Datasets:

dharits3
/

ncaa-college-athlete-rosters-2025-26

@@ -1,29 +1,28 @@
-# Citation metadata (CFF 1.2.0). Citation is REQUESTED, not legally required —
-# the data are CC0 (see LICENSE).
 cff-version: 1.2.0
-message: "If you use this dataset or its build pipeline, please cite it as below."
 type: dataset
 title: "NCAA All Sports Rosters 2025-26: An Individual-Level Dataset Across All Divisions"
 authors:
   - family-names: "Shah"
     given-names: "Dharit"
-    email: "dharits3@gmail.com"
 abstract: >-
-  Individual-level roster data for all 28 NCAA championship and emerging sports,
-  all three divisions, both genders, for the single 2025-26 athletic year —
-  de-identified (no names, no per-athlete demographic predictions), with hometown,
-  high school, position, and class fields as published on official school athletics
-  sites, validated against the NCAA's official sponsor lists. Version 2.0.4 corrects US territory origin/state labeling (AS/GU/VI/MP/PR)
-  and documents full conference population (514,696 athletes across 1,087 schools).
 keywords:
   - NCAA
   - college athletics
-  - sports rosters
-  - participation
-  - social science
-license: CC0-1.0
-url: "https://huggingface.co/datasets/dharits3/ncaa-college-athlete-rosters-2025-26"
-repository-code: "https://github.com/Dharit13/NCAA_2025-26-Season-Dataset-Analysis"
-version: "2.0.4"
-doi: "10.57967/hf/9512"
-date-released: "2026-07-18"

 cff-version: 1.2.0
+message: "If you use this dataset, please cite it as below."
 type: dataset
 title: "NCAA All Sports Rosters 2025-26: An Individual-Level Dataset Across All Divisions"
 authors:
   - family-names: "Shah"
     given-names: "Dharit"
+version: "2.1.0"
+date-released: "2026-08-14"
+doi: "10.57967/hf/9512"
+license: CC0-1.0
+repository: "https://huggingface.co/datasets/dharits3/ncaa-college-athlete-rosters-2025-26"
+url: "https://huggingface.co/datasets/dharits3/ncaa-college-athlete-rosters-2025-26"
 abstract: >-
+  Individual-level roster records for all 28 NCAA championship and emerging
+  sports across Divisions I, II, and III for the 2025-26 athletic year:
+  513,655 named athlete rows from 1,087 schools, with school-published bio
+  fields (name, height, weight, major, previous school, hometown, high school)
+  and per-sport season-stats sidecar files for 10 sports. Compiled from
+  official school athletics-site rosters and validated against NCAA sponsor
+  lists. CC0 1.0; citation requested.
 keywords:
   - NCAA
   - college athletics
+  - rosters
+  - student-athletes
+  - sports analytics
+  - higher education

DATASHEET.md CHANGED Viewed

@@ -1,16 +1,22 @@
-# Datasheet — NCAA All Sports Rosters 2025-26
 A datasheet (after Gebru et al., *Datasheets for Datasets*) for the cross-sport master
 release: individual-level rosters for **all 28 NCAA championship + emerging sports**, all
-three divisions, both genders, one athletic year (2025-26). Companion documents:
-[README.md](README.md), [data/CODEBOOK.md](data/CODEBOOK.md),
-[OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md), [ETHICS_REVIEW.md](ETHICS_REVIEW.md),
-[DISCLOSURE_RISK.md](DISCLOSURE_RISK.md), [LEGAL_NOTES.md](LEGAL_NOTES.md),
-[OPT_OUT.md](OPT_OUT.md).
-All counts below are from the **build of 2026-07-06** (`metadata.json`) and will be
-**refreshed at the final build** — two recovery passes (pipeline-dropped athletes; missing
-sponsor-cell sweep) are still landing small upward revisions.
 ---
@@ -25,6 +31,19 @@ stratification — for the whole NCAA, in a single coherent year. It is also the
 individual-level count of 2025-26 NCAA participation until the NCAA's own report lands
 (~Sept 2026).
 **Who created the dataset and on behalf of which entity?** Dharit Shah
 (dharits3@gmail.com), independent researcher. No institution, no team.
@@ -44,78 +63,113 @@ as published on the athlete's own school's official athletics website. An athlet
 sports' rosters (e.g. cross country + track) appears once per sport, with per-sport
 `athlete_id`s — the same convention the NCAA uses in its participation reports.
-**How many instances are there in total?** **514,696 rows** (Men 290,969 / Women 223,727)
-across **1,087 schools** and 28 sports (v2.0.4, 2026-07-18 territory-origin fix).
-Per-sport row counts are in `metadata.json`. One deliberate redundancy:
-**`track_indoor` and `track_outdoor` share source rows** — schools publish one track &
-field roster; the indoor sport is materialized from the shared scrape and independently
-reconciled against the indoor sponsor lists (1,639 overlapping school-gender teams,
-distinct `tfi_`/`tfo_` ids). Never dedupe across sports blindly.
 **Does the dataset contain all possible instances or is it a sample?** It attempts the
-census of published rosters and holds **91.7% of the NCAA's reported athlete
-participations, 96.9% of sponsor-list teams, 98.5% of Division I** (v2.0.4 current;
-514,696 / 560,992). The shortfall is decomposed, not hand-waved
-([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md)): (1) ~3.1% of sponsor-list team cells
-missing (small D2/D3 and emerging-sport programs that publish no scrapeable roster);
-(2) published-roster vs reported-squad-size — official figures are season-cumulative
-compliance counts including walk-ons/scout-team/mid-season cuts who never appear on the
-public website (at D1 football, ~1 in 5 reported participants is never published);
-(3) vintage — the official baseline is 2024-25. **Selection skews:** missing teams
-concentrate in small non-D1 programs, so D1 is overrepresented relative to the true
-universe; unpublished squad members (disproportionately walk-ons) are absent by
-construction.
-**What data does each instance consist of?** 19 columns (public tier): `athlete_id`,
-`sport`, `athletic_year`, `season`, `division`, `gender`, `conference`, `school`,
-`position_raw`, `position_group`, `class_year_raw`, `class_standing`, `hometown_raw`,
-`hometown_city`, `hometown_state`, `origin`, `high_school`, `high_school_is_academy`,
-`source_url`. Full semantics in [data/CODEBOOK.md](data/CODEBOOK.md). An enriched
-analysis tier (`analysis/`, 54 columns; **research-only, not distributed** — see §6)
-adds hometown- and school-level SES/geography joined from public sources (Census ACS,
-IPEDS, College Scorecard, Opportunity Insights MRC) — all merged variables are area- or
-institution-level, none are per-athlete attributes. **v2.0** adds a high-school
-public/private/religious/prep-academy classification (NCES CCD + PSS federal censuses;
-`hs_category` and companions) and Census-validated town income & population (ACS 2022;
-`town_census_income`/`town_census_population`), the latter replacing a previously
-mis-scaled `hometown_population`. These too are place/school-level, never per-athlete.
-The town-income proxy was validated by variance decomposition (captures 98-100% of
-ZIP-level income variation for towns under 50k), and a coverage-bias audit confirmed the
-athletes lacking usable geography are only ~3.7% poorer than those retained (bias
-conservative). See `DATASET_RELEASE_NOTES.md`.
 **Is there a label or target associated with each instance?** No. This is an
 observational roster dataset, not a prediction task.
-**Is any information missing from individual instances?** Yes, where the source roster
-omitted it: field completeness varies by sport (hometown typically >95%, high school
-~90-95%, position/class near-complete; per-sport figures in each
-`dataset_release/<sport>/` datasheet). `hometown_state` is populated only for domestic
-athletes. Missing values are empty strings in CSV, typed nulls in Parquet.
-**Are relationships between individual instances made explicit?** Partially. `athlete_id`
-joins each row to the per-sport restricted and analysis tiers. Cross-sport identity of
-multi-sport athletes is **not** linked (ids are per-sport), except that the
-indoor/outdoor track overlap is documented at the team level.
-**Are there recommended data splits?** No task splits. Natural analysis strata
-(`sport`, `division`, `gender`) are explicit columns; per-sport releases carry
-per-division/gender splits.
 **Are there any errors, sources of noise, or redundancies?** Yes: (1) the track
 indoor/outdoor shared-row design above; (2) roster-page noise — schools vary in position
-vocabularies (a few list height in `position_raw`), hometown formatting, and class
-notation; raw fields are preserved alongside standardized ones; (3) residual
-misparses survive at low rates despite an 11-check verification battery and a
-label-integrity audit per sport; (4) `conference` is fully populated on the public tier
-  (`Independent` is intentional for true / sport-specific independents). Known sport-specific
-limitations (skiing's unsplittable coed tail, STUNT's unpublished tail) are documented in
-the per-sport codebooks.
 **Is the dataset self-contained, or does it link to external resources?** Self-contained.
 `source_url` points to the originating roster page (live, Wayback snapshot, or school
 roster API) for provenance; those pages may change or disappear, which does not affect
-the data. The analysis tier's external joins are baked in at build time.
 **Does the dataset contain data that might be considered confidential?** No. Every field
 was published by the athlete's institution on its public, logged-out athletics website.
@@ -127,211 +181,218 @@ otherwise cause anxiety?** No.
 gender, as published) and `origin` (domestic/international, derived from the published
 hometown). Age is not present; `class_standing` is academic, not demographic.
-**Is it possible to identify individuals from the dataset?** **Yes, by linkage — this
-dataset is de-identified, not anonymized.** Distributed files contain no names, contact
-information, jersey numbers, or profile URLs. But a row's quasi-identifiers
-(school + sport + position + class + hometown + high school) will often match exactly one
-athlete on the corresponding public source roster, which remains online and is pointed to
-by `source_url`. Re-identification recovers only what the school already published; it is
-nonetheless a documented residual risk, `hometown_*`/`high_school` are retained
-deliberately as research-critical quasi-identifiers, and users are asked not to attempt
-re-identification. See [ETHICS_REVIEW.md](ETHICS_REVIEW.md).
 **Does the dataset contain data that might be considered sensitive in any way?** **Not in
 the distributed files.** No race/ethnicity, religion, health, financial, biometric, or
-contact data. Two things exist upstream and are never distributed: (1) **named rosters**
-live only in per-sport `restricted/` folders in the research repo, shareable solely under
-a data-use agreement (the ICPSR two-tier model: public file without sensitive variables +
-DUA-gated restricted file); there is no cross-sport named tier at all. (2) **BISG
-race/ethnicity predictions** were generated for the research analysis; they are inferred
-probabilistic attributes about individuals, so they are **research-only and are not
-distributed in any tier**. Published race/ethnicity results are aggregates with **N<10
-suppression**.
 ---
 ## 3. Collection process
 **How was the data associated with each instance acquired?** Scraped from each school's
-official athletics-site roster page — directly observable, institution-published data;
-nothing reported by or inferred about the athletes themselves. Sources were
-server-rendered CMS pages (predominantly Sidearm Sports and PrestoSports), school roster
-APIs, and, for pages that had rolled to the next season or resisted scraping,
-**season-verified Wayback Machine snapshots**. Every row carries its `source_url`.
 **What mechanisms or procedures were used to collect the data, and how were they
-validated?** A reproducible pipeline (`2_scripts/`): (1) athletics-domain resolution,
-reused across sports; (2) a season-pinned static scraper (`scrape_sport.py`) with
-landed-URL/title season gates, school-identity checks, gender disambiguation for shared
-slugs, and WAF-aware fetching; (3) a **recovery ladder** for the tail — headless Chromium
-rendering, academic-year URL variants, homepage-nav slug discovery, Wayback snapshots —
-each result re-verified before keeping; (4) **reconciliation against the official NCAA
-directory** (`reconcile_official.py`): every sport's captured teams are matched name- and
-domain-level to the NCAA's own per-sport sponsor lists (web3.ncaa.org memberList), which
-also supplies authoritative division labels and flags never-attempted schools and
-mislabel risks. Each per-sport release passed an 11-check battery (id uniqueness, tier
-parity, PII-clean public tiers, split parity, sourcing, label-integrity, coverage). The
-whole build was benchmarked against the NCAA's published participation report
-([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md)).
 **If the dataset is a sample, what was the sampling strategy?** Not a sample by design —
-attempted census of the official sponsor lists. Non-capture is availability-driven (no
-published roster / undiscoverable URL), not sampled; the missing-cell list ships as
-`coverage_missing.csv`.
 **Who was involved in the data collection process and how were they compensated?** The
 author alone, unpaid, using LLM-assisted tooling (Claude Code) to write and run the
 pipeline.
-**Over what timeframe was the data collected?** In-season across the 2025-26 athletic
-year: fall-2025 sports scraped/verified against `2025` season pages, winter sports
-`2025-26`, spring sports `2026`, with rolled pages recovered from fall-dated archives.
-Collection and recovery ran through July 2026. The data are point-in-time roster
-snapshots, not season-cumulative.
-**Were any ethical review processes conducted?** **No institutional IRB.** The author is
-an independent researcher not covered by the Common Rule; research on public data of this
-kind would in any case be exempt under 45 CFR 46.104(d)(4)(i). Treating that exemption as
-a floor rather than clearance, a documented **self-review against Zimmer's (2010) four
-concerns** (consent, identifiability, harm, "already public") was conducted and shapes
-the release design — see [ETHICS_REVIEW.md](ETHICS_REVIEW.md).
 **Did you collect the data from the individuals directly, or obtain it via third
 parties?** Via third parties: the athletes' own institutions, which publish rosters on
 their official public websites. Scraping was logged-out access to public pages (the
 posture US courts have held outside the CFAA — *hiQ v. LinkedIn* (9th Cir. 2022), *Meta
-v. Bright Data* (2024); caveats and full analysis in [LEGAL_NOTES.md](LEGAL_NOTES.md)).
-**Were the individuals notified about the data collection?** **No.** The ~510,000
-athletes were not notified. The data are facts their institutions had already published
-about them in a directory-like form.
-**Did the individuals consent to the collection and use of their data?** **No consent was
-sought or obtained.** Athletes typically consent to their school's publicity practices,
 not to third-party aggregation. This is stated plainly rather than excused; the
-compensating controls are the de-identified public tier, the non-distribution of names
-and inferred attributes, and a standing removal process.
 **If consent was obtained, was a mechanism provided to revoke it?** N/A for consent, but
 an **opt-out/removal mechanism exists regardless**: any athlete (or their representative)
-can request removal of their row(s), honored in the next published version —
-see [OPT_OUT.md](OPT_OUT.md).
-**Has an analysis of the potential impact of the dataset on data subjects been
-conducted?** Yes, informally: the identifiability and harm analysis in
-[ETHICS_REVIEW.md](ETHICS_REVIEW.md) (linkage re-identification, aggregation beyond the
-source context, inferred-attribute risk) drove the tier design, the BISG
-non-distribution rule, and N<10 suppression. No formal DPIA (no GDPR nexus assessed;
-US-published data about US college rosters).
 ---
 ## 4. Preprocessing / cleaning / labeling
-**Was any preprocessing/cleaning/labeling of the data done?** Yes:
-- **Contamination filtering** — coaches, staff-directory entries, and non-athlete rows
-  removed (`is_non_athlete()`); a final cross-sport pass (2026-07-06) dropped 14
-  residual staff rows (`sanitize_report.txt`).
-- **Deduplication** — exact and (school, name, hometown) within-roster duplicates
-  removed; label-integrity audits removed rosters duplicated under wrong school names.
-- **Standardization** — `class_standing` (Fr/So/Jr/Sr/Gr/UNK), sport-specific
-  `position_group`, `hometown_city`/`hometown_state` parsed (USPS), `origin`
-  domestic/international, `high_school_is_academy` flagged. Raw fields (`*_raw`)
-  retained alongside every standardized field.
-- **Official-list reconciliation** — division labels and team inclusion reconciled to the
-  NCAA sponsor lists; club programs excluded; overcaptures quarantined.
-- **PII sanitization for release tiers** — names/contact/profile URLs stripped from
-  public and analysis tiers; ~380 scrape-debris field values scrubbed (leaked
-  names/emails/phones/social text) with a per-row log (`sanitize_report.txt`); the
-  shipped build's audit is clean — forbidden-column check PASS across all 56 tier files,
-  0 regex hits for email/phone/SSN (`pii_audit.txt`).
 **Was the "raw" data saved in addition to the preprocessed data?** Yes — raw scrapes,
-per-school CSVs, and run logs are preserved in the research repo (`outputs/`), enabling
-full reprocessing. They are not distributed (they contain names).
-**Is the software used to preprocess/clean/label the data available?** Yes — the pipeline
-(`2_scripts/`: scraper, recovery ladder, reconciliation, deliverable builder,
-`build_cross_sport_master.py`) is released with the project.
 ---
 ## 5. Uses
 **Has the dataset been used for any tasks already?** Yes, by the author: talent-geography
-and SES analyses per sport (each `dataset_release/<sport>/analysis/FINDINGS.md`) — e.g.
-divisional SES stratification, recruiting-distance gradients, prep-academy pipelines,
-state-level talent belts — and the official-vs-scraped participation benchmark
 ([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md)).
-**Is there a repository that links to papers or systems that use the dataset?** Not yet;
-citations will be tracked on the dataset's Hugging Face page.
 **What (other) tasks could the dataset be used for?** Sports-economics and
 sociology-of-sport research (access, stratification, Title IX-adjacent participation
-analysis), geographic/migration analysis via `hometown_*` joins to Census data,
-institutional research via `school` joins to IPEDS/Scorecard/MRC (public sources,
-joinable by key), a 2025-26 baseline for longitudinal roster studies, and record-linkage
-methods research.
 **Is there anything about the composition or collection that might impact future uses?**
-Yes: (1) **roster snapshot ≠ squad size** — do not treat counts as compliance-report
-participation figures (91.7%; relationship decomposed in OFFICIAL_COMPARISON.md);
-(2) **track indoor/outdoor share source rows** — pick a unit of analysis before
-cross-sport dedup; (3) missing teams skew small/non-D1 — weight or restrict accordingly;
-(4) `hometown_*`/`high_school` are quasi-identifiers — any derived release should
-preserve the de-identification posture and N<10 suppression for small cells;
-(5) position vocabularies are sport-specific — use `position_group` with the per-sport
-codebooks.
-**Are there tasks for which the dataset should not be used?** **Yes:**
-re-identification of individuals or linkage back to named rosters beyond what the source
-institutions publish; per-athlete demographic inference (e.g. name- or geography-based
-race prediction — the reason BISG outputs are not distributed); evaluation, ranking,
-recruiting, or any decision-making about individual athletes; and any commercial use of
-athletes' identities (NIL-adjacent uses). These are stated as conditions of use in the
-release documentation.
 ---
 ## 6. Distribution
-**Will the dataset be distributed to third parties?** Yes — the **public de-identified
-rosters tier only** (19 columns). The enriched analysis tier is **research-only and is
-not distributed** (owner decision 2026-07-07); its joined variables all come from public
-sources (IPEDS, Scorecard, Census ACS, Opportunity Insights) that any user can re-join
-by `school`/`hometown_*` key. Named restricted tiers stay in the research repo under
-per-sport data-use terms and are never posted to any archive. BISG outputs are never
-distributed at all. (Zenodo is explicitly ruled out for anything restricted — its terms
-bar non-anonymized personal data.)
-**How will the dataset be distributed?** On the **Hugging Face Hub** (CSV + Parquet, this
-documentation alongside), with the build pipeline in the accompanying code repository. A
-**DataCite DOI** is minted via Hugging Face **at release** — minted last, because a DOI
-locks the repo against deletion/rename; per-record removal remains possible via file
-commits (see OPT_OUT.md).
-**When will the dataset be distributed?** After the final recovery merge and count
-refresh (expected July 2026). Status at this writing: built, battery-verified,
-PII-audited, unpublished.
 **Will the dataset be distributed under a copyright or other IP license?** **CC0 1.0**,
-with a **citation request** (not a legal condition). Rationale: the contents are facts,
-which are uncopyrightable in the US (*Feist v. Rural*), so attribution licenses over the
-data would likely be unenforceable; CC0 is the norm at Dryad/Figshare/Dataverse and
-satisfies FAIR R1.1. Citation: Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An
-Individual-Level Dataset Across All Divisions.* [Data set].
 **Have any third parties imposed IP-based or other restrictions on the data?** No. The
 underlying facts are not copyrightable; collection was logged-out scraping of public
-pages. Some athletics sites publish terms of use; no agreement was entered (no login, no
-clickwrap).
 **Do any export controls or other regulatory restrictions apply?** None known. FERPA
-binds institutions, not third-party researchers, and the fields here mirror
-directory-type information the institutions chose to publish; this is documented as an
-open policy question, not a settled defense, in [LEGAL_NOTES.md](LEGAL_NOTES.md).
 ---
@@ -343,28 +404,29 @@ via the Hugging Face repo and the project code repository.
 **How can the owner/curator/manager be contacted?** dharits3@gmail.com, or issues on the
 dataset's Hugging Face page.
-**Is there an erratum?** An `ERRATA.md` will be maintained in the dataset repo from
-v1.0: confirmed data errors, affected rows/versions, and the fixing version.
-**Will the dataset be updated?** Yes. (1) **Correction releases** for errata and removal
-requests, version-bumped with changelogs. (2) A planned **2026-27 reproduction** using
-the released pipeline, published as a separate season dataset — the DOI is
-version-scoped, so each season/version remains citable as consumed.
 **If the dataset relates to people, are there applicable limits on the retention of the
 data?** No statutory limit, but a standing **per-record removal process**: any athlete
-can request deletion of their rows ([OPT_OUT.md](OPT_OUT.md)); removals are applied in
-the next version via file commits (DOI-compatible) and logged in the errata without
-naming the requester.
 **Will older versions continue to be supported/hosted/maintained?** Hugging Face
 preserves version history via git revisions; superseded versions remain accessible for
 reproducibility, except that rows removed by opt-out are removed from the tip and noted
-in errata (prior git revisions are the platform's retention behavior, documented in
-OPT_OUT.md).
 **If others want to extend/augment/build on the dataset, is there a mechanism?** Yes —
 CC0 permits anything; the full pipeline is released for reproduction or extension to
-future seasons; derived-work authors are asked to keep the de-identification posture and
-suppression rules of §5. Contributions/corrections via Hugging Face discussions or
-email.

+# Datasheet — NCAA All Sports Rosters 2025-26 (v2.1.0)
 A datasheet (after Gebru et al., *Datasheets for Datasets*) for the cross-sport master
 release: individual-level rosters for **all 28 NCAA championship + emerging sports**, all
+three divisions, both genders, one athletic year (2025-26). Companion documents in this
+release: [data/CODEBOOK.md](data/CODEBOOK.md), [by_sport/README.md](by_sport/README.md),
+[OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md), [LICENSE](LICENSE),
+[metadata.json](metadata.json), [MANIFEST.json](MANIFEST.json). The v2.0.5 governance
+documents (ethics review, disclosure-risk analysis, legal notes, opt-out process) carry
+forward unchanged and are distributed alongside the dataset repository.
+All counts below are from the **build of 2026-08-14** (v2.1.0, `metadata.json`).
+**What changed in v2.1.0.** The dataset is now **named**: `first_name` and `last_name`
+are public columns. Six enrichment columns were added (`major`, `previous_school`,
+`height_raw`/`height_in`, `weight_raw`/`weight_lbs`), and **10 sports gained per-sport
+season-stats sidecar files** joined on `athlete_id`. Row count moved 514,696 → **513,655**
+(−1,041 junk rows removed; see §4). The schema is now **27 columns** (the 19 v2.0.5
+public columns + 8 new).
 ---
 individual-level count of 2025-26 NCAA participation until the NCAA's own report lands
 (~Sept 2026).
+**Why is v2.1.0 a named release?** Two reasons. (1) Every value in the file is a
+**school-published fact**: names appear on the same public, logged-out roster pages as
+every other field, published by the athlete's own institution in a directory-like form.
+The v2.0.x de-identified posture withheld names while shipping quasi-identifiers
+(school + sport + position + class + hometown + high school) that already resolved most
+rows to a unique athlete on the public source page pointed to by `source_url` — a
+protection that was largely formal. (2) Names enable **external linkage** — to transfer
+portals, professional drafts, record books, later seasons, and other public sports data —
+which is where much of the research value of an athlete-level census lies. The
+compensating controls are unchanged: no inferred attributes are distributed (§2, §6), use
+conditions prohibit evaluation/ranking of individuals and NIL-adjacent commercial use of
+identities (§5), and a standing per-record opt-out applies (§7).
 **Who created the dataset and on behalf of which entity?** Dharit Shah
 (dharits3@gmail.com), independent researcher. No institution, no team.
 sports' rosters (e.g. cross country + track) appears once per sport, with per-sport
 `athlete_id`s — the same convention the NCAA uses in its participation reports.
+**How many instances are there in total?** **513,655 rows** (Men 290,510 / Women 223,145)
+across **1,087 schools** and 28 sports; D1 185,086 / D2 124,660 / D3 203,909. Origin:
+domestic 459,068 / international 43,853 / unknown 10,734. Per-sport row counts are in
+`metadata.json` and the coverage table below. One deliberate redundancy: **`track_indoor`
+and `track_outdoor` share source rows** — schools publish one track & field roster; the
+indoor sport is materialized from the shared scrape and independently reconciled against
+the indoor sponsor lists (distinct `tfi_`/`tfo_` ids). Never dedupe across sports blindly.
 **Does the dataset contain all possible instances or is it a sample?** It attempts the
+census of published rosters. Coverage against the NCAA's own participation figures is
+decomposed, not hand-waved, in [OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md): the gap
+is missing small non-D1 team cells, published-roster vs reported-squad-size (compliance
+counts include walk-ons and mid-season cuts never published on the website), and vintage.
+Selection skews: missing teams concentrate in small non-D1 programs; unpublished squad
+members (disproportionately walk-ons) are absent by construction.
+**What data does each instance consist of?** **27 columns**: the 19 v2.0.5 public
+columns (`athlete_id`, `sport`, `athletic_year`, `season`, `division`, `gender`,
+`conference`, `school`, `position_raw`, `position_group`, `class_year_raw`,
+`class_standing`, `hometown_raw`, `hometown_city`, `hometown_state`, `origin`,
+`high_school`, `high_school_is_academy`, `source_url`) plus 8 new: `first_name`,
+`last_name`, `major`, `previous_school`, `height_raw`, `height_in`, `weight_raw`,
+`weight_lbs`. The physical column order is locked with the identity/bio columns
+following `athlete_id` (see [samples/data_dictionary.csv](samples/data_dictionary.csv)
+for the exact order); raw + parsed pairs ship together by policy
+(`height_raw`/`height_in`, `weight_raw`/`weight_lbs`). Full semantics in
+[data/CODEBOOK.md](data/CODEBOOK.md).
+**Stats sidecars (new in v2.1.0).** 10 sports additionally ship a per-sport season-stats
+file `by_sport/<sport>/stats.{parquet,csv}` with **sport-specific columns by design** —
+stat vocabularies differ per sport and are never merged into one wide file. Sidecars join
+to the main file on `athlete_id`. **205,132 athletes (39.9%) have ≥1 stat row.** See
+[by_sport/README.md](by_sport/README.md) and each sport's `by_sport/<sport>/CODEBOOK.md`.
+**Per-sport coverage** (share of rows non-null; from
+[samples/sport_summary.csv](samples/sport_summary.csv)):
+| Sport | Athletes | height % | weight % | major % | prev. school % | Stats rows |
+|---|---:|---:|---:|---:|---:|---:|
+| acro_tumbling | 1,099 | 55.4 | 0.0 | 33.2 | 10.2 | — |
+| baseball | 38,033 | 90.1 | 76.8 | 32.3 | 33.8 | 27,470 |
+| basketball | 32,614 | 89.0 | 36.8 | 31.3 | 30.8 | 26,818 |
+| beach_volleyball | 1,678 | 81.3 | 0.0 | 27.2 | 31.6 | — |
+| bowling | 804 | 39.1 | 0.0 | 34.0 | 15.0 | — |
+| cross_country | 28,178 | 30.2 | 5.5 | 30.9 | 13.4 | — |
+| equestrian | 1,017 | 26.3 | 0.0 | 36.2 | 14.6 | — |
+| fencing | 1,212 | 42.6 | 9.2 | 28.5 | 0.4 | — |
+| field_hockey | 6,300 | 79.8 | 0.0 | 44.4 | 11.7 | 5,439 |
+| football | 72,512 | 90.3 | 89.3 | 25.7 | 23.7 | 34,982 |
+| golf | 13,447 | 38.8 | 8.7 | 28.7 | 19.3 | — |
+| gymnastics | 2,031 | 53.7 | 1.4 | 21.8 | 17.6 | — |
+| ice_hockey | 7,529 | 87.2 | 44.8 | 14.7 | 35.8 | 6,345 |
+| lacrosse | 29,221 | 86.3 | 41.4 | 39.6 | 13.5 | 24,789 |
+| rowing | 5,763 | 42.7 | 0.6 | 26.8 | 4.8 | — |
+| rugby | 824 | 57.4 | 0.0 | 17.6 | 4.5 | — |
+| skiing | 500 | 21.2 | 2.8 | 25.8 | 14.6 | — |
+| soccer | 54,537 | 84.9 | 27.4 | 36.8 | 24.7 | 42,750 |
+| softball | 20,661 | 80.6 | 0.0 | 34.9 | 22.4 | 17,160 |
+| stunt | 1,046 | 33.6 | 0.0 | 25.4 | 25.5 | — |
+| swimming | 20,808 | 33.6 | 5.0 | 30.3 | 9.5 | — |
+| tennis | 14,019 | 51.1 | 8.5 | 32.6 | 17.2 | — |
+| track_indoor | 60,816 | 24.1 | 4.7 | 27.2 | 11.7 | — |
+| track_outdoor | 64,231 | 24.9 | 4.9 | 27.9 | 12.3 | — |
+| triathlon | 321 | 38.3 | 0.0 | 29.6 | 7.5 | — |
+| volleyball | 21,394 | 90.2 | 4.4 | 37.3 | 22.5 | 17,767 |
+| water_polo | 2,333 | 71.6 | 23.0 | 40.3 | 17.6 | 1,612 |
+| wrestling | 10,727 | 33.5 | 49.6 | 33.4 | 15.1 | — |
+Overall: `first_name` 100%, `last_name` 99.5% (2,542 mononym athletes),
+`height_in` 62.2%, `weight_lbs` 30.0%, `major` 30.9%,
+`previous_school` 19.5%, `high_school` 92.5%.
 **Is there a label or target associated with each instance?** No. This is an
 observational roster dataset, not a prediction task.
+**Is any information missing from individual instances?** Yes, wherever the source page
+omitted it — see the missingness section below, which governs interpretation of every
+coverage figure in this document. Missing values are empty strings in CSV, typed nulls in
+Parquet.
+**Are relationships between individual instances made explicit?** `athlete_id` joins each
+row to its sport's stats sidecar. Cross-sport identity of multi-sport athletes is **not**
+linked (ids are per-sport); with names now public, users can construct such links
+themselves, subject to the use conditions in §5.
+**Are there recommended data splits?** No task splits. Natural analysis strata (`sport`,
+`division`, `gender`) are explicit columns; `by_sport/` carries per-gender and
+per-division CSV splits.
 **Are there any errors, sources of noise, or redundancies?** Yes: (1) the track
 indoor/outdoor shared-row design above; (2) roster-page noise — schools vary in position
+vocabularies, hometown formatting, and class notation; raw fields are preserved alongside
+standardized ones; (3) `previous_school` is source-labeled and heterogeneous (college /
+junior or club team / high school, depending on the school — see the codebook); (4) one
+deliberate id collision is retained: `ih_1d6230318867` and its `_2` suffix at Beloit are
+two **different** ice-hockey athletes who share a name (goalie Jr / defense Sr) — an id
+collision, not a duplicate; (5) known limitations: WMT-platform schools partially covered
+(Stanford/UCLA/Penn State bio pages); Sidearm goalkeeper/pitching stat lines that render
+only via JS are not captured everywhere; Presto combined "Sacks-YDS" football columns are
+left unsplit; the track-family
+(indoor/outdoor/XC) name-bridge rejoin rate is 83.3–83.5% (adjudicated; remainder
+enrichment left null); ice-hockey goalie `minutes` is unreliable.
 **Is the dataset self-contained, or does it link to external resources?** Self-contained.
 `source_url` points to the originating roster page (live, Wayback snapshot, or school
 roster API) for provenance; those pages may change or disappear, which does not affect
+the data.
 **Does the dataset contain data that might be considered confidential?** No. Every field
 was published by the athlete's institution on its public, logged-out athletics website.
 gender, as published) and `origin` (domestic/international, derived from the published
 hometown). Age is not present; `class_standing` is academic, not demographic.
+**Is it possible to identify individuals from the dataset?** **Yes — directly. v2.1.0 is
+a named release.** `first_name`/`last_name` are public columns, as published by each
+athlete's institution. This replaces the v2.0.x de-identified posture, whose
+quasi-identifiers already resolved most rows to a unique athlete on the public source
+roster (see §1 for the rationale). What the dataset adds is aggregation and linkability,
+not new facts about any individual; the use conditions in §5 and the opt-out in §7 are
+the corresponding controls.
 **Does the dataset contain data that might be considered sensitive in any way?** **Not in
 the distributed files.** No race/ethnicity, religion, health, financial, biometric, or
+contact data. Locked governance policy: **BISG race/ethnicity predictions, income/SES,
+Census-tract, and mobility-report-card joins are research-only and appear in no
+distributed file.** Published race/ethnicity results are aggregates with N<10
+suppression. A PII audit of every staged file in this release is clean.
+---
+## 2a. Missingness is a publication convention
+**Schools choose what to publish.** A null in this dataset ordinarily means the school
+did not publish the field, not that the scrape missed it. The clearest case is women's
+weight: **many schools do not publish weights for women's teams** — softball 0%, field
+hockey 0%, volleyball ~4% — so near-zero weight coverage in those sports is a fact about
+publication norms, not scrape failure. The same logic runs the other way: football
+publishes weight almost universally (89.3%), and wrestling publishes weight (49.6%) more
+readily than height (33.5%) because athletes compete by weight class. Roster-card sports
+(football, baseball, basketball, hockey) publish height routinely; time-based sports
+(track, swimming, cross country) mostly do not. `major` and `previous_school` appear only
+where a school's roster template includes them.
+Consequences for users: **columns are never dropped for low coverage** — per-sport rates
+are documented instead ([samples/sport_summary.csv](samples/sport_summary.csv)); coverage
+comparisons across sports or genders measure publication conventions before they measure
+anything about athletes; and modeling missingness as random is wrong — it is structured
+by sport, gender, division, and website platform.
 ---
 ## 3. Collection process
 **How was the data associated with each instance acquired?** Scraped from each school's
+official athletics website — directly observable, institution-published data; nothing
+reported by or inferred about the athletes themselves. v2.1.0 layers a **re-scrape of
+school-published roster, bio, and stats pages (June–August 2026)** on top of the v2.0
+roster scrape: the v2.0 row universe was retained (minus the junk rows of §4) and each
+sport's rosters were re-visited to capture names, bio fields (height, weight, major,
+previous school), and season statistics. Sources were server-rendered CMS pages
+(predominantly Sidearm Sports and PrestoSports), school roster APIs, and season-verified
+Wayback Machine snapshots. Every row carries its `source_url`.
 **What mechanisms or procedures were used to collect the data, and how were they
+validated?** The v2.0 pipeline (athletics-domain resolution; season-pinned scraper with
+season gates, school-identity checks, and gender disambiguation; recovery ladder;
+reconciliation against the official NCAA per-sport sponsor lists) is described in the
+v2.0.5 datasheet and remains the foundation. The v2.1.0 enrichment was verified per
+sport, and **every one of the 28 sports was signed off** with three independent layers:
+1. **Internal battery** — structural, range, and cross-field checks (id uniqueness and
+   join integrity, height/weight plausibility ranges, raw↔parsed agreement, per-sport
+   stat-column constraints).
+2. **Adversarial live-page verification** — for each sport, 9–11 independent agents
+   re-scraped ~25 stratified athletes against the live school pages and compared
+   field-by-field; **~3,000 field-level checks total across sports, with zero
+   wrong-value findings in signed-off sports** — all discrepancies found were
+   under-capture (a published value the pipeline missed), never a wrong captured value.
+3. **External record-book cross-checks** — for each stats sport, 5–6 athletes checked
+   against independent sources (e.g. collegehockeyinc.com, NCAA record books).
+Full per-sport log: `docs/enrichment/VERIFICATION_LOG.md` in the research repository.
+The roster universe itself was benchmarked against the NCAA's published participation
+report ([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md)).
 **If the dataset is a sample, what was the sampling strategy?** Not a sample by design —
+attempted census of the official sponsor lists. Non-capture is availability-driven, not
+sampled.
 **Who was involved in the data collection process and how were they compensated?** The
 author alone, unpaid, using LLM-assisted tooling (Claude Code) to write and run the
 pipeline.
+**Over what timeframe was the data collected?** Rosters in-season across the 2025-26
+athletic year (fall 2025 – spring 2026, recovery through July 2026); enrichment and stats
+re-scrape June–August 2026. The data are point-in-time roster snapshots plus
+season-final statistics, not season-cumulative compliance counts.
+**Were any ethical review processes conducted?** No institutional IRB (independent
+researcher; public-data research of this kind is in any case exempt under 45 CFR
+46.104(d)(4)(i)). A documented self-review against Zimmer's (2010) four concerns
+(consent, identifiability, harm, "already public") was conducted for v2.0 and revisited
+for the named release; it shapes the governance policy in §2 and §6 and the opt-out in
+§7.
 **Did you collect the data from the individuals directly, or obtain it via third
 parties?** Via third parties: the athletes' own institutions, which publish rosters on
 their official public websites. Scraping was logged-out access to public pages (the
 posture US courts have held outside the CFAA — *hiQ v. LinkedIn* (9th Cir. 2022), *Meta
+v. Bright Data* (2024)).
+**Were the individuals notified about the data collection?** No. The athletes were not
+notified. The data are facts their institutions had already published about them in a
+directory-like form.
+**Did the individuals consent to the collection and use of their data?** No consent was
+sought or obtained. Athletes typically consent to their school's publicity practices,
 not to third-party aggregation. This is stated plainly rather than excused; the
+compensating controls are the non-distribution of inferred attributes, the use
+conditions of §5, and the standing removal process of §7.
 **If consent was obtained, was a mechanism provided to revoke it?** N/A for consent, but
 an **opt-out/removal mechanism exists regardless**: any athlete (or their representative)
+can request removal of their row(s) via dharits3@gmail.com, honored in the next published
+version.
 ---
 ## 4. Preprocessing / cleaning / labeling
+**Was any preprocessing/cleaning/labeling of the data done?** The v2.0 pipeline's
+contamination filtering, deduplication, standardization, official-list reconciliation,
+and PII sanitization are described in the v2.0.5 datasheet and carry forward. New in
+v2.1.0:
+- **Junk-row removal (−1,041 rows; 514,696 → 513,655).** 845 platform dual-render
+  duplicate rows (identical athletes emitted twice by the "firehawk" template, carrying
+  `_N`-suffixed `athlete_id`s) and 196 header-artifact rows (a column header such as
+  `Ht.`/`Cl.`/`Wt.` scraped as an athlete name). No real athletes were removed.
+- **Name repairs** (all inherited from the v2.0.x source data; every change logged in an
+  internal ledger): **1,562** `'Last,'`/`'First'` comma-swap fixes; **407**
+  jersey-number-in-`first_name` fixes (real name parsed out of `last_name`; 80
+  height/weight values recovered from mashed UCLA baseball bio strings in the same
+  pass); **2** trailing-comma strips; **1** manual fix (Alleda Hawron, Western New
+  England track).
+- **One deliberate keep:** `ih_1d6230318867`/`_2` at Beloit are two different athletes
+  who share a name (goalie Jr / defense Sr) — an id collision retained, not a duplicate.
+- **Null-literal cleanup** — **2,142** junk placeholder strings (`<NA>`, `nan`, `N/A`,
+  `null`, `None`) replaced with true nulls: 2,129 `weight_raw` values (concentrated in
+  acro & tumbling and STUNT), 12 `high_school`, 1 `hometown_city`. This is why those
+  two sports' weight coverage reads 0.0%. Alongside the removed duplicate rows, **4**
+  orphaned stats-sidecar rows (ids with no surviving roster row) were dropped.
+- **Parsing** — `height_in` (float inches) and `weight_lbs` (integer pounds) parsed from
+  the as-published `height_raw`/`weight_raw` strings, which are retained unchanged.
 **Was the "raw" data saved in addition to the preprocessed data?** Yes — raw scrapes,
+per-school CSVs, run logs, and the v2.1 fix ledger are preserved in the research repo,
+enabling full reprocessing.
+**Is the software used to preprocess/clean/label the data available?** Yes — the
+pipeline is released with the project.
 ---
 ## 5. Uses
 **Has the dataset been used for any tasks already?** Yes, by the author: talent-geography
+and SES analyses per sport, and the official-vs-scraped participation benchmark
 ([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md)).
 **What (other) tasks could the dataset be used for?** Sports-economics and
 sociology-of-sport research (access, stratification, Title IX-adjacent participation
+analysis); geographic/migration analysis via `hometown_*`; institutional research via
+`school` joins to IPEDS/Scorecard; a 2025-26 baseline for longitudinal roster studies;
+and — newly practical with names — **record linkage** to transfer portals, drafts,
+record books, and future seasons, plus roster-construction and performance analysis via
+the stats sidecars.
 **Is there anything about the composition or collection that might impact future uses?**
+Yes: (1) roster snapshot ≠ compliance squad size ([OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md));
+(2) track indoor/outdoor share source rows — pick a unit of analysis before cross-sport
+dedup; (3) missing teams skew small/non-D1; (4) **missingness is a publication
+convention** (§2a) — coverage differences are publication norms first; (5)
+`previous_school` is source-labeled, not standardized; (6) position vocabularies are
+sport-specific — use `position_group`; (7) stats sidecars are sport-specific by design —
+do not union them.
+**Are there tasks for which the dataset should not be used?** **Yes:** per-athlete
+demographic inference (e.g. name- or geography-based race prediction — the reason BISG
+outputs are never distributed); evaluation, ranking, recruiting, or any decision-making
+about individual athletes; harassment or contact of athletes; and any commercial use of
+athletes' identities (NIL-adjacent uses — the CC0 dedication covers the data compilation
+and grants **no** name/image/likeness or publicity rights). These are stated as
+conditions of use in the release documentation.
 ---
 ## 6. Distribution
+**Will the dataset be distributed to third parties?** Yes — the 27-column named public
+tier and the 10 per-sport stats sidecars, exactly as staged here. Research-tier
+variables (BISG race predictions, income/SES, tract, mobility joins) are **never
+distributed in any file** (locked policy). The PII audit of every staged file is clean.
+**How will the dataset be distributed?** On the **Hugging Face Hub** (canonical; CSV +
+Parquet, this documentation alongside), DOI **10.57967/hf/9512**, with a Kaggle mirror
+and the build pipeline in the accompanying code repository.
+**When will the dataset be distributed?** v2.1.0, built 2026-08-14.
 **Will the dataset be distributed under a copyright or other IP license?** **CC0 1.0**,
+with a **citation request** (not a legal condition). The contents are facts,
+uncopyrightable in the US (*Feist v. Rural*). CC0 covers the data compilation only; it
+grants no NIL/publicity rights in any athlete's identity. Citation: Shah, Dharit (2026).
+*NCAA All Sports Rosters 2025-26: An Individual-Level Dataset Across All Divisions.*
+[Data set]. doi:10.57967/hf/9512.
 **Have any third parties imposed IP-based or other restrictions on the data?** No. The
 underlying facts are not copyrightable; collection was logged-out scraping of public
+pages; no terms were agreed to (no login, no clickwrap).
 **Do any export controls or other regulatory restrictions apply?** None known. FERPA
+binds institutions, not third-party researchers, and the fields mirror directory-type
+information the institutions chose to publish; documented as an open policy question,
+not a settled defense, in the v2.0.5 legal notes.
 ---
 **How can the owner/curator/manager be contacted?** dharits3@gmail.com, or issues on the
 dataset's Hugging Face page.
+**Is there an erratum?** Confirmed data errors, affected rows/versions, and the fixing
+version are logged in the dataset repo's errata.
+**Will the dataset be updated?** Yes. (1) Correction releases for errata and removal
+requests, version-bumped with changelogs (this release, v2.1.0, is itself the named +
+enriched successor to v2.0.5). (2) A planned 2026-27 reproduction using the released
+pipeline, published as a separate season dataset — the DOI is version-scoped, so each
+season/version remains citable as consumed.
 **If the dataset relates to people, are there applicable limits on the retention of the
 data?** No statutory limit, but a standing **per-record removal process**: any athlete
+(or their representative) can request deletion of their rows (dharits3@gmail.com);
+removals are applied in the next version via file commits (DOI-compatible) and logged in
+the errata without naming the requester. This matters more, not less, in a named
+release.
 **Will older versions continue to be supported/hosted/maintained?** Hugging Face
 preserves version history via git revisions; superseded versions remain accessible for
 reproducibility, except that rows removed by opt-out are removed from the tip and noted
+in errata.
 **If others want to extend/augment/build on the dataset, is there a mechanism?** Yes —
 CC0 permits anything; the full pipeline is released for reproduction or extension to
+future seasons; derived-work authors are asked to honor the §5 use conditions and N<10
+suppression for small demographic cells. Contributions/corrections via Hugging Face
+discussions or email.

DISCLOSURE_RISK.md CHANGED Viewed

@@ -1,120 +1,214 @@
-# Disclosure Risk Assessment — NCAA All Sports 2025-26
-**Written indirect-identifier risk assessment** (ICPSR frame) for the public and analysis
-tiers of the cross-sport master. **Current tip: v2.0.4 — 514,696 rows, 1,087 schools**
-(2026-07-18). Assessment written against the Gate-0 final build of **2026-07-08
-(515,393 rows / 1,089 schools)**; post-review removals changed counts, not the
-quasi-identifier inventory or treatment decisions. Companion:
-[ETHICS_REVIEW.md](ETHICS_REVIEW.md). Ground truth used here: `data/CODEBOOK.md`,
-`pii_audit.txt` (clean: forbidden-column check PASS across all 56 tier files; 0 regex hits
-for email/phone/SSN in free-text columns), `sanitize_report.txt` (per-row log:
-staff-directory rows dropped, leaked `high_school` values scrubbed).
-**Headline, stated up front:** the public tier is **de-identified, not anonymized**.
-Re-identification by linkage to the source roster pages is trivial — by design, since every
-field is an institution-published fact and `source_url` points at the page. The assessment
-therefore turns on what a successful linkage *yields*, not on whether it is possible.
-## 1. Quasi-identifier inventory
-Direct identifiers (names, contact info, photos, bio links) are absent from all distributed
-tiers — removed at sanitization and enforced by the forbidden-column audit. What remains:
-| Field | Uniqueness contribution | Note |
 |---|---|---|
-| `school` | High (partitions to ~15–120 athletes) | 1,087 values |
-| `sport` + `gender` | High (partitions to one team, ~10–120 rows) | with school: the roster itself |
-| `position_raw` / `position_group` | Medium–high within team | often 1–5 per team |
-| `class_year_raw` / `class_standing` | Medium within team | 6 bins |
-| `hometown_city` / `hometown_state` / `hometown_raw` | High | frequently unique within a team |
-| `high_school` (+ `high_school_is_academy`) | High | frequently unique within a team |
-| `origin` | Low | 3 bins |
-| `source_url` | **Total** — direct pointer to the named source page | provenance field |
-| `athlete_id` | None externally (surrogate) | joins to restricted tier **inside this repo only** |
-school × sport × gender × class × position × hometown is unique for the large majority of
-rows. This is not disputed; it is the premise of the analysis below.
-## 2. The linkage attack
-Take any row → open `source_url` (or search "{school} {sport} roster 2025-26", or the
-Wayback capture) → match on position + class + hometown + high school → read the name.
-Cost: under a minute, no skill, no auxiliary dataset. **The attack succeeds essentially
-always** while the source page is live or archived.
-## 3. Why the attack yields no new information
-The linkage target — the school's own roster page — is the very page that **already
-displays the name next to every quasi-identifier in the row**. An attacker who completes
-the linkage learns nothing about the individual they did not have on screen at the moment
-of linkage. The dataset's marginal content over its sources is:
-- cross-school **aggregation** (the population, not any person), and
-- **place-level context** in the analysis tier — IPEDS/Scorecard/Opportunity Insights
-  facts about the *school* and census-style medians about the *hometown city*
-  (`school_pct_pell`, `mrc_par_median`, `hometown_median_household_income`, `dist_mi`,
-  `income_band`, ...). All are public statistics about places and institutions,
-  attachable by anyone from the same public keys; none is an individual-level attribute
-  or inference.
-No distributed tier contains a sensitive attribute to *unlock* by re-identifying: no race
-(BISG outputs are research-only, never distributed), no income, no contact info, no DOB,
-no injury/eligibility status. Linkage recovers a name the source already published,
-attached to facts the source already published.
-## 4. The genuine residual risk
-**A future reader, after the source rosters go offline.** Schools prune old rosters
-(though Presto-era season pages persist for years, and Wayback holds captures); a reader
-in 2036 could hold a quasi-unique row for a person whose roster entry is no longer
-casually findable. Even then the row contains only 2025-26 roster facts — but the dataset
-would at that point be *preserving* publicity the school had let lapse. Mitigations:
-- **Opt-out**, honored per-record indefinitely (repository-level removal path established
-  before DOI minting, since the DOI locks the record against deletion).
-- **No sensitive attributes** in any distributed tier — the payoff of future linkage stays
-  fixed at "was on a roster, played this position, from this town."
-- Documented warning in CODEBOOK/DATASHEET: do not attempt re-identification.
-Accepted as residual: it cannot be eliminated without destroying the quasi-identifiers
-that are the dataset's research value (§6).
-## 5. Aggregate-tier rules
-Published aggregates (including any research-only BISG summaries that surface in papers)
-follow: **suppress cells with N<10**. One suppressed cell in a margined table is
-recoverable by subtraction — a school × sport × race table with published school × sport
-totals leaks every lone suppressed cell. Therefore, prescriptively:
-- **Complementary suppression:** whenever a cell is suppressed, suppress at least one
-  complementary cell in each margin that would otherwise recover it; or
-- **Coarsen instead:** collapse race bins (or class/position bins) until every cell
-  clears N≥10, so no suppression is needed. Preferred for school × sport × race tables,
-  where single-suppression is near-certain at team sizes.
-No aggregate release ships with exactly one suppressed cell in any margined dimension.
-## 6. Treatment decisions (ICPSR menu: retain / recode / suppress / remove)
-| Field | Decision | Justification |
 |---|---|---|
-| Names, contact info, photos, bio text | **Removed** (sanitization) | Direct identifiers. 14 staff-directory rows dropped; leaked emails/phones/social text scrubbed from free-text fields (`sanitize_report.txt`); absence enforced by `pii_audit.txt` forbidden-column check. |
-| BISG per-athlete race predictions | **Never distributed** (research-only) | The only sensitive inferred attribute in the project; attaching it to a linkable row is the one outcome every other control exists to prevent. |
-| `hometown_city` / `hometown_state` / `hometown_raw` | **Retain as published** | Core research value (geographic origin, access). Institution-published. Coarsening to state would gut origin analysis while linkage remains trivial via the remaining fields — cost without benefit. |
-| `high_school` (+ `_is_academy`) | **Retain as published** | Core research value (pipelines, academy routes). Institution-published. Same cost/benefit as hometown. |
-| `class_year_raw` / `class_standing` | **Retain as published** | Needed for cohort/eligibility analysis; institution-published; low marginal uniqueness given hometown is already carried. |
-| `position_raw` / `position_group` | **Retain as published** | Sport-structural variable; institution-published. |
-| `school`, `sport`, `division`, `conference`, `gender`, `season` | **Retain — no treatment needed** | Institutional/structural, not personal. School-naming per se does not destroy anonymity (claim tested and refuted 0-3 — ETHICS_REVIEW). |
-| `origin` | **Retain — no treatment needed** | 3-bin derivation of hometown; adds no uniqueness beyond it. |
-| `source_url` | **Retain, documented as the linkage vector** | Provenance is a FAIR requirement (R1.2) and the honest disclosure of the linkage path. Removing it would not impede the attack (a web search reproduces it) — it would only obscure provenance. |
-| `athlete_id` | **Retain (surrogate)** | Carries no external information; sport-prefixed random key. Join to named restricted tier exists only inside this repo; restricted tiers are never deposited externally. |
-| Analysis-tier place joins (`school_*`, `mrc_*`, `hometown_median_household_income`, `hometown_population`, `dist_mi`, `in_state`, `income`/`income_band`) | **Retain — no treatment needed** | Public place-level statistics keyed on already-carried fields; reproducible by any user from IPEDS/Scorecard/MRC; no individual-level content. |
-**Summary decision:** the public tier ships as-is under the de-identified-not-anonymized
-label; the analysis tier adds place-level context only; names and inferred sensitive
-attributes never leave the repo; aggregates follow §5. Reassessed at each annual release
-alongside ETHICS_REVIEW.md.
 ---
-*Assessment written against Gate-0 final build 2026-07-08 (515,393 rows / 1,089 schools).
-Assessed 2026-07-07. Current tip: v2.0.4 (514,696 rows / 1,087 schools, 2026-07-18).*

+# Disclosure Risk Assessment — NCAA All Sports Rosters 2025-26 (v2.1.0)
+**Written disclosure-risk assessment for the v2.1.0 public release: 513,655 athlete
+rows, 1,087 schools, 28 sports, NCAA D1/D2/D3, 2025-26 athletic year. Built
+2026-08-14.** Men 290,510 / Women 223,145. Companions:
+[ETHICS_REVIEW.md](ETHICS_REVIEW.md), [OPT_OUT.md](OPT_OUT.md),
+[LEGAL_NOTES.md](LEGAL_NOTES.md). Ground truth: the staged files under this
+directory, [samples/data_dictionary.csv](samples/data_dictionary.csv), and the
+PII audit run over every staged file (clean — see §3).
+**Headline, stated up front:** v2.1.0 distributes **identified records by
+design**. `first_name` and `last_name` are public columns. The prior release
+(v2.0.5) was de-identified, and its disclosure assessment asked whether rows
+could be re-identified through quasi-identifiers. That question is now moot.
+The questions this document must answer instead are:
+1. exactly what a named row does and does not reveal (§2);
+2. whether the sensitive research tier can be reconstructed from released
+   fields (§3 — it cannot);
+3. what third-party data can be joined to a named row and what the join yields
+   beyond what school sites already show (§4);
+4. which populations carry elevated stakes (§5); and
+5. what controls apply and what risk remains (§6–§7).
+## 1. What changed in v2.1.0 and why
+- **Names are public.** `first_name` / `last_name` ship in every public file.
+  This is a deliberate, locked decision, not a leak: names are school-published
+  facts on public athletics rosters, and named records enable legitimate
+  external linkage — transfer tracking, honors and awards, draft outcomes —
+  that de-identified rows structurally blocked.
+- **Eight new columns** over the 19 in v2.0.5: `first_name`, `last_name`,
+  `major`, `previous_school`, `height_raw`, `height_in`, `weight_raw`,
+  `weight_lbs` — 27 public columns total. Every addition is a roster/bio-page
+  fact or a deterministic parse of one.
+- **Per-sport season-stats sidecars** for 10 sports (205,132 athletes, 39.9%
+  of rows), joined on `athlete_id`. Stats are institution/NCAA-published
+  season performance facts.
+- **Row count:** 513,655 (v2.0.5: 514,696; −1,041 junk rows removed — 845
+  duplicate rows, 196 header artifacts).
+- **What v2.0.5's assessment still buys us:** its central finding — that the
+  released fields carry no sensitive payload to unlock — is unchanged and now
+  load-bearing in the opposite direction: naming a row attaches a name to
+  facts the name's owner's school already published beside that name.
+The honest cost of the change is stated in §4 and §7: naming removes the
+per-row friction that de-identification imposed on bulk misuse. That friction
+was under a minute per row (v2.0.5's own assessment: linkage "succeeds
+essentially always"), but it was not zero, and this release trades it away.
+## 2. Inventory of released fields and their sensitivity
+Every distributed field is an institution-published fact from a public
+athletics roster, bio, or stats page. Nothing inferred, imputed, or
+third-party-joined ships in any public file. Parsed variants
+(`height_in`, `weight_lbs`, `hometown_city`, `hometown_state`,
+`position_group`, `class_standing`, `origin`, `high_school_is_academy`) are
+deterministic transformations of the published string, not inferences.
+| Group | Columns | Sensitivity assessment |
 |---|---|---|
+| Identity | `first_name`, `last_name` | **New in v2.1.0.** The name as the school published it. Highest-consequence fields in the release: they convert every other field from "attribute of an unnamed row" to "attribute of a named person." No middle name, no DOB, no photo, no contact vector accompanies them. |
+| Surrogate key | `athlete_id` | Sport-prefixed random key; carries no external information. Joins the combined file to the stats sidecars, and is the removal key for opt-out. |
+| Institutional | `school`, `sport`, `division`, `conference`, `gender`, `season`, `athletic_year` | Facts about teams and institutions, not persons. |
+| Athletic | `position_raw`, `position_group`, `class_year_raw`, `class_standing`, `height_raw`, `height_in`, `weight_raw`, `weight_lbs` | Roster-card facts. Height present for 62.2% of rows, weight for ~30% — publication is a per-school convention, not a per-athlete signal. Height/weight of athletic-team members are expressly FERPA directory information ([LEGAL_NOTES.md](LEGAL_NOTES.md) §1). Physically descriptive but published precisely for public consumption. |
+| Origin / pipeline | `hometown_raw`, `hometown_city`, `hometown_state`, `origin`, `high_school`, `high_school_is_academy`, `previous_school` | The fields that place a named person geographically. All appear on the source roster page beside the same name. `origin` is a 3-bin roster-listed derivation, **not citizenship**. |
+| Academic | `major` | Directory information under FERPA ("major field of study"); present for 30.9% of rows, again by school convention. |
+| Provenance | `source_url` | Points at the named source page. In v2.0.5 this was "the linkage vector"; in v2.1.0 it is plain provenance — the page it points to shows a superset of the row. |
+| Stats sidecars | per-sport season statistics, 10 sports | Public performance facts (games, goals, times, etc.) joined by `athlete_id`. Named performance data is the standard published product of NCAA stats portals and Sports-Reference; the sidecar adds no field those sources lack. |
+**Deliberately absent from every public file:** photographs, bio free text,
+contact information of any kind, date of birth or age, jersey numbers, and
+every research-tier field enumerated in §3.
+## 3. What is withheld, and why it cannot be reconstructed
+The following exist only in a research tier that is **never distributed**
+(locked policy):
+- **BISG race/ethnicity predictions** (per-athlete);
+- **home-community income / SES measures** attached to hometowns;
+- **census tract identifiers**;
+- **College Scorecard / Opportunity Insights mobility joins.**
+Non-reconstructability, demonstrated:
+1. **No released column is derived from any withheld field.** The 27 public
+   columns and every sidecar column trace to a school-published string or a
+   deterministic parse of one. There is no residue — no band, no flag, no
+   ordering — computed from BISG, income, tract, or mobility data anywhere in
+   the staged files.
+2. **The PII audit ran clean over every staged file**: a forbidden-column
+   check enumerating the research-tier fields, plus a contact-info pattern
+   scan (email/phone) over all free-text columns, found zero occurrences in
+   any distributed file.
+3. **The join key is one-way in practice.** `athlete_id` joins public files to
+   each other. The research tier lives outside the release; no distributed
+   artifact carries its values or its keys' payloads.
+Two honest caveats, because "cannot be reconstructed" invites them:
+- **A third party can run their own surname-based inference on the released
+  names.** True, and unpreventable for any named dataset — it is a property
+  of names, not of this release. What is protected is narrower and matters:
+  this project's predictions do not ship, are not endorsed, and cannot be
+  recovered from released fields; the project is not the distributor of any
+  individual-level demographic inference. Use guidance requests that users not
+  perform individual-level sensitive inference; under CC0 this is a stated
+  norm, not an enforceable condition, and it is labeled as such.
+- **A third party can join public place statistics to `hometown_city`.** Also
+  true and also generic: the same keys are on the source roster page. Place
+  medians are facts about places; the research tier's SES attachments confer
+  no individual-level attribute even internally, and none of them ships.
+## 4. Linkage and mosaic analysis
+What can be joined to a named row, and what the join yields:
+| Auxiliary source | Join key | Marginal yield over the school's own site |
 |---|---|---|
+| The source roster/bio page (`source_url`) | direct | **Negative** — the source shows more (photo, bio, often jersey number) than the row does. |
+| NCAA stats portals, Sports-Reference/College Basketball Reference, ESPN, 247Sports | name + school + sport | None per athlete — these already publish the same named roster and performance facts. The sidecars are a convenience copy of the same class of data. |
+| Social media | name + school + sport | Whatever the athlete publishes there; the dataset adds hometown/high-school confirmation an adversary would also find on the roster page. |
+| Transfer portal coverage, draft databases, honors lists | name + school | This is the **intended legitimate linkage** — outcome tracking. It works precisely because rows are named. |
+| People-search / data-broker products | name + hometown | The genuinely uncomfortable join: name + `hometown_city` + `high_school` narrows a broker query toward family and home address. **The identical pairing appears on the source page**; the dataset's contribution is not the pairing but the enumeration capability below. |
+**The mosaic finding.** Per individual, the release reveals nothing a school
+site does not already show — the row is a strict subset of the source page.
+What the release genuinely adds is **bulk accessibility**: one file that can
+enumerate, in one query, every listed athlete from a given town, high school,
+or roster demographic slice across 1,087 schools. Capabilities that follow:
+- mass solicitation (NIL/recruiting/commercial spam directed at named
+  athletes) — mitigated by carrying **no contact vectors** of any kind;
+- gambling-adjacent harassment target lists (names joined to performance
+  sidecars) — the same join is already the front page of every stats portal;
+  the dataset is a season snapshot, not a live feed, and carries no channel
+  to reach anyone;
+- cross-school profiling of individuals over time — currently a single
+  athletic year (2025-26); multi-year concatenation is a future-release
+  decision that re-triggers this assessment (§6).
+No mitigation makes bulk enumeration impossible without un-naming or
+un-publishing the data; §6–§7 record what bounds it.
+## 5. Special populations
+- **Minors.** Some first-year athletes are 17 at fall enrollment. No date of
+  birth is collected or carried in any tier, so they cannot be distinguished
+  — and in v2.1.0 they are **named**. Their rows carry the same
+  school-published facts as everyone else's; the elevated stake is that the
+  standing mitigations (no DOB, no contact info, no photos, guardian-operable
+  opt-out) are now protecting identified children.
+- **Team IMPACT honorees.** Some rosters include Team IMPACT children —
+  chronically ill kids formally honored as team members — and schools list
+  them as athletes, occasionally with distinctive entries (e.g., very low
+  listed weights such as 90 lbs). They are **kept as published**: they are
+  genuine roster listings, and silently deleting them would misrepresent the
+  rosters. The disclosure consequences are noted explicitly: these are
+  **named minors**, and the honoring context carries an implicit health
+  signal. The dataset deliberately carries **no flag** identifying them —
+  constructing one would create a health-adjacent attribute the source never
+  published. A parent or guardian can have an honoree's row removed via
+  [OPT_OUT.md](OPT_OUT.md). Users doing anthropometric analysis should note
+  that these listings can appear as weight outliers.
+- **International athletes.** `origin` = international is a roster-listed
+  fact, not citizenship or visa status. A named row locating an international
+  athlete's foreign hometown replicates the source page; no immigration,
+  nationality, or documentation attribute exists in any tier. Coverage
+  analysis should treat `origin` as the publication convention it is.
+## 6. Mitigations and controls
+| Control | Content |
+|---|---|
+| Opt-out | Any listed athlete — or a parent/guardian, including for Team IMPACT honorees — can request row-level removal by `athlete_id` or name + school + sport. Removal covers the combined file **and** the stats sidecars and sample files, propagates to the next version on all three platforms (Hugging Face canonical, Kaggle mirror, GitHub), target turnaround 14 days. Full process: [OPT_OUT.md](OPT_OUT.md). |
+| Public removals ledger | [RELEASE_NOTES.md](RELEASE_NOTES.md) carries a Removals section recording version and count of removed rows — never requester identity. The ledger starts empty at v2.1.0. |
+| Excluded field classes | No photos, no bio text, no contact information, no birthdates or ages, no jersey numbers. These are absence-by-policy, enforced by the release battery's locked 27-column schema check plus the PII forbidden-column audit, not incidental gaps. |
+| Research-tier firewall | BISG predictions, SES/income measures, tract identifiers, and mobility joins never leave the research tier (§3); the line is absolute and re-certified in [ETHICS_REVIEW.md](ETHICS_REVIEW.md). |
+| License note | CC0 1.0 covers the **database compilation only**; it grants no name/image/likeness or publicity rights, and downstream users remain responsible for lawful use of names ([LICENSE](LICENSE), [LEGAL_NOTES.md](LEGAL_NOTES.md) §2). |
+| Reassessment | This assessment is re-run at each annual release and out-of-cycle on any trigger: a new field, a new sidecar, multi-year concatenation, an opt-out dispute, or evidence of misuse. |
+## 7. Residual-risk statement
+Accepted residual risks, named plainly:
+1. **Bulk enumeration of named individuals** (§4) is inherent to a named
+   release and is bounded, not eliminated, by the absence of contact vectors
+   and sensitive attributes.
+2. **Named minors are present and not individually distinguishable**,
+   including Team IMPACT honorees whose listing context implies a health
+   condition. The guardian opt-out is the operative control; it is reactive
+   by nature.
+3. **Persistence beyond the source page.** Schools prune rosters; this
+   dataset preserves 2025-26 listings after the source lapses. The payload
+   preserved is fixed at roster facts plus season statistics — no sensitive
+   attribute accrues to a stale row.
+4. **Downstream re-processing of names** (including demographic inference by
+   third parties) cannot be prevented under CC0. The project's controls end at
+   what it distributes; that boundary is stated rather than obscured.
+5. **Removal is forward-only.** CC0 copies made before a removal cannot be
+   recalled; removal guarantees absence from every subsequent version on
+   every platform.
+These are accepted because the alternative controls — withholding names,
+coarsening hometowns, or not releasing — either restore a de-identification
+that v2.0.5's own analysis showed took under a minute to defeat, or destroy the linkage
+value that motivates the release. The proportionality argument is made in
+full in [ETHICS_REVIEW.md](ETHICS_REVIEW.md) (Named-release addendum).
 ---
+*Assessed 2026-08-14 against the v2.1.0 staged build (513,655 rows / 1,087
+schools / 28 sports). Supersedes the v2.0.5 quasi-identifier assessment,
+whose treatment table remains the record for the de-identified releases.*

ETHICS_REVIEW.md CHANGED Viewed

@@ -1,126 +1,292 @@
-# Ethics Self-Review — NCAA All Sports 2025-26
-**Pre-release ethics review** for the cross-sport master dataset. **Current release tip:
-v2.0.4 — 514,696 athlete rows across 1,087 schools** (2026-07-18). This review was written
-against the Gate-0 final build of **2026-07-08 (515,393 rows / 1,089 schools)**; later
-errata (v2.0.1–v2.0.3) removed out-of-scope schools and corrected labels without changing
-the public-tier schema, the de-identification stance, or any ethics disposition below.
-Reviewer: Dharit Shah (dharits3@gmail.com), independent researcher, no institutional
-affiliation. This document **is** the ethics review — see §4 for why that is the honest
-framing rather than a gap.
-Structured around the four concerns Zimmer (2010) raised against the T3 "Tastes, Ties,
-and Time" Facebook release — the canonical case of an IRB-approved, "anonymized" roster-like
-dataset that was re-identified and withdrawn. Each section states the concern, how it applies
-here, and the disposition. Companion document: [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md)
-(field-level indirect-identifier assessment).
 ## 1. Consent
-**None was obtained.** No athlete was asked, and no athlete was notified. That is stated
-plainly, as the Gebru et al. datasheet standard expects for scraped-web data — the honest
-answer is "No," not a rationalization dressed as consent.
 Release proceeds anyway, on three grounds:
-- **Institution-published facts.** Every field in the public tier is a fact the athlete's
-  own school published on its official athletics site, roster-by-roster, as a condition of
-  the athlete's public-facing participation in NCAA sport. The dataset collects what schools
-  chose to publish; it adds no fact about any individual (see DISCLOSURE_RISK §3).
-- **De-identified public tier.** Names never appear in any distributed file. Named rosters
-  stay in per-sport `restricted/` folders in this repo and are never deposited anywhere.
-  Per-athlete BISG race predictions are research-only and are never distributed in any tier.
-- **Opt-out.** Any athlete (or school) may request removal of their row(s); the process is
-  documented in [OPT_OUT.md](OPT_OUT.md) (linked from the release README) and honored
-  per-record at the repository level. Consent
-  is not retroactively manufactured by this — opt-out is a mitigation, not a substitute —
-  but it gives affected individuals a working lever, which T3's subjects never had.
 ## 2. Contextual expectations of privacy
-Nissenbaum's test: does moving the information violate the **norms of the context in which
-it was shared**? College athletes expect their roster entry — name, position, class,
-hometown, high school — on the public athletics site, in game programs, in media guides,
-and in press coverage. Public listing is the norm of this context, not a breach of it.
-What this release changes about the context, honestly assessed:
 | Contextual shift | Assessment |
 |---|---|
-| **Aggregation** (one school's page → ~515k rows; 515,393 at 2026-07-08 review / 514,696 as of v2.0.4) | Real shift: cross-school queries become trivial. But the aggregate reveals population patterns, not new individual facts — each row remains exactly what one school published. |
-| **SES/geography enrichment** (analysis tier — research-only, not distributed as of 2026-07-07) | Joins are **place-level aggregates only** — IPEDS/Scorecard facts about the *school*, census-style medians about the *hometown city*. An athlete's row gains "the median household income of the city they told their school they are from," not their family's income. No individual-level attribute is inferred or attached in any distributed tier. |
-| **Research framing** (fan context → demographic research) | The purpose shifts from following a team to studying access and stratification in college sport. Mitigations answer this: analysis operates on de-identified rows; findings are reported as aggregates with N<10 suppression; the one genuinely sensitive derived attribute (BISG race prediction) is confined to research-only files precisely because attaching an inferred race to a locatable individual *would* breach contextual integrity. |
-**Disposition:** the context shift is acknowledged and bounded. The public tier contains
-nothing an athlete's own school did not publish about them; the enrichment adds context
-about *places and institutions*, not people.
 ## 3. Anonymization strategy
-**There is none, and the dataset does not claim one.** The public tier is
-**de-identified, not anonymized** — the distinction is stated in the CODEBOOK, README,
-and datasheet. school + sport + position + class + hometown + high_school will often be
-unique; joining a row to the (public, live or archived) source roster page recovers the
-name trivially — indeed `source_url` points straight at it. T3's fatal error was claiming
-anonymity while shipping quasi-identifiers; this release ships the quasi-identifiers and
-claims only de-identification.
-Why the quasi-identifiers are **retained rather than coarsened**: hometown, high school,
-and class year *are* the research value — geographic origin, recruiting pipelines, and
-SES-linked access are the questions the dataset exists to answer — and every one of them
-is an institution-published fact. Coarsening them would destroy the dataset's purpose to
-defend against an "attack" that recovers only information the attacker's own linkage
-target already displays. Full field-by-field reasoning, the honest linkage-attack
-walkthrough, and the one genuine residual risk are in
-[DISCLOSURE_RISK.md](DISCLOSURE_RISK.md).
 ## 4. Competence and process of ethics review
-- **No IRB.** The author is an independent researcher with no institutional affiliation.
-  Under the Common Rule, an unaffiliated individual has no IRB obligation, and research on
-  public data is in any case exempt under 45 CFR 46.104(d)(4)(i). **Exemption is a floor,
-  not ethical clearance** — T3 *had* IRB approval and still failed. Regulatory exemption is
-  therefore treated here as answering nothing.
-- **This document is the review.** Its competence rests on the named frameworks it applies
-  — Zimmer (2010), Nissenbaum contextual integrity, Gebru et al. datasheets, Google Data
-  Cards (Human & Sensitive Attributes; Intentionality, covering inferred attributes like
-  BISG), and the ICPSR two-tier disclosure model — rather than on institutional sign-off
-  it cannot obtain and will not simulate.
-- **Standing decisions this review certifies:** public tier de-identified (no names, no
-  contact info, no per-athlete demographic predictions, ever); BISG outputs research-only,
-  never distributed; enrichment place-level only; aggregates N<10-suppressed; named tiers
-  never deposited on Zenodo (its terms bar non-anonymized personal data) or any external
-  host; DOI minted last, with a per-record removal path in place first.
-- **Revisit:** this review is re-run at each annual release, and out-of-cycle on any
-  trigger — a new field, a new enrichment source, a change in tier boundaries, an opt-out
-  dispute, or evidence of misuse.
-## Minors
-Some first-year athletes are **17 at fall enrollment**. Schools publish their roster
-entries regardless of age — the NCAA public-roster norm does not carve out 17-year-olds,
-and neither the scrape nor the release can distinguish them: **no date of birth is
-collected or carried in any tier**. The fields carried for a possibly-17-year-old are the
-same institution-published facts as for everyone else, in the same de-identified form.
-Age is therefore not a field-level risk, but it raises the stakes of the standing
-mitigations (no names, no inferred attributes, opt-out honored without question), and it
-is one reason the sensitive-attribute line — no per-athlete race predictions distributed,
-ever — is absolute rather than negotiable.
-## The T3 lesson, applied
-- **"Already public" does not discharge obligations.** Zimmer's core holding, adopted here
-  in full. The public-facts argument in §1 carries weight only *because* it travels with
-  de-identification, place-level-only enrichment, suppression rules, opt-out, and this
-  review. Publicness is the starting point of the analysis, not the end of it.
-- **The refuted overreach, also on record.** Zimmer's further claim — that naming the
-  source school destroys anonymity by itself — was tested in this project's verification
-  run and **refuted 0-3**. School names are retained. This review does not overstate risk
-  to appear cautious: the honest position is that re-identification here is trivial *via
-  linkage to the public source* (acknowledged, §3) and that school-naming per se adds
-  nothing to it.
 ---
-*Review written against Gate-0 final build 2026-07-08 (515,393 rows / 1,089 schools).
-Review date 2026-07-07. Current tip: v2.0.4 (514,696 rows / 1,087 schools, 2026-07-18).
-Next scheduled review: 2026-27 release.*

+# Ethics Self-Review — NCAA All Sports Rosters 2025-26
+**Ethics review for the cross-sport master dataset. Current release: v2.1.0 —
+513,655 athlete rows, 1,087 schools, 28 sports, built 2026-08-14.** Reviewer:
+Dharit Shah (dharits3@gmail.com), independent researcher, no institutional
+affiliation. This document **is** the ethics review — see Part I §4 for why
+that is the honest framing rather than a gap.
+Structure: **Part I** carries forward the v2.0.5 review (written 2026-07-07
+against the de-identified release) with its dispositions intact; statements
+that v2.1.0 supersedes are marked inline rather than silently rewritten.
+**Part II** is the dated named-release addendum: v2.1.0 makes
+`first_name`/`last_name` public columns, and that decision is reviewed on its
+own terms there. Companion: [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md).
+---
+# Part I — v2.0.5 review, carried forward
+Structured around the four concerns Zimmer (2010) raised against the T3
+"Tastes, Ties, and Time" Facebook release — the canonical case of an
+IRB-approved, "anonymized" roster-like dataset that was re-identified and
+withdrawn. Each section states the concern, how it applies here, and the
+disposition.
 ## 1. Consent
+**None was obtained.** No athlete was asked, and no athlete was notified. That
+is stated plainly, as the Gebru et al. datasheet standard expects for
+scraped-web data — the honest answer is "No," not a rationalization dressed as
+consent.
 Release proceeds anyway, on three grounds:
+- **Institution-published facts.** Every field in the public release is a fact
+  the athlete's own school published on its official athletics site,
+  roster-by-roster, as a condition of the athlete's public-facing
+  participation in NCAA sport. The dataset collects what schools chose to
+  publish; it adds no fact about any individual.
+- **De-identified public tier.** *[Superseded in v2.1.0 — names are now
+  public columns; see Part II. The remainder of this ground survives: per-
+  athlete BISG race predictions are research-only and are never distributed
+  in any tier.]*
+- **Opt-out.** Any athlete (or school) may request removal of their row(s);
+  the process is documented in [OPT_OUT.md](OPT_OUT.md) and honored
+  per-record. Consent is not retroactively manufactured by this — opt-out is
+  a mitigation, not a substitute — but it gives affected individuals a
+  working lever, which T3's subjects never had.
 ## 2. Contextual expectations of privacy
+Nissenbaum's test: does moving the information violate the **norms of the
+context in which it was shared**? College athletes expect their roster entry —
+name, position, class, hometown, high school, height/weight where the school
+lists them — on the public athletics site, in game programs, in media guides,
+and in press coverage. Public listing is the norm of this context, not a
+breach of it.
+What release changes about the context, honestly assessed:
 | Contextual shift | Assessment |
 |---|---|
+| **Aggregation** (one school's page → 513,655 rows) | Real shift: cross-school queries become trivial. But the aggregate reveals population patterns, not new individual facts — each row remains exactly what one school published. Re-examined for the named release in Part II §7. |
+| **SES/geography enrichment** (research tier — never distributed) | Joins are place-level aggregates only — facts about the *school* and the *hometown city*, not the person. No individual-level attribute is inferred or attached in any distributed file. |
+| **Research framing** (fan context → demographic research) | The purpose shifts from following a team to studying access and stratification in college sport. The one genuinely sensitive derived attribute (BISG race prediction) is confined to research-only files precisely because attaching an inferred race to a locatable individual *would* breach contextual integrity. |
+**Disposition:** the context shift is acknowledged and bounded. The public
+release contains nothing an athlete's own school did not publish about them;
+the enrichment adds context about *places and institutions*, not people, and
+does not ship.
 ## 3. Anonymization strategy
+*[Superseded in v2.1.0. The v2.0.5 position was: the public tier is
+"de-identified, not anonymized," quasi-identifiers are retained because they
+are the research value, and linkage to the source page recovers the name
+trivially. That analysis — re-identification is minutes-deep by design — is
+precisely what Part II relies on when it concludes de-identification bought
+friction, not protection. There is no anonymization claim in v2.1.0; rows are
+identified by design and the assessment lives in
+[DISCLOSURE_RISK.md](DISCLOSURE_RISK.md).]*
+T3's fatal error was claiming anonymity while shipping quasi-identifiers.
+v2.0.5 shipped the quasi-identifiers and claimed only de-identification;
+v2.1.0 ships the names and claims nothing it does not do.
 ## 4. Competence and process of ethics review
+- **No IRB.** The author is an independent researcher with no institutional
+  affiliation. Under the Common Rule, an unaffiliated individual has no IRB
+  obligation, and research on public data is in any case exempt under 45 CFR
+  46.104(d)(4)(i). **Exemption is a floor, not ethical clearance** — T3 *had*
+  IRB approval and still failed. Regulatory exemption is therefore treated
+  here as answering nothing.
+- **This document is the review.** Its competence rests on the named
+  frameworks it applies — Zimmer (2010), Nissenbaum contextual integrity,
+  Gebru et al. datasheets, Google Data Cards (Human & Sensitive Attributes;
+  Intentionality, covering inferred attributes like BISG), and the ICPSR
+  disclosure-review model — rather than on institutional sign-off it cannot
+  obtain and will not simulate.
+- **Standing decisions this review certifies** (as amended by Part II): BISG
+  outputs research-only, never distributed; SES/income, census-tract, and
+  mobility joins research-only, never distributed; aggregates in publications
+  N<10-suppressed; per-record removal path in place before DOI minting.
+- **Revisit:** this review is re-run at each annual release, and out-of-cycle
+  on any trigger — a new field, a new enrichment source, a change in tier
+  boundaries, an opt-out dispute, or evidence of misuse.
+## 5. Minors
+Some first-year athletes are **17 at fall enrollment**. Schools publish their
+roster entries regardless of age — the NCAA public-roster norm does not carve
+out 17-year-olds, and neither the scrape nor the release can distinguish them:
+**no date of birth is collected or carried in any tier**. Age is therefore not
+a field-level risk, but it raises the stakes of the standing mitigations, and
+it is one reason the sensitive-attribute line — no per-athlete race
+predictions distributed, ever — is absolute rather than negotiable.
+*[v2.1.0 raises these stakes again — minors are now named. Part II §6.]*
+## 6. The T3 lesson, applied
+- **"Already public" does not discharge obligations.** Zimmer's core holding,
+  adopted here in full. The public-facts argument in §1 carries weight only
+  *because* it travels with the sensitive-attribute firewall, suppression
+  rules, opt-out, and this review. Publicness is the starting point of the
+  analysis, not the end of it. Part II §7 re-argues this for the named
+  release, where it bites hardest.
+- **The refuted overreach, also on record.** Zimmer's further claim — that
+  naming the source school destroys anonymity by itself — was tested in this
+  project's verification run and refuted 0-3. School names are retained.
+---
+# Part II — Named-release addendum (v2.1.0), 2026-08-14
+v2.1.0 makes `first_name` and `last_name` public columns and adds `major`,
+`previous_school`, and height/weight fields, plus season-stats sidecars for 10
+sports (205,132 athletes, 39.9%). This addendum reviews that decision. It was
+a locked, affirmative user decision, and this review's job is to state the
+grounds honestly and stress-test them, not to ratify them by reflex.
+## 1. Rationale
+Two grounds, in order of weight:
+1. **Names are school-published facts.** Every name in the release appears on
+   a public athletics roster the athlete's own institution published, beside
+   the same fields the row carries. v2.1.0 distributes no fact about any
+   person that their school did not.
+2. **Named records enable legitimate linkage.** Transfer tracking, honors and
+   awards, draft and professional outcomes — the research uses that motivate
+   a roster dataset — require joining records across sources by name.
+   v2.0.5's de-identification structurally blocked them while providing, by
+   its own assessment, only minutes of protection per row.
+## 2. The public-facts standard
+The release holds itself to a bright line: **every distributed field is an
+institution-published fact from a public athletics roster, bio, or stats
+page**. Nothing inferred, imputed, or third-party-joined ships in any public
+file. Parsed columns are deterministic transformations of published strings.
+The PII audit enforcing this ran clean over every staged file. This standard
+is what "named release" means here — it is republication with provenance, not
+profiling.
+## 3. Precedent
+Named distribution of exactly these facts is the industry and scholarly norm:
+- **Commercial/reference:** Sports-Reference and College Basketball
+  Reference, ESPN, 247Sports, and the NCAA's own stats portals publish named
+  rosters, biographical roster facts, and season statistics for the same
+  athletes, at larger per-athlete depth (photos, recruiting rankings) than
+  this release.
+- **The source institutions themselves:** every school athletics site
+  publishes name + position + class + hometown + high school + height/weight
+  as its standard public product.
+- **Academic:** named athlete datasets — historical roster compilations,
+  draft and outcome panels built from the same reference sites — are in
+  routine scholarly use.
+Precedent is not self-justifying (Part I §6: "already public" is a starting
+point). Its role here is narrower: it establishes that the *norms of the
+context* (Nissenbaum) treat named roster facts as public reference material,
+and that this release does not create a novel exposure category.
+## 4. Proportionality
+What v2.1.0 adds to the world, versus what it risks:
+- **No new sensitive attributes.** The delta over v2.0.5 is names plus four
+  roster-card facts (major, previous school, height, weight — eight schema
+  columns counting raw/parsed pairs) and stats
+  sidecars — all already public per athlete. The delta over *the open web* is
+  zero fields per athlete; the release is an aggregation of already-public
+  pages, minus their photos, bios, contact routes, birthdates, and jersey
+  numbers.
+- **The risk added is bulk accessibility, not new facts** — analyzed in
+  [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) §4. The mitigations target that
+  risk specifically: no contact vectors to make a list actionable, no
+  sensitive attributes to make it discriminatory, an opt-out to make it
+  revocable per person, and a public ledger to make removals auditable.
+- The proportionality claim, stated as a claim: the release's marginal risk
+  channel (bulk operations on names) is bounded by controls aimed at exactly
+  that channel, while its marginal value (population-scale, linkage-capable
+  roster research) cannot be had any other way. This review judges the
+  balance acceptable; it does not pretend the risk side is empty.
+## 5. The affirmative line: race and income stay research-only
+Naming rows makes the sensitive-attribute firewall **more** load-bearing, not
+less, and this addendum re-certifies it as absolute: **BISG race/ethnicity
+predictions, home-community income/SES measures, census-tract identifiers,
+and Scorecard/Opportunity Insights mobility joins are never distributed** in
+any file, and no released column derives from them
+([DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) §3). Attaching an inferred race or
+an SES estimate to a *named* individual is the outcome every control in this
+project exists to prevent. Third parties can run their own inference on names
+— a property of names no release can revoke — but this project will not be
+the distributor, the endorser, or the convenience layer for it.
+## 6. Minors and Team IMPACT honorees
+- **Early enrollees:** some listed athletes are 17; no DOB is carried, so
+  they are named but not distinguishable. The controls that protect them are
+  the same absences that protect everyone (no DOB, no contact info, no
+  photos) plus a guardian-operable opt-out.
+- **Team IMPACT honorees:** chronically ill children formally honored as team
+  members and listed on real rosters, sometimes with distinctive entries
+  (e.g., very low listed weights). Three decisions, each deliberate:
+  1. **Kept as published** — they are genuine roster listings; silently
+     deleting them would misrepresent the rosters and would itself single out
+     ill children by editorial fiat.
+  2. **Not flagged** — the dataset carries no column identifying them,
+     because constructing one would create a health-adjacent attribute the
+     source never published.
+  3. **Explicitly covered by opt-out** — a parent or guardian can request
+     removal ([OPT_OUT.md](OPT_OUT.md)), and
+     [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) §5 names their presence rather
+     than burying it.
+## 7. The Zimmer objection, taken head-on
+The strongest objection to v2.1.0 is Zimmer's (2010): *"the data is already
+public" does not justify redistribution*, because aggregation and context
+shift change what the data is. This release does not dodge the objection by
+reciting publicness; it answers it in three parts:
+1. **What aggregation actually changes here is accessibility, not
+   publicity.** Each fact was deliberately published to the open web by the
+   athlete's institution — publicity is not created by this release. What the
+   release creates is a collapse in search cost: from 1,087 sites to one
+   query; from per-page reading to bulk enumeration. That is a real,
+   morally relevant change — it is simultaneously the entire research value
+   and the entire marginal risk — and pretending it is neutral because "the
+   facts were public" would repeat T3's mistake in a new key.
+2. **T3's specific failures are not replicated.** T3 claimed anonymity it
+   could not deliver, shipped non-public attributes (private-network data
+   gathered by insiders), and offered subjects no recourse. v2.1.0 claims no
+   anonymity; ships only institution-published fields with the sensitive
+   tier firewalled; and offers standing, guardian-operable recourse with a
+   public ledger. The Zimmer critique lands on datasets that *add* exposure
+   while denying it; this release's added exposure is named, measured
+   (DISCLOSURE_RISK §4), and mitigated where it can be.
+3. **The mitigations are matched to the delta.** Since the delta is bulk
+   accessibility of names, the controls are: no contact vectors (a list
+   cannot reach anyone), no sensitive or inferred attributes (a list cannot
+   rank anyone by race or income from this data), no photos/DOBs (a list
+   does not become a dossier), opt-out with 14-day target propagating to all
+   platforms (any person can leave), and the removals ledger (the leaving is
+   verifiable). What remains — enumerability itself — is accepted and
+   recorded as residual risk (DISCLOSURE_RISK §7), because the only controls
+   that would remove it are un-naming or non-release.
+## 8. Opt-out as an ongoing consent mechanism
+No consent was obtained (Part I §1); that fact does not improve with time.
+What v2.1.0 changes is the weight the opt-out must carry: for a named
+release, opt-out functions as the standing, ongoing consent mechanism — every
+listed person (or their guardian) holds a permanent, no-questions-asked exit
+covering the combined file, the stats sidecars, and the samples, on all three
+distribution platforms, recorded in a public ledger
+([RELEASE_NOTES.md](RELEASE_NOTES.md), Removals). It remains a mitigation,
+not consent — but it is now the release's central individual control, and its
+14-day target and cross-platform propagation are commitments this review
+treats as release-blocking if broken.
 ---
+*Part I written 2026-07-07 against the v2.0.x de-identified releases; carried
+forward with superseding annotations. Part II written 2026-08-14 against the
+v2.1.0 staged build (513,655 rows / 1,087 schools / 28 sports). Next
+scheduled review: 2026-27 release; out-of-cycle on any trigger in Part I §4.*

LEGAL_NOTES.md CHANGED Viewed

@@ -1,17 +1,21 @@
-# Legal Notes — NCAA All Sports 2025-26 Dataset
 > **This is an informational summary by the dataset author (Dharit Shah,
 > dharits3@gmail.com, independent researcher). It is not legal advice, and no
-> attorney-client relationship is created by reading it.** It records the legal
-> analysis behind the release design so that users, archives, and schools can see
-> the reasoning. Where authority is unsettled, that is stated.
-Companion docs: [README.md](README.md) (release design, tiers),
-[OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md) (coverage). The dataset:
-individual-level rosters for all 28 NCAA sports, 2025-26, scraped from official
-school athletics sites; the **public tier is de-identified** (no names, no contact
-info, no per-athlete demographic predictions); named rosters stay in per-sport
-restricted folders and never leave the repo.
 ---
@@ -19,142 +23,185 @@ restricted folders and never leave the repo.
 **Statute/regs:** 20 U.S.C. § 1232g; 34 CFR Part 99.
-**Roster data is textbook directory information.** The regulatory definition of
-"directory information" at [34 CFR § 99.3](https://www.law.cornell.edu/cfr/text/34/99.3)
-expressly lists: name, photograph, major field of study, **"participation in
-officially recognized activities and sports," "weight and height of members of
-athletic teams,"** dates of attendance, degrees/honors, and most recent prior
-institution. That list reads like a roster page schema because roster pages are
-the canonical use case. Directory information may be disclosed without consent
-under [34 CFR § 99.31(a)(11)](https://www.law.cornell.edu/cfr/text/34/99.31),
-subject to the [§ 99.37](https://www.law.cornell.edu/cfr/text/34/99.37) conditions:
-the school must give public notice of what it designates as directory information
-and a window for students to **opt out** in writing. Schools that publish rosters
-have made exactly this designation.
-**FERPA obligations attach to funded institutions, not to third-party re-users.**
-FERPA is a Spending Clause condition: it "applies to educational agencies or
-institutions that receive funds from programs administered by the U.S. Department
-of Education" ([DOE, Protecting Student Privacy FAQ](https://studentprivacy.ed.gov/faq/which-educational-agencies-or-institutions-does-ferpa-apply);
 overview: [CRS IF13155](https://www.congress.gov/crs-product/IF13155)). Its
 redisclosure limits ([§ 99.33](https://www.law.cornell.edu/cfr/text/34/99.33))
 bind parties that received education records *from an institution under a
-consent exception* — they do not reach an independent researcher who collected
-information the schools had already published to the open web under the
-directory-information exception. There is no FERPA private right of action even
-against schools (*Gonzaga Univ. v. Doe*, 536 U.S. 273 (2002),
-[oyez.org/cases/2001/01-679](https://www.oyez.org/cases/2001/01-679)); enforcement
-is DOE funding conditions on institutions.
-**Practical conclusion for this dataset:** the scraped roster facts were
-disclosed by the schools themselves under FERPA's directory-information
-exception, and FERPA imposes no obligation on this project's collection or
-redistribution of them. This dataset additionally strips names and contact
-information from everything it distributes, which is more restrictive than what
-FERPA permits schools themselves to publish.
-**The one residual edge:** a student who filed a § 99.37 directory-information
-opt-out should never have appeared on a public roster page at all. If one did,
-that is the **school's compliance failure, not a re-user's** — but such a person
-could exist in this data through no fault of their own. The dataset's opt-out
-process (see README / datasheet: email the author; per-record removal is
-supported across all published copies) covers this remainder: any athlete, or a
-school on an athlete's behalf, can have their rows removed without stating a
-reason.
 ## 2. Right of publicity / NIL
-**The right of publicity targets commercial appropriation of identity** — using
-a person's name/image/likeness to sell or endorse something — not the
 dissemination of factual information about them
 (overview: [Free Speech Center, MTSU](https://firstamendment.mtsu.edu/article/right-of-publicity/)).
-A statistical dataset of institution-published facts performs no endorsement and
-attaches no one's identity to any product; the public tier does not even contain
-names.
-**Controlling authority on athlete facts:** *C.B.C. Distribution & Marketing,
-Inc. v. Major League Baseball Advanced Media, L.P.*, 505 F.3d 818 (8th Cir.
-2007), cert. denied, 553 U.S. 1090 (2008)
 ([opinion PDF via Yale ISP](https://law.yale.edu/sites/default/files/area/center/isp/documents/c.b.c._distrib._mktg._v._major_league_baseball_advanc.pdf);
-[Harvard L. Rev. note](https://harvardlawreview.org/wp-content/uploads/2008/02/CBC_v_MLBAM.pdf)).
-The First Amendment protected a *commercial* fantasy-sports product's
-unlicensed use of **players' actual names plus performance statistics**, because
-the information was "readily available in the public domain." A fortiori it
-protects a free, non-commercial, de-identified research dataset. For college
-athletes specifically: *Daniels v. FanDuel, Inc.*, 109 N.E.3d 390 (Ind. 2018)
-(certified question), aff'd, 909 F.3d 876 (7th Cir. 2018)
 ([Ind. opinion](https://law.justia.com/cases/indiana/supreme-court/2018/18s-cq-134.html);
 [7th Cir.](https://law.justia.com/cases/federal/appellate-courts/ca7/17-3051/17-3051-2018-11-29.html))
-— fantasy operators' use of **college players' names, pictures, and statistics**
-fell within the newsworthiness exception to Indiana's right-of-publicity statute,
-read broadly to cover "all types of factual, educational, and historical data."
-**State NIL statutes do not change this.** The 30+ state NIL laws (and the House
-settlement framework) govern *athletes' ability to be paid for endorsements* and
-schools'/NCAA's ability to restrict that — they create no new cause of action
-against factual data compilations, and they inherit the right-of-publicity
-news/public-affairs exemptions (e.g., Cal. Civ. Code § 3344(d): "news, public
-affairs, or sports broadcast or account" is exempt;
 [ABA overview of NIL landscape](https://www.americanbar.org/groups/entertainment_sports/publications/entertainment-sports-lawyer/spring-2024/beginners-guide-ncaa-name-image-likeness-rights/)).
-Caveat honestly stated: right of publicity is **50-state common/statutory law
-with real variation**, C.B.C. and Daniels are one circuit and one state court,
-and the First Amendment boundary is contested at the margins (transformative-use
-splits). None of that margin plausibly reaches a names-free factual dataset.
-**Practical conclusion for this dataset:** redistributing institution-published
-roster facts — without names in the public tier, without commercial endorsement
-use — does not implicate the right of publicity or state NIL statutes.
-**Nonetheless the README carries a no-endorsement clause**: because the data is
-CC0, downstream commercial use is permitted, and a downstream user who attached
-athlete identities to a product endorsement *could* create publicity-rights
-exposure for themselves. The clause puts them on notice that the license conveys
-no publicity or endorsement rights.
 ## 3. Scraping
 Collection was **logged-out scraping of public web pages**. The Ninth Circuit
 held the CFAA's "without authorization" concept inapplicable to publicly
-available, no-login data — *hiQ Labs v. LinkedIn*, 31 F.4th 1180 (9th Cir. 2022,
-on remand from the Supreme Court)
-([opinion](https://cdn.ca9.uscourts.gov/datastore/opinions/2022/04/18/17-16783.pdf)) —
-reaffirmed in *Meta v. Bright Data* (N.D. Cal. 2024, applying hiQ to logged-out
-scraping; [order](https://www.courtlistener.com/docket/66686783/meta-platforms-inc-v-bright-data-ltd/)).
 **Caveats:** hiQ is one circuit and arose on a preliminary-injunction posture
 (the case later settled with judgment against hiQ on *contract* grounds);
-website terms-of-service claims are **civil breach-of-contract questions, not
-criminal access ones**, and this project never accepted any school site's ToS by
-account creation. Scraping was rate-limited against public pages of the very
-institutions whose disclosures FERPA authorizes.
 ## 4. Copyright
 **Facts are not copyrightable.** *Feist Publications v. Rural Telephone*, 499
-U.S. 340 (1991) ([opinion](https://supreme.justia.com/cases/federal/us/499/340/))
-— no "sweat of the brow" protection; a compilation gets at most **thin**
-protection for original *selection and arrangement*, which does not cover the
-underlying facts. Roster facts (name, position, height, hometown, high school)
-are facts; schools' arrangement of them is not reproduced here. The **US has no
-sui generis database right** (unlike the EU); Congress has repeatedly declined
-to create one. Consequence: neither the schools' pages nor this dataset's facts
-carry enforceable copyright in the data itself.
 ## 5. Why CC0 + citation request
-Because Feist leaves (at most) thin, uncertain rights in a factual compilation,
-**an attribution license (CC BY / ODC-BY) would assert conditions on rights that
-likely do not exist** — unenforceable and a known source of license-stacking
-friction. **CC0 1.0** waives whatever thin rights exist and is the default at
-Dryad, Figshare, and Dataverse for exactly this reason
 ([Dryad, "Why does Dryad use CC0?"](https://blog.datadryad.org/2011/10/05/why-does-dryad-use-cc0/),
 [CC0 FAQ](https://wiki.creativecommons.org/wiki/CC0_FAQ)). It also satisfies
-FAIR R1.1 (clear, machine-readable license) cleanly. Attribution is requested as
-a **scholarly-norms citation request** (see README), not a license condition —
-the standard data-repository pattern. The restricted (named) tiers are not CC0;
-they are repo-internal under data-use terms and are never deposited anywhere
-(Zenodo's terms bar non-anonymized personal data; nothing named goes to HF
-either).
 ---
-*Written 2026-07-07 against build 2026-07-06; legal citations verified against
-the sources linked above on that date.*

+# Legal Notes — NCAA All Sports Rosters 2025-26 (v2.1.0)
 > **This is an informational summary by the dataset author (Dharit Shah,
 > dharits3@gmail.com, independent researcher). It is not legal advice, and no
+> attorney-client relationship is created by reading it.** It records the
+> legal analysis behind the release design so that users, archives, and
+> schools can see the reasoning. Where authority is unsettled, that is stated.
+The dataset: individual-level rosters for all 28 NCAA sports, 2025-26
+athletic year — 513,655 athletes, 1,087 schools, D1/D2/D3 — scraped from
+official school athletics sites. **As of v2.1.0 the public release is
+named:** `first_name`/`last_name` are distributed columns, alongside major,
+previous school, height/weight, and per-sport season-stats sidecars. Every
+distributed field is an institution-published fact from a public roster, bio,
+or stats page; per-athlete demographic predictions and SES joins exist only
+in a research tier that is never distributed. Companions:
+[DISCLOSURE_RISK.md](DISCLOSURE_RISK.md),
+[ETHICS_REVIEW.md](ETHICS_REVIEW.md), [OPT_OUT.md](OPT_OUT.md).
 ---
 **Statute/regs:** 20 U.S.C. § 1232g; 34 CFR Part 99.
+**Roster data — including names — is textbook directory information.** The
+regulatory definition at [34 CFR § 99.3](https://www.law.cornell.edu/cfr/text/34/99.3)
+expressly lists: **name**, photograph, **major field of study**,
+**"participation in officially recognized activities and sports," "weight and
+height of members of athletic teams,"** dates of attendance, degrees/honors,
+and **most recent previous educational institution**. That list reads like a
+roster page schema because roster pages are the canonical use case — and it
+now also reads like this dataset's v2.1.0 schema: name, major, previous
+school, height, and weight are distributed fields precisely because they sit
+inside the enumerated directory-information categories the schools themselves
+invoked when publishing them. Directory information may be disclosed without
+consent under [34 CFR § 99.31(a)(11)](https://www.law.cornell.edu/cfr/text/34/99.31),
+subject to the [§ 99.37](https://www.law.cornell.edu/cfr/text/34/99.37)
+conditions: the school must give public notice of what it designates as
+directory information and a window for students to **opt out** in writing.
+Schools that publish rosters have made exactly this designation.
+**FERPA obligations attach to funded institutions, not to third-party
+re-users.** FERPA is a Spending Clause condition: it applies to educational
+agencies and institutions receiving Department of Education program funds
+([DOE, Protecting Student Privacy FAQ](https://studentprivacy.ed.gov/faq/which-educational-agencies-or-institutions-does-ferpa-apply);
 overview: [CRS IF13155](https://www.congress.gov/crs-product/IF13155)). Its
 redisclosure limits ([§ 99.33](https://www.law.cornell.edu/cfr/text/34/99.33))
 bind parties that received education records *from an institution under a
+consent exception* — they do not reach an independent researcher who
+collected information the schools had already published to the open web under
+the directory-information exception. There is no FERPA private right of
+action even against schools (*Gonzaga Univ. v. Doe*, 536 U.S. 273 (2002),
+[oyez.org/cases/2001/01-679](https://www.oyez.org/cases/2001/01-679));
+enforcement is DOE funding conditions on institutions.
+**Practical conclusion for this dataset:** the scraped roster facts — names
+included — were disclosed by the schools themselves under FERPA's
+directory-information exception, and FERPA imposes no obligation on this
+project's collection or redistribution of them. v2.1.0 distributes names but
+still less than what schools publish: no photographs, no biographical text,
+no contact information, no birthdates.
+**The one residual edge — sharper in a named release:** a student who filed a
+§ 99.37 directory-information opt-out should never have appeared on a public
+roster page at all. If one did, that is the school's compliance failure, not
+a re-user's — but such a person could now appear *by name* in this data
+through no fault of their own. The dataset's opt-out process
+([OPT_OUT.md](OPT_OUT.md)) covers this remainder: any athlete, a
+parent/guardian, or a school on an athlete's behalf can have the rows removed
+without stating a reason, with a 14-day target and a public removals ledger.
 ## 2. Right of publicity / NIL
+**The right of publicity targets commercial appropriation of identity** —
+using a person's name/image/likeness to sell or endorse something — not the
 dissemination of factual information about them
 (overview: [Free Speech Center, MTSU](https://firstamendment.mtsu.edu/article/right-of-publicity/)).
+A statistical dataset of institution-published facts performs no endorsement
+and attaches no one's identity to any product.
+**Controlling authority on named athlete facts — now directly on point.**
+*C.B.C. Distribution & Marketing, Inc. v. Major League Baseball Advanced
+Media, L.P.*, 505 F.3d 818 (8th Cir. 2007), cert. denied, 553 U.S. 1090
+(2008)
 ([opinion PDF via Yale ISP](https://law.yale.edu/sites/default/files/area/center/isp/documents/c.b.c._distrib._mktg._v._major_league_baseball_advanc.pdf);
+[Harvard L. Rev. note](https://harvardlawreview.org/wp-content/uploads/2008/02/CBC_v_MLBAM.pdf)):
+the First Amendment protected a *commercial* fantasy-sports product's
+unlicensed use of **players' actual names plus performance statistics**,
+because the information was readily available in the public domain. In the
+de-identified releases that holding applied a fortiori; for v2.1.0 —
+athletes' actual names plus roster facts and season statistics, distributed
+free and non-commercially — it is the fact pattern itself, at a weaker level
+of commercial exploitation than the use the Eighth Circuit protected. For
+college athletes specifically: *Daniels v. FanDuel, Inc.*, 109 N.E.3d 390
+(Ind. 2018) (certified question), aff'd, 909 F.3d 876 (7th Cir. 2018)
 ([Ind. opinion](https://law.justia.com/cases/indiana/supreme-court/2018/18s-cq-134.html);
 [7th Cir.](https://law.justia.com/cases/federal/appellate-courts/ca7/17-3051/17-3051-2018-11-29.html))
+— fantasy operators' use of **college players' names, pictures, and
+statistics** fell within the newsworthiness exception to Indiana's
+right-of-publicity statute, read broadly to cover "all types of factual,
+educational, and historical data."
+**State NIL statutes do not change this.** The 30+ state NIL laws (and the
+House settlement framework) govern *athletes' ability to be paid for
+endorsements* and schools'/NCAA's ability to restrict that — they create no
+new cause of action against factual data compilations, and they inherit the
+right-of-publicity news/public-affairs exemptions (e.g., Cal. Civ. Code
+§ 3344(d): "news, public affairs, or sports broadcast or account" is exempt;
 [ABA overview of NIL landscape](https://www.americanbar.org/groups/entertainment_sports/publications/entertainment-sports-lawyer/spring-2024/beginners-guide-ncaa-name-image-likeness-rights/)).
+Caveat honestly stated: right of publicity is 50-state common/statutory law
+with real variation; C.B.C. and Daniels are one circuit and one state court,
+and the First Amendment boundary is contested at the margins
+(transformative-use splits). A free, non-commercial factual compilation sits
+well inside the protected core those cases mark out; the margin matters for
+**downstream commercial users**, addressed next.
+**The license line, stated explicitly:** the dataset is released under
+**CC0 1.0** ([LICENSE](LICENSE)), and **CC0 covers the database compilation
+only. It does not grant, waive, or license any name/image/likeness or right
+of publicity in any listed athlete.** Those rights belong to the athletes and
+are not the maintainer's to convey. A downstream user who puts athlete names
+to commercial or endorsement use — merchandising, advertising, implied
+endorsement of a product — bears their own compliance burden under the
+publicity and NIL law of every relevant state. This note is carried in the
+release documentation as a no-endorsement clause; it puts downstream users on
+notice that the license conveys no persona rights.
 ## 3. Scraping
 Collection was **logged-out scraping of public web pages**. The Ninth Circuit
 held the CFAA's "without authorization" concept inapplicable to publicly
+available, no-login data — *hiQ Labs v. LinkedIn*, 31 F.4th 1180 (9th Cir.
+2022, on remand from the Supreme Court)
+([opinion](https://cdn.ca9.uscourts.gov/datastore/opinions/2022/04/18/17-16783.pdf))
+— reaffirmed in *Meta v. Bright Data* (N.D. Cal. 2024, applying hiQ to
+logged-out scraping;
+[order](https://www.courtlistener.com/docket/66686783/meta-platforms-inc-v-bright-data-ltd/)).
 **Caveats:** hiQ is one circuit and arose on a preliminary-injunction posture
 (the case later settled with judgment against hiQ on *contract* grounds);
+website terms-of-service claims are civil breach-of-contract questions, not
+criminal access ones, and this project never accepted any school site's ToS
+by account creation. Scraping was rate-limited against public pages of the
+very institutions whose disclosures FERPA authorizes. The move to named
+distribution changes nothing in this section: the facts doctrine and the
+access analysis do not depend on which lawfully collected fields ship.
 ## 4. Copyright
 **Facts are not copyrightable.** *Feist Publications v. Rural Telephone*, 499
+U.S. 340 (1991)
+([opinion](https://supreme.justia.com/cases/federal/us/499/340/)) — no "sweat
+of the brow" protection; a compilation gets at most **thin** protection for
+original *selection and arrangement*, which does not cover the underlying
+facts. Roster facts (name, position, height, weight, hometown, high school,
+major) are facts; schools' arrangement of them is not reproduced here. The US
+has no sui generis database right (unlike the EU); Congress has repeatedly
+declined to create one. Consequence: neither the schools' pages nor this
+dataset's facts carry enforceable copyright in the data itself. Unchanged by
+the named release — a name is as much a fact as a hometown.
 ## 5. Why CC0 + citation request
+Because Feist leaves (at most) thin, uncertain rights in a factual
+compilation, an attribution license (CC BY / ODC-BY) would assert conditions
+on rights that likely do not exist — unenforceable and a known source of
+license-stacking friction. **CC0 1.0** waives whatever thin rights exist and
+is the default at Dryad, Figshare, and Dataverse for exactly this reason
 ([Dryad, "Why does Dryad use CC0?"](https://blog.datadryad.org/2011/10/05/why-does-dryad-use-cc0/),
 [CC0 FAQ](https://wiki.creativecommons.org/wiki/CC0_FAQ)). It also satisfies
+FAIR R1.1 (clear, machine-readable license) cleanly. Attribution is requested
+as a scholarly-norms citation request, not a license condition. Two limits of
+CC0, both stated in the release documentation rather than left implicit:
+- **CC0 waives the maintainer's rights in the compilation; it conveys no
+  third-party rights** — not the athletes' publicity/NIL rights (§2), and
+  not any right to misuse names in ways other law forbids.
+- **CC0 makes use conditions unenforceable**, so the release's use guidance
+  (no individual-level sensitive inference, no re-identification-adjacent
+  misuse) is a stated norm, not a term. See
+  [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) §3.
+The research tier (BISG predictions, SES/income joins, tract identifiers,
+mobility joins) is not CC0; it is repo-internal, never distributed, and never
+deposited anywhere.
+## 6. The opt-out mechanism as a good-faith control
+No law surveyed above requires a removal process for republished
+directory-information facts. One exists anyway
+([OPT_OUT.md](OPT_OUT.md)): row-level removal keyed on `athlete_id`, covering
+the combined file, the stats sidecars, the per-sport splits, and the sample
+files ("every distributed artifact" per OPT_OUT.md), propagating to the next version on
+all three distribution platforms (Hugging Face, Kaggle, GitHub), 14-day
+target, recorded in a public removals ledger
+([RELEASE_NOTES.md](RELEASE_NOTES.md), Removals section — empty at v2.1.0).
+Legally it functions as a good-faith control: it operationalizes the § 99.37
+residual (§1), gives named individuals — including parents/guardians of
+listed minors — a working remedy no statute obliges, and evidences the
+non-exploitative character of the release should any margin question in §2
+ever be tested.
 ---
+*Rewritten 2026-08-14 for the v2.1.0 named release, carried forward from the
+2026-07-07 notes; legal citations were verified against the sources linked
+above as of the original writing.*

LICENSE CHANGED Viewed

@@ -19,9 +19,10 @@ Scope notes (informational, not additional conditions):
   commercial or endorsement purposes; rights of publicity and NIL rights
   are unaffected and remain with the individuals.
 - CONDITIONS OF USE (ethical, stated in the release documentation): do not
-  attempt re-identification of individuals; do not use the data for
-  decisions about individual athletes; preserve the de-identification
-  posture and small-cell suppression in derived releases. See DATASHEET.md
   §5 and ETHICS_REVIEW.md.
 - The BUILD PIPELINE (source code) is licensed separately under the MIT
   License (repository root LICENSE file).

   commercial or endorsement purposes; rights of publicity and NIL rights
   are unaffected and remain with the individuals.
 - CONDITIONS OF USE (ethical, stated in the release documentation): do not
+  attempt individual-level inference of sensitive attributes (race,
+  ethnicity, income, or similar) from the released fields; do not use the
+  data for decisions about individual athletes; honor removals recorded in
+  the opt-out ledger (OPT_OUT.md) in derived releases. See DATASHEET.md
   §5 and ETHICS_REVIEW.md.
 - The BUILD PIPELINE (source code) is licensed separately under the MIT
   License (repository root LICENSE file).

MANIFEST.json ADDED Viewed

	@@ -0,0 +1,1757 @@

+{
+ "package": "ncaa-college-athlete-rosters-2025-26",
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+ ]
+}

OFFICIAL_COMPARISON.md CHANGED Viewed

@@ -1,5 +1,13 @@
 # How this dataset compares to the official NCAA participation numbers
 **Official source:** NCAA Sports Sponsorship and Participation Rates Report (1956-57 through
 2024-25), updated 2025-09-04 ([PDF](https://ncaaorg.s3.amazonaws.com/research/sportpart/2025RES_SportsSponsorshipParticipationRatesReport.pdf)),
 announced in the NCAA's 2025-09-15 press release. **The most recent official year is
@@ -26,7 +34,8 @@ one row per athlete per sport-roster.
 ## Why ~92% of athletes at ~97% of teams — the gap decomposed
-1. **Missing teams (~3.1%).** 633 named sponsor-list cells (see `coverage_missing.csv`) —
    down from 911 before the 2026-07 recovery sweep — now demonstrably structural:
    dormant programs whose newest published roster is years old, gender-unsplittable
    combined pages, WAF-fortress sites, Puerto Rico campuses on separate league sites,

 # How this dataset compares to the official NCAA participation numbers
+> **v2.1.0 note (2026-08-14).** The dataset row count moved **514,696 → 513,655**
+> solely from removing **1,041 junk rows**: 845 platform dual-render duplicate rows
+> (`_N`-suffixed `athlete_id`s) and 196 header-artifact rows (a column header such as
+> `Ht.`/`Cl.`/`Wt.` scraped as an athlete name). No teams were added or dropped and no
+> real athletes were removed, so coverage vs the official NCAA participation figures is
+> otherwise unchanged; the headline athlete ratio shifts mechanically from 91.7% to
+> 91.6% (513,655 / 560,992). The analysis below is retained as computed at v2.0.x.
 **Official source:** NCAA Sports Sponsorship and Participation Rates Report (1956-57 through
 2024-25), updated 2025-09-04 ([PDF](https://ncaaorg.s3.amazonaws.com/research/sportpart/2025RES_SportsSponsorshipParticipationRatesReport.pdf)),
 announced in the NCAA's 2025-09-15 press release. **The most recent official year is
 ## Why ~92% of athletes at ~97% of teams — the gap decomposed
+1. **Missing teams (~3.1%).** 633 named sponsor-list cells (enumerated in the
+   project's coverage audit, `coverage_missing.csv`; not shipped with this package) —
    down from 911 before the 2026-07 recovery sweep — now demonstrably structural:
    dormant programs whose newest published roster is years old, gender-unsplittable
    combined pages, WAF-fortress sites, Puerto Rico campuses on separate league sites,

OPT_OUT.md CHANGED Viewed

@@ -1,63 +1,79 @@
-# Opt-Out / Record Removal — NCAA All Sports Rosters 2025-26
-Any athlete listed in this dataset can have their rows removed, no questions asked.
-This document is the process. It exists because the dataset was built without notifying
-the athletes in it (stated plainly in [DATASHEET.md](DATASHEET.md) §3) — removal is the
-standing lever offered in place of the consent that was never sought
-([ETHICS_REVIEW.md](ETHICS_REVIEW.md) §1).
 ## Who may request
-- The athlete themself;
-- a parent or legal guardian (some first-year athletes are 17 at enrollment);
-- an authorized representative (agent, attorney, school athletics/compliance staff).
 Institutions may also request removal of an entire team's rows.
 ## How to request
-Email **dharits3@gmail.com** with the subject line **"Dataset removal request"** and:
-1. the athlete's **full name as it appears on the school's roster** (the published
-   files carry no names, so this is needed to locate the rows via the internal
-   source mapping);
-2. **school**, **sport(s)**, and season (2025-26);
-3. nothing else — no ID documents, no reason. Requests are **honored without
-   question**: demanding proof of identity would mean collecting more personal data
-   than the dataset itself holds, so a plausible connection to the named athlete is
-   sufficient.
-Corrections (wrong hometown, misparsed high school, etc.) go through the same channel.
-## What happens, and when
 | Step | Commitment |
 |---|---|
-| Acknowledgment | within **7 days** |
-| Removal | the athlete's row(s) deleted from all distributed files in the **next published version, no later than 30 days** after the request |
-| Record | an `ERRATA.md` entry noting the version and the **count** of rows removed — never the requester's identity |
 | IDs | removed `athlete_id`s are retired and never reused |
-Removal works **even after the DOI is minted**: a DataCite DOI locks the Hugging Face
-repository against deletion and renaming, but not against content commits — per-record
-removal is a normal file commit. (This is why the DOI is deliberately minted last; see
-[RELEASE_CHECKLIST.md](RELEASE_CHECKLIST.md) Gate 4.)
 ## Honest limits of removal
-- **Prior versions:** Hugging Face preserves git revision history, so earlier versions
-  of the files remain technically accessible. On request, the maintainer will file a
-  Hugging Face support ticket to purge the affected rows from historical revisions —
-  documented here because it depends on platform action, not only the maintainer's.
-- **Downstream copies:** the data are CC0; copies made before a removal cannot be
-  recalled. Removal guarantees the athlete is absent from every version published
-  *from that point forward*.
-- **The sources:** removal affects this dataset only. The school's own roster page,
-  the Wayback Machine, and NCAA records are outside the maintainer's control — the
-  dataset cannot un-publish what the institution published.
 ## Contact
-Maintainer: Dharit Shah — dharits3@gmail.com (or open a discussion on the dataset's
-Hugging Face page). This process is linked from the dataset card and reviewed at each
-annual release.

+# Opt-Out / Record Removal — NCAA All Sports Rosters 2025-26 (v2.1.0)
+Any athlete listed in this dataset can have their rows removed, no questions
+asked. As of v2.1.0 the dataset is **named** — `first_name`/`last_name` are
+public columns — which makes this process the release's central individual
+control ([ETHICS_REVIEW.md](ETHICS_REVIEW.md), Part II §8). It exists because
+the dataset was built without notifying the athletes in it — removal is the
+standing lever offered in place of the consent that was never sought.
 ## Who may request
+- the athlete themself;
+- a **parent or legal guardian** — some first-year athletes are 17 at
+  enrollment, and some rosters include **Team IMPACT honorees** (children
+  honored as team members), whose removal a parent/guardian can request the
+  same way;
+- an authorized representative (agent, attorney, school athletics/compliance
+  staff).
 Institutions may also request removal of an entire team's rows.
 ## How to request
+Email **dharits3@gmail.com** with the subject line **"Dataset removal
+request"** and either:
+1. the **`athlete_id`** of the row(s) (from any distributed file), **or**
+2. the athlete's **name + school + sport(s)** (season 2025-26).
+Nothing else — no ID documents, no reason. Requests are **honored without
+question**: demanding proof of identity would mean collecting more personal
+data than the dataset itself holds, so a plausible connection to the named
+athlete is sufficient.
+Corrections (wrong hometown, misparsed high school, misspelled name, etc.) go
+through the same channel.
+## What gets removed, and when
+Removal is keyed on `athlete_id` and covers **every distributed artifact**:
+| Scope | Detail |
+|---|---|
+| Combined file | the athlete's row(s) in the master roster file (CSV and Parquet) |
+| Per-sport files | the athlete's row(s) in every `by_sport` split (all / men / women / division files, CSV and Parquet) |
+| Stats sidecars | all rows for that `athlete_id` in the per-sport season-stats files |
+| Samples | any occurrence in the sample files |
+| Platforms | propagates to the next published version on **all three**: Hugging Face (canonical), Kaggle (mirror), and GitHub |
 | Step | Commitment |
 |---|---|
+| Removal | published in the next version on every platform, **target turnaround 14 days** from the request |
+| Record | an entry in the public **removals ledger** — the Removals section of [RELEASE_NOTES.md](RELEASE_NOTES.md) — noting the version and the **count** of rows removed, never the requester's identity. The ledger starts empty at v2.1.0. |
 | IDs | removed `athlete_id`s are retired and never reused |
+Removal works even after the DOI is minted: a DataCite DOI locks the
+repository against deletion and renaming, but not against content commits —
+per-record removal is a normal file commit.
 ## Honest limits of removal
+- **The sources:** removal affects this dataset only. **It cannot remove the
+  school's own roster page**, the Wayback Machine's captures of it, NCAA
+  records, or third-party sports sites — the dataset cannot un-publish what
+  the institution published.
+- **Downstream copies:** the data are CC0; copies made before a removal
+  cannot be recalled. Removal guarantees the athlete is absent from every
+  version published *from that point forward*, on every platform above.
+- **Prior versions:** Hugging Face preserves git revision history, so earlier
+  versions of the files remain technically accessible. On request, the
+  maintainer will file a Hugging Face support ticket to purge the affected
+  rows from historical revisions — documented here because it depends on
+  platform action, not only the maintainer's.
 ## Contact
+Maintainer: Dharit Shah — dharits3@gmail.com (or open a discussion on the
+dataset's Hugging Face page). This process is linked from the dataset card
+and reviewed at each annual release.

README.md CHANGED Viewed

@@ -22,7 +22,7 @@ configs:
   - config_name: default
     data_files:
       - split: full
-        path: data/ncaa_all_sports_rosters_2025-26.parquet
   - config_name: acro_tumbling
     data_files:
       - split: full
@@ -135,101 +135,239 @@ configs:
     data_files:
       - split: full
         path: by_sport/wrestling/all.parquet
 ---
 # NCAA All Sports Rosters 2025-26
-The first near-census of a full NCAA athletic year: **514,696 athlete roster records**
-across **all 28 championship and emerging sports**, **1,087 schools**, all three
-divisions (D1/D2/D3), men's and women's teams — one coherent year (2025-26), the first
-season under the House v. NCAA settlement. Covers **~91.7%** of officially reported
-NCAA participations (~96.9% of sponsor-list teams). **De-identified** (no names, no
-photos, no bios); every field is an institution-published roster fact validated against
-the NCAA's official sponsor lists.
-**What it's for:** recruiting geography, international participation, division and
-gender structure, high-school → college pathways, conference composition, roster-size
-policy (House-settlement roster caps) — at individual-record resolution, without PII.
 ## Three things it shows out of the box
 1. **Tennis (40.1%) and ice hockey (28.8%) have the highest international roster
-   shares**; golf (20.2%) and water polo (19.7%) follow. Football and softball (1.5%
-   each) are the most domestic. (Sports with ≥1,000 athletes; share of rows with
-   `origin = international`.)
-2. **Division III, not D1, is the largest slice of college sports:** 204,054 roster
-   records vs 185,912 in D1 and 124,730 in D2.
-3. **Prep-academy pipelines concentrate in specific sports:** among domestic athletes,
-   rowing (12.2%), gymnastics (10.4%), and tennis (10.2%) list prep/academy high
-   schools at the highest rates (`high_school_is_academy`).
 ## Quick start
-Load everything (Parquet, 19 columns):
 ```python
 import pandas as pd
-df = pd.read_parquet("hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26.parquet")
 ```
-Load a single sport without downloading the rest — every sport is a config:
 ```python
 from datasets import load_dataset
 soccer = load_dataset("dharits3/ncaa-college-athlete-rosters-2025-26", "soccer", split="full")
 ```
 Polars / DuckDB:
 ```python
 import polars as pl
-df = pl.read_parquet("hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26.parquet")
 ```
 ```sql
 SELECT sport, count(*) AS athletes,
-       round(avg(CASE WHEN origin='international' THEN 1 ELSE 0 END)*100, 1) AS intl_pct
-FROM read_parquet('hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26.parquet')
 GROUP BY 1 ORDER BY athletes DESC;
 ```
-## Shape (v2.0.5)
 | | |
 |---|---|
-| Athletes | **514,696** (Men 290,969 / Women 223,727) |
-| Divisions | D1 185,912 · D2 124,730 · D3 204,054 |
-| Origin | domestic 459,317 (89.2%) · international 44,241 (8.6%) · unknown 11,138 (2.2%) |
 | Sports | 28 (every NCAA championship + emerging sport) |
 | Schools | 1,087 |
 | Athletic year | 2025-26 for every row |
 ## Schema & completeness
-19 public columns (full definitions: [`data/CODEBOOK.md`](data/CODEBOOK.md)).
-| Column | Meaning | Known | Read this first |
-|---|---|---:|---|
-| `sport` | Sport registry key | 100% | Indoor/outdoor track share source rows — see warning below |
-| `division` / `gender` / `conference` / `school` | Team identity (2025-26 vintage) | 100% | Per-sport conferences and legit Independents exist |
-| `origin` | domestic / international / unknown | 97.8% | Roster-listed origin, **not citizenship** |
-| `hometown_city` / `hometown_state` | Parsed hometown | 97.8% / >99.9% of domestic | State is USPS incl. territories (PR/VI/GU/AS/MP) |
-| `high_school` | High school / prep / academy as listed | 92.4% | Institution-published free text |
-| `class_standing` | Fr/So/Jr/Sr/Gr | 98.0% | 2.0% UNK |
-| `position_group` | Standardized position/event | 90.2% | 9.8% UNK; meaning varies by sport |
 ## Before you count across sports
-**`track_indoor` and `track_outdoor` share source rows by design.** Schools publish one
-track & field roster; indoor is materialized from the shared scrape and reconciled
-against indoor sponsor lists. Distinct `athlete_id`s (`tfi_` / `tfo_`); **1,639**
-overlapping school-gender teams. Never blindly dedupe across sports.
 ## Research using this dataset
 | Output | One-line finding | Dataset version | Links |
 |---|---|---|---|
-| *The Beautiful Game's Class Ceiling: Who Reaches NCAA College Soccer on the Eve of the 2026 World Cup* (SocArXiv, 2026) | Selective-college access among NCAA soccer players runs 15.3% for the richest home-community quintile vs 3.7% for the poorest; men's rosters are 2.7× more international than women's. | v2.0.4 (54,559 soccer rows of 514,696) | [DOI](https://doi.org/10.31235/osf.io/9x4kg_v1) · [replication](https://osf.io/mu3wt/) |
 | *Who Reaches the NBA Draft? Dual Concentration in College and High-School Pathways (2016–2026)* (SocArXiv, 2026) | Duke + Kentucky alone supply 9.5% of all 656 draft picks; two-thirds of draftees did not finish at a US public high school. | Separate derived panel (656 picks) | [DOI](https://doi.org/10.31235/osf.io/exarh_v1) · [replication](https://osf.io/yud8x/) |
 | All-sports starter analysis (Kaggle notebook) | Coverage profile, sport/division/gender structure, state + international recruiting patterns. | v2.0.4 | [notebook](https://www.kaggle.com/code/shahdha/ncaa-all-sports-rosters-2025-26-analysis) |
@@ -237,87 +375,96 @@ overlapping school-gender teams. Never blindly dedupe across sports.
 ```
 ├── data/
-│   ├── ncaa_all_sports_rosters_2025-26.parquet   514,696 × 19 (public, de-identified)
 │   └── CODEBOOK.md
-├── by_sport/<sport>/all.parquet + all.csv         per-sport slices (identical 19-col schema; parquet loadable as configs)
-├── metadata.json                                  build sidecar (counts, checksums, version)
-├── index.html                                     Dataset Search / landing page
-├── DATASHEET.md · ETHICS_REVIEW.md · DISCLOSURE_RISK.md · …
-└── RELEASE_NOTES.md
 ```
-**Public tier only:** 19 de-identified columns — no names, jersey numbers, photos, or
-bios. An enriched 54-column analysis tier (Census town income, high-school typology,
-Scorecard / mobility joins) is **research-only and is not publicly distributed**; those
-joins are rebuildable from this public tier plus public sources (Census ACS, NCES,
-College Scorecard, Opportunity Insights), or available by documented research request.
 ## Release status
-**Released.** Current tip is **v2.0.5** (2026-08-06) — false-international origin fix:
-6,969 US athletes at city-only-style rosters (bare-city / island-style / slash-mash
-hometowns) corrected from `international` to `domestic` with gazetteer-resolved states,
-verified against live roster pages. Prior: v2.0.4 territory fix (2026-07-18); v2.0.3
-audit correction (2026-07-14); original v2.0 published 2026-07-08.
 | | |
 |---|---|
-| **Dataset (HF, DOI)** | https://huggingface.co/datasets/dharits3/ncaa-college-athlete-rosters-2025-26 |
-| **DOI** | [10.57967/hf/9512](https://doi.org/10.57967/hf/9512) |
 | **Kaggle mirror** | https://www.kaggle.com/datasets/shahdha/ncaa-all-sports-rosters-2025-26 |
-| **License** | CC0 1.0 (citation requested; no NIL / publicity grant) |
-| **Version** | **2.0.5** ([GitHub releases](https://github.com/Dharit13/NCAA_2025-26-Season-Dataset-Analysis/releases)) |
-### v2.0.5 corrections (summary)
-- **False-international fix:** the `classify_origin` flaw behind the v2.0.4 territory
-  fix also mislabeled US athletes at ~15 schools whose rosters print hometowns
-  city-only ("Columbus"), island-style ("Honolulu, O'ahu"), or as "City, St. / High
-  School" mashes (SUNY Cortland, the five OAC schools, UW-Oshkosh/La Crosse, Olivet,
-  Eastern Connecticut, Cal State LA/DH, Hawaii, East Carolina, Coastal Carolina, UNCG,
-  and a tail). **6,969 rows** now `origin=domestic` with `hometown_state` resolved via
-  Census-gazetteer match; a 26-row stratified sample was verified against live roster
-  pages (25 confirmed, 1 refuted — the refuting class, bare country names at schools
-  that print domestic hometowns with states, was reverted). Genuinely international
-  clusters (Simon Fraser, Lincoln Missouri's Jamaica pipeline, etc.) untouched.
-- **Schema and row count unchanged** (514,696 athletes / 1,087 schools).
-### Prior (v2.0.4)
-- **US territories:** 150 athletes from American Samoa, Guam, U.S. Virgin Islands,
-  Northern Mariana Islands, and residual Puerto Rico rows were mislabeled
-  `origin=international` with empty `hometown_state`. Now `domestic` with USPS codes
-  `AS`/`GU`/`VI`/`MP`/`PR`. British Virgin Islands remain international.
-- **CODEBOOK:** removed stale `conference` "~68%" coverage claim (public tier is fully
-  populated since v2.0.3).
-- **Schema and row count unchanged** (514,696 athletes / 1,087 schools).
-### Prior (v2.0.3)
-- **−389 rows / −2 schools:** removed Shawnee State (NAIA) and JWU Charlotte
-  (exploratory/USCAA). Kept six NCAA provisional members.
-- Conference labels web-verified; high-school recovery on public `high_school`.
 **Known intentional exceptions**
 | Case | Behavior |
 |---|---|
-| **Independents** | `conference = Independent` is correct for full independents such as **Notre Dame** (football), **Maranatha Baptist**, and **Salem WV** (and for sport-specific independents elsewhere). |
-Full changelog: [RELEASE_NOTES.md](RELEASE_NOTES.md).
 ## Provenance & quality
-- Source: official school athletics-site rosters, scraped for the 2025-26 athletic year
-  and validated against NCAA sport-sponsorship lists.
-- Public tiers are PII-sanitized and audited clean (`pii_audit.txt`, `sanitize_report.txt`).
-- Coverage vs official NCAA participation figures:
-  [OFFICIAL_COMPARISON.md](OFFICIAL_COMPARISON.md).
 ## Citation
-> Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An Individual-Level Dataset
-> Across All Divisions* (Version 2.0.5) [Data set]. Hugging Face.
 > https://doi.org/10.57967/hf/9512
 Machine-readable: [`CITATION.cff`](CITATION.cff).
@@ -326,6 +473,7 @@ Machine-readable: [`CITATION.cff`](CITATION.cff).
 - [DATASHEET.md](DATASHEET.md) — Datasheets for Datasets
 - [ETHICS_REVIEW.md](ETHICS_REVIEW.md) — ethics self-review / IRB exemption floor
-- [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) — quasi-identifier analysis
-- [LEGAL_NOTES.md](LEGAL_NOTES.md) — legal notes (facts/CC0, scraping, FERPA/NIL)
-- [OPT_OUT.md](OPT_OUT.md) — per-record removal on request (dharits3@gmail.com)

   - config_name: default
     data_files:
       - split: full
+        path: data/ncaa_all_sports_rosters_2025-26_enriched.parquet
   - config_name: acro_tumbling
     data_files:
       - split: full
     data_files:
       - split: full
         path: by_sport/wrestling/all.parquet
+  - config_name: baseball_stats
+    data_files:
+      - split: full
+        path: by_sport/baseball/stats.parquet
+  - config_name: basketball_stats
+    data_files:
+      - split: full
+        path: by_sport/basketball/stats.parquet
+  - config_name: field_hockey_stats
+    data_files:
+      - split: full
+        path: by_sport/field_hockey/stats.parquet
+  - config_name: football_stats
+    data_files:
+      - split: full
+        path: by_sport/football/stats.parquet
+  - config_name: ice_hockey_stats
+    data_files:
+      - split: full
+        path: by_sport/ice_hockey/stats.parquet
+  - config_name: lacrosse_stats
+    data_files:
+      - split: full
+        path: by_sport/lacrosse/stats.parquet
+  - config_name: soccer_stats
+    data_files:
+      - split: full
+        path: by_sport/soccer/stats.parquet
+  - config_name: softball_stats
+    data_files:
+      - split: full
+        path: by_sport/softball/stats.parquet
+  - config_name: volleyball_stats
+    data_files:
+      - split: full
+        path: by_sport/volleyball/stats.parquet
+  - config_name: water_polo_stats
+    data_files:
+      - split: full
+        path: by_sport/water_polo/stats.parquet
 ---
 # NCAA All Sports Rosters 2025-26
+A near-census of a full NCAA athletic year — now **named and enriched**.
+**513,655 athlete roster records** across **all 28 championship and emerging
+sports**, **1,087 schools**, all three divisions (D1/D2/D3), men's and women's
+teams, one coherent year (2025-26, the first season under the House v. NCAA
+settlement). Every field is an institution-published roster fact from official
+school athletics sites, validated against the NCAA's official sponsor lists.
+**New in v2.1.0** (2026-08-14):
+- **Names are public.** `first_name` / `last_name` ship on every row — they are
+  school-published facts on public roster pages, and publishing them makes every
+  record verifiable against its `source_url` and linkable to other data.
+- **8 new bio columns:** `first_name`, `last_name`, `major`, `previous_school`,
+  `height_raw`/`height_in`, `weight_raw`/`weight_lbs` (raw + parsed pairs ship
+  together). 27 columns total (the 19 v2.0.5 columns are unchanged; column order
+  is locked).
+- **Season-stats sidecars for 10 sports** — `by_sport/<sport>/stats.parquet`,
+  205,132 stat rows (39.9% of athletes), joinable on `athlete_id`.
+- **1,041 junk rows removed** and **1,972 defective names repaired** (details in
+  [RELEASE_NOTES.md](RELEASE_NOTES.md)).
+**What it's for:** recruiting geography, international participation, division
+and gender structure, high-school → college pathways, walk-on vs contributor
+analysis (roster × stats), academic-major composition, transfer pathways
+(`previous_school`), anthropometrics by sport — at individual-record resolution.
 ## Three things it shows out of the box
 1. **Tennis (40.1%) and ice hockey (28.8%) have the highest international roster
+   shares**; golf (20.2%) and water polo (19.7%) follow. Football and softball
+   (1.5% each) are the most domestic. (Sports with ≥1,000 athletes.)
+2. **Division III, not D1, is the largest slice of college sports:** 203,909
+   roster records vs 185,086 in D1 and 124,660 in D2.
+3. **What a roster omits is a publication convention, and the data shows it:**
+   football rosters list weight for 89.3% of athletes; softball and field hockey
+   list it for 0%. Height/weight/major gaps track school and sport publishing
+   norms, not scraping failures.
 ## Quick start
+Load everything (Parquet, 27 columns):
 ```python
 import pandas as pd
+df = pd.read_parquet("hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26_enriched.parquet")
 ```
+Load a single sport without downloading the rest — every sport is a config, and
+each of the 10 stats sidecars is a `<sport>_stats` config:
 ```python
 from datasets import load_dataset
 soccer = load_dataset("dharits3/ncaa-college-athlete-rosters-2025-26", "soccer", split="full")
+bb_stats = load_dataset("dharits3/ncaa-college-athlete-rosters-2025-26", "basketball_stats", split="full")
+```
+Join rosters to season stats on `athlete_id` (basketball example):
+```python
+import pandas as pd
+base = "hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26"
+combined = pd.read_parquet(f"{base}/by_sport/basketball/all.parquet")   # 32,614 roster rows
+stats    = pd.read_parquet(f"{base}/by_sport/basketball/stats.parquet") # 26,818 stat rows
+bb = combined.merge(stats, on="athlete_id", how="left")
+# left join keeps all 32,614 athletes; those without a published stat line get NaN stats
 ```
 Polars / DuckDB:
 ```python
 import polars as pl
+df = pl.read_parquet("hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26_enriched.parquet")
 ```
 ```sql
 SELECT sport, count(*) AS athletes,
+       round(100.0 * avg(CASE WHEN height_in IS NOT NULL THEN 1 ELSE 0 END), 1) AS height_pct,
+       round(100.0 * avg(CASE WHEN origin = 'international' THEN 1 ELSE 0 END), 1) AS intl_pct
+FROM read_parquet('hf://datasets/dharits3/ncaa-college-athlete-rosters-2025-26/data/ncaa_all_sports_rosters_2025-26_enriched.parquet')
 GROUP BY 1 ORDER BY athletes DESC;
 ```
+Just want a look? [`samples/ncaa_rosters_sample_10000.csv`](samples/ncaa_rosters_sample_10000.csv)
+is a 10,000-row sample; [`samples/sport_summary.csv`](samples/sport_summary.csv)
+has per-sport counts and coverage.
+## Shape (v2.1.0)
 | | |
 |---|---|
+| Athletes | **513,655** (Men 290,510 / Women 223,145) |
+| Divisions | D1 185,086 · D2 124,660 · D3 203,909 |
+| Origin | domestic 459,068 (89.4%) · international 43,853 (8.5%) · unknown 10,734 (2.1%) |
 | Sports | 28 (every NCAA championship + emerging sport) |
 | Schools | 1,087 |
+| Columns | 27 (19 from v2.0.x + 8 new; order locked) |
+| Season stats | 10 sports · 205,132 rows · 39.9% of athletes |
 | Athletic year | 2025-26 for every row |
 ## Schema & completeness
+27 columns, in file order. **Bold** = new in v2.1.0. Machine-readable version:
+[`samples/data_dictionary.csv`](samples/data_dictionary.csv); per-sport notes in
+each `by_sport/<sport>/CODEBOOK.md`.
+| Column | Meaning | Known |
+|---|---|---:|
+| `athlete_id` | Stable sport-prefixed surrogate key; joins to `stats` files | 100% |
+| **`first_name`** | First/given name as school-published | 100% |
+| **`last_name`** | Last/family name as school-published | 99.5% |
+| **`major`** | Academic major as listed on roster/bio page | 30.9% |
+| **`previous_school`** | Previous school as listed (college, junior/club, or HS — source-labeled) | 19.5% |
+| **`height_raw`** | Height as published (`6-2`, `5'11"`) | 62.2% |
+| **`height_in`** | Parsed height, inches | 62.2% |
+| **`weight_raw`** | Weight as published | 30.1% |
+| **`weight_lbs`** | Parsed weight, pounds | 30.0% |
+| `sport` | Sport registry key — indoor/outdoor track share source rows, see below | 100% |
+| `athletic_year` | 2025-26 for every row | 100% |
+| `season` | Sport's season label (`2025`, `2026`, `2025-26`) | 100% |
+| `division` | D1 / D2 / D3 per official NCAA sponsor list | 100% |
+| `gender` | Team competition gender | 100% |
+| `conference` | Athletic conference, 2025-26 vintage; fully populated | 100% |
+| `school` | Institution name | 100% |
+| `position_raw` | Position / event / weight class as listed | 81.6% |
+| `position_group` | Standardized position grouping (`UNK` where unlisted) | 100% |
+| `class_year_raw` | Class as listed (`Fr.`, `R-So.`, `Gr.`) | 99.1% |
+| `class_standing` | Standardized Fr/So/Jr/Sr/Gr/UNK | 100% |
+| `hometown_raw` | Hometown as listed | 97.9% |
+| `hometown_city` | Parsed city | 97.9% |
+| `hometown_state` | Parsed USPS state/territory (incl. PR/VI/GU/AS/MP) | 89.4% |
+| `origin` | domestic / international / unknown — roster-listed, **not citizenship** | 100% |
+| `high_school` | High school / prep / academy as listed | 92.5% |
+| `high_school_is_academy` | Legacy prep/academy flag | 99.8% |
+| `source_url` | Roster page / API endpoint the row came from | 100% |
+> **Missingness is a publication convention, not a defect.** Schools choose what
+> their rosters publish, and conventions differ sharply by sport and gender:
+> women's weight is ~0% in many sports by convention (softball 0%, field hockey
+> 0%) while football publishes it at 89.3%; cross-country programs rarely list
+> height. Columns are never dropped for low coverage — a blank means the school
+> did not publish it. Compare coverage rates across sports in
+> [`samples/sport_summary.csv`](samples/sport_summary.csv) before treating a
+> gap as data loss.
+## Season-stats sidecars (new)
+`by_sport/<sport>/stats.parquet` (+ `.csv`) for 10 sports. Columns are
+**sport-specific by design** (a baseball stat file has no reason to share a
+schema with soccer's); every file joins to its sport's roster slice on
+`athlete_id`. 205,132 athletes (39.9%) have a stat row.
+| Sport | Stat rows | Sport | Stat rows |
+|---|---:|---|---:|
+| soccer | 42,750 | ice_hockey | 6,345 |
+| football | 34,982 | field_hockey | 5,439 |
+| baseball | 27,470 | water_polo | 1,612 |
+| basketball | 26,818 | | |
+| lacrosse | 24,789 | | |
+| volleyball | 17,767 | | |
+| softball | 17,160 | | |
 ## Before you count across sports
+**`track_indoor` and `track_outdoor` share source rows by design.** Schools
+publish one track & field roster; indoor is materialized from the shared scrape
+and reconciled against indoor sponsor lists. Distinct `athlete_id`s
+(`tfi_` / `tfo_`) for the same person-season. Never blindly dedupe across
+sports; when counting unique athletes, decide explicitly how to treat
+indoor/outdoor track.
+## Access: what ships and what never will
+The public tier is everything in this repo: **27 named columns** — all
+school-published roster facts — **plus the per-sport season-stats sidecars**.
+There is also a **research tier** (BISG race/ethnicity predictions,
+home-community income/SES, Census-tract and mobility joins) that is
+**research-only, is in no distributed file, and never will be**; it is not
+reconstructable from the released fields. No photos, no contact information, no
+birthdates, no social-media handles. The shipped build passed a PII audit.
+Names are published because they are facts the schools themselves publish on
+public roster pages; every row carries the `source_url` it came from. Per-record
+removal is honored on request — see [OPT_OUT.md](OPT_OUT.md).
 ## Research using this dataset
 | Output | One-line finding | Dataset version | Links |
 |---|---|---|---|
+| *The Beautiful Game's Class Ceiling: Who Reaches NCAA College Soccer on the Eve of the 2026 World Cup* (SocArXiv, 2026) | Selective-college access among NCAA soccer players runs 15.3% for the richest home-community quintile vs 3.7% for the poorest; men's rosters are 2.7× more international than women's. | v2.0.4 (soccer slice) | [DOI](https://doi.org/10.31235/osf.io/9x4kg_v1) · [replication](https://osf.io/mu3wt/) |
 | *Who Reaches the NBA Draft? Dual Concentration in College and High-School Pathways (2016–2026)* (SocArXiv, 2026) | Duke + Kentucky alone supply 9.5% of all 656 draft picks; two-thirds of draftees did not finish at a US public high school. | Separate derived panel (656 picks) | [DOI](https://doi.org/10.31235/osf.io/exarh_v1) · [replication](https://osf.io/yud8x/) |
 | All-sports starter analysis (Kaggle notebook) | Coverage profile, sport/division/gender structure, state + international recruiting patterns. | v2.0.4 | [notebook](https://www.kaggle.com/code/shahdha/ncaa-all-sports-rosters-2025-26-analysis) |
 ```
 ├── data/
+│   ├── ncaa_all_sports_rosters_2025-26_enriched.parquet   513,655 × 27
+│   └── ncaa_all_sports_rosters_2025-26_enriched.csv       same data
+├── by_sport/<sport>/
+│   ├── all.parquet + all.csv           per-sport slice (same 27 cols; parquet = HF config)
+│   ├── <gender>/all.csv, d1/d2/d3.csv  gender × division CSV slices
+│   ├── stats.parquet + stats.csv       season stats (10 sports; join on athlete_id)
 │   └── CODEBOOK.md
+├── samples/                            10k sample · data dictionary · sport & school summaries
+├── metadata.json · MANIFEST.json       build sidecars (row counts, sha256 per file)
+├── DATASHEET.md · ETHICS_REVIEW.md · DISCLOSURE_RISK.md · LEGAL_NOTES.md · OPT_OUT.md · OFFICIAL_COMPARISON.md
+├── LICENSE · CITATION.cff
+└── RELEASE_NOTES.md                    changelog + opt-out removals ledger
 ```
 ## Release status
+**Current: v2.1.0** (2026-08-14) — the **named + enriched** release.
+- Names public; 8 new columns; stats sidecars for 10 sports; consolidated file
+  renamed to `data/ncaa_all_sports_rosters_2025-26_enriched.parquet`.
+- **513,655 rows** (v2.0.5: 514,696). The −1,041 are junk rows inherited from
+  v2.0.x source data: 845 dual-render duplicate rows (`_N`-suffixed
+  `athlete_id`s from a platform that rendered rosters twice) and 196
+  header-artifact rows (e.g. a `Ht.` column header scraped as a name).
+- **Name repairs** (all inherited defects, each change logged): 1,562
+  `"Last," / "First"` comma-swaps, 407 jersey-number-in-name fixes (recovering
+  80 height/weight values from mashed strings), 2 trailing-comma strips, 1
+  manual correction.
+- Verification: all 28 sports individually signed off — internal battery plus an
+  adversarial live-page workflow (~3,000 field checks against live roster pages,
+  zero wrong-value findings) plus external record-book cross-checks for the
+  stats sports. See [RELEASE_NOTES.md](RELEASE_NOTES.md).
+Prior versions (condensed; full changelog in [RELEASE_NOTES.md](RELEASE_NOTES.md)):
+| Version | Date | Change |
+|---|---|---|
+| v2.0.5 | 2026-08-06 | False-international origin fix (6,969 rows re-labeled domestic, gazetteer-resolved states) |
+| v2.0.4 | 2026-07-18 | US-territory origin fix (150 rows → domestic with `AS`/`GU`/`VI`/`MP`/`PR`) |
+| v2.0.3 | 2026-07-14 | Directory audit: −389 rows / −2 non-NCAA schools; conference labels web-verified |
+| v2.0.2 / v2.0.1 | 2026-07-14/13 | Conference-label normalization; Louisiana Christian (NAIA) removal (−308) |
+| v2.0 | 2026-07-08 | Initial public release (19 de-identified columns) |
 | | |
 |---|---|
+| **Dataset (HF, canonical)** | https://huggingface.co/datasets/dharits3/ncaa-college-athlete-rosters-2025-26 |
+| **DOI** | [10.57967/hf/9512](https://doi.org/10.57967/hf/9512) (unchanged — same repo) |
 | **Kaggle mirror** | https://www.kaggle.com/datasets/shahdha/ncaa-all-sports-rosters-2025-26 |
+| **GitHub** | https://github.com/Dharit13/NCAA_2025-26-Season-Dataset-Analysis ([releases](https://github.com/Dharit13/NCAA_2025-26-Season-Dataset-Analysis/releases)) |
+| **License** | CC0 1.0 — citation requested; CC0 covers the compilation and grants **no NIL / publicity rights** |
+| **Version** | **2.1.0** |
 **Known intentional exceptions**
 | Case | Behavior |
 |---|---|
+| **Independents** | `conference = Independent` is correct for full independents such as **Notre Dame** (football), **Maranatha Baptist**, and **Salem WV**, and for athletes on sport-specific independent schedules. |
+| **Beloit ice hockey** | Two distinct athletes named Taylor share a base `athlete_id` hash (`_2`-suffixed second id) — a collision deliberately kept, not a duplicate. |
+## Known limitations
+- **WMT-platform schools** (Stanford, UCLA, Penn State) have partial bio-column
+  coverage.
+- Some Sidearm goalkeeper/pitching stat lines are rendered JS-only and are
+  missing from the stats sidecars.
+- Presto's combined **"Sacks-YDS"** football stat column ships unsplit.
+- Track-family enrichment rejoin rate is 83.3–83.5% (bio columns are blank for
+  the unmatched remainder in cross country / indoor / outdoor track).
+- Ice-hockey goalie minutes are unreliable; treat with caution.
+- `track_indoor` / `track_outdoor` share source rows by design (see above).
 ## Provenance & quality
+- Source: official school athletics-site rosters (Sidearm / Presto / WMT /
+  school roster APIs / Wayback snapshots), scraped in-season for the 2025-26
+  athletic year and validated against NCAA sport-sponsorship lists.
+- v2.1.0 verification: every sport passed its internal integrity battery, then
+  an adversarial live-page verification (multi-agent, ~25 stratified athletes
+  per sport, ~3,000 field checks total — zero wrong-value findings; the only
+  misses were under-capture, i.e. fields the pipeline left blank). Stats sports
+  were additionally cross-checked against external record books. The per-sport
+  verification log is maintained in the build repository.
+- Raw and parsed fields ship together (`height_raw` + `height_in`,
+  `weight_raw` + `weight_lbs`, `*_raw` + standardized) so parsing is auditable.
+- PII audit clean for the shipped build.
 ## Citation
+> Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An Individual-Level
+> Dataset Across All Divisions* (Version 2.1.0) [Data set]. Hugging Face.
 > https://doi.org/10.57967/hf/9512
 Machine-readable: [`CITATION.cff`](CITATION.cff).
 - [DATASHEET.md](DATASHEET.md) — Datasheets for Datasets
 - [ETHICS_REVIEW.md](ETHICS_REVIEW.md) — ethics self-review / IRB exemption floor
+- [DISCLOSURE_RISK.md](DISCLOSURE_RISK.md) — identifiability analysis, updated for the named release
+- [LEGAL_NOTES.md](LEGAL_NOTES.md) — facts/CC0 rationale, scraping case law, FERPA/NIL notes
+- [OPT_OUT.md](OPT_OUT.md) — per-record removal on request (dharits3@gmail.com,
+  14-day target); removals ledger in [RELEASE_NOTES.md](RELEASE_NOTES.md)

RELEASE_NOTES.md CHANGED Viewed

@@ -1,5 +1,192 @@
 # NCAA All-Sports Rosters 2025-26 — Release Notes
 ## v2.0.5 — 2026-08-06 (city-only roster origin fix)
 Data-quality fix on the public **19-column** tier. **No rows added or removed**
@@ -222,4 +409,4 @@ attempt re-identification. Per-record removal honored on request: dharits3@gmail
 ### Citation
 Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An Individual-Level Dataset Across All
-Divisions* (Version 2.0.4) [Data set]. Hugging Face. https://doi.org/10.57967/hf/9512

 # NCAA All-Sports Rosters 2025-26 — Release Notes
+## v2.1.0 — 2026-08-14 (named + enriched)
+The dataset is now **named and enriched**. Schema change: **19 → 27 columns**
+(column order locked; the 19 v2.0.x columns are unchanged and keep their
+semantics). New per-sport **season-stats sidecar files** for 10 sports. The
+consolidated file path **changes** to
+`data/ncaa_all_sports_rosters_2025-26_enriched.parquet` (+ `.csv`); per-sport
+slices remain `by_sport/<sport>/all.parquet`.
+| | v2.0.5 | v2.1.0 |
+|---|---:|---:|
+| Athletes | 514,696 | **513,655** |
+| Schools | 1,087 | **1,087** |
+| Sports | 28 | **28** |
+| Columns | 19 | **27** |
+| Names | withheld | **public** |
+| Season-stats files | — | **10 sports · 205,132 rows** |
+v2.1.0 splits: Men 290,510 / Women 223,145 · D1 185,086 / D2 124,660 /
+D3 203,909 · origin domestic 459,068 / international 43,853 / unknown 10,734.
+### What's new
+- **Names public.** `first_name` / `last_name` ship on every row. Rationale:
+  names are school-published facts on public roster pages — publishing them
+  makes every record verifiable against its `source_url` and linkable, while
+  adding nothing beyond what the cited page prints.
+- **8 new columns:** `first_name`, `last_name`, `major`, `previous_school`,
+  `height_raw`/`height_in`, `weight_raw`/`weight_lbs`. Raw + parsed pairs ship
+  together so parsing is auditable.
+- **Season-stats sidecars** — `by_sport/<sport>/stats.{parquet,csv}`, columns
+  sport-specific **by design**, joined to rosters on `athlete_id`. 205,132
+  athletes (39.9%) have a stat row. Per-sport rows: soccer 42,750 · football
+  34,982 · baseball 27,470 · basketball 26,818 · lacrosse 24,789 · volleyball
+  17,767 · softball 17,160 · ice_hockey 6,345 · field_hockey 5,439 ·
+  water_polo 1,612.
+- **Coverage of the new columns:** first_name 100%, last_name 99.5% (2,542
+  mononym athletes carry no last name), height 62.2%, weight 30.0%,
+  major 30.9%, previous_school 19.5% (high_school carries over at 92.5%).
+  **Missingness is a publication convention** — schools choose what their
+  rosters print (women's weight is ~0% in many sports by convention: softball
+  0%, field hockey 0%; football publishes it at 89.3%). Columns are never
+  dropped for low coverage.
+### Row-count change: 514,696 → 513,655 (−1,041 junk rows)
+All inherited from the v2.0.x source data, found during enrichment:
+| Class | Rows | What it was |
+|---|---:|---|
+| Dual-render duplicates | 845 | One platform ("firehawk" template) rendered rosters twice; the second render produced duplicate rows with `_N`-suffixed `athlete_id`s |
+| Header artifacts | 196 | Table headers scraped as athletes (e.g. a `Ht.` column header as a name) |
+### Fixed-rows ledger
+All defects inherited from v2.0.x source data; every change is logged.
+Name repairs total **1,972 rows** (comma-swaps + jersey-number fixes +
+trailing commas + 1 manual); the null-literal class repairs non-name fields.
+(`metadata.json` reports `fix_jersey_number: 487` because it counts the 80
+recovered height/weight values as separate ledger entries alongside the 407
+name fixes.)
+| Fix class | Rows |
+|---|---:|
+| `"Last," / "First"` comma-swaps rejoined in correct order | 1,562 |
+| Jersey number mashed into the name field, removed | 407 |
+| — of which height/weight recovered from mashed UCLA baseball strings | +80 values |
+| Junk null-literal strings (`<NA>`, `nan`, `N/A`, `null`) replaced with real nulls (mostly `weight_raw` in acro & tumbling / STUNT) | 2,142 |
+| Trailing-comma strips | 2 |
+| Manual correction (Alleda Hawron, WNE track) | 1 |
+Additionally, 4 stats-sidecar rows whose `athlete_id` belonged to removed
+duplicate rows were dropped from the sidecars (they have no roster row to
+join to).
+**One deliberate keep:** `ih_1d6230318867` / `ih_1d6230318867_2` (Beloit ice
+hockey) are two **different** athletes named Taylor — an id-hash collision, not
+a duplicate. Both rows stay.
+### Verification
+All 28 sports individually signed off before release:
+- **Internal battery** per sport (id uniqueness, parity, coverage, label
+  integrity).
+- **Adversarial live-page workflow** per sport: 9–11 agents re-checking ~25
+  stratified athletes per sport against live roster pages — ~3,000 field checks
+  total, **zero wrong-value findings** (the only misses were under-capture:
+  fields the pipeline left blank, never fields it got wrong).
+- **External record-book cross-checks** for the stats sports.
+The per-sport verification log is maintained in the build repository (not
+shipped with the dataset).
+### Known limitations
+- WMT-platform schools (Stanford, UCLA, Penn State): partial bio-column coverage.
+- Some Sidearm goalkeeper/pitching stat lines are JS-only and missing from the
+  stats sidecars.
+- Presto's combined "Sacks-YDS" football stat column ships unsplit.
+- Track-family enrichment rejoin 83.3–83.5% (bio columns blank for the
+  unmatched remainder in cross country / indoor / outdoor track).
+- Ice-hockey goalie minutes unreliable.
+- `track_indoor` / `track_outdoor` share source rows by design — never blindly
+  dedupe across sports.
+### Removals (opt-out ledger)
+Per-record removal is honored on request, without question: email
+**dharits3@gmail.com** (see `OPT_OUT.md`), target turnaround **14 days**.
+Removals are committed to the data files and recorded here, per version.
+*Empty as of 2026-08-14 — no removal requests received.*
+### Files in this release
+298 files (299 including `MANIFEST.json` itself), ~611 MB. Full per-file row
+counts and sha256 checksums: `MANIFEST.json`.
+### Citation
+Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An Individual-Level
+Dataset Across All Divisions* (Version 2.1.0) [Data set]. Hugging Face.
+https://doi.org/10.57967/hf/9512
+Top level:
+| Path | Rows |
+|---|---:|
+| `data/ncaa_all_sports_rosters_2025-26_enriched.parquet` | 513,655 |
+| `data/ncaa_all_sports_rosters_2025-26_enriched.csv` | 513,655 |
+| `samples/ncaa_rosters_sample_10000.csv` | 10,000 |
+| `samples/school_sport_summary.csv` | 19,603 |
+| `samples/sport_summary.csv` | 28 |
+| `samples/data_dictionary.csv` | 27 |
+| `metadata.json` · `MANIFEST.json` · `LICENSE` · `CITATION.cff` · `README.md` · `RELEASE_NOTES.md` · governance docs | — |
+`by_sport/<sport>/` — every sport ships `CODEBOOK.md`, `all.csv`,
+`all.parquet`, and per-gender division slices (`<gender>/all.csv`, `d1.csv`,
+`d2.csv`, `d3.csv`; a division file exists only where the division fields teams
+— e.g. no men's gymnastics `d2.csv`). The 10 stats sports add `stats.csv` +
+`stats.parquet`. Per-sport roster rows sum to the consolidated 513,655.
+| Sport | Genders | Roster rows | Stats rows |
+|---|---|---:|---:|
+| acro_tumbling | W | 1,099 | — |
+| baseball | M | 38,033 | 27,470 |
+| basketball | M+W | 32,614 | 26,818 |
+| beach_volleyball | W | 1,678 | — |
+| bowling | W | 804 | — |
+| cross_country | M+W | 28,178 | — |
+| equestrian | W | 1,017 | — |
+| fencing | M+W | 1,212 | — |
+| field_hockey | W | 6,300 | 5,439 |
+| football | M | 72,512 | 34,982 |
+| golf | M+W | 13,447 | — |
+| gymnastics | M+W | 2,031 | — |
+| ice_hockey | M+W | 7,529 | 6,345 |
+| lacrosse | M+W | 29,221 | 24,789 |
+| rowing | W | 5,763 | — |
+| rugby | W | 824 | — |
+| skiing | M+W | 500 | — |
+| soccer | M+W | 54,537 | 42,750 |
+| softball | W | 20,661 | 17,160 |
+| stunt | W | 1,046 | — |
+| swimming | M+W | 20,808 | — |
+| tennis | M+W | 14,019 | — |
+| track_indoor | M+W | 60,816 | — |
+| track_outdoor | M+W | 64,231 | — |
+| triathlon | W | 321 | — |
+| volleyball | M+W | 21,394 | 17,767 |
+| water_polo | M+W | 2,333 | 1,612 |
+| wrestling | M+W | 10,727 | — |
+| **Total** | | **513,655** | **205,132** |
+### Unchanged
+- School set (1,087) and sport set (28).
+- The 19 v2.0.x columns and their semantics.
+- Governance posture: the research tier (BISG race, income/SES, tract, mobility
+  joins) is research-only, in no distributed file, never will be, and is not
+  reconstructable from released fields. PII audit clean.
+- License CC0 1.0 (citation requested; no NIL/publicity grant).
+- DOI **10.57967/hf/9512** (same HF repo — cite with version **2.1.0**).
+---
 ## v2.0.5 — 2026-08-06 (city-only roster origin fix)
 Data-quality fix on the public **19-column** tier. **No rows added or removed**
 ### Citation
 Shah, Dharit (2026). *NCAA All Sports Rosters 2025-26: An Individual-Level Dataset Across All
+Divisions* (Version 2.0) [Data set]. Hugging Face. https://doi.org/10.57967/hf/9512

by_sport/README.md CHANGED Viewed

@@ -1,25 +1,53 @@
-# Per-sport slices — NCAA All-Sports 2025-26
-Convenience splits of the public master (`data/ncaa_all_sports_rosters_2025-26.parquet`) for users who want a single sport, gender, or division without filtering the full 514,696-row file. **Every file is a subset of the master with the identical 19-column, de-identified schema** — nothing here is new data.
 ## Layout
 ```
-by_sport/
-  <sport>/
-    all.csv            all divisions, all genders
-    CODEBOOK.md        files + row counts + column dictionary for this sport
-    <gender>/          men/ and/or women/ (single-gender sports have one)
-      all.csv          that gender, all divisions
-      d1.csv d2.csv d3.csv   that gender, one division
 ```
-**28 sports · 203 CSV files.** The gender×division leaf files sum to exactly 514,696 rows — the full master, no loss or duplication. 12 sports are single-gender (e.g. football/baseball = men; softball/field_hockey = women).
-## Cautions
-- **Conference:** fully populated (post v2.0.3). `Independent` includes Notre Dame (football), Maranatha Baptist, Salem WV, and sport-specific independents.
-- **Origin / hometown_state:** US territories (PR/VI/GU/AS/MP) are `domestic` with the matching USPS code (v2.0.4). British Virgin Islands remain `international`.
-- **De-identified** (no names). `hometown_*`/`high_school` are quasi-identifiers — no re-identification.
-- **Do not sum `track_indoor` + `track_outdoor`** — they share source rows by design.
-- For the full data dictionary, enrichment provenance, and coverage, see the top-level `data/CODEBOOK.md` and `DATASHEET.md`.
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+# by_sport/ — per-sport slices (v2.1.0)
+Per-sport slices of the combined file
+(`data/ncaa_all_sports_rosters_2025-26_enriched.{csv,parquet}`; 513,655 rows total).
+Every file carries the same locked 27-column schema — see
+[../data/CODEBOOK.md](../data/CODEBOOK.md).
 ## Layout
+```
+by_sport/<sport>/
+  all.parquet          full sport slice (27 cols)
+  all.csv              CSV twin (empty strings for nulls; Parquet has typed nulls)
+  CODEBOOK.md          per-sport coverage, stat-column vocabulary, sport-specific caveats
+  <gender>/            one directory per competition gender the sport sponsors
+    all.csv            all divisions
+    d1.csv  d2.csv  d3.csv
+  stats.parquet        season-stats sidecar — 10 sports only (see below)
+  stats.csv
 ```
+Single-gender sports (e.g. football, softball) have one gender directory, and its
+`all.csv` is identical to the sport-level `all.csv`. Per-sport row counts and coverage
+rates: [../samples/sport_summary.csv](../samples/sport_summary.csv) and
+[../metadata.json](../metadata.json).
+## Stats sidecars
+10 sports ship a season-stats file with **sport-specific columns by design** (never
+merged into one wide cross-sport file): baseball (27,470 rows), basketball (26,818),
+field_hockey (5,439), football (34,982), ice_hockey (6,345), lacrosse (24,789), soccer
+(42,750), softball (17,160), volleyball (17,767), water_polo (1,612). One row per
+athlete with ≥1 published stat line; column definitions in each sport's `CODEBOOK.md`.
+Join on `athlete_id`:
+```python
+roster = pd.read_parquet("by_sport/soccer/all.parquet")
+stats  = pd.read_parquet("by_sport/soccer/stats.parquet")
+df = roster.merge(stats, on="athlete_id", how="left")
 ```
+Left-merge so roster athletes without stats survive with nulls — redshirts and
+non-appearing reserves are real roster states, not join failures.
+## Track shared-rows warning
+`track_indoor` and `track_outdoor` **share source rows by design** — schools publish one
+track & field roster, and each sport is materialized and reconciled independently
+(distinct `tfi_`/`tfo_` id prefixes). The same athlete typically appears in both sports
+(and often in `cross_country`). This matches the NCAA's own per-sport participation
+convention. Never dedupe blindly across sports; pick a unit of analysis first.

by_sport/acro_tumbling/CODEBOOK.md CHANGED Viewed

@@ -1,42 +1,17 @@
-# CODEBOOK — Acrobatics & Tumbling (NCAA 2025-26)
-Per-sport slice of the NCAA All-Sports 2025-26 public dataset. Same 19-column public (de-identified, no names) schema as the master release. All files here are subsets of `data/ncaa_all_sports_rosters_2025-26.csv` — identical columns, filtered to Acrobatics & Tumbling.
-## Files in this folder
-| File | Scope | Rows |
-|---|---|---:|
-| `all.csv` | all divisions, all genders | 1,102 |
-| `women/all.csv` | women, all divisions | 1,102 |
-| `women/d1.csv` | women, D1 | 385 |
-| `women/d2.csv` | women, D2 | 566 |
-| `women/d3.csv` | women, D3 | 151 |
-Genders present: women.
-## Columns (19)
-| Column | Definition |
-|---|---|
-| `athlete_id` | Stable de-identified row id (per sport). Not a person id across sports. |
-| `sport` | Sport key — constant within this folder. |
-| `athletic_year` | `2025-26` for every row. |
-| `season` | Sport's own season label. |
-| `division` | `D1` / `D2` / `D3`. |
-| `gender` | `Men` / `Women`. |
-| `conference` | Athletic conference (fully populated; `Independent` intentional where applicable). |
-| `school` | Institution short name. |
-| `position_raw` | Position/event as listed. |
-| `position_group` | Standardized position group. |
-| `class_year_raw` | Class as listed. |
-| `class_standing` | Standardized class standing. |
-| `hometown_raw` | Hometown as listed. |
-| `hometown_city` | Parsed city. |
-| `hometown_state` | USPS state/territory (US athletes incl. PR/VI/GU/AS/MP). |
-| `origin` | `domestic` / `international` / `unknown`. US territories are domestic. |
-| `high_school` | High school as listed. |
-| `high_school_is_academy` | Legacy academy flag. |
-| `source_url` | Source roster URL. |
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+> **v2.1.0 release note (2026-08-14).** The shipped file has **1,099 rows**. Figures below were computed at sport sign-off, before the release build removed 3 junk row(s) from this sport (duplicate renders / header artifacts) and repaired 0 name value(s); coverage percentages drift by at most ~2pp from the shipped file. Any 'suffix-dup rows' known-issue notes below are resolved in this release (ice hockey's Beloit 'Taylor' pair is two different athletes and both rows are kept).
+# NCAA Acro Tumbling 2025-26 — Enriched (v2.1 staging, roster-only)
+One file: `ncaa_acro_tumbling_2025-26_combined` (1,102 x 27) — locked 27-col schema.
+## Coverage
+| column | Men (n=0) | Women (n=1,102) |
+|---|---|---|
+| height_in | — | 55.3% |
+| weight_lbs | — | 0.0% |
+| major | — | 33.1% |
+| previous_school | — | 10.2% |
+Sparse bio = publication convention. Majors on athlete BIO pages (not roster
+pages) are out of scope (profile scraping = 30x fetch cost, rejected early).
+5 firehawk dup rows (ledger).

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by_sport/acro_tumbling/women/d3.csv CHANGED Viewed

@@ -1,152 +1,152 @@
-athlete_id,sport,athletic_year,season,division,gender,conference,school,position_raw,position_group,class_year_raw,class_standing,hometown_raw,hometown_city,hometown_state,origin,high_school,high_school_is_academy,source_url
-at_22a28fb9949a,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,So.,So,"Buffalo, NY",Buffalo,NY,domestic,Maryvale,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_dfa88e0e2db6,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Utility,Other,Jr.,Jr,"Guilderland, NY",Guilderland,NY,domestic,Guilderland,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_a455f7569618,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,Sr.,Sr,"Tonawanda, NY",Tonawanda,NY,domestic,Newfane,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_89e8e392b032,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler,Tumbler,Fr.,Fr,"Elma, NY",Elma,NY,domestic,Iroquois,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_ec305a6259ed,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,Fr.,Fr,"Buffalo, NY",Buffalo,NY,domestic,West Seneca East,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_c24ea4a4a2c6,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler/Base/Mid,Multi,Jr.,Jr,"Fairfield, CA",Fairfield,CA,domestic,St. Patrick-St. Vincent,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_35fbf7325934,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Flyer,Multi,Fr.,Fr,"Kenmore, NY",Kenmore,NY,domestic,Health Sciences,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_32d0cdae505d,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler/Top,Multi,Sr.,Sr,"Grand Island, NY",Grand Island,NY,domestic,Grand Island,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_007faf3fed55,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,So.,So,"Lancaster, NY",Lancaster,NY,domestic,Lancaster,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_e8a0783a5937,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Jr.,Jr,"Cheektowaga, NY",Cheektowaga,NY,domestic,Depew,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_c493b6e5a46b,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Sr.,Sr,"Cheektowaga, NY",Cheektowaga,NY,domestic,Cleveland Hill,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_f714c641736f,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Fr.,Fr,"Brooklyn, NY",Brooklyn,NY,domestic,James Madison,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_b9a3398a7311,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Fr.,Fr,"Tonawanda, NY",Tonawanda,NY,domestic,Kenmore East,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_cc785de13b31,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Kenmore, NY",Kenmore,NY,domestic,Kenmore West,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_ba416f35c251,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Jr.,Jr,"Poughkeepsie, NY",Poughkeepsie,NY,domestic,Poughkeepsie,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_bc86c4167f22,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Schenectady, NY",Schenectady,NY,domestic,Guilderland,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_12d07604976c,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Fr.,Fr,"Elmont, NY",Elmont,NY,domestic,Sewanhaka,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_6dfe6e6ccf24,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Mid,Base,Jr.,Jr,"Climax, NY",Climax,NY,domestic,Greenville High School,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_e710ab4f65fc,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Clarence, NY",Clarence,NY,domestic,Clarence,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_b7648874f7d4,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Delmar, NY",Delmar,NY,domestic,Bethlehem,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_540c21298416,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Fr.,Fr,"Buffalo, NY",Buffalo,NY,domestic,Mount Vernon,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
-at_beac820c83e8,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Tumbler,Multi,Fr.,Fr,"Grand Blanc, Mich",Grand Blanc,MI,domestic,Grand Blanc,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_a445867a5ecf,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Back Spot,Other,Fr.,Fr,"Hamilton, Mich.",Hamilton,MI,domestic,Hamilton,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_28212ebc24c2,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top,Top,Fr.,Fr,"Tucson, Az",Tucson,AZ,domestic,Desert Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_2b2a64eff49b,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base,Multi,So.,So,"Tucson, Az",Tucson,AZ,domestic,Desert Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_63adf63f1590,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Flyer,Top,Fr.,Fr,"St. Charles, Ill.",St. Charles,IL,domestic,St. Charles North,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_1542c8d445ea,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base,Base,So.,So,"Auburn, Ca.",Auburn,CA,domestic,Home School,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_496b8b01d6c2,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Utility,Other,Fr.,Fr,"Seminole, Fla",Seminole,FL,domestic,Seminole,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_783a2f49028e,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Utility,Other,Jr.,Jr,"Livonia, MI",Livonia,MI,domestic,Livonia Stevenson,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_88530918a510,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base/Tumbler,Multi,So.,So,"Marne, MI",Marne,MI,domestic,Kenowa Hills,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_12b646e2ee1c,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Mid,Base,Fr.,Fr,"Kentwood, Mich",Kentwood,MI,domestic,East Kentwood,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_77fda3c111d4,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Jr.,Jr,"Severn, MD",Severn,MD,domestic,Homeschool,1,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_a7dbfef6cb45,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Fr.,Fr,"Durham, NC",Durham,NC,domestic,Cresset Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_07a5f684a0cf,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base,Multi,Fr.,Fr,"Holland, MI",Holland,MI,domestic,West Ottawa,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_a8764573d2ef,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Fr.,Fr,"Poltava, Ukraine",Poltava,,international,Potters House,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_82c7c50984e3,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base,Base,Fr.,Fr,"Milford, MI",Milford,MI,domestic,Milford,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
-at_e727f561ab13,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Sr.,Sr,"Racine, Wis.",Racine,WI,domestic,Union Grove,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_e66e8b8e5565,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Toluca, Ill.",Toluca,IL,domestic,Fieldcrest,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_f570e05258c3,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Waukesha, Wis.",Waukesha,WI,domestic,Waukesha West,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_2129ccea1a4a,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Colorado Springs, Colo.",Colorado Springs,CO,domestic,Vista Ridge,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_7217b0ec5603,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Hilbert, Wis.",Hilbert,WI,domestic,Hilbert High School,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_4147a65b2ebd,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Elkhorn, Wis.",Elkhorn,WI,domestic,Elkhorn Area,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_dbc191083b8b,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"Belvidere, Ill.",Belvidere,IL,domestic,Belvidere,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_d204da0addea,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Suffolk, Va.",Suffolk,VA,domestic,Nansemond River,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_a93d1e300675,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Back,Other,Sr.,Sr,"Alto, Mich.",Alto,MI,domestic,Caledonia,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_fbe50376bb16,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Andover, Minn.",Andover,MN,domestic,Anoka,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_b9e9d54f7496,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Fr.,Fr,"Staurt, Fla.",Staurt,FL,domestic,Clark Advanced Learning,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_4d622bd698e2,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Theinsville, Wis.",Theinsville,WI,domestic,Kettle Moraine Lutheran,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_11f0f85899fa,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Joppa, Md.",Joppa,MD,domestic,Concordia Preparatory,1,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_230eab8952a6,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Fr.,Fr,"Menomonee Falls, Wis.",Menomonee Falls,WI,domestic,Menomonee Falls,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_67188e3170e0,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,So.,So,"Appleton, Wis.",Appleton,WI,domestic,Fox Valley Lutheran,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_0a4c24353b19,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Springfield, Va.",Springfield,VA,domestic,John R. Lewis,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_20297c83d009,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,So.,So,"Milbank, S.D.",Milbank,SD,domestic,Milbank,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_ef098870107f,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"West Milwaukee, Wis.",West Milwaukee,WI,domestic,Golda Meir,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_e95b511e5c7a,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"Miami, Fla.",Miami,FL,domestic,Hialeah Gardens,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
-at_233b4ca22f78,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Denton, TX",Denton,TX,domestic,University Prep,1,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_7f07a157d806,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Jackson, TN",Jackson,TN,domestic,South Gibson County,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_a7880fe2618a,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Frisco, TX",Frisco,TX,domestic,Lone Star,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_201c718c9969,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Longview, TX",Longview,TX,domestic,Pine Tree,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_e6fe18eb45a6,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Dickinson, TX",Dickinson,TX,domestic,Dickinson,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_aee49294ff68,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Jacksonville, TX",Jacksonville,TX,domestic,Jacksonville High School,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_8b661392d398,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Christiansburg, VA",Christiansburg,VA,domestic,Liberty University Online Academy,1,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_6fe42b9cd6e5,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Jr.,Jr,"Rowlett, TX",Rowlett,TX,domestic,Rockwall,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_0ef98aae7141,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Liberty City, TX",Liberty City,TX,domestic,Sabine,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_72e3b27d885e,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Aubrey, TX",Aubrey,TX,domestic,Aubrey,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_2c1c9bb16de1,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Elm Grove, TX",Elm Grove,TX,domestic,Parkway,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_1689dbd1da80,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Quitman, TX",Quitman,TX,domestic,Quitman,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_ad06bd349286,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Mason, TX",Mason,TX,domestic,Mason,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_61c63be38652,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Rockwall, TX",Rockwall,TX,domestic,Rockwall,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_57610ce6b64b,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Palestine, TX",Palestine,TX,domestic,Neches,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_0f89a8e67714,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Nacogdoches, TX",Nacogdoches,TX,domestic,Martinsville,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_f5758f8f3add,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,Nacogdoches,Nacogdoches,TX,domestic,Nacogdoches,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_3aceaffae4db,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Gr.,Gr,"Greenville, TX",Greenville,TX,domestic,Greenville Christian,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_4539b457fe58,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Sand Springs, OK",Sand Springs,OK,domestic,Charles Page,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_23231cc63b31,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Arlington, TX",Arlington,TX,domestic,Pantego Christian,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
-at_b6cc5d82eb30,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Morrisville, N.C.",Morrisville,NC,domestic,Crossroads FLEX,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_42f7e6675b1b,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Base/Tumbler,Multi,So.,So,"Linthicum Heights, Md.",Linthicum Heights,MD,domestic,North County,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_9a47e8b77748,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Dunkirk, Md.",Dunkirk,MD,domestic,Northern,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_d58b0d4b8065,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,So.,So,"Sparrows Point, Md.",Sparrows Point,MD,domestic,Sparrows Point,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_e351f28315f4,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumbler,Multi,Fr.,Fr,"Millwood, N.Y.",Millwood,NY,domestic,Horace Greeley,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_7f5460f6a704,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"West Friendship, Md.",West Friendship,MD,domestic,Glenelg,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_4e821921aaf1,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Base/Tumbler,Multi,Fr.,Fr,"Chesapeake, Va.",Chesapeake,VA,domestic,Oscar Smith,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_81e9878ecb76,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,So.,So,"District Heights, Md.",District Heights,MD,domestic,Bishop McNamara,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_3273b67fd96d,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumbler,Multi,So.,So,"Taneytown, Md.",Taneytown,MD,domestic,Francis Scott Key,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_e3a9104928bc,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumber,Top,So.,So,"Fallston, Md.",Fallston,MD,domestic,John Carroll,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_88f6d2abd26d,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,So.,So,"Gaithersburg, Md.",Gaithersburg,MD,domestic,Gaithersburg,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_9bb3af7a33ec,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Baltimore, Md.",Baltimore,MD,domestic,Woodlawn,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_d0787894f3e6,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,Sr.,Sr,"Northampton, Pa.",Northampton,PA,domestic,Northampton,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
-at_d45849ba25d8,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base/Tumbler,Multi,Sr.,Sr,"San Antonio, Texas",San Antonio,TX,domestic,John Jay,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_ef57e5cf8825,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top,Top,Fr.,Fr,"New Braunfels, Texas",New Braunfels,TX,domestic,Canyon,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_ddc4a08daa4c,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Elgin, Texas",Elgin,TX,domestic,Elgin,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_575a479fd926,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_8895a7fe23ff,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,So.,So,"Cibolo, Texas",Cibolo,TX,domestic,Steele,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_c973d8aa42f1,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Jr.,Jr,"Miami, FL",Miami,FL,domestic,Dr. Michael Krop,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_1f700578576d,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_df83563c7cfc,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_584c87a432d1,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Lockhart, Texas",Lockhart,TX,domestic,Lockhart,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_b1adc0042c70,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,So.,So,"Franklin, LA",Franklin,LA,domestic,Alief Hastings,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_7b6481cb28cf,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Kyle, Texas",Kyle,TX,domestic,Hays,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_98a35b9ba065,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top,Top,Jr.,Jr,"Boerne, Texas",Boerne,TX,domestic,Champion,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_61f7d2ba9021,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top/Base,Multi,Fr.,Fr,"Normanna, Texas",Normanna,TX,domestic,Skidmore-Tynan,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_28927973e9e5,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,"5'1""",Other,Fr.,Fr,"Cuero, Texas",Cuero,TX,domestic,Cuero,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_580d8cc6e86a,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Seguin, Texas",Seguin,TX,domestic,Seguin,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
-at_f8846f1319d2,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"Waco, TX",Waco,TX,domestic,Bosqueville,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_145b4a21dcf7,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Waco, TX",Waco,TX,domestic,Midway,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_a5a7a90f1afb,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Leander, TX",Leander,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_5c3a71cd393f,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"Helotes, TX",Helotes,TX,domestic,Ross Prep,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_9c7f3ffb0afc,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Jr.,Jr,"Elgin, TX",Elgin,TX,domestic,Elgin,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_e079f0503924,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Spring, TX",Spring,TX,domestic,Concordia Lutheran,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_f69e4c40ac70,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,So.,So,"Southlake, TX",Southlake,TX,domestic,Carroll,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_30a41d98cb7a,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"College Station, TX",College Station,TX,domestic,Rudder,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_0cbe53d78887,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Sr.,Sr,"Houston, TX",Houston,TX,domestic,Cypress Christian,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_2539c407404d,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Georgetown, TX",Georgetown,TX,domestic,Georgetown,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_2c5aa780f9fe,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Dallas, TX",Dallas,TX,domestic,Pearce,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_97c6bd2a1df1,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Sr.,Sr,"Fulshear, TX",Fulshear,TX,domestic,Obra D. Tompkins,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_ab1caa42755e,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"Prosper, TX",Prosper,TX,domestic,Calvary Preparatory,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_f40b33ebec70,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Round Rock, TX",Round Rock,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_1a6a258f1f0a,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Sr.,Sr,"Fort Worth, TX",Fort Worth,TX,domestic,C.F. Brewer,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_301db7a14425,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Houston, TX",Houston,TX,domestic,Logos Preparatory Academy,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_d808c6cea828,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Arlington, TX",Arlington,TX,domestic,Pantego Christian,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_a98730badd31,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"McGregor, TX",McGregor,TX,domestic,Midway,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_b37dd9c86f53,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Sr.,Sr,"Katy, TX",Katy,TX,domestic,Westchester Academy,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_d654b768d04b,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Jr.,Jr,"Georgetown, TX",Georgetown,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_a8a7fd303d79,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/T/TUMB,Other,Jr.,Jr,"Katy, TX",Katy,TX,domestic,Taylor,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_b449b199f517,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Thorndale, TX",Thorndale,TX,domestic,Thorndale,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_16b2d2526308,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"Arlington, TX",Arlington,TX,domestic,University Prep,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_38a0dce4bd6b,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,TUMB,Other,Jr.,Jr,"Aubrey, TX",Aubrey,TX,domestic,Heritage,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_71110f2674fa,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Round Rock, TX",Round Rock,TX,domestic,Stony Point,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_8d3e779c094c,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Fr.,Fr,"Allen, TX",Allen,TX,domestic,Allen,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_1121862f2119,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Sr.,Sr,"Pflugerville, TX",Pflugerville,TX,domestic,Texas Home School,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
-at_0cd78bcf7f9b,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Charlotte, N.C.",Charlotte,NC,domestic,Cox Mill,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_eecaa5e60007,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Jr.,Jr,"Martinsville, Ind.",Martinsville,IN,domestic,Martinsville,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_a47f61946252,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Base/Tumbler,Multi,Jr.,Jr,"Casco, Mich.",Casco,MI,domestic,Armada,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_ca4521958ea4,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Williamston, Mich.",Williamston,MI,domestic,Williamston,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_8d408088f998,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"LaGrange, Ind.",LaGrange,IN,domestic,Lakeland,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_1a634f71ea38,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Fr.,Fr,"Bloomington, Ind.",Bloomington,IN,domestic,Bloomington North,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_a981cd2a62d5,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Top/Tumbler,Multi,Sr.,Sr,"Chardon, Ohio",Chardon,OH,domestic,Chardon,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_c686bd1788b0,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Laporte, Ind.",Laporte,IN,domestic,LaPorte,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_75854ad97f6b,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,So.,So,"Beecher, Ill.",Beecher,IL,domestic,Beecher,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_ad089adfdfe3,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Sr.,Sr,"Medina, Ohio",Medina,OH,domestic,Medina,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_d4d5ecf44892,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Sr.,Sr,"Huntington, Ind.",Huntington,IN,domestic,Huntington North,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_96b557cd035e,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top,Top,Fr.,Fr,"Holt, Mich.",Holt,MI,domestic,Holt,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_8027715c40bd,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Bronson, Mich.",Bronson,MI,domestic,Bronson,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_4cf5d6fa320c,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Jr.,Jr,"Byron Center, Mich.",Byron Center,MI,domestic,Byron Center,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_3a4c384079a2,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top,Top,Fr.,Fr,"LaGrange, Ind.",LaGrange,IN,domestic,Lakeland,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_4551073ce935,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Jr.,Jr,"Gary, Ind.",Gary,IN,domestic,Munster,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_56fba00bac88,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Mandeville, La.",Mandeville,LA,domestic,Mandeville,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_62a0e9e0704c,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,So.,So,"Pleasant Lake, Ind.",Pleasant Lake,IN,domestic,Angola,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_5ed27b8b0934,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Gary, Ind.",Gary,IN,domestic,West Side Leadership Academy,1,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_d33b2864f79a,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,So.,So,"Syracuse, Ind.",Syracuse,IN,domestic,Wawasee,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
-at_46c04af101b4,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Harrison Township, Mich.",Harrison Township,MI,domestic,L'Anse Creuse,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026

+athlete_id,first_name,last_name,major,previous_school,height_raw,height_in,weight_raw,weight_lbs,sport,athletic_year,season,division,gender,conference,school,position_raw,position_group,class_year_raw,class_standing,hometown_raw,hometown_city,hometown_state,origin,high_school,high_school_is_academy,source_url
+at_22a28fb9949a,Dakotah,Price,Dietetics & Nutrition,,4-11,59.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,So.,So,"Buffalo, NY",Buffalo,NY,domestic,Maryvale,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_dfa88e0e2db6,Mia,Oppy,Music Education,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Utility,Other,Jr.,Jr,"Guilderland, NY",Guilderland,NY,domestic,Guilderland,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_a455f7569618,Lucy,Ingro,Speech Language Pathology,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,Sr.,Sr,"Tonawanda, NY",Tonawanda,NY,domestic,Newfane,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_89e8e392b032,Kara,Moran,Elementary/Exceptional Education,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler,Tumbler,Fr.,Fr,"Elma, NY",Elma,NY,domestic,Iroquois,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_ec305a6259ed,Olivia,Persons,Childhood Education,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Top,Top,Fr.,Fr,"Buffalo, NY",Buffalo,NY,domestic,West Seneca East,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_c24ea4a4a2c6,Adrienne,Gardner,Business,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler/Base/Mid,Multi,Jr.,Jr,"Fairfield, CA",Fairfield,CA,domestic,St. Patrick-St. Vincent,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_35fbf7325934,Juliana,Santiago,Social Work,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Flyer,Multi,Fr.,Fr,"Kenmore, NY",Kenmore,NY,domestic,Health Sciences,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_32d0cdae505d,Jackie,Heyden,Exceptional Education,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Tumbler/Top,Multi,Sr.,Sr,"Grand Island, NY",Grand Island,NY,domestic,Grand Island,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_007faf3fed55,Emma,Ball,Speech Language Pathology,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,So.,So,"Lancaster, NY",Lancaster,NY,domestic,Lancaster,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_e8a0783a5937,Bri,Rohrer,Individualized Studies,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Jr.,Jr,"Cheektowaga, NY",Cheektowaga,NY,domestic,Depew,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_c493b6e5a46b,Julia,Purpura,Business,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Sr.,Sr,"Cheektowaga, NY",Cheektowaga,NY,domestic,Cleveland Hill,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_f714c641736f,Sydney,Canning,Early Childhood Education,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Fr.,Fr,"Brooklyn, NY",Brooklyn,NY,domestic,James Madison,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_b9a3398a7311,Mariah,Allen,Early Childhood Education,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Tumbler,Multi,Fr.,Fr,"Tonawanda, NY",Tonawanda,NY,domestic,Kenmore East,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_cc785de13b31,November,Maziarz,Education,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Kenmore, NY",Kenmore,NY,domestic,Kenmore West,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_ba416f35c251,Kerice,Salmon,Communications,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Jr.,Jr,"Poughkeepsie, NY",Poughkeepsie,NY,domestic,Poughkeepsie,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_bc86c4167f22,Lucy,Urig,Exceptional/Early Childhood Education,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Schenectady, NY",Schenectady,NY,domestic,Guilderland,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_12d07604976c,Carla,Saint-Hillien,Interior Design,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Fr.,Fr,"Elmont, NY",Elmont,NY,domestic,Sewanhaka,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_6dfe6e6ccf24,Guinevere,Brickman,Interior Design,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base/Mid,Base,Jr.,Jr,"Climax, NY",Climax,NY,domestic,Greenville High School,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_e710ab4f65fc,Lilly,Scarantine,Criminal Justice,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Clarence, NY",Clarence,NY,domestic,Clarence,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_b7648874f7d4,Emma,Fitzpatrick,Social Work,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,So.,So,"Delmar, NY",Delmar,NY,domestic,Bethlehem,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_540c21298416,MK,Goulbourne,Sociology,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Buffalo State,Base,Base,Fr.,Fr,"Buffalo, NY",Buffalo,NY,domestic,Mount Vernon,0,https://buffalostateathletics.com/sports/acrobatics-tumbling/roster/2026
+at_beac820c83e8,Anna,Mae Barber,Biology,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Tumbler,Multi,Fr.,Fr,"Grand Blanc, Mich",Grand Blanc,MI,domestic,Grand Blanc,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_a445867a5ecf,Addison,Winsemius,Nursing,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Back Spot,Other,Fr.,Fr,"Hamilton, Mich.",Hamilton,MI,domestic,Hamilton,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_28212ebc24c2,Maddie,Condon,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top,Top,Fr.,Fr,"Tucson, Az",Tucson,AZ,domestic,Desert Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_2b2a64eff49b,Yvette,Tompkins,Criminology/Social Work,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base,Multi,So.,So,"Tucson, Az",Tucson,AZ,domestic,Desert Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_63adf63f1590,Marissa,Jackson,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Flyer,Top,Fr.,Fr,"St. Charles, Ill.",St. Charles,IL,domestic,St. Charles North,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_1542c8d445ea,Rebecca-Helen,Prince,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base,Base,So.,So,"Auburn, Ca.",Auburn,CA,domestic,Home School,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_496b8b01d6c2,Claybrooke,Rodney,Kinesiology,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Utility,Other,Fr.,Fr,"Seminole, Fla",Seminole,FL,domestic,Seminole,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_783a2f49028e,Eila,Yee,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Utility,Other,Jr.,Jr,"Livonia, MI",Livonia,MI,domestic,Livonia Stevenson,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_88530918a510,Erin,Ledkins,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base/Tumbler,Multi,So.,So,"Marne, MI",Marne,MI,domestic,Kenowa Hills,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_12b646e2ee1c,Addison,Metten,Nursing,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Mid,Base,Fr.,Fr,"Kentwood, Mich",Kentwood,MI,domestic,East Kentwood,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_77fda3c111d4,Sasha,Kuhlmann,Psychology,,,,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Jr.,Jr,"Severn, MD",Severn,MD,domestic,Homeschool,1,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_a7dbfef6cb45,Grace,Van Tongeren,Elementary Education,,4-9,57.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Fr.,Fr,"Durham, NC",Durham,NC,domestic,Cresset Christian,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_07a5f684a0cf,Ashlyn,Stonick,Graphic Design,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Top/Base,Multi,Fr.,Fr,"Holland, MI",Holland,MI,domestic,West Ottawa,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_a8764573d2ef,Masha,Mykhnevych,Kinesiology,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base/Back,Base,Fr.,Fr,"Poltava, Ukraine",Poltava,,international,Potters House,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_82c7c50984e3,Jillian,Empie,Kinesiology,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Michigan Intercollegiate Athletic Association,Calvin,Base,Base,Fr.,Fr,"Milford, MI",Milford,MI,domestic,Milford,0,https://calvinknights.com/sports/acrobatics-tumbling/roster/2026
+at_e727f561ab13,Emily,Ruka,Sonography,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Sr.,Sr,"Racine, Wis.",Racine,WI,domestic,Union Grove,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_e66e8b8e5565,Natalie,Deblaey,,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Toluca, Ill.",Toluca,IL,domestic,Fieldcrest,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_f570e05258c3,Jenna,Gardner,Marketing,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Waukesha, Wis.",Waukesha,WI,domestic,Waukesha West,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_2129ccea1a4a,Prudence,Conquest,Nursing,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Colorado Springs, Colo.",Colorado Springs,CO,domestic,Vista Ridge,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_7217b0ec5603,Alayna,Schroeder,Biomedical Sciences,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Hilbert, Wis.",Hilbert,WI,domestic,Hilbert High School,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_4147a65b2ebd,Gabby,Dixon,Biomedical Sciences,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Elkhorn, Wis.",Elkhorn,WI,domestic,Elkhorn Area,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_dbc191083b8b,Jadyn,Vail,Elementary Education,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"Belvidere, Ill.",Belvidere,IL,domestic,Belvidere,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_d204da0addea,Rylee,Binley,Nursing,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Suffolk, Va.",Suffolk,VA,domestic,Nansemond River,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_a93d1e300675,Ainslee,Taylor,Elementary Education,,5-9,69.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Back,Other,Sr.,Sr,"Alto, Mich.",Alto,MI,domestic,Caledonia,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_fbe50376bb16,Kirsten,Bailey,Art,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,Fr.,Fr,"Andover, Minn.",Andover,MN,domestic,Anoka,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_b9e9d54f7496,Nibras,Jarrar,Nursing,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Fr.,Fr,"Staurt, Fla.",Staurt,FL,domestic,Clark Advanced Learning,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_4d622bd698e2,Anna,Kickbush,,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Top,Top,So.,So,"Theinsville, Wis.",Theinsville,WI,domestic,Kettle Moraine Lutheran,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_11f0f85899fa,Cadia,Sanders,Biomedical Science,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Joppa, Md.",Joppa,MD,domestic,Concordia Preparatory,1,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_230eab8952a6,Frankie,Evitch,Rehabilitation Science-Pre-OT,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Fr.,Fr,"Menomonee Falls, Wis.",Menomonee Falls,WI,domestic,Menomonee Falls,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_67188e3170e0,Alaina,Krueger,Diagnostic Medical Sonography,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,So.,So,"Appleton, Wis.",Appleton,WI,domestic,Fox Valley Lutheran,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_0a4c24353b19,Grace,Partain,Mass Communications,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Jr.,Jr,"Springfield, Va.",Springfield,VA,domestic,John R. Lewis,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_20297c83d009,Lydia,Street,Secondary Math Education,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,So.,So,"Milbank, S.D.",Milbank,SD,domestic,Milbank,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_ef098870107f,Emma,Pawlak,Interior Architecture & Design,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"West Milwaukee, Wis.",West Milwaukee,WI,domestic,Golda Meir,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_e95b511e5c7a,MariaDelCarmen,Betancourt,Accounting,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Concordia Wisconsin,Base,Base,Sr.,Sr,"Miami, Fla.",Miami,FL,domestic,Hialeah Gardens,0,https://cuwfalcons.com/sports/acrobatics-tumbling/roster/2026
+at_233b4ca22f78,Maddie,Lozano,Elementary Education,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Denton, TX",Denton,TX,domestic,University Prep,1,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_7f07a157d806,Katelyn,Cozart,Sports Management,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Jackson, TN",Jackson,TN,domestic,South Gibson County,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_a7880fe2618a,Trinity,Heath,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Frisco, TX",Frisco,TX,domestic,Lone Star,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_201c718c9969,Rhiunce,Black,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Longview, TX",Longview,TX,domestic,Pine Tree,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_e6fe18eb45a6,Amaria,Thompson,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Dickinson, TX",Dickinson,TX,domestic,Dickinson,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_aee49294ff68,Chesni,Speaker,Elementary Education,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Jacksonville, TX",Jacksonville,TX,domestic,Jacksonville High School,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_8b661392d398,Eva,Dicken,Athletic Training,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Christiansburg, VA",Christiansburg,VA,domestic,Liberty University Online Academy,1,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_6fe42b9cd6e5,Kylie,Pittman,Criminal Justice,Collin College,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Jr.,Jr,"Rowlett, TX",Rowlett,TX,domestic,Rockwall,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_0ef98aae7141,Kera,Reyne,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Liberty City, TX",Liberty City,TX,domestic,Sabine,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_72e3b27d885e,Emberlynn,Dye,Kinesiology/ Rehab Science,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Aubrey, TX",Aubrey,TX,domestic,Aubrey,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_2c1c9bb16de1,Brooke,Silvertooth,Political Science,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Elm Grove, TX",Elm Grove,TX,domestic,Parkway,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_1689dbd1da80,Carly,Spears,Elementary Education - Science,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Quitman, TX",Quitman,TX,domestic,Quitman,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_ad06bd349286,Annalise,Cawley,Christian Ministry,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Mason, TX",Mason,TX,domestic,Mason,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_61c63be38652,Reagan,Brown,Criminal Justice,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Rockwall, TX",Rockwall,TX,domestic,Rockwall,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_57610ce6b64b,Kennedy,Kolander,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Palestine, TX",Palestine,TX,domestic,Neches,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_0f89a8e67714,Audrey,Locke,Athletic Training,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Fr.,Fr,"Nacogdoches, TX",Nacogdoches,TX,domestic,Martinsville,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_f5758f8f3add,Diana,Garcia,Sociology,Wiley University,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,Nacogdoches,Nacogdoches,TX,domestic,Nacogdoches,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_3aceaffae4db,Kilee,Davis,Business Administration,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Gr.,Gr,"Greenville, TX",Greenville,TX,domestic,Greenville Christian,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_4539b457fe58,Hannah,George,Athletic Training,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,So.,So,"Sand Springs, OK",Sand Springs,OK,domestic,Charles Page,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_23231cc63b31,Shosha,Weigand,Nursing,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,East Texas Baptist,,UNK,Sr.,Sr,"Arlington, TX",Arlington,TX,domestic,Pantego Christian,0,https://goetbutigers.com/sports/acrobatics-tumbling/roster/2026
+at_b6cc5d82eb30,Claire,Cashion,Business Administration,,5-8,68.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Morrisville, N.C.",Morrisville,NC,domestic,Crossroads FLEX,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_42f7e6675b1b,Daisy,Fernandez,Nursing,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Base/Tumbler,Multi,So.,So,"Linthicum Heights, Md.",Linthicum Heights,MD,domestic,North County,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_9a47e8b77748,Kaitlyn,Bradford,Early Childhood Education,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Dunkirk, Md.",Dunkirk,MD,domestic,Northern,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_d58b0d4b8065,Alise,Gasker,Nursing,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,So.,So,"Sparrows Point, Md.",Sparrows Point,MD,domestic,Sparrows Point,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_e351f28315f4,Mariam,Said,Fashion Design,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumbler,Multi,Fr.,Fr,"Millwood, N.Y.",Millwood,NY,domestic,Horace Greeley,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_7f5460f6a704,Katherine,King,Elementary Education,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"West Friendship, Md.",West Friendship,MD,domestic,Glenelg,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_4e821921aaf1,Lia,Murphy,Biology,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Base/Tumbler,Multi,Fr.,Fr,"Chesapeake, Va.",Chesapeake,VA,domestic,Oscar Smith,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_81e9878ecb76,Layla,Warrick,Legal Studies,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,So.,So,"District Heights, Md.",District Heights,MD,domestic,Bishop McNamara,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_3273b67fd96d,Jordan,Brock,Biology,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumbler,Multi,So.,So,"Taneytown, Md.",Taneytown,MD,domestic,Francis Scott Key,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_e3a9104928bc,Valentina,Lumaro,Business Administration,,4-11,59.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Top/Tumber,Top,So.,So,"Fallston, Md.",Fallston,MD,domestic,John Carroll,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_88f6d2abd26d,Jaylyn,Hollinshed,Elementary Education,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,So.,So,"Gaithersburg, Md.",Gaithersburg,MD,domestic,Gaithersburg,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_9bb3af7a33ec,Lanaii,Stewart,Nursing,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base/Tumbler,Multi,Fr.,Fr,"Baltimore, Md.",Baltimore,MD,domestic,Woodlawn,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_d0787894f3e6,Allyson,Ozimek,Biochemistry,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Middle Atlantic Conferences,Stevenson,Base,Base,Sr.,Sr,"Northampton, Pa.",Northampton,PA,domestic,Northampton,0,https://gomustangsports.com/sports/acrobatics-tumbling/roster/2026
+at_d45849ba25d8,Payten,Campos,Kinesiology (Exercise Science),Northeast Lakeview College,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base/Tumbler,Multi,Sr.,Sr,"San Antonio, Texas",San Antonio,TX,domestic,John Jay,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_ef57e5cf8825,Reyna,Gold,Business,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top,Top,Fr.,Fr,"New Braunfels, Texas",New Braunfels,TX,domestic,Canyon,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_ddc4a08daa4c,Makinzee,Howard,Education,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Elgin, Texas",Elgin,TX,domestic,Elgin,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_575a479fd926,Gracie,Ribiero,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_8895a7fe23ff,Lilianna,Clymer,Nursing,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,So.,So,"Cibolo, Texas",Cibolo,TX,domestic,Steele,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_c973d8aa42f1,Alysa,Marquez,Psychology,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Jr.,Jr,"Miami, FL",Miami,FL,domestic,Dr. Michael Krop,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_1f700578576d,Emma,Sanchez,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_df83563c7cfc,Edyn,Gerzon,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,,UNK,Fr.,Fr,Fr.,Fr.,,international,,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_584c87a432d1,Heaven,Cantu,Psychology,,4-9,57.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Lockhart, Texas",Lockhart,TX,domestic,Lockhart,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_b1adc0042c70,De'Niyajh,Madison,Business Administration,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,So.,So,"Franklin, LA",Franklin,LA,domestic,Alief Hastings,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_7b6481cb28cf,Addison,Hataway,Athletic Training,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Kyle, Texas",Kyle,TX,domestic,Hays,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_98a35b9ba065,Kadyn,McElroy,Nursing,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top,Top,Jr.,Jr,"Boerne, Texas",Boerne,TX,domestic,Champion,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_61f7d2ba9021,Addison,Sidonio,Pre-Nursing,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Top/Base,Multi,Fr.,Fr,"Normanna, Texas",Normanna,TX,domestic,Skidmore-Tynan,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_28927973e9e5,Lillie,Heller,Business Management,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,"5'1""",Other,Fr.,Fr,"Cuero, Texas",Cuero,TX,domestic,Cuero,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_580d8cc6e86a,Leyla,Pecina,Sociology,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Texas Lutheran,Base,Base,Fr.,Fr,"Seguin, Texas",Seguin,TX,domestic,Seguin,0,https://tlubulldogs.com/sports/acrobatics-tumbling/roster/2026
+at_f8846f1319d2,Annie,Battistella,,,5-8,68.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"Waco, TX",Waco,TX,domestic,Bosqueville,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_145b4a21dcf7,Claire,Willis,,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Waco, TX",Waco,TX,domestic,Midway,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_a5a7a90f1afb,Abby,Coyle,,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Leander, TX",Leander,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_5c3a71cd393f,Hannah,Ross,,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"Helotes, TX",Helotes,TX,domestic,Ross Prep,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_9c7f3ffb0afc,Genna,Crafts,,Texas Lutheran,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Jr.,Jr,"Elgin, TX",Elgin,TX,domestic,Elgin,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_e079f0503924,Brooke,Smith,,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Spring, TX",Spring,TX,domestic,Concordia Lutheran,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_f69e4c40ac70,Ryanne,Beall,,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,So.,So,"Southlake, TX",Southlake,TX,domestic,Carroll,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_30a41d98cb7a,Savannah,Hall,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"College Station, TX",College Station,TX,domestic,Rudder,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_0cbe53d78887,Jenna,Hall,,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Sr.,Sr,"Houston, TX",Houston,TX,domestic,Cypress Christian,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_2539c407404d,Kylee,Jones,,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Georgetown, TX",Georgetown,TX,domestic,Georgetown,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_2c5aa780f9fe,Shani,Henkel,,,5-1,61.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Dallas, TX",Dallas,TX,domestic,Pearce,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_97c6bd2a1df1,Valeria,Guevara,,,5-7,67.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Sr.,Sr,"Fulshear, TX",Fulshear,TX,domestic,Obra D. Tompkins,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_ab1caa42755e,Mikaela,Powers,,,4-11,59.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"Prosper, TX",Prosper,TX,domestic,Calvary Preparatory,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_f40b33ebec70,Emily,Kithil,,,5-5,65.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Jr.,Jr,"Round Rock, TX",Round Rock,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_1a6a258f1f0a,Natalie,Podsednik,,,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Sr.,Sr,"Fort Worth, TX",Fort Worth,TX,domestic,C.F. Brewer,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_301db7a14425,Lizzy,Pogue,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Houston, TX",Houston,TX,domestic,Logos Preparatory Academy,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_d808c6cea828,Kasey,Hedrick,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Arlington, TX",Arlington,TX,domestic,Pantego Christian,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_a98730badd31,Malia,Erickson,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Fr.,Fr,"McGregor, TX",McGregor,TX,domestic,Midway,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_b37dd9c86f53,Madi,Lybarger,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Sr.,Sr,"Katy, TX",Katy,TX,domestic,Westchester Academy,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_d654b768d04b,Madi,Malesic,,King,5-3,63.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Jr.,Jr,"Georgetown, TX",Georgetown,TX,domestic,Rouse,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_a8a7fd303d79,Claire,Cupples,,Texas Lutheran,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/T/TUMB,Other,Jr.,Jr,"Katy, TX",Katy,TX,domestic,Taylor,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_b449b199f517,Makaelyn,Frei,,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,T/TUMB,Other,Jr.,Jr,"Thorndale, TX",Thorndale,TX,domestic,Thorndale,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_16b2d2526308,Riley,Gray,,,5-2,62.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,So.,So,"Arlington, TX",Arlington,TX,domestic,University Prep,1,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_38a0dce4bd6b,Madison,Lewis,,,5-0,60.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,TUMB,Other,Jr.,Jr,"Aubrey, TX",Aubrey,TX,domestic,Heritage,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_71110f2674fa,Anna,Kacerguis,,,5-6,66.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Fr.,Fr,"Round Rock, TX",Round Rock,TX,domestic,Stony Point,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_8d3e779c094c,Lauren,Truman,,,5-10,70.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B,Other,Fr.,Fr,"Allen, TX",Allen,TX,domestic,Allen,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_1121862f2119,Alexis,Kokel,,,5-4,64.0,,,acro_tumbling,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,B/TUMB,Other,Sr.,Sr,"Pflugerville, TX",Pflugerville,TX,domestic,Texas Home School,0,https://cruathletics.com/sports/acrobatics-tumbling/roster/2026
+at_0cd78bcf7f9b,Lauren,Hillin,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Charlotte, N.C.",Charlotte,NC,domestic,Cox Mill,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_eecaa5e60007,Lillianne,Boyd,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Jr.,Jr,"Martinsville, Ind.",Martinsville,IN,domestic,Martinsville,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_a47f61946252,Alexandra,Misson,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Base/Tumbler,Multi,Jr.,Jr,"Casco, Mich.",Casco,MI,domestic,Armada,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_ca4521958ea4,Juliana,Porco,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Williamston, Mich.",Williamston,MI,domestic,Williamston,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_8d408088f998,Scotlyn,Gayheart,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"LaGrange, Ind.",LaGrange,IN,domestic,Lakeland,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_1a634f71ea38,Eleanora,Buehler,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Fr.,Fr,"Bloomington, Ind.",Bloomington,IN,domestic,Bloomington North,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_a981cd2a62d5,Lauren,Alexander,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Top/Tumbler,Multi,Sr.,Sr,"Chardon, Ohio",Chardon,OH,domestic,Chardon,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_c686bd1788b0,Emma,West,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Laporte, Ind.",Laporte,IN,domestic,LaPorte,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_75854ad97f6b,Olivia,Geringer-Spagnola,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,So.,So,"Beecher, Ill.",Beecher,IL,domestic,Beecher,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_ad089adfdfe3,Courtney,Welsh,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Sr.,Sr,"Medina, Ohio",Medina,OH,domestic,Medina,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_d4d5ecf44892,Olivia,Hartup,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top/Tumbler,Multi,Sr.,Sr,"Huntington, Ind.",Huntington,IN,domestic,Huntington North,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_96b557cd035e,Evalyn,Holdcraft,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top,Top,Fr.,Fr,"Holt, Mich.",Holt,MI,domestic,Holt,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_8027715c40bd,Kailynne,Scare,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Bronson, Mich.",Bronson,MI,domestic,Bronson,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_4cf5d6fa320c,Megan,TenHarkel,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Jr.,Jr,"Byron Center, Mich.",Byron Center,MI,domestic,Byron Center,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_3a4c384079a2,Alayna,Rasler,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Top,Top,Fr.,Fr,"LaGrange, Ind.",LaGrange,IN,domestic,Lakeland,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_4551073ce935,Joslynn,Rushdan,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Jr.,Jr,"Gary, Ind.",Gary,IN,domestic,Munster,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_56fba00bac88,Emma,Wilke,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,Jr.,Jr,"Mandeville, La.",Mandeville,LA,domestic,Mandeville,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_62a0e9e0704c,Ava,Henderson,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,So.,So,"Pleasant Lake, Ind.",Pleasant Lake,IN,domestic,Angola,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_5ed27b8b0934,Aiyonna,Mcwilliams,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Gary, Ind.",Gary,IN,domestic,West Side Leadership Academy,1,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_d33b2864f79a,Trinity,LaJoice,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base/Tumbler,Multi,So.,So,"Syracuse, Ind.",Syracuse,IN,domestic,Wawasee,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026
+at_46c04af101b4,Madeline,Grafton,,,,,,,acro_tumbling,2025-26,2026,D3,Women,Independent,Trine,Base,Base,Fr.,Fr,"Harrison Township, Mich.",Harrison Township,MI,domestic,L'Anse Creuse,0,https://trinethunder.com/sports/acrobatics-tumbling/roster/2026

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@@ -1,42 +1,28 @@
-# CODEBOOK — Baseball (NCAA 2025-26)
-Per-sport slice of the NCAA All-Sports 2025-26 public dataset. Same 19-column public (de-identified, no names) schema as the master release. All files here are subsets of `data/ncaa_all_sports_rosters_2025-26.csv` — identical columns, filtered to Baseball.
-## Files in this folder
-| File | Scope | Rows |
-|---|---|---:|
-| `all.csv` | all divisions, all genders | 38,049 |
-| `men/all.csv` | men, all divisions | 38,049 |
-| `men/d1.csv` | men, D1 | 11,682 |
-| `men/d2.csv` | men, D2 | 10,702 |
-| `men/d3.csv` | men, D3 | 15,665 |
-Genders present: men.
-## Columns (19)
-| Column | Definition |
 |---|---|
-| `athlete_id` | Stable de-identified row id (per sport). Not a person id across sports. |
-| `sport` | Sport key — constant within this folder. |
-| `athletic_year` | `2025-26` for every row. |
-| `season` | Sport's own season label. |
-| `division` | `D1` / `D2` / `D3`. |
-| `gender` | `Men` / `Women`. |
-| `conference` | Athletic conference (fully populated; `Independent` intentional where applicable). |
-| `school` | Institution short name. |
-| `position_raw` | Position/event as listed. |
-| `position_group` | Standardized position group. |
-| `class_year_raw` | Class as listed. |
-| `class_standing` | Standardized class standing. |
-| `hometown_raw` | Hometown as listed. |
-| `hometown_city` | Parsed city. |
-| `hometown_state` | USPS state/territory (US athletes incl. PR/VI/GU/AS/MP). |
-| `origin` | `domestic` / `international` / `unknown`. US territories are domestic. |
-| `high_school` | High school as listed. |
-| `high_school_is_academy` | Legacy academy flag. |
-| `source_url` | Source roster URL. |
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+> **v2.1.0 release note (2026-08-14).** The shipped file has **38,033 rows**. Figures below were computed at sport sign-off, before the release build removed 16 junk row(s) from this sport (duplicate renders / header artifacts) and repaired 200 name value(s); coverage percentages drift by at most ~2pp from the shipped file. Any 'suffix-dup rows' known-issue notes below are resolved in this release (ice hockey's Beloit 'Taylor' pair is two different athletes and both rows are kept).
+# NCAA Baseball 2026 — Enriched (v2.1 staging)
+Two files, joined on `athlete_id` (spring 2026; men's sport):
+- `ncaa_baseball_2025-26_combined` (38,049 x 27) — locked 27-col schema
+- `ncaa_baseball_2025-26_stats` (27,470) — `gp, gs, ab, r, h, doubles, triples, hr, rbi, tb, bb, so, sb, sb_att, avg, ip, era, w, l, sv, k, app`
+## Coverage (n=38,049, all men)
+| column | coverage |
 |---|---|
+| height_in | 90.0% |
+| weight_lbs | 76.6% |
+| major | 32.3% |
+| previous_school | 33.8% (JUCO pipeline) |
+Athletes with >=1 stat: 72.2%;
+pitchers with pitching lines: 12,666.
+`k` = pitcher strikeouts; `so` = batter strikeouts. Context-aware table
+mapping keeps pitching-against values out of batting columns.
+## Notes
+- stats 72.2% is the lowest of the ball sports — baseball carries 35+ man
+  rosters with many non-appearing players (verified correct on live pages),
+  plus WMT-platform schools (e.g. Nebraska) 404 on pinned roster AND stats
+  URLs (known platform gap, same as soccer)
+- ERA up to 999 kept: 0.2-IP blowups are real 9-inning-ERA arithmetic
+- 32 firehawk suffix-dup rows in upstream release (v2.1 ledger)

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@@ -1,46 +1,31 @@
-# CODEBOOK — Basketball (NCAA 2025-26)
-Per-sport slice of the NCAA All-Sports 2025-26 public dataset. Same 19-column public (de-identified, no names) schema as the master release. All files here are subsets of `data/ncaa_all_sports_rosters_2025-26.csv` — identical columns, filtered to Basketball.
-## Files in this folder
-| File | Scope | Rows |
-|---|---|---:|
-| `all.csv` | all divisions, all genders | 32,614 |
-| `men/all.csv` | men, all divisions | 17,346 |
-| `men/d1.csv` | men, D1 | 5,407 |
-| `men/d2.csv` | men, D2 | 4,720 |
-| `men/d3.csv` | men, D3 | 7,219 |
-| `women/all.csv` | women, all divisions | 15,268 |
-| `women/d1.csv` | women, D1 | 4,725 |
-| `women/d2.csv` | women, D2 | 4,273 |
-| `women/d3.csv` | women, D3 | 6,270 |
-Genders present: men, women.
-## Columns (19)
-| Column | Definition |
-|---|---|
-| `athlete_id` | Stable de-identified row id (per sport). Not a person id across sports. |
-| `sport` | Sport key — constant within this folder. |
-| `athletic_year` | `2025-26` for every row. |
-| `season` | Sport's own season label. |
-| `division` | `D1` / `D2` / `D3`. |
-| `gender` | `Men` / `Women`. |
-| `conference` | Athletic conference (fully populated; `Independent` intentional where applicable). |
-| `school` | Institution short name. |
-| `position_raw` | Position/event as listed. |
-| `position_group` | Standardized position group. |
-| `class_year_raw` | Class as listed. |
-| `class_standing` | Standardized class standing. |
-| `hometown_raw` | Hometown as listed. |
-| `hometown_city` | Parsed city. |
-| `hometown_state` | USPS state/territory (US athletes incl. PR/VI/GU/AS/MP). |
-| `origin` | `domestic` / `international` / `unknown`. US territories are domestic. |
-| `high_school` | High school as listed. |
-| `high_school_is_academy` | Legacy academy flag. |
-| `source_url` | Source roster URL. |
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+> **v2.1.0 release note (2026-08-14).** The shipped file has **32,614 rows**. Figures below were computed at sport sign-off, before the release build removed 0 junk row(s) from this sport (duplicate renders / header artifacts) and repaired 194 name value(s); coverage percentages drift by at most ~2pp from the shipped file. Any 'suffix-dup rows' known-issue notes below are resolved in this release (ice hockey's Beloit 'Taylor' pair is two different athletes and both rows are kept).
+# NCAA Basketball 2025-26 — Enriched (v2.1 staging)
+Two files, joined on `athlete_id`:
+- `ncaa_basketball_2025-26_combined` (32,614 rows x 27 cols) — locked
+  27-col schema (published 19 + identity/bio 8)
+- `ncaa_basketball_2025-26_stats` (26,818 rows) — basketball vocabulary:
+  `gp, gs, minutes, fgm, fga, tpm, tpa, ftm, fta, pts, oreb, dreb, reb, ast, stl, blk, to, pf`
+## Coverage
+| column | Men (n=17,346) | Women (n=15,268) |
+|---|---|---|
+| height_in | 89.1% | 88.9% |
+| weight_lbs | 69.2% | 0.0% |
+| major | 29.9% | 32.9% |
+| previous_school | 34.0% | 27.4% |
+Athletes with >=1 stat: 82.2%.
+Weight for women's programs is not published (publication convention).
+## Notes
+- height_in validated to [56, 93] in — the 93 is real (Olivier Rioux, Florida,
+  7'9'', verified live + 305 lbs); values outside the band are school-side
+  typos, kept verbatim in height_raw with height_in = NA
+- percentages (fg%, 3pt%, ft%) deliberately not scraped — recompute from
+  made/attempted
+- ~4% of teams lack a parseable stats page (JS shells / Presto 404s)
+- bare roster URLs had rolled to 2026-27; season-pinned re-fetch
+  (/roster/2025-26) recovered 948 teams — all data is the 2025-26 season

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@@ -1,42 +1,17 @@
-# CODEBOOK — Beach Volleyball (NCAA 2025-26)
-Per-sport slice of the NCAA All-Sports 2025-26 public dataset. Same 19-column public (de-identified, no names) schema as the master release. All files here are subsets of `data/ncaa_all_sports_rosters_2025-26.csv` — identical columns, filtered to Beach Volleyball.
-## Files in this folder
-| File | Scope | Rows |
-|---|---|---:|
-| `all.csv` | all divisions, all genders | 1,678 |
-| `women/all.csv` | women, all divisions | 1,678 |
-| `women/d1.csv` | women, D1 | 1,151 |
-| `women/d2.csv` | women, D2 | 352 |
-| `women/d3.csv` | women, D3 | 175 |
-Genders present: women.
-## Columns (19)
-| Column | Definition |
-|---|---|
-| `athlete_id` | Stable de-identified row id (per sport). Not a person id across sports. |
-| `sport` | Sport key — constant within this folder. |
-| `athletic_year` | `2025-26` for every row. |
-| `season` | Sport's own season label. |
-| `division` | `D1` / `D2` / `D3`. |
-| `gender` | `Men` / `Women`. |
-| `conference` | Athletic conference (fully populated; `Independent` intentional where applicable). |
-| `school` | Institution short name. |
-| `position_raw` | Position/event as listed. |
-| `position_group` | Standardized position group. |
-| `class_year_raw` | Class as listed. |
-| `class_standing` | Standardized class standing. |
-| `hometown_raw` | Hometown as listed. |
-| `hometown_city` | Parsed city. |
-| `hometown_state` | USPS state/territory (US athletes incl. PR/VI/GU/AS/MP). |
-| `origin` | `domestic` / `international` / `unknown`. US territories are domestic. |
-| `high_school` | High school as listed. |
-| `high_school_is_academy` | Legacy academy flag. |
-| `source_url` | Source roster URL. |
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+> **v2.1.0 release note (2026-08-14).** The shipped file has **1,678 rows**. Figures below were computed at sport sign-off, before the release build removed 0 junk row(s) from this sport (duplicate renders / header artifacts) and repaired 0 name value(s); coverage percentages drift by at most ~2pp from the shipped file. Any 'suffix-dup rows' known-issue notes below are resolved in this release (ice hockey's Beloit 'Taylor' pair is two different athletes and both rows are kept).
+# NCAA Beach Volleyball 2025-26 — Enriched (v2.1 staging, roster-only)
+One file: `ncaa_beach_volleyball_2025-26_combined` (1,678 x 27) — locked 27-col schema.
+## Coverage
+| column | Men (n=0) | Women (n=1,678) |
+|---|---|---|
+| height_in | — | 81.3% |
+| weight_lbs | — | 0.0% |
+| major | — | 27.2% |
+| previous_school | — | 31.6% |
+Sparse bio = publication convention. Majors on athlete BIO pages (not roster
+pages) are out of scope (profile scraping = 30x fetch cost, rejected early).
+0 firehawk dup rows (ledger).

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-athlete_id,sport,athletic_year,season,division,gender,conference,school,position_raw,position_group,class_year_raw,class_standing,hometown_raw,hometown_city,hometown_state,origin,high_school,high_school_is_academy,source_url
-bvb_2dfc7b6d2130,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Gr.,Gr,"Panama City, FL",Panama City,FL,domestic,North Bay Haven Charter Academy,1,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_ade020d10aad,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'4""",Player,Jr.,Jr,"New Braunfels, TX",New Braunfels,TX,domestic,Canyon,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_66ed47c00e3b,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'5""",Player,So.,So,"San Angelo, TX",San Angelo,TX,domestic,Wall High School,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_778dff4c303d,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Fr.,Fr,"Mire, La.",Mire,LA,domestic,Lafayette Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_7c03f72c4b08,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,So.,So,"Deer Park, TX",Deer Park,TX,domestic,Deer Park,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_bb45aa449c19,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,So.,So,"Corinth, TX",Corinth,TX,domestic,Lake Dallas,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_83c4927c4741,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"Lubbock, TX",Lubbock,TX,domestic,Frenship,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_c4f62770db76,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'9""",Player,Fr.,Fr,"Francitas, TX",Francitas,TX,domestic,Industrial,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_28550e5a8806,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,So.,So,"Chandler, AZ",Chandler,AZ,domestic,Valley Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_af0a58782fae,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"Frisco, TX",Frisco,TX,domestic,Centennial,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_4a5929cde3af,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Jr.,Jr,"The Woodlands, TX",The Woodlands,TX,domestic,The Woodlands Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_d2bf6d14295e,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'4""",Player,Jr.,Jr,"Mansfield, TX",Mansfield,TX,domestic,Timberview,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_45a4c0555ddf,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"McKinney, TX",McKinney,TX,domestic,Imagine International Academy,1,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_a66621dede56,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,Jr.,Jr,"Marshall, TX",Marshall,TX,domestic,Marshall High School,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_b561e20a88e9,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"6'0""",Player,Fr.,Fr,"Tyler, TX",Tyler,TX,domestic,Legacy,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_be5033aa689c,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'9""",Player,So.,So,"McKinney, TX",McKinney,TX,domestic,Cornerstone Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
-bvb_be157a8b1579,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'6""",Player,So.,So,"DeLand, Fla.",DeLand,FL,domestic,DeLand High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_4cdaa03550d3,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'7""",Player,So.,So,"Rustburg, Va.",Rustburg,VA,domestic,Rustburg High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_a0aa4da8015e,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,Jr.,Jr,"Woodbridge, Va.",Woodbridge,VA,domestic,Colgan,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_5d30db07479c,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,So.,So,"Saratoga Springs, N.Y.",Saratoga Springs,NY,domestic,Saratoga Springs,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_7191afda5b23,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'8""",Player,Sr.,Sr,"Charlotte, N.C.",Charlotte,NC,domestic,Ardrey Kell,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_1497bf958f60,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'7""",Player,Sr.,Sr,"Appomattox, Va.",Appomattox,VA,domestic,Appomattox County,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_b918f2e1931b,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Sr.,Sr,"Fredericksburg, Va.",Fredericksburg,VA,domestic,Courtland,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_600cb3e0fd7c,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'8""",Player,Jr.,Jr,"Sunbury, Ohio",Sunbury,OH,domestic,Big Walnut High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_fca26bccdf50,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'6""",Player,Jr.,Jr,"Midlothian, Va.",Midlothian,VA,domestic,Midlothian,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_670782c0642b,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"6'0""",Player,So.,So,"Forest Grove, Oreg.",Forest Grove,OR,domestic,Mountainside High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_c89321a3446d,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,Sr.,Sr,"Matthews, N.C.",Matthews,NC,domestic,Weddington,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_b33ec567c20a,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_b6734edabd24,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Gr.,Gr,"Bay Shore, N.Y.",Bay Shore,NY,domestic,Islip High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_c96ac9b6c977,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'4""",Player,Jr.,Jr,"Springfield, Va.",Springfield,VA,domestic,West Springfield,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_7987708e5397,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Sr.,Sr,"Sanford, N.C.",Sanford,NC,domestic,Southern Lee,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_0202bc00d1fb,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def,Player,Sr.,Sr,"Muskego, Wis.",Muskego,WI,domestic,Divine Savior Holy Angels,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_7f16ec3a3194,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl/Def,Player,Jr.,Jr,"Roswell, Ga.",Roswell,GA,domestic,Pope,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_fc5890adb6ba,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,D,Player,Fr.,Fr,"Littleton, Colo.",Littleton,CO,domestic,Chatfield,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_3fa5aea500f2,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,Jr.,Jr,"Lynchburg, Va.",Lynchburg,VA,domestic,Liberty Christian,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_22bfaab34cf0,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Roswell, Ga.",Roswell,GA,domestic,Johnson Ferry Christian,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_68fad72e9233,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,So.,So,"Cartersville, Ga.",Cartersville,GA,domestic,Cartersville,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_f3190601a2ba,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,Jr.,Jr,"Pearland, Tx.",Pearland,TX,domestic,Pearland,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_7d837cd74636,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Fr.,Fr,"Raleigh, N.C.",Raleigh,NC,domestic,Trinity Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_812949556b16,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def/Spl,Player,Jr.,Jr,"Naples, Fla.",Naples,FL,domestic,Barron Collier,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_acaae0cf1cf6,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,So.,So,"Lakeland, Fla.",Lakeland,FL,domestic,McKeel Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_a80c11ff99f1,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def,Player,Sr.,Sr,"Silver Spring, Md.",Silver Spring,MD,domestic,,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_19262501362a,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,,Player,So.,So,"Lexington, Va.",Lexington,VA,domestic,Rockbridge County,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_c2895187ab93,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl/Def,Player,Sr.,Sr,"Atlanta, Ga.",Atlanta,GA,domestic,St. Pius X Catholic,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_21d39b0fb88e,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,D,Player,Fr.,Fr,"Cumming, Ga.",Cumming,GA,domestic,North Forsyth,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_15ecdc9b035d,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Fr.,Fr,"Monterey, Calif.",Monterey,CA,domestic,Carrollton,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_a5d4d8963ed2,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Knoxville, Tenn.",Knoxville,TN,domestic,West,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_39b0ca1bd7cd,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Palm City, Fla.",Palm City,FL,domestic,Jensen Beach,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_5db61042ba83,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,"5'9""",Player,Sr.,Sr,"Green Bay, Wis.",Green Bay,WI,domestic,Notre Dame Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
-bvb_9d3678dc52b2,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'2""",Player,Fr.,Fr,"East Bernard, TX",East Bernard,TX,domestic,East Bernard High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_6bcf6e70d400,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_785932979cf6,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'8""",Player,Fr.,Fr,"Fulshear, Texas",Fulshear,TX,domestic,Sierra Canyon High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_9243ca01fef1,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'9""",Player,Fr.,Fr,"Houston, Texas",Houston,TX,domestic,Bellaire High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_f185dd463a14,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'9""",Player,So.,So,"Houston, Texas",Houston,TX,domestic,Atascocita HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_65ff084e06e9,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'1""",Player,So.,So,"Kingwood, Texas",Kingwood,TX,domestic,Porter High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_af47e49be5c3,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,Fr.,Fr,"Wimberley, Texas",Wimberley,TX,domestic,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_94a54daef469,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'5""",Player,Jr.,Jr,"Cypress, TX",Cypress,TX,domestic,Cypress Ranch High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_0e62b63f38c1,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'6""",Player,Fr.,Fr,"Boyd, TX",Boyd,TX,domestic,Boyd High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_942196af5f93,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'10""",Player,So.,So,"South Padre Island, Texas",South Padre Island,TX,domestic,Flour Bluff HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_9f1ed7cfdf89,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,So.,So,"Edinburg, Texas",Edinburg,TX,domestic,Robert Vela HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_0b47886da304,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'7""",Player,Fr.,Fr,"San Antonio, Texas",San Antonio,TX,domestic,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_9cdc2a59094a,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'11""",Player,Fr.,Fr,"Dripping Springs, Texas",Dripping Springs,TX,domestic,Dripping Springs High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
-bvb_0ba3d2b94ad4,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender DF,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_f42a168bcc62,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_477b87737435,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_39c29c1e3970,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender D,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_72a7e0f6e33b,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_15dd41045a8e,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_8a7c33c5bb2e,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender DF,Player,Sr.,Sr,Sr.,Sr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_3ae87bd005bd,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_fe9c05116765,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_8d41894c54dc,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_c4d95a2d5f5f,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Blocker B,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_1265546e259a,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_ba34ea9a36cd,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_fe5af09d41cd,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_420a0703b306,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Blocker B,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_d6c6c34b565f,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_d84e344a47d8,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_1125499a4c7b,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender D,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
-bvb_bdf072bf5efa,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,Fr.,Fr,"Parker, Ariz.",Parker,AZ,domestic,Parker,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_e8e619356723,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'10""",Player,Fr.,Fr,"Boynton Beach, Fla.",Boynton Beach,FL,domestic,Lakeworth Christian,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_4d6fac49163c,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'3""",Player,So.,So,"North Port, Fla.",North Port,FL,domestic,Charlotte,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_4bdb028bfe31,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,Fr.,Fr,"North Charleston, S.C.",North Charleston,SC,domestic,Fort Dorchester,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_2ec2ffa69e3e,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,Fr.,Fr,"Antioch, Tenn.",Antioch,TN,domestic,Ezell Harding Christian,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_1bd85922921b,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,So.,So,"Pelham, Ala.",Pelham,AL,domestic,John Carroll Catholic,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_1caa7a344b8b,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"6'0""",Player,Fr.,Fr,"Buckeye, Ariz.",Buckeye,AZ,domestic,Buckeye,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_dbc56e628932,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'3""",Player,So.,So,"Sharpsburg, Ga.",Sharpsburg,GA,domestic,Homeschooled,1,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_1eab47486559,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,So.,So,"West Valley City, Ut.",West Valley City,UT,domestic,West High,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_9a7908a8b0d1,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,So.,So,"Tampa, Fla.",Tampa,FL,domestic,Newsome,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_5b8a1f5282c3,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'10""",Player,Fr.,Fr,"Columbus, Miss.",Columbus,MS,domestic,New Hope,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_7d2d5a1fec91,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,Fr.,Fr,"Hahira, Ga.",Hahira,GA,domestic,Lowndes County,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_d03f827b3616,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'5""",Player,Fr.,Fr,"Labelle, Fla.",Labelle,FL,domestic,Labelle,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
-bvb_8892fdadbbbb,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,So.,So,"Dallas, TX",Dallas,TX,domestic,Dallas Lutheran School,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_f0fe74822f5c,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Sr.,Sr,"Justin, TX",Justin,TX,domestic,Northwest,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_96c3b024ae97,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'2""",Player,Fr.,Fr,"Sealy, TX",Sealy,TX,domestic,Sealy,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_032ab1162439,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'7""",Player,Fr.,Fr,"Bulverde, TX",Bulverde,TX,domestic,New Braunfels Christian,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_d5b02c114a1d,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Fr.,Fr,"Granbury, TX",Granbury,TX,domestic,Granbury,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_588aaf0d6c14,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'7""",Player,Jr.,Jr,"Gatesville, TX",Gatesville,TX,domestic,Gatesville,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_b100a1eee716,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Jr.,Jr,"Huntsville, TX",Huntsville,TX,domestic,Huntsville,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_e634edfd66e4,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Jr.,Jr,"Corpus Christi, TX",Corpus Christi,TX,domestic,Flour Bluff,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_a459440668d3,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Jr.,Jr,"Midland, TX",Midland,TX,domestic,Legacy,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_945dcac88c15,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Sr.,Sr,"Bryan, TX",Bryan,TX,domestic,Bryan,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_00d26e5c44bb,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Jr.,Jr,"Midlothian, TX",Midlothian,TX,domestic,Midlothian,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_300abac9bdbf,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'11""",Player,Fr.,Fr,"Cleveland, TX",Cleveland,TX,domestic,Covenant Prep,1,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_d0ec72db9075,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Fr.,Fr,"Columbus, TX",Columbus,TX,domestic,Columbus,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_cdf47a9ba431,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'4""",Player,Sr.,Sr,"San Antonio, TX",San Antonio,TX,domestic,East Central,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_c78f0737f347,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'10""",Player,Fr.,Fr,"Torrance, CA",Torrance,CA,domestic,Palos Verdes Peninsula,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_7f24edc0b438,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Sr.,Sr,"Austin, TX",Austin,TX,domestic,Bowie,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_9ce7fd12fe76,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'5""",Player,Jr.,Jr,"Houston, TX",Houston,TX,domestic,Clear Falls,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
-bvb_66f3708531b2,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'5""",Player,Jr.,Jr,"Apex, N.C.",Apex,NC,domestic,Apex,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_6dfe3ab06f35,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,Jr.,Jr,"Downingtown, Pa.",Downingtown,PA,domestic,Downingtown West,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_7ad728c355dd,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,So.,So,"Hampton, Va.",Hampton,VA,domestic,Peninsula Catholic,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_421ceb83fe37,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Jr.,Jr,"Westerville, Ohio",Westerville,OH,domestic,Westerville Central,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_9e3d03a8ce04,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Fr.,Fr,"York Springs, Pa.",York Springs,PA,domestic,Bermudian Springs,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_3f7d1b10ae65,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,So.,So,"Finksburg, Md.",Finksburg,MD,domestic,Westminster,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_ab1cb5c16bf4,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Sr.,Sr,"Naperville, Ill.",Naperville,IL,domestic,Neuqua Valley,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_870bb374f184,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,So.,So,"Mechanicsburg, Pa.",Mechanicsburg,PA,domestic,Mechanicsburg Area,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_d4da4784a97b,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"6'0""",Player,So.,So,"Arlington, Va.",Arlington,VA,domestic,Washington-Liberty,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_cca87d81acfa,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'5""",Player,Fr.,Fr,"Albuquerque, NM",Albuquerque,NM,domestic,Duke City Volleyball Academy,1,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_194d3e681a73,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"6'0""",Player,Jr.,Jr,"Sparta, N.C.",Sparta,NC,domestic,Alleghany,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_53afe3f120a6,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Sr.,Sr,"Bethlehem, Pa.",Bethlehem,PA,domestic,Freedom,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_474a0e9d6abc,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Fr.,Fr,"Warrington, Pa.",Warrington,PA,domestic,Central Bucks South,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_4db2bdea2a03,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Sr.,Sr,"Columbus, Ohio",Columbus,OH,domestic,Bexley,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_23ac8837d9c3,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'9""",Player,Fr.,Fr,"Eagleville, Pa.",Eagleville,PA,domestic,Methacton,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_399d7e6ef3f1,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Jr.,Jr,"Dagsboro, Del.",Dagsboro,DE,domestic,Indian River,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_2b3b47f60e15,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'8""",Player,Jr.,Jr,"Ijamsville, Md.",Ijamsville,MD,domestic,Urbana,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_9976a3b44a2c,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Sr.,Sr,"Damascus, Md.",Damascus,MD,domestic,Mount Airy Christian,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
-bvb_c966cabdce8c,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'2""",Player,Jr.,Jr,"Kernersville, N.C.",Kernersville,NC,domestic,East Forsyth High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_0043959c1c29,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'7""",Player,Fr.,Fr,"High Point, NC",High Point,NC,domestic,High Point Central,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_6516b9e02c16,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'6""",Player,Sr.,Sr,"Charlotte, N.C.",Charlotte,NC,domestic,Parkwood High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_bbea984ce2cf,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'2""",Player,So.,So,"Alachua, Fla.",Alachua,FL,domestic,Newberry High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_453243a1a975,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Fr.,Fr,"Denver, NC",Denver,NC,domestic,North Lincoln High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_efa5e6bfccf6,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,So.,So,"China Grove, N.C.",China Grove,NC,domestic,South Rowan High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_3d312a6c131c,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'5""",Player,Fr.,Fr,"Summerfield, NC",Summerfield,NC,domestic,Western Academy,1,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_96c013171a61,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'7""",Player,So.,So,"Boynton Beach, Fla.",Boynton Beach,FL,domestic,American Heritage School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_1ef6183ef83f,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Jr.,Jr,"Sister Bay, Wisc.",Sister Bay,WI,domestic,Gibraltar High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_c21481b96dd9,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Wilkesboro, NC",Wilkesboro,NC,domestic,Wilkes Central,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_9047bb800deb,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'9""",Player,Jr.,Jr,"Fergus Falls, MN",Fergus Falls,MN,domestic,Fergus Falls High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_c60a718c0cfa,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'9""",Player,Fr.,Fr,"Sopchoppy, FL",Sopchoppy,FL,domestic,Florida State University Schools,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_057d270a2cb3,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'10""",Player,Jr.,Jr,"Daytona Beach, FL",Daytona Beach,FL,domestic,Mainland High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_a081d9212cf0,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Fr.,Fr,"Newport, NC",Newport,NC,domestic,West Carteret High School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_f9d527a6c9c3,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Buxton, NC",Buxton,NC,domestic,Cape Hatteras Secondary School,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_5434167898dd,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'6""",Player,Jr.,Jr,"Greensboro, NC",Greensboro,NC,domestic,Caldwell Academy,1,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_e6845c084c21,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Veja Baja, PR",Veja Baja,PR,domestic,Marista Manati,0,https://salemspirits.com/sports/beach-volleyball/roster
-bvb_b80d1b640fab,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,Danville. VA,Danville. VA,,international,Westover Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_ae054699231a,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Raleigh, NC",Raleigh,NC,domestic,Homeschooled,1,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_8a7b076548dc,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Leland, NC",Leland,NC,domestic,North Brunswick High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_773fc8ec1a02,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Newport News, VA",Newport News,VA,domestic,Denbigh Baptist Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_fcd77d6c11f7,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Colonial Beach, VA",Colonial Beach,VA,domestic,Colonial Beach High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_36c3e9d8731f,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Virginia Beach, VA",Virginia Beach,VA,domestic,Gateway Christian Academy,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_55474a0ff892,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Stephens City, VA",Stephens City,VA,domestic,John Handley High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_a38bc1c30c6b,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Bristow, VA",Bristow,VA,domestic,Brentsville District High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_9f1d0c44bb09,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Sparta, NJ",Sparta,NJ,domestic,Sparta High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_bd8e349cd5e7,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Sr.,Sr,"Buffalo, NY",Buffalo,NY,domestic,Clarence High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_62cd74733d67,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Fresno, CA",Fresno,CA,domestic,Fresno Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_38360bfa5d2d,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Newport News, VA",Newport News,VA,domestic,Hampton Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_83fd9f533e1e,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Salisbury, NC",Salisbury,NC,domestic,North Hills Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_d1cef96c6c4f,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Snow Hill, MD",Snow Hill,MD,domestic,Snow Hill High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_b307e16f51d7,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Blocker,Player,Fr.,Fr,"Kennewick, Washington",Kennewick,WA,domestic,Kamiakin,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_b407d96ce1d3,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"North Richalnd, Texas",North Richalnd,TX,domestic,Fort Worth Christian,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_3230e893e022,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Kaysville, Utah",Kaysville,UT,domestic,Davis,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_b819d5a3d77e,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Sahuarita, Arizona",Sahuarita,AZ,domestic,Sahuarita,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_f44cef23cd22,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"McCall, Idaho",McCall,ID,domestic,McCall Donnelly,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_068c0ddf15ee,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Defender,Player,So.,So,"Lexington, VA",Lexington,VA,domestic,Rockbridge County,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_a736edb7e30e,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Mesa, Ariz.",Mesa,AZ,domestic,Red Mountain,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_071c5e70c7ca,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"New Braunfels, Texas",New Braunfels,TX,domestic,New Braunfels,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_43aef246bfd5,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Jr.,Jr,"Mission Viejo, Calif.",Mission Viejo,CA,domestic,Mission Viejo,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_6d7e72bb8595,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Ashburn, VA",Ashburn,VA,domestic,Briar Woods,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_2d0f5933044a,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Sr.,Sr,"Escalante, UT",Escalante,UT,domestic,Escalante,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_334428b189f8,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"St. George, Utah",St. George,UT,domestic,Snow Canyon,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_afffc2008c7d,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Rio Rancho, N.M.",Rio Rancho,NM,domestic,V. Sue Cleveland,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_0c00eb87146c,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Blocker,Player,Sr.,Sr,"St. George, Utah",St. George,UT,domestic,Dixie,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_ab02ca1f791b,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"Lake Elsinore, California",Lake Elsinore,CA,domestic,Paloma Valley,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
-bvb_5a1a11188b43,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"Moorpark, California",Moorpark,CA,domestic,Moorpark,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26

+athlete_id,first_name,last_name,major,previous_school,height_raw,height_in,weight_raw,weight_lbs,sport,athletic_year,season,division,gender,conference,school,position_raw,position_group,class_year_raw,class_standing,hometown_raw,hometown_city,hometown_state,origin,high_school,high_school_is_academy,source_url
+bvb_2dfc7b6d2130,Morgan,Cox,Master of Business Administration,St. Andrews,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Gr.,Gr,"Panama City, FL",Panama City,FL,domestic,North Bay Haven Charter Academy,1,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_ade020d10aad,Caiden,Lasala,Rehabilitative Science,UMHB,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'4""",Player,Jr.,Jr,"New Braunfels, TX",New Braunfels,TX,domestic,Canyon,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_66ed47c00e3b,Paige,Dickson,Rehabilitative Science,Ranger College,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'5""",Player,So.,So,"San Angelo, TX",San Angelo,TX,domestic,Wall High School,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_778dff4c303d,Luci,Guardia,Vissual Communications,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Fr.,Fr,"Mire, La.",Mire,LA,domestic,Lafayette Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_7c03f72c4b08,Bella,Fields,Accounting/Finance,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,So.,So,"Deer Park, TX",Deer Park,TX,domestic,Deer Park,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_bb45aa449c19,Brenna,Pope,Nursing,North Texas Central College,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,So.,So,"Corinth, TX",Corinth,TX,domestic,Lake Dallas,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_83c4927c4741,Boston,Morin,Psychology,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"Lubbock, TX",Lubbock,TX,domestic,Frenship,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_c4f62770db76,Cecilia,Jalufka,Business,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'9""",Player,Fr.,Fr,"Francitas, TX",Francitas,TX,domestic,Industrial,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_28550e5a8806,Kaiya,Haase,Nursing,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,So.,So,"Chandler, AZ",Chandler,AZ,domestic,Valley Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_af0a58782fae,KK,Domek,Sports Management,The Citadel,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"Frisco, TX",Frisco,TX,domestic,Centennial,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_4a5929cde3af,Katelynn,Holloway,Psychology,UMHB,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'6""",Player,Jr.,Jr,"The Woodlands, TX",The Woodlands,TX,domestic,The Woodlands Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_d2bf6d14295e,Sofia,Castillo,Chemistry,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'4""",Player,Jr.,Jr,"Mansfield, TX",Mansfield,TX,domestic,Timberview,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_45a4c0555ddf,Emmaley,Matz,Kinesiology,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'8""",Player,Fr.,Fr,"McKinney, TX",McKinney,TX,domestic,Imagine International Academy,1,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_a66621dede56,Caitlyn,Ellenburg,Psychology,UMHB,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'7""",Player,Jr.,Jr,"Marshall, TX",Marshall,TX,domestic,Marshall High School,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_b561e20a88e9,Laura,Whelchel,Biology,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"6'0""",Player,Fr.,Fr,"Tyler, TX",Tyler,TX,domestic,Legacy,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_be5033aa689c,Emily,Thomas,Business Administration,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,East Texas Baptist,"5'9""",Player,So.,So,"McKinney, TX",McKinney,TX,domestic,Cornerstone Christian,0,https://goetbutigers.com/sports/womens-beach-volleyball/roster/2026
+bvb_be157a8b1579,Deanna,Disinger,Criminology,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'6""",Player,So.,So,"DeLand, Fla.",DeLand,FL,domestic,DeLand High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_4cdaa03550d3,Reagan,Riddle,Elementary Education,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'7""",Player,So.,So,"Rustburg, Va.",Rustburg,VA,domestic,Rustburg High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_a0aa4da8015e,Alexis,Scipione,Sports Management,Richard Bland College,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,Jr.,Jr,"Woodbridge, Va.",Woodbridge,VA,domestic,Colgan,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_5d30db07479c,Noelle,Slye,Biology/Pre-Vet,Kutztown University,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,So.,So,"Saratoga Springs, N.Y.",Saratoga Springs,NY,domestic,Saratoga Springs,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_7191afda5b23,Kailey,Keough,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'8""",Player,Sr.,Sr,"Charlotte, N.C.",Charlotte,NC,domestic,Ardrey Kell,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_1497bf958f60,Mady,Shirey,Criminology & Forensic Psychology,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'7""",Player,Sr.,Sr,"Appomattox, Va.",Appomattox,VA,domestic,Appomattox County,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_b918f2e1931b,Amanda,Trapp,Psychology,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Sr.,Sr,"Fredericksburg, Va.",Fredericksburg,VA,domestic,Courtland,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_600cb3e0fd7c,Cara,Taylor,Nursing,The College of Wooster,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'8""",Player,Jr.,Jr,"Sunbury, Ohio",Sunbury,OH,domestic,Big Walnut High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_fca26bccdf50,Virginia,Zalinski,Business Administration,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'6""",Player,Jr.,Jr,"Midlothian, Va.",Midlothian,VA,domestic,Midlothian,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_670782c0642b,Jamie,Smith,Nursing,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"6'0""",Player,So.,So,"Forest Grove, Oreg.",Forest Grove,OR,domestic,Mountainside High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_c89321a3446d,SJ,Yanz,Elementary Education,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'9""",Player,Sr.,Sr,"Matthews, N.C.",Matthews,NC,domestic,Weddington,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_b33ec567c20a,Ella,Grace Depew,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_b6734edabd24,Jacqueline,Bryant,,Juniata College,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Gr.,Gr,"Bay Shore, N.Y.",Bay Shore,NY,domestic,Islip High School,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_c96ac9b6c977,Lydia,Nelson,Nursing,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'4""",Player,Jr.,Jr,"Springfield, Va.",Springfield,VA,domestic,West Springfield,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_7987708e5397,Parker,Lynch,Chemistry,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Old Dominion Athletic Conference,Lynchburg,"5'10""",Player,Sr.,Sr,"Sanford, N.C.",Sanford,NC,domestic,Southern Lee,0,https://lynchburgsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_0202bc00d1fb,Kara,Schmit,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def,Player,Sr.,Sr,"Muskego, Wis.",Muskego,WI,domestic,Divine Savior Holy Angels,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_7f16ec3a3194,Becky,Blaydes,Nursing,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl/Def,Player,Jr.,Jr,"Roswell, Ga.",Roswell,GA,domestic,Pope,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_fc5890adb6ba,Riley,Kessler,,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,D,Player,Fr.,Fr,"Littleton, Colo.",Littleton,CO,domestic,Chatfield,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_3fa5aea500f2,Grace,Mau,Animal Science/Pre-Vet,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,Jr.,Jr,"Lynchburg, Va.",Lynchburg,VA,domestic,Liberty Christian,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_22bfaab34cf0,Kaylee,Howell,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Roswell, Ga.",Roswell,GA,domestic,Johnson Ferry Christian,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_68fad72e9233,Ailee,England,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,So.,So,"Cartersville, Ga.",Cartersville,GA,domestic,Cartersville,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_f3190601a2ba,Madie,Whitehead,Exercise Science,Houston Stellar VB Club,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,Jr.,Jr,"Pearland, Tx.",Pearland,TX,domestic,Pearland,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_7d837cd74636,Ava,Brovet,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Fr.,Fr,"Raleigh, N.C.",Raleigh,NC,domestic,Trinity Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_812949556b16,Keira,Kruk,Nursing,USA South VB Club,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def/Spl,Player,Jr.,Jr,"Naples, Fla.",Naples,FL,domestic,Barron Collier,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_acaae0cf1cf6,Hope,Kimsey,,,5-11,71.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,B,Player,So.,So,"Lakeland, Fla.",Lakeland,FL,domestic,McKeel Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_a80c11ff99f1,Kat,Kelyman,,St. John's College,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Def,Player,Sr.,Sr,"Silver Spring, Md.",Silver Spring,MD,domestic,,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_19262501362a,Maddie,Dahl,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,,Player,So.,So,"Lexington, Va.",Lexington,VA,domestic,Rockbridge County,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_c2895187ab93,Lura,Underwood,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl/Def,Player,Sr.,Sr,"Atlanta, Ga.",Atlanta,GA,domestic,St. Pius X Catholic,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_21d39b0fb88e,Hannah,Hagen,International Business/Marketing,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,D,Player,Fr.,Fr,"Cumming, Ga.",Cumming,GA,domestic,North Forsyth,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_15ecdc9b035d,Maddi,Hoffman,Biology,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Fr.,Fr,"Monterey, Calif.",Monterey,CA,domestic,Carrollton,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_a5d4d8963ed2,Ryn,Gaertner,Business and Chemistry,Club Unite,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Knoxville, Tenn.",Knoxville,TN,domestic,West,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_39b0ca1bd7cd,Sabine,Rudolph,International Business and Pre-Pharmacy,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,Spl,Player,Jr.,Jr,"Palm City, Fla.",Palm City,FL,domestic,Jensen Beach,0,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_5db61042ba83,Cadence,Maxfield,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Athletic Association,Berry,"5'9""",Player,Sr.,Sr,"Green Bay, Wis.",Green Bay,WI,domestic,Notre Dame Academy,1,https://berryvikings.com/sports/beach-volleyball/roster/2026
+bvb_9d3678dc52b2,Jade,Romero,Nursing,East Bernard High School,5-2,62.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'2""",Player,Fr.,Fr,"East Bernard, TX",East Bernard,TX,domestic,East Bernard High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_6bcf6e70d400,Summer,Howard,,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_785932979cf6,Kennedy,Carter,,Sierra Canyon High School,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'8""",Player,Fr.,Fr,"Fulshear, Texas",Fulshear,TX,domestic,Sierra Canyon High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_9243ca01fef1,Hannah,Francis,Criminal Justice/Physch,Bellaire High School,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'9""",Player,Fr.,Fr,"Houston, Texas",Houston,TX,domestic,Bellaire High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_f185dd463a14,Brooklynne,Fitzgerald,,Atascocita HS,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'9""",Player,So.,So,"Houston, Texas",Houston,TX,domestic,Atascocita HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_65ff084e06e9,Kayden,Pate,,St. Andrews University,5-1,61.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'1""",Player,So.,So,"Kingwood, Texas",Kingwood,TX,domestic,Porter High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_af47e49be5c3,Hailey,Dyer,,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,Fr.,Fr,"Wimberley, Texas",Wimberley,TX,domestic,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_94a54daef469,Aniyah,Tompkins,Nursing,Belhaven University,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'5""",Player,Jr.,Jr,"Cypress, TX",Cypress,TX,domestic,Cypress Ranch High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_0e62b63f38c1,Emma,Rosier,Nursing,Boyd High School,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'6""",Player,Fr.,Fr,"Boyd, TX",Boyd,TX,domestic,Boyd High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_942196af5f93,Cylie,Wong,,Belmont Abbey,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'10""",Player,So.,So,"South Padre Island, Texas",South Padre Island,TX,domestic,Flour Bluff HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_9f1ed7cfdf89,Gabriela,Gracia,,Houghton University,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'4""",Player,So.,So,"Edinburg, Texas",Edinburg,TX,domestic,Robert Vela HS,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_0b47886da304,Kyla,Rodriguez,Communications and Marketing,New Life Christian Academy,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'7""",Player,Fr.,Fr,"San Antonio, Texas",San Antonio,TX,domestic,,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_9cdc2a59094a,Olivia,Vu,Business and finance,Dripping Springs High School,5-11,71.0,,,beach_volleyball,2025-26,2026,D3,Women,Southern Collegiate Athletic Conference,Concordia Texas,"5'11""",Player,Fr.,Fr,"Dripping Springs, Texas",Dripping Springs,TX,domestic,Dripping Springs High School,0,https://athletics.concordia.edu/sports/beach-volleyball/roster/2026
+bvb_0ba3d2b94ad4,Jadyn,White,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender DF,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_f42a168bcc62,Tara,Bennett,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_477b87737435,Joana,Martinez,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_39c29c1e3970,Baylee,Burns,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender D,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_72a7e0f6e33b,Addison,Roden,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_15dd41045a8e,Sydnie,Mullins,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_8a7c33c5bb2e,Ashley,Quizon,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender DF,Player,Sr.,Sr,Sr.,Sr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_3ae87bd005bd,Madai,Suarez,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_fe9c05116765,Jayden,Harrison,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_8d41894c54dc,Halie,Coon,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender/Split Blocker D/SB,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_c4d95a2d5f5f,Gracie,Dixon,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Blocker B,Player,So.,So,So.,So.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_1265546e259a,Emilee,Casey,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_ba34ea9a36cd,Ashlyn,Kelly,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_fe5af09d41cd,Samantha,Torres,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_420a0703b306,Carli,Briese,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Blocker B,Player,Fr.,Fr,Fr.,Fr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_d6c6c34b565f,Abigail,Henderson,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_d84e344a47d8,Bailey,Scheivlbien,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Split Blocker SB,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_1125499a4c7b,Chloe,Waller,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Howard Payne,Defender D,Player,Jr.,Jr,Jr.,Jr.,,international,,0,https://hpusports.com/sports/beach-volleyball/roster/2026
+bvb_bdf072bf5efa,Danika,Durham,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,Fr.,Fr,"Parker, Ariz.",Parker,AZ,domestic,Parker,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_e8e619356723,Alex,Krabs,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'10""",Player,Fr.,Fr,"Boynton Beach, Fla.",Boynton Beach,FL,domestic,Lakeworth Christian,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_4d6fac49163c,Julia,Damico,,,5-3,63.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'3""",Player,So.,So,"North Port, Fla.",North Port,FL,domestic,Charlotte,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_4bdb028bfe31,Braeden,Kessler,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,Fr.,Fr,"North Charleston, S.C.",North Charleston,SC,domestic,Fort Dorchester,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_2ec2ffa69e3e,Jasmine,Gross,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,Fr.,Fr,"Antioch, Tenn.",Antioch,TN,domestic,Ezell Harding Christian,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_1bd85922921b,Kaitlin,Gilchrist,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'9""",Player,So.,So,"Pelham, Ala.",Pelham,AL,domestic,John Carroll Catholic,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_1caa7a344b8b,Kaitlyn,Smith,,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"6'0""",Player,Fr.,Fr,"Buckeye, Ariz.",Buckeye,AZ,domestic,Buckeye,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_dbc56e628932,Isabella,Zentkovich,,,5-3,63.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'3""",Player,So.,So,"Sharpsburg, Ga.",Sharpsburg,GA,domestic,Homeschooled,1,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_1eab47486559,Akajah,Burton,Political Science,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,So.,So,"West Valley City, Ut.",West Valley City,UT,domestic,West High,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_9a7908a8b0d1,Ella,Kahikina,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,So.,So,"Tampa, Fla.",Tampa,FL,domestic,Newsome,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_5b8a1f5282c3,Andie,Wright,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'10""",Player,Fr.,Fr,"Columbus, Miss.",Columbus,MS,domestic,New Hope,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_7d2d5a1fec91,Emerson,Melvin,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'8""",Player,Fr.,Fr,"Hahira, Ga.",Hahira,GA,domestic,Lowndes County,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_d03f827b3616,Riley,Curtis,Elementary Education,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Collegiate Conference of the South,LaGrange,"5'5""",Player,Fr.,Fr,"Labelle, Fla.",Labelle,FL,domestic,Labelle,0,https://lagrangepanthers.com/sports/womens-beach-volleyball/roster/2026
+bvb_8892fdadbbbb,Alex,Dever,,Saint Francis,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,So.,So,"Dallas, TX",Dallas,TX,domestic,Dallas Lutheran School,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_f0fe74822f5c,Julianna,Green,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Sr.,Sr,"Justin, TX",Justin,TX,domestic,Northwest,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_96c3b024ae97,Marley,Butler,,,5-2,62.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'2""",Player,Fr.,Fr,"Sealy, TX",Sealy,TX,domestic,Sealy,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_032ab1162439,Avery,Hedgpeth,,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'7""",Player,Fr.,Fr,"Bulverde, TX",Bulverde,TX,domestic,New Braunfels Christian,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_d5b02c114a1d,Blakely,Bleeker,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Fr.,Fr,"Granbury, TX",Granbury,TX,domestic,Granbury,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_588aaf0d6c14,Natasha,Thoms,,Missouri State,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'7""",Player,Jr.,Jr,"Gatesville, TX",Gatesville,TX,domestic,Gatesville,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_b100a1eee716,Shelbee,Adkins,,ETBU,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Jr.,Jr,"Huntsville, TX",Huntsville,TX,domestic,Huntsville,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_e634edfd66e4,Natalie,Hughes,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Jr.,Jr,"Corpus Christi, TX",Corpus Christi,TX,domestic,Flour Bluff,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_a459440668d3,Kendall,Harrington,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Jr.,Jr,"Midland, TX",Midland,TX,domestic,Legacy,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_945dcac88c15,Faith,Clark,,,,,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,,Player,Sr.,Sr,"Bryan, TX",Bryan,TX,domestic,Bryan,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_00d26e5c44bb,Jacie,Perkins,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'8""",Player,Jr.,Jr,"Midlothian, TX",Midlothian,TX,domestic,Midlothian,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_300abac9bdbf,Sara,Aultman,,,5-11,71.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'11""",Player,Fr.,Fr,"Cleveland, TX",Cleveland,TX,domestic,Covenant Prep,1,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_d0ec72db9075,Taylor,Morrow,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Fr.,Fr,"Columbus, TX",Columbus,TX,domestic,Columbus,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_cdf47a9ba431,Saige,De La Fuente,,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'4""",Player,Sr.,Sr,"San Antonio, TX",San Antonio,TX,domestic,East Central,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_c78f0737f347,Amanda,Doom,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'10""",Player,Fr.,Fr,"Torrance, CA",Torrance,CA,domestic,Palos Verdes Peninsula,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_7f24edc0b438,Ashley,Salas,,East Texas Baptist,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'6""",Player,Sr.,Sr,"Austin, TX",Austin,TX,domestic,Bowie,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_9ce7fd12fe76,Heidi,Farrar,,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,American Southwest Conference,Mary Hardin-Baylor,"5'5""",Player,Jr.,Jr,"Houston, TX",Houston,TX,domestic,Clear Falls,0,https://cruathletics.com/sports/beach-volleyball/roster/2026
+bvb_66f3708531b2,Sima,Kahoussi,,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'5""",Player,Jr.,Jr,"Apex, N.C.",Apex,NC,domestic,Apex,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_6dfe3ab06f35,Isabella,Terra,Elementary Education,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,Jr.,Jr,"Downingtown, Pa.",Downingtown,PA,domestic,Downingtown West,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_7ad728c355dd,Allison,Gaus,Psychology,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,So.,So,"Hampton, Va.",Hampton,VA,domestic,Peninsula Catholic,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_421ceb83fe37,Maren,Zepfel,Healthcare Management,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Jr.,Jr,"Westerville, Ohio",Westerville,OH,domestic,Westerville Central,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_9e3d03a8ce04,Elle,Means,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Fr.,Fr,"York Springs, Pa.",York Springs,PA,domestic,Bermudian Springs,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_3f7d1b10ae65,Avery,Pelletier,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,So.,So,"Finksburg, Md.",Finksburg,MD,domestic,Westminster,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_ab1cb5c16bf4,Nicolette,Fuglestad,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Sr.,Sr,"Naperville, Ill.",Naperville,IL,domestic,Neuqua Valley,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_870bb374f184,Courtney,Foose,Middle School Education; Math and Science,,5-4,64.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'4""",Player,So.,So,"Mechanicsburg, Pa.",Mechanicsburg,PA,domestic,Mechanicsburg Area,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_d4da4784a97b,Rachel,Lenz,Biology,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"6'0""",Player,So.,So,"Arlington, Va.",Arlington,VA,domestic,Washington-Liberty,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_cca87d81acfa,Lauren,Garcia,,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'5""",Player,Fr.,Fr,"Albuquerque, NM",Albuquerque,NM,domestic,Duke City Volleyball Academy,1,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_194d3e681a73,Christabella,Williams,,,6-0,72.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"6'0""",Player,Jr.,Jr,"Sparta, N.C.",Sparta,NC,domestic,Alleghany,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_53afe3f120a6,Samantha,Simmers,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Sr.,Sr,"Bethlehem, Pa.",Bethlehem,PA,domestic,Freedom,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_474a0e9d6abc,Jackie,Finlaw,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'6""",Player,Fr.,Fr,"Warrington, Pa.",Warrington,PA,domestic,Central Bucks South,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_4db2bdea2a03,Giulia,Viglietta,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Sr.,Sr,"Columbus, Ohio",Columbus,OH,domestic,Bexley,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_23ac8837d9c3,Jacque,Rizzuto,,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'9""",Player,Fr.,Fr,"Eagleville, Pa.",Eagleville,PA,domestic,Methacton,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_399d7e6ef3f1,Scarlett,Dunn,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Jr.,Jr,"Dagsboro, Del.",Dagsboro,DE,domestic,Indian River,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_2b3b47f60e15,Claire,Thompson,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'8""",Player,Jr.,Jr,"Ijamsville, Md.",Ijamsville,MD,domestic,Urbana,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_9976a3b44a2c,Kylie,DesLauriers,,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,Middle Atlantic Conference Commonwealth,Stevenson,"5'10""",Player,Sr.,Sr,"Damascus, Md.",Damascus,MD,domestic,Mount Airy Christian,0,https://gomustangsports.com/sports/womens-beach-volleyball/roster/2026
+bvb_c966cabdce8c,Jolina,Bun,,,5-2,62.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'2""",Player,Jr.,Jr,"Kernersville, N.C.",Kernersville,NC,domestic,East Forsyth High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_0043959c1c29,Emma,Marion,Business,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'7""",Player,Fr.,Fr,"High Point, NC",High Point,NC,domestic,High Point Central,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_6516b9e02c16,McKenzie,Tullock,,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'6""",Player,Sr.,Sr,"Charlotte, N.C.",Charlotte,NC,domestic,Parkwood High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_bbea984ce2cf,Molly,Enos,,,5-2,62.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'2""",Player,So.,So,"Alachua, Fla.",Alachua,FL,domestic,Newberry High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_453243a1a975,Katelynn,Miller,Exercise Science,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Fr.,Fr,"Denver, NC",Denver,NC,domestic,North Lincoln High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_efa5e6bfccf6,Leah,Rymer,,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,So.,So,"China Grove, N.C.",China Grove,NC,domestic,South Rowan High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_3d312a6c131c,Polly,Lennie,Studio Art,,5-5,65.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'5""",Player,Fr.,Fr,"Summerfield, NC",Summerfield,NC,domestic,Western Academy,1,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_96c013171a61,Olivia,Torres,,,5-7,67.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'7""",Player,So.,So,"Boynton Beach, Fla.",Boynton Beach,FL,domestic,American Heritage School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_1ef6183ef83f,Ellie,Scherer,,Lakeland University,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Jr.,Jr,"Sister Bay, Wisc.",Sister Bay,WI,domestic,Gibraltar High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_c21481b96dd9,Ainsley,Graybeal,,,,,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Wilkesboro, NC",Wilkesboro,NC,domestic,Wilkes Central,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_9047bb800deb,Ariana,Noplos,Psychology,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'9""",Player,Jr.,Jr,"Fergus Falls, MN",Fergus Falls,MN,domestic,Fergus Falls High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_c60a718c0cfa,Taylor,Cook,Biology,,5-9,69.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'9""",Player,Fr.,Fr,"Sopchoppy, FL",Sopchoppy,FL,domestic,Florida State University Schools,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_057d270a2cb3,Sadie,Rich,Business Administration,,5-10,70.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'10""",Player,Jr.,Jr,"Daytona Beach, FL",Daytona Beach,FL,domestic,Mainland High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_a081d9212cf0,Tenley,McDonald,Communications,,5-8,68.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'8""",Player,Fr.,Fr,"Newport, NC",Newport,NC,domestic,West Carteret High School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_f9d527a6c9c3,Madison,Fiscus,,,,,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Buxton, NC",Buxton,NC,domestic,Cape Hatteras Secondary School,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_5434167898dd,Madison,Bozarth,Business Administration,,5-6,66.0,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,"5'6""",Player,Jr.,Jr,"Greensboro, NC",Greensboro,NC,domestic,Caldwell Academy,1,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_e6845c084c21,Claudiamar,Mejias,Criminal Studies,,,,,,beach_volleyball,2025-26,2026,D3,Women,USA South Athletic Conference,Salem College,,Player,Fr.,Fr,"Veja Baja, PR",Veja Baja,PR,domestic,Marista Manati,0,https://salemspirits.com/sports/beach-volleyball/roster
+bvb_b80d1b640fab,Erin,Saunders,Biophysical Sciences,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,Danville. VA,Danville. VA,,international,Westover Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_ae054699231a,Annalise,Todd,Communications,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Raleigh, NC",Raleigh,NC,domestic,Homeschooled,1,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_8a7b076548dc,Keira,Anderson,Biophysical Science,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Leland, NC",Leland,NC,domestic,North Brunswick High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_773fc8ec1a02,Rylee,Stewart,Biophysical Science,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Newport News, VA",Newport News,VA,domestic,Denbigh Baptist Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_fcd77d6c11f7,Brooklynn,Delane,Cybersecurity,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Colonial Beach, VA",Colonial Beach,VA,domestic,Colonial Beach High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_36c3e9d8731f,Reagan,Holestin,Business,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Virginia Beach, VA",Virginia Beach,VA,domestic,Gateway Christian Academy,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_55474a0ff892,Alaina,Braun-Duin,Accounting,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Stephens City, VA",Stephens City,VA,domestic,John Handley High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_a38bc1c30c6b,Daily,Davis,Psychology,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Bristow, VA",Bristow,VA,domestic,Brentsville District High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_9f1d0c44bb09,Emma,Kristiansen,Biophysics,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Sparta, NJ",Sparta,NJ,domestic,Sparta High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_bd8e349cd5e7,Zoe,Bowers,General Studies,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Sr.,Sr,"Buffalo, NY",Buffalo,NY,domestic,Clarence High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_62cd74733d67,Serenity,Cortez,Psychology,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,So.,So,"Fresno, CA",Fresno,CA,domestic,Fresno Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_38360bfa5d2d,Lexie,Dennis,Business Marketing,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Fr.,Fr,"Newport News, VA",Newport News,VA,domestic,Hampton Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_83fd9f533e1e,Anna,Teague,Communications,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Salisbury, NC",Salisbury,NC,domestic,North Hills Christian,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_d1cef96c6c4f,Sierra,Smullen,Business with a concentration in Marketing,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Regent,,Player,Jr.,Jr,"Snow Hill, MD",Snow Hill,MD,domestic,Snow Hill High School,0,https://regentroyals.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_b307e16f51d7,Halle,Almond,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Blocker,Player,Fr.,Fr,"Kennewick, Washington",Kennewick,WA,domestic,Kamiakin,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_b407d96ce1d3,Allyson,Arguello,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"North Richalnd, Texas",North Richalnd,TX,domestic,Fort Worth Christian,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_3230e893e022,Anne,Downs,,New College of Florida,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Kaysville, Utah",Kaysville,UT,domestic,Davis,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_b819d5a3d77e,Charity,Elam,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Sahuarita, Arizona",Sahuarita,AZ,domestic,Sahuarita,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_f44cef23cd22,Gabi,Hale,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"McCall, Idaho",McCall,ID,domestic,McCall Donnelly,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_068c0ddf15ee,Claire,Harris,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Defender,Player,So.,So,"Lexington, VA",Lexington,VA,domestic,Rockbridge County,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_a736edb7e30e,Brynn,Keeling,,Northwest University,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Mesa, Ariz.",Mesa,AZ,domestic,Red Mountain,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_071c5e70c7ca,Sophie,Larsen,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"New Braunfels, Texas",New Braunfels,TX,domestic,New Braunfels,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_43aef246bfd5,Brookelyn,Madland,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Jr.,Jr,"Mission Viejo, Calif.",Mission Viejo,CA,domestic,Mission Viejo,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_6d7e72bb8595,Emily,Peterson,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Ashburn, VA",Ashburn,VA,domestic,Briar Woods,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_2d0f5933044a,Mikki,Prows,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Sr.,Sr,"Escalante, UT",Escalante,UT,domestic,Escalante,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_334428b189f8,Tiari,Puriri,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"St. George, Utah",St. George,UT,domestic,Snow Canyon,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_afffc2008c7d,Baylee,Savage,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,So.,So,"Rio Rancho, N.M.",Rio Rancho,NM,domestic,V. Sue Cleveland,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_0c00eb87146c,Callie,Tuckfield,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,Blocker,Player,Sr.,Sr,"St. George, Utah",St. George,UT,domestic,Dixie,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_ab02ca1f791b,Hannah,Welch,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"Lake Elsinore, California",Lake Elsinore,CA,domestic,Paloma Valley,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26
+bvb_5a1a11188b43,Charlotte,Wilde,,,,,,,beach_volleyball,2025-26,2026,D3,Women,Independent,Southern Virginia,,Player,Fr.,Fr,"Moorpark, California",Moorpark,CA,domestic,Moorpark,0,https://knightathletics.com/sports/womens-beach-volleyball/roster/2025-26

by_sport/bowling/CODEBOOK.md CHANGED Viewed

@@ -1,42 +1,17 @@
-# CODEBOOK — Bowling (NCAA 2025-26)
-Per-sport slice of the NCAA All-Sports 2025-26 public dataset. Same 19-column public (de-identified, no names) schema as the master release. All files here are subsets of `data/ncaa_all_sports_rosters_2025-26.csv` — identical columns, filtered to Bowling.
-## Files in this folder
-| File | Scope | Rows |
-|---|---|---:|
-| `all.csv` | all divisions, all genders | 823 |
-| `women/all.csv` | women, all divisions | 823 |
-| `women/d1.csv` | women, D1 | 341 |
-| `women/d2.csv` | women, D2 | 326 |
-| `women/d3.csv` | women, D3 | 156 |
-Genders present: women.
-## Columns (19)
-| Column | Definition |
-|---|---|
-| `athlete_id` | Stable de-identified row id (per sport). Not a person id across sports. |
-| `sport` | Sport key — constant within this folder. |
-| `athletic_year` | `2025-26` for every row. |
-| `season` | Sport's own season label. |
-| `division` | `D1` / `D2` / `D3`. |
-| `gender` | `Men` / `Women`. |
-| `conference` | Athletic conference (fully populated; `Independent` intentional where applicable). |
-| `school` | Institution short name. |
-| `position_raw` | Position/event as listed. |
-| `position_group` | Standardized position group. |
-| `class_year_raw` | Class as listed. |
-| `class_standing` | Standardized class standing. |
-| `hometown_raw` | Hometown as listed. |
-| `hometown_city` | Parsed city. |
-| `hometown_state` | USPS state/territory (US athletes incl. PR/VI/GU/AS/MP). |
-| `origin` | `domestic` / `international` / `unknown`. US territories are domestic. |
-| `high_school` | High school as listed. |
-| `high_school_is_academy` | Legacy academy flag. |
-| `source_url` | Source roster URL. |
-_Generated 2026-07-18 from the v2.0.4 territory-origin fix build._

+> **v2.1.0 release note (2026-08-14).** The shipped file has **804 rows**. Figures below were computed at sport sign-off, before the release build removed 19 junk row(s) from this sport (duplicate renders / header artifacts) and repaired 0 name value(s); coverage percentages drift by at most ~2pp from the shipped file. Any 'suffix-dup rows' known-issue notes below are resolved in this release (ice hockey's Beloit 'Taylor' pair is two different athletes and both rows are kept).
+# NCAA Bowling 2025-26 — Enriched (v2.1 staging, roster-only)
+One file: `ncaa_bowling_2025-26_combined` (823 x 27) — locked 27-col schema.
+## Coverage
+| column | Men (n=0) | Women (n=823) |
+|---|---|---|
+| height_in | — | 38.2% |
+| weight_lbs | — | 0.0% |
+| major | — | 33.2% |
+| previous_school | — | 14.7% |
+Sparse bio = publication convention. Majors on athlete BIO pages (not roster
+pages) are out of scope (profile scraping = 30x fetch cost, rejected early).
+38 firehawk dup rows (ledger).

by_sport/bowling/all.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff