cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2z6fxe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia aurariae Cholnoky, 1965",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061642-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wkvszb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia aurariae Cholnoky, 1965",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061644-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cps6kr
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Fagus lucida Rehder & E.H.Wilson"
 ]
}

 The dataset includes 312 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061643-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqar7k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061645-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15710784
title: Daten der Notaufnahmesurveillance

description: Der Datensatz 'Notaufnahmesurveillance' enthält aggregierte Daten der Routinedokumentation aus einer Auswahl deutscher Notaufnahmen aus dem AKTIN-Notaufnahmeregister und bildet die Grundlage für die Notaufnahmesurveillance am RKI.
DOI: 10.15468/dl.au8j68
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061646-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15707654
title: SORUS-RIS-A2.1-E2 - Dataset
DOI: 10.5281/zenodo.15707655
title: SORUS-RIS-A2.1-E2 - Dataset
DOI: 10.5281/zenodo.15707662
title: SORUS-RIS-A2.1-E3 - Dataset
DOI: 10.5281/zenodo.15707663
title: SORUS-RIS-A2.1-E3 - Dataset
DOI: 10.15468/dl.agj8rk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061647-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15710764
title: palinurus_mauritanicus_spades_01.fasta.gz
DOI: 10.5281/zenodo.15710765
title: palinurus_mauritanicus_spades_01.fasta.gz
DOI: 10.15468/dl.yhbyxm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061648-250525065834625/datasets/export for details.
DOI: 10.21227/yst0-5z77
title: "MGCA: Lightweight Multimodal Gated Cross-Attention with Balance Regularization for Efficient Medical Image-Text Alignment"

description: "Cross-modal image-text matching in resource-constrained environments poses significant challenges due todifficulties in dynamic modality interaction and imbalancedfusion weighting. In this paper, we propose a lightweightmultimodal fusion network, termed Multimodal Gated Cross-Attention (MGCA). The core innovations include: (1) a Multi-Head Gated Cross-Attention (MH-GCA) module, which intro-duces learnable temperature coefficients to adaptively regulatemulti-granular cross-modal interactions; and (2) a Gated Bal-ance Regularization (GBR) strategy that explicitly enforcesmodality weight equilibrium. Experimental results demonstratethat MGCA achieves an F1 score of 91.23% and inferencespeed of 153 samples\/second on Flickr30k, using only 1.5Mparameters.Ablation studies validate the effectiveness of the multi-headgating mechanism, balance regularization, and linear projectionmodule. Notably, MGCA reduces generalization error by 8.2%under low-resource domain adaptation (e.g., using only 10%training data), and outperforms other regularization baselinesincluding KL divergence[11]. This work presents a robustframework, demonstrating significant advantages for resource-sensitive medical applications. MGCA enables real-time, ac-curate image-text alignment on edge devices (e.g., portableultrasound), reducing diagnostic latency while maintainingreliability\u2014critical for emergency medicine."
DOI: 10.15468/dl.9a69bn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061649-250525065834625/datasets/export for details.
DOI: 10.15468/dl.97u4j4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061650-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12237271
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.xwvmu8
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Lilium lancifolium Thunb."
 ]
}

 The dataset includes 521 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061651-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3r7se
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061652-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15710785
title: miRNA sequence of ChNPs

description: miRNA sequence of Chunga nanoparticles
DOI: 10.5281/zenodo.15710786
title: miRNA sequence of ChNPs

description: miRNA sequence of Chunga nanoparticles
DOI: 10.15468/dl.4tesey
title: Occurrence Download

description: A dataset containing 8055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia dealbata Link"
 ]
}

 The dataset includes 8055 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061653-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjw5fc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061654-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15125234
title: CHARMM Force Field Parameters for β-aryl-α-chloro-β-keto esters

description: Optimized parameters for: 

 

* Ethyl 2-Chloro-3-oxo-3-(thiophen-2-yl)propanoate

    - CMP1

 

* Ethyl 2-Chloro-3-(4-(methylthio)phenyl)-3-oxopropanoate

    - CMP5

 

* Ethyl 3-(Benzo[d]thiazol-6-yl)-2-chloro-3-oxopropanoate

    - CMP20

 

Compatible with the CHARMM force field.
DOI: 10.5281/zenodo.15125235
title: CHARMM Force Field Parameters for β-aryl-α-chloro-β-keto esters

description: Optimized parameters for: 

 

* Ethyl 2-Chloro-3-oxo-3-(thiophen-2-yl)propanoate

    - CMP1

 

* Ethyl 2-Chloro-3-(4-(methylthio)phenyl)-3-oxopropanoate

    - CMP5

 

* Ethyl 3-(Benzo[d]thiazol-6-yl)-2-chloro-3-oxopropanoate

    - CMP20

 

Compatible with the CHARMM force field.
DOI: 10.15468/dl.j2urtx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061655-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15710772
title: Artifact - Doubly Dangerous: Evading Phishing Reporting Systems by Leveraging Email Tracking Techniques

description: This repository contains the artifact for our paper "Doubly Dangerous: Evading Phishing Reporting Systems by Leveraging Email Tracking Techniques". In keeping with open science guidelines, we are making all artifacts available for researchers.Note that this is a private repository that contain artifacts that can potentially be misused like IP Addresses, Autonomous System names of crawlers used by email providers, etc. Therefore, we are restricting the access to only security researchers to prevent potential abuse. If you need access to the public repository instead, please refer to: https://doi.org/10.5281/zenodo.15612284

The artifact can be unzipped to get the folder structure as a follows, encompassing four key components:





email-sending: A laravel web application for crafting and sending emails embedded with HTML/CSS tracking vectors. For more detail, see email-sending/README.md.




websites-code: A laravel web application that serves as the landing page for URLs in the emails, containing the ability while to decide whether to show a benign page or a phishing page based on incoming signals. Also contains code for honey websites that collect network data like IP, AS name, etc., as well as fingerprinting code for canvas fingerprinting and JS-based font fingerprinting. For more detail, see websites-code/README.md.




email-reporting-gui: A collection of Python scripts that automates logging into webmail clients, opening emails, clicking links, and reporting them as phishing to simulate user behavior. Additionally, monitors a reported URL by taking screenshots of the webpage in Chrome and Edge browsers. For more detail, email-reporting-gui/README.md.




 dataset/data.sql: A full SQL dump of our database, containing the collected data from our experiments. Provides a helper script to query and produce the results of the paper.
DOI: 10.15468/dl.fmztpf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061656-250525065834625/datasets/export for details.
DOI: 10.26187/deakin.28013234
title: Deakin IoT Traffic Dataset

description: This dataset comprises network traffic collected from 24 Internet of Things (IoT) devices over a span of 119 days, capturing a total of over 110 million packets. The devices represent 19 distinct types and were monitored in a controlled environment under normal operating conditions, reflecting a variety of functions and behaviors typical of consumer IoT products (<b>pcapIoT</b>). The packet capture (pcap) files preserve complete packet information across all protocol layers, including ARP, TCP, HTTP, and various application-layer protocols. Raw pcap files (<b>pcapFull</b>) are also provided, which contain traffic from 36 non-IoT devices present in the network. To facilitate device-specific analysis, a CSV file is included that maps each IoT device to its unique MAC address. This mapping simplifies the identification and filtering of packets belonging to each device within the pcap files. 3 extra CSV (<b>CSVs</b>) files provide metadate about the states that the devices were in at different times. Additionally, Python scripts (<b>Scripts</b>) are provided to assist in extracting and processing packets. These scripts include functionalities such as packet filtering based on MAC addresses and protocol-specific data extraction, serving as practical examples for data manipulation and analysis techniques. This dataset is valuable for researchers interested in network behavior analysis, anomaly detection, and the development of IoT-specific network policies. It enables the study and differentiation of network behaviors based on device functions and supports behavior-based profiling to identify irregular activities or potential security threats.
DOI: 10.26187/deakin.28013234.v2
title: Deakin IoT Traffic Dataset

description: This dataset comprises network traffic collected from 24 Internet of Things (IoT) devices over a span of 119 days, capturing a total of over 110 million packets. The devices represent 19 distinct types and were monitored in a controlled environment under normal operating conditions, reflecting a variety of functions and behaviors typical of consumer IoT products (<b>pcapIoT</b>). The packet capture (pcap) files preserve complete packet information across all protocol layers, including ARP, TCP, HTTP, and various application-layer protocols. Raw pcap files (<b>pcapFull</b>) are also provided, which contain traffic from 36 non-IoT devices present in the network. To facilitate device-specific analysis, a CSV file is included that maps each IoT device to its unique MAC address. This mapping simplifies the identification and filtering of packets belonging to each device within the pcap files. 3 extra CSV (<b>CSVs</b>) files provide metadate about the states that the devices were in at different times. Additionally, Python scripts (<b>Scripts</b>) are provided to assist in extracting and processing packets. These scripts include functionalities such as packet filtering based on MAC addresses and protocol-specific data extraction, serving as practical examples for data manipulation and analysis techniques. This dataset is valuable for researchers interested in network behavior analysis, anomaly detection, and the development of IoT-specific network policies. It enables the study and differentiation of network behaviors based on device functions and supports behavior-based profiling to identify irregular activities or potential security threats.
DOI: 10.26187/deakin.28013234.v1
title: Deakin IoT Traffic Dataset

description: This dataset comprises network traffic collected from 24 Internet of Things (IoT) devices over a span of 119 days, capturing a total of over 110 million packets. The devices represent 19 distinct types and were monitored in a controlled environment under normal operating conditions, reflecting a variety of functions and behaviors typical of consumer IoT products. The raw packet capture (pcap) files preserve complete packet information across all protocol layers, including ARP, TCP, HTTP, and various application-layer protocols. Raw pcap files are also provided, which contain traffic from 36 non-IoT devices present in the network. To facilitate device-specific analysis, a CSV file is included that maps each IoT device to its unique MAC address. This mapping simplifies the identification and filtering of packets belonging to each device within the pcap files. 3 extra CSV files provide metadate about the states that the devices were in at different times. Additionally, Python scripts are provided to assist in extracting and processing packets. These scripts include functionalities such as packet filtering based on MAC addresses and protocol-specific data extraction, serving as practical examples for data manipulation and analysis techniques. This dataset is valuable for researchers interested in network behavior analysis, anomaly detection, and the development of IoT-specific network policies. It enables the study and differentiation of network behaviors based on device functions and supports behavior-based profiling to identify irregular activities or potential security threats.
DOI: 10.15468/dl.vt42rz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061657-250525065834625/datasets/export for details.
DOI: 10.15468/dl.d7g44j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia clausii Hantzsch",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061659-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15710828
title: IWC test data files

description: Test data for workflows submitted https://github.com/galaxyproject/iwc
DOI: 10.60502/soildata/xs4akn
title: Classificação taxonômica do solo em Pinheiral, RJ

description: Dados compilados e coletados para a realização de estudo de mapeamento digital do solo, onde foi com parado o uso de diferentes modelos digitais de elevação para a calibração de modelos de regressão logística multinomial múltipla. Os dados de classificação do solo foram compilados de outros trabalhos de mestrado e doutorado, bem como de relatórios de atividades desenvolvidas por alunos do curso de pós-graduação em agronomia-ciência do solo da UFRRJ. Inclui classificação de perfis completos e tradagens.