a slight majority express a preference for weather-based index inspection over traditional inspection. Factors such as monthly income, cooperative membership, access to credit, geographical proximity to traditional insurance offices, and receipt of climate change information significantly influence farmers' choice of insurance type. These findings underscore the importance of adapting insurance policies and interventions to meet the evolving needs and preferences of farmers. Policymakers and stakeholders are encouraged to enhance the accessibility and affordability of weather-based index insurance, leverage existing cooperative networks and financial institutions, and tailor interventions to address location-specific challenges. By addressing barriers such as affordability, accessibility, and awareness, policymakers and stakeholders can promote broader participation in flood insurance programs, thereby enhancing the resilience of agricultural communities to climate risks.