Rep. Val Demings Audience Graph • Social Signal

Rep. Val Demings' top 10 nearest neighbors are drawn entirely from two subcategories: TV personalities and journalists, with a cluster of political TV shows woven through. Not one fellow politician appears in the top 10.

The shape is flat — scores run from 0.94 down to 0.91 with no single dominant pull. The Beat with Ari Melber on MSNBC leads at 0.94, followed closely by Malcolm Nance at 0.93 and All In with Chris Hayes at 0.93. Morning Joe (0.93) rounds out the TV show cluster. Among individuals, TV personalities account for four of the ten neighbors — Chris Matthews (0.92), Lawrence O'Donnell (0.91), and Jill Wine-Banks (0.91) alongside Nance — while journalists fill the remaining three slots: Eugene Robinson (0.92), Mika Brzezinski (0.91), and Ari Melber (0.91). The through-line is cable news commentary, specifically the MSNBC-adjacent ecosystem of hosts, analysts, and on-air contributors.

The absence of other politicians in the top 10 is the structural finding: Demings' audience overlaps most tightly with viewers and followers of political TV programming, not with the audiences of other elected officials or candidates.

Machine-Readable

Raw data

Attention graph /similar sample results (free):

https://graphs.socialsignal.ai/similar/repvaldemings

{ "handle": "repvaldemings", "title": "Rep. Val Demings", "category": "Celebrities and Influencers", "subcategory": "Politicians", "resolved": "repvaldemings", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "thebeatwithari", "title": "The Beat with Ari Melber on MSNBC", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9374, "drivers": [ "K02", "J02", "A02", "J05", "J01" ] }, { "handle": "malcolmnance", "title": "Malcolm Nance", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9348, "drivers": [ "J02", "K02", "A02", "J04", "J01" ] }, { "handle": "allinwithchris", "title": "All In with Chris Hayes", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9347, "drivers": [ "J02", "K02", "A02", "J04", "E02" ] }, { "handle": "morning_joe", "title": "Morning Joe", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9287, "drivers": [ "J02", "K02", "A02", "J04", "A01" ] }, { "handle": "hardballchris", "title": "Chris Matthews", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9214, "drivers": [ "J02", "A02", "K02", "E02", "J04" ] }, { "handle": "eugene_robinson", "title": "Eugene Robinson", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9197, "drivers": [ "J02", "A02", "E02", "K02", "J04" ] }, { "handle": "morningmika", "title": "Mika Brzezinski", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9139, "drivers": [ "J02", "K02", "A02", "G01", "J04" ] }, { "handle": "lawrence", "title": "Lawrence O'Donnell", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.91, "drivers": [ "J02", "K02", "A02", "E02", "J04" ] }, { "handle": "jillwinebanks", "title": "Jill Wine-Banks", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9078, "drivers": [ "J02", "K02", "J01", "A02", "J04" ] }, { "handle": "arimelber", "title": "Ari Melber", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9071, "drivers": [ "J02", "A02", "K02", "G01", "J04" ] } ] }

Full Attention graph /similarity /affinity /demographics available with API key:

https://graphs.socialsignal.ai/v1/attention/similar/repvaldemings

Rep. Val Demings

Nearest neighbors by audience shape

Raw data