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Datasets:
Mo7art
/
Stack2Graph_KG_powershell

Size:
100M<n<1B
Tags:
knowledge-graph
rdf
n-triples
sparql
semantic-web
stackoverflow
License:
Dataset card Files
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Upload StackOverflow KG language dataset: powershell

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Files changed (16) hide show
  1. .gitattributes +13 -0
  2. README.md +132 -0
  3. powershell/chunk0.nt +3 -0
  4. powershell/chunk1.nt +3 -0
  5. powershell/chunk10.nt +3 -0
  6. powershell/chunk11.nt +3 -0
  7. powershell/chunk12.nt +3 -0
  8. powershell/chunk2.nt +3 -0
  9. powershell/chunk3.nt +3 -0
  10. powershell/chunk4.nt +3 -0
  11. powershell/chunk5.nt +3 -0
  12. powershell/chunk6.nt +3 -0
  13. powershell/chunk7.nt +3 -0
  14. powershell/chunk8.nt +3 -0
  15. powershell/chunk9.nt +3 -0
  16. schema.nt +128 -0
.gitattributes CHANGED
@@ -58,3 +58,16 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ powershell/chunk0.nt filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
@@ -0,0 +1,132 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - knowledge-graph
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+ - rdf
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+ - n-triples
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+ - sparql
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+ - semantic-web
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+ - stackoverflow
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+ - question-answering
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+ pretty_name: StackOverflow Knowledge Graph - Powershell
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+ license: cc-by-sa-4.0
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+ size_categories:
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+ - 100M<n<1B
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+ ---
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+
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+ # Powershell StackOverflow Knowledge Graph Datasheet
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+
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+ ## 1. What This Dataset Is
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+
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+ This dataset is the Powershell-specific RDF shard of the Stack2Graph StackOverflow Knowledge Graph.
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+ Each Hugging Face dataset repository contains exactly one language dataset.
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+
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+ It is optimized for graph-based retrieval and SPARQL analytics (not row-wise tabular training input).
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+
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+ It is used in the Stack2Graph paper for evaluating retrieval-based question answering and knowledge graph research on programming topics.
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+
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+ See the Stack2Graph repository for more details:
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+ [https://github.com/tha-atlas/Stack2Graph](https://github.com/tha-atlas/Stack2Graph)
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+
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+ ## 2. Repository Layout
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+
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+ ```text
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+ schema.nt
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+ powershell/
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+ part0.nt
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+ part1.nt
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+ ...
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+ ```
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+
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+ - `schema.nt`: shared ontology and schema triples.
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+ - `powershell/part*.nt`: language-scoped instance triples serialized as N-Triples.
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+
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+ ## 3. Data Model And Coverage
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+
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+ The graph links Stack Overflow entities and relations, including:
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+
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+ - questions
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+ - answers
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+ - comments
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+ - tags
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+ - vote aggregates
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+ - question-to-question links
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+
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+ Coverage scope:
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+
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+ - records are retained when they match the Stack2Graph supported language-tag set
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+ - this repository contains only the Powershell shard
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+
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+ ## 4. Recommended Preprocessing
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+
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+ 1. Load `schema.nt` and all triples from `powershell/` into an RDF-capable store.
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+ 2. Map language triples to named graph `http://stackoverflow.com/powershell`.
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+ 3. Keep schema triples available for graph-aware query planning.
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+ 4. Preserve attribution and license metadata during downstream export.
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+
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+ Example language-scoped query:
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+
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+ ```sparql
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+ SELECT ?s ?p ?o
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+ WHERE {
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+ GRAPH <http://stackoverflow.com/powershell> {
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+ ?s ?p ?o
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+ }
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+ }
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+ LIMIT 100
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+ ```
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+
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+ ## 5. Automatic Download And KG Setup
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+
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+ You do not need to rebuild triples from XML to use this dataset.
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+
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+ In the Stack2Graph repository, you can use the automation script
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+ `experiment/load_hf_datasets_into_services.py` to download dataset artifacts
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+ and prepare the knowledge graph service state automatically.
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+
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+ Typical workflow:
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+
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+ 1. Clone and configure Stack2Graph (`.env` with HF token and service paths).
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+ 1. Start required local services:
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+
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+ ```bash
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+ docker compose up -d
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+ ```
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+
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+ 1. Run the loader script:
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+
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+ ```bash
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+ python -m experiment.load_hf_datasets_into_services
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+ ```
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+
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+ For manual usage without automation, you can directly load `schema.nt` and all
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+ triples from `powershell/` into your RDF store.
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+
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+ ## 6. Quality Notes And Caveats
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+
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+ - A Stack Overflow question may belong to multiple language shards when tagged with multiple languages.
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+ - Vote information is represented as aggregates, not raw individual vote events.
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+ - As with community-generated data, content may include noise, bias, and temporal drift.
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+
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+ ## 7. Intended Use
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+
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+ - retrieval and question-answering systems
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+ - RAG and hybrid retriever experiments
114
+ - knowledge graph benchmarking and diagnostics
115
+ - language-scoped developer tooling research
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+
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+ ## 8. Limitations
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+
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+ - Not a complete mirror of all Stack Overflow content.
120
+ - Not all moderation context or full revision history is represented.
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+ - Best used with graph infrastructure that supports named graphs and SPARQL.
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+
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+ ## 9. Licensing And Attribution
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+
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+ This dataset inherits Stack Overflow source licensing and attribution requirements.
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+ Ensure compliant attribution and redistribution practices in all derived artifacts.
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+
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+ ## 10. Suggested Citation
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+
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+ If you use this dataset, cite the Stack2Graph work:
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+
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+ - Stack2Graph: A Structured Knowledge Representation of Stack Overflow Data for Retrieval-based Question Answering
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+ <http://stackoverflow.com/schema#hasAnswer> <http://www.w3.org/2002/07/owl#inverseOf> <http://stackoverflow.com/schema#answersQuestion> .
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+ <http://stackoverflow.com/schema#hasText> <http://www.w3.org/2000/01/rdf-schema#comment> "The text content of a comment." .
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+ <http://stackoverflow.com/schema#Comment> <http://www.w3.org/2000/01/rdf-schema#label> "Comment" .
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+ <http://stackoverflow.com/schema#tagName> <http://www.w3.org/2000/01/rdf-schema#comment> "The name of a tag." .
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+ <http://stackoverflow.com/schema#score> <http://www.w3.org/2000/01/rdf-schema#label> "score" .
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+ <http://stackoverflow.com/schema#tagName> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/2001/XMLSchema#string> .
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+ <http://stackoverflow.com/schema#UnansweredQuestion> <http://www.w3.org/2000/01/rdf-schema#label> "Unanswered Question" .
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+ <http://stackoverflow.com/schema#favoriteCount> <http://www.w3.org/2000/01/rdf-schema#label> "favorite count" .
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+ <http://stackoverflow.com/schema#answerCount> <http://www.w3.org/2000/01/rdf-schema#label> "answer count" .
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+ <http://stackoverflow.com/schema#tagsQuestion> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Question> .
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+ <http://stackoverflow.com/schema#Answer> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Post> .
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+ <http://stackoverflow.com/schema#tagWikiOf> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Tag> .
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+ <http://stackoverflow.com/schema#acceptedAnswerOf> <http://www.w3.org/2000/01/rdf-schema#label> "accepted answer of" .
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+ <http://stackoverflow.com/schema#tagWikiOf> <http://www.w3.org/2000/01/rdf-schema#comment> "Inverse of hasTagWiki (wiki -> tag)." .
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+ <http://stackoverflow.com/schema#Post> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Content> .
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+ <http://stackoverflow.com/schema#Comment> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Content> .
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+ <http://stackoverflow.com/schema#hasComment> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Post> .
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+ <http://stackoverflow.com/schema#AnswerComment> <http://www.w3.org/2000/01/rdf-schema#comment> "A comment associated with an answer." .
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+ <http://stackoverflow.com/schema#tagsQuestion> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Tag> .
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+ <http://stackoverflow.com/schema#hasTitle> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/1999/02/22-rdf-syntax-ns#HTML> .
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+ <http://stackoverflow.com/schema#AcceptedAnswer> <http://www.w3.org/2000/01/rdf-schema#comment> "An answer that has been marked as accepted by the question author." .
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+ <http://stackoverflow.com/schema#AnsweredQuestion> <http://www.w3.org/2000/01/rdf-schema#comment> "A question that has an accepted answer." .
76
+ <http://stackoverflow.com/schema#score> <http://www.w3.org/2000/01/rdf-schema#comment> "The score (upvotes - downvotes) of a post or comment." .
77
+ <http://stackoverflow.com/schema#Content> <http://www.w3.org/2000/01/rdf-schema#comment> "A content item (either a Post or a Comment) that can have a score." .
78
+ <http://stackoverflow.com/schema#tagsQuestion> <http://www.w3.org/2000/01/rdf-schema#comment> "Inverse of taggedWith (tag -> question)." .
79
+ <http://stackoverflow.com/schema#downvoteCount> <http://www.w3.org/2000/01/rdf-schema#comment> "The number of downvotes a post has received." .
80
+ <http://stackoverflow.com/schema#acceptedAnswer> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Question> .
81
+ <http://stackoverflow.com/schema#duplicateOf> <http://www.w3.org/2000/01/rdf-schema#label> "duplicate of" .
82
+ <http://stackoverflow.com/schema#hasBody> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Post> .
83
+ <http://stackoverflow.com/schema#possibleBetterAnswer> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Question> .
84
+ <http://stackoverflow.com/schema#Question> <http://www.w3.org/2000/01/rdf-schema#comment> "Represents a question post on Stack Overflow." .
85
+ <http://stackoverflow.com/schema#hasTagWiki> <http://www.w3.org/2002/07/owl#inverseOf> <http://stackoverflow.com/schema#tagWikiOf> .
86
+ <http://stackoverflow.com/schema#Tag> <http://www.w3.org/2000/01/rdf-schema#comment> "Represents a tag used to categorize questions." .
87
+ <http://stackoverflow.com/schema#hasTitle> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Post> .
88
+ <http://stackoverflow.com/schema#linkedTo> <http://www.w3.org/2000/01/rdf-schema#label> "linked to" .
89
+ <http://stackoverflow.com/schema#QuestionComment> <http://www.w3.org/2000/01/rdf-schema#label> "Question Comment" .
90
+ <http://stackoverflow.com/schema#AnsweredQuestion> <http://www.w3.org/2000/01/rdf-schema#label> "Answered Question" .
91
+ <http://stackoverflow.com/schema#UnansweredQuestion> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Question> .
92
+ <http://stackoverflow.com/schema#upvoteCount> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/2001/XMLSchema#integer> .
93
+ <http://stackoverflow.com/schema#Post> <http://www.w3.org/2000/01/rdf-schema#label> "Post" .
94
+ <http://stackoverflow.com/schema#duplicateOf> <http://www.w3.org/2000/01/rdf-schema#comment> "Indicates that a question is considered a duplicate of another question." .
95
+ <http://stackoverflow.com/schema#taggedWith> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Tag> .
96
+ <http://stackoverflow.com/schema#AnswerComment> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Comment> .
97
+ <http://stackoverflow.com/schema#favoriteCount> <http://www.w3.org/2000/01/rdf-schema#comment> "The number of times a question has been favorited by users." .
98
+ <http://stackoverflow.com/schema#possibleBetterAnswer> <http://www.w3.org/2000/01/rdf-schema#label> "possible better answer" .
99
+ <http://stackoverflow.com/schema#hasAnswer> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Question> .
100
+ <http://stackoverflow.com/schema#tagName> <http://www.w3.org/2000/01/rdf-schema#label> "tag name" .
101
+ <http://stackoverflow.com/schema#score> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Content> .
102
+ <http://stackoverflow.com/schema#answerCount> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Question> .
103
+ <http://stackoverflow.com/schema#hasTagWiki> <http://www.w3.org/2000/01/rdf-schema#comment> "Links a tag to its associated tag wiki post." .
104
+ <http://stackoverflow.com/schema#hasTagWiki> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Tag> .
105
+ <http://stackoverflow.com/schema#Answer> <http://www.w3.org/2000/01/rdf-schema#comment> "Represents an answer post on Stack Overflow." .
106
+ <http://stackoverflow.com/schema#favoriteCount> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Question> .
107
+ <http://stackoverflow.com/schema#hasTitle> <http://www.w3.org/2000/01/rdf-schema#comment> "The title of a post (typically Question or TagWiki)." .
108
+ <http://stackoverflow.com/schema#tagsQuestion> <http://www.w3.org/2000/01/rdf-schema#label> "tags question" .
109
+ <http://stackoverflow.com/schema#hasBody> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/1999/02/22-rdf-syntax-ns#HTML> .
110
+ <http://stackoverflow.com/schema#Question> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Post> .
111
+ <http://stackoverflow.com/schema#commentOn> <http://www.w3.org/2000/01/rdf-schema#comment> "Links a comment to the post (question or answer) it is associated with." .
112
+ <http://stackoverflow.com/schema#answersQuestion> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Question> .
113
+ <http://stackoverflow.com/schema#tagName> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Tag> .
114
+ <http://stackoverflow.com/schema#QuestionComment> <http://www.w3.org/2000/01/rdf-schema#subClassOf> <http://stackoverflow.com/schema#Comment> .
115
+ <http://stackoverflow.com/schema#hasComment> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Comment> .
116
+ <http://stackoverflow.com/schema#answerCount> <http://www.w3.org/2000/01/rdf-schema#comment> "The number of answers a question has." .
117
+ <http://stackoverflow.com/schema#Post> <http://www.w3.org/2000/01/rdf-schema#comment> "Represents a post on Stack Overflow, which can be a question, answer, or tag wiki." .
118
+ <http://stackoverflow.com/schema#acceptedAnswer> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Answer> .
119
+ <http://stackoverflow.com/schema#score> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/2001/XMLSchema#integer> .
120
+ <http://stackoverflow.com/schema#hasComment> <http://www.w3.org/2000/01/rdf-schema#comment> "Links a post (question or answer) to a comment associated with it." .
121
+ <http://stackoverflow.com/schema#answerCount> <http://www.w3.org/2000/01/rdf-schema#range> <http://www.w3.org/2001/XMLSchema#integer> .
122
+ <http://stackoverflow.com/schema#possibleBetterAnswer> <http://www.w3.org/2000/01/rdf-schema#range> <http://stackoverflow.com/schema#Answer> .
123
+ <http://stackoverflow.com/schema#TagWiki> <http://www.w3.org/2000/01/rdf-schema#label> "Tag Wiki" .
124
+ <http://stackoverflow.com/schema#acceptedAnswerOf> <http://www.w3.org/2000/01/rdf-schema#domain> <http://stackoverflow.com/schema#Answer> .
125
+ <http://stackoverflow.com/schema#linkedTo> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2002/07/owl#SymmetricProperty> .
126
+ <http://stackoverflow.com/schema#hasAnswer> <http://www.w3.org/2000/01/rdf-schema#label> "has answer" .
127
+ <http://stackoverflow.com/schema#acceptedAnswer> <http://www.w3.org/2000/01/rdf-schema#comment> "Links a question to its accepted answer." .
128
+ <http://stackoverflow.com/schema#commentOn> <http://www.w3.org/2000/01/rdf-schema#label> "comment on" .