@prefix dc: .
@prefix owl: .
@prefix rdf: .
@prefix xml: .
@prefix xsd: .
@prefix edam: .
@prefix rdfs: .
@prefix skos: .
_:genid1202220053 a owl:Ontology .
#
#
# #################################################################
# #
# # Annotation properties
# #
# #################################################################
#
#
# http://www.w3.org/2004/02/skos/core#definition
skos:definition a owl:AnnotationProperty .
#
#
#
# #################################################################
# #
# # Classes
# #
# #################################################################
#
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Excel
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Excel" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#GIS
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "GIS" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Galaxy
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Galaxy" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#HTML
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "HTML" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Hadoop
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Hadoop" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#JSON
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "JSON" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Java
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Java" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#JavaScript
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "JavaScript" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#MATLAB_Octave
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "MATLAB_Octave" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#NoSQL
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "NoSQL" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Perl
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Perl" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Python
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Python" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#R
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "R" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#RDF
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "RDF" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#SQL
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "SQL" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#Spark
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "Spark" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#XML
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "XML" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#active_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "active_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#advanced
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "advanced" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#artificial_intelligence
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "artificial_intelligence" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#association_rule_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "association_rule_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#audio_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "audio_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#bayesian_methods
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "bayesian_methods" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#big_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "big_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#bioinformatics_computational_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "bioinformatics_computational_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#biotechnology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "biotechnology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#business_analytics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "business_analytics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#causality
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "causality" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#cell_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "cell_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#chemical_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "chemical_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#chemistry
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "chemistry" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#classification
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "classification" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#cloud_computing
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "cloud_computing" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#clustering
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "clustering" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#computer_science
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "computer_science" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_analysis
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "data_analysis" ;
skos:definition "Applying machine learning, data mining, and statistical analyses to a dataset; includes the model building, validation, and calibration process." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_cleaning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "data_cleaning" ;
skos:definition "The process of handling data inconsistencies (ex: spacing issues, NULL values, broken unicode) that interfere with analysis." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_collection
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "data_collection" ;
skos:definition "The process of gathering data; can include experiment design and automated data collection via scraping or structured data extraction." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_exploration
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "data_exploration" ;
skos:definition "Preliminary analysis step where the data is summarized and visualized in order to understand what additional analytic techniques should be used." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_integration
a owl:Class ;
rdfs:subClassOf ;
rdfs:comment "See https://en.wikipedia.org/wiki/Data_integration for expanded definition." ;
rdfs:label "data_integration" ;
skos:definition "Combining data residing in different sources into a unified view for analysis and exploration." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_science_process
a owl:Class ;
rdfs:label "data_science_process" ;
skos:definition "Data science has a consistent workflow/protocol. This concept represents a dimension in the DSEO that collects the steps of the workflow as concepts. It should not be used as a resource tag. This dimension intends to answer the question: \"What stages of the data science process will this resource help me with?\"" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#data_visualization
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "data_visualization" ;
skos:definition "Presenting data in a graphical representation in order to explore existing dataset and/or present conclusions about a dataset." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#databases
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "databases" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#datatype
a owl:Class ;
rdfs:label "datatype" ;
skos:definition "A concept that represents a dimension that contains concepts related to the types of data that a learner may encounter in data science, particularly because there may be specific methods approaches demanded by the data; should not be used as a tag for a learning resource; aims to answer the question: \"What types of data are addressed in the resource?\"" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#deep_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "deep_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#developmental_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "developmental_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#dimensionality_reduction
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "dimensionality_reduction" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#domain
a owl:Class ;
rdfs:label "domain" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#ecology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "ecology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#economics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "economics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#education
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "education" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#electronic_health_record
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "electronic_health_record" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#engineering
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "engineering" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#ensemble_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "ensemble_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#ethics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "ethics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#evolutionary_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "evolutionary_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#gaussian_processes
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "gaussian_processes" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#genetics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "genetics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#genomic_proteomic_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "genomic_proteomic_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#graph_analytics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "graph_analytics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#graph_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "graph_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#graph_database
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "graph_database" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#high_performance_computing
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "high_performance_computing" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#history
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "history" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#image_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "image_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#information_retrieval
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "information_retrieval" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#introductory
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "introductory" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#kernel_methods
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "kernel_methods" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#knowledge_representation
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "knowledge_representation" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#linear_algebra
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "linear_algebra" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#machine_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "machine_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#marketing_analytics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "marketing_analytics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#markov_processes
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "markov_processes" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#mathematics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "mathematics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#medicine_healthcare
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "medicine_healthcare" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#mobile_devices
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "mobile_devices" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#molecular_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "molecular_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#monte_carlo_methods
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "monte_carlo_methods" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#natural_language_processing
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "natural_language_processing" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#neural_networks
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "neural_networks" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#neuroimaging
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "neuroimaging" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#neuroinformatics
a owl:Class ;
rdfs:subClassOf , ;
rdfs:label "neuroinformatics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#neuroscience
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "neuroscience" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#optimization
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "optimization" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#parallel_database
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "parallel_database" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#pharmacology_drug_discovery
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "pharmacology_drug_discovery" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#physics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "physics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#physiology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "physiology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#precision_medicine
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "precision_medicine" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#probabilistic_graphical_model
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "probabilistic_graphical_model" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#probability_statistics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "probability_statistics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#programming
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "programming" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#programming_tool
a owl:Class ;
rdfs:label "programming_tool" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#proteomics
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "proteomics" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#psychology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "psychology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#public_health_epidemiology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "public_health_epidemiology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#recommender_system
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "recommender_system" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#regression
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "regression" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#reinforcement_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "reinforcement_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#relational_database
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "relational_database" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#reproducibility
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "reproducibility" ;
skos:definition "Presenting data and/or analysis in format that can be comprehended by and reproduced for stakeholders; can include anything related to reporting, building dashboards, creating data products, or repository sharing for analysis code." .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#research_methodology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "research_methodology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#resource_depth
a owl:Class ;
rdfs:label "resource_depth" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#resource_format
a owl:Class ;
rdfs:label "resource_format" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#security
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "security" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#sensor_networks_iot
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "sensor_networks_iot" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#social_media_analysis
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "social_media_analysis" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#social_sciences_humanities
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "social_sciences_humanities" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#spatial_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "spatial_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#streaming_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "streaming_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#structural_biology
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "structural_biology" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#supervised_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "supervised_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#tabular_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "tabular_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#text_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "text_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#time_series_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "time_series_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#topic_model
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "topic_model" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#unsupervised_learning
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "unsupervised_learning" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#video
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "video" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#video_data
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "video_data" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#written_documents
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "written_documents" .
#
# https://bigdatau.ini.usc.edu/linked-data/dseo.ttl#C_C++
a owl:Class ;
rdfs:subClassOf ;
rdfs:label "C_C++" .
#
# Generated by the OWL API (version 4.2.5.20160517-0735) https://github.com/owlcs/owlapi