Network Desk

Co-mentions you can actually use.

Search the current public-source graph, isolate a signal, and treat every line as a source-review lead rather than a relationship claim.

Time window

5,513 organizations in the archive; the board draws the busiest active slice for this window.

Interpretation Guardrail
The desk renders the top 50 of 19,223 active entities in this window so the map stays readable. Lower-activity signals are still counted in the summary. A line is not proof of partnership, influence, funding, ownership, or endorsement.
Visible signals
50
Visible links
77
Full window
19,223
Pair universe
3,689
Interactive board

90 days signal network

29 linked signals77 visible lines
Signal network of recent co-mentionsInteractive network showing organizations, public figures, topics, keywords, and events that appeared together in recent public documents.
Co-mention view
50 visible signals, 77 visible pairings. Nodes scale by mentions; edges scale by shared document count.

Graph text summary

Top signals in this window: University of Arkansas (Organizations, 385 mentions); Fayetteville (Organizations, 207 mentions); Bentonville (Organizations, 188 mentions); Walmart (Organizations, 158 mentions); Fort Smith (Organizations, 142 mentions); Northwest Arkansas (Topics, 118 mentions)

Strongest co-mentions: Walmart with University of Arkansas (12 documents); Walmart with Bentonville (11 documents); Walmart with Sam's Club (11 documents); Fayetteville with University of Arkansas (9 documents)

Desk read

What to notice first

Strongest co-mention
Walmart + University of Arkansas
Co-mentioned in 12 documents. Verify the source context before treating it as meaningful.
Busiest signal
University of Arkansas
385 mentions in this window; next is Fayetteville.
Coverage

19,173 lower-activity signals are counted but not drawn.

Lead signals

Most mentioned entities

  1. 1
    University of ArkansasOrganizations
    385 mentions
  2. 2
    FayettevilleOrganizations
    207 mentions
  3. 3
    BentonvilleOrganizations
    188 mentions
  4. 4
    WalmartOrganizations
    158 mentions
  5. 5
    Fort SmithOrganizations
    142 mentions
  6. 6
    Northwest ArkansasTopics
    118 mentions
Signal mix

Entity types on the board

Organizations
30
Topics
19
Keywords
1
People
0
Events
0
Pair ledger

The co-mentions to verify first.

These rows are sorted by recent shared-document activity. They are leads for source review, not verified relationship claims.
Top pairings

90-day co-mention ledger

  1. Pair 01
    Walmart + University of Arkansas
    Co-mentioned in 12 documents. Use this as a prompt to inspect the source context.
    Weight12
  2. Pair 02
    Walmart + Bentonville
    Co-mentioned in 11 documents. Use this as a prompt to inspect the source context.
    Weight11
  3. Pair 03
    Walmart + Sam's Club
    Co-mentioned in 11 documents. Use this as a prompt to inspect the source context.
    Weight11
  4. Pair 04
    Fayetteville + University of Arkansas
    Co-mentioned in 9 documents. Use this as a prompt to inspect the source context.
    Weight9
  5. Pair 05
    Springdale + Tyson Foods
    Co-mentioned in 7 documents. Use this as a prompt to inspect the source context.
    Weight7
  6. Pair 06
    Benton County + Washington County
    Co-mentioned in 5 documents. Use this as a prompt to inspect the source context.
    Weight5
  7. Pair 07
    University of Arkansas + City of Fayetteville
    Co-mentioned in 4 documents. Use this as a prompt to inspect the source context.
    Weight4
  8. Pair 08
    U.S. Bureau of Labor Statistics + Arkansas
    Co-mentioned in 4 documents. Use this as a prompt to inspect the source context.
    Weight4
  9. Pair 09
    Bentonville + Planning Commission
    Co-mentioned in 4 documents. Use this as a prompt to inspect the source context.
    Weight4
  10. Pair 10
    Bentonville + Benton County
    Co-mentioned in 4 documents. Use this as a prompt to inspect the source context.
    Weight4
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