cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6cbfjr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Crayfish (Crustacea; Astacura) data for Britain and Ireland to 2003",
 "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/0210576-230224095556074/datasets/export for details.
DOI: 10.15468/dl.tpzb8a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium macrolasium Ósk."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245122-230224095556074/datasets/export for details.
DOI: 10.15468/dl.83vz33
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium macdonaldii Beaman & B.L.Turner"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245107-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88qn5r
title: Occurrence Download

description: A dataset containing 6631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Radnorshire Wildlife Trust records held by BIS",
 "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 6631 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217090-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e228bs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is VIS - Estuarine monitoring in Flanders, Belgium (post 2013)",
 "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/0210614-230224095556074/datasets/export for details.
DOI: 10.15468/dl.nkmzsn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Invasive species - Chinese mitten crab (Eriocheir sinensis) in Flanders, 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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210607-230224095556074/datasets/export for details.
DOI: 10.15468/dl.pgtcze
title: Occurrence Download

description: A dataset containing 5926 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is e287af9f-768b-410d-a232-84522b1968b0"
 ]
}

 The dataset includes 5926 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245123-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39qfgr
title: Occurrence Download

description: A dataset containing 9082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Species data for Scottish waters held and managed by Scottish Natural Heritage, derived from benthic surveys 1993 to 2018",
 "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 9082 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210565-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65b7kg
title: Occurrence Download

description: A dataset containing 24925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pampa curvipennis (Deppe, 1830)",
 "Year 1000-2022"
 ]
}

 The dataset includes 24925 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264896-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt4fvz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Oison : outil de saisie des observations naturalistes réalisées par les agents de l'Office français de la biodiversité (OFB) - Données d'observations \"espèce\" réalisées par des agents de l'OFB jusqu'au 31 décembre 2018.",
 "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/0210583-230224095556074/datasets/export for details.
DOI: 10.15468/dl.c9u26v
title: Occurrence Download

description: A dataset containing 9571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthropoda, Nematoda, Tardigrada, Rotifera, Annelida, Mollusca, Platyhelminthes)",
 "Geometry POLYGON ((-95.369858 39.172098, -95.360847 38.90199, -95.015108 38.908473, -95.022801 39.178643, -95.369858 39.172098))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is one of (301, 3036, 999, 9999)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 9571 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231105-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xvar2
title: Occurrence Download

description: A dataset containing 704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Australia",
 "DatasetKey is National Whale and Dolphin Sightings and Strandings Database",
 "Geometry POLYGON((68.02756 -55.07716,205.97244 -55.07716,205.97244 0.07716,68.02756 0.07716,68.02756 -55.07716))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1000-2023"
 ]
}

 The dataset includes 704 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217092-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atpamy
title: Occurrence Download

description: A dataset containing 5157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthropoda, Nematoda, Tardigrada, Rotifera, Annelida, Mollusca, Platyhelminthes)",
 "Geometry POLYGON ((-149.755981 68.789881, -149.723102 68.52113, -148.989388 68.531424, -149.013425 68.800318, -149.755981 68.789881))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is one of (301, 3036, 999, 9999)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5157 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231131-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5sy23w
title: Occurrence Download

description: A dataset containing 5497 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Records of vascular plants, bryophytes and lichens from the 15th EDGG Field Workshop “Grasslands and coastal habitats of Southern Ukraine”"
 ]
}

 The dataset includes 5497 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210613-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmmx4r
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gomesa imperatoris-maximiliani (Rchb.f.) M.W.Chase & N.H.Williams"
 ]
}

 The dataset includes 256 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231139-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zny24
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Gronau - auf der Suche nach dem Neunauge",
 "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/0210628-230224095556074/datasets/export for details.
DOI: 10.15468/dl.7c877s
title: Occurrence Download

description: A dataset containing 6826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melilotus neapolitanus Ten.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6826 records from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003226-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8rq32
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicliptera glabra Decne."
 ]
}

 The dataset includes 33 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022960-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88rjtw
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella macrotricha (Boiss.) F.W.Schultz & Sch.Bip."
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245134-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmy2wq
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Czechia",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Salmo trutta Linnaeus, 1758, Esox lucius Linnaeus, 1758, Perca Linnaeus, 1758, Leuciscus aspius (Linnaeus, 1758), Abramis brama (Linnaeus, 1758), Oncorhynchus Suckley, 1861, Cyprinus Linnaeus, 1758)",
 "Year 2020-2023"
 ]
}

 The dataset includes 304 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038791-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zk3jq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is VIS - Fishes in inland waters in Flanders, 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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210582-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ydc3zu
title: Occurrence Download

description: A dataset containing 2321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Danaus Kluk, 1802"
 ]
}

 The dataset includes 2321 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264917-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9sfcu
title: Occurrence Download

description: A dataset containing 22161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-180 31,180 31,180 52,-180 52,-180 31))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ephedraceae"
 ]
}

 The dataset includes 22161 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264918-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t38sum
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Observadores del Mar - Crustáceos Decápodos",
 "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/0210598-230224095556074/datasets/export for details.
DOI: 10.15468/dl.79d8we
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryozoa",
 "DatasetKey is Visdoorgangen - Fish passage places in Flanders, 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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210623-230224095556074/datasets/export for details.
DOI: 10.15468/dl.x5w2z4
title: Occurrence Download

description: A dataset containing 4361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wisteria floribunda (Willd.) DC.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4361 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003219-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vp4pue
title: Occurrence Download

description: A dataset containing 2973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Atlapetes fuscoolivaceus"
 ]
}

 The dataset includes 2973 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027181-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj63xs
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027185-250920141307145/datasets/export for details.
DOI: 10.15468/dl.femcp8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombyx mori",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027184-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yffb78
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027186-250920141307145/datasets/export for details.
DOI: 10.15468/dl.mm3kh5
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus grandis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027187-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ne5pau
title: Occurrence Download

description: A dataset containing 569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tyria jacobaeae",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 569 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027188-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qejym2
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is ITA.13_1",
 "TaxonKey is Thymallus thymallus"
 ]
}

 The dataset includes 233 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027189-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb49mq
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 256 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027190-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17220603
title: Non-Destructive ANN Model for Epinephelus costae in Syria (2025)

description: # Non-Destructive ANN Model for *Epinephelus costae* in Syria (2025)

**Author**: Nader Iskandar Hamwi  **Affiliation**: Department of Animal Production, Latakia University, Syria  **Contact**: nader836@gmail.com  **Manuscript**: Submitted to *PeerJ* (2025)

## 📌 DescriptionThis repository contains:- Original biological data (n=150) of *Epinephelus costae* from Syrian coastal waters (2024–2025)- Trained Artificial Neural Network (MLP 1–10–2) parameters for non-destructive age and maturity estimation- Minimal Python script for field prediction using only total length (cm)

## 📚 Citation RequirementIf you use this model, data, or code in any form, you **must cite**:> Hamwi, N. I. (2025). An ANN-based non-destructive model for age and maturity estimation in the data-deficient Goldblotch Grouper (*Epinephelus costae*). *PeerJ* (in review).

## ⚠️ Usage Conditions- **Non-commercial academic research only**.- **Field deployment, mobile app development, or policy integration requires prior collaboration** with the author to ensure biological validity, ethical use, and co-ownership of adaptations.- The model is trained on **Syrian *E. costae* data** (Lₘ = 30 cm, max age = 12 years). Performance may degrade in other regions without recalibration.

## 📁 Files- `Dataset_Syria_Ecostae.csv`: Original field data (length, age, maturity)- `ANN_weights_biases_Ecostae_Syria.txt`: Full model parameters- `predict_Ecostae_age_maturity.py`: Executable prediction script

## 🤝 CollaborationWe welcome partnerships with NGOs, fisheries authorities, and researchers for:- Mobile app development (offline Android/iOS)- Validation in other Mediterranean regions- Integration into community-based monitoring

Contact: **nader836@gmail.com**
DOI: 10.5281/zenodo.17220604
title: Non-Destructive ANN Model for Epinephelus costae in Syria (2025)

description: # Non-Destructive ANN Model for *Epinephelus costae* in Syria (2025)

**Author**: Nader Iskandar Hamwi  **Affiliation**: Department of Animal Production, Latakia University, Syria  **Contact**: nader836@gmail.com  **Manuscript**: Submitted to *PeerJ* (2025)

## 📌 DescriptionThis repository contains:- Original biological data (n=150) of *Epinephelus costae* from Syrian coastal waters (2024–2025)- Trained Artificial Neural Network (MLP 1–10–2) parameters for non-destructive age and maturity estimation- Minimal Python script for field prediction using only total length (cm)

## 📚 Citation RequirementIf you use this model, data, or code in any form, you **must cite**:> Hamwi, N. I. (2025). An ANN-based non-destructive model for age and maturity estimation in the data-deficient Goldblotch Grouper (*Epinephelus costae*). *PeerJ* (in review).

## ⚠️ Usage Conditions- **Non-commercial academic research only**.- **Field deployment, mobile app development, or policy integration requires prior collaboration** with the author to ensure biological validity, ethical use, and co-ownership of adaptations.- The model is trained on **Syrian *E. costae* data** (Lₘ = 30 cm, max age = 12 years). Performance may degrade in other regions without recalibration.

## 📁 Files- `Dataset_Syria_Ecostae.csv`: Original field data (length, age, maturity)- `ANN_weights_biases_Ecostae_Syria.txt`: Full model parameters- `predict_Ecostae_age_maturity.py`: Executable prediction script

## 🤝 CollaborationWe welcome partnerships with NGOs, fisheries authorities, and researchers for:- Mobile app development (offline Android/iOS)- Validation in other Mediterranean regions- Integration into community-based monitoring

Contact: **nader836@gmail.com**