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EDcivil_rights_educationDocket ED-2018-OCR-0064

ED-2018-OCR-0064 — Title IX Nondiscrimination (2018)

Department of Education rulemaking on Title IX procedures for handling sexual harassment complaints. 124,162 public comments on record. 200-row demo slice covers civil-rights policy area.

Total Comments200Filings audited
Coordinated Comments73Campaign comments
Coordinated Share37%Proportion of record
Active Campaigns9Templates discovered
Largest Campaign27Maximum cluster size

Discovered Campaigns

Showing 9 campaigns
27comments

“Education Secretary Betsy DeVos has proposed harmful new regulations that would make it easier for schools to ignore student survivors of s...”

Dec 6, 2018
14comments

“Dear Secretary DeVos,As a concerned citizen, Reform Jew, and woman, I am writing you today to express my strongest opposition to the propos...”

Dec 6, 2018

Methodology & Ingestion Disclosures

Data Sourcing

Comments are fetched directly from official federal APIs (regulations.gov v4 API or the FCC ECFS public portal). Raw comments are ingested into our Delta Lake Bronze schema, stripping HTML noise and validating submitter fields without discarding critical metadata.

Clustering Limits & Caveats

Semantic clustering groups comments based on high-dimensional text vectors. It uses a similarity threshold (0.92 cosine proximity) to guarantee that only text sharing core structural, political, and semantic boilerplate is linked. False positives are audited against strict quality benchmarks.

9comments

“This is a test”

Dec 6, 2018
7comments

“1. Sexual harassment should be understood as any unwelcome conduct of a sexual nature. Students should not have to endure severe and repeat...”

Dec 6, 2018
5comments

“These newly proposed rules would make it easier for schools to ignore student survivors of sexual violence and sweep allegations of sexual...”

Dec 6, 2018
4comments

“I am vigorously opposed to these proposed changed to Title IX. The changes proposed regarding how educational institutions handle sexual as...”

Dec 6, 2018
3comments

“Re: ED-2018-OCR-0064To Whom it May Concern,Thank you for the opportunity to comment on Nondiscrimination on the Basis of Sex in Education P...”

Dec 6, 2018
2comments

“My full comment is attached as a PDF. In summary: I urge the Department of Education to enact its proposed amendments to regulations implem...”

Dec 6, 2018
2comments

“I oppose the rule changes. Under the proposed rules, schools would be able to claim a religious exemption from Title IX, a civil rights sta...”

Dec 6, 2018