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Graph system G22 Realm V, volume 23 of 42

SERP observation and competitor overlap graph

What appeared for a specified query under specified conditions?

By Joseph W. Anady 161 words 1 min read

RESEARCHED · RESEARCHED ·

Researched designNot deployed

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Contents

Question§

What appeared for a specified query under specified conditions?

Nodes§

Query; SERP snapshot; Result occurrence; URL; Domain; Result feature

Relationship sketch§

  • snapshot → query/context
  • snapshot → occurrence
  • occurrence → URL and feature

Evidence inputs§

Permitted search observations or licensed data, exact collection context, time, URL and feature details.

Implementation§

Model each appearance as an occurrence, not a timeless edge. Distinguish organic results, ads, local results, and AI citations. Compare URL set overlaps only within documented sampling.

Acceptance checks§

  • Every result belongs to a dated snapshot
  • Position definition and feature type are retained
  • Unavailable result data is not represented as zero visibility

Do not infer§

Ranking for one query does not make a competitor's schema, word count, or backlink pattern causal.

Publication boundary§

Aggregate research may be public; raw collected data obeys permissions.

Source basis§

S09, S40. See Research/sources.json. Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements.

Sources consulted

  1. S09A guide to Google Search ranking systems. Google. Observed 2026-09-12. Link analysis and evolved PageRank are among documented ranking systems. Register entry
  2. S40Bipartite graphs. NetworkX. Observed 2026-09-12. Two set graph modeling and graph operations. Register entry

Roads from here

Cite this volume

APA

Anady, J. W. (2026, September 12). SERP observation and competitor overlap graph (Graph system G22). FeedTheJoe Library, release 2026.09.12-g40. THATDEVELOPERGUY LLC. https://library.feedthejoe.com/graph-systems/g22-serp-observation-and-competitor-overlap-graph/

Chicago

Anady, Joseph W. “SERP observation and competitor overlap graph.” Graph system G22. FeedTheJoe Library, release 2026.09.12-g40. THATDEVELOPERGUY LLC, September 12, 2026. https://library.feedthejoe.com/graph-systems/g22-serp-observation-and-competitor-overlap-graph/.

MLA

Anady, Joseph W. “SERP observation and competitor overlap graph.” FeedTheJoe Library, release 2026.09.12-g40, THATDEVELOPERGUY LLC, 12 Sept. 2026, library.feedthejoe.com/graph-systems/g22-serp-observation-and-competitor-overlap-graph/.

BibTeX

@misc{anady2026g22,
  author       = {Anady, Joseph W.},
  title        = {{SERP observation and competitor overlap graph}},
  howpublished = {FeedTheJoe Library, Graph system G22},
  publisher    = {THATDEVELOPERGUY LLC},
  year         = {2026},
  month        = sep,
  note         = {Release 2026.09.12-g40},
  url          = {https://library.feedthejoe.com/graph-systems/g22-serp-observation-and-competitor-overlap-graph/}
}

Pull this volume

The Markdown edition carries the full text with front matter, including any sections written for AI agents.

curl -s https://library.feedthejoe.com/graph-systems/g22-serp-observation-and-competitor-overlap-graph.md

History

  1. Published on feedthejoe.com in edition 2026.09.12-g40.
  2. Moved to library.feedthejoe.com; typography set to house style with no change of substance.

Previously at https://feedthejoe.com/library/graph-systems/g22-serp-observation-and-competitor-overlap-graph/, which now redirects here.