@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