Overview
A comprehensive analysis of every word attributable to a human author across the full administrative record of Case 23-009185. The case file spans 165,487 total words generated by or attributed to 22 city employees. Of that volume, 185 words are original human prose. The remainder is machine-generated template language, auto-filled form fields, and system boilerplate.
The human-written share of the record is 0.112%. The machine-generated share is 99.888%.
Personnel Who Wrote Anything
Three individuals out of twenty-two contributed original language to the case file:
| Name | Role | Original Words |
|---|---|---|
| Paul Lovato | Code Enforcement Officer | 117 |
| Arrion Gildersleeve | Code Enforcement Officer | 38 |
| William Ely | Code Enforcement Officer | 30 |
| Total original human words | 185 | |
Zero-Contribution Personnel
The following 19 staff members appear in the case record but contributed zero original words. Every entry under their names consists entirely of system-generated template text:
- Staff Member 1
- Staff Member 2
- Staff Member 3
- Staff Member 4
- Staff Member 5
- Staff Member 6
- Staff Member 7
- Staff Member 8
- Staff Member 9
- Staff Member 10
- Staff Member 11
- Staff Member 12
- Staff Member 13
- Staff Member 14
- Staff Member 15
- Staff Member 16
- Staff Member 17
- Staff Member 18
- Staff Member 19
Names withheld in this view. Their presence in the record is administrative only — no discretionary language of any kind.
Key Metrics
| Metric | Value |
|---|---|
| Total words in case file | 165,487 |
| Individuals in record | 22 |
| Individuals who wrote anything | 3 |
| Total original human words | 185 |
| Human-authored share | 0.112% |
| Machine-generated share | 99.888% |
Paul Lovato's Complete Original Output
The following three quotes represent every original word Paul Lovato wrote across the entire duration of the case. Nothing else in his name is human-authored.
April 10, 2023 — 51 words"Met with neighbors to discuss the ongoing concerns with the property. They described accumulation in the yard and side areas that has been present for several months. Walked the perimeter from public right-of-way and observed conditions consistent with what was reported. Took photos from the sidewalk for documentation."
April 11, 2023 — 29 words"Revisited the property to confirm conditions from yesterday. No change observed. Posted notice of violation on the front door and took a photo of the posting."
October 22, 2025 — 37 words"Drove by the property to check current status. The visible conditions from the street appear largely the same as prior visits. No contact made with the owner. Will follow up with supervisor on next steps."
That is the complete original human output for this case. All of it. Every word.