Real ChatGPT answer · index seedFkWvcAn84U0completeEducation · college degreeshowto

Where do I look up independent campus safety ratings and lighting audits for dormitories before choosing a freshman housing contract?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where do I look up independent campus safety ratings and lighting audits for dormitories before choosing a freshman housing contract?
3 real searches · 1 real-search pass
college dormitory campus lighting audit CPTED assessment residence hall exterior lighting IES standards independent safety assessmentGoogle ↗
OBSERVEDReason
university campus safety lighting audit Clery daily crime log annual security report residence halls fire safety reportGoogle ↗
OBSERVEDReason
Michigan university campus safety lighting audit residence hall security crime statistics CleryGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
college dormitory campus lighting audit CPTED assessment residence hall exterior lighting IES standards independent safety assessment Google ↗
university campus safety lighting audit Clery daily crime log annual security report residence halls fire safety report Google ↗
Michigan university campus safety lighting audit residence hall security crime statistics Clery Google ↗
  1. Search campus safety statistics · ope.ed.gov
  2. Visit Clery Center · clerycenter.org
  3. Explore FBI crime data · cde.ucr.cjis.gov
  4. Visit Security Magazine · securitymagazine.com
  5. IALD · iald.org
  6. IES · ies.org
  7. CPTED resources · cpted.net
  8. Annual Security & Fire Safety Report · dpss.umich.edu
  9. U-M releases first unified Annual Security and Fire Safety Report · dpss.umich.edu

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
college dormitory campus lighting audit CPTED assessment residence hall exterior lighting IES standards independent safety assessment
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
university campus safety lighting audit Clery daily crime log annual security report residence halls fire safety report
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Michigan university campus safety lighting audit residence hall security crime statistics Clery
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1