Signal Workbench

Co-mention network

10,172 orgs tracked
7d window53 visible signals140 distinct-entity pairs512 in full window119 pair universe68 bare co-mentions filtered from ledger59 generic-endpoints filtered from ledger2 notable civic connections classified, 2 snippet-verified2 generic-endpoints filtered from notable1 hub-repeat filtered from ledger for diversity
Min shared docs|Layout|
Signal network of recent co-mentionsInteractive network showing organizations, public figures, topics, keywords, and events that appeared together in recent public documents. Nodes are sized by mention count; edges represent shared documents. This shows co-occurrence, not verified relationships.443Walton Arts CenterAlexander GalleryBenton County Envir…Boston Mountain Sol…guaranteed maximum pr…Illinois River Wate…Keep Arkansas Beaut…Our Art, Our Region…Ozark Natural Scien…Pick Up Where You P…Ramay Junior High Sch…Tony Awardscooling centerFayetteville School…Rooted City CenterTulsa, OklahomaUniversity of Arkan…
100%
Scroll / pinch to zoom · Drag to pan · Hover an edge to inspect · Zoom reveals more labels
25 signals · 30 pairs
Distinct-entity only
68 bare co-mentions hidden
97 generic-hub edges hidden
Co-mention surface

Graph text summary

Top signals in this window: Walton Arts Center (Organizations, 7 mentions, 9 co-mentions); Alexander Gallery (Organizations, 4 mentions, 4 co-mentions); Benton County Environmental Division (Organizations, 4 mentions, 9 co-mentions); Boston Mountain Solid Waste District (Organizations, 4 mentions, 9 co-mentions); guaranteed maximum price (Keywords, 4 mentions, 3 co-mentions); Illinois River Watershed Partnership (Organizations, 4 mentions, 9 co-mentions)

Strongest co-mentions: Our Art, Our Region, Our Time with Alexander Gallery (4 documents); guaranteed maximum price with Ramay Junior High School (4 documents); Ramay Junior High School with Fayetteville School Board (3 documents); guaranteed maximum price with Fayetteville School Board (3 documents)

Visible links are distinct-entity co-mentions only. No self-alias edges were detected in this window. Edges are ranked by a notability score that combines document count with source diversity (+10% per independent source), cross-type relevance (+30% when endpoints are different entity types), endpoint specificity (×0.6 when one endpoint is a generic topic/keyword, ×0.3 when both are), recency (fresh connections get up to ×1.0, decaying to ×0.7 for connections inactive 30+ days — measured on both ingestion time and article publication date, so connections backed by recently published news surface above ones where old articles were recently scraped), and snippet evidence (proximity-weighted: ×1.0 when both entities appear in the same sentence within the evidence passage, ×0.9 when in the same paragraph, ×0.8 when far apart in the same passage, ×0.5 when no verifiable passage exists), so multi-source cross-type connections between named entities that are actively evolving and have same-sentence evidence surface above high-count single-source stale ones with weak proximity. On the canvas, brighter lines indicate more shared documents, and a brighter cyan ring around a node indicates more distinct co-mentioned entities (network hubness). Evidence-only mode is ON: the canvas draws only 72 of 140 edges — those with at least snippet evidence (both entities appear within 500 characters in the same document) or a classified civic relationship type (acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure). 68 bare co-mentions with no verifiable passage and no nameable civic context are hidden so the visual graph shows only connections a reviewer can verify on the page. The canvas is currently arranged as concentric rings ordered by mention count. The canvas supports scroll-to-zoom and drag-to-pan for navigating dense clusters. Node labels are shown for the most-mentioned entities at default zoom; zooming in progressively reveals labels for smaller entities so dense clusters can be explored. Co-mention is not proof of partnership, ownership, causation, or endorsement.

Notable connections

Civic relationships identified from source evidence.

Each connection below has a classified civic relationship type — acquisition, funding, partnership, appointment, legal, policy, memorial, award, or infrastructure — identified from evidence titles and snippets in the source documents. Both endpoints are named entities (organizations, people, or events); generic topic or keyword nodes that act as role titles or category labels are excluded so the surface shows named civic actors in real relationships. Single-source edges (backed by only one publisher) are excluded when enough multi-source alternatives exist — unless the relationship keyword appears in the same source passage as both entity names (snippet-verified), in which case the evidence is directly verifiable even from one publisher. This surfaces inherently single-source civic connections like corporate scholarship announcements and architecture commissions that are real signal but only reported by one outlet. These are not just co-mentions: each carries a nameable civic context that makes it more than two entity names appearing near each other. Connections marked “Snippet-verified” have the relationship keyword appearing in the source passage where both entities appear together — the most defensible classification, since the relationship verb is in the same context as both entity names. Connections marked “Title-classified” had the keyword found only in a source title, which is a weaker signal that the reviewer should verify. Connections are sorted by notability score (combining document count, source diversity, cross-type relevance, specificity, recency, snippet evidence, and snippet-verified classification confidence).
Classified relationships

2 notable civic connections in this window

  1. 01
    Tulsa, Oklahoma + The Outsiders
    AwardSnippet-verified
    Cross-typeSame-paragraph

    Tulsa, Oklahoma and The Outsiders are connected through a award (keyword: "Award"). An award confers public recognition from one entity to another, signaling esteem or accomplishment within a civic community and tying the giver's standing to the recipient's. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 2 documents · classification evidenceSingle source — verify

    lassic coming-of-age story takes you to Tulsa, Oklahoma in 1967, where Ponyboy Curtis, his best friend Johnny Cade and their family of Greaser “outsiders” dream about who they want to become in a world that will never accept them. The Outsiders features Danya Taymor’s Tony Award-…

    The Outsiders | Walton Arts Center Tickets · Web Search Follow-up
    Corroborating sources
    Signal
    1
  2. 02
    Lake Fayetteville + Lake Fayetteville Boat, Bike & Bistro
    PartnershipSnippet-verified
    Cross-typeSame-sentence

    Lake Fayetteville and Lake Fayetteville Boat, Bike & Bistro are connected through a partnership (keyword: "Partnership"). A partnership commits two independent entities to a shared initiative, making their cooperation itself the civic signal — neither could undertake the work alone. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 1 document · classification evidenceSingle source — verify

    al Science Center at Lake Fayetteville, Lake Fayetteville Boat, Bike & Bistro, Karcher, Illinois River Watershed Partnership, Boston M

    Calendar • Lake Fayetteville Fall Cleanup: Pick Up Where You · Web Search Follow-up
    Signal
    1
Desk read

What to notice first

Strongest co-mention
Ramay Junior High School + Fayetteville School Board
Co-mentioned in 3 documents after filtering same-entity aliases, downweighting boilerplate locality hubs, and scoring for source diversity, cross-type relevance, and recency. Verify the source context before treating it as meaningful.
Source: 1 source, 3 evidence rows

Fayetteville School Board approves portion of Ramay Junior High guaranteed maximum price April 23, 2026 by Edward McKinnon Comments The site of the proposed new 150,000-square-foot Ramay Junior High School (top) is seen on the hill off College Avenue (below).

Fayetteville School Board approves portion of Ramay Junior High guaranteed maximum price | The Arkansas Democrat-Gazette - Arkansas' Best News Source · Web Search Follow-up
Busiest signal
Walton Arts Center
7 mentions in this window; next is Fayetteville Planning Commission.
Coverage

459 lower-activity signals are counted but not drawn.

Lead signals

Most mentioned entities

  1. 1
    Walton Arts CenterOrganizations
    7 mentions
  2. 2
    Fayetteville Planning CommissionOrganizations
    6 mentions
  3. 3
    Alexander GalleryOrganizations
    4 mentions
  4. 4
    Benton County Environmental DivisionOrganizations
    4 mentions
  5. 5
    Boston Mountain Solid Waste DistrictOrganizations
    4 mentions
  6. 6
    conditional use permitsTopics
    4 mentions
Signal mix

Entity types on the board

Organizations
32
Topics
10
Keywords
6
Events
5
People
0
Pair ledger

The co-mentions to verify first.

These rows are sorted by notability score — a combination of document count, source diversity, cross-type relevance, endpoint specificity, recency (both ingestion time and article publication date), and snippet evidence. Same-entity aliases are filtered out, boilerplate locality edges (Bentonville, Fayetteville, Fort Smith, Northwest Arkansas, etc.) are downweighted, organizational hierarchy edges (corporate subsidiaries like Walmart + Sam's Club, military installations and their service branches and units, academic units at their parent institution like Walton College + University of Arkansas) are excluded because they are trivially true organizational facts rather than civic connections worth verifying, edges involving generic topic/keyword entities are penalized so connections between named orgs, people, and events surface first, single-source edges (backed by only one publisher) are penalized so corroborated multi-source connections rank higher, fresh connections that are actively evolving surface above stale ones (including publication-date recency so connections backed by recently published news rank above ones where old articles were recently scraped), and edges with no extractable text snippet (no passage where both entities appear within 500 characters of each other) are penalized so only verifiable connections reach the top. The ledger is further curated to only show defensible connections — edges with at least one evidence row carrying an extractable text snippet (both entities appear within 500 characters in the same document) or a classified civic relationship type (acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure). Bare co-mention counts with no verifiable evidence and no nameable civic context are excluded so every visible pair is one a reviewer can verify on the page. Edges where one endpoint is a generic topic or keyword node (role titles like “chief operating officer”, category labels like “economic development”) are excluded from the ledger so only named civic actors — organizations, people, and events — appear in the lead rows. An entity-diversity cap prevents a single hub entity (e.g. Walmart) from filling more than 3 of the 10 ledger rows, so the surface shows diverse civic connections rather than one entity repeated with different partners — the strongest 4 edges are always shown, then entities already appearing 3+ times are skipped in favor of connections involving different civic actors. They are leads for source review, not verified relationship claims.\
Top pairings

7-day co-mention ledger

  1. Pair 01
    Ramay Junior High School + Fayetteville School Board
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    Fayetteville School Board approves portion of Ramay Junior High guaranteed maximum price April 23, 2026 by Edward McKinnon Comments The site of the proposed new 150,000-square-foot Ramay Junior High School (top) is seen on the hill off College Avenue (below).

    Fayetteville School Board approves portion of Ramay Junior High guaranteed maximum price | The Arkansas Democrat-Gazette - Arkansas' Best News Source · Web Search Follow-up
    Signal score2
  2. Pair 02
    Alexander Gallery + Walton Arts Center
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 4 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    ined Followers User since undefined NaN Walton Arts Center announces artists for sixth annual regional exhibition By Todd Gill , 2 days ago Walton Arts Center has selected 86 artists from across the region for the sixth annual “Our Art, Our Region, Our Time” exhibition, opening n…

    Walton Arts Center announces artists for sixth annual regional exhibition - NewsBreak · Web Search Follow-up
    Signal score2
  3. Pair 03
    Baum Walker Hall + The Outsiders
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    2026 7:00PM - September 6, 2026 2:00PM The Outsiders Procter & Gamble Broadway Series Read More Hide Choose another item Choose from the list below to jump directly to another performance. Select Another Event September 1, 2026 7:00PM September 2, 2026 7:00PM September 3, 2026 1:…

    The Outsiders | Walton Arts Center Tickets · Web Search Follow-up
    Signal score2
  4. Pair 04
    Baum Walker Hall + Tony Awards
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    Date September 4, 2026 7:30PM Location Baum Walker Hall Description The Outsiders The winner of four 2024 Tony Awards®, including best musical, is The Outsiders. This classi

    The Outsiders | Walton Arts Center Tickets · Web Search Follow-up
    Signal score1
  5. Pair 05
    Pick Up Where You Play (PUWYP) + University of Arkansas Extension Stormwater Program
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 3 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    as Beautiful, Ozarks Off Road Cyclists, University of Arkansas Extension Stormwater Program, Benton County Environmental Division, Gracie's Canoe and Camp. For more details or to RSVP, email kjones@fayetteville-ar.gov . This cleanup is part of Pick Up Where You Play (PUWYP), a se…

    Calendar • Lake Fayetteville Fall Cleanup: Pick Up Where You · Web Search Follow-up
    Signal score1
  6. Pair 06
    Walton Arts Center + The Outsiders
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    All Series > Broadway Series 2026-27 > The Outsiders Share this page on Facebook Tweet this page The Outsiders DATE : Sept. 1-6 LOCATION : Baum Walker Hall at Walton Arts Center Apply View Dates Tuesday, September 1 7pm BUY TICKET

    The Outsiders · Web Search Follow-up
    Signal score1
  7. Pair 07
    Alexander Gallery + Porter Art Warehouse
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    Sept. 25 through Sunday, Dec. 20 in the Alexander Gallery at the Porter Art Warehouse. Walton Arts Center is committed to diversity, equity an

    Our Art, Our Region, Our Time Regional Art Exhibit Now Taking Submissions | Rogers-Lowell Chamber · Web Search Follow-up
    Signal score1
  8. Pair 08
    Porter Art Warehouse + Walton Arts Center
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    Dec. 20 in the Alexander Gallery at the Porter Art Warehouse. Walton Arts Center is committed to diversity, equity and inclusion and will no

    Our Art, Our Region, Our Time Regional Art Exhibit Now Taking Submissions | Rogers-Lowell Chamber · Web Search Follow-up
    Signal score1
  9. Pair 09
    The Outsiders + Jamestown Revival
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    Making Austin-based Americana folk duo Jamestown Revival, made up of longtime friends Jonathan Clay and Zach Chance, co-wrote the score for The Outsiders, their first musical soundtrack ... READ MORE ON THE WAC

    The Outsiders · Web Search Follow-up
    Signal score1
  10. Pair 10
    Illinois River Watershed Partnership + Boston Mountain Solid Waste District
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    e Center at Lake Fayetteville, Karcher, Illinois River Watershed Partnership, Boston Mountain Solid Waste District, Keep Arkansas Beautiful, Ozarks Off Road Cyclists, University of Arkansas

    Calendar • Lake Fayetteville Fall Cleanup: Pick Up Where You · Web Search Follow-up
    Signal score1
Next Clicks

Move from pattern to evidence.

The graph should help a reader decide where to spend attention, then send them to surfaces with clearer narrative and accountability.
Daily read

Open the observation file

See whether any of the visible clusters made it into the latest public desk read with confidence, evidence, and blind spots attached.

Read observations
Change log

Check what moved recently

Use the change surface to separate durable clusters from one-day bursts in the public-source stream.

Review changes
Forecasts

Compare against public calls

When a cluster starts to look like a directional signal, check whether the desk has a falsifiable prediction on the board.

Open predictions