Import from CSV
Load bulk data into your database.
Remove entities and relationships with cascade handling and integrity checks.
This tutorial covers the safe deletion of nodes and edges from your ResearchArcade graph database. You'll learn how to remove individual entities, handle cascade deletions, maintain referential integrity, and implement soft deletion strategies for critical data.
Select a node type below to see the code example for deleting that entity:
Select a node type from the dropdown above to view the code example.
Example code for deleting an arxiv papers entry:
# Delete a paper by ID
paper_id = {"arxiv_id": "1706.03762v7"}
deleted_paper = research_arcade.delete_node_by_id("arxiv_papers", paper_id)
print("Deleted paper:")
print(deleted_paper)
No example code available for this operation in the tutorial.
Example code for deleting an arxiv sections entry:
section_id = {"id": 544409}
research_arcade.delete_node_by_id("arxiv_sections", section_id)
Example code for deleting an arxiv paragraphs entry:
paragraph_id = {"id": 27428267}
research_arcade.delete_node_by_id("arxiv_paragraphs", paragraph_id)
Example code for deleting an arxiv figures entry:
figure_id = {"id": 836691}
research_arcade.delete_node_by_id("arxiv_figures", figure_id)
Example code for deleting an arxiv tables entry:
table_id = {"id": 299024}
research_arcade.delete_node_by_id("arxiv_tables", table_id)
Example code for deleting an openreview papers entry:
paper_id = {"paper_openreview_id": "zGej22CBnS"}
paper_features = research_arcade.delete_node_by_id("openreview_papers", paper_id)
print(paper_features.to_dict(orient="records")[0])
Example code for deleting an openreview reviews entry:
review_id = {"review_openreview_id": "DHwZxFryth"}
review_features = research_arcade.delete_node_by_id("openreview_reviews", review_id)
print(review_features.to_dict(orient="records")[0])
Example code for deleting an openreview revisions entry:
revision_id = {"revision_openreview_id": "yfHQOp5zWc"}
revision_feature = research_arcade.delete_node_by_id("openreview_revisions", revision_id)
print(revision_feature.to_dict(orient="records")[0])
Example code for deleting an openreview paragraphs entry:
paper_id = {"paper_openreview_id": "xujj_test"}
paragraph_feature = research_arcade.delete_node_by_id("openreview_paragraphs", paper_id)
print(len(paragraph_feature))
print(paragraph_feature.to_dict(orient="records")[0])
Example code for deleting an openreview-arxiv link entry:
openreview_id = {"paper_openreview_id": "zkNCWtw2fd"}
openreview_arxiv_df = research_arcade.delete_edge_by_id("openreview_arxiv", openreview_id)
print(openreview_arxiv_df.to_dict(orient="records")[0])
arxiv_id = {"arxiv_id": "http://arxiv.org/abs/2408.10536v1"}
openreview_arxiv_df = research_arcade.delete_edge_by_id("openreview_arxiv", arxiv_id)
print(openreview_arxiv_df.to_dict(orient="records")[0])
openreview_arxiv_id = {"paper_openreview_id": "zkNCWtw2fd", "arxiv_id": "http://arxiv.org/abs/2408.10536v1"}
openreview_arxiv_df = research_arcade.delete_edge_by_id("openreview_arxiv", openreview_arxiv_id)
print(openreview_arxiv_df.to_dict(orient="records")[0])
Select an edge type below to see the code example for deleting that relationship:
Select an edge type from the dropdown above to view the code example.
Example code for deleting an arxiv paper-category entry:
relation_id = {'paper_arxiv_id': '1706.03762v7', 'category_id': 'cs.AI'}
research_arcade.delete_edge_by_id("arxiv_paper_category", primary_key=relation_id)
print("Relationship deleted!")
Example code for deleting an arxiv citation entry:
citation_id = {
'citing_paper_id': '1810.04805v2',
'cited_paper_id': '1706.03762v7'
}
research_arcade.delete_edge_by_id("arxiv_citation", primary_key=citation_id)
print("Citation deleted!")
Example code for deleting an arxiv paper-figures entry:
# Delete by paper_arxiv_id
paper_id = {"paper_arxiv_id": "2507.13024"}
result = research_arcade.delete_edge_by_id("arxiv_paper_figure", paper_id)
# Delete by figure_id
figure_id = {"figure_id": 1}
result = research_arcade.delete_edge_by_id("arxiv_paper_figure", figure_id)
# Delete by both ids
paper_figure_id = {
"paper_arxiv_id": "2410.23123v2",
"figure_id": 476323
}
result = research_arcade.delete_edge_by_id("arxiv_paper_figure", paper_figure_id)
Example code for deleting an arxiv paper-tables entry:
# Delete by paper_arxiv_id
paper_id = {"paper_arxiv_id": "1706.03762v7"}
result = research_arcade.delete_edge_by_id("arxiv_paper_table", paper_id)
# Delete by table_id
table_id = {"table_id": 1}
result = research_arcade.delete_edge_by_id("arxiv_paper_table", table_id)
# Delete by both ids
paper_table_id = {
"paper_arxiv_id": "1706.03762v7",
"table_id": 1
}
result = research_arcade.delete_edge_by_id("arxiv_paper_table", paper_table_id)
Example code for deleting an arxiv paragraph-citations entry:
paragraph_citation = {
'paragraph_id': 1
}
count = research_arcade.delete_edge_by_id('arxiv_paragraph_citation', paragraph_citation)
print(f"Deleted {count} paragraph citations")
Example code for deleting an arxiv paragraph-references entry:
paragraph_id = {"paragraph_id": 1}
result = research_arcade.delete_edge_by_id("arxiv_paragraph_reference", paragraph_id)
Example code for deleting an openreview papers-reviews entry:
paper_review_id = {"paper_openreview_id": "00SnKBGTsz", "review_openreview_id": "13mj0Rtn5W"}
openreview_papers_reviews = research_arcade.delete_edge_by_id("openreview_papers_reviews", paper_review_id)
print(openreview_papers_reviews.to_dict(orient="records"))
Example code for deleting an openreview papers-revisions entry:
paper_revision_id = {"paper_openreview_id": "00SnKBGTsz", "revision_openreview_id": "Cn0twOEX1T"}
openreview_papers_revisions = research_arcade.delete_edge_by_id("openreview_papers_revisions", paper_revision_id)
print(openreview_papers_revisions.to_dict(orient="records"))
Example code for deleting an openreview revisions-reviews entry:
revision_review_id = {"revision_openreview_id": "Cn0twOEX1T", "review_openreview_id": "13mj0Rtn5W"}
openreview_revisions_reviews = research_arcade.delete_edge_by_id("openreview_revisions_reviews", revision_review_id)
print(openreview_revisions_reviews.to_dict(orient="records"))
Now that you understand CRUD operations, explore data import and analysis: