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"betweenness": 0.0, "degree": 8, "faculty_admin_bridge_score": 0, "faculty_neighbor_count": 2, "first_seen": "2026-04-04", "last_seen": "2026-04-04", "mention_count": 1, "name": "Craig Laufer", "pagerank": 0.0062, "recent_degree": 0, "recent_mentions": 0, "role": "faculty", "role_label": "Faculty", "source_count": 1, "weighted_degree": 8 }, { "administrator_neighbor_count": 0, "betweenness": 0.0, "degree": 8, "faculty_admin_bridge_score": 0, "faculty_neighbor_count": 2, "first_seen": "2026-04-04", "last_seen": "2026-04-04", "mention_count": 1, "name": "Drew Ferrier", "pagerank": 0.0062, "recent_degree": 0, "recent_mentions": 0, "role": "faculty", "role_label": "Faculty", "source_count": 1, "weighted_degree": 8 } ], "local_bridges": [ { "left": "Christoph Johnson", "left_degree": 1, "left_role": "alumni", "right": "Debbie Ricker", "right_degree": 20, "right_role": "administrator", "shared_article_count": 1 }, { "left": "Debbie Ricker", "left_degree": 20, "left_role": "administrator", "right": "Kelly Schulz", "right_degree": 1, "right_role": "alumni", "shared_article_count": 1 }, { "left": "Debbie Ricker", "left_degree": 20, "left_role": "administrator", "right": "Mark Reinhardt", "right_degree": 1, "right_role": "administrator", "shared_article_count": 1 }, { "left": "Debbie Ricker", "left_degree": 20, "left_role": "administrator", "right": "Melissa Muntz", "right_degree": 1, "right_role": "alumni", "shared_article_count": 1 }, { "left": "April Boulton", "left_degree": 14, "left_role": "administrator", "right": "Rana Khan", "right_degree": 1, "right_role": "administrator", "shared_article_count": 1 }, { "left": "Riana Caldwell", "left_degree": 9, "left_role": "student", "right": "Sidney Brinkman", "right_degree": 6, "right_role": "student-athlete", "shared_article_count": 1 }, { "left": "Alan Goldenbach", "left_degree": 1, "left_role": "faculty", "right": "Brandon Green", "right_degree": 9, "right_role": "alumni", "shared_article_count": 1 }, { "left": "Paige Eager", "left_degree": 6, "left_role": "administrator", "right": "Robert Putnam", "right_degree": 1, "right_role": "guest", "shared_article_count": 1 }, { "left": "Evelyn Nieves", "left_degree": 5, "left_role": "faculty", "right": "Hollis Caswell", "right_degree": 1, "right_role": "faculty", "shared_article_count": 1 }, { "left": "Jennifer Cuddapah", "left_degree": 1, "left_role": "faculty", "right": "Marisel Torres-Crespo", "right_degree": 4, "right_role": "faculty", "shared_article_count": 1 }, { "left": "Ethan Dmitrovsky", "left_degree": 1, "left_role": "guest", "right": "Mary Carrington", "right_degree": 2, "right_role": "guest", "shared_article_count": 1 }, { "left": "Leonard Freedman", "left_degree": 1, "left_role": "guest", "right": "Mary Carrington", "right_degree": 2, "right_role": "guest", "shared_article_count": 1 } ], "narratives": { "articulation_people": "Articulation people are cut points: removing them would split at least one connected group into more pieces. This is a structural fragility signal, useful for finding people who hold sparse public subnetworks together.", "brokers": "Brokerage uses betweenness centrality, which rewards people who lie on many shortest paths between others. In this project, high values suggest public connector roles across otherwise separated coverage areas.", "communities": "Communities are reported here as connected groups in the current evidence graph. They are a conservative first step: later, this module can be replaced with modularity or label-propagation clustering when the graph grows larger.", "emerging_people": "Emerging people are ranked by recent mentions and recent degree over the last 30 days. This helps distinguish newly active public figures from people who are important only because of older accumulated coverage.", "faculty_administration_connectors": "Faculty-administration connectors are people adjacent to both faculty and administrator neighborhoods, plus faculty or administrators with direct cross-role ties. This highlights public bridge figures between academic and administrative coverage.", "faculty_visibility": "Faculty public visibility combines mention count, source diversity, connection strength, and PageRank. This is the safest proxy for 'popular faculty' in the current dataset: it measures public prominence in collected sources, not student opinion or campus popularity.", "local_bridges": "Local bridges are co-mention edges whose endpoints do not share any other neighbor. These ties are useful weak-link indicators because they connect neighborhoods without being embedded in a dense triangle.", "overview": "The overview gives the size and shape of the evidence graph. Density and connected groups help show whether coverage is still fragmented or beginning to form a single interpretable campus network.", "role_leaders": "Most connected people by role are ranked by weighted degree first, then ordinary degree. This answers role-specific questions such as who is the most connected faculty member, student, administrator, alumnus, or staff member in the public evidence graph.", "role_mixing": "Role mixing counts which categories connect most often, such as faculty-student or faculty-administrator ties. This makes cross-role patterns visible without overclaiming the nature of the relationship.", "scope": "This report analyzes public co-mentions, not private relationships. A connection means two people appeared in the same stored Hood College source item. The measures are useful for discovering public visibility, repeated co-appearance, and possible brokerage patterns, but they should not be read as friendship, endorsement, authority, or institutional reporting lines.", "strongest_bonds": "Strongest bonds are ranked by repeated shared articles. The Jaccard score is included because it balances raw shared coverage against each person's total coverage, making smaller but consistently paired relationships visible alongside high-volume public figures." }, "overview": { "articles": 156, "connected_groups": 96, "connections": 419, "density": 0.0151, "largest_group_size": 54, "people": 236, "roles": [ { "count": 38, "label": "Faculty", "role": "faculty" }, { "count": 13, "label": "Administrators", "role": "administrator" }, { "count": 86, "label": "Students", "role": "student" }, { "count": 18, "label": "Student-Athletes", "role": "student-athlete" }, { "count": 4, "label": "Staff", "role": "staff" }, { "count": 42, "label": "Alumni", "role": "alumni" }, { "count": 2, "label": "Coaches", "role": "coach" }, { "count": 18, "label": "Guests / External Partners", "role": "guest" }, { "count": 15, "label": "Unclassified People", "role": "person" } ], "sources": 4 }, "role_leaders": { "administrator": [ { "administrator_neighbor_count": 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Eager", "pagerank": 0.008497, "recent_degree": 0, "recent_mentions": 0, "role": "administrator", "role_label": "Administrators", "source_count": 1, "weighted_degree": 7 }, { "administrator_neighbor_count": 0, "betweenness": 0.0, "degree": 4, "faculty_admin_bridge_score": 3, "faculty_neighbor_count": 3, "first_seen": "2026-04-04", "last_seen": "2026-04-04", "mention_count": 1, "name": "Sue Kolb", "pagerank": 0.005693, "recent_degree": 0, "recent_mentions": 0, "role": "administrator", "role_label": "Administrators", "source_count": 1, "weighted_degree": 4 }, { "administrator_neighbor_count": 0, "betweenness": 0.0, "degree": 3, "faculty_admin_bridge_score": 0, "faculty_neighbor_count": 0, "first_seen": "2026-04-09", "last_seen": "2026-04-09", "mention_count": 1, "name": "Andrea Chapdelaine", "pagerank": 0.005693, "recent_degree": 0, "recent_mentions": 0, "role": "administrator", "role_label": "Administrators", "source_count": 1, "weighted_degree": 3 }, { "administrator_neighbor_count": 1, 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