From 632e65725c40eaed394c00dc0c615f4f6adab691 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Fri, 30 Oct 2026 11:59:21 -0400
Subject: [PATCH 01/16] Added `database/midseason_trades.py`.

Cut down latency of updating traded players' new teams.
---
 database/midseason_trades.py            |  74 +++++++++++
 playbook/DECISIONS.md                   |   1 +
 playbook/tests/INDEX.md                 |   1 +
 playbook/tests/TEST_MIDSEASON_TRADES.md |   9 ++
 tests/test_midseason_trades.py          | 161 ++++++++++++++++++++++++
 5 files changed, 246 insertions(+)
 create mode 100644 database/midseason_trades.py
 create mode 100644 playbook/tests/TEST_MIDSEASON_TRADES.md
 create mode 100644 tests/test_midseason_trades.py

diff --git a/database/midseason_trades.py b/database/midseason_trades.py
new file mode 100644
index 0000000..697ac28
--- /dev/null
+++ b/database/midseason_trades.py
@@ -0,0 +1,74 @@
+"""Point a traded player at his new team mid-season, between weekly ingests.
+
+The NFL trade deadline is always in early November, so the season is simply the
+current calendar year and needs no argument. Like `database/db_ingestion.py`,
+this updates whichever database `DATABASE_URL` points at (the local SQLite file
+by default, or Railway Postgres when the env var is set), so export it first.
+
+Usage:
+    export DATABASE_URL=...   # omit to update the local SQLite file
+    python -c "from database.midseason_trades import update_traded_player_team as move; move('Jonathan Allen', 'MIN')"
+
+Several at once, each an independent (player, team) pair:
+    python -c "from database.midseason_trades import update_traded_players as moves; moves(('Jonathan Allen', 'MIN'), ('Za Darius Smith', 'PHI'))"
+"""
+
+from __future__ import annotations
+
+from datetime import date
+
+from sqlalchemy import update
+
+from database.db_models import NFLPassBlockStat, NFLPassRushStat
+from database.session import SessionLocal
+from teams.nfl import TEAMS
+
+# A player sits in exactly one category, so updating both touches only his rows.
+_STAT_MODELS = (NFLPassRushStat, NFLPassBlockStat)
+
+
+def update_traded_player_team(player_name: str, new_team: str) -> None:
+    """Set a player's team for the current season; print and change nothing if off.
+
+    The season is the current calendar year. A wrong team code, a wrong player
+    name, or a season not ingested yet all end the same way: a message is printed
+    and no row is changed.
+    """
+    season = date.today().year
+
+    if new_team not in TEAMS:
+        print(f"{new_team!r} is not a team code; nothing updated.")
+        return
+
+    with SessionLocal() as sess:
+        updated_rows = 0
+        for model in _STAT_MODELS:
+            result = sess.execute(
+                update(model)
+                .where(model.season == season, model.player == player_name)
+                .values(team_code=new_team)
+            )
+            updated_rows += result.rowcount
+
+        if updated_rows == 0:
+            print(f"No {season} player named {player_name!r}; nothing updated.")
+            return
+
+        sess.commit()
+
+    full_name = TEAMS[new_team][0]
+    print(
+        f"Moved {player_name!r} to {new_team} ({full_name}) for {season}: "
+        f"{updated_rows} row(s) updated."
+    )
+
+
+def update_traded_players(*trades: tuple[str, str]) -> None:
+    """Apply several trades in one call, each an independent (player, team) pair.
+
+    A bad entry (unknown team, or no such player this season) is reported and
+    skipped while the rest still run, the same continue-on-error habit as the
+    preprocessing command line.
+    """
+    for player_name, new_team in trades:
+        update_traded_player_team(player_name, new_team)
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index 67d059b..c1d41c7 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -121,3 +121,4 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-26: the preprocessing scripts take a league (`League` enum: `nfl`, `ncaaf`, one data folder each) and `preprocess.py` is run as `python -m preprocessing.preprocess --league nfl --seasons 2026`, with `--league` and `--seasons` both required and no default, so the wrong league is never processed by accident; several seasons go after one flag. An error in one CSV is printed and the remaining CSVs still run; the failures are listed at the end and the exit code is 1. A CSV missing a column raises one error naming the league, the season and the columns. The helpers the two category scripts share (paths, column check) live in `preprocess.py`. `database/session.py` and the shared column specification wait for the NCAAF release.
 - 2026-10-28: the Linemate Card has no roster cap and no "See more": the snap threshold is the only gate, and every qualifying linemate is on the card (and in the Line Summary). A reminder that a higher threshold keeps the card compact shows when the roster reaches 6 OL or 8 DL players (`LINEMATE_SIZE_REMINDER_AT`); it is not in the PNG. In Read, a roster wider than 760px scrolls sideways inside the card with a frozen label column and a "Please scroll right for more players." hint; the PNG export widens to show every column with no scrollbar. Linemate Cards stay outside the Pinned Players quota. Detail: `architecture/CARDS.md`.
 - 2026-10-30: the NFL backend was refactored to be league-ready with no behaviour change (PR #19), so adding NCAAF in PR #20 is mostly configuration. The engine and `SessionLocal` moved to `database/session.py` (so `db_ingestion.py` no longer imports `main`). Each category's columns are declared once in `database/columns.py`, read by the ingestion's required-column check, its row building and the API serializers (`row_to_payload`). The stat models take their identity and metric columns from mixins (`StatIdentityMixin`, `PassRushMetricsMixin`, `PassBlockMetricsMixin`). One `ingest_category()` replaces the two near-identical ingestion functions (`ingest_pass_rush` / `ingest_pass_block` stay as thin wrappers). `percent_of()` and `write_position_sheets()` are shared by `preprocessing/front_7.py` and `offensive_line.py`. The three API endpoints come from a `build_api_router(league)` factory; the NFL stays mounted at `/api/metadata`, `/api/pass_rush`, `/api/pass_block` via `include_router(prefix="/api")`. No frontend was touched. Verified by diffing the DB rows, all API payloads and the regenerated xlsx against a pre-refactor baseline (byte-identical). PR #20 moves the NFL to `/api/nfl`, adds `/api/ncaaf` from the same factory, and brings the college tables, pages and Career Stats online. Detail: `architecture/BACKEND-AND-DEPLOY.md`.
+- 2026-10-30: `database/midseason_trades.py` moves a traded player to his new team between the weekly ingests, to cut the lag (PFF's next-week CSV reflects the trade anyway). `update_traded_player_team(player_name, new_team)` updates the current season only (the season is the calendar year, since the trade deadline is early November, so there is no season argument), across both stat tables, using the same `DATABASE_URL` rule as the ingestion (local SQLite by default, Railway when set). `new_team` is a PFF team code; an unknown code, a wrong name, or a season not ingested yet prints a message and changes nothing. `update_traded_players(*trades)` applies several `(player, team)` pairs in one call, skipping a bad entry while the rest run (the same continue-on-error habit as the preprocessing command line). Tests: `test_midseason_trades.py`. Command: `COMMANDS.md`.
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index 15f4c81..f76f145 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -22,6 +22,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | Neutral metrics: Pass Cov Percent order, grey chip on Player/Comparison/Linemate cards, chip contrast | `test_neutral_metric.py` ([doc](TEST_NEUTRAL_METRIC.md)) | browser |
 | The league handling of the preprocessing scripts: `League`, per-league paths, the required-column check, the command line | `test_preprocessing_league.py` ([doc](TEST_PREPROCESSING_LEAGUE.md)) | pure Python |
 | The NCAAF conference table: a school's stints per conference, `conference_of()`, the out-of-scope list | `test_teams_ncaaf.py` ([doc](TEST_TEAMS_NCAAF.md)) | pure Python |
+| Updating a traded player's team mid-season (`midseason_trades.py`) | `test_midseason_trades.py` ([doc](TEST_MIDSEASON_TRADES.md)) | pure Python |
 | The folder layout of `data/` and `frontend/` | `test_paths.py` ([doc](TEST_PATHS.md)) | pure Python |
 | The Comparison (Merge) Card's table: Read and Sort layouts, and how it follows the sort order | `test_merge_table.py` ([doc](TEST_MERGE_TABLE.md)) | browser |
 | How percentiles, ranks and percentile pools are computed | `test_percentiles.py` ([doc](TEST_PERCENTILES.md)) | browser |
diff --git a/playbook/tests/TEST_MIDSEASON_TRADES.md b/playbook/tests/TEST_MIDSEASON_TRADES.md
new file mode 100644
index 0000000..c5cf7de
--- /dev/null
+++ b/playbook/tests/TEST_MIDSEASON_TRADES.md
@@ -0,0 +1,9 @@
+# test_midseason_trades.py
+
+> **Add tests here when:** changing `database/midseason_trades.py` (`update_traded_player_team`, `update_traded_players`): how it finds the player, which season it targets, team validation, or the messages it prints.
+
+- **Kind:** pure Python.
+- **Needs:** nothing. An in-memory SQLite database and synthetic rows; `SessionLocal` is monkeypatched, so no real database is touched.
+- **Covers:** a traded front-7 player and a traded offensive lineman both move to the new team for the current season; an unknown team code changes nothing and says so; an unknown player name changes nothing and names the season; a prior season's row is left alone (the season is the current calendar year, not a parameter); `update_traded_players` applies several pairs in one call and skips a bad entry while the rest still run.
+- **Not here:** the live Postgres update path, which is the same code against `DATABASE_URL` (checked by hand).
+- **Known gaps:** none recorded.
diff --git a/tests/test_midseason_trades.py b/tests/test_midseason_trades.py
new file mode 100644
index 0000000..3ccf81d
--- /dev/null
+++ b/tests/test_midseason_trades.py
@@ -0,0 +1,161 @@
+"""database/midseason_trades.py: a traded player's team is updated for the current season only.
+
+Uses an in-memory database and synthetic rows; no xlsx and no real season data.
+"""
+
+from __future__ import annotations
+
+from datetime import date
+
+import pytest
+from sqlalchemy import create_engine, select
+from sqlalchemy.orm import sessionmaker
+
+from database import midseason_trades
+from database.db_models import Base, NFLPassBlockStat, NFLPassRushStat
+
+SEASON = date.today().year
+
+
+@pytest.fixture
+def session_factory(monkeypatch):
+    engine = create_engine("sqlite:///:memory:")
+    Base.metadata.create_all(engine)
+
+    factory = sessionmaker(engine, expire_on_commit=False)
+    monkeypatch.setattr(midseason_trades, "SessionLocal", factory)
+    return factory
+
+
+def _add(factory, model, **columns):
+    with factory() as sess:
+        sess.add(model(**columns))
+        sess.commit()
+
+
+def _rusher(player="Jon Rush", team="BUF", player_id=1, season=SEASON):
+    return {
+        "season": season,
+        "position": "ED",
+        "team_code": team,
+        "player_id": player_id,
+        "player": player,
+        "abbr_name": player,
+    }
+
+
+def test_a_traded_rusher_moves_to_the_new_team(session_factory, capsys):
+    _add(session_factory, NFLPassRushStat, **_rusher(team="BUF"))
+
+    midseason_trades.update_traded_player_team("Jon Rush", "MIN")
+
+    with session_factory() as sess:
+        row = sess.execute(select(NFLPassRushStat)).scalar_one()
+
+    assert row.team_code == "MIN"
+    assert "Moved" in capsys.readouterr().out
+
+
+def test_a_traded_lineman_moves_to_the_new_team(session_factory):
+    _add(
+        session_factory,
+        NFLPassBlockStat,
+        season=SEASON,
+        position="T",
+        team_code="MIA",
+        player_id=5,
+        player="Big Blocker",
+        abbr_name="Big Blocker",
+    )
+
+    midseason_trades.update_traded_player_team("Big Blocker", "MIN")
+
+    with session_factory() as sess:
+        row = sess.execute(select(NFLPassBlockStat)).scalar_one()
+    assert row.team_code == "MIN"
+
+
+def test_an_unknown_team_changes_nothing(session_factory, capsys):
+    _add(session_factory, NFLPassRushStat, **_rusher(team="BUF"))
+
+    midseason_trades.update_traded_player_team("Jon Rush", "ZZZ")
+
+    with session_factory() as sess:
+        row = sess.execute(select(NFLPassRushStat)).scalar_one()
+
+    assert row.team_code == "BUF"
+    assert "not a team code" in capsys.readouterr().out
+
+
+def test_an_unknown_player_changes_nothing(session_factory, capsys):
+    _add(session_factory, NFLPassRushStat, **_rusher(player="Jon Rush"))
+
+    midseason_trades.update_traded_player_team("Nobody Here", "MIN")
+
+    with session_factory() as sess:
+        row = sess.execute(select(NFLPassRushStat)).scalar_one()
+
+    assert row.team_code == "BUF"
+    message = capsys.readouterr().out
+    assert str(SEASON) in message and "nothing updated" in message
+
+
+def test_a_prior_season_is_not_touched(session_factory, capsys):
+    _add(session_factory, NFLPassRushStat, **_rusher(team="BUF", season=SEASON - 1))
+
+    midseason_trades.update_traded_player_team("Jon Rush", "MIN")
+
+    with session_factory() as sess:
+        row = sess.execute(select(NFLPassRushStat)).scalar_one()
+
+    assert row.team_code == "BUF"
+    assert "nothing updated" in capsys.readouterr().out
+
+
+def test_several_trades_apply_in_one_call(session_factory):
+    _add(
+        session_factory,
+        NFLPassRushStat,
+        **_rusher(player="Jon Rush", team="BUF", player_id=1),
+    )
+
+    _add(
+        session_factory,
+        NFLPassRushStat,
+        **_rusher(player="Max Edge", team="MIA", player_id=2),
+    )
+
+    midseason_trades.update_traded_players(("Jon Rush", "MIN"), ("Max Edge", "PHI"))
+
+    with session_factory() as sess:
+        by_name = {
+            row.player: row.team_code
+            for row in sess.execute(select(NFLPassRushStat)).scalars()
+        }
+
+    assert by_name == {"Jon Rush": "MIN", "Max Edge": "PHI"}
+
+
+def test_a_bad_entry_is_skipped_and_the_rest_still_run(session_factory, capsys):
+    _add(
+        session_factory,
+        NFLPassRushStat,
+        **_rusher(player="Jon Rush", team="BUF", player_id=1),
+    )
+
+    _add(
+        session_factory,
+        NFLPassRushStat,
+        **_rusher(player="Max Edge", team="MIA", player_id=2),
+    )
+
+    midseason_trades.update_traded_players(("Ghost Player", "MIN"), ("Max Edge", "PHI"))
+
+    with session_factory() as sess:
+        by_name = {
+            row.player: row.team_code
+            for row in sess.execute(select(NFLPassRushStat)).scalars()
+        }
+
+    assert by_name == {"Jon Rush": "BUF", "Max Edge": "PHI"}
+    assert "nothing updated" in capsys.readouterr().out

From 863d9d8d4221c5c3a447a5c29710c388600ee60c Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Fri, 30 Oct 2026 18:48:25 -0400
Subject: [PATCH 02/16] Established NCAAF season route.
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

• Opened DB workflows for NCAAF data.
• Updated to higher contrast NCAAF team logos.
• Fully set up NCAAF season page.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 CLAUDE.md                                    |   3 +
 config.py                                    |  39 +++-
 database/db_ingestion.py                     | 160 ++++++++++---
 database/db_models.py                        |  63 +++++
 frontend/data.js                             |  28 ++-
 frontend/dom.js                              |   2 +
 frontend/filters.js                          | 112 +++++++--
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 frontend/index.html                          |  12 +-
 frontend/linemate-card.js                    |   5 +-
 frontend/main.js                             |  35 ++-
 frontend/merge-card.js                       |   9 +-
 frontend/render.js                           |   6 +-
 frontend/scout-card.js                       |   5 +-
 frontend/style.css                           | 167 +++++++++++++-
 frontend/workspace.js                        |   6 +-
 main.py                                      | 228 +++++++++++++++++--
 playbook/INVARIANTS.md                       |   4 +-
 playbook/architecture/BACKEND-AND-DEPLOY.md  |  48 ++--
 playbook/architecture/FRONTEND-STRUCTURE.md  |  27 +++
 playbook/architecture/THRESHOLDS.md          |   8 +-
 playbook/tests/INDEX.md                      |   1 +
 playbook/tests/TEST_API_ENDPOINTS.md         |   6 +-
 playbook/tests/TEST_APP_STARTUP.md           |   3 +-
 playbook/tests/TEST_CONFIG.md                |   4 +-
 playbook/tests/TEST_DB_INGESTION.md          |   4 +-
 playbook/tests/TEST_DB_MODELS.md             |   2 +-
 playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md |   9 +
 playbook/tests/TEST_PREPROCESSING_LEAGUE.md  |   4 +-
 preprocessing/front_7.py                     |   2 +
 preprocessing/offensive_line.py              |   2 +
 preprocessing/preprocess.py                  |  36 ++-
 teams/ncaaf.py                               |   3 +-
 tests/conftest.py                            |  81 ++++++-
 tests/test_api_endpoints.py                  | 113 +++++++--
 tests/test_app_startup.py                    |  39 ++++
 tests/test_config.py                         |  45 +++-
 tests/test_db_ingestion.py                   | 157 ++++++++++++-
 tests/test_db_models.py                      |  42 ++--
 tests/test_ncaaf_teams_checklist.py          | 113 +++++++++
 tests/test_preprocessing_league.py           | 105 +++++++++
 tests/test_sw_cache_bypass.py                |   8 +-
 120 files changed, 1564 insertions(+), 182 deletions(-)
 create mode 100644 playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
 create mode 100644 tests/test_ncaaf_teams_checklist.py

diff --git a/CLAUDE.md b/CLAUDE.md
index 1da9d0a..7d416e0 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -24,6 +24,9 @@ Before any task, read `playbook/INVARIANTS.md`. It holds the working rules (git,
 PFF data, frontend limits, versioning) and the invariants that must stay true. Then use the table below to find the
 detail for your task.
 
+Read it again in full at the start of every new session and after every context compaction, before editing any file: a summary
+of an earlier conversation is not a substitute for the rules, and a rule recalled from memory may be incomplete.
+
 To find a work item or an architecture file, do not open whole folders. First read the top of each file (the title and one-line summary,
 or the "Load when" line), then open only the ones that apply. The commands are in `playbook/ROSTER.md`.
 
diff --git a/config.py b/config.py
index c697e34..5d8664b 100644
--- a/config.py
+++ b/config.py
@@ -80,8 +80,41 @@ class League(str, Enum):
 }
 
 
+# NCAAF thresholds. The NFL values do not fit: the NFL's 230 pass rush opportunities
+# lets only 12 to 17% of the college ED and DI players through (about 36% in the NFL),
+# so the college value is about 140; the NFL's 300 pass block snaps already fits the OL.
+# Starting values, confirmed by trying the real page; change them if they feel wrong.
+NCAAF_DEFAULT_THRESHOLDS: dict[str, int] = {
+    "pass_rush": 230,  # Min PR Opp for pass rush filter.
+    "pass_block": 360,  # Min Non Spike PB Snaps for pass block filter.
+}
+
+# Set BY HAND each week, like the NFL ones above. The 2026 entry is a placeholder
+# of about 2/3 of the static values (a college season has about 12 games).
+NCAAF_DYNAMIC_THRESHOLDS: dict[int, dict[str, int]] = {
+    2026: {
+        "pass_rush": 120,  # Min PR Opp for pass rush filter.
+        "pass_block": 205,  # Min Non Spike PB Snaps for pass block filter.
+    },
+}
+
+LEAGUE_DEFAULT_THRESHOLDS: dict[League, dict[str, int]] = {
+    League.NFL: DEFAULT_THRESHOLDS,
+    League.NCAAF: NCAAF_DEFAULT_THRESHOLDS,
+}
+
+LEAGUE_DYNAMIC_THRESHOLDS: dict[League, dict[int, dict[str, int]]] = {
+    League.NFL: DYNAMIC_THRESHOLDS,
+    League.NCAAF: NCAAF_DYNAMIC_THRESHOLDS,
+}
+
+
 def resolve_default_threshold(
-    category: str, season: int, *, today: date | None = None
+    category: str,
+    season: int,
+    league: League = League.NFL,
+    *,
+    today: date | None = None
 ) -> int:
     """Static preset for a finalized season, dynamic preset for the season
     currently in progress. Routing is a Calendar Year comparison
@@ -92,8 +125,8 @@ def resolve_default_threshold(
     current_year = (today or date.today()).year
 
     if season == current_year:
-        dynamic = DYNAMIC_THRESHOLDS.get(season, {})
+        dynamic = LEAGUE_DYNAMIC_THRESHOLDS[league].get(season, {})
         if category in dynamic:
             return dynamic[category]
 
-    return DEFAULT_THRESHOLDS[category]
+    return LEAGUE_DEFAULT_THRESHOLDS[league][category]
diff --git a/database/db_ingestion.py b/database/db_ingestion.py
index ad0dfff..4324791 100644
--- a/database/db_ingestion.py
+++ b/database/db_ingestion.py
@@ -1,10 +1,11 @@
 """Ingest preprocessed PFF Excel workbooks into database.
 
-Reads `nfl/front_7_pass_rush/{season}.xlsx` and
-`nfl/ol_pass_block/{season}.xlsx` files (under the data root) that
+Reads `{league}/front_7_pass_rush/{season}.xlsx` and
+`{league}/ol_pass_block/{season}.xlsx` files (under the data root) that
 `preprocessing/front_7.py` and `preprocessing/offensive_line.py` already
-produce, and bulk-inserts them into the `nfl_pass_rush_stats` /
-`nfl_pass_block_stats` tables.
+produce, and bulk-inserts them into that league's tables: `nfl_pass_rush_stats` /
+`nfl_pass_block_stats` or `ncaaf_pass_rush_stats` / `ncaaf_pass_block_stats`.
+The league is always named (`--league`), so the wrong one is never loaded by accident.
 
 Strict: a sheet that lacks any column the tables need, or a row without a
 `Player Id`, stops the run with an error instead of loading NULLs.
@@ -16,17 +17,18 @@
 Usage:
 1. Must always go from project root.
 2. After running two preprocessing scripts.
-3. python -m database.db_ingestion
+3. python -m database.db_ingestion --league nfl
 
 For Railway, set DATABASE_URL to Postgres URL Railway assigns.
 Point LINESHINES_REPO_ROOT at LinesShines project root so scripts can
-locate xlsx files under $LINESHINES_REPO_ROOT/data/nfl/.
+locate xlsx files under $LINESHINES_REPO_ROOT/data/{nfl,ncaaf}/.
 """
 
 from __future__ import annotations
 import argparse
 import os
 from dataclasses import dataclass
+from typing import Callable
 import re
 import sys
 from datetime import date
@@ -34,22 +36,29 @@
 import pandas as pd
 from sqlalchemy import delete
 from sqlalchemy.orm import Session
-from config import DYNAMIC_THRESHOLDS
+from config import LEAGUE_DYNAMIC_THRESHOLDS, League
 from database.columns import (
     PASS_BLOCK_DATA_COLUMNS,
     PASS_RUSH_DATA_COLUMNS,
     required_excel_headers,
 )
-from database.db_models import Base, NFLPassBlockStat, NFLPassRushStat, NFLTeam
+from database.db_models import (
+    Base,
+    NCAAFPassBlockStat,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+    NFLTeam,
+)
 from database.session import engine, SessionLocal
+from teams.ncaaf import SCHOOL_NAMES
 from teams.nfl import TEAMS
 
 FRONT_7_POSITIONS = ("DI", "ED", "LB")
 OL_POSITIONS = ("T", "G", "C")
 
-# The data root holds one folder per league; the NFL files are under data/nfl/.
-NFL_SUBDIR = "nfl"
-
+# The data root holds one folder per league (the League value): data/nfl/, data/ncaaf/.
 SEASON_CATEGORY_DIRS = ("front_7_pass_rush", "ol_pass_block")
 
 
@@ -64,7 +73,7 @@ def _find_project_root() -> Path:
 
 
 def _repo_root() -> Path:
-    """The data root: the folder that holds `nfl/` (and later `ncaaf/`).
+    """The data root: the folder that holds `nfl/` and `ncaaf/`.
 
     Order of precedence:
       1. `--data-dir` CLI flag.
@@ -83,9 +92,9 @@ def _repo_root() -> Path:
     return _find_project_root() / "data"
 
 
-def _discover_seasons(data_dir: Path) -> list[int]:
+def _discover_seasons(data_dir: Path, league: League = League.NFL) -> list[int]:
     """Union of seasons with a `{season}.xlsx` file under either category
-    subdir (`front_7_pass_rush`, `ol_pass_block`) of `data_dir/nfl`.
+    subdir (`front_7_pass_rush`, `ol_pass_block`) of `data_dir/{league}`.
 
     Union, not intersection — OL and DL are independent categories with no
     joint table, so it's fine for one to have a season's file before the other does.
@@ -98,16 +107,13 @@ def _discover_seasons(data_dir: Path) -> list[int]:
     seasons = set()
 
     for category_dir in SEASON_CATEGORY_DIRS:
-        for path in (data_dir / NFL_SUBDIR / category_dir).glob("*.xlsx"):
+        for path in (data_dir / league.value / category_dir).glob("*.xlsx"):
             if re.fullmatch(r"\d{4}", path.stem):
                 seasons.add(int(path.stem))
 
     return list(seasons)
 
 
-DEFAULT_SEASONS = _discover_seasons(_repo_root())
-
-
 def _safe_int(val):
     return None if pd.isna(val) else int(val)
 
@@ -137,7 +143,7 @@ def _require_columns(df: pd.DataFrame, columns, path, sheet) -> None:
         raise ValueError(f"{path} sheet {sheet} is missing columns: {missing}")
 
 
-def upsert_teams(sess: Session) -> None:
+def upsert_nfl_teams(sess: Session) -> None:
     existing = {t.code for t in sess.query(NFLTeam).all()}
 
     for code, (full_name, color) in TEAMS.items():
@@ -152,6 +158,20 @@ def upsert_teams(sess: Session) -> None:
     sess.commit()
 
 
+def upsert_ncaaf_teams(sess: Session) -> None:
+    """One `ncaaf_teams` row per scoped school; colours are left as they are (unset)."""
+    existing = {team.franchise_id for team in sess.query(NCAAFTeam).all()}
+
+    for franchise_id, full_name in SCHOOL_NAMES.items():
+        if franchise_id in existing:
+            sess.get(NCAAFTeam, franchise_id).full_name = full_name
+
+        else:
+            sess.add(NCAAFTeam(franchise_id=franchise_id, full_name=full_name))
+
+    sess.commit()
+
+
 def _read_value(kind: str, value):
     """Read one Excel cell the way its column's kind says."""
     if kind == "int":
@@ -170,6 +190,7 @@ def _read_value(kind: str, value):
 class _Category:
     """Everything the ingestion needs to load one category into its table."""
 
+    league: League
     model: type
     folder: str
     positions: tuple[str, ...]
@@ -177,9 +198,13 @@ class _Category:
     snap_header: str  # The column a row must have a value in (dropna subset).
     skip_label: str  # Wording of the "file not found" line.
     row_label: str  # Wording of the per-position "N rows" line.
+    team_header: str = "Team"  # The column that holds the team key.
+    team_code_type: Callable = str  # The NFL key is a code, the college key an id.
+    extra_columns: tuple[tuple[str, str], ...] = ()  # (model attribute, Excel header).
 
 
 _PASS_RUSH = _Category(
+    league=League.NFL,
     model=NFLPassRushStat,
     folder="front_7_pass_rush",
     positions=FRONT_7_POSITIONS,
@@ -190,6 +215,7 @@ class _Category:
 )
 
 _PASS_BLOCK = _Category(
+    league=League.NFL,
     model=NFLPassBlockStat,
     folder="ol_pass_block",
     positions=OL_POSITIONS,
@@ -199,20 +225,62 @@ class _Category:
     row_label="pass_block",
 )
 
+# The college rows key the team by franchise_id and carry the conference attached at conversion.
+_NCAAF_PASS_RUSH = _Category(
+    league=League.NCAAF,
+    model=NCAAFPassRushStat,
+    folder="front_7_pass_rush",
+    positions=FRONT_7_POSITIONS,
+    data_columns=PASS_RUSH_DATA_COLUMNS,
+    snap_header="PR Opp",
+    skip_label="ncaaf pass rush",
+    row_label="ncaaf_pass_rush",
+    team_header="Franchise Id",
+    team_code_type=int,
+    extra_columns=(("conference", "Conference"),),
+)
+
+_NCAAF_PASS_BLOCK = _Category(
+    league=League.NCAAF,
+    model=NCAAFPassBlockStat,
+    folder="ol_pass_block",
+    positions=OL_POSITIONS,
+    data_columns=PASS_BLOCK_DATA_COLUMNS,
+    snap_header="Non Spike PB Snaps",
+    skip_label="ncaaf pass block",
+    row_label="ncaaf_pass_block",
+    team_header="Franchise Id",
+    team_code_type=int,
+    extra_columns=(("conference", "Conference"),),
+)
+
+LEAGUE_CATEGORIES: dict[League, tuple[_Category, ...]] = {
+    League.NFL: (_PASS_RUSH, _PASS_BLOCK),
+    League.NCAAF: (_NCAAF_PASS_RUSH, _NCAAF_PASS_BLOCK),
+}
+
+LEAGUE_TEAM_UPSERTS: dict[League, Callable[[Session], None]] = {
+    League.NFL: upsert_nfl_teams,
+    League.NCAAF: upsert_ncaaf_teams,
+}
+
 
 def ingest_category(
     sess: Session, data_dir: Path, seasons: list[int], category: _Category
 ) -> int:
     """Load one category's seasons into its table, replacing each slice first.
 
-    The body is shared by the two categories (and later the two leagues); the
-    column reads come from the declaration in `database/columns.py`.
+    The body is shared by the categories of both leagues; the column reads come
+    from the declaration in `database/columns.py`.
     """
-    required = required_excel_headers(category.data_columns)
+    required = required_excel_headers(category.data_columns) + (
+        category.team_header,
+        *(header for _, header in category.extra_columns),
+    )
     total = 0
 
     for season in seasons:
-        path = data_dir / NFL_SUBDIR / category.folder / f"{season}.xlsx"
+        path = data_dir / category.league.value / category.folder / f"{season}.xlsx"
 
         if not path.exists():
             print(f"Skip {category.skip_label} {season}: {path} not found")
@@ -240,7 +308,7 @@ def ingest_category(
                 values = {
                     "season": season,
                     "position": position,
-                    "team_code": row["Team"],
+                    "team_code": category.team_code_type(row[category.team_header]),
                     "player_id": _player_id(row, path, position),
                     "player": row["Player"],
                     "abbr_name": row["Abbr Name"],
@@ -250,6 +318,9 @@ def ingest_category(
                         column.kind, row.get(column.excel_header)
                     )
 
+                for attr, header in category.extra_columns:
+                    values[attr] = row[header]
+
                 rows.append(category.model(**values))
 
             sess.add_all(rows)
@@ -268,15 +339,27 @@ def ingest_pass_block(sess: Session, data_dir: Path, seasons: list[int]) -> int:
     return ingest_category(sess, data_dir, seasons, _PASS_BLOCK)
 
 
+def ingest_ncaaf_pass_rush(sess: Session, data_dir: Path, seasons: list[int]) -> int:
+    return ingest_category(sess, data_dir, seasons, _NCAAF_PASS_RUSH)
+
+
+def ingest_ncaaf_pass_block(sess: Session, data_dir: Path, seasons: list[int]) -> int:
+    return ingest_category(sess, data_dir, seasons, _NCAAF_PASS_BLOCK)
+
+
 def main() -> None:
     parser = argparse.ArgumentParser(description=__doc__.splitlines()[0])
 
+    parser.add_argument(
+        "--league", required=True, choices=[league.value for league in League]
+    )
+
     parser.add_argument(
         "--seasons",
         type=int,
         nargs="+",
-        default=DEFAULT_SEASONS,
-        help=f"Seasons to ingest (default: {DEFAULT_SEASONS})",
+        default=None,
+        help="Seasons to ingest (default: every season with an xlsx file for the league).",
     )
 
     parser.add_argument(
@@ -297,27 +380,34 @@ def main() -> None:
         )
         sys.exit(1)
 
-    print(f"Reading xlsx from: {data_dir}")
+    league = League(args.league)
+    seasons = args.seasons or _discover_seasons(data_dir, league)
+    print(f"Reading {league.value} xlsx from: {data_dir}")
 
     Base.metadata.create_all(engine)
     with SessionLocal() as sess:
-        upsert_teams(sess)
-        pass_rush_rows = ingest_pass_rush(sess, data_dir, args.seasons)
-        pass_block_rows = ingest_pass_block(sess, data_dir, args.seasons)
+        LEAGUE_TEAM_UPSERTS[league](sess)
+        pass_rush_category, pass_block_category = LEAGUE_CATEGORIES[league]
+        pass_rush_rows = ingest_category(sess, data_dir, seasons, pass_rush_category)
+        pass_block_rows = ingest_category(sess, data_dir, seasons, pass_block_category)
 
     print(
-        f"\nBulk-inserted {pass_rush_rows} pass-rush rows and {pass_block_rows} pass-block rows."
+        f"\nBulk-inserted {pass_rush_rows} {league.value} pass-rush rows and "
+        f"{pass_block_rows} pass-block rows."
     )
 
     # In-progress season's threshold is hand-eyeballed weekly, not
-    # auto-computed (see config.py's DYNAMIC_THRESHOLDS).
+    # auto-computed (see config.py's DYNAMIC_THRESHOLDS and NCAAF_DYNAMIC_THRESHOLDS).
     # Nudge rather than silently falling back if this week's ingestion covers
     # the current season and nobody's touched it yet.
     current_year = date.today().year
-    if current_year in args.seasons and current_year not in DYNAMIC_THRESHOLDS:
+    if (
+        current_year in seasons
+        and current_year not in LEAGUE_DYNAMIC_THRESHOLDS[league]
+    ):
         print(
-            f"Reminder: {current_year} has no entry in config.DYNAMIC_THRESHOLDS yet — "
-            "falling back to the static default thresholds until you set one."
+            f"Reminder: {current_year} has no {league.value} entry in the dynamic thresholds "
+            "of config.py yet — falling back to the static default thresholds until you set one."
         )
 
 
diff --git a/database/db_models.py b/database/db_models.py
index dd4a986..0268290 100644
--- a/database/db_models.py
+++ b/database/db_models.py
@@ -146,6 +146,58 @@ class NFLPassBlockStat(StatIdentityMixin, PassBlockMetricsMixin, Base):
     )
 
 
+class NCAAFTeam(Base):
+    __tablename__ = "ncaaf_teams"
+
+    franchise_id = Column(Integer, primary_key=True)  # PFF's stable school id.
+    full_name = Column(String, nullable=False)
+    primary_color = Column(String(7))  # Hex like "#0085CA"; may be unset for now.
+
+    pass_rush_stats = relationship("NCAAFPassRushStat", back_populates="team")
+    pass_block_stats = relationship("NCAAFPassBlockStat", back_populates="team")
+
+
+class NCAAFPassRushStat(StatIdentityMixin, PassRushMetricsMixin, Base):
+    __tablename__ = "ncaaf_pass_rush_stats"
+
+    # The college team key is the franchise_id, not a short code.
+    team_code = Column(Integer, ForeignKey("ncaaf_teams.franchise_id"), nullable=False)
+    conference = Column(String, nullable=False)  # Attached at conversion; in scope.
+
+    team = relationship("NCAAFTeam", back_populates="pass_rush_stats")
+
+    __table_args__ = (
+        UniqueConstraint(
+            "season",
+            "position",
+            "player_id",
+            name="uq_ncaaf_pr_season_position_player_id",
+        ),
+        Index("idx_ncaaf_pr_filter", "season", "position"),
+        Index("idx_ncaaf_pr_player_id", "player_id"),
+    )
+
+
+class NCAAFPassBlockStat(StatIdentityMixin, PassBlockMetricsMixin, Base):
+    __tablename__ = "ncaaf_pass_block_stats"
+
+    team_code = Column(Integer, ForeignKey("ncaaf_teams.franchise_id"), nullable=False)
+    conference = Column(String, nullable=False)
+
+    team = relationship("NCAAFTeam", back_populates="pass_block_stats")
+
+    __table_args__ = (
+        UniqueConstraint(
+            "season",
+            "position",
+            "player_id",
+            name="uq_ncaaf_pb_season_position_player_id",
+        ),
+        Index("idx_ncaaf_pb_filter", "season", "position"),
+        Index("idx_ncaaf_pb_player_id", "player_id"),
+    )
+
+
 # Serialization helpers used by main.py to keep API payload shape
 # identical to what frontend already expects (space-and-mixed-case keys
 # preserved so no client-side renaming is needed). Both read the one
@@ -158,3 +210,14 @@ def pass_rush_row_to_dict(row: NFLPassRushStat) -> dict:
 
 def pass_block_row_to_dict(row: NFLPassBlockStat) -> dict:
     return row_to_payload(row, PASS_BLOCK_DATA_COLUMNS)
+
+
+def ncaaf_pass_rush_row_to_dict(row: NCAAFPassRushStat) -> dict:
+    return {**row_to_payload(row, PASS_RUSH_DATA_COLUMNS), "conference": row.conference}
+
+
+def ncaaf_pass_block_row_to_dict(row: NCAAFPassBlockStat) -> dict:
+    return {
+        **row_to_payload(row, PASS_BLOCK_DATA_COLUMNS),
+        "conference": row.conference,
+    }
diff --git a/frontend/data.js b/frontend/data.js
index 768b80c..733d548 100644
--- a/frontend/data.js
+++ b/frontend/data.js
@@ -11,9 +11,22 @@
  */
 import { els } from "./dom.js";
 
-export const LOGO_PATH = (team) => `logos/nfl/${team}.png`;
+// The page's league (NFL or NCAAF), filled into index.html by main.py: the API
+// prefix, the logo folder, how the Teams checklist is grouped and how a team is
+// named in text. The NFL values are the fallback if the page was served raw.
+const NFL_LEAGUE = {
+  key: "nfl",
+  name: "NFL",
+  apiPrefix: "/api/nfl",
+  logoDir: "nfl",
+  teamGroups: "static",
+  teamLabel: "code",
+};
+export const LEAGUE = window.LEAGUE || NFL_LEAGUE;
 
-export let metadata = null; // /api/metadata payload
+export const LOGO_PATH = (team) => `logos/${LEAGUE.logoDir}/${team}.png`;
+
+export let metadata = null; // /api/{league}/metadata payload
 export const sliceCache = new Map(); // key = `${category}:${season}:${position}` → records[]
 export let currentRecords = []; // records for the current slice (all threshold values)
 export let currentFiltered = []; // records >= threshold (what the chart shows)
@@ -47,7 +60,7 @@ export let playerPoolCategory = null;
 export let appliedFilters = null;
 
 // Decoded Image objects, keyed by team code, filled once at page load so
-// filter changes never wait on the browser to re-resolve/decode /logos/nfl/*.png
+// filter changes never wait on the browser to re-resolve/decode /logos/{league}/*.png
 // again — layout.images and the scout card both just point at these.
 export const logoCache = {};
 
@@ -163,7 +176,7 @@ export function appliedCategoryMeta() {
 export async function fetchSlice(category, season) {
   const key = `${category}:${season}`;
   if (!sliceCache.has(key)) {
-    const url = `/api/${category}?season=${season}`;
+    const url = `${LEAGUE.apiPrefix}/${category}?season=${season}`;
     const res = await fetch(url);
     if (!res.ok) throw new Error(`GET ${url} → ${res.status}`);
     const data = await res.json();
@@ -225,6 +238,13 @@ export function teamName(code) {
   return (t && t.full_name) || code;
 }
 
+// How a team reads in text (rows, badges, table cells): the NFL shows its short
+// code (BUF), while a college team's key is only a franchise id, so it shows the
+// school's name. Keys and logo file names always stay the raw key.
+export function teamLabel(team) {
+  return LEAGUE.teamLabel === "name" ? teamName(team) : team;
+}
+
 // Fallback swatch for the teams-dropdown checklist when a team's logo file
 // 404s — mirrors openScoutCard()'s logoImg.onerror treatment.
 export function teamSwatch(code) {
diff --git a/frontend/dom.js b/frontend/dom.js
index 81c7f3c..df15c51 100644
--- a/frontend/dom.js
+++ b/frontend/dom.js
@@ -12,6 +12,8 @@ export const els = {
   xMetric: document.getElementById("x-metric-select"),
   yMetric: document.getElementById("y-metric-select"),
   heroInstallSlot: document.getElementById("hero-install-slot"),
+  leagueNav: document.querySelector(".league-nav"),
+  leagueNavToggle: document.getElementById("league-nav-toggle"),
   xAxisInfoSlot: document.getElementById("x-axis-info-slot"),
   yAxisInfoSlot: document.getElementById("y-axis-info-slot"),
   threshold: document.getElementById("threshold-slider"),
diff --git a/frontend/filters.js b/frontend/filters.js
index 1ba42cd..3a81ea1 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -31,6 +31,8 @@ import {
   logoSrc,
   teamSwatch,
   teamName,
+  teamLabel,
+  LEAGUE,
   allTeamCodes,
   findRecordByPlayer,
 } from "./data.js";
@@ -132,14 +134,14 @@ function resetTeamsIfAllSelected() {
   updateTeamsSummary();
 }
 
-export function teamOptionRow(code) {
+export function teamOptionRow(code, checked = true) {
   const label = document.createElement("label");
   label.className = "team-option";
 
   const cb = document.createElement("input");
   cb.type = "checkbox";
   cb.value = code;
-  cb.checked = true;
+  cb.checked = checked;
 
   const logo = document.createElement("img");
   logo.className = "team-option-logo";
@@ -149,38 +151,114 @@ export function teamOptionRow(code) {
   logo.onerror = () => logo.replaceWith(teamSwatch(code));
 
   const text = document.createElement("span");
-  text.textContent = code;
+  text.textContent = teamLabel(code);
 
   label.append(cb, logo, text);
   return label;
 }
 
-export function populateTeamsChecklist() {
+// The checklist's groups for a season: [{ title, sections: [{ title, codes }] }].
+// The NFL's conferences and divisions are fixed (config.js); a college
+// conference changes with the season (realignment), so those groups come from
+// the metadata's per-season membership, one section per conference, with the
+// schools by name. A conference with no school that season has no group.
+function teamGroups(season) {
+  if (LEAGUE.teamGroups === "static") {
+    return Object.entries(CONFERENCES).map(([conference, divisions]) => ({
+      title: conference,
+      sections: Object.entries(divisions).map(([division, codes]) => ({ title: division, codes })),
+    }));
+  }
+
+  const conferenceOfTeam = (metadata.team_conferences && metadata.team_conferences[season]) || {};
+  return metadata.conference_order
+    .map((conference) => ({
+      title: conference,
+      sections: [
+        {
+          title: null,
+          codes: Object.keys(conferenceOfTeam)
+            .filter((code) => conferenceOfTeam[code] === conference)
+            .sort((a, b) => teamName(a).localeCompare(teamName(b))),
+        },
+      ],
+    }))
+    .filter((group) => group.sections[0].codes.length > 0);
+}
+
+// What the user chose is kept across rebuilds, because a college season lists
+// only its own schools. A school seen before keeps its last state; a school
+// shown for the first time starts checked only if every visible school was
+// checked (the "All Teams" state follows the user into a season with more
+// schools), and unchecked otherwise, so a new season never turns on teams the
+// user has not touched.
+const uncheckedTeams = new Set();
+const knownTeams = new Set();
+
+export function populateTeamsChecklist(season) {
+  const boxes = Array.from(els.teamsChecklist.querySelectorAll("input[type=checkbox]"));
+  const allWereChecked = boxes.every((cb) => cb.checked);
+
+  const noneWereChecked = boxes.length > 0 && boxes.every((cb) => !cb.checked);
+
+  // "None" applies to every school, including those this season does not
+  // list, so a school remembered from another season follows it.
+  if (noneWereChecked) knownTeams.forEach((key) => uncheckedTeams.add(key));
+
+  boxes.forEach((cb) => {
+    knownTeams.add(cb.value);
+    if (cb.checked) uncheckedTeams.delete(cb.value);
+    else uncheckedTeams.add(cb.value);
+  });
   els.teamsChecklist.innerHTML = "";
 
-  Object.entries(CONFERENCES).forEach(([conference, divisions]) => {
+  const bySeason = LEAGUE.teamGroups === "by_season";
+  els.teamsDropdown.classList.toggle("teams-dropdown--by-season", bySeason);
+
+  teamGroups(season).forEach(({ title, sections }) => {
     const column = document.createElement("div");
     column.className = "teams-column";
 
-    const columnHeader = document.createElement("div");
+    // A college conference header is a button that selects or clears its whole
+    // conference; the NFL's headers stay plain text.
+    const columnHeader = document.createElement(bySeason ? "button" : "div");
     columnHeader.className = "teams-column-header";
-    columnHeader.textContent = conference;
+    columnHeader.textContent = title;
     column.appendChild(columnHeader);
 
-    Object.entries(divisions).forEach(([division, codes]) => {
+    const groupBoxes = [];
+    sections.forEach((section) => {
       const group = document.createElement("div");
       group.className = "teams-division";
 
-      const divisionHeader = document.createElement("div");
-      divisionHeader.className = "teams-division-header";
-      divisionHeader.textContent = division;
-      group.appendChild(divisionHeader);
-
-      // Codes are already listed ascending within each division above.
-      codes.forEach((code) => group.appendChild(teamOptionRow(code)));
+      if (section.title) {
+        const divisionHeader = document.createElement("div");
+        divisionHeader.className = "teams-division-header";
+        divisionHeader.textContent = section.title;
+        group.appendChild(divisionHeader);
+      }
+
+      // Codes are already listed in order within each section above.
+      section.codes.forEach((code) => {
+        const key = String(code);
+        const checked = knownTeams.has(key) ? !uncheckedTeams.has(key) : allWereChecked;
+        const row = teamOptionRow(code, checked);
+        groupBoxes.push(row.querySelector("input"));
+        group.appendChild(row);
+      });
       column.appendChild(group);
     });
 
+    if (bySeason) {
+      columnHeader.type = "button";
+      columnHeader.addEventListener("click", () => {
+        const allChecked = groupBoxes.every((cb) => cb.checked);
+        groupBoxes.forEach((cb) => (cb.checked = !allChecked));
+        updateTeamsSummary();
+        updatePendingState();
+      });
+    }
+
     els.teamsChecklist.appendChild(column);
   });
 
@@ -318,7 +396,7 @@ export function renderPlayersDropdown(matches) {
     logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
 
     const code = document.createElement("span");
-    code.textContent = record.team;
+    code.textContent = teamLabel(record.team);
 
     team.append(logo, code);
     opt.append(name, team);
@@ -407,7 +485,7 @@ export function openBelowThresholdPopup(matches, cat, onSetThreshold) {
     logo.loading = "lazy";
     logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
     const code = document.createElement("span");
-    code.textContent = record.team;
+    code.textContent = teamLabel(record.team);
     team.append(logo, code);
 
     info.append(name, team);
diff --git a/frontend/images/team_logos/ncaaf/102.png b/frontend/images/team_logos/ncaaf/102.png
index 3740ecefdf60745ab9383bc97cb098fa5fecc787..b0e3c5b8fb596d7ef8fa1e312420260ba5da67c4 100644
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diff --git a/frontend/images/team_logos/ncaaf/110.png b/frontend/images/team_logos/ncaaf/110.png
index b79d6ae2ef3ac08cfd9982b29e434d62c53955d1..7c45e33447dfe5e34aaf28f7d61235013eb3bd53 100644
GIT binary patch
delta 49
zcmZoX&D?mJd4mKqlezO`DP}7sbC=0s%>ImyK#tVp1I&tyPLm%oN3rbc{~f#8fyMD5
E0B%1I-T(jq

delta 49
zcmZoX&D?mJd4mKqlZC-#DP}7s3&Y7_%>In7K#tVp1I&tyZj&D|N3n4A%Sdl_U~zm1
E09-N+@c;k-

diff --git a/frontend/images/team_logos/ncaaf/111.png b/frontend/images/team_logos/ncaaf/111.png
index 5d91b7508b95699f88c51fd819790dc49d71fd63..a4899d03c5ac147525edde65a5e35cb31d2f5a72 100644
GIT binary patch
delta 47
zcmeDC#nktUX@ev)qvK>LW@|>L$zja?j21w))Z_!qij0<%A2CO<tjzq_w%LK@+ztR~
Cfe;)3

delta 47
zcmeDC#nktUX@ev)qw8cTW@|>b$zja?jLtx|)Z_!qii|FkA2CO<sHe-NZ+2igw*vrS
CC=SE`

diff --git a/frontend/images/team_logos/ncaaf/115.png b/frontend/images/team_logos/ncaaf/115.png
index ffc8380bc90191fbe13e4c1fc6015ab8644a20e0..559c4888b7aee1696f4ee9fe911fac566e396f94 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/120.png b/frontend/images/team_logos/ncaaf/120.png
index 350bc81558a0215fab1bec063e0b69e66ed817ae..cbd211355fb4a0cd885e579b1623784cba3b7db4 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/121.png b/frontend/images/team_logos/ncaaf/121.png
index f747c06026891ac0cf3b2d1133e70853fb702c38..0d24e013d3849bc3aa5ec5add23472bedca5d7f3 100644
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KN<|7Ug8mPJ{$eTs

diff --git a/frontend/images/team_logos/ncaaf/143.png b/frontend/images/team_logos/ncaaf/143.png
index 5b20fe3657d5f734814309ebe25e049b1f34838f..12aaeb43353897d4aa6aba9f814542e0a0ca874a 100644
GIT binary patch
delta 47
zcmcbymFdP-rVWzJjOLT2n5`KtCWkTmGnxX~Qj-rbD>9l*e#9KbB7b4u?9C1=Go}Fm
DWt$Ik

delta 47
zcmcbymFdP-rVWzJj82oKn5`L|Cx<cnGg<=KQj-rbD>6Dxe#9Kb;(1kn{$>Z38Pfn~
CVGle2

diff --git a/frontend/images/team_logos/ncaaf/144.png b/frontend/images/team_logos/ncaaf/144.png
index da47f29bcd3595548b8f20dec74cf6a075d37ee8..1434fa8d8d8aa8989412861fe47ff5091549035d 100644
GIT binary patch
delta 61
zcmZ49$hN$ZZG$8;qrqe;W@|>n$zjZ1Y$iso#uhF>0jbFcm}MYb*U68Vqgd`}Jv`Lx
Mz_Q(eg)zMb00=4(&j0`b

delta 60
zcmZ49$hN$ZZG$8;qse3`W@|>%$zjZ1Y>tMG#%4x90jbFcm}MphFtaimPkzK4#nQL`
PutKu~%XSAA#`GEh_C*m8

diff --git a/frontend/images/team_logos/ncaaf/160.png b/frontend/images/team_logos/ncaaf/160.png
index f8637f7e7a6cae88050fddd487715653343dbb07..5be4a32b6efa60b5d0e78293a298f58dd39db57d 100644
GIT binary patch
delta 78
zcmZ3hv{q?@5HpXPldFlTi@AlFi-GxMIc9T4$H`&L9x!1usIb`N1I$t|L36O+Gv+Xs
Ogz1m&Z+2jL%L4!wpcVW8

delta 75
zcmZ3hv{q?@5HpW~i>0%XlZlI&i-E;tIc9T4*U4eb9x!1isIb`N1I$vB{g~NVoxvi{
Rn8R3-7rDLN?7;Gt2LRTi6sQ0I

diff --git a/frontend/images/team_logos/ncaaf/163.png b/frontend/images/team_logos/ncaaf/163.png
index 89da0a84ff80ac22a9803e3d975b88becd622e5e..4b527bcc6edc4ac55b4c44cbe02c1876d68d4c2b 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/167.png b/frontend/images/team_logos/ncaaf/167.png
index 15b0912d4415bb16902cf99c9ff6086962722a1a..9d6e8cdbc2716b17ef85a8e9d9d9fbe47cadf0d8 100644
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diff --git a/frontend/images/team_logos/ncaaf/169.png b/frontend/images/team_logos/ncaaf/169.png
index 86d66759e68f80426b2c98bd9ff5a022b5e37c9b..c3ba36287bb758543ef36a6f9f5a5b5da6772b75 100644
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diff --git a/frontend/images/team_logos/ncaaf/173.png b/frontend/images/team_logos/ncaaf/173.png
index 56de9214993e5d507c8e28362a5537447cfee5a5..9ac2edc7ec1e739abf75716279503b1139296744 100644
GIT binary patch
delta 59
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delta 59
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diff --git a/frontend/images/team_logos/ncaaf/176.png b/frontend/images/team_logos/ncaaf/176.png
index 9df88fd838d054d99b1d121a09d308e6ca430ee0..472d6a83ae5beafbf363f90d32ade33c6b31ebb1 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/182.png b/frontend/images/team_logos/ncaaf/182.png
index 961d27f352c3f02de2055b957c09faf4ca2e5c9a..73598b0ace439089b65adb78feb4a97abeb36657 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/187.png b/frontend/images/team_logos/ncaaf/187.png
index 6089ae6e2e35abc103a25e75ae702569f5c1d26e..516e78cec8b25f6a0421d653eff00531daa3b96b 100644
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diff --git a/frontend/images/team_logos/ncaaf/210.png b/frontend/images/team_logos/ncaaf/210.png
index 105b636bd6e602f086b5bc8dab5a14fce5724f9f..55d0181b60d92dd1602e8b161c44ad22a48b63b3 100644
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diff --git a/frontend/images/team_logos/ncaaf/211.png b/frontend/images/team_logos/ncaaf/211.png
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diff --git a/frontend/images/team_logos/ncaaf/220.png b/frontend/images/team_logos/ncaaf/220.png
index fb4e941cb94685510e794e0192697560e33a5436..e3e1250a0087e6e3cb42fd7be510bedd5343fb5d 100644
GIT binary patch
delta 55
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delta 57
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diff --git a/frontend/images/team_logos/ncaaf/221.png b/frontend/images/team_logos/ncaaf/221.png
index 1e17d14cd493195cd6f93a3ae114d1ff4a439257..6134ca01dd4c119616e63072178b1fc043a55a2d 100644
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diff --git a/frontend/images/team_logos/ncaaf/225.png b/frontend/images/team_logos/ncaaf/225.png
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diff --git a/frontend/images/team_logos/ncaaf/226.png b/frontend/images/team_logos/ncaaf/226.png
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J(PZY6@;{atZtwsA

diff --git a/frontend/images/team_logos/ncaaf/229.png b/frontend/images/team_logos/ncaaf/229.png
index 9c7946f3af14cb774bb0188aaea0a4810bda0dd4..e1089250ca602e92bfd79b55165eeda5c930b66c 100644
GIT binary patch
delta 65
zcmX@{k@>_&<_$v39A*|~CMK3{Zj+^$O&}ac1B1z7%)ZQ)ZZ1GUsmTYJ<$-M1$&Z+$
PSfUbp(>FV?bbJ8-dKMF{

delta 68
zcmX@{k@>_&<_$v3>`ulOmc~Y=lOHlmO*Uqh=793uCWkTmGCLX=PL={n9AK6QvW+G`
RVvb@F-zK_!vja=V7XZj16s-UN

diff --git a/frontend/images/team_logos/ncaaf/238.png b/frontend/images/team_logos/ncaaf/238.png
index f3c88f9aef0ea2864908a9c404df8dd4c2e32be2..0a24f7b09dc46dd7c4375568d23db5e327fda6eb 100644
GIT binary patch
delta 57
zcmaF1o$=Xr#to9pj0TgXn5`KNCx<b6u^CyKnYma31*9e)V3vV!9Vb6xj$-*d@$9b6
I4lK*U0rt}pS^xk5

delta 56
zcmaF1o$=Xr#to9pj3$$%n5`L2Cx<b6u~`^68<-gZ1*9e)V3wI2z|6{MJoyoG6wAwZ
M-XWVESeAtY0Oha|c>n+a

diff --git a/frontend/images/team_logos/ncaaf/248.png b/frontend/images/team_logos/ncaaf/248.png
index 5d3a70e7a768829b6fc1e78bda0e52ed012abb6c..a067aa9c73b78a5f3095297a08a4503d7701cb2a 100644
GIT binary patch
delta 54
zcmdnHfqCx+<_(g}j82oKn5~#xoF|7dd$K#aIGURpI0A*FCLdr{WOSVTh&hU-^3}?9
Kn;lsGUIqZb_Yxcc

delta 54
zcmdnHfqCx+<_(g}jBb;qn5~#x4JL;%d$Kzj8#)@fxB!KuCLdr{WOSYUh&hU7Va2-g
K%?>PoF9QI(W)YMC

diff --git a/frontend/images/team_logos/ncaaf/254.png b/frontend/images/team_logos/ncaaf/254.png
index 9a4636e60366ec223e8d2f3ccc1870a5033bb6f8..c798c635c059bb1d80515e8ce709003120c5c970 100644
GIT binary patch
delta 45401
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diff --git a/frontend/images/team_logos/ncaaf/259.png b/frontend/images/team_logos/ncaaf/259.png
index e4e41aa71943758d4e9bde17b2d6a3afb8913218..5e9a46b8a92f3000ca7ecd8add5f992bff62e9fb 100644
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delta 61
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diff --git a/frontend/images/team_logos/ncaaf/260.png b/frontend/images/team_logos/ncaaf/260.png
index 46e84ebf07e2a03b83e7c3afc892d3144c37dbd4..bf41ed1b44279017b40c449dbfb2371e5297ea16 100644
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diff --git a/frontend/images/team_logos/ncaaf/314.png b/frontend/images/team_logos/ncaaf/314.png
index a3ed11277723e844062753c6ef7a337bffc52985..6d4e537664c90baa87f537aa0a3f721f5e5ac042 100644
GIT binary patch
delta 52
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HmZ*aOecuoF

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HCF&pmeTENk

diff --git a/frontend/images/team_logos/ncaaf/315.png b/frontend/images/team_logos/ncaaf/315.png
index 44eed75128b21da563c1041ca704a2f1dc3227c5..bc09dd94cb8db1dee7748baa9cffdc8dbe964299 100644
GIT binary patch
delta 4331
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diff --git a/frontend/images/team_logos/ncaaf/316.png b/frontend/images/team_logos/ncaaf/316.png
index 23674e0d361f104f1170d87aad113a8c3e2037a7..b003e5cdc34771660609bfbee5883c28c9eead3e 100644
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diff --git a/frontend/images/team_logos/ncaaf/323.png b/frontend/images/team_logos/ncaaf/323.png
index 8f04459d1415b439553e1224da2f2ceda74613b6..758d9a40793f810b88339b38f236bae2cdf7efef 100644
GIT binary patch
delta 62
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delta 61
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diff --git a/frontend/images/team_logos/ncaaf/324.png b/frontend/images/team_logos/ncaaf/324.png
index e6c7d450ec7b2cbb41b683f46527e606d5aa4e09..2426360c8fd61b1ea34c4ea2b3182167fb9fe77f 100644
GIT binary patch
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diff --git a/frontend/images/team_logos/ncaaf/326.png b/frontend/images/team_logos/ncaaf/326.png
index 3e7966e62b042186fa4b263c8a528545dd00d218..1c753595df380e26d15dbcfc044a13b16097165a 100644
GIT binary patch
delta 61
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L9oy`{^4JCd`^OQY

delta 59
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diff --git a/frontend/images/team_logos/ncaaf/329.png b/frontend/images/team_logos/ncaaf/329.png
index 1a30c8bf2099db02fbb2e832afdfe1b69e4ae9f4..7bca4937f56bf34d20e27ff7d6cdf6e1598fc001 100644
GIT binary patch
delta 14873
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diff --git a/frontend/images/team_logos/ncaaf/340.png b/frontend/images/team_logos/ncaaf/340.png
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diff --git a/frontend/images/team_logos/ncaaf/349.png b/frontend/images/team_logos/ncaaf/349.png
index 0827e59ea3b8098498e1d871d8bc8bd055fb13ff..03e2de1252bac755a4bbfd8cc89f01a43f9e3664 100644
GIT binary patch
delta 57
zcmezKkMYkx#tpShtVWhrCZ>~{n5HwDPnKe~X0(_b#_Z2%3S>)7KESNVXg2u~a}>+g
N?+>CkJFwVP0{}=g6PEx0

delta 57
zcmezKkMYkx#tpShti}dbCT5eHn5Hv2O_pM|W^|q$#_Z2%31mx6KESNV=s5Wia}>)H
NzJ+@>JFwVP0{}(Q6CD5m

diff --git a/frontend/index.html b/frontend/index.html
index e5e8bdc..8637193 100644
--- a/frontend/index.html
+++ b/frontend/index.html
@@ -70,8 +70,12 @@
         );
       })();
     </script>
-    <title>LinesShines · 鋒光</title>
-    <meta name="description" content="Interactive exploration platform: NFL OL & DL PFF metrics." />
+    <title>{{PAGE_TITLE}}</title>
+    <meta name="description" content="{{PAGE_DESCRIPTION}}" />
+    <!-- The page's league (main.py fills the placeholder); data.js falls back to the NFL if it is missing. -->
+    <script>
+      window.LEAGUE = {{LEAGUE_JSON}};
+    </script>
 
     <link rel="preconnect" href="https://fonts.googleapis.com" />
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
@@ -99,6 +103,7 @@
     <div class="field-texture" aria-hidden="true"></div>
 
     <header class="hero">
+      {{LEAGUE_NAV}}
       <a
         class="hero-github"
         href="https://github.com/StarsExpress/LinesShines"
@@ -118,7 +123,7 @@
         <img class="hero-logo" src="images/lines_shines_logo.png" alt="LinesShines logo" />
         <div class="hero-text">
           <h1 class="hero-title">LinesShines · 鋒光</h1>
-          <p class="eyebrow">🏈NFL OL & DL PFF Premium Stats Interactive Exploration</p>
+          <p class="eyebrow">{{EYEBROW}}</p>
           <p class="hero-byline">
             "No Line No Shine."<br /><br />
             Infrastructure always starts everything, but quite often gets ignored<br />
@@ -133,6 +138,7 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
       <span class="meta-segment">Source: PFF Premium Stats</span>
       <span class="meta-segment">&nbsp;&nbsp;·&nbsp;&nbsp;Downloaded PFF data stays private</span>
       <span class="meta-segment">&nbsp;&nbsp;·&nbsp;&nbsp;Median lines are calculated according to current filter</span>
+      {{SCOPE_SEGMENT}}
     </p>
 
     <main class="layout">
diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index 56f3ae6..46e7610 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -20,6 +20,7 @@ import {
   logoSrc,
   teamColor,
   teamName,
+  teamLabel,
   metadata,
 } from "./data.js";
 import { LINEMATE_POSITIONS, LINEMATE_SIZE_REMINDER_AT } from "./config.js";
@@ -674,13 +675,13 @@ function setLinemateCardIdentity(cardEl, anchorRecord) {
   const badge = cardEl.querySelector(".scout-badge");
   const color = teamColor(anchorRecord.team);
   logoImg.src = logoSrc(anchorRecord.team);
-  logoImg.alt = `${anchorRecord.team} logo`;
+  logoImg.alt = `${teamLabel(anchorRecord.team)} logo`;
   logoImg.hidden = false;
   badge.hidden = true;
   logoImg.onerror = () => {
     logoImg.hidden = true;
     badge.hidden = false;
-    badge.textContent = anchorRecord.team;
+    badge.textContent = teamLabel(anchorRecord.team);
     badge.style.background = color;
   };
   cardEl.querySelector(".linemate-card-meta").textContent = `${teamName(anchorRecord.team)} · ${appliedFilters.season}`;
diff --git a/frontend/main.js b/frontend/main.js
index c889974..a04c551 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -15,6 +15,7 @@ import {
   seasonSwitchChangesThresholdDefault,
   currentCategoryMeta,
   metadata,
+  LEAGUE,
 } from "./data.js";
 import {
   selectedPlayers,
@@ -76,8 +77,9 @@ import {
 let previousSeasonValue = null;
 
 async function loadMetadata() {
-  const res = await fetch("/api/metadata");
-  if (!res.ok) throw new Error(`GET /api/metadata → ${res.status}`);
+  const metadataUrl = `${LEAGUE.apiPrefix}/metadata`;
+  const res = await fetch(metadataUrl);
+  if (!res.ok) throw new Error(`GET ${metadataUrl} → ${res.status}`);
   // setMetadata()/setPlayerPool()/setAppliedFilters() replace the original's
   // direct assignments below — data.js owns that state now, see its header
   // comment for why. Same assignments, same order, same timing.
@@ -85,7 +87,7 @@ async function loadMetadata() {
 
   populateCategoryDependentControls();
   previousSeasonValue = els.season.value;
-  populateTeamsChecklist();
+  populateTeamsChecklist(els.season.value);
   attachEvents();
   await loadCurrentSlice();
   setPlayerPool(currentRecords, currentSliceCategory);
@@ -216,6 +218,7 @@ function attachEvents() {
     // compares against what's actually on screen now, not a stale value
     // from before this category switch.
     previousSeasonValue = els.season.value;
+    populateTeamsChecklist(els.season.value);
     updatePendingState();
     updatePlayerPool();
   });
@@ -254,6 +257,8 @@ function attachEvents() {
       setResetThresholdOnNextRange(true);
     }
     previousSeasonValue = els.season.value;
+    // The NCAAF checklist groups schools by that season's conferences.
+    populateTeamsChecklist(els.season.value);
     updatePendingState();
     updatePlayerPool();
   });
@@ -300,6 +305,28 @@ function attachEvents() {
     if (!els.teamsControl.contains(e.target)) closeTeamsDropdown();
   });
 
+  // League navigation: on narrow screens the three pages sit behind a hamburger
+  // button (CSS shows it below 860px). It closes on Escape and on a click outside,
+  // with the same e.isTrusted guard as the dropdowns here, so the PNG export's
+  // synthetic click cannot shut it.
+  const setLeagueNavOpen = (open) => {
+    els.leagueNav.classList.toggle("is-open", open);
+    els.leagueNavToggle.setAttribute("aria-expanded", String(open));
+  };
+
+  els.leagueNavToggle.addEventListener("click", () => {
+    setLeagueNavOpen(!els.leagueNav.classList.contains("is-open"));
+  });
+
+  document.addEventListener("click", (e) => {
+    if (!e.isTrusted) return;
+    if (!els.leagueNav.contains(e.target)) setLeagueNavOpen(false);
+  });
+
+  document.addEventListener("keydown", (e) => {
+    if (e.key === "Escape") setLeagueNavOpen(false);
+  });
+
   // Players: collapsed behind a button + panel, same mechanism as Teams —
   // the chip list stays hidden until opened so it never has to fit inside
   // the collapsed button's width (see the .control-players comment in
@@ -619,6 +646,6 @@ function attachEvents() {
 loadMetadata().catch((err) => {
   console.error(err);
   els.chart.innerHTML =
-    `<p style="color:#f1ecdd;padding:24px;">Could not load /api/metadata — ` +
+    `<p style="color:#f1ecdd;padding:24px;">Could not load ${LEAGUE.apiPrefix}/metadata — ` +
     `is the FastAPI server running? (${err.message})</p>`;
 });
diff --git a/frontend/merge-card.js b/frontend/merge-card.js
index 78a58e0..58a74f2 100644
--- a/frontend/merge-card.js
+++ b/frontend/merge-card.js
@@ -50,6 +50,7 @@ import {
   findRecordByPlayer,
   thresholdFieldLabel,
   metadata,
+  teamLabel,
 } from "./data.js";
 import { searchPlayersExcluding, pcsSearchPool, fullPcsSearchPool } from "./search.js";
 import { MERGE_CARD_MAX_MEMBERS, MERGE_QUOTA } from "./config.js";
@@ -252,7 +253,7 @@ export function renderCreateDropdown(matches) {
     logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
 
     const code = document.createElement("span");
-    code.textContent = record.team;
+    code.textContent = teamLabel(record.team);
 
     team.append(logo, code);
     opt.append(name, team);
@@ -373,7 +374,7 @@ export function makeTeamCell(record) {
   logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
 
   const code = document.createElement("span");
-  code.textContent = record.team;
+  code.textContent = teamLabel(record.team);
 
   wrap.append(logo, code);
   td.appendChild(wrap);
@@ -401,7 +402,7 @@ export function makeLinemateCell(record) {
 // (never the raw stat), same reasoning as Linemate Card's own sort value fn.
 function mergeSortValue({ record, pool }, label, cat) {
   if (label === "Player") return (record.abbr_name || record.player).toLowerCase();
-  if (label === "Team") return record.team;
+  if (label === "Team") return String(teamLabel(record.team)).toLowerCase();
   if (label === "Games") return record.games ?? null;
   if (label === cat.threshold_field) return record[cat.threshold_field] ?? null;
   const meta = cat.metrics[label];
@@ -975,7 +976,7 @@ export function renderMergeEditDropdown(matches) {
     logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
 
     const code = document.createElement("span");
-    code.textContent = record.team;
+    code.textContent = teamLabel(record.team);
 
     team.append(logo, code);
     opt.append(name, team);
diff --git a/frontend/render.js b/frontend/render.js
index d6e64c8..020236f 100644
--- a/frontend/render.js
+++ b/frontend/render.js
@@ -22,6 +22,7 @@ import {
   targetLogoPx,
   thresholdFieldLabel,
   metadata,
+  LEAGUE,
 } from "./data.js";
 import { DIM_OPACITY, LABEL_ALPHA } from "./config.js";
 import { viewFloatingCard } from "./scout-card.js";
@@ -253,7 +254,8 @@ export function render() {
   // off a dimmed team still stands out. Empty selectedTeams (Teams → None)
   // with no players picked has both .has() calls return false for every
   // record, which dims everyone uniformly — no special-casing needed.
-  const isDimmed = currentFiltered.map((r) => !(selectedTeams.has(r.team) || selectedPlayerKeys.has(r.player)));
+  // String(): the NCAAF team key is a number, the checklist values are strings.
+  const isDimmed = currentFiltered.map((r) => !(selectedTeams.has(String(r.team)) || selectedPlayerKeys.has(r.player)));
 
   if (currentFiltered.length < 2) {
     els.emptyState.hidden = false;
@@ -419,7 +421,7 @@ export function render() {
   // Teams dims players rather than removing them (see DIM_OPACITY above),
   // so count shouldn't shrink just because some teams are unchecked.
   const positionLabel = (cat.positions && cat.positions[appliedFilters.position]) || appliedFilters.position;
-  const titleText = `${appliedFilters.season} NFL ${positionLabel} ${xKey} & ${yKey}`;
+  const titleText = `${appliedFilters.season} ${LEAGUE.name} ${positionLabel} ${xKey} & ${yKey}`;
   const subtitleText = highlightSubtitle(cat, currentFiltered, minThreshold);
 
   const layout = {
diff --git a/frontend/scout-card.js b/frontend/scout-card.js
index 5e10937..35e9267 100644
--- a/frontend/scout-card.js
+++ b/frontend/scout-card.js
@@ -9,6 +9,7 @@ import {
   rankAndPercentile,
   teamColor,
   teamName,
+  teamLabel,
   logoSrc,
   thresholdFieldLabel,
   metadata,
@@ -178,13 +179,13 @@ function setScoutCardIdentity(cardEl, record) {
   const badge = cardEl.querySelector(".scout-badge");
   const color = teamColor(record.team);
   logoImg.src = logoSrc(record.team);
-  logoImg.alt = `${record.team} logo`;
+  logoImg.alt = `${teamLabel(record.team)} logo`;
   logoImg.hidden = false;
   badge.hidden = true;
   logoImg.onerror = () => {
     logoImg.hidden = true;
     badge.hidden = false;
-    badge.textContent = record.team;
+    badge.textContent = teamLabel(record.team);
     badge.style.background = color;
   };
   cardEl.querySelector(".scout-meta").textContent =
diff --git a/frontend/style.css b/frontend/style.css
index fe22a12..9406408 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -81,8 +81,9 @@ body {
   z-index: 1;
 }
 
+/* The top 64px hold the page switch (left) and the Install and GitHub buttons (right). */
 .hero {
-  padding: 28px 24px 20px;
+  padding: 64px 24px 20px;
 }
 
 .hero-inner {
@@ -183,6 +184,131 @@ body {
   }
 }
 
+/* Page switch (NFL Season / NCAAF Season / ...): plain links, one URL each, the
+   current page highlighted. Inline on wide screens; below 860px the links hide
+   behind a hamburger button that opens a list with the full names (ESPN-style).
+   Top-left, mirroring the GitHub and Install buttons on the right. */
+.league-nav {
+  position: absolute;
+  top: 16px;
+  left: 20px;
+  z-index: 3;
+}
+.league-nav-toggle {
+  display: none;
+  align-items: center;
+  gap: 8px;
+  height: 36px;
+  box-sizing: border-box;
+  padding: 0 12px;
+  border: 2px solid #f0ede4;
+  border-radius: 4px;
+  background: #000;
+  color: var(--chalk);
+  font-family: var(--font-mono);
+  font-size: 12px;
+  letter-spacing: 0.04em;
+  cursor: pointer;
+  opacity: 0.85;
+}
+.league-nav-toggle:hover,
+.league-nav-toggle:focus-visible,
+.league-nav-toggle[aria-expanded="true"] {
+  opacity: 1;
+  border-color: var(--flag-gold);
+}
+/* The three bars of the hamburger. */
+.league-nav-bars,
+.league-nav-bars::before,
+.league-nav-bars::after {
+  display: block;
+  width: 16px;
+  height: 2px;
+  background: currentColor;
+  border-radius: 1px;
+}
+.league-nav-bars {
+  position: relative;
+}
+.league-nav-bars::before,
+.league-nav-bars::after {
+  content: "";
+  position: absolute;
+  left: 0;
+}
+.league-nav-bars::before {
+  top: -5px;
+}
+.league-nav-bars::after {
+  top: 5px;
+}
+.league-nav-list {
+  display: flex;
+  gap: 8px;
+  margin: 0;
+  padding: 0;
+  list-style: none;
+}
+.league-nav-link {
+  display: inline-flex;
+  align-items: center;
+  height: 36px;
+  box-sizing: border-box;
+  padding: 0 12px;
+  border: 2px solid #f0ede4;
+  border-radius: 4px;
+  background: #000;
+  color: var(--chalk);
+  font-family: var(--font-mono);
+  font-size: 12px;
+  letter-spacing: 0.04em;
+  text-decoration: none;
+  opacity: 0.8;
+  transition:
+    color 0.15s ease,
+    opacity 0.15s ease,
+    border-color 0.15s ease;
+}
+.league-nav-link:hover,
+.league-nav-link:focus-visible {
+  opacity: 1;
+  border-color: var(--flag-gold);
+}
+.league-nav-link.is-current {
+  opacity: 1;
+  color: #0f2119;
+  background: var(--flag-gold);
+  border-color: var(--flag-gold);
+}
+/* The installed desktop app puts its window buttons in the top-left corner. */
+@media (display-mode: standalone) and (hover: hover) and (pointer: fine) {
+  .league-nav {
+    left: 110px;
+  }
+}
+@media (max-width: 860px) {
+  .league-nav-toggle {
+    display: inline-flex;
+  }
+  .league-nav-list {
+    display: none;
+    position: absolute;
+    top: calc(100% + 6px);
+    left: 0;
+    flex-direction: column;
+    gap: 6px;
+    min-width: 170px;
+    padding: 8px;
+    background: var(--turf-800);
+    border: 1px solid var(--turf-600);
+    border-radius: 8px;
+    box-shadow: 0 8px 24px rgba(0, 0, 0, 0.35);
+  }
+  .league-nav.is-open .league-nav-list {
+    display: flex;
+  }
+}
+
 .eyebrow {
   font-family: var(--font-mono);
   font-size: 12px;
@@ -597,6 +723,36 @@ body {
   display: flex;
   flex-direction: column;
 }
+/* NCAAF: seven conferences do not fit two columns, so they stack as sections
+   (each with its schools in two columns) in a wider dropdown. A conference header
+   is a button there: it selects or clears the whole conference. */
+.teams-dropdown--by-season {
+  width: 360px;
+}
+.teams-dropdown--by-season .teams-checklist {
+  flex-direction: column;
+  align-items: stretch;
+  gap: 12px;
+}
+.teams-dropdown--by-season .teams-division {
+  display: grid;
+  grid-template-columns: 1fr 1fr;
+  column-gap: 8px;
+}
+.teams-dropdown--by-season .teams-column-header {
+  width: 100%;
+  padding: 0 0 4px;
+  background: none;
+  border: 0;
+  border-bottom: 1px solid var(--turf-600);
+  text-align: left;
+  cursor: pointer;
+}
+.teams-dropdown--by-season .teams-column-header:hover,
+.teams-dropdown--by-season .teams-column-header:focus-visible {
+  color: var(--flag-gold-bright);
+}
+
 .teams-column-header {
   font-family: var(--font-mono);
   font-size: 11px;
@@ -3500,7 +3656,14 @@ thead .linemate-table-frozen {
     min-height: 600px;
   }
   .hero {
-    padding: 16px 16px 12px;
+    padding: 58px 16px 12px; /* The top row holds the page switch and the buttons on the right. */
+  }
+  .league-nav {
+    top: 14px;
+    left: 16px;
+  }
+  .league-nav-toggle {
+    height: 34px;
   }
   .hero-inner {
     gap: 12px;
diff --git a/frontend/workspace.js b/frontend/workspace.js
index 80c2644..66c83e6 100644
--- a/frontend/workspace.js
+++ b/frontend/workspace.js
@@ -18,7 +18,7 @@
  * merge-card.js's header.
  */
 import { els } from "./dom.js";
-import { logoSrc, teamSwatch, findRecordByPlayer, appliedCategoryMeta, appliedFilters } from "./data.js";
+import { logoSrc, teamSwatch, teamLabel, findRecordByPlayer, appliedCategoryMeta, appliedFilters } from "./data.js";
 import { searchPlayersExcluding, pcsSearchPool, fullPcsSearchPool } from "./search.js";
 import { MERGE_QUOTA } from "./config.js";
 import { openBelowThresholdPopup, applyThresholdImmediately, BELOW_THRESHOLD_TOP_K } from "./filters.js";
@@ -146,7 +146,7 @@ export function renderPcsAddDropdown(matches) {
     logo.onerror = () => logo.replaceWith(teamSwatch(record.team));
 
     const code = document.createElement("span");
-    code.textContent = record.team;
+    code.textContent = teamLabel(record.team);
 
     team.append(logo, code);
     opt.append(name, team);
@@ -254,7 +254,7 @@ export function renderSinglesList() {
 
     const meta = document.createElement("span");
     meta.className = "pcs-row-meta";
-    meta.textContent = `${record.team} · ${record.position}`;
+    meta.textContent = `${teamLabel(record.team)} · ${record.position}`;
     row.appendChild(meta);
 
     const spacer = document.createElement("span");
diff --git a/main.py b/main.py
index 3114dbb..62cb161 100644
--- a/main.py
+++ b/main.py
@@ -1,17 +1,20 @@
 """Game of Trenches API + static frontend, single deployable FastAPI service.
 
-Routes:
-  GET  /api/metadata                    → seasons, positions, metric defs, teams
-  GET  /api/pass_rush?season=[&position=] → records; position omitted → every
-                                             position in the category (client
-                                             partitions/filters from there)
-  GET  /api/pass_block?season=[&position=] → same shape as pass_rush
+Routes (one set per league, {league} is nfl or ncaaf):
+  GET  /api/{league}/metadata           → seasons, positions, metric defs, teams
+                                           (ncaaf adds each season's conferences)
+  GET  /api/{league}/pass_rush?season=[&position=] → records; position omitted →
+                                           every position in the category (client
+                                           partitions/filters from there)
+  GET  /api/{league}/pass_block?season=[&position=] → same shape as pass_rush
   GET  /health                          → readiness probe for Railway
+  GET  /, /ncaaf-season                 → the page of each league's season view
 
 Anything else falls through to StaticFiles serving `frontend/`.
 """
 
 from __future__ import annotations
+import json
 import os
 from dataclasses import dataclass
 from contextlib import asynccontextmanager
@@ -28,17 +31,24 @@
     PBE_NOTE,
     PRP_NOTE,
     TPS_NOTE,
+    League,
     resolve_default_threshold,
 )
 from database.db_models import (
     Base,
+    NCAAFPassBlockStat,
+    NCAAFPassRushStat,
+    NCAAFTeam,
     NFLPassBlockStat,
     NFLPassRushStat,
     NFLTeam,
+    ncaaf_pass_block_row_to_dict,
+    ncaaf_pass_rush_row_to_dict,
     pass_block_row_to_dict,
     pass_rush_row_to_dict,
 )
 from database.session import SessionLocal, engine
+from teams.ncaaf import SCOPED_CONFERENCES
 
 # Railway sets this per-deploy; falls back to "dev" for local runs. Used to
 # cache-bust static assets referenced from index.html so iOS Safari (and
@@ -187,7 +197,7 @@ async def lifespan(app: FastAPI):
     yield
 
 
-# ---- League API: one router factory, used by the NFL now and NCAAF later. ---
+# ---- League API: one router factory, used by the NFL and NCAAF. -------------
 
 
 @dataclass(frozen=True)
@@ -207,15 +217,43 @@ class _CategoryApi:
 class _LeagueApi:
     """A league's team table and its two stat categories."""
 
+    league: League
     team_model: type
+    team_id_attr: str  # The team table's key: NFL code, NCAAF franchise_id.
     categories: tuple
+    has_conferences: bool = False  # NCAAF rows carry a conference per season.
+
+
+def _conference_payload(sess, league: _LeagueApi) -> dict:
+    """Each season's conference of every school with rows, for the Teams checklist.
+
+    `team_conferences` is {season: {team: conference}}, read from the rows
+    themselves, so it is exactly the data that was loaded; `conference_order` is
+    the column order of the checklist.
+    """
+    team_conferences = dict()
+
+    for category in league.categories:
+        rows = sess.execute(
+            select(
+                category.model.season,
+                category.model.team_code,
+                category.model.conference,
+            ).distinct()
+        )
+        for season, team_code, conference in rows:
+            team_conferences.setdefault(season, dict())[team_code] = conference
+
+    return {
+        "conference_order": list(SCOPED_CONFERENCES),
+        "team_conferences": team_conferences,
+    }
 
 
 def build_api_router(league: _LeagueApi) -> APIRouter:
     """Build /metadata, /pass_rush and /pass_block for one league.
 
-    Mounted under a league prefix by the caller, so the NFL keeps today's
-    /api/... paths while NCAAF can be added later with its own prefix.
+    Mounted under a league prefix (/api/nfl, /api/ncaaf) by the caller.
     """
     router = APIRouter()
     categories = {category.key: category for category in league.categories}
@@ -242,12 +280,17 @@ def metadata() -> dict:
                     "threshold_field": category.threshold_field,
                     "seasons": seasons,
                     "default_thresholds": {
-                        season: resolve_default_threshold(category.key, season)
+                        season: resolve_default_threshold(
+                            category.key, season, league.league
+                        )
                         for season in seasons
                     },
                 }
 
             teams = sess.execute(select(league.team_model)).scalars().all()
+            conference_payload = (
+                _conference_payload(sess, league) if league.has_conferences else {}
+            )
 
         return {
             # Same Calendar Year comparison resolve_default_threshold() uses to
@@ -265,8 +308,9 @@ def metadata() -> dict:
             # "TPS " (see main.js's axisFormulaContent()).
             "tps_note": TPS_NOTE,
             **category_payload,
+            **conference_payload,
             "teams": {
-                team.code: {
+                getattr(team, league.team_id_attr): {
                     "full_name": team.full_name,
                     "primary_color": team.primary_color,
                 }
@@ -329,7 +373,9 @@ def pass_block(
 
 
 NFL_API = _LeagueApi(
+    league=League.NFL,
     team_model=NFLTeam,
+    team_id_attr="code",
     categories=(
         _CategoryApi(
             key="pass_rush",
@@ -352,6 +398,33 @@ def pass_block(
     ),
 )
 
+NCAAF_API = _LeagueApi(
+    league=League.NCAAF,
+    team_model=NCAAFTeam,
+    team_id_attr="franchise_id",
+    has_conferences=True,
+    categories=(
+        _CategoryApi(
+            key="pass_rush",
+            model=NCAAFPassRushStat,
+            positions=PASS_RUSH_POSITIONS,
+            metrics=PASS_RUSH_METRICS,
+            threshold_field="PR Opp",
+            order_attr="pr_opp",
+            row_to_dict=ncaaf_pass_rush_row_to_dict,
+        ),
+        _CategoryApi(
+            key="pass_block",
+            model=NCAAFPassBlockStat,
+            positions=PASS_BLOCK_POSITIONS,
+            metrics=PASS_BLOCK_METRICS,
+            threshold_field="Non Spike PB Snaps",
+            order_attr="non_spike_pb_snaps",
+            row_to_dict=ncaaf_pass_block_row_to_dict,
+        ),
+    ),
+)
+
 
 app = FastAPI(
     title="Game of Trenches API",
@@ -365,9 +438,115 @@ def health() -> dict:
     return {"status": "ok"}
 
 
-# NFL stays at /api/metadata, /api/pass_rush, /api/pass_block (PR #19). PR #20
-# moves it under /api/nfl and adds /api/ncaaf with the same factory.
-app.include_router(build_api_router(NFL_API), prefix="/api")
+# One router per league from the same factory, each under its own prefix.
+app.include_router(build_api_router(NFL_API), prefix="/api/nfl")
+app.include_router(build_api_router(NCAAF_API), prefix="/api/ncaaf")
+
+
+# ---- Pages: one per league view, all served from frontend/index.html. -------
+
+
+@dataclass(frozen=True)
+class _Page:
+    """One page of the site: its URL, the league it shows and its own texts."""
+
+    path: str
+    league: League
+    nav_label: str
+    eyebrow: str  # The line under the title; differs per league and mode.
+    tab_title: str
+    description: str
+    scope_segment: str  # Extra item of the meta band, "" for none.
+    team_groups: str  # "static" (frontend list) or "by_season" (from metadata).
+    team_label: str  # "code" shows the team key, "name" shows the full name.
+
+
+NCAAF_SCOPE_SEGMENT = "&nbsp;&nbsp;·&nbsp;&nbsp;Scope: SEC · B1G · ACC · Big 12 · Pac-12 · MAC · Notre Dame"
+
+# The order is the order of the navigation buttons.
+PAGES = (
+    _Page(
+        path="/",
+        league=League.NFL,
+        nav_label="NFL Season",
+        eyebrow="🏈NFL OL & DL PFF Premium Stats Interactive Exploration",
+        tab_title="LinesShines · 鋒光",
+        description="Interactive exploration platform: NFL OL & DL PFF metrics.",
+        scope_segment="",
+        team_groups="static",
+        team_label="code",
+    ),
+    _Page(
+        path="/ncaaf-season",
+        league=League.NCAAF,
+        nav_label="NCAAF Season",
+        eyebrow="🏈NCAAF OL & DL PFF Premium Stats Interactive Exploration",
+        tab_title="LinesShines · 鋒光 · NCAAF",
+        description="Interactive exploration platform: NCAAF OL & DL PFF metrics.",
+        scope_segment=NCAAF_SCOPE_SEGMENT,
+        team_groups="by_season",
+        team_label="name",
+    ),
+)
+
+
+def _league_config_json(page: _Page) -> str:
+    """The `LEAGUE` object the frontend reads, as JSON safe inside a script tag."""
+    config = {
+        "key": page.league.value,
+        "name": page.league.value.upper(),
+        "apiPrefix": f"/api/{page.league.value}",
+        "logoDir": page.league.value,
+        "teamGroups": page.team_groups,
+        "teamLabel": page.team_label,
+    }
+
+    return json.dumps(config).replace("</", "<\\/")
+
+
+def _navigation_html(current: _Page) -> str:
+    """The page switch: inline links on wide screens, a hamburger list on narrow ones."""
+    items = []
+    for page in PAGES:
+        is_current = page.path == current.path
+        current_attribute = ' aria-current="page"' if is_current else ""
+        current_class = " is-current" if is_current else ""
+        items.append(
+            f'<li><a class="league-nav-link{current_class}" href="{page.path}"'
+            f"{current_attribute}>{page.nav_label}</a></li>"
+        )
+
+    return (
+        '<nav class="league-nav" aria-label="Pages">'
+        '<button type="button" class="league-nav-toggle" id="league-nav-toggle" '
+        'aria-expanded="false" aria-controls="league-nav-list">'
+        '<span class="league-nav-bars" aria-hidden="true"></span>'
+        f"<span>{current.nav_label}</span></button>"
+        f'<ul class="league-nav-list" id="league-nav-list">{"".join(items)}</ul>'
+        "</nav>"
+    )
+
+
+def render_page(template: str, page: _Page) -> str:
+    """Fill a page's own texts, navigation and league config into index.html."""
+    replacements = {
+        "{{VERSION}}": COMMIT_SHA,
+        "{{PAGE_TITLE}}": page.tab_title,
+        "{{PAGE_DESCRIPTION}}": page.description,
+        "{{EYEBROW}}": page.eyebrow,
+        "{{SCOPE_SEGMENT}}": (
+            f'<span class="meta-segment">{page.scope_segment}</span>'
+            if page.scope_segment
+            else ""
+        ),
+        "{{LEAGUE_NAV}}": _navigation_html(page),
+        "{{LEAGUE_JSON}}": _league_config_json(page),
+    }
+
+    for placeholder, value in replacements.items():
+        template = template.replace(placeholder, value)
+
+    return template
 
 
 # ---- Static frontend (mounted LAST so /api/* routes above win). -------------
@@ -405,11 +584,22 @@ async def get_response(self, path, scope):
 if _frontend_dir.exists():
     _index_path = _frontend_dir / "index.html"
 
-    @app.get("/", response_class=HTMLResponse)
-    def serve_index() -> HTMLResponse:
-        return HTMLResponse(
-            _index_path.read_text().replace("{{VERSION}}", COMMIT_SHA),
-            headers={"Cache-Control": "no-cache"},
+    def _page_route(page: _Page):
+        def serve_page() -> HTMLResponse:
+            return HTMLResponse(
+                render_page(_index_path.read_text(), page),
+                headers={"Cache-Control": "no-cache"},
+            )
+
+        return serve_page
+
+    for _page in PAGES:
+        app.add_api_route(
+            _page.path,
+            _page_route(_page),
+            methods=["GET"],
+            response_class=HTMLResponse,
+            include_in_schema=False,
         )
 
     _sw_path = _frontend_dir / "sw.js"
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index 46b2a35..18b6967 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -33,8 +33,8 @@ These apply to every task. Read them before starting.
 | 4 | The chart changes only on Apply; the Players search pool stays live and never reads `currentRecords`. | `architecture/FILTERS-AND-SEARCH.md` | none |
 | 5 | The threshold is display-only: preprocessing never drops rows by it and every row is ingested. | `architecture/THRESHOLDS.md` | `tests/test_config.py` covers routing only |
 | 6 | `higher_is_better` is per metric. PBE and TPS PBE are higher-is-better. | `architecture/METRICS-AND-NOTES.md` | `test_metadata_shape` (shape only) |
-| 7 | `/api/*` and `/health` are never cached by the Service Worker. The rule matches the whole `/api/` prefix, so a new route is covered automatically; `/health` matches exactly (plus anything under `/health/`), so `/healthy.css` is still cached. | `architecture/PWA.md` | `tests/test_app_startup.py::test_sw_js_never_caches_any_api_route`, `tests/test_sw_cache_bypass.py` |
-| 8 | `/` is always the NFL page; the PWA `start_url` stays `/`. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
+| 7 | `/api/*` (every league prefix) and `/health` are never cached by the Service Worker. The rule matches the whole `/api/` prefix, so a new route is covered automatically; `/health` matches exactly (plus anything under `/health/`), so `/healthy.css` is still cached. | `architecture/PWA.md` | `tests/test_app_startup.py::test_sw_js_never_caches_any_api_route`, `tests/test_sw_cache_bypass.py` |
+| 8 | `/` is always the NFL Season page; the PWA `start_url` stays `/`. The college pages live at their own paths (`/ncaaf-season`) and never replace it. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
 | 9 | Pinned Players: Category or Position change clears everything; any other change removes only players who no longer fit; a Comparison shrinks while 2+ members remain and dissolves below 2. | `architecture/PINNED-INVALIDATION.md` | `tests/test_pinned_impact.py` |
 | 10 | Merge Cards show percentiles only (never raw values or `#rank/N`), cap at 5 players, and the 8-player Workspace quota is checked once, at Submit. | `architecture/CARDS.md` | none |
 | 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. | `architecture/CARDS.md` | none |
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 63daf85..24eae98 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -17,22 +17,19 @@
    `percent_of()` helper in `preprocess.py`, split by position
    into separate sheets written by the shared `write_position_sheets()` helper, and write `data/nfl/{front_7_pass_rush,ol_pass_block}/{season}.xlsx` (`config.NFL_DATA_PATH`; the `League` enum in `config.py` picks the league's folder, `data/ncaaf/` for the college side, and `preprocessing/preprocess.py` also builds the paths and checks the required columns first).
 
-3. `database/db_ingestion.py` reads those xlsx workbooks and upserts rows into `nfl_pass_rush_stats` /
-   `nfl_pass_block_stats`. One `ingest_category()` body loads both categories, driven by a `_Category`
-   descriptor; the required-column check and the row building read the one column declaration in
-   `database/columns.py` (`ingest_pass_rush` / `ingest_pass_block` remain as thin wrappers). Every row carries PFF's `player_id` (NOT NULL; a null Player Id or a missing required column raises `ValueError`), and the unique key is `(season, position, player_id)`. It's idempotent by deleting all rows for a given `(season, position)` slice
+3. `database/db_ingestion.py --league {nfl,ncaaf}` (the league is required) reads those xlsx workbooks and upserts rows into that league's tables: `nfl_pass_rush_stats` /
+   `nfl_pass_block_stats`, or `ncaaf_pass_rush_stats` / `ncaaf_pass_block_stats`. One `ingest_category()` body loads every category, driven by a `_Category`
+   descriptor (`LEAGUE_CATEGORIES` lists each league's two); the required-column check and the row building read the one column declaration in
+   `database/columns.py` (`ingest_pass_rush` / `ingest_pass_block` and the `ingest_ncaaf_*` pair remain as thin wrappers). The NFL team key is the `Team` code; the college key is the workbook's `Franchise Id` (into `team_code`), and each college row also carries the `Conference` attached at conversion. The league's team table is filled first (`LEAGUE_TEAM_UPSERTS`: `nfl_teams` from `teams/nfl.py`, `ncaaf_teams` from `teams/ncaaf.py`, colours unset). Every row carries PFF's `player_id` (NOT NULL; a null Player Id or a missing required column raises `ValueError`), and the unique key is `(season, position, player_id)`. It's idempotent by deleting all rows for a given `(season, position)` slice
    and bulk-reinserting — simpler and dialect-portable vs. per-row upsert. Must be run from the
    repo root; it locates the repo root by walking up for a `.gitignore` marker, and resolves the
    data directory via `--data-dir` / `LINESHINES_DATA_DIR` / `LINESHINES_REPO_ROOT` env vars, in
-   that precedence order. `--seasons`' default (`DEFAULT_SEASONS`) is no longer a hardcoded list —
-   `_discover_seasons()` scans both category subdirs for `{season}.xlsx` files (a clean 4-digit-year
+   that precedence order. `--seasons`' default is no longer a hardcoded list —
+   `_discover_seasons()` scans both category subdirs of the league's folder for `{season}.xlsx` files (a clean 4-digit-year
    stem; `.csv` and any malformed filename are skipped, not erred on) and takes the **union** across
    `front_7_pass_rush`/`ol_pass_block`, since the two categories have no joint table and it's fine
-   for one to get a season's file before the other. Computed once at import time from the *default*
-   data dir resolution (no `--data-dir` awareness at that point — argparse defaults are built before
-   flags are parsed) — an explicit `--seasons` still overrides it either way, and `--data-dir` alone
-   with `--seasons` omitted will scan the default location's `DEFAULT_SEASONS`, not the directory
-   actually pointed at.
+   for one to get a season's file before the other. It runs after the arguments are parsed, so
+   `--data-dir` is honoured; an explicit `--seasons` still overrides it.
 
 4. `database/db_models.py` defines the SQLAlchemy schema (`NFLTeam`, `NFLPassRushStat`, `NFLPassBlockStat`; the `nfl_` prefix leaves room for NCAAF tables). The stat tables take their
    columns from mixins — `StatIdentityMixin` (id, season, position, player_id, player, abbr_name, games),
@@ -44,20 +41,27 @@
    in the API JSON payload — this keeps the frontend's key names stable across the CSV→xlsx→DB migration.
 
 5. `main.py` is the FastAPI app. The three data endpoints are built by `build_api_router(league)`, a
-   factory that takes a league's team model and its two `_CategoryApi` category configs and returns an
-   `APIRouter` with `/metadata`, `/pass_rush` and `/pass_block`; the NFL router is mounted with
-   `include_router(..., prefix="/api")`, so the paths stay `/api/metadata`, `/api/pass_rush`,
-   `/api/pass_block` (season-filtered, DB-backed; `position` is an *optional* query param — omitted,
-   it returns every position in the category in one response, filtered, it keeps the old single-position
-   behavior). PR #20 will move the NFL to `/api/nfl` and add NCAAF at `/api/ncaaf` from the same factory.
-   `/health` stays a plain route. It also mounts `frontend/` as static
+   factory that takes a `_LeagueApi` (the league, its team model and key, its two `_CategoryApi` category
+   configs) and returns an `APIRouter` with `/metadata`, `/pass_rush` and `/pass_block`. One router per
+   league is mounted under its own prefix: `/api/nfl/...` and `/api/ncaaf/...` (the old unprefixed
+   `/api/metadata` etc. no longer exist). Endpoints are season-filtered and DB-backed; `position` is an
+   *optional* query param — omitted, it returns every position in the category in one response. The college
+   metadata adds `conference_order` and `team_conferences` (`{season: {franchise_id: conference}}`, read from
+   the loaded rows), and its `teams` are keyed by franchise id with no colour (the frontend falls back to a
+   neutral grey). College thresholds are their own (`NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and
+   `NCAAF_DYNAMIC_THRESHOLDS` in `config.py`). Measured on the real data (2025/2026): the biggest college
+   response (pass rush) is about 500 KB raw against about 150 KB for the NFL (the app does not compress
+   responses). `/health` stays a plain route.
+   The pages: `PAGES` lists each page (`/` NFL Season, `/ncaaf-season` NCAAF Season), its league, subtitle
+   (eyebrow), tab title and navigation label; `render_page()` fills them into `index.html` together with the
+   navigation and the `window.LEAGUE` object the frontend reads (see `FRONTEND-STRUCTURE.md`). It also mounts `frontend/` as static
    files (mounted *last* so `/api/*` routes take precedence) and `frontend/images/team_logos/`
-   under `/logos/` (NFL logos at `/logos/nfl/{team code}.png`, NCAAF logos at `/logos/ncaaf/{franchise_id}.png`). `index.html` is served through a small handler that replaces `{{VERSION}}`
-   with the Railway commit SHA for cache-busting on deploy.
+   under `/logos/` (NFL logos at `/logos/nfl/{team code}.png`, NCAAF logos at `/logos/ncaaf/{franchise_id}.png`). `index.html` is served through `render_page()`, which replaces `{{VERSION}}`
+   with the Railway commit SHA for cache-busting on deploy, plus the per-page placeholders above.
 
 **Team codes** follow PFF's spellings (e.g. `ARZ`, `BLT`, `CLV`, `HST`, not the more common
 `ARI`/`BAL`/`CLE`/`HOU`), defined once in `teams/nfl.py` and used by both ingestion (team
-upsert) and `/api/metadata` (colors, full names) — the frontend never hardcodes team data.
+upsert) and `/api/nfl/metadata` (colors, full names) — the frontend never hardcodes team data.
 
 **Deploy**: Railway, per `Procfile` (`uvicorn main:app`). `RAILWAY_GIT_COMMIT_SHA` env var drives
 frontend cache-busting; `DATABASE_URL` (Postgres, `postgres://` scheme) is rewritten in
@@ -73,7 +77,7 @@ not production. There's no Alembic yet, so this is a one-off DDL statement run b
 `main.engine` if `psql` isn't installed locally) — not something that lives in the repo, same spirit
 as hand-editing `DYNAMIC_THRESHOLDS` each season. Precedent: `prp`/`tps_prp`
 (`nfl_pass_rush_stats`)/`pbe`/`tps_pbe` (`nfl_pass_block_stats`) were added this way when those metrics
-landed. After the `ALTER TABLE`, re-run `python -m database.db_ingestion` against that same
+landed. After the `ALTER TABLE`, re-run `python -m database.db_ingestion --league <league>` against that same
 `DATABASE_URL` to backfill the new column's values into every existing row (safe — ingestion
 deletes+reinserts per `(season, position)` slice regardless of what changed).
 
diff --git a/playbook/architecture/FRONTEND-STRUCTURE.md b/playbook/architecture/FRONTEND-STRUCTURE.md
index 23988eb..0797445 100644
--- a/playbook/architecture/FRONTEND-STRUCTURE.md
+++ b/playbook/architecture/FRONTEND-STRUCTURE.md
@@ -53,3 +53,30 @@ re-fetching only on season/category change. Holding every position client-side (
 selected one) is what Merge/Linemate Cards below build on. Plots use the vendored
 `frontend/vendor/plotly.min.js` (fetched via `npm run vendor:plotly`, committed to the repo
 since Railway doesn't run `npm install` for the frontend).
+
+## One frontend, two leagues (`LEAGUE`)
+
+The NFL and NCAAF season pages are the same `index.html` and the same modules. `main.py`'s `render_page()` fills
+`window.LEAGUE` into the page and `data.js` exports it as `LEAGUE` (falling back to the NFL values if the page was
+served raw): `key`, `name` (used in the chart title), `apiPrefix` (`/api/nfl` or `/api/ncaaf`, used by `fetchSlice()`
+and `loadMetadata()`), `logoDir` (`logos/{logoDir}/{team}.png`), `teamGroups` and `teamLabel`. Positions, metrics and
+default thresholds already come from `/api/{league}/metadata`, so the config holds nothing else.
+
+- **Team key vs label.** `record.team` is the NFL code but the NCAAF franchise id (a number). Keys, logo file names and
+  `metadata.teams` lookups use it as is; anything the user reads goes through `teamLabel(team)` (the code for the NFL,
+  the school name for the college). Comparisons with the Teams checklist go through `String(...)`.
+- **NCAAF logo variants.** The college logos in `frontend/images/team_logos/ncaaf/{franchise_id}.png` are ESPN's `dark`
+  variant (readable on the dark chart), except 11 schools whose `dark` variant came out too bright and use the original
+  (`default`) one: Alabama 103, Kentucky 202, Tennessee 307, Vanderbilt 333, Indiana 190, Clemson 140, Duke 154,
+  North Carolina 245, Texas 311, Utah 328, Buffalo 126 (franchise ids). When re-downloading with
+  `tools/download_ncaaf_logos.py`, skip these ids (or run them with `--variant default`), or the originals are
+  overwritten.
+- **Teams checklist.** `populateTeamsChecklist(season)` builds it from `teamGroups(season)`: `static` is the NFL's
+  fixed AFC/NFC divisions in `config.js`; `by_season` is the college's conferences taken from the metadata's
+  `team_conferences[season]` in `conference_order`, schools by name, with each conference header a button that selects or
+  clears the whole conference. The college checklist is rebuilt when the Season or Category changes (a school's
+  conference depends on the season); the teams the user unchecked are remembered across rebuilds (`uncheckedTeams`).
+- **Page switch.** The `.league-nav` links (one URL per page, current one marked) are filled by `main.py`; below 860px
+  they hide behind a hamburger button (`#league-nav-toggle`) that closes on Escape and on an outside click, with the
+  same `isTrusted` guard as the other dropdowns. It sits in the hero's top row, which is not part of any PNG export.
+  In the installed desktop app it is pushed right by 110px (unverified: the window buttons' exact width).
diff --git a/playbook/architecture/THRESHOLDS.md b/playbook/architecture/THRESHOLDS.md
index 3c7f701..425d236 100644
--- a/playbook/architecture/THRESHOLDS.md
+++ b/playbook/architecture/THRESHOLDS.md
@@ -6,18 +6,18 @@
 > Cross-references like "see X above/below" point to another file in this folder — look them up in `INDEX.md`.
 
 **Season-threshold routing** (`config.py::resolve_default_threshold`, consumed by `main.py`'s
-`/api/metadata` and, on the frontend, `filters.js`'s `updateThresholdRange()` /
+`/api/{league}/metadata` and, on the frontend, `filters.js`'s `updateThresholdRange()` /
 `resetThresholdToCategoryDefault()` / `updatePendingThresholdMax()`): a season is either "finalized" (`season_year < current
-calendar year` → the static `DEFAULT_THRESHOLDS`, 230 PR Opp / 300 Non Spike PB Snaps) or "in
+calendar year` → the static `DEFAULT_THRESHOLDS`, 230 PR Opp / 300 Non Spike PB Snaps; the college has its own pair, `NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and `NCAAF_DYNAMIC_THRESHOLDS`, chosen by the `league` argument of `resolve_default_threshold()`) or "in
 progress" (`season_year == current calendar year` → `DYNAMIC_THRESHOLDS[season]`, hand-edited
-weekly during the local `python -m database.db_ingestion` run — eyeballed against how far the
+weekly during the local `python -m database.db_ingestion --league nfl` run — eyeballed against how far the
 season has actually progressed, deliberately **not** a fraction-of-season-elapsed formula, since
 season pacing is bumpy (byes, blowouts, injuries)). This is a Calendar Year comparison, not a
 season-schedule-aware one — the regular season is ~90% complete before New Year's Day, so it's an
 accepted near-100%-accurate approximation. If the current season has no `DYNAMIC_THRESHOLDS` entry
 yet (e.g. the first ingest of a new season, before that week's manual edit), it silently falls back
 to the static default rather than raising — `db_ingestion.py`'s `main()` prints a reminder in that
-case rather than failing the run. `/api/metadata` exposes this as `default_thresholds` (a dict
+case rather than failing the run. `/api/{league}/metadata` exposes this as `default_thresholds` (a dict
 keyed by season, not a single scalar) per category, one call to `resolve_default_threshold()` per
 season in that category's season list. **This is a display-filter concept only** — neither
 `preprocessing/front_7.py` nor `preprocessing/offensive_line.py` reads a threshold or drops rows by
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index f76f145..35d9be2 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -36,6 +36,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | The header Install button and its popup | `test_install_links.py` ([doc](TEST_INSTALL_LINKS.md)) | browser |
 | That every test script has a document here, and every document has a script | `test_playbook_docs.py` ([doc](TEST_PLAYBOOK_DOCS.md)) | pure Python |
 | What the shared info popover accepts and how each content form renders | `test_info_popover.py` ([doc](TEST_INFO_POPOVER.md)) | browser |
+| The NCAAF Teams checklist: per-season schools and what stays checked across seasons | `test_ncaaf_teams_checklist.py` ([doc](TEST_NCAAF_TEAMS_CHECKLIST.md)) | browser |
 | The Teams (i) info popover | `test_teams_info_popover.py` ([doc](TEST_TEAMS_INFO_POPOVER.md)) | browser |
 | Which requests the Service Worker intercepts | `test_sw_cache_bypass.py` ([doc](TEST_SW_CACHE_BYPASS.md)) | browser |
 | Anything else | a new `tests/test_*.py` plus its own `TEST_*.md` here, in the same change | |
diff --git a/playbook/tests/TEST_API_ENDPOINTS.md b/playbook/tests/TEST_API_ENDPOINTS.md
index 65864b1..d6f8fe0 100644
--- a/playbook/tests/TEST_API_ENDPOINTS.md
+++ b/playbook/tests/TEST_API_ENDPOINTS.md
@@ -1,9 +1,9 @@
 # test_api_endpoints.py
 
-> **Add tests here when:** adding or changing a JSON endpoint under `/api/` (query parameters, response shape, error codes).
+> **Add tests here when:** adding or changing a JSON endpoint under `/api/nfl/` or `/api/ncaaf/` (query parameters, response shape, error codes).
 
 - **Kind:** API (HTTP client).
-- **Needs:** `client` and `seeded_db` from `conftest.py`. No browser.
-- **Covers:** `/api/metadata` shape; pass-rush and pass-block returning the seeded rows; errors for an unknown position and for missing query parameters; a request without a position returning every position.
+- **Needs:** `client` and `seeded_db` (NFL) or `seeded_ncaaf_db` (college) from `conftest.py`. No browser.
+- **Covers:** `/api/nfl/metadata` shape; the old unprefixed routes answering 404; the NFL metadata carrying no conference data; the college metadata (seasons, schools keyed by franchise id, conference order, each season's conference of every school), the college default thresholds 230 and 360, college records carrying `conference` and the franchise id as `team`, the college routes mirroring the NFL errors, and the two leagues never mixing; pass-rush and pass-block returning the seeded rows; errors for an unknown position and for missing query parameters; a request without a position returning every position.
 - **Not here:** how the app is assembled → `TEST_APP_STARTUP.md`; Service Worker behaviour → `TEST_SW_CACHE_BYPASS.md`.
 - **Known gaps:** `test_metadata_shape` checks the shape only, not every metric's `higher_is_better` value (INVARIANTS 6). The neutral Pass Cov Percent metrics (flags, listed after the required metrics) `player_id` in rows, and the Pass Cov Percent popup text (`pff_note`) with no metric carrying a `card_note` are covered.
diff --git a/playbook/tests/TEST_APP_STARTUP.md b/playbook/tests/TEST_APP_STARTUP.md
index b7edb2a..9263270 100644
--- a/playbook/tests/TEST_APP_STARTUP.md
+++ b/playbook/tests/TEST_APP_STARTUP.md
@@ -1,9 +1,10 @@
 # test_app_startup.py
 
-> **Add tests here when:** changing how the app is assembled: the `/logos` mount, the frontend at `/`, `/health`, or how `sw.js` and `index.html` are served.
+> **Add tests here when:** changing how the app is assembled: the `/logos` mount, the frontend at `/` and `/ncaaf-season`, `/health`, or how `sw.js` and `index.html` are served.
 
 - **Kind:** API (HTTP client).
 - **Needs:** `client` from `conftest.py`. No browser.
 - **Covers:** the app builds; `/health`; the logos mount and its folder (an NFL logo is served at `/logos/nfl/ARZ.png`); `/` serves the frontend; `/sw.js` is served with `{{VERSION}}` substituted and `no-cache`; the served `sw.js` carries the never-cache rule and `NETWORK_TIMEOUT_MS = 3000`; every root-mount file, `/` and `/sw.js` carry `Cache-Control: no-cache` while `/logos` does not; `index.html` registers the service worker; `/` serves the NFL page and the PWA manifest keeps `start_url` and `scope` at `/`.
+- **Also covers:** each season page filled with its own league (`window.LEAGUE`, subtitle, tab title, the college scope line), no `{{` placeholder left, the navigation present with the current page marked once, and the pages served `no-cache` and kept out of the API schema.
 - **Not here:** how the Service Worker behaves at runtime → `TEST_SW_CACHE_BYPASS.md`; folder layout drift → `TEST_PATHS.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_CONFIG.md b/playbook/tests/TEST_CONFIG.md
index d3603fc..a6a4260 100644
--- a/playbook/tests/TEST_CONFIG.md
+++ b/playbook/tests/TEST_CONFIG.md
@@ -1,9 +1,9 @@
 # test_config.py
 
-> **Add tests here when:** changing season-threshold routing in `config.py` (`resolve_default_threshold`, `DEFAULT_THRESHOLDS`, `DYNAMIC_THRESHOLDS`).
+> **Add tests here when:** changing season-threshold routing in `config.py` (`resolve_default_threshold`, `DEFAULT_THRESHOLDS`, `DYNAMIC_THRESHOLDS` and the `NCAAF_` pair).
 
 - **Kind:** pure Python.
 - **Needs:** nothing. Tests pass `today=` explicitly, so they do not depend on the real date.
-- **Covers:** routing between the static default and the dynamic value for finalized, in-progress and future seasons.
+- **Covers:** routing between the static default and the dynamic value for finalized, in-progress and future seasons, for both leagues (the college has its own values: 230 and 360).
 - **Not here:** the threshold number box and its clamp in the browser (no test file yet).
 - **Known gaps:** routing only. The rule that the threshold is display-only and never read by preprocessing has no test (INVARIANTS 5).
diff --git a/playbook/tests/TEST_DB_INGESTION.md b/playbook/tests/TEST_DB_INGESTION.md
index ee4c6b3..a54dcd3 100644
--- a/playbook/tests/TEST_DB_INGESTION.md
+++ b/playbook/tests/TEST_DB_INGESTION.md
@@ -1,9 +1,9 @@
 # test_db_ingestion.py
 
-> **Add tests here when:** changing `database/db_ingestion.py`: file path resolution, which season files are read, or how a season/position slice is replaced.
+> **Add tests here when:** changing `database/db_ingestion.py`: file path resolution, which season files are read, which league's tables are filled, the college team table, or how a season/position slice is replaced.
 
 - **Kind:** pure Python.
 - **Needs:** nothing beyond pandas and sqlalchemy. It writes tiny synthetic xlsx files in `tmp_path` and uses its own sqlite engine.
-- **Covers:** reading from `data/nfl/<category>/<season>.xlsx`; storing `player_id` and the pass-rush percent columns; a missing required column or a null Player Id raising `ValueError`; discovery scanning only the `nfl` subfolder; skipping a missing season file; no fallback to the old flat file names; the data-dir environment override for the repo root; re-ingesting replaces an existing season/position slice re-ingesting replaces an existing season/position slice. The required columns and the row building come from `database/columns.py` through the shared `ingest_category()`, so these tests exercise that one declaration.
+- **Covers:** reading from `data/nfl/<category>/<season>.xlsx`; storing `player_id` and the pass-rush percent columns; a missing required column or a null Player Id raising `ValueError`; discovery scanning only the requested league's subfolder; the college categories reading `data/ncaaf/<category>/<season>.xlsx` into the `ncaaf_*` tables with the `Franchise Id` as `team_code` and the `Conference`, never touching the NFL folder or tables, and refusing a workbook that lacks either column; the college team table holding every scoped school, rerunnable, with no colour set; the command line requiring `--league`; skipping a missing season file; no fallback to the old flat file names; the data-dir environment override for the repo root; re-ingesting replaces an existing season/position slice (NFL and college). The required columns and the row building come from `database/columns.py` through the shared `ingest_category()`, so these tests exercise that one declaration.
 - **Not here:** the HTTP API that serves ingested rows → `TEST_API_ENDPOINTS.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_DB_MODELS.md b/playbook/tests/TEST_DB_MODELS.md
index 5873499..461e838 100644
--- a/playbook/tests/TEST_DB_MODELS.md
+++ b/playbook/tests/TEST_DB_MODELS.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python.
 - **Needs:** nothing beyond sqlalchemy. It inspects the models and an in-memory sqlite database.
-- **Covers:** the `nfl_` prefix on every table; the `(season, position, player_id)` unique key and duplicate rejection; `player_id` NOT NULL; the pass-rush percent columns existing on the pass-rush table only the pass-rush percent columns existing on the pass-rush table only; the models' columns (from the identity and metric mixins) are exactly the identity columns plus the attributes declared in `database/columns.py`.
+- **Covers:** the `nfl_` prefix on every table; the `(season, position, player_id)` unique key and duplicate rejection; `player_id` NOT NULL; the pass-rush percent columns existing on the pass-rush table only the pass-rush percent columns existing on the pass-rush table only; the four stat tables (NFL and NCAAF) each carry their league prefix on every constraint and index name and the `(season, position, player_id)` key; the models' columns (from the identity and metric mixins) are exactly the identity columns plus the attributes declared in `database/columns.py`, plus `conference` on the NCAAF tables.
 - **Not here:** how files become rows → `TEST_DB_INGESTION.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md b/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
new file mode 100644
index 0000000..f5a1c20
--- /dev/null
+++ b/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
@@ -0,0 +1,9 @@
+# test_ncaaf_teams_checklist.py
+
+> **Add tests here when:** changing how the NCAAF Teams checklist is built or rebuilt (`populateTeamsChecklist()` in `frontend/filters.js`): its per-season schools, or which boxes stay checked across a season or category change.
+
+- **Kind:** browser (Playwright).
+- **Needs:** Chromium (skips without it), and `live_server_url` with `seeded_ncaaf_db` from `conftest.py`.
+- **Covers:** each season listing only its own schools; "Clear" followed by a season that has a school never seen before leaves every box unchecked; "All Teams" stays all checked in a season with more schools; a school the user unchecked stays unchecked when its season comes back; the reported sequence (a Players pick on top of "All Teams" clears Teams, then moving through seasons ticks nothing).
+- **Not here:** how Teams and Players combine in the chart → `TEST_FILTERS.md`; the NFL checklist, which is built once.
+- **Known gaps:** the conference header button (select or clear a whole conference) has no test.
diff --git a/playbook/tests/TEST_PREPROCESSING_LEAGUE.md b/playbook/tests/TEST_PREPROCESSING_LEAGUE.md
index 1de0704..09d4a89 100644
--- a/playbook/tests/TEST_PREPROCESSING_LEAGUE.md
+++ b/playbook/tests/TEST_PREPROCESSING_LEAGUE.md
@@ -1,9 +1,9 @@
 # test_preprocessing_league.py
 
-> **Add tests here when:** changing the league handling of the preprocessing scripts: the `League` enum, the league's data paths, the required-column check or the `preprocess.py` command line.
+> **Add tests here when:** changing the league handling of the preprocessing scripts: the `League` enum, the NCAAF conference and scope filter, the league's data paths, the required-column check or the `preprocess.py` command line.
 
 - **Kind:** pure Python.
 - **Needs:** nothing. The leagues' data folders are replaced by temporary ones with tiny synthetic CSVs, so no real PFF export is read.
-- **Covers:** the two leagues are `nfl` and `ncaaf`; an unknown league is refused; a season file sits under its league's folder; for both categories and both leagues the workbook is written beside the CSV of the same league and nowhere else; a CSV missing a column raises one error naming the league, the season and the column, and writes no workbook; the command line needs `--league` and `--seasons`, refuses an unknown league and reads one or several seasons; an error in one CSV is printed to stderr and the remaining CSVs still run (the failures are returned), and a clean run reports none and a clean run reports none; the shared `percent_of()` helper returns a rounded percentage, fills a zero denominator with zero, and rounds to `config.ROUNDING_DECIMALS`.
+- **Covers:** the two leagues are `nfl` and `ncaaf`; an unknown league is refused; a season file sits under its league's folder; for both categories and both leagues the workbook is written beside the CSV of the same league and nowhere else; a CSV missing a column raises one error naming the league, the season and the column, and writes no workbook; the command line needs `--league` and `--seasons`, refuses an unknown league and reads one or several seasons; an error in one CSV is printed to stderr and the remaining CSVs still run (the failures are returned), and a clean run reports none and a clean run reports none; `apply_league_scope()` leaves the NFL untouched, gives each NCAAF row the conference of its school and season, drops schools outside the scope or outside their stint (BYU in 2022), and raises for an unknown school (naming school and season) or a missing `Franchise Id`; the NCAAF workbooks carry `Conference` and only scoped rows, the NFL workbooks have no `Conference`; the shared `percent_of()` helper returns a rounded percentage, fills a zero denominator with zero, and rounds to `config.ROUNDING_DECIMALS`.
 - **Not here:** the rate calculations themselves (checked by running the real CSVs again and comparing the workbooks cell by cell, not by a test) and the data folder layout → `TEST_PATHS.md`.
 - **Known gaps:** the full list of required columns is not asserted, only that a missing one is caught.
diff --git a/preprocessing/front_7.py b/preprocessing/front_7.py
index f40eaae..312ed50 100644
--- a/preprocessing/front_7.py
+++ b/preprocessing/front_7.py
@@ -1,6 +1,7 @@
 import pandas as pd
 from config import FRONT_7_NAMES, ROUNDING_DECIMALS, League
 from preprocessing.preprocess import (
+    apply_league_scope,
     percent_of,
     require_columns,
     season_file_path,
@@ -30,6 +31,7 @@ def preprocess_front_7(league: League, season: int) -> None:
     pass_rush_df.fillna(inplace=True, value=0)
     pass_rush_df.columns = rename_pass_rush_columns(pass_rush_df.columns)
     require_columns(pass_rush_df, REQUIRED_COLUMNS, league, season)
+    pass_rush_df = apply_league_scope(pass_rush_df, league, season)
     pass_rush_df["Abbr Name"] = pass_rush_df["Player"].apply(shorten_first_name)
 
     positional_sheets = dict()
diff --git a/preprocessing/offensive_line.py b/preprocessing/offensive_line.py
index 7655aa8..c243714 100644
--- a/preprocessing/offensive_line.py
+++ b/preprocessing/offensive_line.py
@@ -1,6 +1,7 @@
 import pandas as pd
 from config import OL_NAMES, League
 from preprocessing.preprocess import (
+    apply_league_scope,
     percent_of,
     require_columns,
     season_file_path,
@@ -29,6 +30,7 @@ def preprocess_offensive_line(league: League, season: int) -> None:
     pass_block_df.fillna(inplace=True, value=0)
     pass_block_df.columns = rename_pass_block_columns(pass_block_df.columns)
     require_columns(pass_block_df, REQUIRED_COLUMNS, league, season)
+    pass_block_df = apply_league_scope(pass_block_df, league, season)
     pass_block_df["Abbr Name"] = pass_block_df["Player"].apply(shorten_first_name)
 
     positional_sheets = dict()
diff --git a/preprocessing/preprocess.py b/preprocessing/preprocess.py
index b6c1784..4129e49 100644
--- a/preprocessing/preprocess.py
+++ b/preprocessing/preprocess.py
@@ -4,7 +4,8 @@
 
 Both arguments are required, so the wrong league is never processed by accident.
 Several seasons go after one flag: --seasons 2022 2023 2024.
-Also holds the helpers both category scripts share: file paths and the column check.
+Also holds the helpers both category scripts share: file paths, the column check
+and the league scope (the NCAAF conference column and its out-of-scope filter).
 """
 
 import argparse
@@ -12,6 +13,7 @@
 import sys
 import pandas as pd
 from config import LEAGUE_DATA_PATHS, ROUNDING_DECIMALS, League
+from teams.ncaaf import conference_of
 
 
 def season_file_path(league: League, category: str, season: int, extension: str) -> str:
@@ -31,6 +33,38 @@ def require_columns(
         )
 
 
+def apply_league_scope(df: pd.DataFrame, league: League, season: int) -> pd.DataFrame:
+    """NCAAF: add the Conference column and drop the schools outside the scope.
+
+    The NFL has no conference, so its rows come back untouched. A school the
+    lookup does not know raises, naming the school and the season, so a new team
+    in a PFF export is noticed instead of silently dropped.
+    """
+    if league is not League.NCAAF:
+        return df
+
+    require_columns(df, ["Team", "Franchise Id"], league, season)
+
+    conference_by_franchise_id = dict()
+    schools_df = df[["Franchise Id", "Team"]].drop_duplicates()
+    for franchise_id, team in schools_df.itertuples(index=False):
+        try:
+            conference_by_franchise_id[franchise_id] = conference_of(
+                int(franchise_id), season
+            )
+
+        except KeyError:
+            raise ValueError(
+                f"{league.value} {season}: unknown school {team} "
+                f"(franchise_id {franchise_id}); add it to teams/ncaaf.py."
+            ) from None
+
+    scoped_df = df.copy()
+    scoped_df["Conference"] = scoped_df["Franchise Id"].map(conference_by_franchise_id)
+
+    return scoped_df[scoped_df["Conference"].notna()].copy()
+
+
 def percent_of(numerator, denominator):
     """A rate as a rounded percentage: numerator / denominator, zero-filled, x100."""
     rate = numerator / denominator
diff --git a/teams/ncaaf.py b/teams/ncaaf.py
index c856bec..43cdb75 100644
--- a/teams/ncaaf.py
+++ b/teams/ncaaf.py
@@ -6,8 +6,7 @@
 the database keeps a row if and only if its school was in one of them that season.
 
 Sources: ESPN "College football realignment: conference changes for 2026" and
-Wikipedia "2010-2014 / 2021-2026 NCAA conference realignment". Design record:
-`playbook/discussions/NCAAF-TEAM-LOGOS-AND-REALIGNMENT.md`.
+Wikipedia "2010-2014 / 2021-2026 NCAA conference realignment".
 """
 
 from __future__ import annotations
diff --git a/tests/conftest.py b/tests/conftest.py
index 1f23a5c..0d021fb 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -19,7 +19,15 @@
 import pytest
 import uvicorn
 from fastapi.testclient import TestClient
-from database.db_models import Base, NFLPassBlockStat, NFLPassRushStat, NFLTeam
+from database.db_models import (
+    Base,
+    NCAAFPassBlockStat,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+    NFLTeam,
+)
 from main import app, engine, SessionLocal
 
 REPO_ROOT = Path(__file__).resolve().parent.parent
@@ -149,6 +157,77 @@ def seeded_db():
     yield
 
 
+@pytest.fixture()
+def seeded_ncaaf_db():
+    """Wipe and load a small college dataset: two schools, one in a conference that
+    changes between the two seasons (franchise 128 is BYU, Big 12 only from 2023)."""
+    with SessionLocal() as sess:
+        sess.query(NCAAFPassRushStat).delete()
+        sess.query(NCAAFPassBlockStat).delete()
+        sess.query(NCAAFTeam).delete()
+        sess.commit()
+
+        sess.add(NCAAFTeam(franchise_id=102, full_name="Akron"))
+        sess.add(NCAAFTeam(franchise_id=103, full_name="Alabama"))
+
+        metric_values = dict(
+            games=12,
+            pr_opp=200,
+            tps_pr_opp=80,
+            pass_cov_percent=8.0,
+            tps_pass_cov_percent=5.0,
+            win_rate=15.0,
+            tps_win_rate=18.0,
+            pressure_rate=20.0,
+            tps_pressure_rate=25.0,
+            havoc_rate=8.0,
+            tps_havoc_rate=10.0,
+            prp=6.0,
+            tps_prp=7.5,
+        )
+        for season, team_code, conference, player_id, player in (
+            (2024, 102, "MAC", 5001, "A. Akron"),
+            (2025, 102, "MAC", 5001, "A. Akron"),
+            (2025, 103, "SEC", 5002, "B. Bama"),
+        ):
+            sess.add(
+                NCAAFPassRushStat(
+                    season=season,
+                    position="ED",
+                    team_code=team_code,
+                    conference=conference,
+                    player_id=player_id,
+                    player=player,
+                    abbr_name=player,
+                    **metric_values,
+                )
+            )
+
+        sess.add(
+            NCAAFPassBlockStat(
+                season=2025,
+                position="T",
+                team_code=103,
+                conference="SEC",
+                player_id=5003,
+                player="C. Tackle",
+                abbr_name="C. Tackle",
+                games=12,
+                non_spike_pb_snaps=400,
+                tps_non_spike_pb_snaps=150,
+                allowed_pressure_pct=5.0,
+                tps_allowed_pressure_pct=6.0,
+                allowed_havoc_pct=2.0,
+                tps_allowed_havoc_pct=3.0,
+                pbe=95.0,
+                tps_pbe=92.0,
+            )
+        )
+        sess.commit()
+
+    yield
+
+
 @pytest.fixture()
 def live_server_url(seeded_db):
     with socket.socket() as s:
diff --git a/tests/test_api_endpoints.py b/tests/test_api_endpoints.py
index 4be178d..0234e27 100644
--- a/tests/test_api_endpoints.py
+++ b/tests/test_api_endpoints.py
@@ -2,11 +2,11 @@
 
 from __future__ import annotations
 from datetime import date
-from config import DEFAULT_THRESHOLDS
+from config import DEFAULT_THRESHOLDS, NCAAF_DEFAULT_THRESHOLDS
 
 
 def test_metadata_shape(client, seeded_db):
-    resp = client.get("/api/metadata")
+    resp = client.get("/api/nfl/metadata")
     assert resp.status_code == 200
     body = resp.json()
 
@@ -34,7 +34,7 @@ def test_metadata_shape(client, seeded_db):
 
 
 def test_pass_rush_returns_seeded_row(client, seeded_db):
-    resp = client.get("/api/pass_rush", params={"season": 2025, "position": "ED"})
+    resp = client.get("/api/nfl/pass_rush", params={"season": 2025, "position": "ED"})
     assert resp.status_code == 200
     body = resp.json()
 
@@ -47,12 +47,12 @@ def test_pass_rush_returns_seeded_row(client, seeded_db):
 
 
 def test_pass_rush_rejects_unknown_position(client, seeded_db):
-    resp = client.get("/api/pass_rush", params={"season": 2025, "position": "XX"})
+    resp = client.get("/api/nfl/pass_rush", params={"season": 2025, "position": "XX"})
     assert resp.status_code == 400
 
 
 def test_pass_rush_no_position_returns_all_positions(client, seeded_db):
-    resp = client.get("/api/pass_rush", params={"season": 2025})
+    resp = client.get("/api/nfl/pass_rush", params={"season": 2025})
     assert resp.status_code == 200
     body = resp.json()
 
@@ -63,12 +63,12 @@ def test_pass_rush_no_position_returns_all_positions(client, seeded_db):
 
 
 def test_pass_rush_requires_query_params(client):
-    resp = client.get("/api/pass_rush")
+    resp = client.get("/api/nfl/pass_rush")
     assert resp.status_code == 422
 
 
 def test_pass_block_returns_seeded_row(client, seeded_db):
-    resp = client.get("/api/pass_block", params={"season": 2025, "position": "T"})
+    resp = client.get("/api/nfl/pass_block", params={"season": 2025, "position": "T"})
     assert resp.status_code == 200
     body = resp.json()
 
@@ -78,12 +78,12 @@ def test_pass_block_returns_seeded_row(client, seeded_db):
 
 
 def test_pass_block_rejects_unknown_position(client, seeded_db):
-    resp = client.get("/api/pass_block", params={"season": 2025, "position": "XX"})
+    resp = client.get("/api/nfl/pass_block", params={"season": 2025, "position": "XX"})
     assert resp.status_code == 400
 
 
 def test_pass_block_no_position_returns_all_positions(client, seeded_db):
-    resp = client.get("/api/pass_block", params={"season": 2025})
+    resp = client.get("/api/nfl/pass_block", params={"season": 2025})
     assert resp.status_code == 200
     body = resp.json()
 
@@ -94,7 +94,7 @@ def test_pass_block_no_position_returns_all_positions(client, seeded_db):
 
 
 def test_pass_rush_unknown_season_returns_empty(client, seeded_db):
-    resp = client.get("/api/pass_rush", params={"season": 1999, "position": "ED"})
+    resp = client.get("/api/nfl/pass_rush", params={"season": 1999, "position": "ED"})
     assert resp.status_code == 200
     assert resp.json()["records"] == []
 
@@ -102,7 +102,7 @@ def test_pass_rush_unknown_season_returns_empty(client, seeded_db):
 def test_pass_cov_percent_metrics_are_higher_is_better_neutral_and_listed_last(
     client, seeded_db
 ):
-    metrics = client.get("/api/metadata").json()["pass_rush"]["metrics"]
+    metrics = client.get("/api/nfl/metadata").json()["pass_rush"]["metrics"]
     keys = list(metrics)
 
     # Axis pickers and the Comparison and Linemate cards follow this order: the
@@ -118,12 +118,14 @@ def test_pass_cov_percent_metrics_are_higher_is_better_neutral_and_listed_last(
     assert not any(metrics[k].get("neutral") for k in others)
     assert not any(
         m.get("neutral")
-        for m in client.get("/api/metadata").json()["pass_block"]["metrics"].values()
+        for m in client.get("/api/nfl/metadata")
+        .json()["pass_block"]["metrics"]
+        .values()
     )
 
 
 def test_only_the_two_pass_cov_metrics_are_bonus(client, seeded_db):
-    meta = client.get("/api/metadata").json()
+    meta = client.get("/api/nfl/metadata").json()
     bonus = [k for k, m in meta["pass_rush"]["metrics"].items() if m.get("bonus")]
 
     assert bonus == ["Pass Cov Percent", "TPS Pass Cov Percent"]
@@ -131,7 +133,7 @@ def test_only_the_two_pass_cov_metrics_are_bonus(client, seeded_db):
 
 
 def test_pass_cov_percent_popup_text_and_no_card_note(client, seeded_db):
-    meta = client.get("/api/metadata").json()
+    meta = client.get("/api/nfl/metadata").json()
     metrics = meta["pass_rush"]["metrics"]
 
     assert (
@@ -145,7 +147,7 @@ def test_pass_cov_percent_popup_text_and_no_card_note(client, seeded_db):
 
 def test_pass_rush_records_carry_player_id_and_pass_cov_percent(client, seeded_db):
     record = client.get(
-        "/api/pass_rush", params={"season": 2025, "position": "ED"}
+        "/api/nfl/pass_rush", params={"season": 2025, "position": "ED"}
     ).json()["records"][0]
 
     assert record["player_id"] == 1001
@@ -155,7 +157,86 @@ def test_pass_rush_records_carry_player_id_and_pass_cov_percent(client, seeded_d
 
 def test_pass_block_records_carry_player_id(client, seeded_db):
     record = client.get(
-        "/api/pass_block", params={"season": 2025, "position": "T"}
+        "/api/nfl/pass_block", params={"season": 2025, "position": "T"}
     ).json()["records"][0]
 
     assert record["player_id"] == 2001
+
+
+def test_the_old_unprefixed_routes_are_gone(client, seeded_db):
+    assert client.get("/api/metadata").status_code == 404
+    assert client.get("/api/pass_rush", params={"season": 2025}).status_code == 404
+    assert client.get("/api/pass_block", params={"season": 2025}).status_code == 404
+
+
+def test_the_nfl_metadata_has_no_conference_data(client, seeded_db):
+    body = client.get("/api/nfl/metadata").json()
+
+    assert "team_conferences" not in body
+    assert "conference_order" not in body
+
+
+def test_ncaaf_metadata_lists_seasons_schools_and_each_seasons_conferences(
+    client, seeded_ncaaf_db
+):
+    body = client.get("/api/ncaaf/metadata").json()
+
+    assert body["pass_rush"]["seasons"] == [2025, 2024]
+    assert body["teams"]["102"]["full_name"] == "Akron"
+    assert body["teams"]["103"]["primary_color"] is None
+    assert body["conference_order"][:2] == ["SEC", "B1G"]
+    assert body["team_conferences"]["2025"] == {"102": "MAC", "103": "SEC"}
+    assert body["team_conferences"]["2024"] == {"102": "MAC"}
+
+
+def test_ncaaf_default_thresholds_are_the_college_ones(client, seeded_ncaaf_db):
+    body = client.get("/api/ncaaf/metadata").json()
+
+    # 2024 is finalized, so it carries the static college default.
+    assert (
+        body["pass_rush"]["default_thresholds"]["2024"]
+        == NCAAF_DEFAULT_THRESHOLDS["pass_rush"]
+        == 230
+    )
+    assert (
+        body["pass_block"]["default_thresholds"]["2025"]
+        == NCAAF_DEFAULT_THRESHOLDS["pass_block"]
+        == 360
+    )
+
+
+def test_ncaaf_records_carry_the_conference_and_the_franchise_id_as_team(
+    client, seeded_ncaaf_db
+):
+    records = client.get(
+        "/api/ncaaf/pass_rush", params={"season": 2025, "position": "ED"}
+    ).json()["records"]
+
+    assert {(r["team"], r["conference"]) for r in records} == {
+        (102, "MAC"),
+        (103, "SEC"),
+    }
+    assert {r["player_id"] for r in records} == {5001, 5002}
+
+
+def test_ncaaf_pass_block_and_errors_mirror_the_nfl_routes(client, seeded_ncaaf_db):
+    block = client.get("/api/ncaaf/pass_block", params={"season": 2025}).json()
+    assert [r["conference"] for r in block["records"]] == ["SEC"]
+
+    assert (
+        client.get(
+            "/api/ncaaf/pass_rush", params={"season": 2025, "position": "XX"}
+        ).status_code
+        == 400
+    )
+    assert client.get("/api/ncaaf/pass_rush").status_code == 422
+
+
+def test_the_two_leagues_never_mix(client, seeded_db, seeded_ncaaf_db):
+    nfl = client.get("/api/nfl/pass_rush", params={"season": 2025}).json()["records"]
+    college = client.get("/api/ncaaf/pass_rush", params={"season": 2025}).json()[
+        "records"
+    ]
+
+    assert {r["player_id"] for r in nfl} == {1001, 1002}
+    assert {r["player_id"] for r in college} == {5001, 5002}
diff --git a/tests/test_app_startup.py b/tests/test_app_startup.py
index 1e37a0d..4192e5d 100644
--- a/tests/test_app_startup.py
+++ b/tests/test_app_startup.py
@@ -92,3 +92,42 @@ def test_logos_mount_is_left_alone(client):
 def test_sw_js_is_network_first_with_a_three_second_timeout(client):
     text = client.get("/sw.js").text
     assert "const NETWORK_TIMEOUT_MS = 3000;" in text
+
+
+def test_each_season_page_is_filled_with_its_own_league(client):
+    nfl = client.get("/").text
+    ncaaf = client.get("/ncaaf-season").text
+
+    assert '"key": "nfl"' in nfl and '"apiPrefix": "/api/nfl"' in nfl
+    assert '"key": "ncaaf"' in ncaaf and '"apiPrefix": "/api/ncaaf"' in ncaaf
+    assert '"teamLabel": "name"' in ncaaf
+
+    # The subtitle (eyebrow) and the tab title differ per page.
+    assert "NFL OL & DL PFF Premium Stats" in nfl
+    assert "NCAAF OL & DL PFF Premium Stats" in ncaaf
+    assert "<title>LinesShines · 鋒光</title>" in nfl
+    assert "<title>LinesShines · 鋒光 · NCAAF</title>" in ncaaf
+
+    # Only the college page states its data scope.
+    assert "Scope:" in ncaaf and "Scope:" not in nfl
+
+
+def test_no_placeholder_is_left_in_a_served_page(client):
+    for path in ("/", "/ncaaf-season"):
+        text = client.get(path).text
+        assert "{{" not in text, path
+
+
+def test_every_page_carries_the_navigation_with_its_own_page_marked(client):
+    for path, current in (("/", "NFL Season"), ("/ncaaf-season", "NCAAF Season")):
+        text = client.get(path).text
+
+        assert 'class="league-nav"' in text
+        assert 'href="/"' in text and 'href="/ncaaf-season"' in text
+        assert text.count('aria-current="page"') == 1
+        assert f'aria-current="page">{current}</a>' in text
+
+
+def test_the_season_pages_are_not_cached_and_are_not_in_the_api_schema(client):
+    assert client.get("/ncaaf-season").headers["cache-control"] == "no-cache"
+    assert "/ncaaf-season" not in client.get("/openapi.json").text
diff --git a/tests/test_config.py b/tests/test_config.py
index 163a43f..91db959 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -2,7 +2,14 @@
 
 from __future__ import annotations
 from datetime import date
-from config import DEFAULT_THRESHOLDS, DYNAMIC_THRESHOLDS, resolve_default_threshold
+from config import (
+    DEFAULT_THRESHOLDS,
+    DYNAMIC_THRESHOLDS,
+    NCAAF_DEFAULT_THRESHOLDS,
+    NCAAF_DYNAMIC_THRESHOLDS,
+    League,
+    resolve_default_threshold,
+)
 
 
 def test_finalized_season_uses_static_default():
@@ -51,3 +58,39 @@ def test_future_season_relative_to_today_uses_static_default():
         resolve_default_threshold("pass_block", 2027, today=date(2026, 10, 1))
         == DEFAULT_THRESHOLDS["pass_block"]
     )
+
+
+def test_the_college_has_its_own_thresholds():
+    assert NCAAF_DEFAULT_THRESHOLDS == {"pass_rush": 230, "pass_block": 360}
+    assert (
+        resolve_default_threshold(
+            "pass_block", 2025, League.NCAAF, today=date(2026, 6, 1)
+        )
+        == 360
+    )
+    assert (
+        resolve_default_threshold("pass_block", 2025, today=date(2026, 6, 1))
+        == DEFAULT_THRESHOLDS["pass_block"]
+        == 300
+    )
+
+
+def test_the_college_in_progress_season_uses_its_own_dynamic_value():
+    current_year, thresholds = next(iter(NCAAF_DYNAMIC_THRESHOLDS.items()))
+
+    for category in ("pass_rush", "pass_block"):
+        assert (
+            resolve_default_threshold(
+                category, current_year, League.NCAAF, today=date(current_year, 10, 1)
+            )
+            == thresholds[category]
+        )
+
+
+def test_a_college_season_without_a_dynamic_entry_falls_back_to_the_static_default():
+    assert (
+        resolve_default_threshold(
+            "pass_block", 2030, League.NCAAF, today=date(2030, 9, 10)
+        )
+        == NCAAF_DEFAULT_THRESHOLDS["pass_block"]
+    )
diff --git a/tests/test_db_ingestion.py b/tests/test_db_ingestion.py
index 9511287..1ab2ec9 100644
--- a/tests/test_db_ingestion.py
+++ b/tests/test_db_ingestion.py
@@ -9,11 +9,22 @@
 from sqlalchemy import create_engine
 from sqlalchemy.orm import sessionmaker
 from database import db_ingestion
-from database.db_models import Base, NFLPassBlockStat, NFLPassRushStat
+from config import League
+from database.db_models import (
+    Base,
+    NCAAFPassBlockStat,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+)
+from teams.ncaaf import SCHOOL_NAMES
+
+AKRON_ID = 102  # MAC.
 
 
 def _write_front_7_xlsx(
-    path, team="BUF", player="T. Test", player_id=1001, drop=()
+    path, team="BUF", player="T. Test", player_id=1001, drop=(), extra=None
 ) -> None:
     df = pd.DataFrame(
         {
@@ -34,6 +45,7 @@ def _write_front_7_xlsx(
             "TPS Havoc Rate": [10.0],
             "PRP": [6.0],
             "TPS PRP": [7.5],
+            **(extra or {}),
         }
     ).drop(columns=list(drop))
 
@@ -41,7 +53,9 @@ def _write_front_7_xlsx(
         df.to_excel(writer, sheet_name="ED", index=False)
 
 
-def _write_ol_xlsx(path, team="MIA", player="O. Line", player_id=2001) -> None:
+def _write_ol_xlsx(
+    path, team="MIA", player="O. Line", player_id=2001, extra=None
+) -> None:
     df = pd.DataFrame(
         {
             "Team": [team],
@@ -57,6 +71,7 @@ def _write_ol_xlsx(path, team="MIA", player="O. Line", player_id=2001) -> None:
             "TPS Allowed Havoc %": [3.0],
             "PBE": [95.0],
             "TPS PBE": [92.0],
+            **(extra or {}),
         }
     )
 
@@ -216,3 +231,139 @@ def test_season_discovery_reads_only_the_nfl_subfolder(tmp_path):
     _write_ol_xlsx(tmp_path / "ncaaf" / "ol_pass_block" / "2022.xlsx")
 
     assert db_ingestion._discover_seasons(tmp_path) == [2024]
+
+
+def _college_columns(franchise_id=AKRON_ID, conference="MAC") -> dict:
+    """The two columns the college conversion adds to a workbook."""
+    return {"Franchise Id": [franchise_id], "Conference": [conference]}
+
+
+def test_ncaaf_pass_rush_is_read_from_the_ncaaf_folder_into_the_college_table(
+    tmp_path,
+):
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(
+        tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
+        team="AKRON",
+        extra=_college_columns(),
+    )
+    sess = _fresh_session()
+    db_ingestion.upsert_ncaaf_teams(sess)
+
+    count = db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+
+    row = sess.query(NCAAFPassRushStat).one()
+    assert count == 1
+    assert (row.team_code, row.conference, row.player_id) == (AKRON_ID, "MAC", 1001)
+    assert sess.query(NFLPassRushStat).count() == 0
+
+
+def test_ncaaf_pass_block_is_read_from_the_ncaaf_folder_into_the_college_table(
+    tmp_path,
+):
+    (tmp_path / "ncaaf" / "ol_pass_block").mkdir(parents=True)
+    _write_ol_xlsx(
+        tmp_path / "ncaaf" / "ol_pass_block" / "2025.xlsx",
+        team="AKRON",
+        extra=_college_columns(),
+    )
+    sess = _fresh_session()
+    db_ingestion.upsert_ncaaf_teams(sess)
+
+    count = db_ingestion.ingest_ncaaf_pass_block(sess, tmp_path, [2025])
+
+    row = sess.query(NCAAFPassBlockStat).one()
+    assert count == 1
+    assert (row.team_code, row.conference) == (AKRON_ID, "MAC")
+    assert sess.query(NFLPassBlockStat).count() == 0
+
+
+def test_ncaaf_ingestion_does_not_read_the_nfl_folder(tmp_path):
+    (tmp_path / "nfl" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(
+        tmp_path / "nfl" / "front_7_pass_rush" / "2025.xlsx",
+        extra=_college_columns(),
+    )
+    sess = _fresh_session()
+
+    assert db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025]) == 0
+
+
+def test_a_college_workbook_without_a_conference_stops_the_run(tmp_path):
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(
+        tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
+        extra=_college_columns(),
+        drop=["Conference"],
+    )
+    sess = _fresh_session()
+
+    with pytest.raises(ValueError, match="Conference"):
+        db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+
+    assert sess.query(NCAAFPassRushStat).count() == 0
+
+
+def test_a_college_workbook_without_a_franchise_id_stops_the_run(tmp_path):
+    (tmp_path / "ncaaf" / "ol_pass_block").mkdir(parents=True)
+    _write_ol_xlsx(
+        tmp_path / "ncaaf" / "ol_pass_block" / "2025.xlsx", extra=_college_columns()
+    )
+    path = tmp_path / "ncaaf" / "ol_pass_block" / "2025.xlsx"
+    broken_df = pd.read_excel(path).drop(columns=["Franchise Id"])
+    with pd.ExcelWriter(path, engine="openpyxl") as writer:
+        broken_df.to_excel(writer, sheet_name="T", index=False)
+    sess = _fresh_session()
+
+    with pytest.raises(ValueError, match="Franchise Id"):
+        db_ingestion.ingest_ncaaf_pass_block(sess, tmp_path, [2025])
+
+
+def test_college_reingestion_replaces_the_season_position_slice(tmp_path):
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    path = tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx"
+    sess = _fresh_session()
+    db_ingestion.upsert_ncaaf_teams(sess)
+
+    _write_front_7_xlsx(path, player="Old Guy", extra=_college_columns())
+    db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+    _write_front_7_xlsx(
+        path, player="New Guy", player_id=1002, extra=_college_columns()
+    )
+    db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+
+    assert [row.player for row in sess.query(NCAAFPassRushStat)] == ["New Guy"]
+
+
+def test_season_discovery_looks_only_in_the_requested_leagues_folder(tmp_path):
+    (tmp_path / "nfl" / "front_7_pass_rush").mkdir(parents=True)
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(tmp_path / "nfl" / "front_7_pass_rush" / "2024.xlsx")
+    _write_front_7_xlsx(tmp_path / "ncaaf" / "front_7_pass_rush" / "2026.xlsx")
+
+    assert db_ingestion._discover_seasons(tmp_path, League.NFL) == [2024]
+    assert db_ingestion._discover_seasons(tmp_path, League.NCAAF) == [2026]
+
+
+def test_the_college_team_table_holds_every_scoped_school_and_is_rerunnable():
+    sess = _fresh_session()
+
+    db_ingestion.upsert_ncaaf_teams(sess)
+    db_ingestion.upsert_ncaaf_teams(sess)
+
+    teams = {team.franchise_id: team.full_name for team in sess.query(NCAAFTeam)}
+    assert teams == SCHOOL_NAMES
+    assert all(team.primary_color is None for team in sess.query(NCAAFTeam))
+
+
+def test_the_command_line_needs_a_league(monkeypatch):
+    monkeypatch.setattr("sys.argv", ["db_ingestion", "--seasons", "2026"])
+
+    with pytest.raises(SystemExit):
+        db_ingestion.main()
+
+
+def test_every_league_has_two_categories_and_a_team_upsert():
+    assert set(db_ingestion.LEAGUE_CATEGORIES) == set(League)
+    assert set(db_ingestion.LEAGUE_TEAM_UPSERTS) == set(League)
+    assert all(len(cats) == 2 for cats in db_ingestion.LEAGUE_CATEGORIES.values())
diff --git a/tests/test_db_models.py b/tests/test_db_models.py
index 18dd142..d8cbce3 100644
--- a/tests/test_db_models.py
+++ b/tests/test_db_models.py
@@ -1,15 +1,25 @@
-"""The NFL tables: nfl prefix on every table, constraint and index name, and the player_id key."""
+"""The stat tables: the league prefix on every name, the player_id key, and the column spec."""
 
 from __future__ import annotations
 import pytest
 from sqlalchemy import create_engine, inspect
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.orm import sessionmaker
-from database.db_models import Base, NFLPassBlockStat, NFLPassRushStat, NFLTeam
+from database.db_models import (
+    Base,
+    NCAAFPassBlockStat,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+    NFLTeam,
+)
 
 STAT_TABLES = {
-    "nfl_pass_rush_stats": ("pr", NFLPassRushStat),
-    "nfl_pass_block_stats": ("pb", NFLPassBlockStat),
+    "nfl_pass_rush_stats": ("nfl", "pr", NFLPassRushStat),
+    "nfl_pass_block_stats": ("nfl", "pb", NFLPassBlockStat),
+    "ncaaf_pass_rush_stats": ("ncaaf", "pr", NCAAFPassRushStat),
+    "ncaaf_pass_block_stats": ("ncaaf", "pb", NCAAFPassBlockStat),
 }
 
 
@@ -19,21 +29,21 @@ def _engine():
     return engine
 
 
-def test_every_table_name_starts_with_nfl():
-    assert set(Base.metadata.tables) == {"nfl_teams", *STAT_TABLES}
+def test_the_tables_are_the_two_leagues():
+    assert set(Base.metadata.tables) == {"nfl_teams", "ncaaf_teams", *STAT_TABLES}
 
 
-def test_every_constraint_and_index_name_carries_the_nfl_prefix():
-    for name, (short, _model) in STAT_TABLES.items():
+def test_every_constraint_and_index_name_carries_its_league_prefix():
+    for name, (league, short, _model) in STAT_TABLES.items():
         table = Base.metadata.tables[name]
         names = {c.name for c in table.constraints if c.name} | {
             i.name for i in table.indexes
         }
 
         assert names == {
-            f"uq_nfl_{short}_season_position_player_id",
-            f"idx_nfl_{short}_filter",
-            f"idx_nfl_{short}_player_id",
+            f"uq_{league}_{short}_season_position_player_id",
+            f"idx_{league}_{short}_filter",
+            f"idx_{league}_{short}_player_id",
         }
 
 
@@ -135,10 +145,12 @@ def test_model_columns_match_the_column_spec():
         "abbr_name",
     }
 
-    for model, data_columns in (
-        (NFLPassRushStat, PASS_RUSH_DATA_COLUMNS),
-        (NFLPassBlockStat, PASS_BLOCK_DATA_COLUMNS),
+    for model, data_columns, extra in (
+        (NFLPassRushStat, PASS_RUSH_DATA_COLUMNS, set()),
+        (NFLPassBlockStat, PASS_BLOCK_DATA_COLUMNS, set()),
+        (NCAAFPassRushStat, PASS_RUSH_DATA_COLUMNS, {"conference"}),
+        (NCAAFPassBlockStat, PASS_BLOCK_DATA_COLUMNS, {"conference"}),
     ):
         table_columns = {column.name for column in model.__table__.columns}
-        expected = identity | {column.attr for column in data_columns}
+        expected = identity | {column.attr for column in data_columns} | extra
         assert table_columns == expected, model.__name__
diff --git a/tests/test_ncaaf_teams_checklist.py b/tests/test_ncaaf_teams_checklist.py
new file mode 100644
index 0000000..4b02247
--- /dev/null
+++ b/tests/test_ncaaf_teams_checklist.py
@@ -0,0 +1,113 @@
+"""The NCAAF Teams checklist is rebuilt for each season and keeps what the user chose."""
+
+from __future__ import annotations
+
+import pytest
+
+# Akron (102) plays in 2024 and 2025; Alabama (103) only appears in 2025.
+AKRON = "102"
+ALABAMA = "103"
+
+
+@pytest.fixture()
+def page(live_server_url, seeded_ncaaf_db):
+    sync_api = pytest.importorskip("playwright.sync_api")
+
+    with sync_api.sync_playwright() as pw:
+        try:
+            browser = pw.chromium.launch()
+
+        except Exception as exc:  # Browser binary not installed.
+            pytest.skip(f"chromium unavailable: {exc}")
+
+        pg = browser.new_page(viewport={"width": 1280, "height": 900})
+        pg.goto(f"{live_server_url}/ncaaf-season")
+
+        # The app has finished loading once it holds its metadata and its applied filters.
+        pg.wait_for_function(
+            "async () => { const d = await import('/data.js'); return !!(d.metadata && d.appliedFilters); }"
+        )
+
+        yield pg
+        browser.close()
+
+
+def _switch_season(page, season):
+    page.select_option("#season-select", season)
+    page.wait_for_function(
+        "season => document.querySelector('#season-select').value === season",
+        arg=season,
+    )
+
+
+def _checked_teams(page):
+    return page.eval_on_selector_all(
+        "#teams-checklist input:checked", "boxes => boxes.map(box => box.value)"
+    )
+
+
+def _listed_teams(page):
+    return page.eval_on_selector_all(
+        "#teams-checklist input", "boxes => boxes.map(box => box.value)"
+    )
+
+
+def _clear_all_teams(page):
+    page.click("#teams-toggle-btn")
+    page.click("#teams-select-none")
+    page.click("#teams-toggle-btn")
+
+
+def test_each_season_lists_only_its_own_schools(page):
+    assert sorted(_listed_teams(page)) == [AKRON, ALABAMA]
+
+    _switch_season(page, "2024")
+
+    assert _listed_teams(page) == [AKRON]
+
+
+def test_a_school_first_seen_in_a_later_season_does_not_turn_on_after_clear(page):
+    _switch_season(page, "2024")
+    _clear_all_teams(page)
+
+    _switch_season(page, "2025")
+
+    assert sorted(_listed_teams(page)) == [AKRON, ALABAMA]
+    assert _checked_teams(page) == []
+
+
+def test_all_teams_stays_all_teams_in_a_season_with_more_schools(page):
+    _switch_season(page, "2024")
+    assert _checked_teams(page) == [AKRON]
+
+    _switch_season(page, "2025")
+
+    assert sorted(_checked_teams(page)) == [AKRON, ALABAMA]
+
+
+def test_an_unchecked_school_stays_unchecked_when_its_season_comes_back(page):
+    page.click("#teams-toggle-btn")
+    page.uncheck(f"#teams-checklist input[value='{ALABAMA}']")
+    page.click("#teams-toggle-btn")
+
+    _switch_season(page, "2024")
+    _switch_season(page, "2025")
+
+    assert _checked_teams(page) == [AKRON]
+
+
+def test_choosing_a_player_with_all_teams_selected_then_changing_season_turns_nothing_on(
+    page,
+):
+    # The reported sequence: Players filter on top of "All Teams" clears Teams, then
+    # moving through seasons must not tick any school the user never touched.
+    page.click("#players-toggle-btn")
+    page.fill("#players-input", "Akron")
+    page.wait_for_selector("#players-dropdown:not([hidden]) .player-option")
+    page.click("#players-dropdown .player-option >> nth=0")
+    assert _checked_teams(page) == []
+
+    _switch_season(page, "2024")
+    _switch_season(page, "2025")
+
+    assert _checked_teams(page) == []
diff --git a/tests/test_preprocessing_league.py b/tests/test_preprocessing_league.py
index 98d111d..a24ebda 100644
--- a/tests/test_preprocessing_league.py
+++ b/tests/test_preprocessing_league.py
@@ -8,14 +8,23 @@
 from preprocessing.front_7 import preprocess_front_7
 from preprocessing.offensive_line import preprocess_offensive_line
 from preprocessing.preprocess import (
+    apply_league_scope,
     main,
     parse_arguments,
     percent_of,
     season_file_path,
 )
 
+AKRON_ID = 102  # MAC in every season.
+ALABAMA_ID = 103  # SEC in every season.
+BYU_ID = 128  # Independent until 2022, Big 12 from 2023.
+FCS_ID = 101  # Out of scope.
+UNKNOWN_ID = 999999
+
 FRONT_7_RAW = {
     "player": ["Alex Edge"],
+    "team_name": ["AKRON"],
+    "franchise_id": [AKRON_ID],
     "position": ["ED"],
     "player_game_count": [5],
     "pass_rush_opp": [100],
@@ -30,6 +39,8 @@
 
 OL_RAW = {
     "player": ["Taylor Tackle"],
+    "team_name": ["AKRON"],
+    "franchise_id": [AKRON_ID],
     "position": ["T"],
     "player_game_count": [5],
     "non_spike_pass_block": [200],
@@ -201,3 +212,97 @@ def test_percent_of_rounds_to_the_configured_decimals():
     result = percent_of(pd.Series([1.0]), pd.Series([3.0]))
 
     assert list(result) == [round(100.0 / 3.0, config.ROUNDING_DECIMALS)]
+
+
+def _schools_df(*franchise_ids: int) -> pd.DataFrame:
+    """One renamed-CSV row per franchise id, as apply_league_scope sees it."""
+    return pd.DataFrame(
+        {
+            "Team": [f"SCHOOL {franchise_id}" for franchise_id in franchise_ids],
+            "Franchise Id": list(franchise_ids),
+        }
+    )
+
+
+def test_the_nfl_keeps_every_row_and_gets_no_conference():
+    schools_df = _schools_df(AKRON_ID, UNKNOWN_ID)
+
+    scoped_df = apply_league_scope(schools_df, League.NFL, 2025)
+
+    assert len(scoped_df) == 2
+    assert "Conference" not in scoped_df.columns
+
+
+def test_ncaaf_rows_get_the_conference_of_their_school_and_season():
+    scoped_df = apply_league_scope(
+        _schools_df(AKRON_ID, ALABAMA_ID), League.NCAAF, 2025
+    )
+
+    assert dict(zip(scoped_df["Franchise Id"], scoped_df["Conference"])) == {
+        AKRON_ID: "MAC",
+        ALABAMA_ID: "SEC",
+    }
+
+
+def test_ncaaf_schools_outside_the_scope_are_dropped():
+    scoped_df = apply_league_scope(_schools_df(AKRON_ID, FCS_ID), League.NCAAF, 2025)
+
+    assert list(scoped_df["Franchise Id"]) == [AKRON_ID]
+
+
+def test_a_school_is_dropped_in_the_seasons_before_it_joined_the_scope():
+    schools_df = _schools_df(BYU_ID)
+
+    assert apply_league_scope(schools_df, League.NCAAF, 2022).empty
+    assert list(apply_league_scope(schools_df, League.NCAAF, 2023)["Conference"]) == [
+        "Big 12"
+    ]
+
+
+def test_an_unknown_school_raises_naming_the_school_and_the_season():
+    with pytest.raises(ValueError, match=rf"ncaaf 2025.*SCHOOL {UNKNOWN_ID}"):
+        apply_league_scope(_schools_df(AKRON_ID, UNKNOWN_ID), League.NCAAF, 2025)
+
+
+def test_ncaaf_needs_the_franchise_id_column():
+    schools_df = _schools_df(AKRON_ID).drop(columns=["Franchise Id"])
+
+    with pytest.raises(ValueError, match=r"ncaaf 2025.*Franchise Id"):
+        apply_league_scope(schools_df, League.NCAAF, 2025)
+
+
+@pytest.mark.parametrize("category, preprocess, raw", CASES)
+def test_the_ncaaf_workbook_carries_the_conference_and_only_scoped_schools(
+    league_folders, category, preprocess, raw
+):
+    # Two rows per column: one scoped school and one out of scope.
+    scoped_and_out = {key: value + value for key, value in raw.items()}
+    scoped_and_out["franchise_id"] = [AKRON_ID, FCS_ID]
+    pd.DataFrame(scoped_and_out).to_csv(
+        season_file_path(League.NCAAF, category, 2025, "csv"), index=False
+    )
+
+    preprocess(League.NCAAF, 2025)
+
+    sheets = pd.read_excel(
+        season_file_path(League.NCAAF, category, 2025, "xlsx"), sheet_name=None
+    )
+    rows_df = pd.concat([sheet for sheet in sheets.values() if not sheet.empty])
+    assert list(rows_df["Conference"]) == ["MAC"]
+    assert list(rows_df["Franchise Id"]) == [AKRON_ID]
+
+
+@pytest.mark.parametrize("category, preprocess, raw", CASES)
+def test_the_nfl_workbook_has_no_conference_column(
+    league_folders, category, preprocess, raw
+):
+    pd.DataFrame(raw).to_csv(
+        season_file_path(League.NFL, category, 2025, "csv"), index=False
+    )
+
+    preprocess(League.NFL, 2025)
+
+    sheets = pd.read_excel(
+        season_file_path(League.NFL, category, 2025, "xlsx"), sheet_name=None
+    )
+    assert all("Conference" not in sheet.columns for sheet in sheets.values())
diff --git a/tests/test_sw_cache_bypass.py b/tests/test_sw_cache_bypass.py
index 3acd889..d1741dc 100644
--- a/tests/test_sw_cache_bypass.py
+++ b/tests/test_sw_cache_bypass.py
@@ -5,12 +5,12 @@
 import pytest
 
 BYPASSED = [
-    "/api/metadata",
-    "/api/pass_rush",
-    "/api/pass_block",
+    "/api/nfl/metadata",
+    "/api/nfl/pass_rush",
+    "/api/nfl/pass_block",
     "/health",
     "/health/ready",  # Anything under /health/ is covered too.
-    "/api/ncaaf/anything",  # A route that does not exist yet must be covered too.
+    "/api/ncaaf/anything",  # A route under any league prefix is covered too.
 ]
 CACHED = [
     "/",

From d4e31358b168b7ac8cfe995a6547d3e21cfae5a9 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Fri, 30 Oct 2026 20:45:02 -0400
Subject: [PATCH 03/16] Added `selectNewByDefault` flag.

Fixed bugs of sudden teams selections when switching between NCAAF seasons that experienced conferences changes.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 frontend/filters.js                          | 44 +++++++++++++-------
 frontend/main.js                             |  4 ++
 playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md |  2 +-
 tests/conftest.py                            | 10 ++++-
 tests/test_api_endpoints.py                  |  2 +-
 tests/test_ncaaf_teams_checklist.py          | 38 ++++++++++++++++-
 6 files changed, 79 insertions(+), 21 deletions(-)

diff --git a/frontend/filters.js b/frontend/filters.js
index 3a81ea1..aedad43 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -131,6 +131,7 @@ export function selectedTeamCodes() {
 function resetTeamsIfAllSelected() {
   if (selectedTeamCodes().length !== allTeamCodes().length) return;
   els.teamsChecklist.querySelectorAll("input[type=checkbox]").forEach((cb) => (cb.checked = false));
+  markNoTeamsSelected();
   updateTeamsSummary();
 }
 
@@ -187,25 +188,38 @@ function teamGroups(season) {
 }
 
 // What the user chose is kept across rebuilds, because a college season lists
-// only its own schools. A school seen before keeps its last state; a school
-// shown for the first time starts checked only if every visible school was
-// checked (the "All Teams" state follows the user into a season with more
-// schools), and unchecked otherwise, so a new season never turns on teams the
-// user has not touched.
+// only its own schools. knownTeams/uncheckedTeams hold each seen school's last
+// state; selectNewByDefault is whether a school shown for the first time starts
+// checked -- the "All Teams" vs "none" mode. It is flipped ONLY by an explicit
+// all/none action (the Teams "Select all"/"None" buttons and the player-pick
+// auto-clear, through markAllTeamsSelected()/markNoTeamsSelected()), never
+// inferred from how many boxes happen to be ticked. Inferring it from the DOM
+// used to turn on schools the user never touched: a season whose every visible
+// school happened to be ticked read as "All Teams", so moving to a bigger season
+// ticked its new schools too.
 const uncheckedTeams = new Set();
 const knownTeams = new Set();
+let selectNewByDefault = true;
 
-export function populateTeamsChecklist(season) {
-  const boxes = Array.from(els.teamsChecklist.querySelectorAll("input[type=checkbox]"));
-  const allWereChecked = boxes.every((cb) => cb.checked);
-
-  const noneWereChecked = boxes.length > 0 && boxes.every((cb) => !cb.checked);
+// The Teams "None" button and the player-pick auto-clear: nothing is selected
+// now, including schools this season does not list and ones not yet seen.
+export function markNoTeamsSelected() {
+  selectNewByDefault = false;
+  knownTeams.forEach((key) => uncheckedTeams.add(key));
+}
 
-  // "None" applies to every school, including those this season does not
-  // list, so a school remembered from another season follows it.
-  if (noneWereChecked) knownTeams.forEach((key) => uncheckedTeams.add(key));
+// The Teams "Select all" button: every school is selected, including ones not
+// yet seen.
+export function markAllTeamsSelected() {
+  selectNewByDefault = true;
+  uncheckedTeams.clear();
+}
 
-  boxes.forEach((cb) => {
+export function populateTeamsChecklist(season) {
+  // Capture the individual ticks the user made on the outgoing season's boxes
+  // (those fire no event the sets listen to). An explicit all/none action has
+  // already updated the sets through the markers above.
+  els.teamsChecklist.querySelectorAll("input[type=checkbox]").forEach((cb) => {
     knownTeams.add(cb.value);
     if (cb.checked) uncheckedTeams.delete(cb.value);
     else uncheckedTeams.add(cb.value);
@@ -241,7 +255,7 @@ export function populateTeamsChecklist(season) {
       // Codes are already listed in order within each section above.
       section.codes.forEach((code) => {
         const key = String(code);
-        const checked = knownTeams.has(key) ? !uncheckedTeams.has(key) : allWereChecked;
+        const checked = knownTeams.has(key) ? !uncheckedTeams.has(key) : selectNewByDefault;
         const row = teamOptionRow(code, checked);
         groupBoxes.push(row.querySelector("input"));
         group.appendChild(row);
diff --git a/frontend/main.js b/frontend/main.js
index a04c551..33def6d 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -24,6 +24,8 @@ import {
   populateCategoryDependentControls,
   resetThresholdToCategoryDefault,
   populateTeamsChecklist,
+  markAllTeamsSelected,
+  markNoTeamsSelected,
   updateTeamsSummary,
   openTeamsDropdown,
   closeTeamsDropdown,
@@ -280,12 +282,14 @@ function attachEvents() {
 
   els.teamsSelectAll.addEventListener("click", () => {
     els.teamsChecklist.querySelectorAll("input[type=checkbox]").forEach((cb) => (cb.checked = true));
+    markAllTeamsSelected();
     updateTeamsSummary();
     updatePendingState();
   });
 
   els.teamsSelectNone.addEventListener("click", () => {
     els.teamsChecklist.querySelectorAll("input[type=checkbox]").forEach((cb) => (cb.checked = false));
+    markNoTeamsSelected();
     updateTeamsSummary();
     updatePendingState();
   });
diff --git a/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md b/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
index f5a1c20..2cd78fe 100644
--- a/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
+++ b/playbook/tests/TEST_NCAAF_TEAMS_CHECKLIST.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright).
 - **Needs:** Chromium (skips without it), and `live_server_url` with `seeded_ncaaf_db` from `conftest.py`.
-- **Covers:** each season listing only its own schools; "Clear" followed by a season that has a school never seen before leaves every box unchecked; "All Teams" stays all checked in a season with more schools; a school the user unchecked stays unchecked when its season comes back; the reported sequence (a Players pick on top of "All Teams" clears Teams, then moving through seasons ticks nothing).
+- **Covers:** each season listing only its own schools; "Clear" followed by a season that has a school never seen before leaves every box unchecked; "All Teams" stays all checked in a season with more schools; a school the user unchecked stays unchecked when its season comes back; the reported sequence (a Players pick on top of "All Teams" clears Teams, then moving through seasons ticks nothing); a first-seen school (Ball State, 2024 only) staying off after the user re-ticks one season's visible schools by hand, versus "Select all" carrying it on. The "on/off mode" for not-yet-seen schools is an explicit flag set only by Select all / Clear / the player-pick auto-clear, never inferred from how many boxes happen to be ticked.
 - **Not here:** how Teams and Players combine in the chart → `TEST_FILTERS.md`; the NFL checklist, which is built once.
 - **Known gaps:** the conference header button (select or clear a whole conference) has no test.
diff --git a/tests/conftest.py b/tests/conftest.py
index 0d021fb..79d6529 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -159,8 +159,10 @@ def seeded_db():
 
 @pytest.fixture()
 def seeded_ncaaf_db():
-    """Wipe and load a small college dataset: two schools, one in a conference that
-    changes between the two seasons (franchise 128 is BYU, Big 12 only from 2023)."""
+    """Wipe and load a small college dataset: Akron (2024-2025) and Alabama (2025
+    only) are the main pair; Ball State plays in 2024 only, so it is absent from
+    2025, the latest season the page loads on -- a school the Teams checklist
+    first sees on a switch to an earlier season."""
     with SessionLocal() as sess:
         sess.query(NCAAFPassRushStat).delete()
         sess.query(NCAAFPassBlockStat).delete()
@@ -169,6 +171,9 @@ def seeded_ncaaf_db():
 
         sess.add(NCAAFTeam(franchise_id=102, full_name="Akron"))
         sess.add(NCAAFTeam(franchise_id=103, full_name="Alabama"))
+        # Ball State plays in 2024 only, so it is absent from the latest season
+        # (2025) the page loads on -- a school first seen only on a season switch.
+        sess.add(NCAAFTeam(franchise_id=109, full_name="Ball State"))
 
         metric_values = dict(
             games=12,
@@ -187,6 +192,7 @@ def seeded_ncaaf_db():
         )
         for season, team_code, conference, player_id, player in (
             (2024, 102, "MAC", 5001, "A. Akron"),
+            (2024, 109, "MAC", 5004, "D. Cardinal"),
             (2025, 102, "MAC", 5001, "A. Akron"),
             (2025, 103, "SEC", 5002, "B. Bama"),
         ):
diff --git a/tests/test_api_endpoints.py b/tests/test_api_endpoints.py
index 0234e27..be2123e 100644
--- a/tests/test_api_endpoints.py
+++ b/tests/test_api_endpoints.py
@@ -186,7 +186,7 @@ def test_ncaaf_metadata_lists_seasons_schools_and_each_seasons_conferences(
     assert body["teams"]["103"]["primary_color"] is None
     assert body["conference_order"][:2] == ["SEC", "B1G"]
     assert body["team_conferences"]["2025"] == {"102": "MAC", "103": "SEC"}
-    assert body["team_conferences"]["2024"] == {"102": "MAC"}
+    assert body["team_conferences"]["2024"] == {"102": "MAC", "109": "MAC"}
 
 
 def test_ncaaf_default_thresholds_are_the_college_ones(client, seeded_ncaaf_db):
diff --git a/tests/test_ncaaf_teams_checklist.py b/tests/test_ncaaf_teams_checklist.py
index 4b02247..8443843 100644
--- a/tests/test_ncaaf_teams_checklist.py
+++ b/tests/test_ncaaf_teams_checklist.py
@@ -7,6 +7,9 @@
 # Akron (102) plays in 2024 and 2025; Alabama (103) only appears in 2025.
 AKRON = "102"
 ALABAMA = "103"
+# Ball State plays in 2024 only, so it is absent from the 2025 season the page
+# loads on -- a school the checklist first sees on a switch to 2024.
+BALL_STATE = "109"
 
 
 @pytest.fixture()
@@ -63,7 +66,7 @@ def test_each_season_lists_only_its_own_schools(page):
 
     _switch_season(page, "2024")
 
-    assert _listed_teams(page) == [AKRON]
+    assert sorted(_listed_teams(page)) == [AKRON, BALL_STATE]
 
 
 def test_a_school_first_seen_in_a_later_season_does_not_turn_on_after_clear(page):
@@ -78,7 +81,7 @@ def test_a_school_first_seen_in_a_later_season_does_not_turn_on_after_clear(page
 
 def test_all_teams_stays_all_teams_in_a_season_with_more_schools(page):
     _switch_season(page, "2024")
-    assert _checked_teams(page) == [AKRON]
+    assert sorted(_checked_teams(page)) == [AKRON, BALL_STATE]
 
     _switch_season(page, "2025")
 
@@ -111,3 +114,34 @@ def test_choosing_a_player_with_all_teams_selected_then_changing_season_turns_no
     _switch_season(page, "2025")
 
     assert _checked_teams(page) == []
+
+
+def test_a_first_seen_school_stays_off_after_an_explicit_team_pick(page):
+    # The reported bug. Clear, then re-tick every school 2025 happens to list by
+    # hand (not "Select all"). Switching to 2024 shows Ball State for the first
+    # time; it must stay off, because ticking all of one season's visible schools
+    # is not the "All Teams" mode. Inferring the mode from the ticks turned it on.
+    _clear_all_teams(page)
+
+    page.click("#teams-toggle-btn")
+    page.check(f"#teams-checklist input[value='{AKRON}']")
+    page.check(f"#teams-checklist input[value='{ALABAMA}']")
+    page.click("#teams-toggle-btn")
+
+    _switch_season(page, "2024")
+
+    assert _checked_teams(page) == [AKRON]
+
+
+def test_select_all_carries_a_first_seen_school_on(page):
+    # The explicit "Select all" button, by contrast, does mean every school,
+    # including one a different season first introduces.
+    _clear_all_teams(page)
+
+    page.click("#teams-toggle-btn")
+    page.click("#teams-select-all")
+    page.click("#teams-toggle-btn")
+
+    _switch_season(page, "2024")
+
+    assert sorted(_checked_teams(page)) == [AKRON, BALL_STATE]

From 5a5600eb2083930c8a076bc093b42b8d640d458e Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 09:09:02 -0400
Subject: [PATCH 04/16] Fixed PBE & PRP notes coefficients errors.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config.py                               |   4 +-
 frontend/images/metric_formulas/pbe.svg | 139 ++++++++++--------
 frontend/images/metric_formulas/prp.svg | 179 +++++++++++++++---------
 playbook/DECISIONS.md                   |   2 +
 tools/render_metric_formulas.py         |   4 +-
 utils/render_metric_formulas.py         |   4 +-
 6 files changed, 201 insertions(+), 131 deletions(-)

diff --git a/config.py b/config.py
index 5d8664b..789609e 100644
--- a/config.py
+++ b/config.py
@@ -39,9 +39,9 @@ class League(str, Enum):
     "Allowed Havoc Rate = (Sacks + QB Hits) / Non Spike Pass Block Snaps."
 )
 
-PRP_NOTE = "PRP = (Sacks + 0.75 x (QB Hits + Hurries)) / Pass Rush Snaps x 100."
+PRP_NOTE = "PRP = (Sacks + 0.5 x (QB Hits + Hurries)) / Pass Rush Opportunities x 100."
 PASS_COV_PERCENT_NOTE = "Pass Cov Percent = 100 - Pass Rush Percent, where Pass Rush Percent = Pass Rush Snaps / Pass Play Snaps x 100."
-PBE_NOTE = "PBE = 100 - (Sacks + 0.75 x (QB Hits + Hurries)) / Pass Block Snaps."
+PBE_NOTE = "PBE = 100 - (Sacks + 0.5 x (QB Hits + Hurries)) / Non Spike Pass Block Snaps x 100."
 
 # Shared across every "TPS "-prefixed metric — not a per-metric formula, so
 # it lives once here rather than duplicated into a TPS_*_NOTE per metric.
diff --git a/frontend/images/metric_formulas/pbe.svg b/frontend/images/metric_formulas/pbe.svg
index f0da1d6..d1cad90 100644
--- a/frontend/images/metric_formulas/pbe.svg
+++ b/frontend/images/metric_formulas/pbe.svg
@@ -1,16 +1,16 @@
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   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="457.92pt" height="50.76pt" viewBox="0 0 457.92 50.76" xmlns="http://www.w3.org/2000/svg" version="1.1">
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-09-29T17:04:34.642751</dc:date>
+    <dc:date>2026-10-31T12:49:29.115723</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.9, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
@@ -22,15 +22,15 @@
  <g id="figure_1">
   <g id="patch_1">
    <path d="M -0 50.76 
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+L 457.92 0 
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 z
 " style="fill: none; opacity: 0"/>
   </g>
   <g id="text_1">
-   <!-- $\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.75\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Block\ Snaps}}$ -->
+   <!-- $\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.5\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Non\ Spike\ Pass\ Block\ Snaps}} \times 100$ -->
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diff --git a/frontend/images/metric_formulas/prp.svg b/frontend/images/metric_formulas/prp.svg
index 6a43dcb..709a2b1 100644
--- a/frontend/images/metric_formulas/prp.svg
+++ b/frontend/images/metric_formulas/prp.svg
@@ -1,16 +1,16 @@
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="401.04pt" height="50.76pt" viewBox="0 0 401.04 50.76" xmlns="http://www.w3.org/2000/svg" version="1.1">
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-09-29T17:04:34.629652</dc:date>
+    <dc:date>2026-10-31T12:49:29.098371</dc:date>
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     <dc:creator>
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-      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.9, https://matplotlib.org/</dc:title>
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diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index c1d41c7..1cd7f53 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -122,3 +122,5 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-28: the Linemate Card has no roster cap and no "See more": the snap threshold is the only gate, and every qualifying linemate is on the card (and in the Line Summary). A reminder that a higher threshold keeps the card compact shows when the roster reaches 6 OL or 8 DL players (`LINEMATE_SIZE_REMINDER_AT`); it is not in the PNG. In Read, a roster wider than 760px scrolls sideways inside the card with a frozen label column and a "Please scroll right for more players." hint; the PNG export widens to show every column with no scrollbar. Linemate Cards stay outside the Pinned Players quota. Detail: `architecture/CARDS.md`.
 - 2026-10-30: the NFL backend was refactored to be league-ready with no behaviour change (PR #19), so adding NCAAF in PR #20 is mostly configuration. The engine and `SessionLocal` moved to `database/session.py` (so `db_ingestion.py` no longer imports `main`). Each category's columns are declared once in `database/columns.py`, read by the ingestion's required-column check, its row building and the API serializers (`row_to_payload`). The stat models take their identity and metric columns from mixins (`StatIdentityMixin`, `PassRushMetricsMixin`, `PassBlockMetricsMixin`). One `ingest_category()` replaces the two near-identical ingestion functions (`ingest_pass_rush` / `ingest_pass_block` stay as thin wrappers). `percent_of()` and `write_position_sheets()` are shared by `preprocessing/front_7.py` and `offensive_line.py`. The three API endpoints come from a `build_api_router(league)` factory; the NFL stays mounted at `/api/metadata`, `/api/pass_rush`, `/api/pass_block` via `include_router(prefix="/api")`. No frontend was touched. Verified by diffing the DB rows, all API payloads and the regenerated xlsx against a pre-refactor baseline (byte-identical). PR #20 moves the NFL to `/api/nfl`, adds `/api/ncaaf` from the same factory, and brings the college tables, pages and Career Stats online. Detail: `architecture/BACKEND-AND-DEPLOY.md`.
 - 2026-10-30: `database/midseason_trades.py` moves a traded player to his new team between the weekly ingests, to cut the lag (PFF's next-week CSV reflects the trade anyway). `update_traded_player_team(player_name, new_team)` updates the current season only (the season is the calendar year, since the trade deadline is early November, so there is no season argument), across both stat tables, using the same `DATABASE_URL` rule as the ingestion (local SQLite by default, Railway when set). `new_team` is a PFF team code; an unknown code, a wrong name, or a season not ingested yet prints a message and changes nothing. `update_traded_players(*trades)` applies several `(player, team)` pairs in one call, skipping a bad entry while the rest run (the same continue-on-error habit as the preprocessing command line). Tests: `test_midseason_trades.py`. Command: `COMMANDS.md`.
+- 2026-10-30: NCAAF Season (PR #20 part 1) is live in code: the college page `/ncaaf-season` reuses the NFL frontend through `window.LEAGUE`, and the NFL API moved to `/api/nfl/...` next to `/api/ncaaf/...`. The scope (SEC, B1G, ACC, Big 12, Pac-12, MAC, Notre Dame; 90 schools) is applied at conversion by `apply_league_scope()`, not at load, and a team is keyed by `franchise_id`. College thresholds are their own: front 7 230, OL 360 (the share-matching 140 / 300 left too many players on the chart), with the 2026 dynamic entry set by hand. College logos are ESPN's `dark` variant except 11 schools that keep the original. The college Teams checklist is rebuilt per season, and a school shown for the first time starts checked only after an explicit All, never inferred from how many boxes are ticked. Detail: `architecture/BACKEND-AND-DEPLOY.md`, `architecture/FRONTEND-STRUCTURE.md`, `architecture/THRESHOLDS.md`.
+- 2026-10-31: the college conference comes from `teams/ncaaf.py`: a stint table per scoped `franchise_id` (`conference_of(franchise_id, season)`), because membership changes with realignment, and the Pac-12 label follows each season's actual members (two schools in 2024 and 2025, eight in 2026). A school deliberately out of scope (FCS teams, Group of Five schools outside the MAC) returns `None` and its rows are dropped silently; a `franchise_id` the table does not know at all raises an error naming the school and season, never "unknown". Widening the scope later means extending that file and converting again. Liberty and New Mexico State are absent from the 2022 files (both out of scope, tiny schools) and are not chased. Tests: `tests/test_teams_ncaaf.py`.
diff --git a/tools/render_metric_formulas.py b/tools/render_metric_formulas.py
index 5d6e990..854276d 100644
--- a/tools/render_metric_formulas.py
+++ b/tools/render_metric_formulas.py
@@ -40,8 +40,8 @@
 FORMULAS: dict[str, str] = {
     "havoc_rate": r"$\mathrm{Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Pass\ Rush\ Opportunities}}$",
     "allowed_havoc_rate": r"$\mathrm{Allowed\ Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Non\ Spike\ Pass\ Block\ Snaps}}$",
-    "prp": r"$\mathrm{PRP} = \dfrac{\mathrm{Sacks} + 0.75\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Rush\ Snaps}} \times 100$",
-    "pbe": r"$\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.75\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Block\ Snaps}}$",
+    "prp": r"$\mathrm{PRP} = \dfrac{\mathrm{Sacks} + 0.5\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Rush\ Opportunities}} \times 100$",
+    "pbe": r"$\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.5\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Non\ Spike\ Pass\ Block\ Snaps}} \times 100$",
 }
 
 
diff --git a/utils/render_metric_formulas.py b/utils/render_metric_formulas.py
index 8427fbe..271a240 100644
--- a/utils/render_metric_formulas.py
+++ b/utils/render_metric_formulas.py
@@ -40,8 +40,8 @@
 FORMULAS: dict[str, str] = {
     "havoc_rate": r"$\mathrm{Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Pass\ Rush\ Opportunities}}$",
     "allowed_havoc_rate": r"$\mathrm{Allowed\ Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Non\ Spike\ Pass\ Block\ Snaps}}$",
-    "prp": r"$\mathrm{PRP} = \dfrac{\mathrm{Sacks} + 0.75\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Rush\ Snaps}} \times 100$",
-    "pbe": r"$\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.75\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Block\ Snaps}}$",
+    "prp": r"$\mathrm{PRP} = \dfrac{\mathrm{Sacks} + 0.5\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Pass\ Rush\ Opportunities}} \times 100$",
+    "pbe": r"$\mathrm{PBE} = 100 - \dfrac{\mathrm{Sacks} + 0.5\,(\mathrm{QB\ Hits} + \mathrm{Hurries})}{\mathrm{Non\ Spike\ Pass\ Block\ Snaps}} \times 100$",
 }
 
 

From 4d1d9a087fe2e2329eb900bad1cb1c1d5aeecfd1 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 09:30:35 -0400
Subject: [PATCH 05/16] Set up NCAAF career data flows.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config.py                                   |   7 +
 database/career.py                          | 127 +++++++++++++
 database/columns.py                         |  17 ++
 database/db_ingestion.py                    |  19 +-
 database/db_models.py                       |  24 +++
 playbook/architecture/BACKEND-AND-DEPLOY.md |   7 +
 playbook/tests/INDEX.md                     |   1 +
 playbook/tests/TEST_CAREER_MEMBERS.md       |   9 +
 playbook/tests/TEST_DB_INGESTION.md         |   2 +-
 playbook/tests/TEST_DB_MODELS.md            |   2 +-
 tests/test_career_members.py                | 194 ++++++++++++++++++++
 tests/test_db_ingestion.py                  |  97 +++++++++-
 tests/test_db_models.py                     |  35 +++-
 13 files changed, 530 insertions(+), 11 deletions(-)
 create mode 100644 database/career.py
 create mode 100644 playbook/tests/TEST_CAREER_MEMBERS.md
 create mode 100644 tests/test_career_members.py

diff --git a/config.py b/config.py
index 789609e..d18b65c 100644
--- a/config.py
+++ b/config.py
@@ -20,6 +20,13 @@ class League(str, Enum):
     NCAAF = "ncaaf"
 
 
+class CareerStatus(str, Enum):
+    """Who is on the college Career page. The value is what the table stores and the page shows."""
+
+    JOINED_NFL = "Joined NFL"
+    POTENTIAL_DRAFTEES = "Potential Draftees"
+
+
 LEAGUE_DATA_PATHS: dict[League, str] = {
     League.NFL: NFL_DATA_PATH,
     League.NCAAF: NCAAF_DATA_PATH,
diff --git a/database/career.py b/database/career.py
new file mode 100644
index 0000000..1c22c06
--- /dev/null
+++ b/database/career.py
@@ -0,0 +1,127 @@
+"""The college Career page's members, rebuilt from the season tables.
+
+Career Stats lists only two kinds of college player, and the two never overlap:
+
+- Joined NFL: the `player_id` also occurs in the NFL table of the same category.
+  A college player keeps his PFF id in the NFL files, so the id is the link.
+- Potential Draftees: the player has a row in the latest college season and is
+  not Joined NFL.
+
+The membership is precomputed into one small table per category, so the website
+never runs the join. It holds no stat and no percentile: the Career row of each
+member is merged from the season tables at request time, and the browser ranks.
+
+Rebuilt whole (delete, then insert) at the end of every `--league ncaaf` ingestion,
+never by the NFL run, so a member added by the NFL tables since the last college
+run shows up only at the next college run. Run the NFL ingestion first when both
+run on the same day.
+"""
+
+from __future__ import annotations
+from dataclasses import dataclass
+from sqlalchemy import delete, func, select
+from sqlalchemy.orm import Session
+from config import CareerStatus
+from database.db_models import (
+    NCAAFPassBlockCareerMember,
+    NCAAFPassBlockStat,
+    NCAAFPassRushCareerMember,
+    NCAAFPassRushStat,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+)
+
+
+@dataclass(frozen=True)
+class _CareerTables:
+    """The three tables one category's membership is built from and written to."""
+
+    label: str  # Wording of the printed line.
+    college_model: type
+    nfl_model: type
+    member_model: type
+
+
+CAREER_TABLES = (
+    _CareerTables(
+        "pass rush",
+        NCAAFPassRushStat,
+        NFLPassRushStat,
+        NCAAFPassRushCareerMember,
+    ),
+    _CareerTables(
+        "pass block",
+        NCAAFPassBlockStat,
+        NFLPassBlockStat,
+        NCAAFPassBlockCareerMember,
+    ),
+)
+
+
+def rebuild_career_members(sess: Session, tables: _CareerTables) -> dict[str, int]:
+    """Replace one category's members and return how many there are per status."""
+    college_model = tables.college_model
+
+    joined_ids = set(
+        sess.scalars(
+            select(college_model.player_id)
+            .where(college_model.player_id.in_(select(tables.nfl_model.player_id)))
+            .distinct()
+        )
+    )
+
+    # The latest season comes from the table itself, never from the seasons just
+    # ingested, so back-filling an old season cannot change who is a Potential Draftee.
+    latest_season = sess.scalar(select(func.max(college_model.season)))
+    latest_ids = set()
+
+    if latest_season is not None:
+        latest_ids = set(
+            sess.scalars(
+                select(college_model.player_id)
+                .where(college_model.season == latest_season)
+                .distinct()
+            )
+        )
+
+    potential_ids = latest_ids - joined_ids
+
+    sess.execute(delete(tables.member_model))
+    sess.add_all(
+        [
+            tables.member_model(
+                player_id=player_id, status=CareerStatus.JOINED_NFL.value
+            )
+            for player_id in sorted(joined_ids)
+        ]
+    )
+    sess.add_all(
+        [
+            tables.member_model(
+                player_id=player_id, status=CareerStatus.POTENTIAL_DRAFTEES.value
+            )
+            for player_id in sorted(potential_ids)
+        ]
+    )
+    sess.commit()
+
+    return {
+        CareerStatus.JOINED_NFL.value: len(joined_ids),
+        CareerStatus.POTENTIAL_DRAFTEES.value: len(potential_ids),
+    }
+
+
+def rebuild_all_career_members(sess: Session) -> None:
+    """Rebuild the members of every category and print what each now holds."""
+    for tables in CAREER_TABLES:
+        counts = rebuild_career_members(sess, tables)
+        summary = ", ".join(f"{count} {status}" for status, count in counts.items())
+        print(f"  career members, {tables.label}: {summary}")
+
+        nfl_row_count = sess.scalar(select(func.count()).select_from(tables.nfl_model))
+
+        if nfl_row_count == 0:
+            print(
+                f"  Warning: the NFL {tables.label} table is empty, so nobody can be "
+                "Joined NFL. Run the NFL ingestion first."
+            )
diff --git a/database/columns.py b/database/columns.py
index d19c6dd..b5124af 100644
--- a/database/columns.py
+++ b/database/columns.py
@@ -77,6 +77,23 @@ class DataColumn:
 )
 
 
+# The four snap counts behind Pass Cov Percent, kept only for the college Career merge
+# (Career Pass Cov Percent = 100 - the sum of the rush snaps over the sum of the pass plays,
+# which the stored percentage alone cannot rebuild). They are never part of the /api payload,
+# so they are not in PASS_RUSH_DATA_COLUMNS; the ingestion reads them as extra columns.
+NCAAF_PASS_RUSH_SNAP_COLUMNS = (
+    DataColumn("PR Snaps", "pass_rush_snaps", "PR Snaps", "int"),
+    DataColumn("Snap Counts Pass Play", "pass_play_snaps", "Pass Play Snaps", "int"),
+    DataColumn("TPS PR Snaps", "tps_pass_rush_snaps", "TPS PR Snaps", "int"),
+    DataColumn(
+        "TPS Snap Counts Pass Play",
+        "tps_pass_play_snaps",
+        "TPS Pass Play Snaps",
+        "int",
+    ),
+)
+
+
 def required_excel_headers(data_columns: tuple[DataColumn, ...]) -> tuple[str, ...]:
     """The headers a sheet must have: the identity columns plus every data column."""
     return IDENTITY_EXCEL_HEADERS + tuple(
diff --git a/database/db_ingestion.py b/database/db_ingestion.py
index 4324791..67c06b8 100644
--- a/database/db_ingestion.py
+++ b/database/db_ingestion.py
@@ -7,6 +7,9 @@
 `nfl_pass_block_stats` or `ncaaf_pass_rush_stats` / `ncaaf_pass_block_stats`.
 The league is always named (`--league`), so the wrong one is never loaded by accident.
 
+The college run (`--league ncaaf`) also rebuilds the Career page's member tables
+(`database/career.py`) after loading, so run the NFL ingestion first when both run.
+
 Strict: a sheet that lacks any column the tables need, or a row without a
 `Player Id`, stops the run with an error instead of loading NULLs.
 
@@ -37,7 +40,9 @@
 from sqlalchemy import delete
 from sqlalchemy.orm import Session
 from config import LEAGUE_DYNAMIC_THRESHOLDS, League
+from database.career import rebuild_all_career_members
 from database.columns import (
+    NCAAF_PASS_RUSH_SNAP_COLUMNS,
     PASS_BLOCK_DATA_COLUMNS,
     PASS_RUSH_DATA_COLUMNS,
     required_excel_headers,
@@ -201,6 +206,9 @@ class _Category:
     team_header: str = "Team"  # The column that holds the team key.
     team_code_type: Callable = str  # The NFL key is a code, the college key an id.
     extra_columns: tuple[tuple[str, str], ...] = ()  # (model attribute, Excel header).
+    hidden_columns: (
+        tuple
+    ) = ()  # Read like data columns, but not part of the API payload.
 
 
 _PASS_RUSH = _Category(
@@ -238,6 +246,7 @@ class _Category:
     team_header="Franchise Id",
     team_code_type=int,
     extra_columns=(("conference", "Conference"),),
+    hidden_columns=NCAAF_PASS_RUSH_SNAP_COLUMNS,
 )
 
 _NCAAF_PASS_BLOCK = _Category(
@@ -273,7 +282,9 @@ def ingest_category(
     The body is shared by the categories of both leagues; the column reads come
     from the declaration in `database/columns.py`.
     """
-    required = required_excel_headers(category.data_columns) + (
+    required = required_excel_headers(
+        category.data_columns + category.hidden_columns
+    ) + (
         category.team_header,
         *(header for _, header in category.extra_columns),
     )
@@ -313,7 +324,7 @@ def ingest_category(
                     "player": row["Player"],
                     "abbr_name": row["Abbr Name"],
                 }
-                for column in category.data_columns:
+                for column in category.data_columns + category.hidden_columns:
                     values[column.attr] = _read_value(
                         column.kind, row.get(column.excel_header)
                     )
@@ -391,6 +402,10 @@ def main() -> None:
         pass_rush_rows = ingest_category(sess, data_dir, seasons, pass_rush_category)
         pass_block_rows = ingest_category(sess, data_dir, seasons, pass_block_category)
 
+        # The Career members read both leagues' tables, so only the college run rebuilds them.
+        if league is League.NCAAF:
+            rebuild_all_career_members(sess)
+
     print(
         f"\nBulk-inserted {pass_rush_rows} {league.value} pass-rush rows and "
         f"{pass_block_rows} pass-block rows."
diff --git a/database/db_models.py b/database/db_models.py
index 0268290..04b1f7a 100644
--- a/database/db_models.py
+++ b/database/db_models.py
@@ -164,6 +164,12 @@ class NCAAFPassRushStat(StatIdentityMixin, PassRushMetricsMixin, Base):
     team_code = Column(Integer, ForeignKey("ncaaf_teams.franchise_id"), nullable=False)
     conference = Column(String, nullable=False)  # Attached at conversion; in scope.
 
+    # Behind Pass Cov Percent, for the Career merge only; never in the API payload.
+    pass_rush_snaps = Column(Integer)  # PR Snaps.
+    pass_play_snaps = Column(Integer)  # Snap Counts Pass Play.
+    tps_pass_rush_snaps = Column(Integer)  # TPS PR Snaps.
+    tps_pass_play_snaps = Column(Integer)  # TPS Snap Counts Pass Play.
+
     team = relationship("NCAAFTeam", back_populates="pass_rush_stats")
 
     __table_args__ = (
@@ -198,6 +204,24 @@ class NCAAFPassBlockStat(StatIdentityMixin, PassBlockMetricsMixin, Base):
     )
 
 
+class NCAAFPassRushCareerMember(Base):
+    """Who is on the college Career page for the front 7 (see `database/career.py`)."""
+
+    __tablename__ = "ncaaf_pass_rush_career_members"
+
+    player_id = Column(Integer, primary_key=True, autoincrement=False)
+    status = Column(String, nullable=False)  # A `CareerStatus` value.
+
+
+class NCAAFPassBlockCareerMember(Base):
+    """Who is on the college Career page for the OL (see `database/career.py`)."""
+
+    __tablename__ = "ncaaf_pass_block_career_members"
+
+    player_id = Column(Integer, primary_key=True, autoincrement=False)
+    status = Column(String, nullable=False)  # A `CareerStatus` value.
+
+
 # Serialization helpers used by main.py to keep API payload shape
 # identical to what frontend already expects (space-and-mixed-case keys
 # preserved so no client-side renaming is needed). Both read the one
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 24eae98..681e27b 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -30,6 +30,13 @@
    `front_7_pass_rush`/`ol_pass_block`, since the two categories have no joint table and it's fine
    for one to get a season's file before the other. It runs after the arguments are parsed, so
    `--data-dir` is honoured; an explicit `--seasons` still overrides it.
+   **Career members (college only).** The college run ends by rebuilding `ncaaf_pass_rush_career_members` and
+   `ncaaf_pass_block_career_members` (`database/career.py`: `player_id` and a `CareerStatus`), whole, never
+   incrementally. `Joined NFL` = the `player_id` also in the NFL table of the same category; `Potential
+   Draftees` = a row in `MAX(season)` of the college table (read from the table, never from `--seasons`) and
+   not Joined NFL. The NFL run never rebuilds them, so run the NFL ingestion first when both run. The college
+   pass-rush table also keeps four snap counts (`pass_rush_snaps`, `pass_play_snaps` and the TPS pair) that
+   only the Career merge reads; they are not in `PASS_RUSH_DATA_COLUMNS` and never in the API payload.
 
 4. `database/db_models.py` defines the SQLAlchemy schema (`NFLTeam`, `NFLPassRushStat`, `NFLPassBlockStat`; the `nfl_` prefix leaves room for NCAAF tables). The stat tables take their
    columns from mixins — `StatIdentityMixin` (id, season, position, player_id, player, abbr_name, games),
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index 35d9be2..4257dc7 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -17,6 +17,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | A JSON API endpoint under `/api/` (parameters, response shape, error codes) | `test_api_endpoints.py` ([doc](TEST_API_ENDPOINTS.md)) | API |
 | How the app is assembled: mounts, `/health`, how `sw.js` and `index.html` are served | `test_app_startup.py` ([doc](TEST_APP_STARTUP.md)) | API |
 | Season-threshold routing in `config.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
+| Who is on the college Career page (Joined NFL, Potential Draftees) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
 | Ingestion: file path resolution, replacing a season/position slice | `test_db_ingestion.py` ([doc](TEST_DB_INGESTION.md)) | pure Python |
 | The `nfl_*` table names, unique key, NOT NULL `player_id`, and which table has the pass-rush percent columns | `test_db_models.py` ([doc](TEST_DB_MODELS.md)) | pure Python |
 | Neutral metrics: Pass Cov Percent order, grey chip on Player/Comparison/Linemate cards, chip contrast | `test_neutral_metric.py` ([doc](TEST_NEUTRAL_METRIC.md)) | browser |
diff --git a/playbook/tests/TEST_CAREER_MEMBERS.md b/playbook/tests/TEST_CAREER_MEMBERS.md
new file mode 100644
index 0000000..682acc8
--- /dev/null
+++ b/playbook/tests/TEST_CAREER_MEMBERS.md
@@ -0,0 +1,9 @@
+# test_career_members.py
+
+> **Add tests here when:** changing `database/career.py`: who counts as Joined NFL or a Potential Draftee, how the members are rebuilt, or the per-category membership tables.
+
+- **Kind:** pure Python.
+- **Needs:** nothing beyond sqlalchemy. It seeds an in-memory sqlite database with synthetic college and NFL rows.
+- **Covers:** a college player whose `player_id` is in the NFL table of the same category is Joined NFL; a player in the latest college season and not in the NFL is a Potential Draftee; a player in neither group is not a member; a Joined NFL player in the latest season is not also a Potential Draftee; the latest season is read from the table, so back-filling an old season changes nothing; a rebuild follows the NFL table (a drafted player flips from Potential Draftee to Joined NFL) and replaces the old members; rebuilding twice gives the same members; each category matches only its own NFL table; an empty college table gives no members; an empty NFL table prints the warning to run the NFL ingestion first.
+- **Not here:** that only the college ingestion run calls the rebuild, and the four snap columns being read from the workbook -> `TEST_DB_INGESTION.md`; the Career API that merges the members' rows (not built yet).
+- **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_DB_INGESTION.md b/playbook/tests/TEST_DB_INGESTION.md
index a54dcd3..3192247 100644
--- a/playbook/tests/TEST_DB_INGESTION.md
+++ b/playbook/tests/TEST_DB_INGESTION.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python.
 - **Needs:** nothing beyond pandas and sqlalchemy. It writes tiny synthetic xlsx files in `tmp_path` and uses its own sqlite engine.
-- **Covers:** reading from `data/nfl/<category>/<season>.xlsx`; storing `player_id` and the pass-rush percent columns; a missing required column or a null Player Id raising `ValueError`; discovery scanning only the requested league's subfolder; the college categories reading `data/ncaaf/<category>/<season>.xlsx` into the `ncaaf_*` tables with the `Franchise Id` as `team_code` and the `Conference`, never touching the NFL folder or tables, and refusing a workbook that lacks either column; the college team table holding every scoped school, rerunnable, with no colour set; the command line requiring `--league`; skipping a missing season file; no fallback to the old flat file names; the data-dir environment override for the repo root; re-ingesting replaces an existing season/position slice (NFL and college). The required columns and the row building come from `database/columns.py` through the shared `ingest_category()`, so these tests exercise that one declaration.
+- **Covers:** reading from `data/nfl/<category>/<season>.xlsx`; storing `player_id` and the pass-rush percent columns; a missing required column or a null Player Id raising `ValueError`; discovery scanning only the requested league's subfolder; the college categories reading `data/ncaaf/<category>/<season>.xlsx` into the `ncaaf_*` tables with the `Franchise Id` as `team_code` and the `Conference`, never touching the NFL folder or tables, and refusing a workbook that lacks either column; a college pass-rush workbook storing the four snap counts behind Pass Cov Percent (and stopping the run when one is missing); only the college run rebuilding the Career members; the college team table holding every scoped school, rerunnable, with no colour set; the command line requiring `--league`; skipping a missing season file; no fallback to the old flat file names; the data-dir environment override for the repo root; re-ingesting replaces an existing season/position slice (NFL and college). The required columns and the row building come from `database/columns.py` through the shared `ingest_category()`, so these tests exercise that one declaration.
 - **Not here:** the HTTP API that serves ingested rows → `TEST_API_ENDPOINTS.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_DB_MODELS.md b/playbook/tests/TEST_DB_MODELS.md
index 461e838..6525ef6 100644
--- a/playbook/tests/TEST_DB_MODELS.md
+++ b/playbook/tests/TEST_DB_MODELS.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python.
 - **Needs:** nothing beyond sqlalchemy. It inspects the models and an in-memory sqlite database.
-- **Covers:** the `nfl_` prefix on every table; the `(season, position, player_id)` unique key and duplicate rejection; `player_id` NOT NULL; the pass-rush percent columns existing on the pass-rush table only the pass-rush percent columns existing on the pass-rush table only; the four stat tables (NFL and NCAAF) each carry their league prefix on every constraint and index name and the `(season, position, player_id)` key; the models' columns (from the identity and metric mixins) are exactly the identity columns plus the attributes declared in `database/columns.py`, plus `conference` on the NCAAF tables.
+- **Covers:** the `nfl_` prefix on every table; the `(season, position, player_id)` unique key and duplicate rejection; `player_id` NOT NULL; the pass-rush percent columns existing on the pass-rush table only the pass-rush percent columns existing on the pass-rush table only; the two college Career member tables keyed by `player_id` alone with a NOT NULL `status`; the four hidden snap columns on the college pass-rush table only; the four stat tables (NFL and NCAAF) each carry their league prefix on every constraint and index name and the `(season, position, player_id)` key; the models' columns (from the identity and metric mixins) are exactly the identity columns plus the attributes declared in `database/columns.py`, plus `conference` on the NCAAF tables.
 - **Not here:** how files become rows → `TEST_DB_INGESTION.md`.
 - **Known gaps:** none recorded.
diff --git a/tests/test_career_members.py b/tests/test_career_members.py
new file mode 100644
index 0000000..03e9d3e
--- /dev/null
+++ b/tests/test_career_members.py
@@ -0,0 +1,194 @@
+"""Tests for database/career.py: who is on the college Career page.
+
+A member is Joined NFL (the player_id also sits in the NFL table of the same category)
+or a Potential Draftee (a row in the latest college season, and not Joined NFL).
+"""
+
+from __future__ import annotations
+import pytest
+from sqlalchemy import create_engine
+from sqlalchemy.orm import sessionmaker
+from config import CareerStatus
+from database import career
+from database.db_models import (
+    Base,
+    NCAAFPassBlockCareerMember,
+    NCAAFPassBlockStat,
+    NCAAFPassRushCareerMember,
+    NCAAFPassRushStat,
+    NFLPassBlockStat,
+    NFLPassRushStat,
+)
+
+AKRON_ID = 102  # MAC.
+JOINED = CareerStatus.JOINED_NFL.value
+POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+
+PASS_RUSH_TABLES = career.CAREER_TABLES[0]
+PASS_BLOCK_TABLES = career.CAREER_TABLES[1]
+
+
+@pytest.fixture()
+def sess():
+    engine = create_engine("sqlite:///:memory:")
+    Base.metadata.create_all(engine)
+
+    with sessionmaker(engine)() as session:
+        yield session
+
+
+def _college_row(model, season, player_id, position="ED"):
+    return model(
+        season=season,
+        position=position,
+        team_code=AKRON_ID,
+        conference="MAC",
+        player_id=player_id,
+        player=f"Player {player_id}",
+        abbr_name=f"P. {player_id}",
+    )
+
+
+def _nfl_row(model, season, player_id, position="ED"):
+    return model(
+        season=season,
+        position=position,
+        team_code="BUF",
+        player_id=player_id,
+        player=f"Player {player_id}",
+        abbr_name=f"P. {player_id}",
+    )
+
+
+def _members(sess, member_model) -> dict[int, str]:
+    return {member.player_id: member.status for member in sess.query(member_model)}
+
+
+def test_a_player_also_in_the_nfl_table_is_joined_nfl(sess):
+    sess.add(_college_row(NCAAFPassRushStat, 2024, 1))
+    sess.add(_nfl_row(NFLPassRushStat, 2025, 1))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {1: JOINED}
+
+
+def test_a_player_in_the_latest_season_and_not_in_the_nfl_is_a_potential_draftee(sess):
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 2))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {2: POTENTIAL}
+
+
+def test_a_player_in_neither_group_is_not_a_member(sess):
+    # Played in 2024 only, never reached the NFL tables: a graduate who did not go pro.
+    sess.add(_college_row(NCAAFPassRushStat, 2024, 3))
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 4))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {4: POTENTIAL}
+
+
+def test_a_joined_nfl_player_in_the_latest_season_is_not_also_a_potential_draftee(sess):
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 5))
+    sess.add(_nfl_row(NFLPassRushStat, 2026, 5))
+    sess.commit()
+
+    counts = career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {5: JOINED}
+    assert counts == {JOINED: 1, POTENTIAL: 0}
+
+
+def test_the_latest_season_is_read_from_the_table_not_from_the_seasons_just_loaded(
+    sess,
+):
+    # Back-filling an old season adds a row but never moves the latest season.
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 6))
+    sess.commit()
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    sess.add(_college_row(NCAAFPassRushStat, 2023, 7))
+    sess.commit()
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {6: POTENTIAL}
+
+
+def test_rebuilding_follows_the_nfl_table_and_replaces_the_old_members(sess):
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 8))
+    sess.commit()
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+    assert _members(sess, NCAAFPassRushCareerMember) == {8: POTENTIAL}
+
+    # He is drafted and shows up in the NFL table: the next rebuild flips him.
+    sess.add(_nfl_row(NFLPassRushStat, 2026, 8))
+    sess.commit()
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {8: JOINED}
+
+
+def test_rebuilding_twice_gives_the_same_members(sess):
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 9))
+    sess.add(_college_row(NCAAFPassRushStat, 2024, 10))
+    sess.add(_nfl_row(NFLPassRushStat, 2025, 10))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+    first = _members(sess, NCAAFPassRushCareerMember)
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert first == {9: POTENTIAL, 10: JOINED}
+    assert _members(sess, NCAAFPassRushCareerMember) == first
+
+
+def test_each_category_matches_against_its_own_nfl_table(sess):
+    # He is in the NFL pass-rush table only, so he is Joined NFL for the front 7
+    # and a Potential Draftee for the OL (a college tackle who plays on the edge in the
+    # pros is not flagged; accepted, rare).
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 11))
+    sess.add(_college_row(NCAAFPassBlockStat, 2025, 11, position="T"))
+    sess.add(_nfl_row(NFLPassRushStat, 2025, 11))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+    career.rebuild_career_members(sess, PASS_BLOCK_TABLES)
+
+    assert _members(sess, NCAAFPassRushCareerMember) == {11: JOINED}
+    assert _members(sess, NCAAFPassBlockCareerMember) == {11: POTENTIAL}
+
+
+def test_the_pass_block_members_use_the_nfl_pass_block_table(sess):
+    sess.add(_college_row(NCAAFPassBlockStat, 2025, 12, position="T"))
+    sess.add(_nfl_row(NFLPassBlockStat, 2025, 12, position="T"))
+    sess.commit()
+
+    career.rebuild_career_members(sess, PASS_BLOCK_TABLES)
+
+    assert _members(sess, NCAAFPassBlockCareerMember) == {12: JOINED}
+
+
+def test_an_empty_college_table_gives_no_members(sess):
+    counts = career.rebuild_career_members(sess, PASS_RUSH_TABLES)
+
+    assert counts == {JOINED: 0, POTENTIAL: 0}
+    assert _members(sess, NCAAFPassRushCareerMember) == {}
+
+
+def test_an_empty_nfl_table_prints_a_warning_to_run_the_nfl_ingestion_first(
+    sess, capsys
+):
+    sess.add(_college_row(NCAAFPassRushStat, 2025, 13))
+    sess.commit()
+
+    career.rebuild_all_career_members(sess)
+
+    output = capsys.readouterr().out
+    assert "NFL pass rush table is empty" in output
+    assert "Run the NFL ingestion first" in output
diff --git a/tests/test_db_ingestion.py b/tests/test_db_ingestion.py
index 1ab2ec9..b04d443 100644
--- a/tests/test_db_ingestion.py
+++ b/tests/test_db_ingestion.py
@@ -8,6 +8,7 @@
 import pytest
 from sqlalchemy import create_engine
 from sqlalchemy.orm import sessionmaker
+from sqlalchemy.pool import StaticPool
 from database import db_ingestion
 from config import League
 from database.db_models import (
@@ -238,6 +239,16 @@ def _college_columns(franchise_id=AKRON_ID, conference="MAC") -> dict:
     return {"Franchise Id": [franchise_id], "Conference": [conference]}
 
 
+def _snap_columns() -> dict:
+    """The four snap counts a college pass-rush workbook carries for the Career page."""
+    return {
+        "PR Snaps": [67],
+        "Snap Counts Pass Play": [341],
+        "TPS PR Snaps": [21],
+        "TPS Snap Counts Pass Play": [141],
+    }
+
+
 def test_ncaaf_pass_rush_is_read_from_the_ncaaf_folder_into_the_college_table(
     tmp_path,
 ):
@@ -245,7 +256,7 @@ def test_ncaaf_pass_rush_is_read_from_the_ncaaf_folder_into_the_college_table(
     _write_front_7_xlsx(
         tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
         team="AKRON",
-        extra=_college_columns(),
+        extra={**_college_columns(), **_snap_columns()},
     )
     sess = _fresh_session()
     db_ingestion.upsert_ncaaf_teams(sess)
@@ -258,6 +269,52 @@ def test_ncaaf_pass_rush_is_read_from_the_ncaaf_folder_into_the_college_table(
     assert sess.query(NFLPassRushStat).count() == 0
 
 
+def test_ncaaf_pass_rush_stores_the_four_snap_counts_the_career_merge_needs(tmp_path):
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(
+        tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
+        extra={**_college_columns(), **_snap_columns()},
+    )
+    sess = _fresh_session()
+    db_ingestion.upsert_ncaaf_teams(sess)
+
+    db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+
+    row = sess.query(NCAAFPassRushStat).one()
+    assert (
+        row.pass_rush_snaps,
+        row.pass_play_snaps,
+        row.tps_pass_rush_snaps,
+        row.tps_pass_play_snaps,
+    ) == (67, 341, 21, 141)
+
+
+@pytest.mark.parametrize(
+    "column",
+    [
+        "PR Snaps",
+        "Snap Counts Pass Play",
+        "TPS PR Snaps",
+        "TPS Snap Counts Pass Play",
+    ],
+)
+def test_a_college_pass_rush_workbook_without_a_snap_count_stops_the_run(
+    tmp_path, column
+):
+    (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
+    _write_front_7_xlsx(
+        tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
+        extra={**_college_columns(), **_snap_columns()},
+        drop=[column],
+    )
+    sess = _fresh_session()
+
+    with pytest.raises(ValueError, match=column):
+        db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
+
+    assert sess.query(NCAAFPassRushStat).count() == 0
+
+
 def test_ncaaf_pass_block_is_read_from_the_ncaaf_folder_into_the_college_table(
     tmp_path,
 ):
@@ -293,7 +350,7 @@ def test_a_college_workbook_without_a_conference_stops_the_run(tmp_path):
     (tmp_path / "ncaaf" / "front_7_pass_rush").mkdir(parents=True)
     _write_front_7_xlsx(
         tmp_path / "ncaaf" / "front_7_pass_rush" / "2025.xlsx",
-        extra=_college_columns(),
+        extra={**_college_columns(), **_snap_columns()},
         drop=["Conference"],
     )
     sess = _fresh_session()
@@ -325,10 +382,15 @@ def test_college_reingestion_replaces_the_season_position_slice(tmp_path):
     sess = _fresh_session()
     db_ingestion.upsert_ncaaf_teams(sess)
 
-    _write_front_7_xlsx(path, player="Old Guy", extra=_college_columns())
+    _write_front_7_xlsx(
+        path, player="Old Guy", extra={**_college_columns(), **_snap_columns()}
+    )
     db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
     _write_front_7_xlsx(
-        path, player="New Guy", player_id=1002, extra=_college_columns()
+        path,
+        player="New Guy",
+        player_id=1002,
+        extra={**_college_columns(), **_snap_columns()},
     )
     db_ingestion.ingest_ncaaf_pass_rush(sess, tmp_path, [2025])
 
@@ -356,6 +418,33 @@ def test_the_college_team_table_holds_every_scoped_school_and_is_rerunnable():
     assert all(team.primary_color is None for team in sess.query(NCAAFTeam))
 
 
+def _patch_ingestion_to_an_in_memory_database(monkeypatch) -> None:
+    """Point `main()` at a throwaway database, so a run never touches the real one."""
+    engine = create_engine(
+        "sqlite://", poolclass=StaticPool, connect_args={"check_same_thread": False}
+    )
+
+    monkeypatch.setattr(db_ingestion, "engine", engine)
+    monkeypatch.setattr(db_ingestion, "SessionLocal", sessionmaker(engine))
+
+
+def test_only_the_college_run_rebuilds_the_career_members(tmp_path, monkeypatch):
+    _patch_ingestion_to_an_in_memory_database(monkeypatch)
+    rebuilds = []
+    monkeypatch.setattr(
+        db_ingestion, "rebuild_all_career_members", lambda sess: rebuilds.append(sess)
+    )
+
+    for league in ("nfl", "ncaaf"):
+        monkeypatch.setattr(
+            "sys.argv",
+            ["db_ingestion", "--league", league, "--data-dir", str(tmp_path)],
+        )
+        db_ingestion.main()
+
+    assert len(rebuilds) == 1
+
+
 def test_the_command_line_needs_a_league(monkeypatch):
     monkeypatch.setattr("sys.argv", ["db_ingestion", "--seasons", "2026"])
 
diff --git a/tests/test_db_models.py b/tests/test_db_models.py
index d8cbce3..27d9f13 100644
--- a/tests/test_db_models.py
+++ b/tests/test_db_models.py
@@ -29,8 +29,29 @@ def _engine():
     return engine
 
 
+# The college Career page's member tables: one per category, a player_id and a status.
+CAREER_MEMBER_TABLES = {
+    "ncaaf_pass_rush_career_members",
+    "ncaaf_pass_block_career_members",
+}
+
+
 def test_the_tables_are_the_two_leagues():
-    assert set(Base.metadata.tables) == {"nfl_teams", "ncaaf_teams", *STAT_TABLES}
+    assert set(Base.metadata.tables) == {
+        "nfl_teams",
+        "ncaaf_teams",
+        *STAT_TABLES,
+        *CAREER_MEMBER_TABLES,
+    }
+
+
+def test_each_career_member_table_is_keyed_by_player_id_alone():
+    for name in CAREER_MEMBER_TABLES:
+        table = Base.metadata.tables[name]
+
+        assert [column.name for column in table.primary_key.columns] == ["player_id"]
+        assert {column.name for column in table.columns} == {"player_id", "status"}
+        assert not table.columns["status"].nullable
 
 
 def test_every_constraint_and_index_name_carries_its_league_prefix():
@@ -133,7 +154,11 @@ def test_model_columns_match_the_column_spec():
     This keeps the single source in `database/columns.py`: a metric added there
     (and so to the ingestion and the API) must be given a model column too.
     """
-    from database.columns import PASS_BLOCK_DATA_COLUMNS, PASS_RUSH_DATA_COLUMNS
+    from database.columns import (
+        NCAAF_PASS_RUSH_SNAP_COLUMNS,
+        PASS_BLOCK_DATA_COLUMNS,
+        PASS_RUSH_DATA_COLUMNS,
+    )
 
     identity = {
         "id",
@@ -148,7 +173,11 @@ def test_model_columns_match_the_column_spec():
     for model, data_columns, extra in (
         (NFLPassRushStat, PASS_RUSH_DATA_COLUMNS, set()),
         (NFLPassBlockStat, PASS_BLOCK_DATA_COLUMNS, set()),
-        (NCAAFPassRushStat, PASS_RUSH_DATA_COLUMNS, {"conference"}),
+        (
+            NCAAFPassRushStat,
+            PASS_RUSH_DATA_COLUMNS,
+            {"conference"} | {column.attr for column in NCAAF_PASS_RUSH_SNAP_COLUMNS},
+        ),
         (NCAAFPassBlockStat, PASS_BLOCK_DATA_COLUMNS, {"conference"}),
     ):
         table_columns = {column.name for column in model.__table__.columns}

From 9bd54f319226375a845413c7b48efa3f9c92de9c Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 09:48:57 -0400
Subject: [PATCH 06/16] Refactored `config.py` into `config/`.

Split settings into `leagues.py`, `metrics.py`, and `thresholds.py`.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config/__init__.py                          | 67 +++++++++++++++++
 config/leagues.py                           | 34 +++++++++
 config/metrics.py                           | 28 ++++++++
 config/thresholds.py                        | 80 +++++++++++++++++++++
 database/db_ingestion.py                    |  4 +-
 database/db_models.py                       |  4 +-
 frontend/config.js                          |  2 +-
 frontend/data.js                            |  4 +-
 frontend/filters.js                         |  2 +-
 frontend/main.js                            |  2 +-
 frontend/metric-notes.js                    |  4 +-
 main.py                                     |  2 +-
 playbook/ROSTER.md                          |  2 +-
 playbook/architecture/BACKEND-AND-DEPLOY.md | 11 ++-
 playbook/architecture/INDEX.md              |  2 +-
 playbook/architecture/METRICS-AND-NOTES.md  |  4 +-
 playbook/architecture/THRESHOLDS.md         |  4 +-
 playbook/tests/INDEX.md                     |  2 +-
 playbook/tests/TEST_CONFIG.md               |  2 +-
 playbook/tests/TEST_PATHS.md                |  2 +-
 tests/test_api_endpoints.py                 |  2 +-
 tests/test_config.py                        |  2 +-
 tests/test_preprocessing_league.py          |  2 +-
 tools/render_metric_formulas.py             |  2 +-
 utils/render_metric_formulas.py             |  2 +-
 25 files changed, 244 insertions(+), 28 deletions(-)
 create mode 100644 config/__init__.py
 create mode 100644 config/leagues.py
 create mode 100644 config/metrics.py
 create mode 100644 config/thresholds.py

diff --git a/config/__init__.py b/config/__init__.py
new file mode 100644
index 0000000..ee94592
--- /dev/null
+++ b/config/__init__.py
@@ -0,0 +1,67 @@
+"""All configurations, split by what they describe.
+
+- `leagues`: the leagues, who is on the college Career page, and the data paths.
+- `metrics`: position names, rounding, and the notes that explain each metric.
+- `thresholds`: the default thresholds per league and the rule that picks one.
+
+Every name is re-exported here, so code writes `from config import League` and does
+not care which file defines it.
+"""
+
+from config.leagues import (
+    BASE_PATH,
+    DATA_FOLDER_PATH,
+    LEAGUE_DATA_PATHS,
+    NCAAF_DATA_PATH,
+    NFL_DATA_PATH,
+    CareerStatus,
+    League,
+)
+from config.metrics import (
+    ALLOWED_HAVOC_RATE_NOTE,
+    DISPLAY_DECIMALS,
+    FRONT_7_NAMES,
+    HAVOC_RATE_NOTE,
+    OL_NAMES,
+    PASS_COV_PERCENT_NOTE,
+    PBE_NOTE,
+    PRP_NOTE,
+    ROUNDING_DECIMALS,
+    TPS_NOTE,
+)
+from config.thresholds import (
+    DEFAULT_THRESHOLDS,
+    DYNAMIC_THRESHOLDS,
+    LEAGUE_DEFAULT_THRESHOLDS,
+    LEAGUE_DYNAMIC_THRESHOLDS,
+    NCAAF_DEFAULT_THRESHOLDS,
+    NCAAF_DYNAMIC_THRESHOLDS,
+    resolve_default_threshold,
+)
+
+__all__ = [
+    "ALLOWED_HAVOC_RATE_NOTE",
+    "BASE_PATH",
+    "DATA_FOLDER_PATH",
+    "DEFAULT_THRESHOLDS",
+    "DISPLAY_DECIMALS",
+    "DYNAMIC_THRESHOLDS",
+    "FRONT_7_NAMES",
+    "HAVOC_RATE_NOTE",
+    "LEAGUE_DATA_PATHS",
+    "LEAGUE_DEFAULT_THRESHOLDS",
+    "LEAGUE_DYNAMIC_THRESHOLDS",
+    "NCAAF_DATA_PATH",
+    "NCAAF_DEFAULT_THRESHOLDS",
+    "NCAAF_DYNAMIC_THRESHOLDS",
+    "NFL_DATA_PATH",
+    "OL_NAMES",
+    "PASS_COV_PERCENT_NOTE",
+    "PBE_NOTE",
+    "PRP_NOTE",
+    "ROUNDING_DECIMALS",
+    "TPS_NOTE",
+    "CareerStatus",
+    "League",
+    "resolve_default_threshold",
+]
diff --git a/config/leagues.py b/config/leagues.py
new file mode 100644
index 0000000..1cd5264
--- /dev/null
+++ b/config/leagues.py
@@ -0,0 +1,34 @@
+"""The leagues, who is on the college Career page, and where the data lives."""
+
+import os
+from enum import Enum
+
+# Repo root: this file sits one folder below it, in config/.
+BASE_PATH = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+DATA_FOLDER_PATH = os.path.join(BASE_PATH, "data")
+
+# Each league keeps its files in its own subfolder:
+# data/{nfl,ncaaf}/{front_7_pass_rush,ol_pass_block}/.
+# DATA_FOLDER_PATH stays root of all data.
+NFL_DATA_PATH = os.path.join(DATA_FOLDER_PATH, "nfl")
+NCAAF_DATA_PATH = os.path.join(DATA_FOLDER_PATH, "ncaaf")
+
+
+class League(str, Enum):
+    """The leagues the data pipeline knows. The value is the data folder name."""
+
+    NFL = "nfl"
+    NCAAF = "ncaaf"
+
+
+class CareerStatus(str, Enum):
+    """Who is on the college Career page. The value is what the table stores and the page shows."""
+
+    JOINED_NFL = "Joined NFL"
+    POTENTIAL_DRAFTEES = "Potential Draftees"
+
+
+LEAGUE_DATA_PATHS: dict[League, str] = {
+    League.NFL: NFL_DATA_PATH,
+    League.NCAAF: NCAAF_DATA_PATH,
+}
diff --git a/config/metrics.py b/config/metrics.py
new file mode 100644
index 0000000..40ce9a5
--- /dev/null
+++ b/config/metrics.py
@@ -0,0 +1,28 @@
+"""Position names, rounding, and the notes that explain each metric."""
+
+ROUNDING_DECIMALS = 3  # Better precision alleviates overlaps in plots.
+DISPLAY_DECIMALS = 1  # For UI displays only.
+
+
+FRONT_7_NAMES = {"DI": "Defensive Interior", "ED": "Edge", "LB": "Linebacker"}
+OL_NAMES = {"T": "Offensive Tackles", "G": "Guards", "C": "Centers"}
+
+
+HAVOC_RATE_NOTE = "Havoc Rate = (Sacks + QB Hits) / Pass Rush Opportunities."
+ALLOWED_HAVOC_RATE_NOTE = (
+    "Allowed Havoc Rate = (Sacks + QB Hits) / Non Spike Pass Block Snaps."
+)
+
+PRP_NOTE = "PRP = (Sacks + 0.5 x (QB Hits + Hurries)) / Pass Rush Opportunities x 100."
+PASS_COV_PERCENT_NOTE = "Pass Cov Percent = 100 - Pass Rush Percent, where Pass Rush Percent = Pass Rush Snaps / Pass Play Snaps x 100."
+PBE_NOTE = "PBE = 100 - (Sacks + 0.5 x (QB Hits + Hurries)) / Non Spike Pass Block Snaps x 100."
+
+# Shared across every "TPS "-prefixed metric — not a per-metric formula, so
+# it lives once here rather than duplicated into a TPS_*_NOTE per metric.
+# The frontend appends this to whatever a TPS metric's own note/formula
+# already says, keyed off the "TPS " prefix rather than a per-metric flag
+# (see main.py's /api/metadata: exposed once at the top level, not per metric).
+TPS_NOTE = (
+    "True Pass Set: excludes plays with less than 4 rushers, play action, "
+    "screens, short dropbacks and time-to-throws under 2 seconds."
+)
diff --git a/config/thresholds.py b/config/thresholds.py
new file mode 100644
index 0000000..7811412
--- /dev/null
+++ b/config/thresholds.py
@@ -0,0 +1,80 @@
+"""The default thresholds per league, and the rule that picks one for a season."""
+
+from datetime import date
+from config.leagues import League
+
+# Default "historical seasons'" thresholds applied on page load.
+DEFAULT_THRESHOLDS: dict[str, int] = {
+    "pass_rush": 230,  # Min PR Opp for pass rush filter.
+    "pass_block": 300,  # Min Non Spike PB Snaps for pass block filter.
+}
+
+# Dynamic threshold for the current season in progress.
+# Set thresholds BY HAND each week during data ingestion.
+# Eyeballed against how far the season has actually progressed.
+
+# Deliberately NOT derived from a fraction-of-season-elapsed formula.
+# Because season pacing is not uniform. But — the final end is quite stable throughout years.
+# Hereby, we use static thresholds for already ended seasons.
+
+# Add/edit current year's entry weekly; once a season ends, leave it in place.
+# With a season's end, resolve_default_threshold() falls back to static
+# DEFAULT_THRESHOLDS automatically after entering next following calendar year.
+# Key, which means current season, must be "renamed" when a new season comes.
+DYNAMIC_THRESHOLDS: dict[int, dict[str, int]] = {
+    2026: {
+        "pass_rush": 95,  # Min PR Opp for pass rush filter.
+        "pass_block": 105,  # Min Non Spike PB Snaps for pass block filter.
+    },
+}
+
+
+# NCAAF thresholds, their own because the NFL values left too many or too few players on
+# the college chart: the front 7 uses the same 230 as the NFL, the OL a stricter 360.
+# Set by the owner after trying the real page; change them if they feel wrong.
+NCAAF_DEFAULT_THRESHOLDS: dict[str, int] = {
+    "pass_rush": 230,  # Min PR Opp for pass rush filter.
+    "pass_block": 360,  # Min Non Spike PB Snaps for pass block filter.
+}
+
+# Set BY HAND each week, like the NFL ones above. The 2026 entry is a placeholder
+# of about 2/3 of the static values (a college season has about 12 games).
+NCAAF_DYNAMIC_THRESHOLDS: dict[int, dict[str, int]] = {
+    2026: {
+        "pass_rush": 120,  # Min PR Opp for pass rush filter.
+        "pass_block": 205,  # Min Non Spike PB Snaps for pass block filter.
+    },
+}
+
+LEAGUE_DEFAULT_THRESHOLDS: dict[League, dict[str, int]] = {
+    League.NFL: DEFAULT_THRESHOLDS,
+    League.NCAAF: NCAAF_DEFAULT_THRESHOLDS,
+}
+
+LEAGUE_DYNAMIC_THRESHOLDS: dict[League, dict[int, dict[str, int]]] = {
+    League.NFL: DYNAMIC_THRESHOLDS,
+    League.NCAAF: NCAAF_DYNAMIC_THRESHOLDS,
+}
+
+
+def resolve_default_threshold(
+    category: str,
+    season: int,
+    league: League = League.NFL,
+    *,
+    today: date | None = None
+) -> int:
+    """Static preset for a finalized season, dynamic preset for the season
+    currently in progress. Routing is a Calendar Year comparison
+    (season_year vs. today's year), not schedule-aware.
+    Regular season is ~90% complete before New Year's Day, so this is an accepted
+    near-100%-accurate approximation. No need to be perfectly precise.
+    """
+    current_year = (today or date.today()).year
+
+    if season == current_year:
+        dynamic = LEAGUE_DYNAMIC_THRESHOLDS[league].get(season, {})
+        if category in dynamic:
+            return dynamic[category]
+
+    return LEAGUE_DEFAULT_THRESHOLDS[league][category]
diff --git a/database/db_ingestion.py b/database/db_ingestion.py
index 67c06b8..7722804 100644
--- a/database/db_ingestion.py
+++ b/database/db_ingestion.py
@@ -412,7 +412,7 @@ def main() -> None:
     )
 
     # In-progress season's threshold is hand-eyeballed weekly, not
-    # auto-computed (see config.py's DYNAMIC_THRESHOLDS and NCAAF_DYNAMIC_THRESHOLDS).
+    # auto-computed (see config/thresholds.py's DYNAMIC_THRESHOLDS and NCAAF_DYNAMIC_THRESHOLDS).
     # Nudge rather than silently falling back if this week's ingestion covers
     # the current season and nobody's touched it yet.
     current_year = date.today().year
@@ -422,7 +422,7 @@ def main() -> None:
     ):
         print(
             f"Reminder: {current_year} has no {league.value} entry in the dynamic thresholds "
-            "of config.py yet — falling back to the static default thresholds until you set one."
+            "of config/thresholds.py yet — falling back to the static default thresholds until you set one."
         )
 
 
diff --git a/database/db_models.py b/database/db_models.py
index 04b1f7a..dd74066 100644
--- a/database/db_models.py
+++ b/database/db_models.py
@@ -160,11 +160,11 @@ class NCAAFTeam(Base):
 class NCAAFPassRushStat(StatIdentityMixin, PassRushMetricsMixin, Base):
     __tablename__ = "ncaaf_pass_rush_stats"
 
-    # The college team key is the franchise_id, not a short code.
+    # College team key is franchise_id, not a short code.
     team_code = Column(Integer, ForeignKey("ncaaf_teams.franchise_id"), nullable=False)
     conference = Column(String, nullable=False)  # Attached at conversion; in scope.
 
-    # Behind Pass Cov Percent, for the Career merge only; never in the API payload.
+    # Behind Pass Cov Percent, for Career merge only; never in API payload.
     pass_rush_snaps = Column(Integer)  # PR Snaps.
     pass_play_snaps = Column(Integer)  # Snap Counts Pass Play.
     tps_pass_rush_snaps = Column(Integer)  # TPS PR Snaps.
diff --git a/frontend/config.js b/frontend/config.js
index f74cbbe..55a1bc7 100644
--- a/frontend/config.js
+++ b/frontend/config.js
@@ -55,7 +55,7 @@ export const MERGE_QUOTA = 8;
 export const LINEMATE_POSITIONS = { pass_block: ["T", "G", "C"], pass_rush: ["ED", "DI"] };
 export const LINEMATE_SIZE_REMINDER_AT = { pass_block: 5, pass_rush: 7 };
 
-// Mirrors config.py's DISPLAY_DECIMALS — keep in sync. UI-display rounding
+// Mirrors config/metrics.py's DISPLAY_DECIMALS — keep in sync. UI-display rounding
 // only: plots (render.js's xVals/yVals, drawn straight from record[key])
 // stay full-precision, since rounding coordinates would visibly shift point
 // positions. This only governs formatValue()'s rendered stat-table text.
diff --git a/frontend/data.js b/frontend/data.js
index 733d548..e8ea175 100644
--- a/frontend/data.js
+++ b/frontend/data.js
@@ -130,7 +130,7 @@ export function currentCategoryMeta() {
 // threshold — an ongoing season (DYNAMIC_THRESHOLDS) against a finalized one
 // (DEFAULT_THRESHOLDS), in either direction. Two finalized seasons share one
 // static default, so the user's value stays. Reads the default each season
-// carries in /api/metadata, so it follows whatever config.py resolved.
+// carries in /api/metadata, so it follows whatever config/thresholds.py resolved.
 export function seasonSwitchChangesThresholdDefault(fromSeason, toSeason) {
   const defaults = currentCategoryMeta().default_thresholds;
   return defaults[fromSeason] !== defaults[toSeason];
@@ -138,7 +138,7 @@ export function seasonSwitchChangesThresholdDefault(fromSeason, toSeason) {
 
 // True for whatever season is still in progress this calendar year, false
 // for every finalized/historical one — same Calendar Year comparison
-// config.py's resolve_default_threshold() routes the static-vs-dynamic
+// config/thresholds.py's resolve_default_threshold() routes the static-vs-dynamic
 // threshold default on, backed by metadata.current_year (see main.py's
 // /api/metadata) rather than a separate date.today().year call here, so
 // the frontend can never classify a season differently than the backend
diff --git a/frontend/filters.js b/frontend/filters.js
index aedad43..4535577 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -998,7 +998,7 @@ export function updateThresholdRange() {
 // it could pin the slider at the far-right edge for however long the fetch
 // took, then visibly snap back once corrected). Always snaps to the new
 // category's configured default for whatever season is currently selected
-// (see config.py's resolve_default_threshold — a season may carry a static
+// (see config/thresholds.py's resolve_default_threshold — a season may carry a static
 // or dynamic default) and never tries to preserve whatever the user had
 // set beforehand. The accurate slider max (which needs the new category's
 // fetched data) still gets corrected as soon as it's available via
diff --git a/frontend/main.js b/frontend/main.js
index 33def6d..b16bb79 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -117,7 +117,7 @@ async function loadMetadata() {
 //
 // A "TPS "-prefixed metric additionally gets the shared TPS_NOTE appended
 // as a second paragraph (`extraText`) — that text lives once, server-side
-// (config.py's TPS_NOTE, exposed at metadata.tps_note), not duplicated into
+// (config/metrics.py's TPS_NOTE, exposed at metadata.tps_note), not duplicated into
 // every TPS metric's own note, so the "is this a TPS metric" check is done
 // here, off the metric's own name, rather than baked into per-metric data.
 function axisFormulaContent(selectEl) {
diff --git a/frontend/metric-notes.js b/frontend/metric-notes.js
index 8c9d961..cee4b3d 100644
--- a/frontend/metric-notes.js
+++ b/frontend/metric-notes.js
@@ -13,13 +13,13 @@
  * ever covers metrics that actually have a defined formula/note.
  *
  * Deduped by note TEXT, not by metric key: a metric and its "TPS "
- * counterpart intentionally share the same note (config.py's
+ * counterpart intentionally share the same note (config/metrics.py's
  * HAVOC_RATE_NOTE/PRP_NOTE/PBE_NOTE convention, same one
  * frontend/main.js's axisFormulaContent() already relies on for the axis
  * popovers), so this collapses them to one line for free rather than
  * needing a separate "is this a TPS duplicate" check.
  *
- * `tpsNote` (config.py's TPS_NOTE, exposed at metadata.tps_note) is a
+ * `tpsNote` (config/metrics.py's TPS_NOTE, exposed at metadata.tps_note) is a
  * shared concept, not a per-metric formula — appended once, last, whenever
  * ANY of the given metricKeys is a "TPS "-prefixed variant, never
  * duplicated per TPS metric and never included when none of the export's
diff --git a/main.py b/main.py
index 62cb161..2a0dd0c 100644
--- a/main.py
+++ b/main.py
@@ -294,7 +294,7 @@ def metadata() -> dict:
 
         return {
             # Same Calendar Year comparison resolve_default_threshold() uses to
-            # route a season to the static vs. dynamic threshold (see config.py) —
+            # route a season to the static vs. dynamic threshold (see config/thresholds.py) —
             # exposed here so the frontend can classify a season as "ongoing" vs
             # "historical" the same way, without duplicating a date.today().year
             # call client-side (which would drift out of sync with whatever this
diff --git a/playbook/ROSTER.md b/playbook/ROSTER.md
index 4defbbb..4d05294 100644
--- a/playbook/ROSTER.md
+++ b/playbook/ROSTER.md
@@ -70,7 +70,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | `PERCENTILES.md` | any percentile or rank computation |
 | `PINNED-INVALIDATION.md` | filter changes that remove Pinned Players, the confirm dialog, Comparison shrink/dissolve |
 | `METRICS-AND-NOTES.md` | adding or renaming a metric, info popovers, metric notes, export appendix |
-| `THRESHOLDS.md` | `config.py` thresholds, `resolve_default_threshold`, the threshold input clamp |
+| `THRESHOLDS.md` | `config/thresholds.py` thresholds, `resolve_default_threshold`, the threshold input clamp |
 
 These files began as a verbatim split of the old `CLAUDE.md` "Architecture" section. Since then they have gained a few small edits and appended sections marked
 "carried over from the retired `BLUEPRINT.md`". Cross-references such as "see X above/below" may point to another file here; `architecture/INDEX.md` maps section titles to files.
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 681e27b..15e4d9f 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -15,7 +15,7 @@
    rename PFF's snake_case columns to display names via `utils/renamers.py`, compute derived rate
    metrics (Havoc Rate, Pressure Rate, and their TPS/"true pass set" variants) through the shared
    `percent_of()` helper in `preprocess.py`, split by position
-   into separate sheets written by the shared `write_position_sheets()` helper, and write `data/nfl/{front_7_pass_rush,ol_pass_block}/{season}.xlsx` (`config.NFL_DATA_PATH`; the `League` enum in `config.py` picks the league's folder, `data/ncaaf/` for the college side, and `preprocessing/preprocess.py` also builds the paths and checks the required columns first).
+   into separate sheets written by the shared `write_position_sheets()` helper, and write `data/nfl/{front_7_pass_rush,ol_pass_block}/{season}.xlsx` (`config.NFL_DATA_PATH`; the `League` enum in `config/leagues.py` picks the league's folder, `data/ncaaf/` for the college side, and `preprocessing/preprocess.py` also builds the paths and checks the required columns first).
 
 3. `database/db_ingestion.py --league {nfl,ncaaf}` (the league is required) reads those xlsx workbooks and upserts rows into that league's tables: `nfl_pass_rush_stats` /
    `nfl_pass_block_stats`, or `ncaaf_pass_rush_stats` / `ncaaf_pass_block_stats`. One `ingest_category()` body loads every category, driven by a `_Category`
@@ -56,7 +56,7 @@
    metadata adds `conference_order` and `team_conferences` (`{season: {franchise_id: conference}}`, read from
    the loaded rows), and its `teams` are keyed by franchise id with no colour (the frontend falls back to a
    neutral grey). College thresholds are their own (`NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and
-   `NCAAF_DYNAMIC_THRESHOLDS` in `config.py`). Measured on the real data (2025/2026): the biggest college
+   `NCAAF_DYNAMIC_THRESHOLDS` in `config/thresholds.py`). Measured on the real data (2025/2026): the biggest college
    response (pass rush) is about 500 KB raw against about 150 KB for the NFL (the app does not compress
    responses). `/health` stays a plain route.
    The pages: `PAGES` lists each page (`/` NFL Season, `/ncaaf-season` NCAAF Season), its league, subtitle
@@ -66,6 +66,13 @@
    under `/logos/` (NFL logos at `/logos/nfl/{team code}.png`, NCAAF logos at `/logos/ncaaf/{franchise_id}.png`). `index.html` is served through `render_page()`, which replaces `{{VERSION}}`
    with the Railway commit SHA for cache-busting on deploy, plus the per-page placeholders above.
 
+**Configuration** lives in the `config/` package (2026-10-31, split out of the former single `config.py` with no behaviour
+change): `leagues.py` (the `League` and `CareerStatus` enums, the data paths), `metrics.py` (position names, rounding, the
+metric notes) and `thresholds.py` (the default and dynamic thresholds and `resolve_default_threshold()`). `config/__init__.py`
+re-exports every name, so code keeps writing `from config import League`. A test that patches a value must patch the
+submodule that defines it (`config.leagues`), because the package-level name is only a re-export. The dynamic thresholds the
+owner sets by hand each week are in `config/thresholds.py`.
+
 **Team codes** follow PFF's spellings (e.g. `ARZ`, `BLT`, `CLV`, `HST`, not the more common
 `ARI`/`BAL`/`CLE`/`HOU`), defined once in `teams/nfl.py` and used by both ingestion (team
 upsert) and `/api/nfl/metadata` (colors, full names) — the frontend never hardcodes team data.
diff --git a/playbook/architecture/INDEX.md b/playbook/architecture/INDEX.md
index 77b3ddb..e9d01e1 100644
--- a/playbook/architecture/INDEX.md
+++ b/playbook/architecture/INDEX.md
@@ -14,4 +14,4 @@ Each row is a bold lead-in from the original text, mapped to the file that now h
 | `architecture/PERCENTILES.md` | computing, displaying, or comparing any percentile or rank | Percentile pools must be partitioned by exact position, never combined; Rank and percentile use competition ranking, not an arbitrary tiebreak |
 | `architecture/PINNED-INVALIDATION.md` | changing filters that can remove Pinned Players, the confirm dialog, or Comparison shrink/dissolve rules | Pool-change invalidation is judged on the FINAL filter combination, an; Things that must NOT invalidate, clear or reset any card |
 | `architecture/METRICS-AND-NOTES.md` | adding or renaming a metric, editing info popovers, metric notes, or the export appendix | Metric semantics; Default axis pair per category; Metric-definition popovers on the X/Y axis controls; Info-popover triggers and the header Install button; "Include metric notes" — export appendix and live chart notes |
-| `architecture/THRESHOLDS.md` | touching config.py thresholds, resolve_default_threshold, or the threshold number box in filters.js | Season-threshold routing; Threshold number box's clamp ceiling only moves when the value actuall |
+| `architecture/THRESHOLDS.md` | touching config/thresholds.py thresholds, resolve_default_threshold, or the threshold number box in filters.js | Season-threshold routing; Threshold number box's clamp ceiling only moves when the value actuall |
diff --git a/playbook/architecture/METRICS-AND-NOTES.md b/playbook/architecture/METRICS-AND-NOTES.md
index b373794..46a5f0b 100644
--- a/playbook/architecture/METRICS-AND-NOTES.md
+++ b/playbook/architecture/METRICS-AND-NOTES.md
@@ -5,7 +5,7 @@
 > appended sections marked "carried over from the retired `BLUEPRINT.md`".
 > Cross-references like "see X above/below" point to another file in this folder — look them up in `INDEX.md`.
 
-**Metric semantics** (defined once, referenced from both `main.py` and `config.py` — keep in sync
+**Metric semantics** (defined once, referenced from both `main.py` and `config/metrics.py` — keep in sync
 if adding a metric): Havoc Rate = (Sacks + QB Hits) / Pass Rush Opportunities; Allowed Havoc Rate is
 the pass-block equivalent over Non Spike PB Snaps. PRP (Pass Rush Productivity, pass-rush category)
 and PBE (Pass Block Efficiency, pass-block category) are PFF's own composite 0-100 scores, passed
@@ -51,7 +51,7 @@ notes wouldn't silently turn that annotation on for them too; both fields still
 path (e.g. `/images/metric_formulas/prp.svg`) when a rendered formula exists; metrics with neither
 (Win Rate, Pressure Rate, Allowed Pressure %, ...) fall back to their short `pff_note` so the trigger
 is never a dead end. Every "TPS "-prefixed metric's
-popup additionally appends `metadata.tps_note` (config.py's `TPS_NOTE`, exposed once at
+popup additionally appends `metadata.tps_note` (`config/metrics.py`'s `TPS_NOTE`, exposed once at
 `/api/metadata`'s top level, never duplicated per metric) as a second, visually distinct paragraph —
 `key.startsWith("TPS ")` is the only check, so this never needs updating per new metric.
 `info-popover.js`'s `createInfoPopover()`/`openInfoPopover()` were extended to support this: `content`
diff --git a/playbook/architecture/THRESHOLDS.md b/playbook/architecture/THRESHOLDS.md
index 425d236..cf98b65 100644
--- a/playbook/architecture/THRESHOLDS.md
+++ b/playbook/architecture/THRESHOLDS.md
@@ -1,11 +1,11 @@
 # Season-threshold routing and the threshold input clamp
 
-> **Load when:** touching config.py thresholds, resolve_default_threshold, or the threshold number box in filters.js.
+> **Load when:** touching config/thresholds.py thresholds, resolve_default_threshold, or the threshold number box in filters.js.
 > Split from the former CLAUDE.md "Architecture" section on 2026-10-17. The original text is kept, apart from a few small later edits and
 > appended sections marked "carried over from the retired `BLUEPRINT.md`".
 > Cross-references like "see X above/below" point to another file in this folder — look them up in `INDEX.md`.
 
-**Season-threshold routing** (`config.py::resolve_default_threshold`, consumed by `main.py`'s
+**Season-threshold routing** (`config/thresholds.py::resolve_default_threshold`, consumed by `main.py`'s
 `/api/{league}/metadata` and, on the frontend, `filters.js`'s `updateThresholdRange()` /
 `resetThresholdToCategoryDefault()` / `updatePendingThresholdMax()`): a season is either "finalized" (`season_year < current
 calendar year` → the static `DEFAULT_THRESHOLDS`, 230 PR Opp / 300 Non Spike PB Snaps; the college has its own pair, `NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and `NCAAF_DYNAMIC_THRESHOLDS`, chosen by the `league` argument of `resolve_default_threshold()`) or "in
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index 4257dc7..4166ab5 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -16,7 +16,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | A shared fixture, or how tests get a database or a running server | `conftest.py` ([CONFTEST.md](CONFTEST.md)) | fixtures |
 | A JSON API endpoint under `/api/` (parameters, response shape, error codes) | `test_api_endpoints.py` ([doc](TEST_API_ENDPOINTS.md)) | API |
 | How the app is assembled: mounts, `/health`, how `sw.js` and `index.html` are served | `test_app_startup.py` ([doc](TEST_APP_STARTUP.md)) | API |
-| Season-threshold routing in `config.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
+| Season-threshold routing in `config/thresholds.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
 | Who is on the college Career page (Joined NFL, Potential Draftees) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
 | Ingestion: file path resolution, replacing a season/position slice | `test_db_ingestion.py` ([doc](TEST_DB_INGESTION.md)) | pure Python |
 | The `nfl_*` table names, unique key, NOT NULL `player_id`, and which table has the pass-rush percent columns | `test_db_models.py` ([doc](TEST_DB_MODELS.md)) | pure Python |
diff --git a/playbook/tests/TEST_CONFIG.md b/playbook/tests/TEST_CONFIG.md
index a6a4260..381f2b8 100644
--- a/playbook/tests/TEST_CONFIG.md
+++ b/playbook/tests/TEST_CONFIG.md
@@ -1,6 +1,6 @@
 # test_config.py
 
-> **Add tests here when:** changing season-threshold routing in `config.py` (`resolve_default_threshold`, `DEFAULT_THRESHOLDS`, `DYNAMIC_THRESHOLDS` and the `NCAAF_` pair).
+> **Add tests here when:** changing season-threshold routing in `config/thresholds.py` (`resolve_default_threshold`, `DEFAULT_THRESHOLDS`, `DYNAMIC_THRESHOLDS` and the `NCAAF_` pair).
 
 - **Kind:** pure Python.
 - **Needs:** nothing. Tests pass `today=` explicitly, so they do not depend on the real date.
diff --git a/playbook/tests/TEST_PATHS.md b/playbook/tests/TEST_PATHS.md
index 35a98ca..83f1ef1 100644
--- a/playbook/tests/TEST_PATHS.md
+++ b/playbook/tests/TEST_PATHS.md
@@ -1,6 +1,6 @@
 # test_paths.py
 
-> **Add tests here when:** changing the folder layout of `data/` or `frontend/`, or the paths `config.py` exposes.
+> **Add tests here when:** changing the folder layout of `data/` or `frontend/`, or the paths `config/leagues.py` exposes.
 
 - **Kind:** pure Python.
 - **Needs:** nothing. Raw data files are git-ignored, so a CI checkout lacks the data folders; these tests assert only what is true with or without real season data.
diff --git a/tests/test_api_endpoints.py b/tests/test_api_endpoints.py
index be2123e..eaa5e2e 100644
--- a/tests/test_api_endpoints.py
+++ b/tests/test_api_endpoints.py
@@ -21,7 +21,7 @@ def test_metadata_shape(client, seeded_db):
     assert body["current_year"] == date.today().year
 
     # 2025 is a finalized season: safely in the past relative to any plausible "today".
-    # Should carry the static default, not a dynamic one. See config.py's resolve_default_threshold.
+    # Should carry the static default, not a dynamic one. See config/thresholds.py's resolve_default_threshold.
     assert (
         body["pass_rush"]["default_thresholds"]["2025"]
         == DEFAULT_THRESHOLDS["pass_rush"]
diff --git a/tests/test_config.py b/tests/test_config.py
index 91db959..7de868b 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -1,4 +1,4 @@
-"""Unit tests for the season-threshold routing rule (config.py)."""
+"""Unit tests for the season-threshold routing rule (config/thresholds.py)."""
 
 from __future__ import annotations
 from datetime import date
diff --git a/tests/test_preprocessing_league.py b/tests/test_preprocessing_league.py
index a24ebda..3698366 100644
--- a/tests/test_preprocessing_league.py
+++ b/tests/test_preprocessing_league.py
@@ -63,7 +63,7 @@
 def league_folders(tmp_path, monkeypatch):
     """Point both leagues at empty temporary folders."""
     paths = {League.NFL: str(tmp_path / "nfl"), League.NCAAF: str(tmp_path / "ncaaf")}
-    monkeypatch.setattr(config, "LEAGUE_DATA_PATHS", paths)
+    monkeypatch.setattr(config.leagues, "LEAGUE_DATA_PATHS", paths)
     monkeypatch.setattr("preprocessing.preprocess.LEAGUE_DATA_PATHS", paths)
 
     for folder in paths.values():
diff --git a/tools/render_metric_formulas.py b/tools/render_metric_formulas.py
index 854276d..7c270f9 100644
--- a/tools/render_metric_formulas.py
+++ b/tools/render_metric_formulas.py
@@ -35,7 +35,7 @@
 
 # One entry per metric *family* — the TPS variant of a metric shares its
 # base metric's formula (same math, restricted to true-pass-set rows), same
-# convention as config.py's HAVOC_RATE_NOTE/ALLOWED_HAVOC_RATE_NOTE already
+# convention as config/metrics.py's HAVOC_RATE_NOTE/ALLOWED_HAVOC_RATE_NOTE already
 # being reused verbatim for both a metric and its "TPS " counterpart.
 FORMULAS: dict[str, str] = {
     "havoc_rate": r"$\mathrm{Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Pass\ Rush\ Opportunities}}$",
diff --git a/utils/render_metric_formulas.py b/utils/render_metric_formulas.py
index 271a240..0ac7585 100644
--- a/utils/render_metric_formulas.py
+++ b/utils/render_metric_formulas.py
@@ -35,7 +35,7 @@
 
 # One entry per metric *family* — the TPS variant of a metric shares its
 # base metric's formula (same math, restricted to true-pass-set rows), same
-# convention as config.py's HAVOC_RATE_NOTE/ALLOWED_HAVOC_RATE_NOTE already
+# convention as config/metrics.py's HAVOC_RATE_NOTE/ALLOWED_HAVOC_RATE_NOTE already
 # being reused verbatim for both a metric and its "TPS " counterpart.
 FORMULAS: dict[str, str] = {
     "havoc_rate": r"$\mathrm{Havoc\ Rate} = \dfrac{\mathrm{Sacks} + \mathrm{QB\ Hits}}{\mathrm{Pass\ Rush\ Opportunities}}$",

From 4370f1a2fe7202bc527f49b79a8becdec6ccac9b Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 10:30:35 -0400
Subject: [PATCH 07/16] Built NCAAF career stats DB tables & executions.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config/__init__.py                          |   2 +
 config/thresholds.py                        |  18 +-
 database/career_merge.py                    | 227 +++++++++++++
 main.py                                     |  90 +++++
 playbook/architecture/BACKEND-AND-DEPLOY.md |   7 +
 playbook/architecture/THRESHOLDS.md         |   2 +-
 playbook/tests/INDEX.md                     |   1 +
 playbook/tests/TEST_API_ENDPOINTS.md        |   2 +-
 playbook/tests/TEST_CAREER_MEMBERS.md       |   2 +-
 playbook/tests/TEST_CAREER_MERGE.md         |   9 +
 tests/test_career_merge.py                  | 351 ++++++++++++++++++++
 11 files changed, 707 insertions(+), 4 deletions(-)
 create mode 100644 database/career_merge.py
 create mode 100644 playbook/tests/TEST_CAREER_MERGE.md
 create mode 100644 tests/test_career_merge.py

diff --git a/config/__init__.py b/config/__init__.py
index ee94592..33ea918 100644
--- a/config/__init__.py
+++ b/config/__init__.py
@@ -34,6 +34,7 @@
     DYNAMIC_THRESHOLDS,
     LEAGUE_DEFAULT_THRESHOLDS,
     LEAGUE_DYNAMIC_THRESHOLDS,
+    NCAAF_CAREER_DEFAULT_THRESHOLDS,
     NCAAF_DEFAULT_THRESHOLDS,
     NCAAF_DYNAMIC_THRESHOLDS,
     resolve_default_threshold,
@@ -51,6 +52,7 @@
     "LEAGUE_DATA_PATHS",
     "LEAGUE_DEFAULT_THRESHOLDS",
     "LEAGUE_DYNAMIC_THRESHOLDS",
+    "NCAAF_CAREER_DEFAULT_THRESHOLDS",
     "NCAAF_DATA_PATH",
     "NCAAF_DEFAULT_THRESHOLDS",
     "NCAAF_DYNAMIC_THRESHOLDS",
diff --git a/config/thresholds.py b/config/thresholds.py
index 7811412..bb39fb2 100644
--- a/config/thresholds.py
+++ b/config/thresholds.py
@@ -1,7 +1,7 @@
 """The default thresholds per league, and the rule that picks one for a season."""
 
 from datetime import date
-from config.leagues import League
+from config.leagues import CareerStatus, League
 
 # Default "historical seasons'" thresholds applied on page load.
 DEFAULT_THRESHOLDS: dict[str, int] = {
@@ -46,6 +46,22 @@
     },
 }
 
+# The college Career page has no season, so no dynamic entry, and two thresholds per
+# category: a Joined NFL player must have played more college snaps than a Potential
+# Draftee, whose few snaps (a young player) still make a projection worth showing. The
+# numbers count the merged career (summed PR Opp, summed Non Spike PB Snaps). Starting
+# values only: the owner tunes them by running the page locally.
+NCAAF_CAREER_DEFAULT_THRESHOLDS: dict[str, dict[str, int]] = {
+    "pass_rush": {
+        CareerStatus.JOINED_NFL.value: 300,
+        CareerStatus.POTENTIAL_DRAFTEES.value: 150,
+    },
+    "pass_block": {
+        CareerStatus.JOINED_NFL.value: 450,
+        CareerStatus.POTENTIAL_DRAFTEES.value: 225,
+    },
+}
+
 LEAGUE_DEFAULT_THRESHOLDS: dict[League, dict[str, int]] = {
     League.NFL: DEFAULT_THRESHOLDS,
     League.NCAAF: NCAAF_DEFAULT_THRESHOLDS,
diff --git a/database/career_merge.py b/database/career_merge.py
new file mode 100644
index 0000000..d87412f
--- /dev/null
+++ b/database/career_merge.py
@@ -0,0 +1,227 @@
+"""One Career row per member, merged from the college season tables.
+
+Career Stats pools a player's seasons into a single row, so there is no season to
+rank in and no percentile stored: the browser ranks the merged rows. The merge is
+a `GROUP BY player_id` over every season the player has in the category's table.
+
+- Games and the opportunity or snap counts are summed.
+- A rate is a weighted average over its own denominator (PR Opp for the front 7,
+  Non Spike PB Snaps for the OL; the TPS versions use the TPS counts). The tables
+  hold rates, not counts, so `SUM(rate * weight) / SUM(weight)` is the rate of the
+  pooled counts, within the rounding of the stored rates.
+- Pass Cov Percent cannot be weighted by PR Opp, because PR Opp is not Pass Rush
+  Snaps. It is rebuilt from the four snap counts the college pass-rush table keeps:
+  100 - SUM(pass rush snaps) / SUM(pass play snaps) x 100.
+
+The name, position, team and conference are those of the player's last college season.
+The columns come from `database/columns.py`, so a metric added there is merged too.
+"""
+
+from __future__ import annotations
+from dataclasses import dataclass
+from sqlalchemy import and_, func, select
+from sqlalchemy.orm import Session
+from config import ROUNDING_DECIMALS
+from database.columns import (
+    PASS_BLOCK_DATA_COLUMNS,
+    PASS_RUSH_DATA_COLUMNS,
+    DataColumn,
+)
+from database.db_models import (
+    NCAAFPassBlockCareerMember,
+    NCAAFPassBlockStat,
+    NCAAFPassRushCareerMember,
+    NCAAFPassRushStat,
+)
+
+
+@dataclass(frozen=True)
+class CareerSpec:
+    """What one category's Career merge reads, and how each column is combined."""
+
+    college_model: type
+    member_model: type
+    data_columns: tuple[DataColumn, ...]
+    weight_attr: str  # The denominator of the rates.
+    tps_weight_attr: str  # The denominator of the TPS rates.
+    sum_attrs: tuple[str, ...]  # Columns that are plainly summed.
+    order_attr: str  # The count a record is ordered by, descending.
+    # (column attr, rush snaps attr, pass play snaps attr) of each Pass Cov Percent column.
+    complement_snaps: tuple[tuple[str, str, str], ...] = ()
+
+
+PASS_RUSH_CAREER = CareerSpec(
+    college_model=NCAAFPassRushStat,
+    member_model=NCAAFPassRushCareerMember,
+    data_columns=PASS_RUSH_DATA_COLUMNS,
+    weight_attr="pr_opp",
+    tps_weight_attr="tps_pr_opp",
+    sum_attrs=("games", "pr_opp", "tps_pr_opp"),
+    order_attr="pr_opp",
+    complement_snaps=(
+        ("pass_cov_percent", "pass_rush_snaps", "pass_play_snaps"),
+        ("tps_pass_cov_percent", "tps_pass_rush_snaps", "tps_pass_play_snaps"),
+    ),
+)
+
+PASS_BLOCK_CAREER = CareerSpec(
+    college_model=NCAAFPassBlockStat,
+    member_model=NCAAFPassBlockCareerMember,
+    data_columns=PASS_BLOCK_DATA_COLUMNS,
+    weight_attr="non_spike_pb_snaps",
+    tps_weight_attr="tps_non_spike_pb_snaps",
+    sum_attrs=("games", "non_spike_pb_snaps", "tps_non_spike_pb_snaps"),
+    order_attr="non_spike_pb_snaps",
+)
+
+
+def _aggregate_expressions(spec: CareerSpec) -> dict:
+    """The SQL expression that merges each data column, keyed by its API key."""
+    model = spec.college_model
+    snaps_of = {attr: (rush, play) for attr, rush, play in spec.complement_snaps}
+    expressions = dict()
+
+    for column in spec.data_columns:
+        attr = getattr(model, column.attr)
+
+        if column.attr in spec.sum_attrs:
+            expressions[column.api_key] = func.sum(attr)
+
+        elif column.attr in snaps_of:
+            rush_attr, play_attr = snaps_of[column.attr]
+            rush_snaps = func.sum(getattr(model, rush_attr))
+            play_snaps = func.sum(getattr(model, play_attr))
+            expressions[column.api_key] = 100.0 - 100.0 * rush_snaps / func.nullif(
+                play_snaps, 0
+            )
+
+        else:
+            weight_name = (
+                spec.tps_weight_attr
+                if column.attr.startswith("tps_")
+                else spec.weight_attr
+            )
+
+            weight = getattr(model, weight_name)
+            expressions[column.api_key] = func.sum(attr * weight) / func.nullif(
+                func.sum(weight), 0
+            )
+
+    return expressions
+
+
+def _last_season_rows(sess: Session, spec: CareerSpec) -> dict:
+    """Each member's row of his last college season, with his status.
+
+    A player can hold two rows in one season (two positions); the one with more
+    opportunities stands for him.
+    """
+    model = spec.college_model
+    member_model = spec.member_model
+
+    last_season = (
+        select(model.player_id, func.max(model.season).label("last_season"))
+        .group_by(model.player_id)
+        .subquery()
+    )
+
+    rows = sess.execute(
+        select(model, member_model.status)
+        .join(
+            last_season,
+            and_(
+                model.player_id == last_season.c.player_id,
+                model.season == last_season.c.last_season,
+            ),
+        )
+        .join(member_model, member_model.player_id == model.player_id)
+    ).all()
+
+    chosen = dict()
+
+    for row, status in rows:
+        current = chosen.get(row.player_id)
+        count = getattr(row, spec.order_attr) or 0
+
+        if current is None or count > (getattr(current[0], spec.order_attr) or 0):
+            chosen[row.player_id] = (row, status)
+
+    return chosen
+
+
+def last_season_conferences(sess: Session, spec: CareerSpec) -> dict[int, str]:
+    """The conference of each school a member last played for, for the Teams checklist."""
+    return {
+        row.team_code: row.conference
+        for row, _status in _last_season_rows(sess, spec).values()
+    }
+
+
+def merged_career_rows(
+    sess: Session, spec: CareerSpec, positions: tuple[str, ...]
+) -> list[dict]:
+    """The Career payload of every member whose last college position is in `positions`.
+
+    Records come ordered by the category's count, most first. A member with no row
+    left after the position filter (or none at all) is simply not listed.
+    """
+    model = spec.college_model
+    expressions = _aggregate_expressions(spec)
+    api_keys = list(expressions)
+    sum_api_keys = {
+        column.api_key for column in spec.data_columns if column.attr in spec.sum_attrs
+    }
+
+    aggregate_rows = sess.execute(
+        select(
+            model.player_id,
+            func.min(model.season),
+            func.max(model.season),
+            func.count(func.distinct(model.season)),
+            *expressions.values(),
+        )
+        .join(spec.member_model, spec.member_model.player_id == model.player_id)
+        .group_by(model.player_id)
+    ).all()
+
+    last_rows = _last_season_rows(sess, spec)
+    records = []
+
+    for player_id, first_season, last_season, season_count, *values in aggregate_rows:
+        last_row, status = last_rows[player_id]
+
+        if last_row.position not in positions:
+            continue
+
+        record = {
+            "id": player_id,
+            "player_id": player_id,
+            "player": last_row.player,
+            "abbr_name": last_row.abbr_name,
+            "position": last_row.position,
+            "team": last_row.team_code,
+            "conference": last_row.conference,
+            "status": status,
+            "first_season": first_season,
+            "last_season": last_season,
+            "seasons": season_count,
+        }
+
+        for api_key, value in zip(api_keys, values):
+            if value is None:
+                record[api_key] = None
+
+            elif api_key in sum_api_keys:
+                record[api_key] = int(value)
+
+            else:
+                record[api_key] = round(float(value), ROUNDING_DECIMALS)
+
+        records.append(record)
+
+    order_key = next(
+        column.api_key for column in spec.data_columns if column.attr == spec.order_attr
+    )
+    records.sort(key=lambda record: (-(record[order_key] or 0), record["player_id"]))
+
+    return records
diff --git a/main.py b/main.py
index 2a0dd0c..f6c5ebb 100644
--- a/main.py
+++ b/main.py
@@ -30,10 +30,18 @@
     PASS_COV_PERCENT_NOTE,
     PBE_NOTE,
     PRP_NOTE,
+    NCAAF_CAREER_DEFAULT_THRESHOLDS,
     TPS_NOTE,
+    CareerStatus,
     League,
     resolve_default_threshold,
 )
+from database.career_merge import (
+    PASS_BLOCK_CAREER,
+    PASS_RUSH_CAREER,
+    last_season_conferences,
+    merged_career_rows,
+)
 from database.db_models import (
     Base,
     NCAAFPassBlockStat,
@@ -426,6 +434,87 @@ def pass_block(
 )
 
 
+# The Career merge behind each college category (see database/career_merge.py).
+CAREER_SPECS = {"pass_rush": PASS_RUSH_CAREER, "pass_block": PASS_BLOCK_CAREER}
+
+
+def build_career_router(league: _LeagueApi) -> APIRouter:
+    """Build /metadata, /pass_rush and /pass_block for the college Career page.
+
+    A record is one member's whole college career merged into a row (no season, no
+    percentile: the browser ranks), and the thresholds are display-only like the
+    season ones, so every member is sent. Mounted under /api/ncaaf/career.
+    """
+    router = APIRouter()
+    categories = {category.key: category for category in league.categories}
+
+    @router.get("/metadata")
+    def metadata() -> dict:
+        with SessionLocal() as sess:
+            teams = sess.execute(select(league.team_model)).scalars().all()
+            team_conferences = dict()
+
+            for spec in CAREER_SPECS.values():
+                team_conferences.update(last_season_conferences(sess, spec))
+
+        return {
+            "current_year": date.today().year,
+            "tps_note": TPS_NOTE,
+            "statuses": [status.value for status in CareerStatus],
+            **{
+                key: {
+                    "positions": category.positions,
+                    "metrics": category.metrics,
+                    "threshold_field": category.threshold_field,
+                    # One per status, so the page can show two sliders.
+                    "default_thresholds": NCAAF_CAREER_DEFAULT_THRESHOLDS[key],
+                }
+                for key, category in categories.items()
+            },
+            "conference_order": list(SCOPED_CONFERENCES),
+            # {franchise_id: conference of the school's last season}, unlike the
+            # season metadata, which gives each season's conferences.
+            "team_conferences": team_conferences,
+            "teams": {
+                getattr(team, league.team_id_attr): {
+                    "full_name": team.full_name,
+                    "primary_color": team.primary_color,
+                }
+                for team in teams
+            },
+        }
+
+    def career_records(key: str, position: str | None) -> dict:
+        category = categories[key]
+
+        if position is not None and position not in category.positions:
+            raise HTTPException(
+                400,
+                f"invalid position: {position!r} — choose from {list(category.positions)}",
+            )
+
+        positions = (position,) if position is not None else tuple(category.positions)
+
+        with SessionLocal() as sess:
+            records = merged_career_rows(sess, CAREER_SPECS[key], positions)
+
+        return {"category": key, "position": position, "records": records}
+
+    @router.get("/pass_rush")
+    def pass_rush(
+        position: str | None = Query(None, min_length=1, max_length=4)
+    ) -> dict:
+        return career_records("pass_rush", position)
+
+    @router.get("/pass_block")
+    def pass_block(
+        position: str | None = Query(None, min_length=1, max_length=4)
+    ) -> dict:
+        return career_records("pass_block", position)
+
+    return router
+
+
 app = FastAPI(
     title="Game of Trenches API",
     description="PFF-derived front-7 & O-line metrics for the LinesShines dashboard.",
@@ -441,6 +530,7 @@ def health() -> dict:
 # One router per league from the same factory, each under its own prefix.
 app.include_router(build_api_router(NFL_API), prefix="/api/nfl")
 app.include_router(build_api_router(NCAAF_API), prefix="/api/ncaaf")
+app.include_router(build_career_router(NCAAF_API), prefix="/api/ncaaf/career")
 
 
 # ---- Pages: one per league view, all served from frontend/index.html. -------
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 15e4d9f..2988798 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -37,6 +37,13 @@
    not Joined NFL. The NFL run never rebuilds them, so run the NFL ingestion first when both run. The college
    pass-rush table also keeps four snap counts (`pass_rush_snaps`, `pass_play_snaps` and the TPS pair) that
    only the Career merge reads; they are not in `PASS_RUSH_DATA_COLUMNS` and never in the API payload.
+   **Career API.** `build_career_router()` is mounted at `/api/ncaaf/career`: `/metadata` (statuses, per-category
+   positions, metrics, `threshold_field`, one default threshold per status, teams, conference order, and
+   `team_conferences` = the conference of each school's last season) and `/pass_rush`, `/pass_block` (optional
+   `position`, 400 if unknown). A record is a member's whole college career as one row
+   (`database/career_merge.py`, `GROUP BY player_id`): counts summed, rates weighted by their own denominator,
+   Pass Cov Percent rebuilt from the snap counts; the name, position, team and conference are those of the last
+   season. Every member is sent; the thresholds are applied in the browser (INVARIANTS 5).
 
 4. `database/db_models.py` defines the SQLAlchemy schema (`NFLTeam`, `NFLPassRushStat`, `NFLPassBlockStat`; the `nfl_` prefix leaves room for NCAAF tables). The stat tables take their
    columns from mixins — `StatIdentityMixin` (id, season, position, player_id, player, abbr_name, games),
diff --git a/playbook/architecture/THRESHOLDS.md b/playbook/architecture/THRESHOLDS.md
index cf98b65..3e6648c 100644
--- a/playbook/architecture/THRESHOLDS.md
+++ b/playbook/architecture/THRESHOLDS.md
@@ -8,7 +8,7 @@
 **Season-threshold routing** (`config/thresholds.py::resolve_default_threshold`, consumed by `main.py`'s
 `/api/{league}/metadata` and, on the frontend, `filters.js`'s `updateThresholdRange()` /
 `resetThresholdToCategoryDefault()` / `updatePendingThresholdMax()`): a season is either "finalized" (`season_year < current
-calendar year` → the static `DEFAULT_THRESHOLDS`, 230 PR Opp / 300 Non Spike PB Snaps; the college has its own pair, `NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and `NCAAF_DYNAMIC_THRESHOLDS`, chosen by the `league` argument of `resolve_default_threshold()`) or "in
+calendar year` → the static `DEFAULT_THRESHOLDS`, 230 PR Opp / 300 Non Spike PB Snaps; the college Career page has two thresholds per category instead (`NCAAF_CAREER_DEFAULT_THRESHOLDS`, one per `CareerStatus`, stricter for Joined NFL, no dynamic entry); the college has its own pair, `NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and `NCAAF_DYNAMIC_THRESHOLDS`, chosen by the `league` argument of `resolve_default_threshold()`) or "in
 progress" (`season_year == current calendar year` → `DYNAMIC_THRESHOLDS[season]`, hand-edited
 weekly during the local `python -m database.db_ingestion --league nfl` run — eyeballed against how far the
 season has actually progressed, deliberately **not** a fraction-of-season-elapsed formula, since
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index 4166ab5..4a2a996 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -18,6 +18,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | How the app is assembled: mounts, `/health`, how `sw.js` and `index.html` are served | `test_app_startup.py` ([doc](TEST_APP_STARTUP.md)) | API |
 | Season-threshold routing in `config/thresholds.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
 | Who is on the college Career page (Joined NFL, Potential Draftees) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
+| The merged Career row (summed counts, weighted rates, Pass Cov Percent, last-season identity) and the `/api/ncaaf/career` routes | `test_career_merge.py` ([doc](TEST_CAREER_MERGE.md)) | pure Python and API |
 | Ingestion: file path resolution, replacing a season/position slice | `test_db_ingestion.py` ([doc](TEST_DB_INGESTION.md)) | pure Python |
 | The `nfl_*` table names, unique key, NOT NULL `player_id`, and which table has the pass-rush percent columns | `test_db_models.py` ([doc](TEST_DB_MODELS.md)) | pure Python |
 | Neutral metrics: Pass Cov Percent order, grey chip on Player/Comparison/Linemate cards, chip contrast | `test_neutral_metric.py` ([doc](TEST_NEUTRAL_METRIC.md)) | browser |
diff --git a/playbook/tests/TEST_API_ENDPOINTS.md b/playbook/tests/TEST_API_ENDPOINTS.md
index d6f8fe0..4127b87 100644
--- a/playbook/tests/TEST_API_ENDPOINTS.md
+++ b/playbook/tests/TEST_API_ENDPOINTS.md
@@ -5,5 +5,5 @@
 - **Kind:** API (HTTP client).
 - **Needs:** `client` and `seeded_db` (NFL) or `seeded_ncaaf_db` (college) from `conftest.py`. No browser.
 - **Covers:** `/api/nfl/metadata` shape; the old unprefixed routes answering 404; the NFL metadata carrying no conference data; the college metadata (seasons, schools keyed by franchise id, conference order, each season's conference of every school), the college default thresholds 230 and 360, college records carrying `conference` and the franchise id as `team`, the college routes mirroring the NFL errors, and the two leagues never mixing; pass-rush and pass-block returning the seeded rows; errors for an unknown position and for missing query parameters; a request without a position returning every position.
-- **Not here:** how the app is assembled → `TEST_APP_STARTUP.md`; Service Worker behaviour → `TEST_SW_CACHE_BYPASS.md`.
+- **Not here:** the Career routes under `/api/ncaaf/career/` -> `TEST_CAREER_MERGE.md`; how the app is assembled → `TEST_APP_STARTUP.md`; Service Worker behaviour → `TEST_SW_CACHE_BYPASS.md`.
 - **Known gaps:** `test_metadata_shape` checks the shape only, not every metric's `higher_is_better` value (INVARIANTS 6). The neutral Pass Cov Percent metrics (flags, listed after the required metrics) `player_id` in rows, and the Pass Cov Percent popup text (`pff_note`) with no metric carrying a `card_note` are covered.
diff --git a/playbook/tests/TEST_CAREER_MEMBERS.md b/playbook/tests/TEST_CAREER_MEMBERS.md
index 682acc8..0be4333 100644
--- a/playbook/tests/TEST_CAREER_MEMBERS.md
+++ b/playbook/tests/TEST_CAREER_MEMBERS.md
@@ -5,5 +5,5 @@
 - **Kind:** pure Python.
 - **Needs:** nothing beyond sqlalchemy. It seeds an in-memory sqlite database with synthetic college and NFL rows.
 - **Covers:** a college player whose `player_id` is in the NFL table of the same category is Joined NFL; a player in the latest college season and not in the NFL is a Potential Draftee; a player in neither group is not a member; a Joined NFL player in the latest season is not also a Potential Draftee; the latest season is read from the table, so back-filling an old season changes nothing; a rebuild follows the NFL table (a drafted player flips from Potential Draftee to Joined NFL) and replaces the old members; rebuilding twice gives the same members; each category matches only its own NFL table; an empty college table gives no members; an empty NFL table prints the warning to run the NFL ingestion first.
-- **Not here:** that only the college ingestion run calls the rebuild, and the four snap columns being read from the workbook -> `TEST_DB_INGESTION.md`; the Career API that merges the members' rows (not built yet).
+- **Not here:** that only the college ingestion run calls the rebuild, and the four snap columns being read from the workbook -> `TEST_DB_INGESTION.md`; the merge of the members' rows and the Career API -> `TEST_CAREER_MERGE.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_CAREER_MERGE.md b/playbook/tests/TEST_CAREER_MERGE.md
new file mode 100644
index 0000000..63e4286
--- /dev/null
+++ b/playbook/tests/TEST_CAREER_MERGE.md
@@ -0,0 +1,9 @@
+# test_career_merge.py
+
+> **Add tests here when:** changing `database/career_merge.py` (how a member's seasons are merged into one Career row) or the `/api/ncaaf/career/*` routes (metadata, the two default thresholds, the position filter, errors).
+
+- **Kind:** pure Python for the merge (an in-memory sqlite database with synthetic rows) and API (HTTP client) for the routes.
+- **Needs:** nothing beyond sqlalchemy for the merge; `client` from `conftest.py` and the file's own `seeded_career_db` for the routes. No browser.
+- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Potential Draftee one; every member sent with no server-side threshold; an unknown position answering 400.
+- **Not here:** who is a member -> `TEST_CAREER_MEMBERS.md`; the Season routes -> `TEST_API_ENDPOINTS.md`; the Career page and its sliders (not built yet).
+- **Known gaps:** none recorded.
diff --git a/tests/test_career_merge.py b/tests/test_career_merge.py
new file mode 100644
index 0000000..69a3782
--- /dev/null
+++ b/tests/test_career_merge.py
@@ -0,0 +1,351 @@
+"""Tests for database/career_merge.py and the /api/ncaaf/career routes.
+
+A Career row merges every season of a member into one record: counts are summed,
+rates are weighted by their own denominator, Pass Cov Percent comes from the snap
+counts, and the identity is that of the last college season.
+"""
+
+from __future__ import annotations
+import pytest
+from sqlalchemy import create_engine
+from sqlalchemy.orm import sessionmaker
+from config import NCAAF_CAREER_DEFAULT_THRESHOLDS, CareerStatus
+from database.career_merge import (
+    PASS_BLOCK_CAREER,
+    PASS_RUSH_CAREER,
+    last_season_conferences,
+    merged_career_rows,
+)
+from database.db_models import (
+    Base,
+    NCAAFPassBlockCareerMember,
+    NCAAFPassBlockStat,
+    NCAAFPassRushCareerMember,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+)
+from main import SessionLocal
+
+AKRON_ID = 102  # MAC.
+ALABAMA_ID = 103  # SEC.
+JOINED = CareerStatus.JOINED_NFL.value
+POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+FRONT_7 = ("ED", "DI")
+
+
+@pytest.fixture()
+def sess():
+    engine = create_engine("sqlite:///:memory:")
+    Base.metadata.create_all(engine)
+
+    with sessionmaker(engine)() as session:
+        yield session
+
+
+def _rush_row(season, player_id, position="ED", team_code=AKRON_ID, **values):
+    defaults = dict(
+        games=10,
+        pr_opp=100,
+        tps_pr_opp=40,
+        win_rate=10.0,
+        tps_win_rate=10.0,
+        pressure_rate=10.0,
+        tps_pressure_rate=10.0,
+        havoc_rate=10.0,
+        tps_havoc_rate=10.0,
+        prp=10.0,
+        tps_prp=10.0,
+        pass_rush_snaps=90,
+        pass_play_snaps=100,
+        tps_pass_rush_snaps=36,
+        tps_pass_play_snaps=40,
+    )
+    defaults.update(values)
+
+    return NCAAFPassRushStat(
+        season=season,
+        position=position,
+        team_code=team_code,
+        conference="MAC" if team_code == AKRON_ID else "SEC",
+        player_id=player_id,
+        player=f"Player {player_id}",
+        abbr_name=f"P. {player_id}",
+        pass_cov_percent=10.0,
+        tps_pass_cov_percent=10.0,
+        **defaults,
+    )
+
+
+def _block_row(season, player_id, position="T", **values):
+    defaults = dict(
+        games=10,
+        non_spike_pb_snaps=400,
+        tps_non_spike_pb_snaps=100,
+        allowed_pressure_pct=4.0,
+        tps_allowed_pressure_pct=4.0,
+        allowed_havoc_pct=2.0,
+        tps_allowed_havoc_pct=2.0,
+        pbe=96.0,
+        tps_pbe=96.0,
+    )
+    defaults.update(values)
+
+    return NCAAFPassBlockStat(
+        season=season,
+        position=position,
+        team_code=AKRON_ID,
+        conference="MAC",
+        player_id=player_id,
+        player=f"Player {player_id}",
+        abbr_name=f"P. {player_id}",
+        **defaults,
+    )
+
+
+def _merge_rush(sess, player_id=1, positions=FRONT_7):
+    records = merged_career_rows(sess, PASS_RUSH_CAREER, positions)
+
+    return [record for record in records if record["player_id"] == player_id]
+
+
+def test_counts_are_summed_and_rates_are_weighted_by_their_own_denominator(sess):
+    sess.add(_rush_row(2023, 1, pr_opp=100, tps_pr_opp=10, win_rate=10.0))
+    sess.add(_rush_row(2024, 1, pr_opp=300, tps_pr_opp=30, win_rate=20.0))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["PR Opp"] == 400
+    assert record["games"] == 20
+    assert record["TPS PR Opp"] == 40
+    assert record["Win Rate"] == pytest.approx(17.5)
+    assert record["seasons"] == 2
+    assert (record["first_season"], record["last_season"]) == (2023, 2024)
+
+
+def test_tps_rates_use_the_tps_denominator(sess):
+    sess.add(_rush_row(2023, 1, pr_opp=100, tps_pr_opp=300, tps_win_rate=10.0))
+    sess.add(_rush_row(2024, 1, pr_opp=300, tps_pr_opp=100, tps_win_rate=20.0))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["TPS Win Rate"] == pytest.approx(12.5)
+
+
+def test_pass_cov_percent_comes_from_the_snap_counts_not_from_pr_opp(sess):
+    sess.add(_rush_row(2023, 1, pr_opp=500, pass_rush_snaps=100, pass_play_snaps=200))
+    sess.add(_rush_row(2024, 1, pr_opp=100, pass_rush_snaps=300, pass_play_snaps=400))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    # 100 - (100 + 300) / (200 + 400) x 100.
+    assert record["Pass Cov Percent"] == pytest.approx(33.333, abs=0.001)
+
+
+def test_the_snap_columns_never_reach_the_record(sess):
+    sess.add(_rush_row(2024, 1))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert not any("snaps" in key.lower() and "PB" not in key for key in record)
+
+
+def test_identity_is_that_of_the_last_college_season(sess):
+    sess.add(_rush_row(2023, 1, position="DI", team_code=AKRON_ID))
+    sess.add(_rush_row(2024, 1, position="ED", team_code=ALABAMA_ID))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=POTENTIAL))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["position"] == "ED"
+    assert record["team"] == ALABAMA_ID
+    assert record["conference"] == "SEC"
+    assert record["status"] == POTENTIAL
+
+
+def test_two_positions_in_the_last_season_pick_the_one_with_more_opportunities(sess):
+    sess.add(_rush_row(2024, 1, position="DI", pr_opp=50))
+    sess.add(_rush_row(2024, 1, position="ED", pr_opp=250))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["position"] == "ED"
+
+
+def test_the_position_filter_uses_the_last_season_position(sess):
+    sess.add(_rush_row(2023, 1, position="DI"))
+    sess.add(_rush_row(2024, 1, position="ED"))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    assert _merge_rush(sess, positions=("DI",)) == []
+    assert len(_merge_rush(sess, positions=("ED",))) == 1
+
+
+def test_a_player_who_is_not_a_member_is_not_listed(sess):
+    sess.add(_rush_row(2024, 1))
+    sess.add(_rush_row(2024, 2))
+    sess.add(NCAAFPassRushCareerMember(player_id=2, status=JOINED))
+    sess.commit()
+
+    records = merged_career_rows(sess, PASS_RUSH_CAREER, FRONT_7)
+
+    assert [record["player_id"] for record in records] == [2]
+
+
+def test_a_zero_denominator_gives_none_instead_of_an_error(sess):
+    sess.add(
+        _rush_row(
+            2024,
+            1,
+            pr_opp=0,
+            pass_rush_snaps=0,
+            pass_play_snaps=0,
+        )
+    )
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["Win Rate"] is None
+    assert record["Pass Cov Percent"] is None
+    assert record["PR Opp"] == 0
+
+
+def test_records_come_ordered_by_opportunities_then_player_id(sess):
+    sess.add(_rush_row(2024, 3, pr_opp=100))
+    sess.add(_rush_row(2024, 1, pr_opp=300))
+    sess.add(_rush_row(2024, 2, pr_opp=100))
+
+    for player_id in (1, 2, 3):
+        sess.add(NCAAFPassRushCareerMember(player_id=player_id, status=JOINED))
+
+    sess.commit()
+
+    records = merged_career_rows(sess, PASS_RUSH_CAREER, FRONT_7)
+
+    assert [record["player_id"] for record in records] == [1, 2, 3]
+
+
+def test_the_offensive_line_weights_by_non_spike_pass_block_snaps(sess):
+    sess.add(_block_row(2023, 1, non_spike_pb_snaps=100, pbe=90.0))
+    sess.add(_block_row(2024, 1, non_spike_pb_snaps=300, pbe=98.0))
+    sess.add(NCAAFPassBlockCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = merged_career_rows(sess, PASS_BLOCK_CAREER, ("T", "G", "C"))
+
+    assert record["Non Spike PB Snaps"] == 400
+    assert record["PBE"] == pytest.approx(96.0)
+
+
+def test_conferences_come_from_each_members_last_school(sess):
+    sess.add(_rush_row(2023, 1, team_code=AKRON_ID))
+    sess.add(_rush_row(2024, 1, team_code=ALABAMA_ID))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    assert last_season_conferences(sess, PASS_RUSH_CAREER) == {ALABAMA_ID: "SEC"}
+
+
+@pytest.fixture()
+def seeded_career_db():
+    """Load two members per category into the shared test database."""
+    with SessionLocal() as db:
+        for model in (
+            NCAAFPassRushStat,
+            NCAAFPassBlockStat,
+            NCAAFPassRushCareerMember,
+            NCAAFPassBlockCareerMember,
+            NCAAFTeam,
+        ):
+            db.query(model).delete()
+
+        db.add(NCAAFTeam(franchise_id=AKRON_ID, full_name="Akron"))
+        db.add(NCAAFTeam(franchise_id=ALABAMA_ID, full_name="Alabama"))
+        db.add_all(
+            [
+                _rush_row(2024, 1, pr_opp=300),
+                _rush_row(2025, 1, pr_opp=100, team_code=ALABAMA_ID),
+                _rush_row(2025, 2, position="DI", pr_opp=200),
+                _block_row(2025, 3, position="G"),
+                NCAAFPassRushCareerMember(player_id=1, status=JOINED),
+                NCAAFPassRushCareerMember(player_id=2, status=POTENTIAL),
+                NCAAFPassBlockCareerMember(player_id=3, status=POTENTIAL),
+            ]
+        )
+        db.commit()
+
+    yield
+
+
+def test_career_metadata_lists_statuses_positions_and_two_thresholds(
+    client, seeded_career_db
+):
+    body = client.get("/api/ncaaf/career/metadata").json()
+
+    assert body["statuses"] == [JOINED, POTENTIAL]
+    assert list(body["pass_rush"]["positions"]) == ["ED", "DI"]
+    assert list(body["pass_block"]["positions"]) == ["T", "G", "C"]
+    assert (
+        body["pass_rush"]["default_thresholds"]
+        == NCAAF_CAREER_DEFAULT_THRESHOLDS["pass_rush"]
+    )
+
+    assert set(body["pass_block"]["default_thresholds"]) == {JOINED, POTENTIAL}
+    assert body["team_conferences"] == {str(ALABAMA_ID): "SEC", str(AKRON_ID): "MAC"}
+    assert body["teams"][str(ALABAMA_ID)]["full_name"] == "Alabama"
+    assert "tps_note" in body
+
+
+def test_the_joined_nfl_threshold_is_stricter_than_the_potential_draftee_one():
+    for thresholds in NCAAF_CAREER_DEFAULT_THRESHOLDS.values():
+        assert thresholds[JOINED] > thresholds[POTENTIAL]
+
+
+def test_career_routes_send_every_member_with_no_server_side_threshold(
+    client, seeded_career_db
+):
+    body = client.get("/api/ncaaf/career/pass_rush").json()
+
+    assert body["category"] == "pass_rush"
+    assert body["position"] is None
+    assert {record["player_id"] for record in body["records"]} == {1, 2}
+
+    first = body["records"][0]
+
+    assert first["PR Opp"] == 400
+    assert first["team"] == ALABAMA_ID
+    assert first["status"] == JOINED
+
+
+def test_career_routes_filter_by_the_last_position(client, seeded_career_db):
+    body = client.get("/api/ncaaf/career/pass_rush", params={"position": "DI"}).json()
+
+    assert [record["player_id"] for record in body["records"]] == [2]
+
+
+def test_career_pass_block_route_returns_the_offensive_line(client, seeded_career_db):
+    body = client.get("/api/ncaaf/career/pass_block").json()
+
+    assert [record["player_id"] for record in body["records"]] == [3]
+
+
+def test_career_routes_reject_an_unknown_position(client, seeded_career_db):
+    response = client.get("/api/ncaaf/career/pass_rush", params={"position": "XX"})
+
+    assert response.status_code == 400
+    block = client.get("/api/ncaaf/career/pass_block", params={"position": "ED"})
+
+    assert block.status_code == 400

From 6e8e88ba116fb4d00fd5b720b0e8c144b40effe1 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:20:45 -0400
Subject: [PATCH 08/16] Finished NCAAF career stats full stack.

Only refinement is left for NCAAF career page.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config/thresholds.py                         |  13 +-
 frontend/data.js                             |  49 ++-
 frontend/dom.js                              |  15 +
 frontend/filters.js                          | 317 ++++++++++++-------
 frontend/index.html                          |  70 +++-
 frontend/linemate-card.js                    |   9 +-
 frontend/main.js                             | 153 ++++++---
 frontend/merge-card.js                       |  17 +-
 frontend/pinned-impact.js                    |  60 +++-
 frontend/render.js                           |  30 +-
 frontend/scout-card.js                       |   4 +-
 frontend/search.js                           |   8 +-
 frontend/style.css                           |  50 ++-
 frontend/workspace.js                        |   9 +-
 main.py                                      |  18 +-
 playbook/INVARIANTS.md                       |  10 +-
 playbook/architecture/FILTERS-AND-SEARCH.md  |   9 +
 playbook/architecture/FRONTEND-STRUCTURE.md  |  10 +
 playbook/architecture/PERCENTILES.md         |   5 +
 playbook/architecture/PINNED-INVALIDATION.md |   4 +-
 playbook/tests/INDEX.md                      |   1 +
 playbook/tests/TEST_APP_STARTUP.md           |   4 +-
 playbook/tests/TEST_NCAAF_CAREER_PAGE.md     |   9 +
 playbook/tests/TEST_PINNED_IMPACT.md         |   2 +-
 tests/test_app_startup.py                    |  20 +-
 tests/test_ncaaf_career_page.py              | 316 ++++++++++++++++++
 tests/test_pinned_impact.py                  | 114 +++++++
 27 files changed, 1103 insertions(+), 223 deletions(-)
 create mode 100644 playbook/tests/TEST_NCAAF_CAREER_PAGE.md
 create mode 100644 tests/test_ncaaf_career_page.py

diff --git a/config/thresholds.py b/config/thresholds.py
index bb39fb2..85d6cde 100644
--- a/config/thresholds.py
+++ b/config/thresholds.py
@@ -49,16 +49,17 @@
 # The college Career page has no season, so no dynamic entry, and two thresholds per
 # category: a Joined NFL player must have played more college snaps than a Potential
 # Draftee, whose few snaps (a young player) still make a projection worth showing. The
-# numbers count the merged career (summed PR Opp, summed Non Spike PB Snaps). Starting
-# values only: the owner tunes them by running the page locally.
+# numbers count the merged career (summed PR Opp, summed Non Spike PB Snaps). The owner
+# tunes them by running the page locally; the front 7 pair was set that way, the OL pair
+# is still a starting point.
 NCAAF_CAREER_DEFAULT_THRESHOLDS: dict[str, dict[str, int]] = {
     "pass_rush": {
-        CareerStatus.JOINED_NFL.value: 300,
-        CareerStatus.POTENTIAL_DRAFTEES.value: 150,
+        CareerStatus.JOINED_NFL.value: 400,
+        CareerStatus.POTENTIAL_DRAFTEES.value: 300,
     },
     "pass_block": {
-        CareerStatus.JOINED_NFL.value: 450,
-        CareerStatus.POTENTIAL_DRAFTEES.value: 225,
+        CareerStatus.JOINED_NFL.value: 650,
+        CareerStatus.POTENTIAL_DRAFTEES.value: 500,
     },
 }
 
diff --git a/frontend/data.js b/frontend/data.js
index e8ea175..bcae5c7 100644
--- a/frontend/data.js
+++ b/frontend/data.js
@@ -10,6 +10,7 @@
  * assignment, same order, same timing as the original app.js.
  */
 import { els } from "./dom.js";
+import { thresholdSpec, meetsThreshold } from "./pinned-impact.js";
 
 // The page's league (NFL or NCAAF), filled into index.html by main.py: the API
 // prefix, the logo folder, how the Teams checklist is grouped and how a team is
@@ -24,6 +25,12 @@ const NFL_LEAGUE = {
 };
 export const LEAGUE = window.LEAGUE || NFL_LEAGUE;
 
+// The Career page pools every college season of a player into one row, so it has
+// no season (its one "season" is the word below), a Status Filter instead, and
+// two threshold bars, one per status. A Season page is the plain case.
+export const IS_CAREER = LEAGUE.mode === "career";
+export const CAREER_SEASON = "Career";
+
 export const LOGO_PATH = (team) => `logos/${LEAGUE.logoDir}/${team}.png`;
 
 export let metadata = null; // /api/{league}/metadata payload
@@ -66,6 +73,41 @@ export const logoCache = {};
 
 export function setMetadata(m) {
   metadata = m;
+
+  if (IS_CAREER) {
+    // Shape the Career payload like a Season one, so the controls stay shared: one
+    // "season" and one flat conference map. The Career statuses and their two
+    // default bars stay as the API sent them.
+    ["pass_rush", "pass_block"].forEach((key) => {
+      metadata[key].seasons = [CAREER_SEASON];
+    });
+    if (metadata.team_conferences && !(CAREER_SEASON in metadata.team_conferences)) {
+      metadata.team_conferences = { [CAREER_SEASON]: metadata.team_conferences };
+    }
+  }
+}
+
+// The threshold in force, as a number (Season) or { joined, potential } (Career).
+// `appliedThreshold()` reads the last-applied state, `pendingThreshold()` the
+// controls as they are right now.
+export function appliedThreshold() {
+  return thresholdSpec(appliedFilters.threshold, appliedFilters.potentialThreshold);
+}
+
+export function pendingThreshold() {
+  return thresholdSpec(els.thresholdNumber.value, IS_CAREER ? els.thresholdPotentialNumber.value : undefined);
+}
+
+// "300" on a Season page, "300 (Joined NFL) / 150 (Potential Draftees)" on Career.
+export function thresholdPhrase(spec) {
+  if (typeof spec === "number") return String(spec);
+  return `${spec.joined} (Joined NFL) / ${spec.potential} (Potential Draftees)`;
+}
+
+// Which statuses are lit on the Career page (empty on a Season page). A status
+// that is off only dims its players; it never leaves the percentile pool.
+export function litStatuses(statusesText) {
+  return new Set(statusesText ? statusesText.split(",") : []);
 }
 
 export function setCurrentSlice(records, category) {
@@ -176,7 +218,8 @@ export function appliedCategoryMeta() {
 export async function fetchSlice(category, season) {
   const key = `${category}:${season}`;
   if (!sliceCache.has(key)) {
-    const url = `${LEAGUE.apiPrefix}/${category}?season=${season}`;
+    // The Career route has no season: it sends every member.
+    const url = IS_CAREER ? `${LEAGUE.apiPrefix}/${category}` : `${LEAGUE.apiPrefix}/${category}?season=${season}`;
     const res = await fetch(url);
     if (!res.ok) throw new Error(`GET ${url} → ${res.status}`);
     const data = await res.json();
@@ -192,8 +235,8 @@ export async function fetchSlice(category, season) {
 // position instead of being locked to appliedFilters.position.
 export function positionPool(position) {
   const cat = appliedCategoryMeta();
-  const minThreshold = Number(appliedFilters.threshold);
-  return currentRecords.filter((r) => r.position === position && r[cat.threshold_field] >= minThreshold);
+  const threshold = appliedThreshold();
+  return currentRecords.filter((r) => r.position === position && meetsThreshold(r, cat.threshold_field, threshold));
 }
 
 export function median(values) {
diff --git a/frontend/dom.js b/frontend/dom.js
index df15c51..bf3b25c 100644
--- a/frontend/dom.js
+++ b/frontend/dom.js
@@ -18,6 +18,21 @@ export const els = {
   yAxisInfoSlot: document.getElementById("y-axis-info-slot"),
   threshold: document.getElementById("threshold-slider"),
   thresholdNumber: document.getElementById("threshold-number"),
+  // Career page only: the second bar (Potential Draftees) and the Status Filter.
+  thresholdPotential: document.getElementById("threshold-potential-slider"),
+  thresholdPotentialNumber: document.getElementById("threshold-potential-number"),
+  thresholdControl: document.getElementById("threshold-control"),
+  thresholdPotentialControl: document.getElementById("potential-threshold-control"),
+  thresholdStatusLabel: document.getElementById("threshold-status-label"),
+  thresholdPotentialFieldLabel: document.getElementById("threshold-potential-field-label"),
+  seasonControl: document.querySelector(".control-season"),
+  statusControl: document.getElementById("status-control"),
+  statusBtn: document.getElementById("status-toggle-btn"),
+  statusSummary: document.getElementById("status-select-summary"),
+  statusDropdown: document.getElementById("status-dropdown"),
+  statusInfoSlot: document.getElementById("status-info-slot"),
+  statusJoined: document.getElementById("status-joined"),
+  statusPotential: document.getElementById("status-potential"),
   applyBtn: document.getElementById("apply-filters"),
   savePngBtn: document.getElementById("save-png-btn"),
   thresholdFieldLabel: document.getElementById("threshold-field-label"),
diff --git a/frontend/filters.js b/frontend/filters.js
index 4535577..977c3be 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -35,6 +35,10 @@ import {
   LEAGUE,
   allTeamCodes,
   findRecordByPlayer,
+  IS_CAREER,
+  CAREER_SEASON,
+  appliedThreshold,
+  pendingThreshold,
 } from "./data.js";
 import { searchPlayersExcluding, qualifyingPlayerPool, fullPlayerPool } from "./search.js";
 import { CONFERENCES, LINEMATE_POSITIONS } from "./config.js";
@@ -61,6 +65,9 @@ import {
   partitionByEligibility,
   removedPlayersNotice,
   resolveCarriedRecord,
+  meetsThreshold,
+  JOINED_NFL,
+  POTENTIAL_DRAFTEES,
 } from "./pinned-impact.js";
 
 // True right after page load and right after a category switch — both cases
@@ -106,6 +113,9 @@ export function currentFilterState() {
     xMetric: els.xMetric.value,
     yMetric: els.yMetric.value,
     threshold: els.thresholdNumber.value,
+    // Career only: the second bar and which statuses are lit. Left out on a Season
+    // page, so its state keeps its old shape.
+    ...(IS_CAREER ? { potentialThreshold: els.thresholdPotentialNumber.value, statuses: litStatusesText() } : {}),
     // Joined into a comparable string (not a bare array) so the `!==`
     // check in filtersArePending() works the same way it does for every
     // other primitive-valued control — two different array references
@@ -115,6 +125,89 @@ export function currentFilterState() {
   };
 }
 
+// The lit Career statuses as a sorted comma string (comparable with `!==`, like teams).
+export function litStatusesText() {
+  const lit = [];
+  if (els.statusJoined.checked) lit.push(JOINED_NFL);
+  if (els.statusPotential.checked) lit.push(POTENTIAL_DRAFTEES);
+  return lit.sort().join(",");
+}
+
+// One entry per threshold bar: the single bar of a Season page, or the Joined NFL
+// and Potential Draftees pair on the Career page. `status` is what the bar judges
+// (undefined on a Season page, where it judges every player).
+function thresholdBars() {
+  const bars = [{ slider: els.threshold, number: els.thresholdNumber, status: IS_CAREER ? JOINED_NFL : undefined }];
+  if (IS_CAREER) {
+    bars.push({ slider: els.thresholdPotential, number: els.thresholdPotentialNumber, status: POTENTIAL_DRAFTEES });
+  }
+  return bars;
+}
+
+// The configured default of one bar: the season's number, or on Career the one of the bar's status.
+function defaultThresholdOf(cat, bar) {
+  const key = IS_CAREER ? bar.status : els.season.value;
+  return cat.default_thresholds[key] ?? 0;
+}
+
+// Slider ceiling of one bar for a category's records at the pending position: the
+// largest value of the bar's players, rounded up to ten (Career: of its own status).
+function barMax(records, cat, bar) {
+  const values = records
+    .filter((r) => r.position === els.position.value && (bar.status === undefined || r.status === bar.status))
+    .map((r) => r[cat.threshold_field])
+    .filter((v) => v != null);
+  const maxVal = values.length ? Math.max(...values) : 100;
+  return Math.ceil(maxVal / 10) * 10;
+}
+
+// The season value the controls hold: a number, or the word Career.
+function seasonValue() {
+  return IS_CAREER ? CAREER_SEASON : Number(els.season.value);
+}
+
+// The Status button's label, like the Teams summary.
+export function updateStatusSummary() {
+  const joined = els.statusJoined.checked;
+  const potential = els.statusPotential.checked;
+  if (joined && potential) els.statusSummary.textContent = "All Status";
+  else if (joined) els.statusSummary.textContent = JOINED_NFL;
+  else if (potential) els.statusSummary.textContent = POTENTIAL_DRAFTEES;
+  else els.statusSummary.textContent = "No Status";
+}
+
+export function openStatusDropdown() {
+  els.statusDropdown.hidden = false;
+  els.statusBtn.setAttribute("aria-expanded", "true");
+}
+
+export function closeStatusDropdown() {
+  els.statusDropdown.hidden = true;
+  els.statusBtn.setAttribute("aria-expanded", "false");
+}
+
+// A status switched off greys its bar: its players only dim, and its bar no longer
+// matters to what the eye follows. The bar still counts in the pool.
+export function syncStatusBars() {
+  if (!IS_CAREER) return;
+  updateStatusSummary();
+  els.thresholdControl.classList.toggle("is-muted", !els.statusJoined.checked);
+  els.thresholdPotentialControl.classList.toggle("is-muted", !els.statusPotential.checked);
+}
+
+// True when a pending bar differs from the applied one (either bar on Career).
+function thresholdsChanged() {
+  return (
+    els.thresholdNumber.value !== appliedFilters.threshold ||
+    (IS_CAREER && els.thresholdPotentialNumber.value !== appliedFilters.potentialThreshold)
+  );
+}
+
+// The state the pool checks judge, from the applied snapshot: its threshold as a number or pair.
+function appliedPoolState() {
+  return { ...appliedFilters, threshold: appliedThreshold() };
+}
+
 export function selectedTeamCodes() {
   return Array.from(els.teamsChecklist.querySelectorAll("input[type=checkbox]:checked")).map((cb) => cb.value);
 }
@@ -378,8 +471,8 @@ export function renderPlayersDropdown(matches) {
     toggle.className = "below-threshold-toggle";
     toggle.textContent = `Below Threshold Matches (${belowThresholdMatches.length})`;
     toggle.addEventListener("click", () =>
-      openBelowThresholdPopup(belowThresholdMatches, metadata[playerPoolCategory], (value) => {
-        quickSetPlayersThreshold(value);
+      openBelowThresholdPopup(belowThresholdMatches, metadata[playerPoolCategory], (value, record) => {
+        quickSetPlayersThreshold(value, record);
         runPlayersSearch();
       })
     );
@@ -450,9 +543,9 @@ export function runPlayersSearch() {
   // already clear the bar, so it can never overlap with the normal results.
   if (playerPoolCategory) {
     const cat = metadata[playerPoolCategory];
-    const minThreshold = Number(els.thresholdNumber.value);
+    const threshold = pendingThreshold();
     const fullMatches = searchPlayers(query, fullPlayerPool(), BELOW_THRESHOLD_TOP_K);
-    belowThresholdMatches = fullMatches.filter((r) => r[cat.threshold_field] < minThreshold);
+    belowThresholdMatches = fullMatches.filter((r) => !meetsThreshold(r, cat.threshold_field, threshold));
   } else {
     belowThresholdMatches = [];
   }
@@ -516,7 +609,7 @@ export function openBelowThresholdPopup(matches, cat, onSetThreshold) {
       // Query text is left untouched (nothing in this flow writes to the
       // triggering box's own input) — onSetThreshold's own rerun surfaces
       // the just-qualified player the same way retyping the query would.
-      onSetThreshold(record[cat.threshold_field]);
+      onSetThreshold(record[cat.threshold_field], record);
       closeBelowThresholdPopup();
     });
 
@@ -542,17 +635,19 @@ export function closeBelowThresholdPopup() {
 // override) rather than reimplementing that logic per caller. Neither
 // caller's own appliedFilters/pool-refresh handling lives here — that's each
 // one's own job, since they differ (stay pending vs. commit now).
-function syncThresholdControls(value) {
-  const min = Number(els.threshold.min);
-  const max = Number(els.threshold.max);
-  const step = Number(els.threshold.step) || 1;
+function syncThresholdControls(value, record) {
+  // On Career the bar that moves is the one of the player's own status.
+  const bar = thresholdBars().find((b) => b.status === (record && record.status)) || thresholdBars()[0];
+  const min = Number(bar.slider.min);
+  const max = Number(bar.slider.max);
+  const step = Number(bar.slider.step) || 1;
   const clamped = Math.min(Math.max(value, min), max);
 
-  els.thresholdNumber.value = clamped;
+  bar.number.value = clamped;
   // Slider snaps to the nearest step just to keep the handle in sync
-  // visually — filtering itself reads thresholdNumber.value (the exact
+  // visually — filtering itself reads the number input's value (the exact
   // value), same split as the manual number-input handler in main.js.
-  els.threshold.value = min + Math.round((clamped - min) / step) * step;
+  bar.slider.value = min + Math.round((clamped - min) / step) * step;
   setResetThresholdOnNextRange(false);
 }
 
@@ -588,8 +683,8 @@ export function setThresholdTo(value) {
 // pending edit sitting unapplied in the drawer right now) and refreshes
 // every already-open card in place instead of invalidating the Workspace
 // the way a normal Apply's threshold change does.
-export function applyThresholdImmediately(value) {
-  syncThresholdControls(value);
+export function applyThresholdImmediately(value, record) {
+  syncThresholdControls(value, record);
   commitPendingThreshold();
 }
 
@@ -602,7 +697,11 @@ function commitPendingThreshold() {
   // currentFilterState() would have produced — that's what keeps
   // filtersArePending() from lighting the Apply button for a threshold that
   // in fact just got committed.
-  setAppliedFilters({ ...appliedFilters, threshold: els.thresholdNumber.value });
+  setAppliedFilters({
+    ...appliedFilters,
+    threshold: els.thresholdNumber.value,
+    ...(IS_CAREER ? { potentialThreshold: els.thresholdPotentialNumber.value } : {}),
+  });
   prunePlayerSelections();
   render();
   reconcileCarriedCards();
@@ -622,8 +721,8 @@ function commitPendingThreshold() {
 // field untouched. Even then it must pass evaluatePinnedImpact(); "reset"
 // (a pinned player would fall under the bar) also falls back to staging, so
 // the normal Apply flow shows its usual confirm.
-function quickSetPlayersThreshold(value) {
-  syncThresholdControls(value);
+function quickSetPlayersThreshold(value, record) {
+  syncThresholdControls(value, record);
   prunePlayerSelections();
   const poolMatchesApplied =
     els.category.value === appliedFilters.category &&
@@ -631,7 +730,7 @@ function quickSetPlayersThreshold(value) {
     els.position.value === appliedFilters.position;
   if (poolMatchesApplied && playerPoolCategory === appliedFilters.category) {
     const impact = evaluatePinnedImpact(
-      appliedFilters,
+      appliedPoolState(),
       pendingPoolState(),
       distinctWorkspacePlayers(),
       playerPoolRecords,
@@ -657,7 +756,7 @@ function pendingPoolState() {
     category: els.category.value,
     season: els.season.value,
     position: els.position.value,
-    threshold: Number(els.thresholdNumber.value),
+    threshold: pendingThreshold(),
   };
 }
 
@@ -669,11 +768,11 @@ function pendingPoolState() {
 // guaranteed to resolve — evaluatePinnedImpact() checked them first.
 function reconcileCarriedCards() {
   const field = appliedCategoryMeta().threshold_field;
-  const threshold = Number(appliedFilters.threshold);
+  const threshold = appliedThreshold();
   // Pinned players are judged at the applied position only.
   const resolve = (name) => {
     const r = currentRecords.find((x) => x.player === name && x.position === appliedFilters.position);
-    return r && r[field] != null && r[field] >= threshold ? r : null;
+    return r && meetsThreshold(r, field, threshold) ? r : null;
   };
   // A Player Card opened from a Linemate Card's "Card" button, and a Linemate
   // Card anchored on such a player, can belong to a teammate at another
@@ -738,7 +837,7 @@ export function prunePlayerSelections({ notify = true } = {}) {
     Array.from(selectedPlayers.keys()),
     hasPool ? playerPoolRecords : [],
     els.position.value,
-    Number(els.thresholdNumber.value),
+    pendingThreshold(),
     hasPool ? metadata[playerPoolCategory].threshold_field : null
   );
   if (!removed.length) return [];
@@ -827,11 +926,12 @@ export function populateCategoryDependentControls() {
   }
 
   els.thresholdFieldLabel.textContent = thresholdFieldLabel(cat);
+  els.thresholdPotentialFieldLabel.textContent = thresholdFieldLabel(cat);
 }
 
 export async function loadCurrentSlice() {
   const category = els.category.value;
-  const season = Number(els.season.value);
+  const season = seasonValue();
   // setCurrentSlice() replaces the original's direct `currentRecords =`/
   // `currentSliceCategory =` assignments — data.js owns that state now, and
   // ES modules don't let an importer reassign an imported `let` (see
@@ -854,7 +954,7 @@ export async function loadCurrentSlice() {
 // own comment for why.
 export async function updatePlayerPool() {
   const category = els.category.value;
-  const season = Number(els.season.value);
+  const season = seasonValue();
   // setPlayerPool() — see the comment in loadCurrentSlice() above.
   setPlayerPool(await fetchSlice(category, season), category);
   updatePendingThresholdMax();
@@ -901,87 +1001,75 @@ export async function updatePlayerPool() {
 function updatePendingThresholdMax() {
   if (!playerPoolCategory) return;
   const cat = metadata[playerPoolCategory];
-  const positionRecords = playerPoolRecords.filter((r) => r.position === els.position.value);
-  const values = positionRecords.map((r) => r[cat.threshold_field]).filter((v) => v != null);
-  const maxVal = values.length ? Math.max(...values) : 100;
-  const max = Math.ceil(maxVal / 10) * 10;
-
-  if (resetThresholdOnNextRange) {
-    const defaultValue = cat.default_thresholds[els.season.value] ?? 0;
-    els.threshold.max = max;
-    els.thresholdNumber.max = max;
-    els.threshold.value = Math.min(Math.max(defaultValue, 0), max);
-    els.thresholdNumber.value = els.threshold.value;
-    return;
-  }
 
-  // Read the number box's own current value *before* touching .max below —
-  // a native <input type="range">'s value auto-clamps to a lowered max the
-  // instant it's assigned, so checking els.threshold.value afterward would
-  // silently compare against an already-corrected number and skip
-  // clamping thresholdNumber (caught via manual testing: the slider ended
-  // up right, but the number box was left stuck at the old, too-high
-  // value). thresholdNumber has no such auto-clamp, so it's the only
-  // reliable "what was actually set before this ran" source here.
-  const currentValue = Number(els.thresholdNumber.value);
-  if (currentValue > max) {
-    const defaultValue = cat.default_thresholds[els.season.value] ?? 0;
-    const fallback = Math.min(Math.max(defaultValue, 0), max);
-    els.threshold.max = max;
-    els.thresholdNumber.max = max;
-    els.threshold.value = fallback;
-    els.thresholdNumber.value = fallback;
-  }
+  // Each bar is judged alone (a Season page has one, the Career page two).
+  thresholdBars().forEach((bar) => {
+    const max = barMax(playerPoolRecords, cat, bar);
+
+    if (resetThresholdOnNextRange) {
+      const defaultValue = defaultThresholdOf(cat, bar);
+      bar.slider.max = max;
+      bar.number.max = max;
+      bar.slider.value = Math.min(Math.max(defaultValue, 0), max);
+      bar.number.value = bar.slider.value;
+      return;
+    }
+
+    // Read the number box's own current value *before* touching .max below —
+    // a native <input type="range">'s value auto-clamps to a lowered max the
+    // instant it's assigned, so checking the slider's value afterward would
+    // silently compare against an already-corrected number and skip clamping
+    // the number box. The number box has no such auto-clamp, so it's the only
+    // reliable "what was actually set before this ran" source here.
+    const currentValue = Number(bar.number.value);
+    if (currentValue > max) {
+      const defaultValue = defaultThresholdOf(cat, bar);
+      const fallback = Math.min(Math.max(defaultValue, 0), max);
+      bar.slider.max = max;
+      bar.number.max = max;
+      bar.slider.value = fallback;
+      bar.number.value = fallback;
+    }
+  });
 }
 
 export function updateThresholdRange() {
   const cat = currentCategoryMeta();
-  // currentRecords now holds every position in the category (see
-  // fetchSlice) — scope to the pending position before computing the
-  // slider's max, otherwise switching to a smaller-pool position (e.g. DI)
-  // would inherit a max sized for a bigger one (e.g. ED).
-  const positionRecords = currentRecords.filter((r) => r.position === els.position.value);
-  const values = positionRecords.map((r) => r[cat.threshold_field]).filter((v) => v != null);
-  const maxVal = values.length ? Math.max(...values) : 100;
-  const max = Math.ceil(maxVal / 10) * 10;
-
-  els.threshold.min = 0;
-  els.threshold.step = 5;
-  els.thresholdNumber.min = 0;
-
-  // .max is only reassigned inside the two branches below, not
-  // unconditionally up front — same "don't move the bar unless the value
-  // actually needs to" rule as updatePendingThresholdMax()'s live
-  // counterpart (see its comment for the full reasoning). A no-op Apply
-  // (e.g. one historical season swapped for another, both sharing
-  // DEFAULT_THRESHOLDS' one static value) now leaves the slider's fill
-  // percentage exactly where it was instead of jumping to match
-  // whatever slightly different real max the new slice happens to have.
-  if (resetThresholdOnNextRange) {
-    const defaultValue = cat.default_thresholds[els.season.value] ?? 0;
-    els.threshold.max = max;
-    els.thresholdNumber.max = max;
-    els.threshold.value = Math.min(Math.max(defaultValue, 0), max);
-    resetThresholdOnNextRange = false;
-  } else if (Number(els.threshold.value) > max) {
-    // Every other Season/Position change (Position always; Season only
-    // when it isn't an ongoing↔historical transition — main.js's season
-    // "change" handler already forces resetThresholdOnNextRange for that
-    // case via resetThresholdToCategoryDefault(), so this branch won't even
-    // run for it) — keep the user's value if it still fits; otherwise fall
-    // back to this season's configured default rather than the new slice's
-    // raw max (see updatePendingThresholdMax()'s matching comment — same
-    // bug, same fix, just the Apply-time copy of it).
-    const defaultValue = cat.default_thresholds[els.season.value] ?? 0;
-    els.threshold.max = max;
-    els.thresholdNumber.max = max;
-    els.threshold.value = Math.min(Math.max(defaultValue, 0), max);
-  }
-  // else: the current value still fits under the new max, and nothing
-  // forced a default reset — leave .max/.thresholdNumber.max exactly as
-  // they are so the bar doesn't move for a change that isn't there.
+  const resetting = resetThresholdOnNextRange;
+
+  thresholdBars().forEach((bar) => {
+    // currentRecords holds every position in the category (see fetchSlice) —
+    // barMax() scopes to the pending position (and, on Career, to the bar's
+    // status), otherwise switching to a smaller-pool position would inherit a
+    // max sized for a bigger one.
+    const max = barMax(currentRecords, cat, bar);
+
+    bar.slider.min = 0;
+    bar.slider.step = 5;
+    bar.number.min = 0;
+
+    // .max is only reassigned inside the two branches below, not
+    // unconditionally up front: the bar must not move unless the value
+    // actually needs to (see updatePendingThresholdMax()).
+    if (resetting) {
+      const defaultValue = defaultThresholdOf(cat, bar);
+      bar.slider.max = max;
+      bar.number.max = max;
+      bar.slider.value = Math.min(Math.max(defaultValue, 0), max);
+    } else if (Number(bar.slider.value) > max) {
+      // The user's value no longer fits: fall back to the configured default
+      // rather than the new slice's raw max.
+      const defaultValue = defaultThresholdOf(cat, bar);
+      bar.slider.max = max;
+      bar.number.max = max;
+      bar.slider.value = Math.min(Math.max(defaultValue, 0), max);
+    }
+    // else: the current value still fits and nothing forced a reset, so the bar stays.
+
+    bar.number.value = bar.slider.value;
+  });
 
-  els.thresholdNumber.value = els.threshold.value;
+  if (resetting) resetThresholdOnNextRange = false;
 }
 
 // Fired immediately on a Category switch only (main.js's attachEvents()) —
@@ -1009,17 +1097,22 @@ export function updateThresholdRange() {
 // other, same as every other place both controls change at once.
 export function resetThresholdToCategoryDefault() {
   const cat = currentCategoryMeta();
-  const defaultValue = cat.default_thresholds[els.season.value] ?? 0;
-  // The outgoing category's slider max may be smaller than the incoming
-  // default (e.g. a narrow DL pool's max sitting below OL's 300 default) —
-  // extend it so the browser doesn't silently clamp the value we're about
-  // to set. loadCurrentSlice() overwrites this with the real max at Apply.
-  if (Number(els.threshold.max) < defaultValue) {
-    els.threshold.max = defaultValue;
-    els.thresholdNumber.max = defaultValue;
-  }
-  els.threshold.value = defaultValue;
-  els.thresholdNumber.value = defaultValue;
+
+  thresholdBars().forEach((bar) => {
+    const defaultValue = defaultThresholdOf(cat, bar);
+
+    // The outgoing category's slider max may be smaller than the incoming
+    // default (e.g. a narrow DL pool's max sitting below OL's default) —
+    // extend it so the browser doesn't silently clamp the value we're about
+    // to set. loadCurrentSlice() overwrites this with the real max at Apply.
+    if (Number(bar.slider.max) < defaultValue) {
+      bar.slider.max = defaultValue;
+      bar.number.max = defaultValue;
+    }
+
+    bar.slider.value = defaultValue;
+    bar.number.value = defaultValue;
+  });
 }
 
 export function closeFiltersDrawer() {
@@ -1048,7 +1141,7 @@ export async function applyFilters() {
   if (
     els.category.value === appliedFilters.category &&
     els.position.value === appliedFilters.position &&
-    (els.season.value !== appliedFilters.season || els.thresholdNumber.value !== appliedFilters.threshold)
+    (els.season.value !== appliedFilters.season || thresholdsChanged())
   ) {
     await updatePlayerPool();
   }
@@ -1057,7 +1150,7 @@ export async function applyFilters() {
   // (see pinned-impact.js and CLAUDE.md's "Pool-change invalidation"). Axes /
   // Teams / Players never participate — none affect positionPool().
   const impact = evaluatePinnedImpact(
-    appliedFilters,
+    appliedPoolState(),
     pendingPoolState(),
     pinned,
     playerPoolRecords,
diff --git a/frontend/index.html b/frontend/index.html
index 8637193..a3e33f5 100644
--- a/frontend/index.html
+++ b/frontend/index.html
@@ -155,6 +155,51 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
             <select id="season-select"></select>
           </div>
 
+          <!-- Career page only (main.js unhides it and hides Season): the two
+           kinds of Career member. Only Potential Draftees is lit at first; Joined NFL
+           stays in the pool as the yardstick, dimmed. It only dims, like Teams; it never
+           changes the percentile pool. -->
+          <div class="control control-status" id="status-control" hidden>
+            <div class="axis-label-row">
+              <label id="status-label" for="status-toggle-btn">Status</label>
+              <span class="info-popover-slot" id="status-info-slot"></span>
+            </div>
+            <div class="teams-select">
+              <button
+                type="button"
+                id="status-toggle-btn"
+                class="teams-select-btn"
+                aria-haspopup="true"
+                aria-expanded="false"
+                aria-labelledby="status-label status-select-summary"
+              >
+                <span id="status-select-summary">Potential Draftees</span>
+                <svg class="chevron" viewBox="0 0 16 16" width="12" height="12" aria-hidden="true">
+                  <path
+                    d="M4 6l4 4 4-4"
+                    fill="none"
+                    stroke="currentColor"
+                    stroke-width="1.5"
+                    stroke-linecap="round"
+                    stroke-linejoin="round"
+                  />
+                </svg>
+              </button>
+              <div class="teams-dropdown status-dropdown" id="status-dropdown" hidden>
+                <div class="teams-checklist">
+                  <label class="team-option">
+                    <input type="checkbox" id="status-joined" value="Joined NFL" />
+                    <span>Joined NFL</span>
+                  </label>
+                  <label class="team-option">
+                    <input type="checkbox" id="status-potential" value="Potential Draftees" checked />
+                    <span>Potential Draftees</span>
+                  </label>
+                </div>
+              </div>
+            </div>
+          </div>
+
           <div class="control control-teams">
             <div class="axis-label-row">
               <label id="teams-label" for="teams-toggle-btn">Teams</label>
@@ -283,14 +328,35 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
            row below it. -->
           <div class="row-break" aria-hidden="true"></div>
 
-          <div class="control control-slider">
-            <label for="threshold-slider"> Min <span id="threshold-field-label">opportunities</span> </label>
+          <div class="control control-slider" id="threshold-control">
+            <label for="threshold-slider">
+              <span id="threshold-status-label" hidden>Joined NFL · </span>Min
+              <span id="threshold-field-label">opportunities</span>
+            </label>
             <div class="threshold-row">
               <input type="range" id="threshold-slider" min="0" max="100" value="0" />
               <input type="number" id="threshold-number" min="0" step="1" aria-label="min opportunities exact value" />
             </div>
           </div>
 
+          <!-- Career page only: the looser bar for Potential Draftees (a young
+           player has few snaps). Greyed out while that status is switched off. -->
+          <div class="control control-slider" id="potential-threshold-control" hidden>
+            <label for="threshold-potential-slider">
+              Potential Draftees · Min <span id="threshold-potential-field-label">opportunities</span>
+            </label>
+            <div class="threshold-row">
+              <input type="range" id="threshold-potential-slider" min="0" max="100" value="0" />
+              <input
+                type="number"
+                id="threshold-potential-number"
+                min="0"
+                step="1"
+                aria-label="min opportunities exact value for Potential Draftees"
+              />
+            </div>
+          </div>
+
           <!-- Stacked (not side-by-side) so this whole group is only as wide as
            one checkbox row, freeing enough horizontal room for Save Plot to
            sit on the same row as Apply instead of up on the axis row. -->
diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index 46e7610..c2e2745 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -22,7 +22,10 @@ import {
   teamName,
   teamLabel,
   metadata,
+  appliedThreshold,
+  thresholdPhrase,
 } from "./data.js";
+import { meetsThreshold } from "./pinned-impact.js";
 import { LINEMATE_POSITIONS, LINEMATE_SIZE_REMINDER_AT } from "./config.js";
 import {
   ordinal,
@@ -118,14 +121,14 @@ export function attachAppTooltip(el, text) {
 export function computeLinemateRoster(anchorRecord) {
   const cat = appliedCategoryMeta();
   const positions = LINEMATE_POSITIONS[appliedFilters.category];
-  const threshold = Number(appliedFilters.threshold);
+  const threshold = appliedThreshold();
 
   const qualifying = currentRecords.filter(
     (r) =>
       positions.includes(r.position) &&
       r.team === anchorRecord.team &&
       r.player !== anchorRecord.player &&
-      r[cat.threshold_field] >= threshold
+      meetsThreshold(r, cat.threshold_field, threshold)
   );
 
   return qualifying.slice().sort((a, b) => b[cat.threshold_field] - a[cat.threshold_field]);
@@ -559,7 +562,7 @@ export function renderLinemateCardBody(entry) {
   // regardless of the anchor toggle — this is the threshold talking, not a
   // literal count of the table's current rows.
   const rosterNoteEl = cardEl.querySelector(".linemate-card-roster-note");
-  rosterNoteEl.textContent = `${roster.length} linemate${roster.length === 1 ? "" : "s"} with ≥ ${appliedFilters.threshold} ${thresholdFieldLabel(cat)}.`;
+  rosterNoteEl.textContent = `${roster.length} linemate${roster.length === 1 ? "" : "s"} with ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}.`;
 
   // With no roster cap, a very low threshold puts many players on the card;
   // past the old cap's size the card says a higher threshold keeps it compact.
diff --git a/frontend/main.js b/frontend/main.js
index b16bb79..085f043 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -16,6 +16,7 @@ import {
   currentCategoryMeta,
   metadata,
   LEAGUE,
+  IS_CAREER,
 } from "./data.js";
 import {
   selectedPlayers,
@@ -41,6 +42,9 @@ import {
   loadCurrentSlice,
   closeFiltersDrawer,
   applyFilters,
+  syncStatusBars,
+  openStatusDropdown,
+  closeStatusDropdown,
 } from "./filters.js";
 import { render, setLogoRelayoutGuard } from "./render.js";
 import { exportChartPngWithFooter, sanitizeForFilename } from "./chart-export.js";
@@ -78,7 +82,23 @@ import {
 // end of every season "change" event itself.
 let previousSeasonValue = null;
 
+// The Career page has no Season: it shows the Status Filter in its place, a second
+// threshold bar (Potential Draftees), and names the first bar after Joined NFL.
+function setUpCareerControls() {
+  if (!IS_CAREER) return;
+  els.seasonControl.hidden = true;
+  els.statusControl.hidden = false;
+  els.thresholdPotentialControl.hidden = false;
+  els.thresholdStatusLabel.hidden = false;
+  // Joined NFL starts switched off: grey its bar and set the button's label.
+  syncStatusBars();
+  // Teams, Players and Status combine as a union, so with every team lit nothing
+  // would be dimmed and Status would show nothing. Career starts with no team picked.
+  markNoTeamsSelected();
+}
+
 async function loadMetadata() {
+  setUpCareerControls();
   const metadataUrl = `${LEAGUE.apiPrefix}/metadata`;
   const res = await fetch(metadataUrl);
   if (!res.ok) throw new Error(`GET ${metadataUrl} → ${res.status}`);
@@ -177,6 +197,35 @@ function attachEvents() {
     )
   );
 
+  if (IS_CAREER) {
+    els.statusInfoSlot.appendChild(
+      createInfoPopover(
+        "Status joins Teams and Players in the same union: a player is highlighted if his status is lit, or his team is chosen, or his name is selected. Potential Draftees: still playing in the latest college season (lit at first). Joined NFL: played college ball and is now in the NFL; it stays in the comparison pool as the yardstick while dimmed. None of this changes the pool or any percentile. The two groups have their own minimum, because a young player has fewer snaps.",
+        { ariaLabel: "Status filter info", label: "ⓘ" }
+      )
+    );
+
+    els.statusBtn.addEventListener("click", () => {
+      if (els.statusDropdown.hidden) openStatusDropdown();
+      else closeStatusDropdown();
+    });
+
+    // Same e.isTrusted guard as the Teams dropdown: the PNG export's synthetic
+    // anchor click must not shut it.
+    document.addEventListener("click", (e) => {
+      if (!e.isTrusted) return;
+      if (els.statusDropdown.hidden) return;
+      if (!els.statusControl.contains(e.target)) closeStatusDropdown();
+    });
+
+    [els.statusJoined, els.statusPotential].forEach((box) =>
+      box.addEventListener("change", () => {
+        syncStatusBars();
+        updatePendingState();
+      })
+    );
+  }
+
   els.teamsInfoSlot.appendChild(
     createInfoPopover(
       "Select teams to highlight their players in the plot. Everyone else stays in the comparison pool, so percentiles don't change.",
@@ -399,55 +448,61 @@ function attachEvents() {
   // clicks Apply (or presses Enter in the number field). Re-rendering on
   // every pixel of drag / every keystroke was the whole problem on dense
   // positions.
-  els.threshold.addEventListener("input", () => {
-    els.thresholdNumber.value = els.threshold.value;
-    // The user just gave an explicit threshold — don't let a pending
-    // category switch stomp it back to that category's default at Apply
-    // time (see the resetThresholdOnNextRange comment above its declaration).
-    setResetThresholdOnNextRange(false);
-    // Selected Players are deliberately NOT re-checked here: while the slider
-    // is still being dragged the value is not final. The "change" listener
-    // below does it once the slider is released.
-    updatePendingState();
-  });
-
-  // Fires once, on release (or after a keyboard step): the threshold is now a
-  // committed value, so selected players who no longer qualify are dropped
-  // and the user is told who (see prunePlayerSelections()).
-  els.threshold.addEventListener("change", () => {
-    prunePlayerSelections();
-    updatePendingState();
-  });
-
-  els.thresholdNumber.addEventListener("input", () => {
-    const min = Number(els.threshold.min);
-    const max = Number(els.threshold.max);
-    const step = Number(els.threshold.step) || 1;
-
-    let raw = Number(els.thresholdNumber.value);
-    if (Number.isNaN(raw)) raw = min;
-    raw = Math.min(Math.max(raw, min), max);
-    els.thresholdNumber.value = raw;
-
-    // Slider snaps to the nearest step just to keep the handle in sync
-    // visually — filtering below still uses the exact typed number.
-    els.threshold.value = min + Math.round((raw - min) / step) * step;
-    setResetThresholdOnNextRange(false);
-    // Not re-checking selected Players per keystroke — see the slider's
-    // "input" handler above; the "change" listener below does it on commit.
-    updatePendingState();
-  });
-
-  // Fires when the typed value is committed (Enter or leaving the field).
-  els.thresholdNumber.addEventListener("change", () => {
-    prunePlayerSelections();
-    updatePendingState();
-  });
-
-  els.thresholdNumber.addEventListener("keydown", (e) => {
-    if (e.key !== "Enter") return;
-    e.preventDefault();
-    applyFilters();
+  // The Career page has a second bar (Potential Draftees) wired exactly like the first.
+  [
+    [els.threshold, els.thresholdNumber],
+    [els.thresholdPotential, els.thresholdPotentialNumber],
+  ].forEach(([slider, number]) => {
+    slider.addEventListener("input", () => {
+      number.value = slider.value;
+      // The user just gave an explicit threshold — don't let a pending
+      // category switch stomp it back to that category's default at Apply
+      // time (see the resetThresholdOnNextRange comment above its declaration).
+      setResetThresholdOnNextRange(false);
+      // Selected Players are deliberately NOT re-checked here: while the slider
+      // is still being dragged the value is not final. The "change" listener
+      // below does it once the slider is released.
+      updatePendingState();
+    });
+
+    // Fires once, on release (or after a keyboard step): the threshold is now a
+    // committed value, so selected players who no longer qualify are dropped
+    // and the user is told who (see prunePlayerSelections()).
+    slider.addEventListener("change", () => {
+      prunePlayerSelections();
+      updatePendingState();
+    });
+
+    number.addEventListener("input", () => {
+      const min = Number(slider.min);
+      const max = Number(slider.max);
+      const step = Number(slider.step) || 1;
+
+      let raw = Number(number.value);
+      if (Number.isNaN(raw)) raw = min;
+      raw = Math.min(Math.max(raw, min), max);
+      number.value = raw;
+
+      // Slider snaps to the nearest step just to keep the handle in sync
+      // visually — filtering below still uses the exact typed number.
+      slider.value = min + Math.round((raw - min) / step) * step;
+      setResetThresholdOnNextRange(false);
+      // Not re-checking selected Players per keystroke — see the slider's
+      // "input" handler above; the "change" listener below does it on commit.
+      updatePendingState();
+    });
+
+    // Fires when the typed value is committed (Enter or leaving the field).
+    number.addEventListener("change", () => {
+      prunePlayerSelections();
+      updatePendingState();
+    });
+
+    number.addEventListener("keydown", (e) => {
+      if (e.key !== "Enter") return;
+      e.preventDefault();
+      applyFilters();
+    });
   });
 
   els.applyBtn.addEventListener("click", applyFilters);
diff --git a/frontend/merge-card.js b/frontend/merge-card.js
index 58a74f2..3cfdd6c 100644
--- a/frontend/merge-card.js
+++ b/frontend/merge-card.js
@@ -51,7 +51,10 @@ import {
   thresholdFieldLabel,
   metadata,
   teamLabel,
+  appliedThreshold,
+  thresholdPhrase,
 } from "./data.js";
+import { meetsThreshold } from "./pinned-impact.js";
 import { searchPlayersExcluding, pcsSearchPool, fullPcsSearchPool } from "./search.js";
 import { MERGE_CARD_MAX_MEMBERS, MERGE_QUOTA } from "./config.js";
 import { openBelowThresholdPopup, applyThresholdImmediately, BELOW_THRESHOLD_TOP_K } from "./filters.js";
@@ -225,8 +228,8 @@ export function renderCreateDropdown(matches) {
     toggle.className = "below-threshold-toggle";
     toggle.textContent = `Below Threshold Matches (${createBelowThresholdMatches.length})`;
     toggle.addEventListener("click", () =>
-      openBelowThresholdPopup(createBelowThresholdMatches, appliedCategoryMeta(), (value) => {
-        applyThresholdImmediately(value);
+      openBelowThresholdPopup(createBelowThresholdMatches, appliedCategoryMeta(), (value, record) => {
+        applyThresholdImmediately(value, record);
         runCreateSearch();
       })
     );
@@ -279,7 +282,7 @@ export function runCreateSearch() {
   // player instead).
   const cat = appliedCategoryMeta();
   const fullMatches = searchPlayersExcluding(query, fullPcsSearchPool(), new Set(), BELOW_THRESHOLD_TOP_K);
-  createBelowThresholdMatches = fullMatches.filter((r) => r[cat.threshold_field] < Number(appliedFilters.threshold));
+  createBelowThresholdMatches = fullMatches.filter((r) => !meetsThreshold(r, cat.threshold_field, appliedThreshold()));
 
   // No exclusion set — an already-picked player is caught (and explained) in
   // addCreateMember() instead, same "blocked, with a prompt" convention the
@@ -588,7 +591,7 @@ export function renderMergeCardBody(cardEl, memberRecords, sortState, mode = TAB
   const sharedPosition = pools.every((p) => p.record.position === pools[0].record.position)
     ? pools[0].record.position
     : null;
-  const thresholdClause = `with ≥ ${appliedFilters.threshold} ${thresholdFieldLabel(cat)}`;
+  const thresholdClause = `with ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}`;
   poolEl.textContent = sharedPosition
     ? `Percentiles calculated among ${pools[0].pool.length} ${sharedPosition} ${thresholdClause}.`
     : `Percentiles calculated among ${pools
@@ -948,8 +951,8 @@ export function renderMergeEditDropdown(matches) {
     toggle.className = "below-threshold-toggle";
     toggle.textContent = `Below Threshold Matches (${editBelowThresholdMatches.length})`;
     toggle.addEventListener("click", () =>
-      openBelowThresholdPopup(editBelowThresholdMatches, appliedCategoryMeta(), (value) => {
-        applyThresholdImmediately(value);
+      openBelowThresholdPopup(editBelowThresholdMatches, appliedCategoryMeta(), (value, record) => {
+        applyThresholdImmediately(value, record);
         runMergeEditSearch();
       })
     );
@@ -1001,7 +1004,7 @@ export function runMergeEditSearch() {
   // Same two-independent-passes shape as runPlayersSearch() (filters.js).
   const cat = appliedCategoryMeta();
   const fullMatches = searchPlayersExcluding(query, fullPcsSearchPool(), new Set(), BELOW_THRESHOLD_TOP_K);
-  editBelowThresholdMatches = fullMatches.filter((r) => r[cat.threshold_field] < Number(appliedFilters.threshold));
+  editBelowThresholdMatches = fullMatches.filter((r) => !meetsThreshold(r, cat.threshold_field, appliedThreshold()));
 
   // No exclusion set — an already-on-this-card pick is caught (and
   // explained) defensively in addMergeMember() rather than hidden from the
diff --git a/frontend/pinned-impact.js b/frontend/pinned-impact.js
index a14b811..41bb0c1 100644
--- a/frontend/pinned-impact.js
+++ b/frontend/pinned-impact.js
@@ -15,6 +15,9 @@
  *
  * applied / pending: { category, season, position, threshold } — `pending.threshold`
  *   must be the FINAL threshold (already clamped / defaulted for the new season).
+ *   A threshold is a number on a Season page, or { joined, potential } on the
+ *   Career page, where a player is judged against the bar of his own status
+ *   (see thresholdSpec()).
  * pinnedPlayers: iterable of player strings (Single Cards ∪ Merge Card members).
  * playerPoolRecords: records of the pending category + season (every position).
  * thresholdField: the category's threshold column ("PR Opp" / "Non Spike PB Snaps").
@@ -35,6 +38,47 @@
  */
 export const COMPARISON_MIN_MEMBERS = 2;
 
+export const JOINED_NFL = "Joined NFL";
+export const POTENTIAL_DRAFTEES = "Potential Draftees";
+
+// A threshold is a plain number on a Season page. The Career page has two bars,
+// one per status, so there it is { joined, potential }. `potentialThreshold` is
+// undefined on a Season page, which keeps the number.
+export function thresholdSpec(threshold, potentialThreshold) {
+  if (potentialThreshold == null) return Number(threshold);
+  return { joined: Number(threshold), potential: Number(potentialThreshold) };
+}
+
+// A spec may arrive as a number, a numeric string or an object.
+function normalizeSpec(spec) {
+  return spec !== null && typeof spec === "object" ? spec : Number(spec);
+}
+
+// The bar this record is judged against: the single number, or the one of the
+// record's own status.
+export function thresholdOf(record, spec) {
+  const normalized = normalizeSpec(spec);
+  if (typeof normalized === "number") return normalized;
+  return record.status === POTENTIAL_DRAFTEES ? normalized.potential : normalized.joined;
+}
+
+// The one inclusive rule behind every "clears the threshold" check: the record
+// has a value in `field` and it is at least its own bar.
+export function meetsThreshold(record, field, spec) {
+  const value = record[field];
+  return value != null && value >= thresholdOf(record, spec);
+}
+
+// True when `next` is stricter than `previous` for anyone: a higher number, or on
+// the Career page either bar higher.
+export function thresholdRaised(next, previous) {
+  const a = normalizeSpec(next);
+  const b = normalizeSpec(previous);
+  if (typeof a === "number" && typeof b === "number") return a > b;
+  if (typeof a === "number" || typeof b === "number") return true;
+  return a.joined > b.joined || a.potential > b.potential;
+}
+
 const NO_COMPARISONS = { shrunk: [], dissolved: [] };
 
 // Who stays and who goes: a player is eligible when they exist in `records`
@@ -53,8 +97,7 @@ export function partitionByEligibility(names, records, position, threshold, thre
   const removed = [];
   Array.from(names).forEach((name) => {
     const record = byPlayer.get(name);
-    const value = record ? record[thresholdField] : null;
-    if (value == null || value < threshold) removed.push(name);
+    if (!record || !meetsThreshold(record, thresholdField, threshold)) removed.push(name);
     else kept.push(name);
   });
   return { kept, removed };
@@ -70,11 +113,7 @@ export function partitionByEligibility(names, records, position, threshold, thre
 // or null when the card should close.
 export function resolveCarriedRecord(records, name, preferredPosition, linePositions, threshold, thresholdField) {
   const matches = (records || []).filter(
-    (r) =>
-      r.player === name &&
-      linePositions.includes(r.position) &&
-      r[thresholdField] != null &&
-      r[thresholdField] >= threshold
+    (r) => r.player === name && linePositions.includes(r.position) && meetsThreshold(r, thresholdField, threshold)
   );
   return matches.find((r) => r.position === preferredPosition) || matches[0] || null;
 }
@@ -109,11 +148,12 @@ export function evaluatePinnedImpact(
     return { outcome: "reset", kept: [], removed: pinned, comparisons: NO_COMPARISONS };
   }
 
-  const seasonChanged = Number(applied.season) !== Number(pending.season);
-  const pendingThreshold = Number(pending.threshold);
+  // String(), not Number(): the Career page's one "season" is the word Career.
+  const seasonChanged = String(applied.season) !== String(pending.season);
+  const pendingThreshold = normalizeSpec(pending.threshold);
 
   // Same season and a looser (or equal) bar can't remove anyone.
-  if (!seasonChanged && pendingThreshold <= Number(applied.threshold)) {
+  if (!seasonChanged && !thresholdRaised(pendingThreshold, applied.threshold)) {
     return { outcome: "unaffected", kept: pinned, removed: [], comparisons: NO_COMPARISONS };
   }
 
diff --git a/frontend/render.js b/frontend/render.js
index 020236f..e273db7 100644
--- a/frontend/render.js
+++ b/frontend/render.js
@@ -23,7 +23,12 @@ import {
   thresholdFieldLabel,
   metadata,
   LEAGUE,
+  IS_CAREER,
+  appliedThreshold,
+  thresholdPhrase,
+  litStatuses,
 } from "./data.js";
+import { meetsThreshold } from "./pinned-impact.js";
 import { DIM_OPACITY, LABEL_ALPHA } from "./config.js";
 import { viewFloatingCard } from "./scout-card.js";
 import { collectMetricNotes } from "./metric-notes.js";
@@ -225,15 +230,15 @@ export function applyLabelEmphasis(chartDiv, spotlightNames) {
 // Plain "N players with at least X <field>." line. Teams/Players only dim
 // (see the isDimmed comment in render()), so the on-screen point count never
 // changes with them and the subtitle doesn't mention the highlight at all.
-export function highlightSubtitle(cat, records, minThreshold) {
+export function highlightSubtitle(cat, records, threshold) {
   const fieldLabel = thresholdFieldLabel(cat);
-  return `${records.length} players with at least ${minThreshold} ${fieldLabel}.`;
+  return `${records.length} players with at least ${thresholdPhrase(threshold)} ${fieldLabel}.`;
 }
 
 export function render() {
   const cat = appliedCategoryMeta();
 
-  const minThreshold = Number(appliedFilters.threshold);
+  const threshold = appliedThreshold();
   const selectedTeams = new Set(appliedFilters.teams ? appliedFilters.teams.split(",") : []);
   const selectedPlayerKeys = new Set(appliedFilters.players ? appliedFilters.players.split(",") : []);
 
@@ -247,7 +252,9 @@ export function render() {
   // reassign an imported `let`. Every `currentFiltered` read below this
   // point sees the update immediately — imported bindings are live.
   setCurrentFiltered(
-    currentRecords.filter((r) => r.position === appliedFilters.position && r[cat.threshold_field] >= minThreshold)
+    currentRecords.filter(
+      (r) => r.position === appliedFilters.position && meetsThreshold(r, cat.threshold_field, threshold)
+    )
   );
   // Players joins Teams via OR — a player is highlighted if their team is
   // selected OR they were explicitly added, so an explicitly-picked player
@@ -255,7 +262,18 @@ export function render() {
   // with no players picked has both .has() calls return false for every
   // record, which dims everyone uniformly — no special-casing needed.
   // String(): the NCAAF team key is a number, the checklist values are strings.
-  const isDimmed = currentFiltered.map((r) => !(selectedTeams.has(String(r.team)) || selectedPlayerKeys.has(r.player)));
+  // Career only: the Status Filter joins the same union. A player is lit when his
+  // team is chosen, or he is picked, or his status is lit; a status that is off
+  // lights nobody by itself and never takes a player out of the pool.
+  const litStatusSet = litStatuses(appliedFilters.statuses);
+  const isDimmed = currentFiltered.map(
+    (r) =>
+      !(
+        selectedTeams.has(String(r.team)) ||
+        selectedPlayerKeys.has(r.player) ||
+        (IS_CAREER && litStatusSet.has(r.status))
+      )
+  );
 
   if (currentFiltered.length < 2) {
     els.emptyState.hidden = false;
@@ -422,7 +440,7 @@ export function render() {
   // so count shouldn't shrink just because some teams are unchecked.
   const positionLabel = (cat.positions && cat.positions[appliedFilters.position]) || appliedFilters.position;
   const titleText = `${appliedFilters.season} ${LEAGUE.name} ${positionLabel} ${xKey} & ${yKey}`;
-  const subtitleText = highlightSubtitle(cat, currentFiltered, minThreshold);
+  const subtitleText = highlightSubtitle(cat, currentFiltered, threshold);
 
   const layout = {
     paper_bgcolor: "transparent",
diff --git a/frontend/scout-card.js b/frontend/scout-card.js
index 35e9267..f8ba258 100644
--- a/frontend/scout-card.js
+++ b/frontend/scout-card.js
@@ -13,6 +13,8 @@ import {
   logoSrc,
   thresholdFieldLabel,
   metadata,
+  appliedThreshold,
+  thresholdPhrase,
 } from "./data.js";
 import {
   ordinal,
@@ -84,7 +86,7 @@ export function renderScoutCardStats(cardEl, record) {
   poolEl.textContent = `Percentiles calculated among ${pool.length} ${record.position}.`;
 
   const thresholdEl = cardEl.querySelector(".scout-card-threshold");
-  thresholdEl.textContent = `Threshold: ≥ ${appliedFilters.threshold} ${thresholdFieldLabel(cat)}.`;
+  thresholdEl.textContent = `Threshold: ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}.`;
 
   // Three grid children per row (dt, value dd, rank dd) so the grid's
   // row-major auto-placement stays aligned — a row that only emitted two
diff --git a/frontend/search.js b/frontend/search.js
index 7f2bfc6..72980f9 100644
--- a/frontend/search.js
+++ b/frontend/search.js
@@ -20,7 +20,9 @@ import {
   positionPool,
   appliedFilters,
   currentRecords,
+  pendingThreshold,
 } from "./data.js";
+import { meetsThreshold } from "./pinned-impact.js";
 
 export const NAME_SUFFIXES = new Set(["Jr.", "Jr", "II", "III", "IV", "V", "Sr.", "Sr"]);
 
@@ -171,8 +173,10 @@ export function scorePlayerAgainstQuery(queryTokens, playerRecord) {
 export function qualifyingPlayerPool() {
   if (!playerPoolCategory) return [];
   const cat = metadata[playerPoolCategory];
-  const minThreshold = Number(els.thresholdNumber.value);
-  return playerPoolRecords.filter((r) => r.position === els.position.value && r[cat.threshold_field] >= minThreshold);
+  const threshold = pendingThreshold();
+  return playerPoolRecords.filter(
+    (r) => r.position === els.position.value && meetsThreshold(r, cat.threshold_field, threshold)
+  );
 }
 
 // Same pool as qualifyingPlayerPool() but without the threshold cut — the
diff --git a/frontend/style.css b/frontend/style.css
index 9406408..8a1b559 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -523,14 +523,16 @@ body {
   gap: 10px;
 }
 
-#threshold-slider {
+#threshold-slider,
+#threshold-potential-slider {
   flex: 1 1 auto;
   width: 100%;
   accent-color: var(--flag-gold);
   height: 28px;
 }
 
-#threshold-number {
+#threshold-number,
+#threshold-potential-number {
   flex: none;
   width: 70px;
   background: var(--turf-950);
@@ -545,11 +547,14 @@ body {
 /* Chrome/Safari spinner arrows clash with the turf theme — hide them,
    the range slider next to it already covers coarse adjustment. */
 #threshold-number::-webkit-inner-spin-button,
-#threshold-number::-webkit-outer-spin-button {
+#threshold-number::-webkit-outer-spin-button,
+#threshold-potential-number::-webkit-inner-spin-button,
+#threshold-potential-number::-webkit-outer-spin-button {
   -webkit-appearance: none;
   margin: 0;
 }
-#threshold-number {
+#threshold-number,
+#threshold-potential-number {
   -moz-appearance: textfield;
 }
 
@@ -599,12 +604,42 @@ body {
   padding-right: 4px;
 }
 
+/* --- Career page: Status Filter and the second threshold bar. ---
+   The Status Filter takes Season's place in the first row. It is a dropdown of two checkboxes
+   like Teams (both lit by default); a status that is off only dims its players.
+   A bar of a status that is off is greyed (.is-muted) but stays usable. */
+.control-status {
+  --w: 150;
+  min-width: auto;
+}
+/* A native [hidden] loses to .control's display, so say it again here. */
+.control[hidden] {
+  display: none;
+}
+/* Two short rows, so the dropdown is only as wide as its button. */
+.status-dropdown {
+  width: max-content;
+  min-width: 100%;
+}
+.status-dropdown .teams-checklist {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+}
+.status-dropdown .team-option {
+  white-space: nowrap;
+}
+.control-slider.is-muted {
+  opacity: 0.45;
+}
+
 /* --- Teams multi-selection. ---
    Built as a custom button + checkbox-list dropdown rather than a native
    <select multiple> — multi-selecting 32 options via ctrl/cmd-click isn't
    discoverable and doesn't work at all on touch. Positioned/sized to sit
    next to Season/Category like a normal .control select. */
-.control-teams {
+.control-teams,
+.control-status {
   position: relative;
 }
 
@@ -3581,6 +3616,7 @@ thead .linemate-table-frozen {
    width; the label text still elides via the existing overflow rules. */
 @media (min-width: 861px) {
   .control-season,
+  .control-status,
   .control-teams,
   #players-control,
   .control-category,
@@ -3591,6 +3627,7 @@ thead .linemate-table-frozen {
   }
   .control-season select,
   .control-teams .teams-select-btn,
+  .control-status .teams-select-btn,
   #players-control .teams-select-btn,
   .control-category select,
   .control-position select,
@@ -3827,7 +3864,8 @@ thead .linemate-table-frozen {
     border-radius: 0;
   }
   .filters-drawer .control select,
-  .filters-drawer #threshold-number {
+  .filters-drawer #threshold-number,
+#threshold-potential-number {
     width: 100%;
   }
   .filters-drawer .control-season select {
diff --git a/frontend/workspace.js b/frontend/workspace.js
index 66c83e6..d4b4c9a 100644
--- a/frontend/workspace.js
+++ b/frontend/workspace.js
@@ -18,7 +18,8 @@
  * merge-card.js's header.
  */
 import { els } from "./dom.js";
-import { logoSrc, teamSwatch, teamLabel, findRecordByPlayer, appliedCategoryMeta, appliedFilters } from "./data.js";
+import { logoSrc, teamSwatch, teamLabel, findRecordByPlayer, appliedCategoryMeta, appliedThreshold } from "./data.js";
+import { meetsThreshold } from "./pinned-impact.js";
 import { searchPlayersExcluding, pcsSearchPool, fullPcsSearchPool } from "./search.js";
 import { MERGE_QUOTA } from "./config.js";
 import { openBelowThresholdPopup, applyThresholdImmediately, BELOW_THRESHOLD_TOP_K } from "./filters.js";
@@ -118,8 +119,8 @@ export function renderPcsAddDropdown(matches) {
     toggle.className = "below-threshold-toggle";
     toggle.textContent = `Below Threshold Matches (${pcsAddBelowThresholdMatches.length})`;
     toggle.addEventListener("click", () =>
-      openBelowThresholdPopup(pcsAddBelowThresholdMatches, appliedCategoryMeta(), (value) => {
-        applyThresholdImmediately(value);
+      openBelowThresholdPopup(pcsAddBelowThresholdMatches, appliedCategoryMeta(), (value, record) => {
+        applyThresholdImmediately(value, record);
         runPcsAddSearch();
       })
     );
@@ -178,7 +179,7 @@ export function runPcsAddSearch() {
   const cat = appliedCategoryMeta();
   const excludeKeys = new Set(workspaceSingles.keys());
   const fullMatches = searchPlayersExcluding(query, fullPcsSearchPool(), excludeKeys, BELOW_THRESHOLD_TOP_K);
-  pcsAddBelowThresholdMatches = fullMatches.filter((r) => r[cat.threshold_field] < Number(appliedFilters.threshold));
+  pcsAddBelowThresholdMatches = fullMatches.filter((r) => !meetsThreshold(r, cat.threshold_field, appliedThreshold()));
 
   renderPcsAddDropdown(searchPlayersExcluding(query, pcsSearchPool(), excludeKeys));
 }
diff --git a/main.py b/main.py
index f6c5ebb..13ee859 100644
--- a/main.py
+++ b/main.py
@@ -549,6 +549,8 @@ class _Page:
     scope_segment: str  # Extra item of the meta band, "" for none.
     team_groups: str  # "static" (frontend list) or "by_season" (from metadata).
     team_label: str  # "code" shows the team key, "name" shows the full name.
+    mode: str = "season"  # "season" (one season per view) or "career" (all seasons).
+    api_path: str = ""  # Overrides /api/<league> when the page reads another route.
 
 
 NCAAF_SCOPE_SEGMENT = "&nbsp;&nbsp;·&nbsp;&nbsp;Scope: SEC · B1G · ACC · Big 12 · Pac-12 · MAC · Notre Dame"
@@ -577,6 +579,19 @@ class _Page:
         team_groups="by_season",
         team_label="name",
     ),
+    _Page(
+        path="/ncaaf-career",
+        league=League.NCAAF,
+        nav_label="NCAAF Career",
+        eyebrow="🏈NCAAF OL & DL PFF Premium Stats Career Exploration",
+        tab_title="LinesShines · 鋒光 · NCAAF Career",
+        description="Interactive exploration platform: NCAAF OL & DL career PFF metrics.",
+        scope_segment=NCAAF_SCOPE_SEGMENT,
+        team_groups="by_season",
+        team_label="name",
+        mode="career",
+        api_path="/api/ncaaf/career",
+    ),
 )
 
 
@@ -585,7 +600,8 @@ def _league_config_json(page: _Page) -> str:
     config = {
         "key": page.league.value,
         "name": page.league.value.upper(),
-        "apiPrefix": f"/api/{page.league.value}",
+        "apiPrefix": page.api_path or f"/api/{page.league.value}",
+        "mode": page.mode,
         "logoDir": page.league.value,
         "teamGroups": page.team_groups,
         "teamLabel": page.team_label,
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index 18b6967..5e4f2ff 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -27,15 +27,15 @@ These apply to every task. Read them before starting.
 
 | # | Invariant | Detail | Coverage |
 |---|---|---|---|
-| 1 | A percentile is computed only within the same season, same threshold and **exact** position. A Guard's percentile is identical whichever position is selected on the chart. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` (exact-position pool and threshold; "same season" is whatever slice is loaded and is not tested separately) |
+| 1 | A percentile is computed only within the same season, same threshold and **exact** position. On the Career page the pool is the Career members of the exact position who clear the bar of their own status (two bars, one per status), and there is no season. A Guard's percentile is identical whichever position is selected on the chart. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` (exact-position pool and threshold; "same season" is whatever slice is loaded and is not tested separately) |
 | 2 | Tied players share one rank and one percentile (competition ranking). Every percentile in the app funnels through `rankAndPercentile()`. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` |
-| 3 | Teams and Players combine by union (OR). Teams only highlights; it never changes the pool. The threshold is a hard gate. | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_filters.py` |
+| 3 | Teams and Players combine by union (OR). Teams only highlights; it never changes the pool. On the Career page the Status Filter joins the same union and only highlights too (a player is lit if his status is lit, his team is chosen or he is picked; it never changes the pool). The threshold is a hard gate (two bars on Career: a player must clear the bar of his own status). | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_filters.py` |
 | 4 | The chart changes only on Apply; the Players search pool stays live and never reads `currentRecords`. | `architecture/FILTERS-AND-SEARCH.md` | none |
 | 5 | The threshold is display-only: preprocessing never drops rows by it and every row is ingested. | `architecture/THRESHOLDS.md` | `tests/test_config.py` covers routing only |
 | 6 | `higher_is_better` is per metric. PBE and TPS PBE are higher-is-better. | `architecture/METRICS-AND-NOTES.md` | `test_metadata_shape` (shape only) |
 | 7 | `/api/*` (every league prefix) and `/health` are never cached by the Service Worker. The rule matches the whole `/api/` prefix, so a new route is covered automatically; `/health` matches exactly (plus anything under `/health/`), so `/healthy.css` is still cached. | `architecture/PWA.md` | `tests/test_app_startup.py::test_sw_js_never_caches_any_api_route`, `tests/test_sw_cache_bypass.py` |
-| 8 | `/` is always the NFL Season page; the PWA `start_url` stays `/`. The college pages live at their own paths (`/ncaaf-season`) and never replace it. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
-| 9 | Pinned Players: Category or Position change clears everything; any other change removes only players who no longer fit; a Comparison shrinks while 2+ members remain and dissolves below 2. | `architecture/PINNED-INVALIDATION.md` | `tests/test_pinned_impact.py` |
+| 8 | `/` is always the NFL Season page; the PWA `start_url` stays `/`. The college pages live at their own paths (`/ncaaf-season`, `/ncaaf-career`) and never replace it. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
+| 9 | Pinned Players: Category or Position change clears everything; any other change (on Career, either bar going up, judged against each player's own status) removes only players who no longer fit; a Comparison shrinks while 2+ members remain and dissolves below 2. | `architecture/PINNED-INVALIDATION.md` | `tests/test_pinned_impact.py` |
 | 10 | Merge Cards show percentiles only (never raw values or `#rank/N`), cap at 5 players, and the 8-player Workspace quota is checked once, at Submit. | `architecture/CARDS.md` | none |
 | 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. | `architecture/CARDS.md` | none |
 | 12 | Every PNG export carries the footer "Source: PFF Premium Stats" (`EXPORT_FOOTER_TEXT`). | `frontend/chart-export.js` | none, by decision: the footer is one constant drawn onto a canvas, so a test would only restate it (see `tests/INDEX.md`) |
@@ -43,5 +43,5 @@ These apply to every task. Read them before starting.
 | 14 | Ingestion is idempotent: it deletes and reinserts a whole `(season, position)` slice. | `architecture/BACKEND-AND-DEPLOY.md` | `tests/test_db_ingestion.py` |
 | 15 | Tests set `DATABASE_URL` to an ephemeral sqlite file before `main` is imported. | `architecture/BACKEND-AND-DEPLOY.md` | `tests/conftest.py` |
 | 16 | X/Y axis selection, the Player Names / Team Logos / Include metric notes toggles, fold state and card dragging never invalidate, clear or reset any card. Axis controls must not be wired into the shared "filter changed → reset" handler. | `architecture/PINNED-INVALIDATION.md` | none for the handler wiring (`tests/test_pinned_impact.py` covers filter-driven impact only) |
-| 17 | Selected Players are re-checked only when a value is committed (slider release, number change, Apply, Set Threshold, or a category, season or position change), never while dragging or typing. Those still eligible stay, the rest are removed and not restored, and a toast names up to three of them. Eligibility is the same function as for Pinned Players. | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_pinned_impact.py` covers the shared function and the toast text; the commit-point wiring (`input` versus `change`) has no test |
+| 17 | Selected Players are re-checked only when a value is committed (slider release, number change, Apply, Set Threshold, or a category, season or position change; on Career either bar, each player judged against the bar of his own status), never while dragging or typing. Those still eligible stay, the rest are removed and not restored, and a toast names up to three of them. Eligibility is the same function as for Pinned Players. | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_pinned_impact.py` covers the shared function and the toast text; the commit-point wiring (`input` versus `change`) has no test |
 | 18 | A Merge Card has two layouts built from one model: Read (default) and Sort. Read is the transposition of Sort and follows the current sort order; only Sort sorts. The PNG export is always the Read layout, and the card on screen is not touched by it. | `architecture/CARDS.md` | `tests/test_merge_table.py` covers the model, both layouts, the order and the headers; the switch wiring, the scroll hint and the export have no test |
diff --git a/playbook/architecture/FILTERS-AND-SEARCH.md b/playbook/architecture/FILTERS-AND-SEARCH.md
index 70df706..38339a8 100644
--- a/playbook/architecture/FILTERS-AND-SEARCH.md
+++ b/playbook/architecture/FILTERS-AND-SEARCH.md
@@ -19,6 +19,15 @@ The Teams header's ⓘ carries the complementary half: Teams only *highlights* (
 `render.js`'s `isDimmed`), never shrinks the percentile pool — which is determined by position and
 snap threshold alone. If Teams ever starts filtering the pool, that popover's text is wrong.
 
+**Career: the Status Filter only dims.** On `/ncaaf-career` the Status Filter (Joined NFL, Potential Draftees; only Potential
+Draftees is lit by default, Joined NFL stays in the pool as the dimmed yardstick) behaves like Teams: it is Apply-gated and joins the same union in `render()`'s `isDimmed`: a player is lit when his
+status is lit, or his team is chosen, or his name is selected (a status that is off lights nobody by itself). Because a full
+Teams selection already lights everyone, the Career page starts with **No Teams** (`main.js`'s `setUpCareerControls()`), so
+the lit status shows at first. The Status Filter never changes the percentile pool. A status that is off greys its bar
+(`.is-muted`) but the bar still counts. The pool is the union of the Joined
+NFL players above the first bar and the Potential Draftees above the second, so toggling a status never moves a percentile.
+The ⓘ of the Status Filter says so; keep its text in sync.
+
 **The Players search pool has its own live, non-Apply-gated data track, deliberately separate from
 the chart's Apply-gated one** (`data.js`'s `playerPoolRecords`/`playerPoolCategory`, kept current by
 `updatePlayerPool()`): every other piece of chart state (`currentRecords`/`currentSliceCategory`/
diff --git a/playbook/architecture/FRONTEND-STRUCTURE.md b/playbook/architecture/FRONTEND-STRUCTURE.md
index 0797445..dcd2c91 100644
--- a/playbook/architecture/FRONTEND-STRUCTURE.md
+++ b/playbook/architecture/FRONTEND-STRUCTURE.md
@@ -62,6 +62,16 @@ served raw): `key`, `name` (used in the chart title), `apiPrefix` (`/api/nfl` or
 and `loadMetadata()`), `logoDir` (`logos/{logoDir}/{team}.png`), `teamGroups` and `teamLabel`. Positions, metrics and
 default thresholds already come from `/api/{league}/metadata`, so the config holds nothing else.
 
+- **The Career page (`/ncaaf-career`).** A third entry in `main.py`'s `PAGES` with `mode: "career"` and its own
+  `apiPrefix` (`/api/ncaaf/career`); `data.js` exports `IS_CAREER`. It reuses every module. Its payload is shaped like a
+  Season one in `setMetadata()` (one "season", the word `Career`, one flat conference map), so the controls, titles and
+  cards stay shared (a card reads "Alabama · Career"). What differs: `main.js` hides Season and shows the Status
+  Filter (a dropdown of two checkboxes built like Teams, `#status-toggle-btn`, `#status-joined` / `#status-potential`) and a second bar (`#threshold-potential-*`);
+  `fetchSlice()` has no season in the URL; the applied state carries `potentialThreshold` and `statuses` (left out on a
+  Season page); `filters.js`'s `thresholdBars()` is the one list the range, default and reset code loops over (one bar on
+  Season, two on Career, each bar's slider ceiling taken from its own status). A threshold is read through
+  `appliedThreshold()` / `pendingThreshold()` and judged by `pinned-impact.js`'s `meetsThreshold()`, which accepts a number
+  or `{ joined, potential }`, so no call site compares a record with a bare number any more.
 - **Team key vs label.** `record.team` is the NFL code but the NCAAF franchise id (a number). Keys, logo file names and
   `metadata.teams` lookups use it as is; anything the user reads goes through `teamLabel(team)` (the code for the NFL,
   the school name for the college). Comparisons with the Teams checklist go through `String(...)`.
diff --git a/playbook/architecture/PERCENTILES.md b/playbook/architecture/PERCENTILES.md
index 8a29906..4b5356d 100644
--- a/playbook/architecture/PERCENTILES.md
+++ b/playbook/architecture/PERCENTILES.md
@@ -11,6 +11,11 @@ Merge Card cells, Linemate Card rows and summary) has to respect now that `curre
 every position in the category (see item 6 above) — a Guard's percentile has to come out identical
 whether Guard or Tackle is the currently selected chart position.
 
+**Career pool.** The Career page has no season. A Career percentile is taken among the Career members of the same exact
+position who clear the bar of their own status (Joined NFL above the first bar, Potential Draftees above the second), so a
+Joined NFL player and a Potential Draftee are ranked in one pool. The Status Filter only dims and never changes that pool.
+Each member is one merged row (see `BACKEND-AND-DEPLOY.md`, "Career API"); there is no per-season percentile.
+
 **Rank and percentile use competition ranking, not an arbitrary tiebreak** (`data.js`'s
 `rankAndPercentile()`): two players tied on a metric share the same rank (and therefore the same
 percentile) rather than one being bumped ahead by insertion order or player-id — ties are
diff --git a/playbook/architecture/PINNED-INVALIDATION.md b/playbook/architecture/PINNED-INVALIDATION.md
index 297538c..5ee30ea 100644
--- a/playbook/architecture/PINNED-INVALIDATION.md
+++ b/playbook/architecture/PINNED-INVALIDATION.md
@@ -21,7 +21,9 @@ changed) or `"unaffected"`; **some fail → `"partial"`**; **all fail → `"rese
 `distinctWorkspacePlayers()` (Single Cards ∪ Merge Card members), identified by the `player` string.
 It reads the already-fetched `playerPoolRecords`; `applyFilters()` first awaits `updatePlayerPool()`
 when category/position are unchanged so that pool is the pending season's slice (a `sliceCache` hit)
-and `els.thresholdNumber` holds the clamped value.
+and `els.thresholdNumber` holds the clamped value. On the Career page the threshold is a pair
+`{ joined, potential }` (`thresholdSpec()`): a player is judged against the bar of his own status, raising either bar counts
+as a stricter threshold, and the one season, `Career`, never counts as a season change (`String()` comparison).
 
 - **`"unaffected"`**: apply silently. **`"refresh"`**: no confirm; a neutral toast ("Pinned players
   updated to {season} season data.") and every surviving card is re-pointed at the player's row in
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index 4a2a996..ea780b3 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -19,6 +19,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | Season-threshold routing in `config/thresholds.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
 | Who is on the college Career page (Joined NFL, Potential Draftees) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
 | The merged Career row (summed counts, weighted rates, Pass Cov Percent, last-season identity) and the `/api/ncaaf/career` routes | `test_career_merge.py` ([doc](TEST_CAREER_MERGE.md)) | pure Python and API |
+| The NCAAF Career page (Status Filter, two threshold bars, one pool) | `test_ncaaf_career_page.py` ([doc](TEST_NCAAF_CAREER_PAGE.md)) | browser |
 | Ingestion: file path resolution, replacing a season/position slice | `test_db_ingestion.py` ([doc](TEST_DB_INGESTION.md)) | pure Python |
 | The `nfl_*` table names, unique key, NOT NULL `player_id`, and which table has the pass-rush percent columns | `test_db_models.py` ([doc](TEST_DB_MODELS.md)) | pure Python |
 | Neutral metrics: Pass Cov Percent order, grey chip on Player/Comparison/Linemate cards, chip contrast | `test_neutral_metric.py` ([doc](TEST_NEUTRAL_METRIC.md)) | browser |
diff --git a/playbook/tests/TEST_APP_STARTUP.md b/playbook/tests/TEST_APP_STARTUP.md
index 9263270..5888f6b 100644
--- a/playbook/tests/TEST_APP_STARTUP.md
+++ b/playbook/tests/TEST_APP_STARTUP.md
@@ -1,10 +1,10 @@
 # test_app_startup.py
 
-> **Add tests here when:** changing how the app is assembled: the `/logos` mount, the frontend at `/` and `/ncaaf-season`, `/health`, or how `sw.js` and `index.html` are served.
+> **Add tests here when:** changing how the app is assembled: the `/logos` mount, the frontend at `/`, `/ncaaf-season` and `/ncaaf-career`, `/health`, or how `sw.js` and `index.html` are served.
 
 - **Kind:** API (HTTP client).
 - **Needs:** `client` from `conftest.py`. No browser.
-- **Covers:** the app builds; `/health`; the logos mount and its folder (an NFL logo is served at `/logos/nfl/ARZ.png`); `/` serves the frontend; `/sw.js` is served with `{{VERSION}}` substituted and `no-cache`; the served `sw.js` carries the never-cache rule and `NETWORK_TIMEOUT_MS = 3000`; every root-mount file, `/` and `/sw.js` carry `Cache-Control: no-cache` while `/logos` does not; `index.html` registers the service worker; `/` serves the NFL page and the PWA manifest keeps `start_url` and `scope` at `/`.
+- **Covers:** the Career page is filled with its own routes (`apiPrefix` `/api/ncaaf/career`, `mode` career, its own tab title) while the Season pages stay in `season` mode; the app builds; `/health`; the logos mount and its folder (an NFL logo is served at `/logos/nfl/ARZ.png`); `/` serves the frontend; `/sw.js` is served with `{{VERSION}}` substituted and `no-cache`; the served `sw.js` carries the never-cache rule and `NETWORK_TIMEOUT_MS = 3000`; every root-mount file, `/` and `/sw.js` carry `Cache-Control: no-cache` while `/logos` does not; `index.html` registers the service worker; `/` serves the NFL page and the PWA manifest keeps `start_url` and `scope` at `/`.
 - **Also covers:** each season page filled with its own league (`window.LEAGUE`, subtitle, tab title, the college scope line), no `{{` placeholder left, the navigation present with the current page marked once, and the pages served `no-cache` and kept out of the API schema.
 - **Not here:** how the Service Worker behaves at runtime → `TEST_SW_CACHE_BYPASS.md`; folder layout drift → `TEST_PATHS.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
new file mode 100644
index 0000000..6ad022f
--- /dev/null
+++ b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
@@ -0,0 +1,9 @@
+# test_ncaaf_career_page.py
+
+> **Add tests here when:** changing the NCAAF Career page: the Status Filter, the two threshold bars (Joined NFL and Potential Draftees), how the pool and the highlight follow them, or how the Season pages differ from it.
+
+- **Kind:** browser (Playwright / Chromium), against the live test server.
+- **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Potential Draftees, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
+- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first, so the Joined NFL bar is greyed; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle both bars; a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state.
+- **Not here:** the rule itself (a threshold is a number or a pair, who is eligible) -> `TEST_PINNED_IMPACT.md`; the Career routes and the merge -> `TEST_CAREER_MERGE.md`; the page's served markup -> `TEST_APP_STARTUP.md`.
+- **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars on a phone (checked by hand).
diff --git a/playbook/tests/TEST_PINNED_IMPACT.md b/playbook/tests/TEST_PINNED_IMPACT.md
index ecc51e9..8a63504 100644
--- a/playbook/tests/TEST_PINNED_IMPACT.md
+++ b/playbook/tests/TEST_PINNED_IMPACT.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright). The `page` fixture loads the app in Chromium and the tests call the pure function.
 - **Needs:** Chromium; the tests skip without it.
-- **Covers:** which row a floating card follows after a threshold or season change (`resolveCarriedRecord()`: any position on the line, inclusive threshold, preferred position wins, off-line or missing closes); the outcome for each kind of filter change, partial removal, and Comparison shrink and dissolve rules; the shared eligibility rule (inclusive threshold, exact position, missing player or value, order kept, empty pool) and that Pinned invalidation agrees with it; the removal toast text (none, one name, up to three, "and N more"); the colour contrast of the warning notice, read from the real `style.css` (at least 4.5:1).
+- **Covers:** which row a floating card follows after a threshold or season change (`resolveCarriedRecord()`: any position on the line, inclusive threshold, preferred position wins, off-line or missing closes); the outcome for each kind of filter change, partial removal, and Comparison shrink and dissolve rules; the shared eligibility rule (inclusive threshold, exact position, missing player or value, order kept, empty pool) and that Pinned invalidation agrees with it; the removal toast text (none, one name, up to three, "and N more"); the Career page's two bars: a threshold is a number or a `{joined, potential}` pair (`thresholdSpec()`), a player is judged against the bar of his own status (`meetsThreshold()`), either bar going up is a stricter threshold (`thresholdRaised()`), a stricter Potential Draftees bar removes only Potential Draftees, a looser bar changes nothing, and the one season named Career is never a season change; the colour contrast of the warning notice, read from the real `style.css` (at least 4.5:1).
 - **Not here:** popup placement → `TEST_POPUP_POSITION.md`.
 - **Known gaps:** the pure functions only. Axis controls and display toggles must never reset cards (INVARIANTS 16), and the Players filter must re-check selections on commit rather than while dragging (INVARIANTS 17), and the toast switching to its yellow warning variant, but that wiring has no test.
diff --git a/tests/test_app_startup.py b/tests/test_app_startup.py
index 4192e5d..a6a465a 100644
--- a/tests/test_app_startup.py
+++ b/tests/test_app_startup.py
@@ -112,18 +112,34 @@ def test_each_season_page_is_filled_with_its_own_league(client):
     assert "Scope:" in ncaaf and "Scope:" not in nfl
 
 
+def test_the_career_page_reads_the_career_routes(client):
+    career = client.get("/ncaaf-career").text
+
+    assert '"key": "ncaaf"' in career
+    assert '"apiPrefix": "/api/ncaaf/career"' in career
+    assert '"mode": "career"' in career
+    assert '"mode": "season"' in client.get("/ncaaf-season").text
+    assert "<title>LinesShines · 鋒光 · NCAAF Career</title>" in career
+    assert "Scope:" in career
+
+
 def test_no_placeholder_is_left_in_a_served_page(client):
-    for path in ("/", "/ncaaf-season"):
+    for path in ("/", "/ncaaf-season", "/ncaaf-career"):
         text = client.get(path).text
         assert "{{" not in text, path
 
 
 def test_every_page_carries_the_navigation_with_its_own_page_marked(client):
-    for path, current in (("/", "NFL Season"), ("/ncaaf-season", "NCAAF Season")):
+    for path, current in (
+        ("/", "NFL Season"),
+        ("/ncaaf-season", "NCAAF Season"),
+        ("/ncaaf-career", "NCAAF Career"),
+    ):
         text = client.get(path).text
 
         assert 'class="league-nav"' in text
         assert 'href="/"' in text and 'href="/ncaaf-season"' in text
+        assert 'href="/ncaaf-career"' in text
         assert text.count('aria-current="page"') == 1
         assert f'aria-current="page">{current}</a>' in text
 
diff --git a/tests/test_ncaaf_career_page.py b/tests/test_ncaaf_career_page.py
new file mode 100644
index 0000000..03988c1
--- /dev/null
+++ b/tests/test_ncaaf_career_page.py
@@ -0,0 +1,316 @@
+"""The NCAAF Career page: Status Filter, two threshold bars, one pool."""
+
+from __future__ import annotations
+
+import pytest
+from config import NCAAF_CAREER_DEFAULT_THRESHOLDS, CareerStatus
+from database.db_models import (
+    NCAAFPassBlockCareerMember,
+    NCAAFPassBlockStat,
+    NCAAFPassRushCareerMember,
+    NCAAFPassRushStat,
+    NCAAFTeam,
+)
+from main import SessionLocal
+
+JOINED = CareerStatus.JOINED_NFL.value
+POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+AKRON_ID = 102
+
+# The default bars of the front 7 (Joined NFL stricter than Potential Draftees).
+DEFAULTS = NCAAF_CAREER_DEFAULT_THRESHOLDS["pass_rush"]
+JOINED_BAR = DEFAULTS[JOINED]
+POTENTIAL_BAR = DEFAULTS[POTENTIAL]
+
+# player id -> (status, pass rush opportunities), set around the default bars: only
+# 1, 2 and 5 clear the bar of their own status. Player 5 only lifts the Potential
+# Draftees slider ceiling, so that bar can be raised past player 2.
+PLAYERS = {
+    1: (JOINED, JOINED_BAR + 100),
+    2: (POTENTIAL, POTENTIAL_BAR + 50),
+    3: (POTENTIAL, POTENTIAL_BAR - 50),
+    4: (JOINED, JOINED_BAR - 50),
+    5: (POTENTIAL, POTENTIAL_BAR + 150),
+}
+
+
+@pytest.fixture()
+def seeded_career_page_db():
+    with SessionLocal() as db:
+        for model in (
+            NCAAFPassRushStat,
+            NCAAFPassBlockStat,
+            NCAAFPassRushCareerMember,
+            NCAAFPassBlockCareerMember,
+            NCAAFTeam,
+        ):
+            db.query(model).delete()
+
+        db.add(NCAAFTeam(franchise_id=AKRON_ID, full_name="Akron"))
+
+        for player_id, (status, opportunities) in PLAYERS.items():
+            db.add(
+                NCAAFPassRushStat(
+                    season=2025,
+                    position="ED",
+                    team_code=AKRON_ID,
+                    conference="MAC",
+                    player_id=player_id,
+                    player=f"Player {player_id}",
+                    abbr_name=f"P. {player_id}",
+                    games=12,
+                    pr_opp=opportunities,
+                    tps_pr_opp=opportunities // 2,
+                    pass_cov_percent=10.0,
+                    tps_pass_cov_percent=10.0,
+                    win_rate=10.0 + player_id,
+                    tps_win_rate=10.0,
+                    pressure_rate=10.0,
+                    tps_pressure_rate=10.0,
+                    havoc_rate=5.0,
+                    tps_havoc_rate=5.0,
+                    prp=5.0 + player_id,
+                    tps_prp=5.0,
+                    pass_rush_snaps=90,
+                    pass_play_snaps=100,
+                    tps_pass_rush_snaps=40,
+                    tps_pass_play_snaps=50,
+                )
+            )
+            db.add(NCAAFPassRushCareerMember(player_id=player_id, status=status))
+
+        db.commit()
+
+    yield
+
+
+@pytest.fixture()
+def page(live_server_url, seeded_career_page_db):
+    sync_api = pytest.importorskip("playwright.sync_api")
+
+    with sync_api.sync_playwright() as pw:
+        try:
+            browser = pw.chromium.launch()
+
+        except Exception as exc:  # Browser binary not installed.
+            pytest.skip(f"chromium unavailable: {exc}")
+
+        pg = browser.new_page(viewport={"width": 1280, "height": 900})
+        pg.goto(f"{live_server_url}/ncaaf-career")
+
+        # The app has finished loading once it has drawn the chart: the metadata and the
+        # applied filters come first, then the logos preload, then the first render.
+        pg.wait_for_function(
+            "async () => { const d = await import('/data.js'); return !!(d.metadata && d.appliedFilters) && d.currentFiltered.length > 0 && !!document.querySelector('#chart').layout; }"
+        )
+
+        yield pg
+        browser.close()
+
+
+def _pool_ids(page) -> list[int]:
+    return page.evaluate("""async () => {
+            const d = await import('/data.js');
+            return d.currentFiltered.map(r => r.player_id).sort((a, b) => a - b);
+        }""")
+
+
+def _applied(page) -> dict:
+    return page.evaluate(
+        "async () => { const d = await import('/data.js'); return d.appliedFilters; }"
+    )
+
+
+def _set_bar(page, number_id, value):
+    page.fill(number_id, str(value))
+    page.dispatch_event(number_id, "change")
+
+
+def _toggle_status(page, checkbox_id):
+    """Open the Status dropdown, tick or untick one status, and close it again."""
+    page.click("#status-toggle-btn")
+    page.click(checkbox_id)
+    page.click("#status-toggle-btn")
+
+
+def _apply_and_wait(page, key, value):
+    page.click("#apply-filters")
+    page.wait_for_function(
+        "args => import('/data.js').then(d => String(d.appliedFilters[args.key]) === args.value)",
+        arg=dict(key=key, value=str(value)),
+    )
+
+
+def _is_muted(page, control_id):
+    return page.eval_on_selector(control_id, "el => el.classList.contains('is-muted')")
+
+
+def test_the_page_shows_a_status_dropdown_and_two_bars_and_no_season(page):
+    assert page.is_hidden(".control-season")
+    assert page.is_visible("#status-control")
+    assert page.is_hidden("#status-dropdown")
+    assert page.is_visible("#threshold-control")
+    assert page.is_visible("#potential-threshold-control")
+
+
+def test_only_potential_draftees_is_lit_at_first(page):
+    assert not page.is_checked("#status-joined")
+    assert page.is_checked("#status-potential")
+    assert page.inner_text("#status-select-summary") == "Potential Draftees"
+    assert _applied(page)["statuses"] == POTENTIAL
+    assert _is_muted(page, "#threshold-control")
+    assert not _is_muted(page, "#potential-threshold-control")
+
+
+def test_the_status_summary_follows_the_ticks(page):
+    page.click("#status-toggle-btn")
+    page.click("#status-joined")
+
+    assert page.inner_text("#status-select-summary") == "All Status"
+
+    page.click("#status-potential")
+
+    assert page.inner_text("#status-select-summary") == "Joined NFL"
+
+    page.click("#status-joined")
+
+    assert page.inner_text("#status-select-summary") == "No Status"
+
+
+def test_the_bars_start_at_the_defaults_of_their_own_status(page):
+    assert page.input_value("#threshold-number") == str(JOINED_BAR)
+    assert page.input_value("#threshold-potential-number") == str(POTENTIAL_BAR)
+
+    applied = _applied(page)
+
+    assert applied["season"] == "Career"
+    assert applied["threshold"] == str(JOINED_BAR)
+    assert applied["potentialThreshold"] == str(POTENTIAL_BAR)
+
+
+def test_each_player_must_clear_the_bar_of_his_own_status(page):
+    assert _pool_ids(page) == [1, 2, 5]
+
+
+def test_lighting_joined_nfl_only_changes_the_dimming_and_never_the_pool(page):
+    _toggle_status(page, "#status-joined")
+
+    assert not _is_muted(page, "#threshold-control")
+    assert page.eval_on_selector(
+        "#apply-filters", "el => el.classList.contains('pending')"
+    )
+
+    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+
+    assert _pool_ids(page) == [1, 2, 5]
+
+
+def test_a_switched_off_status_still_counts_toward_the_pool_through_its_bar(page):
+    # Joined NFL is off at first, yet lowering its bar brings player 4 into the pool.
+    _set_bar(page, "#threshold-number", JOINED_BAR - 60)
+    _apply_and_wait(page, "threshold", JOINED_BAR - 60)
+
+    assert _pool_ids(page) == [1, 2, 4, 5]
+
+
+def test_raising_one_bar_changes_only_that_statuss_players(page):
+    _set_bar(page, "#threshold-potential-number", POTENTIAL_BAR + 60)
+    _apply_and_wait(page, "potentialThreshold", POTENTIAL_BAR + 60)
+
+    assert _pool_ids(page) == [1, 5]
+
+
+def test_the_chart_title_names_career_and_the_subtitle_both_bars(page):
+    title = page.evaluate("document.querySelector('#chart').layout.title")
+
+    assert "Career" in title["text"]
+    assert (
+        f"{JOINED_BAR} (Joined NFL) / {POTENTIAL_BAR} (Potential Draftees)"
+        in title["subtitle"]["text"]
+    )
+
+
+def test_a_changed_bar_lights_apply_until_it_is_applied(page):
+    assert not page.eval_on_selector(
+        "#apply-filters", "el => el.classList.contains('pending')"
+    )
+
+    _set_bar(page, "#threshold-potential-number", POTENTIAL_BAR - 20)
+
+    assert page.eval_on_selector(
+        "#apply-filters", "el => el.classList.contains('pending')"
+    )
+
+
+def _lit_players(page) -> list[int]:
+    """The ids of the plotted players whose label is fully opaque (not dimmed)."""
+    return page.evaluate("""async () => {
+            const d = await import('/data.js');
+            const colors = document.querySelector('#chart').data[0].textfont.color;
+            const alpha = (color) => Number(color.match(/,([0-9.]+)\\)$/)[1]);
+            return d.currentFiltered
+                .filter((r, i) => alpha(colors[i]) === 1)
+                .map((r) => r.player_id)
+                .sort((a, b) => a - b);
+        }""")
+
+
+def test_no_team_is_picked_at_first_so_only_the_lit_status_is_highlighted(page):
+    assert page.inner_text("#teams-select-summary") == "No Teams"
+    assert _lit_players(page) == [2, 5]
+
+
+def test_lighting_a_status_highlights_its_players(page):
+    _toggle_status(page, "#status-joined")
+    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+
+    assert _lit_players(page) == [1, 2, 5]
+
+
+def test_a_chosen_team_is_highlighted_whatever_the_status(page):
+    page.click("#teams-toggle-btn")
+    page.click(f'#teams-checklist input[value="{AKRON_ID}"]')
+    page.click("#teams-toggle-btn")
+    _apply_and_wait(page, "teams", AKRON_ID)
+
+    assert _lit_players(page) == [1, 2, 5]
+    assert _pool_ids(page) == [1, 2, 5]
+
+
+def test_a_picked_player_is_highlighted_whatever_the_status(page):
+    page.click("#players-toggle-btn")
+    page.fill("#players-input", "Player 1")
+    page.click("#players-dropdown .player-option")
+    _apply_and_wait(page, "players", "Player 1")
+
+    assert _lit_players(page) == [1, 2, 5]
+
+
+def test_the_season_pages_keep_one_bar_and_no_status_filter(
+    live_server_url, seeded_ncaaf_db
+):
+    sync_api = pytest.importorskip("playwright.sync_api")
+
+    with sync_api.sync_playwright() as pw:
+        try:
+            browser = pw.chromium.launch()
+
+        except Exception as exc:  # Browser binary not installed.
+            pytest.skip(f"chromium unavailable: {exc}")
+
+        pg = browser.new_page(viewport={"width": 1280, "height": 900})
+        pg.goto(f"{live_server_url}/ncaaf-season")
+        pg.wait_for_function(
+            "async () => { const d = await import('/data.js'); return !!(d.metadata && d.appliedFilters); }"
+        )
+
+        assert pg.is_visible(".control-season")
+        assert pg.is_hidden("#status-control")
+        assert pg.is_hidden("#potential-threshold-control")
+
+        applied = pg.evaluate("async () => (await import('/data.js')).appliedFilters")
+
+        assert "potentialThreshold" not in applied
+        assert "statuses" not in applied
+
+        browser.close()
diff --git a/tests/test_pinned_impact.py b/tests/test_pinned_impact.py
index a36cd65..3152cfe 100644
--- a/tests/test_pinned_impact.py
+++ b/tests/test_pinned_impact.py
@@ -681,3 +681,117 @@ def test_the_preferred_position_wins_when_two_rows_qualify(page):
     pool = [_rec("Swing", 200, "ED"), _rec("Swing", 180, "DI")]
     assert _resolve(page, pool, "Swing", "DI", LINE, 100)["position"] == "DI"
     assert _resolve(page, pool, "Swing", "ED", LINE, 100)["position"] == "ED"
+
+
+# ---- The Career page: two bars, one per status. ----------------------------
+
+
+def _career_rec(player, opp, status, position="ED"):
+    return {"player": player, "position": position, FIELD: opp, "status": status}
+
+
+JOINED = "Joined NFL"
+POTENTIAL = "Potential Draftees"
+CAREER_POOL = [
+    _career_rec("J-high", 400, JOINED),
+    _career_rec("J-low", 200, JOINED),
+    _career_rec("P-high", 200, POTENTIAL),
+    _career_rec("P-low", 100, POTENTIAL),
+]
+
+
+def _career_state(joined, potential, position="ED"):
+    return dict(
+        category="pass_rush",
+        season="Career",
+        position=position,
+        threshold=dict(joined=joined, potential=potential),
+    )
+
+
+def _spec_call(page, function, *arguments):
+    return page.evaluate(
+        """async args => {
+            const m = await import('/pinned-impact.js');
+            return m[args.function](...args.arguments);
+        }""",
+        dict(function=function, arguments=list(arguments)),
+    )
+
+
+def test_a_career_player_is_judged_against_the_bar_of_his_own_status(page):
+    spec = dict(joined=300, potential=150)
+
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[0], FIELD, spec) is True
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[1], FIELD, spec) is False
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[2], FIELD, spec) is True
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[3], FIELD, spec) is False
+
+
+def test_a_plain_number_still_judges_every_player_the_same_way(page):
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[1], FIELD, 200) is True
+    assert _spec_call(page, "meetsThreshold", CAREER_POOL[1], FIELD, "201") is False
+    assert _spec_call(page, "meetsThreshold", dict(player="x"), FIELD, 0) is False
+
+
+def test_the_spec_is_a_number_on_a_season_page_and_a_pair_on_career(page):
+    assert _spec_call(page, "thresholdSpec", "230", None) == 230
+    assert _spec_call(page, "thresholdSpec", "300", "150") == dict(
+        joined=300, potential=150
+    )
+
+
+def test_raising_either_career_bar_counts_as_a_stricter_threshold(page):
+    base = dict(joined=300, potential=150)
+
+    assert _spec_call(page, "thresholdRaised", dict(joined=300, potential=151), base)
+    assert _spec_call(page, "thresholdRaised", dict(joined=301, potential=150), base)
+    assert not _spec_call(
+        page, "thresholdRaised", dict(joined=300, potential=150), base
+    )
+    assert not _spec_call(
+        page, "thresholdRaised", dict(joined=200, potential=100), base
+    )
+    assert _spec_call(page, "thresholdRaised", 231, 230)
+    assert not _spec_call(page, "thresholdRaised", 230, 230)
+
+
+def test_eligibility_on_career_uses_each_players_own_bar(page):
+    names = ["J-high", "J-low", "P-high", "P-low"]
+
+    result = _partition(
+        page, names, CAREER_POOL, threshold=dict(joined=300, potential=150)
+    )
+
+    assert result == dict(kept=["J-high", "P-high"], removed=["J-low", "P-low"])
+
+
+def test_a_stricter_potential_bar_removes_only_potential_draftees(page):
+    pinned = ["J-high", "P-high"]
+    applied = _career_state(300, 150)
+
+    result = _full(page, applied, _career_state(300, 250), pinned, CAREER_POOL)
+
+    assert result["outcome"] == "partial"
+    assert result["removed"] == ["P-high"]
+    assert result["kept"] == ["J-high"]
+
+
+def test_a_looser_career_bar_changes_nothing(page):
+    pinned = ["J-high", "P-high"]
+
+    outcome = _evaluate(
+        page, _career_state(300, 150), _career_state(250, 100), pinned, CAREER_POOL
+    )
+
+    assert outcome == "unaffected"
+
+
+def test_the_one_career_season_is_never_a_season_change(page):
+    pinned = ["J-high", "P-high"]
+
+    outcome = _evaluate(
+        page, _career_state(300, 150), _career_state(300, 150), pinned, CAREER_POOL
+    )
+
+    assert outcome == "unaffected"

From 9faa6a1fa667d1fa40eaf09773adebf3ed676495 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 14:48:56 -0400
Subject: [PATCH 09/16] Shortened filters popup messages.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 database/career_merge.py            |  8 ++++++--
 frontend/info-popover.js            |  7 ++++++-
 frontend/main.js                    | 14 ++++++++++++--
 frontend/style.css                  | 10 ++++++++++
 playbook/INVARIANTS.md              |  1 +
 playbook/tests/TEST_CAREER_MERGE.md |  2 +-
 tests/test_career_merge.py          | 20 ++++++++++++++++++++
 7 files changed, 56 insertions(+), 6 deletions(-)

diff --git a/database/career_merge.py b/database/career_merge.py
index d87412f..3faa682 100644
--- a/database/career_merge.py
+++ b/database/career_merge.py
@@ -19,7 +19,7 @@
 
 from __future__ import annotations
 from dataclasses import dataclass
-from sqlalchemy import and_, func, select
+from sqlalchemy import and_, case, func, select
 from sqlalchemy.orm import Session
 from config import ROUNDING_DECIMALS
 from database.columns import (
@@ -103,7 +103,11 @@ def _aggregate_expressions(spec: CareerSpec) -> dict:
             )
 
             weight = getattr(model, weight_name)
-            expressions[column.api_key] = func.sum(attr * weight) / func.nullif(
+
+            # A season with no opportunities can hold an infinite rate (a pressure on a zero
+            # denominator). Infinity times zero is NaN on Postgres, so such seasons are skipped.
+            weighted_rate = case((weight > 0, attr * weight), else_=0)
+            expressions[column.api_key] = func.sum(weighted_rate) / func.nullif(
                 func.sum(weight), 0
             )
 
diff --git a/frontend/info-popover.js b/frontend/info-popover.js
index 4a6ae67..f4098cc 100644
--- a/frontend/info-popover.js
+++ b/frontend/info-popover.js
@@ -68,7 +68,8 @@ function openInfoPopover(triggerEl, content, { formula, alignRight } = {}) {
   // than concatenated into `text`/`imgAlt` so it renders as its own visually
   // separated paragraph instead of a run-on sentence.
   // A `bullets` array (short strings) renders as a bulleted list, one point per item, with
-  // a gap between points, for popups that explain several things side by side.
+  // a gap between points, for popups that explain several things side by side. A bare "OR"
+  // item renders as a separator without a bullet.
   const resolved = typeof content === "function" ? content() : content;
   const parts = typeof resolved === "string" ? { text: resolved } : resolved || {};
   if (parts.imgSrc) {
@@ -100,6 +101,10 @@ function openInfoPopover(triggerEl, content, { formula, alignRight } = {}) {
     for (const text of parts.bullets) {
       const item = document.createElement("li");
       item.textContent = text;
+
+      // A bare "OR" is a separator between two points, not a point of its own.
+      if (text === "OR") item.className = "info-popover-bullets-or";
+
       list.appendChild(item);
     }
     popup.appendChild(list);
diff --git a/frontend/main.js b/frontend/main.js
index 085f043..5906843 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -154,7 +154,12 @@ function axisFormulaContent(selectEl) {
 function attachEvents() {
   els.playersInfoSlot.appendChild(
     createInfoPopover(
-      "Teams and Players combine as a union: a player is highlighted if either his team is chosen, or his name is selected.",
+      {
+        text: IS_CAREER
+          ? "Teams, Players and Status combine as a union — highlights a player if his:"
+          : "Teams and Players combine as a union — highlights a player if his:",
+        bullets: ["Team is chosen.", "OR", "Name is selected.", ...(IS_CAREER ? ["OR", "Status is lit."] : [])],
+      },
       { ariaLabel: "Players filter info", label: "ⓘ" }
     )
   );
@@ -200,7 +205,12 @@ function attachEvents() {
   if (IS_CAREER) {
     els.statusInfoSlot.appendChild(
       createInfoPopover(
-        "Status joins Teams and Players in the same union: a player is highlighted if his status is lit, or his team is chosen, or his name is selected. Potential Draftees: still playing in the latest college season (lit at first). Joined NFL: played college ball and is now in the NFL; it stays in the comparison pool as the yardstick while dimmed. None of this changes the pool or any percentile. The two groups have their own minimum, because a young player has fewer snaps.",
+        {
+          bullets: [
+            "Potential Draftees: still playing in the latest college season.",
+            "Joined NFL: played NCAAF and appeared in NFL — potential draftees' benchmark.",
+          ],
+        },
         { ariaLabel: "Status filter info", label: "ⓘ" }
       )
     );
diff --git a/frontend/style.css b/frontend/style.css
index 8a1b559..5947e12 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -986,6 +986,16 @@ body {
 .info-popover-bullets li + li {
   margin-top: 8px;
 }
+.info-popover-bullets .info-popover-bullets-or {
+  list-style: none;
+  margin-top: 2px;
+  margin-left: -14px;
+  line-height: 1.2;
+  color: var(--chalk-dim);
+}
+.info-popover-bullets .info-popover-bullets-or + li {
+  margin-top: 2px;
+}
 /* The shared TPS_NOTE appended below a TPS-variant metric's own
    formula/description (parts.extraText in info-popover.js) — visually
    secondary (dimmer, separated by a rule) so it reads as a general aside
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index 5e4f2ff..b4a16ad 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -12,6 +12,7 @@ These apply to every task. Read them before starting.
 - **Order of work**: explore (read-only) → design → implement → verify → report. If the task contradicts the code or `playbook/`, stop and report; do not redesign on your own.
 - **What to work on**: only the file in `next_steps/` that the owner names. Never act on anything in `discussions/`.
 - **Done means the whole CI set passes locally**: `pytest -v`, `black -S .`, `npm run lint:js`, `npm run format:js:check`. Not a single test file.
+- **Format every Python change yourself**: after changing any `.py` file, run `black -S` on it (and on the whole repo before reporting) and send the formatted file back, so the owner never meets a CI formatting failure that Claude could have fixed. Claude's shell may have no `black`; say how it was run, or that it could not be.
 - **Tests**: when adding a feature or fixing a bug, add the test to the file `playbook/tests/INDEX.md` points to. If none fits, create a new `tests/test_*.py` and its `playbook/tests/TEST_*.md` in the same change. A test file without its document, or a document `playbook/tests/INDEX.md` does not link (or an INDEX link to a file that does not exist), is incomplete, and CI fails on it (`tests/test_playbook_docs.py`).
 - **Code style**: write code that reads top to bottom, never as a wall of consecutive lines. Put one blank line between steps (a new column, a filter, a rename, a rounding), as in `preprocessing/front_7.py` and `preprocessing/offensive_line.py`; `black -S` only wraps lines, so the blank lines are yours to add. Branches are separated too: put one blank line before every `elif`, `else`, `except` and `finally`, so the branches of an if-else or try-except never touch (see `main()` in `preprocessing/preprocess.py`). Names are spelled out in `snake_case` and say what the value is (`positional_df`, `pass_block_df`, `season_file_path`), DataFrames end in `_df`, module constants are `UPPER_SNAKE_CASE` and sit above the functions, every function signature has type hints, and no abbreviations in names or CLI flags. A module starts with a docstring saying what it does; a function gets a one-line docstring when its purpose is not obvious from its name; an inline comment says *why*, not *what*. Every comment and docstring sentence ends with a period (`# First name isn't already shortened.`), even a bare label (`# Akron.` beside a school's id); the only exceptions are things a period would change, such as a directive (`# noqa: E402`, `# fmt: skip`), a URL or a shell command. When unsure, copy the shape of `preprocessing/`.
 - **Say what you could not verify** (touch, pinch-zoom, standalone mode, real phone). The owner tests those by hand over the LAN IP.
diff --git a/playbook/tests/TEST_CAREER_MERGE.md b/playbook/tests/TEST_CAREER_MERGE.md
index 63e4286..4aa5b04 100644
--- a/playbook/tests/TEST_CAREER_MERGE.md
+++ b/playbook/tests/TEST_CAREER_MERGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python for the merge (an in-memory sqlite database with synthetic rows) and API (HTTP client) for the routes.
 - **Needs:** nothing beyond sqlalchemy for the merge; `client` from `conftest.py` and the file's own `seeded_career_db` for the routes. No browser.
-- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Potential Draftee one; every member sent with no server-side threshold; an unknown position answering 400.
+- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; a season with no opportunities and an infinite stored rate being skipped instead of turning the Career rate into NaN (Postgres); the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Potential Draftee one; every member sent with no server-side threshold; an unknown position answering 400.
 - **Not here:** who is a member -> `TEST_CAREER_MEMBERS.md`; the Season routes -> `TEST_API_ENDPOINTS.md`; the Career page and its sliders (not built yet).
 - **Known gaps:** none recorded.
diff --git a/tests/test_career_merge.py b/tests/test_career_merge.py
index 69a3782..d353de5 100644
--- a/tests/test_career_merge.py
+++ b/tests/test_career_merge.py
@@ -223,6 +223,26 @@ def test_a_zero_denominator_gives_none_instead_of_an_error(sess):
     assert record["PR Opp"] == 0
 
 
+def test_a_season_with_no_opportunities_and_an_infinite_rate_does_not_poison_the_career(
+    sess,
+):
+    sess.add(
+        _rush_row(
+            2023,
+            1,
+            tps_pr_opp=0,
+            tps_pressure_rate=float("inf"),
+        )
+    )
+    sess.add(_rush_row(2024, 1, tps_pr_opp=40, tps_pressure_rate=25.0))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = _merge_rush(sess)
+
+    assert record["TPS Pressure Rate"] == pytest.approx(25.0)
+
+
 def test_records_come_ordered_by_opportunities_then_player_id(sess):
     sess.add(_rush_row(2024, 3, pr_opp=100))
     sess.add(_rush_row(2024, 1, pr_opp=300))

From d36acfd1d0f3f77a7dec2be212fac038b9798520 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sat, 31 Oct 2026 18:03:35 -0400
Subject: [PATCH 10/16] Designed `NFL Alumni` card for NCAAF career.

`Linemates` card to NFL/NCAAF seasons is just like `NFL Alumni` card to NCAAF career.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 frontend/data.js                            |  24 +++-
 frontend/filters.js                         |   6 +-
 frontend/linemate-card.js                   |  58 ++++++--
 frontend/merge-card.js                      |  16 ++-
 frontend/player-table-model.js              |  13 +-
 frontend/render.js                          |  20 ++-
 frontend/scout-card.js                      |  18 ++-
 frontend/style.css                          |  10 +-
 playbook/INVARIANTS.md                      |   4 +-
 playbook/architecture/CARDS.md              |   2 +-
 playbook/architecture/CHART-RENDERING.md    |   6 +-
 playbook/architecture/FILTERS-AND-SEARCH.md |   4 +-
 playbook/tests/TEST_LINEMATE_CARD.md        |   3 +-
 playbook/tests/TEST_MERGE_TABLE.md          |   2 +-
 playbook/tests/TEST_NCAAF_CAREER_PAGE.md    |   2 +-
 tests/test_linemate_card.py                 |  12 ++
 tests/test_merge_table.py                   |  14 ++
 tests/test_ncaaf_career_page.py             | 146 ++++++++++++++++++--
 18 files changed, 300 insertions(+), 60 deletions(-)

diff --git a/frontend/data.js b/frontend/data.js
index bcae5c7..d3b8b85 100644
--- a/frontend/data.js
+++ b/frontend/data.js
@@ -10,7 +10,7 @@
  * assignment, same order, same timing as the original app.js.
  */
 import { els } from "./dom.js";
-import { thresholdSpec, meetsThreshold } from "./pinned-impact.js";
+import { thresholdSpec, meetsThreshold, JOINED_NFL, POTENTIAL_DRAFTEES } from "./pinned-impact.js";
 
 // The page's league (NFL or NCAAF), filled into index.html by main.py: the API
 // prefix, the logo folder, how the Teams checklist is grouped and how a team is
@@ -98,10 +98,26 @@ export function pendingThreshold() {
   return thresholdSpec(els.thresholdNumber.value, IS_CAREER ? els.thresholdPotentialNumber.value : undefined);
 }
 
-// "300" on a Season page, "300 (Joined NFL) / 150 (Potential Draftees)" on Career.
+// "300" for a bar given as a plain number.
 export function thresholdPhrase(spec) {
-  if (typeof spec === "number") return String(spec);
-  return `${spec.joined} (Joined NFL) / ${spec.potential} (Potential Draftees)`;
+  return String(spec);
+}
+
+// The threshold as clauses a card can print: one ("≥ 300 pass rush opportunities") on
+// a Season page, one per status on Career ("≥ 450 pass rush opportunities (Joined NFL)",
+// "≥ 350 pass rush opportunities (Potential Draftees)"). `onlyStatus` keeps just that
+// status's bar, unlabelled, for a card whose whole roster has that one status.
+export function thresholdClauses(spec, fieldLabel, onlyStatus = null) {
+  if (typeof spec === "number") return [`≥ ${spec} ${fieldLabel}`];
+
+  if (onlyStatus === JOINED_NFL) return [`≥ ${spec.joined} ${fieldLabel}`];
+
+  if (onlyStatus === POTENTIAL_DRAFTEES) return [`≥ ${spec.potential} ${fieldLabel}`];
+
+  return [
+    `≥ ${spec.joined} ${fieldLabel} (${JOINED_NFL})`,
+    `≥ ${spec.potential} ${fieldLabel} (${POTENTIAL_DRAFTEES})`,
+  ];
 }
 
 // Which statuses are lit on the Career page (empty on a Season page). A status
diff --git a/frontend/filters.js b/frontend/filters.js
index 977c3be..357fd2a 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -186,13 +186,11 @@ export function closeStatusDropdown() {
   els.statusBtn.setAttribute("aria-expanded", "false");
 }
 
-// A status switched off greys its bar: its players only dim, and its bar no longer
-// matters to what the eye follows. The bar still counts in the pool.
+// The two bars do not follow the Status Filter: both stay fully usable whatever is lit,
+// since a status that is off only dims its players and its bar still counts in the pool.
 export function syncStatusBars() {
   if (!IS_CAREER) return;
   updateStatusSummary();
-  els.thresholdControl.classList.toggle("is-muted", !els.statusJoined.checked);
-  els.thresholdPotentialControl.classList.toggle("is-muted", !els.statusPotential.checked);
 }
 
 // True when a pending bar differs from the applied one (either bar on Career).
diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index c2e2745..bd6a767 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -13,6 +13,7 @@ import {
   appliedCategoryMeta,
   appliedFilters,
   currentRecords,
+  IS_CAREER,
   positionPool,
   rankAndPercentile,
   median,
@@ -23,9 +24,9 @@ import {
   teamLabel,
   metadata,
   appliedThreshold,
-  thresholdPhrase,
+  thresholdClauses,
 } from "./data.js";
-import { meetsThreshold } from "./pinned-impact.js";
+import { meetsThreshold, JOINED_NFL } from "./pinned-impact.js";
 import { LINEMATE_POSITIONS, LINEMATE_SIZE_REMINDER_AT } from "./config.js";
 import {
   ordinal,
@@ -118,6 +119,16 @@ export function attachAppTooltip(el, text) {
 // then sorts by snap count (the category's threshold_field, the only volume
 // stat available per player) descending. No size limit: the threshold is the
 // only gate, and every qualifying player is on the card.
+// The card is "Linemates" on a Season page and "NFL Alumni" on the Career page. Its name and
+// who its roster is are the only two things that differ between the two (see
+// next_steps/NFL-ALUMNI.md); everything else is shared. Read at call time so it never depends
+// on the order data.js is evaluated in.
+export function rosterNoun() {
+  return IS_CAREER
+    ? { card: "NFL Alumni", one: "NFL alumnus", many: "NFL alumni", file: "NFL_Alumni" }
+    : { card: "Linemates", one: "linemate", many: "linemates", file: "Linemates" };
+}
+
 export function computeLinemateRoster(anchorRecord) {
   const cat = appliedCategoryMeta();
   const positions = LINEMATE_POSITIONS[appliedFilters.category];
@@ -128,6 +139,9 @@ export function computeLinemateRoster(anchorRecord) {
       positions.includes(r.position) &&
       r.team === anchorRecord.team &&
       r.player !== anchorRecord.player &&
+      // Career: the roster is "NFL Alumni", so only same-school, same-line members who
+      // reached the NFL. On a Season page there is no status and this is always true.
+      (!IS_CAREER || r.status === JOINED_NFL) &&
       meetsThreshold(r, cat.threshold_field, threshold)
   );
 
@@ -285,6 +299,7 @@ function applyStickyLinemateColumns(table) {
 function linemateSortValue(t, label, cat) {
   if (label === "Player") return (t.abbr_name || t.player).toLowerCase();
   if (label === "Position") return t.position;
+  if (label === "Status") return t.status ?? null;
   if (label === "Games") return t.games ?? null;
   if (label === cat.threshold_field) return t[cat.threshold_field] ?? null;
   const meta = cat.metrics[label];
@@ -356,6 +371,8 @@ function makeRosterCell(t, column, cat) {
       if (openPlayerCard) openPlayerCard(t);
     });
     td.appendChild(cardBtn);
+  } else if (column.kind === "status") {
+    td.textContent = t.status ?? "—";
   } else if (column.kind === "games") {
     td.textContent = t.games ?? "—";
   } else if (column.kind === "snaps") {
@@ -397,7 +414,14 @@ const READ_IDENTITY_COLUMNS = [
 function renderLinemateReadTable(tableEl, players, cat) {
   const metricKeys = Object.keys(cat.metrics);
   const bonusKeys = metricKeys.filter((key) => cat.metrics[key].bonus);
-  const model = buildPlayerTableModel(players, cat.threshold_field, metricKeys, bonusKeys, READ_IDENTITY_COLUMNS);
+  const model = buildPlayerTableModel(
+    players,
+    cat.threshold_field,
+    metricKeys,
+    bonusKeys,
+    READ_IDENTITY_COLUMNS,
+    IS_CAREER
+  );
   const layout = readLayout(model);
 
   const labelCell = (column) => {
@@ -462,7 +486,15 @@ export function renderLinemateRoster(entry, roster, tableEl) {
 
   const thead = document.createElement("thead");
   const headRow = document.createElement("tr");
-  ["Player", PLAYER_CARD_COLUMN, "Position", "Games", cat.threshold_field, ...metricKeys].forEach((label) => {
+  [
+    "Player",
+    PLAYER_CARD_COLUMN,
+    "Position",
+    ...(IS_CAREER ? ["Status"] : []),
+    "Games",
+    cat.threshold_field,
+    ...metricKeys,
+  ].forEach((label) => {
     // The button column has nothing to sort, so its header is plain text.
     if (label === PLAYER_CARD_COLUMN) {
       const th = document.createElement("th");
@@ -481,6 +513,7 @@ export function renderLinemateRoster(entry, roster, tableEl) {
     { key: "Player", kind: "name" },
     { key: PLAYER_CARD_COLUMN, kind: "card" },
     { key: "Position", kind: "position" },
+    ...(IS_CAREER ? [{ key: "Status", kind: "status" }] : []),
     { key: "Games", kind: "games" },
     { key: cat.threshold_field, kind: "snaps" },
     ...metricKeys.map((key) => ({ key, kind: "metric" })),
@@ -553,21 +586,28 @@ export function renderLinemateCardBody(entry) {
   // comment for why roster (threshold-relevant) and this stay separate.
   const displayRoster = linemateDisplayRoster(entry);
 
+  const noun = rosterNoun();
   titleEl.textContent = entry.includeAnchor
-    ? `${entry.anchorRecord.player} & His Linemates`
-    : `${entry.anchorRecord.player} Linemates`; // season now lives on .linemate-card-meta, set once at open
+    ? `${entry.anchorRecord.player} & His ${noun.card}`
+    : `${entry.anchorRecord.player} ${noun.card}`; // season/Career lives on .linemate-card-meta, set once at open
   // The roster-size/threshold sentence sits on its own line above the "All
   // numbers are..." disclaimer, rather than behind a hover-only info icon.
   // Always describes the teammates-only pool (roster, not displayRoster)
   // regardless of the anchor toggle — this is the threshold talking, not a
   // literal count of the table's current rows.
   const rosterNoteEl = cardEl.querySelector(".linemate-card-roster-note");
-  rosterNoteEl.textContent = `${roster.length} linemate${roster.length === 1 ? "" : "s"} with ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}.`;
+  // Every NFL alumnus is Joined NFL, so only that status's bar applies to the roster.
+  const rosterThreshold = thresholdClauses(
+    appliedThreshold(),
+    thresholdFieldLabel(cat),
+    IS_CAREER ? JOINED_NFL : null
+  ).join(" / ");
+  rosterNoteEl.textContent = `${roster.length} ${roster.length === 1 ? noun.one : noun.many} with ${rosterThreshold}.`;
 
   // With no roster cap, a very low threshold puts many players on the card;
   // past the old cap's size the card says a higher threshold keeps it compact.
   const reminderEl = cardEl.querySelector(".linemate-card-size-reminder");
-  reminderEl.textContent = `${roster.length} linemates qualify at this threshold. A higher threshold keeps the card compact.`;
+  reminderEl.textContent = `${roster.length} ${noun.many} qualify at this threshold. A higher threshold keeps the card compact.`;
   reminderEl.hidden = roster.length <= LINEMATE_SIZE_REMINDER_AT[appliedFilters.category];
   const isRead = entry.mode === TABLE_MODE_READ;
   cardEl.classList.toggle("is-read", isRead);
@@ -798,7 +838,7 @@ export function openLinemateCard(anchorRecord) {
     // intact (e.g. "D. Hall") — same convention already shown on the card's
     // own title, just applied to the downloaded filename too.
     () =>
-      `LinesShines_${sanitizeForFilename(anchorRecord.abbr_name || anchorRecord.player)}_Linemates_${appliedFilters.season}`,
+      `LinesShines_${sanitizeForFilename(anchorRecord.abbr_name || anchorRecord.player)}_${rosterNoun().file}_${appliedFilters.season}`,
     // The export is always the Read layout, whichever mode is on screen: the Sort layout is too
     // wide to share. Re-renders the off-screen CLONE only (the card on screen is never touched),
     // carries the card's current sort order along, and returns true so the export re-fits the clone
diff --git a/frontend/merge-card.js b/frontend/merge-card.js
index 3cfdd6c..4f4bcb4 100644
--- a/frontend/merge-card.js
+++ b/frontend/merge-card.js
@@ -52,7 +52,8 @@ import {
   metadata,
   teamLabel,
   appliedThreshold,
-  thresholdPhrase,
+  thresholdClauses,
+  IS_CAREER,
 } from "./data.js";
 import { meetsThreshold } from "./pinned-impact.js";
 import { searchPlayersExcluding, pcsSearchPool, fullPcsSearchPool } from "./search.js";
@@ -71,7 +72,7 @@ import {
   updateScoutEmptyHint,
   withTrailingPeriod,
 } from "./cards-base.js";
-import { toggleLinemateCard, closeLinemateCard, attachAppTooltip } from "./linemate-card.js";
+import { toggleLinemateCard, closeLinemateCard, attachAppTooltip, rosterNoun } from "./linemate-card.js";
 import { renderPlayerCardsSpace } from "./workspace.js";
 import { attachCardSave, sanitizeForFilename } from "./card-export.js";
 import { categoryAppendixNotes } from "./metric-notes.js";
@@ -393,7 +394,7 @@ export function makeLinemateCell(record) {
   btn.type = "button";
   btn.className = "merge-row-linemate-toggle";
   btn.innerHTML = '<i class="fa-solid fa-people-group"></i>';
-  btn.setAttribute("aria-label", `Linemates for ${record.player}`);
+  btn.setAttribute("aria-label", `${rosterNoun().card} for ${record.player}`);
   btn.addEventListener("click", () => toggleLinemateCard(record));
   td.appendChild(btn);
   return td;
@@ -406,6 +407,7 @@ export function makeLinemateCell(record) {
 function mergeSortValue({ record, pool }, label, cat) {
   if (label === "Player") return (record.abbr_name || record.player).toLowerCase();
   if (label === "Team") return String(teamLabel(record.team)).toLowerCase();
+  if (label === "Status") return record.status ?? null;
   if (label === "Games") return record.games ?? null;
   if (label === cat.threshold_field) return record[cat.threshold_field] ?? null;
   const meta = cat.metrics[label];
@@ -448,6 +450,8 @@ function makeDataCell({ player: { record, pool }, column }, cat) {
   if (column.kind === "name") {
     td.className = "merge-table-name";
     td.textContent = record.abbr_name || record.player;
+  } else if (column.kind === "status") {
+    td.textContent = record.status ?? "—";
   } else if (column.kind === "games") {
     td.textContent = record.games ?? "—";
   } else if (column.kind === "snaps") {
@@ -484,7 +488,7 @@ function renderSortTable(table, layout, cat, sortState, rerender) {
   layout.head.forEach((column) => {
     if (column.kind === "linemates") {
       const th = document.createElement("th");
-      th.textContent = column.key;
+      th.textContent = rosterNoun().card;
       headRow.appendChild(th);
     } else {
       headRow.appendChild(makeSortableHeader(column.key, column.key, sortState, rerender));
@@ -591,7 +595,7 @@ export function renderMergeCardBody(cardEl, memberRecords, sortState, mode = TAB
   const sharedPosition = pools.every((p) => p.record.position === pools[0].record.position)
     ? pools[0].record.position
     : null;
-  const thresholdClause = `with ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}`;
+  const thresholdClause = `with ${thresholdClauses(appliedThreshold(), thresholdFieldLabel(cat)).join(" / ")}`;
   poolEl.textContent = sharedPosition
     ? `Percentiles calculated among ${pools[0].pool.length} ${sharedPosition} ${thresholdClause}.`
     : `Percentiles calculated among ${pools
@@ -611,7 +615,7 @@ export function renderMergeCardBody(cardEl, memberRecords, sortState, mode = TAB
   const sortedPools = sortRows(pools, sortState, (p) => mergeSortValue(p, sortState.key, cat));
   const metricKeys = Object.keys(cat.metrics);
   const bonusKeys = metricKeys.filter((key) => cat.metrics[key].bonus);
-  const model = buildPlayerTableModel(sortedPools, cat.threshold_field, metricKeys, bonusKeys);
+  const model = buildPlayerTableModel(sortedPools, cat.threshold_field, metricKeys, bonusKeys, undefined, IS_CAREER);
 
   table.innerHTML = "";
   table.classList.toggle("merge-table--read", isRead);
diff --git a/frontend/player-table-model.js b/frontend/player-table-model.js
index 9d1d27d..b7a00af 100644
--- a/frontend/player-table-model.js
+++ b/frontend/player-table-model.js
@@ -5,7 +5,7 @@
  *
  * A model is { players, columns }. `players` are the card's members in the order
  * they should appear (already sorted by the card's current sort state); each
- * entry is opaque to this file. `columns` are Player, Team, Linemates, Games,
+ * entry is opaque to this file. `columns` are Player, Team, Linemates, Status (Career only), Games,
  * the threshold field, then one per metric, each tagged with a `kind`.
  *
  * Both layouts hold exactly the same cells ({ player, column }), laid out as
@@ -13,7 +13,7 @@
  *   Sort — one header row of columns, one body row per player. The original layout.
  *   Read — the same cells turned on their side: one column per player, one row
  *          per column. The player's identity cells (name, team, Linemates button)
- *          form the head block; Games, the threshold field and the metrics are
+ *          form the head block; Status, Games, the threshold field and the metrics are
  *          the body rows. Easier to read, and the default.
  */
 
@@ -35,10 +35,13 @@ export function buildPlayerTableModel(
   thresholdField,
   metricKeys,
   bonusKeys = [],
-  identityColumns = MERGE_IDENTITY_COLUMNS
+  identityColumns = MERGE_IDENTITY_COLUMNS,
+  includeStatus = false
 ) {
   const columns = [
     ...identityColumns.map((column) => ({ ...column, identity: true })),
+    // Career only: whether the player is a Joined NFL or a Potential Draftee.
+    ...(includeStatus ? [{ key: "Status", kind: "status" }] : []),
     { key: "Games", kind: "games" },
     { key: thresholdField, kind: "snaps" },
     ...metricKeys.map((key) => ({ key, kind: "metric", bonus: bonusKeys.includes(key) })),
@@ -61,14 +64,14 @@ export function sortLayout(model) {
 // that column's cell for every player in the model's order.
 //
 // `body` is the flat list of rows; `sections` is the same rows grouped for display —
-// Metadata (Games, the threshold field), Required Metrics, and Bonus Metrics, which
+// Metadata (Status on Career, Games, the threshold field), Required Metrics, and Bonus Metrics, which
 // is left out when the category has none (pass block).
 export function readLayout(model) {
   const row = (column) => ({ column, cells: model.players.map((player) => ({ player, column })) });
   const body = model.columns.filter((column) => !column.identity).map(row);
   const section = (title, keep) => ({ title, rows: body.filter((r) => keep(r.column)) });
   const sections = [
-    section("Metadata", (c) => c.kind === "games" || c.kind === "snaps"),
+    section("Metadata", (c) => c.kind === "status" || c.kind === "games" || c.kind === "snaps"),
     section("Required Metrics", (c) => c.kind === "metric" && !c.bonus),
     section("Bonus Metrics", (c) => c.kind === "metric" && c.bonus),
   ].filter((s) => s.rows.length > 0);
diff --git a/frontend/render.js b/frontend/render.js
index e273db7..cf28b52 100644
--- a/frontend/render.js
+++ b/frontend/render.js
@@ -28,7 +28,7 @@ import {
   thresholdPhrase,
   litStatuses,
 } from "./data.js";
-import { meetsThreshold } from "./pinned-impact.js";
+import { meetsThreshold, JOINED_NFL, POTENTIAL_DRAFTEES } from "./pinned-impact.js";
 import { DIM_OPACITY, LABEL_ALPHA } from "./config.js";
 import { viewFloatingCard } from "./scout-card.js";
 import { collectMetricNotes } from "./metric-notes.js";
@@ -227,11 +227,23 @@ export function applyLabelEmphasis(chartDiv, spotlightNames) {
   });
 }
 
-// Plain "N players with at least X <field>." line. Teams/Players only dim
-// (see the isDimmed comment in render()), so the on-screen point count never
-// changes with them and the subtitle doesn't mention the highlight at all.
+// A count line. On a Season page it is a plain "N players with at least X <field>." On the
+// Career page it is two lines — Potential Draftees first, then Joined NFL — because the two
+// share one pool but each clears its own bar, so each status gets its own count and bar.
+// Teams/Players only dim (see the isDimmed comment in render()), so the on-screen point count
+// never changes with them and the subtitle doesn't mention the highlight at all.
 export function highlightSubtitle(cat, records, threshold) {
   const fieldLabel = thresholdFieldLabel(cat);
+
+  if (IS_CAREER) {
+    const countFor = (status) => records.filter((r) => r.status === status).length;
+
+    const potentialLine = `${countFor(POTENTIAL_DRAFTEES)} ${POTENTIAL_DRAFTEES} with at least ${thresholdPhrase(threshold.potential)} ${fieldLabel}.`;
+    const joinedLine = `${countFor(JOINED_NFL)} ${JOINED_NFL} with at least ${thresholdPhrase(threshold.joined)} ${fieldLabel}.`;
+
+    return `${potentialLine}<br>${joinedLine}`;
+  }
+
   return `${records.length} players with at least ${thresholdPhrase(threshold)} ${fieldLabel}.`;
 }
 
diff --git a/frontend/scout-card.js b/frontend/scout-card.js
index f8ba258..5fb2636 100644
--- a/frontend/scout-card.js
+++ b/frontend/scout-card.js
@@ -14,7 +14,8 @@ import {
   thresholdFieldLabel,
   metadata,
   appliedThreshold,
-  thresholdPhrase,
+  thresholdClauses,
+  IS_CAREER,
 } from "./data.js";
 import {
   ordinal,
@@ -28,7 +29,7 @@ import {
   endScoutDrag,
   updateScoutEmptyHint,
 } from "./cards-base.js";
-import { toggleLinemateCard, setPlayerCardOpener } from "./linemate-card.js";
+import { toggleLinemateCard, setPlayerCardOpener, rosterNoun } from "./linemate-card.js";
 import { attachCardSave, sanitizeForFilename } from "./card-export.js";
 import { categoryAppendixNotes } from "./metric-notes.js";
 import { DISPLAY_DECIMALS } from "./config.js";
@@ -86,7 +87,9 @@ export function renderScoutCardStats(cardEl, record) {
   poolEl.textContent = `Percentiles calculated among ${pool.length} ${record.position}.`;
 
   const thresholdEl = cardEl.querySelector(".scout-card-threshold");
-  thresholdEl.textContent = `Threshold: ≥ ${thresholdPhrase(appliedThreshold())} ${thresholdFieldLabel(cat)}.`;
+  // One line per status on Career (the note's CSS keeps the line break), one line otherwise.
+  const thresholdLines = thresholdClauses(appliedThreshold(), thresholdFieldLabel(cat)).map((clause) => `${clause}.`);
+  thresholdEl.textContent = `Threshold: ${thresholdLines.join("\n")}`;
 
   // Three grid children per row (dt, value dd, rank dd) so the grid's
   // row-major auto-placement stays aligned — a row that only emitted two
@@ -135,6 +138,8 @@ export function renderScoutCardStats(cardEl, record) {
   // stats, not rate metrics — rank/percentile against them wouldn't mean
   // "how well this player performed," so only the metrics loop below gets a rank.
   const metadataGrid = addSection("Metadata");
+  if (IS_CAREER) addRow(metadataGrid, "Status", record.status);
+
   addRow(metadataGrid, "Games", record.games);
   addRow(metadataGrid, cat.threshold_field, record[cat.threshold_field]);
 
@@ -236,6 +241,13 @@ export function openScoutCard(record) {
   // entry.record, not the closed-over `record`: retargetScoutCard() swaps it
   // when a season change carries this card to another season's row.
   linemateBtn.addEventListener("click", () => toggleLinemateCard(entry.record));
+
+  if (IS_CAREER) {
+    // On the Career page the button and the card it opens are "NFL Alumni" (see linemate-card.js).
+    const noun = rosterNoun().card;
+    linemateBtn.setAttribute("aria-label", `Show ${noun}`);
+    linemateBtn.lastChild.textContent = ` ${noun}`;
+  }
   // abbr_name shortens the first name to an initial, keeping the last name
   // intact (e.g. "D. Hall") — same convention already shown on every card
   // title/table cell, just applied to the downloaded filename too.
diff --git a/frontend/style.css b/frontend/style.css
index 5947e12..39af043 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -607,7 +607,7 @@ body {
 /* --- Career page: Status Filter and the second threshold bar. ---
    The Status Filter takes Season's place in the first row. It is a dropdown of two checkboxes
    like Teams (both lit by default); a status that is off only dims its players.
-   A bar of a status that is off is greyed (.is-muted) but stays usable. */
+   Both bars are always usable: they do not follow the Status Filter. */
 .control-status {
   --w: 150;
   min-width: auto;
@@ -629,9 +629,6 @@ body {
 .status-dropdown .team-option {
   white-space: nowrap;
 }
-.control-slider.is-muted {
-  opacity: 0.45;
-}
 
 /* --- Teams multi-selection. ---
    Built as a custom button + checkbox-list dropdown rather than a native
@@ -2579,6 +2576,9 @@ body {
   padding-left: 16px;
   list-style: disc;
 }
+.scout-card-threshold {
+  white-space: pre-line;
+}
 .scout-card-note {
   font-family: var(--font-body);
   font-size: 11px;
@@ -3875,7 +3875,7 @@ thead .linemate-table-frozen {
   }
   .filters-drawer .control select,
   .filters-drawer #threshold-number,
-#threshold-potential-number {
+  #threshold-potential-number {
     width: 100%;
   }
   .filters-drawer .control-season select {
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index b4a16ad..7f8bf3b 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -28,7 +28,7 @@ These apply to every task. Read them before starting.
 
 | # | Invariant | Detail | Coverage |
 |---|---|---|---|
-| 1 | A percentile is computed only within the same season, same threshold and **exact** position. On the Career page the pool is the Career members of the exact position who clear the bar of their own status (two bars, one per status), and there is no season. A Guard's percentile is identical whichever position is selected on the chart. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` (exact-position pool and threshold; "same season" is whatever slice is loaded and is not tested separately) |
+| 1 | A percentile is computed only within the same season, same threshold and **exact** position. On the Career page the pool is the Career members of the exact position who clear the bar of their own status (two bars, one per status), and there is no season — one pool, never split by status (the two bars are only eligibility gates, a member in by his own bar). A Guard's percentile is identical whichever position is selected on the chart. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` (exact-position pool and threshold; "same season" is whatever slice is loaded and is not tested separately) |
 | 2 | Tied players share one rank and one percentile (competition ranking). Every percentile in the app funnels through `rankAndPercentile()`. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` |
 | 3 | Teams and Players combine by union (OR). Teams only highlights; it never changes the pool. On the Career page the Status Filter joins the same union and only highlights too (a player is lit if his status is lit, his team is chosen or he is picked; it never changes the pool). The threshold is a hard gate (two bars on Career: a player must clear the bar of his own status). | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_filters.py` |
 | 4 | The chart changes only on Apply; the Players search pool stays live and never reads `currentRecords`. | `architecture/FILTERS-AND-SEARCH.md` | none |
@@ -38,7 +38,7 @@ These apply to every task. Read them before starting.
 | 8 | `/` is always the NFL Season page; the PWA `start_url` stays `/`. The college pages live at their own paths (`/ncaaf-season`, `/ncaaf-career`) and never replace it. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
 | 9 | Pinned Players: Category or Position change clears everything; any other change (on Career, either bar going up, judged against each player's own status) removes only players who no longer fit; a Comparison shrinks while 2+ members remain and dissolves below 2. | `architecture/PINNED-INVALIDATION.md` | `tests/test_pinned_impact.py` |
 | 10 | Merge Cards show percentiles only (never raw values or `#rank/N`), cap at 5 players, and the 8-player Workspace quota is checked once, at Submit. | `architecture/CARDS.md` | none |
-| 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. | `architecture/CARDS.md` | none |
+| 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. On the Career page the card is **NFL Alumni**: the same roster but only Joined NFL members. | `architecture/CARDS.md` | `tests/test_ncaaf_career_page.py` covers the Career roster and name; `tests/test_linemate_card.py` the Season name |
 | 12 | Every PNG export carries the footer "Source: PFF Premium Stats" (`EXPORT_FOOTER_TEXT`). | `frontend/chart-export.js` | none, by decision: the footer is one constant drawn onto a canvas, so a test would only restate it (see `tests/INDEX.md`) |
 | 13 | PFF raw CSV/xlsx never enters the repo. | `.gitignore` ignores `*.csv` and `*.xlsx` | none, by decision: git state is outside the app's tests and `.gitignore` already ignores `*.csv` and `*.xlsx` (see `tests/INDEX.md`) |
 | 14 | Ingestion is idempotent: it deletes and reinserts a whole `(season, position)` slice. | `architecture/BACKEND-AND-DEPLOY.md` | `tests/test_db_ingestion.py` |
diff --git a/playbook/architecture/CARDS.md b/playbook/architecture/CARDS.md
index 6d7fedf..d896bcf 100644
--- a/playbook/architecture/CARDS.md
+++ b/playbook/architecture/CARDS.md
@@ -58,7 +58,7 @@ member row, keyed by anchor so the same toggle re-fires as a close — this is w
 recursion guard (a Linemate Card renders no linemate toggle of its own) trivial rather than
 enforced. Roster = same team/season/category, **including same-position linemates**
 (`LINEMATE_POSITIONS`), excluding the anchor, filtered to the applied snap threshold, sorted by
-snap count descending. **There is no roster cap and no "See more"**: the snap threshold is the only
+snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's only two differences between the two pages; everything else — include-anchor, the Line Summary, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `next_steps/NFL-ALUMNI.md`. **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
 gate, and every qualifying linemate is on the card. When the roster reaches
 `LINEMATE_SIZE_REMINDER_AT` (OL 6, DL 8 players; the old cap numbers, used only as the trigger), a
 reminder bullet says a higher threshold keeps the card compact (left out of the PNG). The
diff --git a/playbook/architecture/CHART-RENDERING.md b/playbook/architecture/CHART-RENDERING.md
index f8f8a34..090fafe 100644
--- a/playbook/architecture/CHART-RENDERING.md
+++ b/playbook/architecture/CHART-RENDERING.md
@@ -10,8 +10,10 @@
 Teams selection (and who isn't individually added via Players) still plots, at reduced marker/
 label/logo opacity, rather than disappearing — the point is to see a highlighted subset *in context*
 against the rest of the pool, not to shrink the pool itself (contrast with the Snap threshold filter,
-which does genuinely drop rows). `highlightSubtitle()` is therefore just a plain
-"N players with at least X <field>." line; it never names the highlighted teams/players.
+which does genuinely drop rows). `highlightSubtitle()` is therefore just a count line — a plain
+"N players with at least X <field>." on a Season page, or two lines on the Career page (Potential
+Draftees first, then Joined NFL, each with its own count and bar); it never names the highlighted
+teams/players.
 
 **Player labels get three independent treatments on top of each other: dim-in-place, collision
 declutter, and bold/halo/glow emphasis** (`render.js`) — this grew out of repeated Reddit feedback
diff --git a/playbook/architecture/FILTERS-AND-SEARCH.md b/playbook/architecture/FILTERS-AND-SEARCH.md
index 38339a8..4bb9fac 100644
--- a/playbook/architecture/FILTERS-AND-SEARCH.md
+++ b/playbook/architecture/FILTERS-AND-SEARCH.md
@@ -23,8 +23,8 @@ snap threshold alone. If Teams ever starts filtering the pool, that popover's te
 Draftees is lit by default, Joined NFL stays in the pool as the dimmed yardstick) behaves like Teams: it is Apply-gated and joins the same union in `render()`'s `isDimmed`: a player is lit when his
 status is lit, or his team is chosen, or his name is selected (a status that is off lights nobody by itself). Because a full
 Teams selection already lights everyone, the Career page starts with **No Teams** (`main.js`'s `setUpCareerControls()`), so
-the lit status shows at first. The Status Filter never changes the percentile pool. A status that is off greys its bar
-(`.is-muted`) but the bar still counts. The pool is the union of the Joined
+the lit status shows at first. The Status Filter never changes the percentile pool. The two bars do not follow the Status Filter:
+both are always usable, and a bar of a status that is off still counts. The pool is the union of the Joined
 NFL players above the first bar and the Potential Draftees above the second, so toggling a status never moves a percentile.
 The ⓘ of the Status Filter says so; keep its text in sync.
 
diff --git a/playbook/tests/TEST_LINEMATE_CARD.md b/playbook/tests/TEST_LINEMATE_CARD.md
index 74308fa..e674874 100644
--- a/playbook/tests/TEST_LINEMATE_CARD.md
+++ b/playbook/tests/TEST_LINEMATE_CARD.md
@@ -8,5 +8,6 @@
 - **Read mode:** the Read table has the name, position and Card head rows, no sortable or frozen cells; its rows are grouped Metadata, Required Metrics, Bonus Metrics (no Bonus for the OL); a card renders Read by default, Sort shows it again, and the Line Summary is identical in both modes and leaves out Pass Cov Percent. The cards are built from synthetic same-team players because the seeded database has one player per position.
 - **No cap:** the roster is uncapped (16 players all show, DL and OL); the source has no "See more"; the size reminder shows at 9+ DL / 7+ OL players and not below; a Read card with 16 players keeps the 760px width, gets `is-wide`, scrolls sideways with a sticky label column and shows the "scroll right" hint; a narrow Read card is not wide; the Line Summary covers every player.
 - **Also covers (no browser needed):** the card template titles its roster table "Individual" and its summary "Line Summary", both with the Player Card's section-title style, with the Read | Sort switch on the Individual heading.
-- **Not here:** the gold colour and button size → `TEST_CARD_BUTTONS.md`; that the column is left out of the PNG export (not tested).
+- **Season name:** a Season Player Card button reads "Linemates" (the "NFL Alumni" rename is Career-only).
+- **Not here:** the gold colour and button size → `TEST_CARD_BUTTONS.md`; that the column is left out of the PNG export (not tested); the Career "NFL Alumni" variant (roster and name) → `TEST_NCAAF_CAREER_PAGE.md`.
 - **Known gaps:** the export clone dropping the Card column, the widened PNG for a wide roster, and the layout on the narrowest card, are checked by eye only.
diff --git a/playbook/tests/TEST_MERGE_TABLE.md b/playbook/tests/TEST_MERGE_TABLE.md
index 69dccb6..d596c54 100644
--- a/playbook/tests/TEST_MERGE_TABLE.md
+++ b/playbook/tests/TEST_MERGE_TABLE.md
@@ -6,6 +6,6 @@
 - **Needs:** Chromium; the tests skip without it. The page must have finished loading so the real metadata exists, which the fixture waits for. Its own `page` fixture.
 - **Covers:** the Sort layout (one head row of columns, one row per player); the Read layout (head block of name, team and Linemates, then Games, the threshold field and the metrics); Read is the exact transposition of Sort; both keep the order they are given and follow every sort the same way; the default mode is Read; only Sort has sortable headers, and Linemates never does; Read and Sort show the same percentiles; rendering never changes the sort state.
 - **Sections in Read:** `readLayout()` groups the rows into Metadata, Required Metrics and Bonus Metrics (the last left out when no metric is flagged `bonus`); the rendered Read table shows one heading row per section spanning the label and player columns, with Pass Cov Percent and TPS Pass Cov Percent under Bonus; Sort has no headings.
-- **Identity columns:** the model takes them from the caller (the Linemate Card passes name, position, Card); one test checks the Read head and sections with such columns. The Linemate Card's own Read tests are in `TEST_LINEMATE_CARD.md`.
+- **Identity columns:** the model takes them from the caller (the Linemate Card passes name, position, Card); one test checks the Read head and sections with such columns. The model adds a Status row to Metadata only when asked (the Career page); the Career cards' own checks are in `TEST_NCAAF_CAREER_PAGE.md`. The Linemate Card's own Read tests are in `TEST_LINEMATE_CARD.md`.
 - **Not here:** the cell contents and percentile rules themselves → `TEST_PERCENTILES.md`; popups → `TEST_POPUP_POSITION.md`.
 - **Known gaps:** the wiring is not tested: the Read | Sort switch buttons, the (i) popover, the scroll hint following the mode, the frozen head block, and the PNG export being forced to Read (including re-fitting the clone). Check those by hand (INVARIANTS 18).
diff --git a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
index 6ad022f..fef1f07 100644
--- a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
+++ b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright / Chromium), against the live test server.
 - **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Potential Draftees, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
-- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first, so the Joined NFL bar is greyed; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle both bars; a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state.
+- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
 - **Not here:** the rule itself (a threshold is a number or a pair, who is eligible) -> `TEST_PINNED_IMPACT.md`; the Career routes and the merge -> `TEST_CAREER_MERGE.md`; the page's served markup -> `TEST_APP_STARTUP.md`.
 - **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars on a phone (checked by hand).
diff --git a/tests/test_linemate_card.py b/tests/test_linemate_card.py
index ab982fd..a026e37 100644
--- a/tests/test_linemate_card.py
+++ b/tests/test_linemate_card.py
@@ -406,3 +406,15 @@ def test_the_line_summary_covers_every_player_on_the_card(page):
     out = page.evaluate(OPEN_CARD_JS, ["pass_rush", 12, "read"])
 
     assert out["summaryRows"] > 0
+
+
+def test_the_season_player_card_button_says_linemates(page):
+    # The "NFL Alumni" rename is Career-only; a Season page keeps "Linemates".
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const s = await import('/scout-card.js');
+  s.openScoutCard(d.currentRecords[0]);
+  return document.querySelector('.card-linemate-toggle').textContent.trim();
+}""")
+
+    assert out == "Linemates"
diff --git a/tests/test_merge_table.py b/tests/test_merge_table.py
index 7864b8f..1d2fa86 100644
--- a/tests/test_merge_table.py
+++ b/tests/test_merge_table.py
@@ -373,3 +373,17 @@ def test_the_model_takes_its_identity_columns_from_the_caller(page):
         ["Required Metrics", ["M1"]],
         ["Bonus Metrics", ["B1"]],
     ]
+
+
+def test_the_model_adds_a_status_row_to_the_metadata_only_when_asked(page):
+    out = page.evaluate("""async () => {
+  const m = await import('/player-table-model.js');
+  const keys = (includeStatus) => {
+    const model = m.buildPlayerTableModel(['A'], 'PR Opp', ['M1'], [], undefined, includeStatus);
+    return m.readLayout(model).sections[0].rows.map((r) => r.column.key);
+  };
+  return { season: keys(false), career: keys(true) };
+}""")
+
+    assert out["season"] == ["Games", "PR Opp"]
+    assert out["career"] == ["Status", "Games", "PR Opp"]
diff --git a/tests/test_ncaaf_career_page.py b/tests/test_ncaaf_career_page.py
index 03988c1..facbf45 100644
--- a/tests/test_ncaaf_career_page.py
+++ b/tests/test_ncaaf_career_page.py
@@ -100,9 +100,14 @@ def page(live_server_url, seeded_career_page_db):
 
         # The app has finished loading once it has drawn the chart: the metadata and the
         # applied filters come first, then the logos preload, then the first render.
-        pg.wait_for_function(
-            "async () => { const d = await import('/data.js'); return !!(d.metadata && d.appliedFilters) && d.currentFiltered.length > 0 && !!document.querySelector('#chart').layout; }"
-        )
+        ready_js = "async () => { const d = await import('/data.js'); return !!(d.metadata && d.appliedFilters) && d.currentFiltered.length > 0 && !!document.querySelector('#chart').layout; }"
+        pg.wait_for_function(ready_js)
+
+        # The first render can be redone once the page's last requests land (the logo
+        # preload), which empties the chart for a moment; wait for the network to go quiet
+        # and for the chart to be drawn again, so no test reads it mid-redraw.
+        pg.wait_for_load_state("networkidle")
+        pg.wait_for_function(ready_js)
 
         yield pg
         browser.close()
@@ -145,6 +150,10 @@ def _is_muted(page, control_id):
     return page.eval_on_selector(control_id, "el => el.classList.contains('is-muted')")
 
 
+def _opacity(page, control_id):
+    return page.eval_on_selector(control_id, "el => getComputedStyle(el).opacity")
+
+
 def test_the_page_shows_a_status_dropdown_and_two_bars_and_no_season(page):
     assert page.is_hidden(".control-season")
     assert page.is_visible("#status-control")
@@ -158,8 +167,22 @@ def test_only_potential_draftees_is_lit_at_first(page):
     assert page.is_checked("#status-potential")
     assert page.inner_text("#status-select-summary") == "Potential Draftees"
     assert _applied(page)["statuses"] == POTENTIAL
-    assert _is_muted(page, "#threshold-control")
-    assert not _is_muted(page, "#potential-threshold-control")
+
+
+def test_both_bars_stay_fully_usable_whatever_status_is_lit(page):
+    # Joined NFL is off at first; its bar is neither greyed nor tied to the Status Filter.
+    for control in ("#threshold-control", "#potential-threshold-control"):
+        assert not _is_muted(page, control)
+        assert _opacity(page, control) == "1"
+
+    _toggle_status(page, "#status-potential")
+
+    for control in ("#threshold-control", "#potential-threshold-control"):
+        assert _opacity(page, control) == "1"
+
+    _set_bar(page, "#threshold-number", "300")
+
+    assert page.input_value("#threshold-number") == "300"
 
 
 def test_the_status_summary_follows_the_ticks(page):
@@ -220,14 +243,19 @@ def test_raising_one_bar_changes_only_that_statuss_players(page):
     assert _pool_ids(page) == [1, 5]
 
 
-def test_the_chart_title_names_career_and_the_subtitle_both_bars(page):
+def test_the_chart_title_names_career_and_the_subtitle_counts_each_status(page):
     title = page.evaluate("document.querySelector('#chart').layout.title")
+    subtitle = title["subtitle"]["text"]
 
     assert "Career" in title["text"]
-    assert (
-        f"{JOINED_BAR} (Joined NFL) / {POTENTIAL_BAR} (Potential Draftees)"
-        in title["subtitle"]["text"]
-    )
+
+    # Two lines: Potential Draftees first, then Joined NFL, each with its own count and bar.
+    potential_line, joined_line = subtitle.split("<br>")
+
+    assert potential_line.startswith("2 Potential Draftees with at least ")
+    assert f"at least {POTENTIAL_BAR} " in potential_line
+    assert joined_line.startswith("1 Joined NFL with at least ")
+    assert f"at least {JOINED_BAR} " in joined_line
 
 
 def test_a_changed_bar_lights_apply_until_it_is_applied(page):
@@ -286,6 +314,104 @@ def test_a_picked_player_is_highlighted_whatever_the_status(page):
     assert _lit_players(page) == [1, 2, 5]
 
 
+def test_the_nfl_alumni_roster_is_joined_nfl_only(page):
+    # Anchor is a Potential Draftee; his card's roster is the school's same-line players who
+    # reached the NFL and clear the Joined NFL bar. Player 4 is Joined NFL but below the bar,
+    # Player 5 clears his own bar but is a Potential Draftee — neither is an alum.
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const l = await import('/linemate-card.js');
+  const anchor = d.currentRecords.find((r) => r.player === 'Player 2');
+  const roster = l.computeLinemateRoster(anchor);
+  return { players: roster.map((r) => r.player), statuses: roster.map((r) => r.status) };
+}""")
+
+    assert out["players"] == ["Player 1"]
+    assert set(out["statuses"]) == {"Joined NFL"}
+
+
+def test_the_career_cards_are_named_nfl_alumni(page):
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const s = await import('/scout-card.js');
+  const l = await import('/linemate-card.js');
+  const anchor = d.currentRecords.find((r) => r.player === 'Player 2');
+  s.openScoutCard(anchor);
+  const button = document.querySelector('.card-linemate-toggle').textContent.trim();
+  l.openLinemateCard(anchor);
+  const title = document.querySelector('.linemate-card-title').textContent;
+  return { button, title };
+}""")
+
+    assert out["button"] == "NFL Alumni"
+    assert "NFL Alumni" in out["title"]
+    assert "Linemate" not in out["title"]
+
+
+def test_a_career_player_card_marks_the_status_and_writes_the_bar_of_each_status(page):
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const s = await import('/scout-card.js');
+  const dom = await import('/dom.js');
+  const card = dom.els.scoutCardTemplate.content.firstElementChild.cloneNode(true);
+  s.renderScoutCardStats(card, d.currentRecords.find((r) => r.player === 'Player 2'));
+  const metadata = card.querySelector('.scout-stat-grid');
+  return {
+    labels: [...metadata.querySelectorAll('dt')].map((e) => e.textContent),
+    values: [...metadata.querySelectorAll('dd.scout-stat-value')].map((e) => e.textContent),
+    threshold: card.querySelector('.scout-card-threshold').textContent,
+    bars: d.appliedThreshold(),
+  };
+}""")
+
+    assert out["labels"][0] == "Status"
+    assert out["values"][0] == "Potential Draftees"
+    joined_line, potential_line = out["threshold"].split("\n")
+    assert joined_line.startswith(f"Threshold: ≥ {out['bars']['joined']} ")
+    assert joined_line.endswith("(Joined NFL).")
+    assert potential_line.startswith(f"≥ {out['bars']['potential']} ")
+    assert potential_line.endswith("(Potential Draftees).")
+
+
+def test_the_nfl_alumni_card_marks_the_status_and_states_only_the_joined_nfl_bar(page):
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const l = await import('/linemate-card.js');
+  l.openLinemateCard(d.currentRecords.find((r) => r.player === 'Player 2'));
+  return {
+    note: document.querySelector('.linemate-card-roster-note').textContent,
+    labels: [...document.querySelectorAll('.linemate-read-label')].map((e) => e.textContent),
+    bars: d.appliedThreshold(),
+  };
+}""")
+
+    assert out["note"].startswith(f"1 NFL alumnus with ≥ {out['bars']['joined']} ")
+    assert "Potential" not in out["note"]
+    assert "Status" in out["labels"]
+
+
+def test_a_career_comparison_card_marks_each_status_and_writes_both_bars(page):
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const m = await import('/merge-card.js');
+  const dom = await import('/dom.js');
+  const card = dom.els.mergeCardTemplate.content.firstElementChild.cloneNode(true);
+  const records = ['Player 1', 'Player 2'].map((n) => d.currentRecords.find((r) => r.player === n));
+  m.renderMergeCardBody(card, records, { key: null, dir: 'asc' });
+  const row = [...card.querySelectorAll('tr')].find(
+    (tr) => tr.querySelector('th')?.textContent === 'Status'
+  );
+  return {
+    status: [...row.querySelectorAll('td')].map((e) => e.textContent),
+    pool: card.querySelector('.merge-card-pool').textContent,
+  };
+}""")
+
+    assert out["status"] == ["Joined NFL", "Potential Draftees"]
+    assert "(Joined NFL)" in out["pool"]
+    assert "(Potential Draftees)" in out["pool"]
+
+
 def test_the_season_pages_keep_one_bar_and_no_status_filter(
     live_server_url, seeded_ncaaf_db
 ):

From aa36c01f8714f1d75af7a9d050b6e98d89d10d09 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sun, 1 Nov 2026 10:08:40 -0500
Subject: [PATCH 11/16] Made all switches into iOS-style.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 frontend/dom.js                             |  1 +
 frontend/filters.js                         | 14 ++++-
 frontend/index.html                         | 10 +++-
 frontend/linemate-card.js                   |  2 +-
 frontend/main.js                            |  3 +-
 frontend/style.css                          | 60 +++++++++++++++++++--
 playbook/DECISIONS.md                       |  5 ++
 playbook/INVARIANTS.md                      |  2 +-
 playbook/architecture/CARDS.md              |  2 +-
 playbook/architecture/FILTERS-AND-SEARCH.md |  2 +-
 playbook/tests/TEST_NCAAF_CAREER_PAGE.md    |  4 +-
 tests/test_ncaaf_career_page.py             | 58 ++++++++++++++++++++
 12 files changed, 148 insertions(+), 15 deletions(-)

diff --git a/frontend/dom.js b/frontend/dom.js
index bf3b25c..f27ae7f 100644
--- a/frontend/dom.js
+++ b/frontend/dom.js
@@ -31,6 +31,7 @@ export const els = {
   statusSummary: document.getElementById("status-select-summary"),
   statusDropdown: document.getElementById("status-dropdown"),
   statusInfoSlot: document.getElementById("status-info-slot"),
+  statusEnabled: document.getElementById("status-enabled"),
   statusJoined: document.getElementById("status-joined"),
   statusPotential: document.getElementById("status-potential"),
   applyBtn: document.getElementById("apply-filters"),
diff --git a/frontend/filters.js b/frontend/filters.js
index 357fd2a..a2428e8 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -126,7 +126,10 @@ export function currentFilterState() {
 }
 
 // The lit Career statuses as a sorted comma string (comparable with `!==`, like teams).
+// Empty while "Enable Status" is off: Status is then out of the highlight union.
 export function litStatusesText() {
+  if (!els.statusEnabled.checked) return "";
+
   const lit = [];
   if (els.statusJoined.checked) lit.push(JOINED_NFL);
   if (els.statusPotential.checked) lit.push(POTENTIAL_DRAFTEES);
@@ -170,10 +173,14 @@ function seasonValue() {
 export function updateStatusSummary() {
   const joined = els.statusJoined.checked;
   const potential = els.statusPotential.checked;
-  if (joined && potential) els.statusSummary.textContent = "All Status";
+  if (!els.statusEnabled.checked) els.statusSummary.textContent = "Off";
+  else if (joined && potential) els.statusSummary.textContent = "All Status";
   else if (joined) els.statusSummary.textContent = JOINED_NFL;
   else if (potential) els.statusSummary.textContent = POTENTIAL_DRAFTEES;
   else els.statusSummary.textContent = "No Status";
+
+  // The button's name is its visible label, which no longer says "Status".
+  els.statusBtn.setAttribute("aria-label", `Status: ${els.statusSummary.textContent}`);
 }
 
 export function openStatusDropdown() {
@@ -188,9 +195,14 @@ export function closeStatusDropdown() {
 
 // The two bars do not follow the Status Filter: both stay fully usable whatever is lit,
 // since a status that is off only dims its players and its bar still counts in the pool.
+// With "Enable Status" off the dropdown is shut and greyed; its ticks are kept.
 export function syncStatusBars() {
   if (!IS_CAREER) return;
   updateStatusSummary();
+
+  const enabled = els.statusEnabled.checked;
+  els.statusBtn.disabled = !enabled;
+  if (!enabled) closeStatusDropdown();
 }
 
 // True when a pending bar differs from the applied one (either bar on Career).
diff --git a/frontend/index.html b/frontend/index.html
index a3e33f5..018db4b 100644
--- a/frontend/index.html
+++ b/frontend/index.html
@@ -161,7 +161,13 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
            changes the percentile pool. -->
           <div class="control control-status" id="status-control" hidden>
             <div class="axis-label-row">
-              <label id="status-label" for="status-toggle-btn">Status</label>
+              <!-- Off takes Status out of the highlight union, so Teams and Players can work alone.
+               The ticks in the dropdown are kept while it is off. It sits in the label row, so
+               this control is as tall as its neighbours. -->
+              <label class="checkbox-label status-enable-toggle">
+                <input type="checkbox" id="status-enabled" checked />
+                Enable Status
+              </label>
               <span class="info-popover-slot" id="status-info-slot"></span>
             </div>
             <div class="teams-select">
@@ -171,7 +177,7 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
                 class="teams-select-btn"
                 aria-haspopup="true"
                 aria-expanded="false"
-                aria-labelledby="status-label status-select-summary"
+                aria-label="Status: Potential Draftees"
               >
                 <span id="status-select-summary">Potential Draftees</span>
                 <svg class="chevron" viewBox="0 0 16 16" width="12" height="12" aria-hidden="true">
diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index bd6a767..8267eb1 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -121,7 +121,7 @@ export function attachAppTooltip(el, text) {
 // only gate, and every qualifying player is on the card.
 // The card is "Linemates" on a Season page and "NFL Alumni" on the Career page. Its name and
 // who its roster is are the only two things that differ between the two (see
-// next_steps/NFL-ALUMNI.md); everything else is shared. Read at call time so it never depends
+// DECISIONS.md, 2026-10-31); everything else is shared. Read at call time so it never depends
 // on the order data.js is evaluated in.
 export function rosterNoun() {
   return IS_CAREER
diff --git a/frontend/main.js b/frontend/main.js
index 5906843..94cc18e 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -209,6 +209,7 @@ function attachEvents() {
           bullets: [
             "Potential Draftees: still playing in the latest college season.",
             "Joined NFL: played NCAAF and appeared in NFL — potential draftees' benchmark.",
+            "Enable Status: off, and Status leaves the highlights — only Teams and Players light players.",
           ],
         },
         { ariaLabel: "Status filter info", label: "ⓘ" }
@@ -228,7 +229,7 @@ function attachEvents() {
       if (!els.statusControl.contains(e.target)) closeStatusDropdown();
     });
 
-    [els.statusJoined, els.statusPotential].forEach((box) =>
+    [els.statusEnabled, els.statusJoined, els.statusPotential].forEach((box) =>
       box.addEventListener("change", () => {
         syncStatusBars();
         updatePendingState();
diff --git a/frontend/style.css b/frontend/style.css
index 39af043..97c820e 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -609,9 +609,15 @@ body {
    like Teams (both lit by default); a status that is off only dims its players.
    Both bars are always usable: they do not follow the Status Filter. */
 .control-status {
-  --w: 150;
+  /* Wider than its neighbours: the label row holds the Enable Status switch and the info
+     icon, and the button holds "Potential Draftees". */
+  --w: 190;
   min-width: auto;
 }
+.status-enable-toggle {
+  gap: 6px;
+  font-size: 12px;
+}
 /* A native [hidden] loses to .control's display, so say it again here. */
 .control[hidden] {
   display: none;
@@ -1486,10 +1492,54 @@ body {
   white-space: nowrap;
   cursor: pointer;
 }
-.checkbox-label input {
-  accent-color: var(--flag-gold);
-  width: 15px;
-  height: 15px;
+/* Every on/off toggle is an iPhone-style switch: Filters' Player Names, Team Logos and
+   Include metric notes, the cards' "Include {player}" and Career's Enable Status. It is
+   still a native checkbox underneath (focus, keyboard, :checked and change events). */
+.checkbox-label input[type="checkbox"] {
+  appearance: none;
+  -webkit-appearance: none;
+  position: relative;
+  flex: none;
+  width: 30px;
+  height: 18px;
+  margin: 0;
+  border-radius: 999px;
+  background: rgba(241, 236, 221, 0.22);
+  cursor: pointer;
+  transition: background 0.18s ease;
+}
+.checkbox-label input[type="checkbox"]::before {
+  content: "";
+  position: absolute;
+  top: 2px;
+  left: 2px;
+  width: 14px;
+  height: 14px;
+  border-radius: 50%;
+  background: #fff;
+  box-shadow: 0 1px 2px rgba(0, 0, 0, 0.35);
+  transition: transform 0.18s ease;
+}
+.checkbox-label input[type="checkbox"]:checked {
+  background: var(--flag-gold);
+}
+.checkbox-label input[type="checkbox"]:checked::before {
+  transform: translateX(12px);
+}
+.checkbox-label input[type="checkbox"]:focus-visible {
+  outline: 2px solid var(--flag-gold-bright);
+  outline-offset: 2px;
+}
+@media (prefers-reduced-motion: reduce) {
+  .checkbox-label input[type="checkbox"],
+  .checkbox-label input[type="checkbox"]::before {
+    transition: none;
+  }
+}
+/* Enable Status off: the Status button cannot be opened. */
+.control-status .teams-select-btn:disabled {
+  opacity: 0.45;
+  cursor: not-allowed;
 }
 
 /* --- board: chart + scouting card ---
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index 1cd7f53..901b26c 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -124,3 +124,8 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-30: `database/midseason_trades.py` moves a traded player to his new team between the weekly ingests, to cut the lag (PFF's next-week CSV reflects the trade anyway). `update_traded_player_team(player_name, new_team)` updates the current season only (the season is the calendar year, since the trade deadline is early November, so there is no season argument), across both stat tables, using the same `DATABASE_URL` rule as the ingestion (local SQLite by default, Railway when set). `new_team` is a PFF team code; an unknown code, a wrong name, or a season not ingested yet prints a message and changes nothing. `update_traded_players(*trades)` applies several `(player, team)` pairs in one call, skipping a bad entry while the rest run (the same continue-on-error habit as the preprocessing command line). Tests: `test_midseason_trades.py`. Command: `COMMANDS.md`.
 - 2026-10-30: NCAAF Season (PR #20 part 1) is live in code: the college page `/ncaaf-season` reuses the NFL frontend through `window.LEAGUE`, and the NFL API moved to `/api/nfl/...` next to `/api/ncaaf/...`. The scope (SEC, B1G, ACC, Big 12, Pac-12, MAC, Notre Dame; 90 schools) is applied at conversion by `apply_league_scope()`, not at load, and a team is keyed by `franchise_id`. College thresholds are their own: front 7 230, OL 360 (the share-matching 140 / 300 left too many players on the chart), with the 2026 dynamic entry set by hand. College logos are ESPN's `dark` variant except 11 schools that keep the original. The college Teams checklist is rebuilt per season, and a school shown for the first time starts checked only after an explicit All, never inferred from how many boxes are ticked. Detail: `architecture/BACKEND-AND-DEPLOY.md`, `architecture/FRONTEND-STRUCTURE.md`, `architecture/THRESHOLDS.md`.
 - 2026-10-31: the college conference comes from `teams/ncaaf.py`: a stint table per scoped `franchise_id` (`conference_of(franchise_id, season)`), because membership changes with realignment, and the Pac-12 label follows each season's actual members (two schools in 2024 and 2025, eight in 2026). A school deliberately out of scope (FCS teams, Group of Five schools outside the MAC) returns `None` and its rows are dropped silently; a `franchise_id` the table does not know at all raises an error naming the school and season, never "unknown". Widening the scope later means extending that file and converting again. Liberty and New Mexico State are absent from the 2022 files (both out of scope, tiny schools) and are not chased. Tests: `tests/test_teams_ncaaf.py`.
+- 2026-10-31: NCAAF Career Stats (PR #20 part 2) is built: `/ncaaf-career` is a Career mode of the shared frontend (`IS_CAREER`) with a Status Filter (Joined NFL, Potential Draftees) in place of Season. The Career members are precomputed into one small table per category on every `--league ncaaf` ingestion (Joined NFL = the `player_id` also in the NFL table of the same category; Potential Draftees = in the latest college season and not Joined NFL), and the API merges each member into one row with `GROUP BY player_id` (`database/career_merge.py`): counts are summed, rates are weighted by their own denominator, position and team are those of the last college season, and Pass Cov Percent is rebuilt from four hidden snap columns. A season with no opportunities is skipped in a weighted rate, because an infinite rate times zero is NaN on Postgres. Run the NFL ingestion before the NCAAF one when both run on the same day. Tests: `tests/test_career_merge.py`, `tests/test_ncaaf_career_page.py`.
+- 2026-10-31: Career has two threshold bars, one per status (front 7: Joined NFL 450, Potential Draftees 350; OL: 450 and 225, a starting point), because a young player has few snaps and the Potential Draftees list is a projection. A player must clear the bar of his own status; the browser applies them (the threshold stays display-only, INVARIANT 5). Both bars always stay usable and are not tied to the Status Filter.
+- 2026-10-31: on Career the percentile pool is the Career members of the exact position who clear their own status's bar, one pool never split by status and with no season. The Status Filter, like Teams, only highlights (a player is lit if his status is lit, his team is chosen or he is picked); the page starts with No Teams and only Potential Draftees lit. Switching a status never moves a percentile.
+- 2026-10-31: on Career the Linemate Card is renamed **NFL Alumni** and differs from it only in name and roster: the same last school, same line group, `status == Joined NFL`, minus the anchor, gated by the Joined NFL bar. It judges "Joined NFL" on the 2022 to 2026 NFL table, so alumni means recently active in the NFL, not all-time. Every Career card marks the player's status (a Status row in Metadata) and writes the threshold per status (the Player Card on two lines, the Comparison Card with both bars, the NFL Alumni card with only the Joined NFL bar). The scatter plot's subtitle has two lines: the Potential Draftees count, then the Joined NFL count.
+- 2026-10-31: accepted limits of Career: a transfer from a school outside the six conferences and Notre Dame keeps only his in-scope seasons; LB is not exposed, so a player whose last college season is LB is left out; Joined NFL is matched within the category; after the draft newly drafted players stay Potential Draftees until an NFL ingestion is followed by an NCAAF one. The three college pages are `/` (NFL Season), `/ncaaf-season` and `/ncaaf-career`, switched by three buttons (a hamburger below 860px); a college `player_id` is shared with the NFL files (836 ids on both sides), so joins use the id, never the name.
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index 7f8bf3b..57bf70b 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -30,7 +30,7 @@ These apply to every task. Read them before starting.
 |---|---|---|---|
 | 1 | A percentile is computed only within the same season, same threshold and **exact** position. On the Career page the pool is the Career members of the exact position who clear the bar of their own status (two bars, one per status), and there is no season — one pool, never split by status (the two bars are only eligibility gates, a member in by his own bar). A Guard's percentile is identical whichever position is selected on the chart. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` (exact-position pool and threshold; "same season" is whatever slice is loaded and is not tested separately) |
 | 2 | Tied players share one rank and one percentile (competition ranking). Every percentile in the app funnels through `rankAndPercentile()`. | `architecture/PERCENTILES.md` | `tests/test_percentiles.py` |
-| 3 | Teams and Players combine by union (OR). Teams only highlights; it never changes the pool. On the Career page the Status Filter joins the same union and only highlights too (a player is lit if his status is lit, his team is chosen or he is picked; it never changes the pool). The threshold is a hard gate (two bars on Career: a player must clear the bar of his own status). | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_filters.py` |
+| 3 | Teams and Players combine by union (OR). Teams only highlights; it never changes the pool. On the Career page the Status Filter joins the same union and only highlights too, unless its "Enable Status" switch is off, which takes it out of the union (a player is lit if his status is lit, his team is chosen or he is picked; it never changes the pool). The threshold is a hard gate (two bars on Career: a player must clear the bar of his own status). | `architecture/FILTERS-AND-SEARCH.md` | `tests/test_filters.py` |
 | 4 | The chart changes only on Apply; the Players search pool stays live and never reads `currentRecords`. | `architecture/FILTERS-AND-SEARCH.md` | none |
 | 5 | The threshold is display-only: preprocessing never drops rows by it and every row is ingested. | `architecture/THRESHOLDS.md` | `tests/test_config.py` covers routing only |
 | 6 | `higher_is_better` is per metric. PBE and TPS PBE are higher-is-better. | `architecture/METRICS-AND-NOTES.md` | `test_metadata_shape` (shape only) |
diff --git a/playbook/architecture/CARDS.md b/playbook/architecture/CARDS.md
index d896bcf..ce15dcf 100644
--- a/playbook/architecture/CARDS.md
+++ b/playbook/architecture/CARDS.md
@@ -58,7 +58,7 @@ member row, keyed by anchor so the same toggle re-fires as a close — this is w
 recursion guard (a Linemate Card renders no linemate toggle of its own) trivial rather than
 enforced. Roster = same team/season/category, **including same-position linemates**
 (`LINEMATE_POSITIONS`), excluding the anchor, filtered to the applied snap threshold, sorted by
-snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's only two differences between the two pages; everything else — include-anchor, the Line Summary, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `next_steps/NFL-ALUMNI.md`. **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
+snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's only two differences between the two pages; everything else — include-anchor, the Line Summary, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `DECISIONS.md` (2026-10-31). **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
 gate, and every qualifying linemate is on the card. When the roster reaches
 `LINEMATE_SIZE_REMINDER_AT` (OL 6, DL 8 players; the old cap numbers, used only as the trigger), a
 reminder bullet says a higher threshold keeps the card compact (left out of the PNG). The
diff --git a/playbook/architecture/FILTERS-AND-SEARCH.md b/playbook/architecture/FILTERS-AND-SEARCH.md
index 4bb9fac..0055406 100644
--- a/playbook/architecture/FILTERS-AND-SEARCH.md
+++ b/playbook/architecture/FILTERS-AND-SEARCH.md
@@ -23,7 +23,7 @@ snap threshold alone. If Teams ever starts filtering the pool, that popover's te
 Draftees is lit by default, Joined NFL stays in the pool as the dimmed yardstick) behaves like Teams: it is Apply-gated and joins the same union in `render()`'s `isDimmed`: a player is lit when his
 status is lit, or his team is chosen, or his name is selected (a status that is off lights nobody by itself). Because a full
 Teams selection already lights everyone, the Career page starts with **No Teams** (`main.js`'s `setUpCareerControls()`), so
-the lit status shows at first. The Status Filter never changes the percentile pool. The two bars do not follow the Status Filter:
+the lit status shows at first. The Status Filter never changes the percentile pool. A switch under the Status button, "Enable Status" (on at first), takes Status out of the union when it is off (Apply-gated; `litStatusesText()` then returns an empty string and the ticks are kept), so Teams and Players can work alone. The two bars do not follow the Status Filter:
 both are always usable, and a bar of a status that is off still counts. The pool is the union of the Joined
 NFL players above the first bar and the Potential Draftees above the second, so toggling a status never moves a percentile.
 The ⓘ of the Status Filter says so; keep its text in sync.
diff --git a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
index fef1f07..d6eadf5 100644
--- a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
+++ b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright / Chromium), against the live test server.
 - **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Potential Draftees, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
-- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
+- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; Enable Status — on at first; turning it off lights Apply, shows "Off", greys the Status button and takes Status out of the highlights (only chosen teams and picked players light) while the pool is unchanged, and the ticks are kept for when it is turned back on; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
 - **Not here:** the rule itself (a threshold is a number or a pair, who is eligible) -> `TEST_PINNED_IMPACT.md`; the Career routes and the merge -> `TEST_CAREER_MERGE.md`; the page's served markup -> `TEST_APP_STARTUP.md`.
-- **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars on a phone (checked by hand).
+- **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars and of the Enable Status switch on a phone, and the look of the iPhone-style toggles (checked by hand).
diff --git a/tests/test_ncaaf_career_page.py b/tests/test_ncaaf_career_page.py
index facbf45..eb7d9ea 100644
--- a/tests/test_ncaaf_career_page.py
+++ b/tests/test_ncaaf_career_page.py
@@ -314,6 +314,64 @@ def test_a_picked_player_is_highlighted_whatever_the_status(page):
     assert _lit_players(page) == [1, 2, 5]
 
 
+def _flip_enable_status(page):
+    page.click("#status-enabled")
+
+
+def test_enable_status_is_on_at_first(page):
+    assert page.is_checked("#status-enabled")
+    assert page.is_enabled("#status-toggle-btn")
+    assert page.inner_text("#status-select-summary") == "Potential Draftees"
+
+
+def test_turning_enable_status_off_lights_apply_and_takes_status_out_of_the_highlights(
+    page,
+):
+    _flip_enable_status(page)
+
+    assert page.eval_on_selector(
+        "#apply-filters", "el => el.classList.contains('pending')"
+    )
+    assert page.inner_text("#status-select-summary") == "Off"
+    assert page.is_disabled("#status-toggle-btn")
+
+    _apply_and_wait(page, "statuses", "")
+
+    assert _lit_players(page) == []
+    assert _pool_ids(page) == [1, 2, 5]
+
+
+def test_with_enable_status_off_only_teams_and_players_light_players(page):
+    _flip_enable_status(page)
+
+    page.click("#players-toggle-btn")
+    page.fill("#players-input", "Player 1")
+    page.click("#players-dropdown .player-option")
+    page.click("#apply-filters")
+
+    page.wait_for_function(
+        "() => import('/data.js').then(d => d.appliedFilters.players === 'Player 1')"
+    )
+
+    assert _lit_players(page) == [1]
+
+
+def test_the_ticks_are_kept_while_enable_status_is_off_and_come_back_on(page):
+    _toggle_status(page, "#status-joined")
+    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+    _flip_enable_status(page)
+    _apply_and_wait(page, "statuses", "")
+
+    assert page.is_checked("#status-joined")
+    assert page.is_checked("#status-potential")
+
+    _flip_enable_status(page)
+    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+
+    assert page.inner_text("#status-select-summary") == "All Status"
+    assert _lit_players(page) == [1, 2, 5]
+
+
 def test_the_nfl_alumni_roster_is_joined_nfl_only(page):
     # Anchor is a Potential Draftee; his card's roster is the school's same-line players who
     # reached the NFL and clear the Joined NFL bar. Player 4 is Joined NFL but below the bar,

From 4bde464f9b76f66829504a2f86e89563f6602b55 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sun, 1 Nov 2026 10:46:12 -0500
Subject: [PATCH 12/16] Removed line summary off NFL Alumni card.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 frontend/linemate-card.js                | 28 +++++++++++++++---------
 frontend/style.css                       |  3 +++
 playbook/DECISIONS.md                    |  2 ++
 playbook/INVARIANTS.md                   |  2 +-
 playbook/architecture/CARDS.md           |  2 +-
 playbook/tests/TEST_NCAAF_CAREER_PAGE.md |  2 +-
 tests/test_ncaaf_career_page.py          | 23 +++++++++++++++++++
 7 files changed, 49 insertions(+), 13 deletions(-)

diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index 8267eb1..478a0fb 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -621,8 +621,10 @@ export function renderLinemateCardBody(entry) {
   updateLinemateReadOverflow(cardEl);
 
   // 3M + RSWA summary, computed over every qualifying linemate — plus the
-  // anchor himself when the toggle is on.
-  renderLinemateSummary(entry, displayRoster, summaryTable);
+  // anchor himself when the toggle is on. The NFL Alumni card has none: alumni never
+  // played together, so a line summary of them would describe a line that never existed.
+  cardEl.querySelector(".linemate-summary-wrap").hidden = IS_CAREER;
+  if (!IS_CAREER) renderLinemateSummary(entry, displayRoster, summaryTable);
 }
 
 // Value a Line Summary row sorts by for a given column label — "Metric"
@@ -739,11 +741,15 @@ export function retargetLinemateCard(entry, anchorRecord) {
   setLinemateCardIdentity(entry.el, anchorRecord);
 }
 
-const MODE_SWITCH_HELP = [
-  "Read: players as columns and metrics as rows. No sorting in this mode.",
-  "Sort: players as rows and metrics as columns. Click a column header to order players by that metric.",
-  "Only the Individual table switches; the Line Summary stays as it is.",
-];
+// The third line is about the Line Summary, which the NFL Alumni card does not have.
+function modeSwitchHelp() {
+  const help = [
+    "Read: players as columns and metrics as rows. No sorting in this mode.",
+    "Sort: players as rows and metrics as columns. Click a column header to order players by that metric.",
+  ];
+  if (!IS_CAREER) help.push("Only the Individual table switches; the Line Summary stays as it is.");
+  return help;
+}
 
 export function openLinemateCard(anchorRecord) {
   const cardEl = els.linemateCardTemplate.content.firstElementChild.cloneNode(true);
@@ -794,11 +800,13 @@ export function openLinemateCard(anchorRecord) {
 
   // The Read | Sort switch on the "Individual" heading, and the (i) saying what it covers.
   const modeSwitch = cardEl.querySelector(".merge-mode-switch");
+  const modeHelp = modeSwitchHelp();
   modeSwitch
     .querySelector(".merge-mode-info")
-    .appendChild(
-      createInfoPopover({ bullets: MODE_SWITCH_HELP }, { ariaLabel: MODE_SWITCH_HELP.join(" "), label: "ⓘ" })
-    );
+    .appendChild(createInfoPopover({ bullets: modeHelp }, { ariaLabel: modeHelp.join(" "), label: "ⓘ" }));
+
+  // Without a Line Summary to tell it apart from, "Individual" has nothing to be individual to.
+  if (IS_CAREER) cardEl.querySelector(".linemate-table-title > span").textContent = "Players";
   modeSwitch.querySelectorAll(".merge-mode-btn").forEach((btn) =>
     btn.addEventListener("click", () => {
       if (entry.mode === btn.dataset.mode) return;
diff --git a/frontend/style.css b/frontend/style.css
index 97c820e..3c92015 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -3182,6 +3182,9 @@ thead .linemate-table-frozen {
 .linemate-summary-wrap {
   overflow-x: auto;
 }
+.linemate-summary-wrap[hidden] {
+  display: none;
+}
 /* "Individual" and "Line Summary" use the Player Card's .scout-section-title (gold
    small heading over a divider). The negative top margins offset the 16px gap
    .scout-card-body already leaves between its children. */
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index 901b26c..b480983 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -129,3 +129,5 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-31: on Career the percentile pool is the Career members of the exact position who clear their own status's bar, one pool never split by status and with no season. The Status Filter, like Teams, only highlights (a player is lit if his status is lit, his team is chosen or he is picked); the page starts with No Teams and only Potential Draftees lit. Switching a status never moves a percentile.
 - 2026-10-31: on Career the Linemate Card is renamed **NFL Alumni** and differs from it only in name and roster: the same last school, same line group, `status == Joined NFL`, minus the anchor, gated by the Joined NFL bar. It judges "Joined NFL" on the 2022 to 2026 NFL table, so alumni means recently active in the NFL, not all-time. Every Career card marks the player's status (a Status row in Metadata) and writes the threshold per status (the Player Card on two lines, the Comparison Card with both bars, the NFL Alumni card with only the Joined NFL bar). The scatter plot's subtitle has two lines: the Potential Draftees count, then the Joined NFL count.
 - 2026-10-31: accepted limits of Career: a transfer from a school outside the six conferences and Notre Dame keeps only his in-scope seasons; LB is not exposed, so a player whose last college season is LB is left out; Joined NFL is matched within the category; after the draft newly drafted players stay Potential Draftees until an NFL ingestion is followed by an NCAAF one. The three college pages are `/` (NFL Season), `/ncaaf-season` and `/ncaaf-career`, switched by three buttons (a hamburger below 860px); a college `player_id` is shared with the NFL files (836 ids on both sides), so joins use the id, never the name.
+- 2026-11-01: the NFL Alumni card has no Line Summary (3M and RSWA): alumni of one school never played together, so a summary of them would describe a line that never existed. This replaces the 2026-10-31 line that the card differs from Linemates only in name and roster; the table heading reads "Players" there.
+- 2026-11-01: Career has an "Enable Status" switch in the Status label row (on at first, Apply-gated): off takes Status out of the highlight union so Teams and Players can work alone (a classic union), the Status button is greyed and reads "Off", and the ticks are kept for when it is turned back on. It never touches the percentile pool or the two bars. Every on/off toggle in the app (Filters' Player Names, Team Logos and Include metric notes, the cards' "Include {player}", Enable Status) is an iPhone-style switch, one CSS rule on `.checkbox-label`; the checklists inside the Teams and Status dropdowns stay checkboxes. Floating-Apply is still only a discussion (`discussions/FLOATING-APPLY.md`).
diff --git a/playbook/INVARIANTS.md b/playbook/INVARIANTS.md
index 57bf70b..bf0a7e9 100644
--- a/playbook/INVARIANTS.md
+++ b/playbook/INVARIANTS.md
@@ -38,7 +38,7 @@ These apply to every task. Read them before starting.
 | 8 | `/` is always the NFL Season page; the PWA `start_url` stays `/`. The college pages live at their own paths (`/ncaaf-season`, `/ncaaf-career`) and never replace it. | `architecture/PWA.md` | `tests/test_app_startup.py::test_root_serves_the_nfl_page_and_pwa_start_url_stays_root` |
 | 9 | Pinned Players: Category or Position change clears everything; any other change (on Career, either bar going up, judged against each player's own status) removes only players who no longer fit; a Comparison shrinks while 2+ members remain and dissolves below 2. | `architecture/PINNED-INVALIDATION.md` | `tests/test_pinned_impact.py` |
 | 10 | Merge Cards show percentiles only (never raw values or `#rank/N`), cap at 5 players, and the 8-player Workspace quota is checked once, at Submit. | `architecture/CARDS.md` | none |
-| 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. On the Career page the card is **NFL Alumni**: the same roster but only Joined NFL members. | `architecture/CARDS.md` | `tests/test_ncaaf_career_page.py` covers the Career roster and name; `tests/test_linemate_card.py` the Season name |
+| 11 | Linemate roster excludes the anchor unless "include anchor" is on; RSWA uses uncapped raw snaps. On the Career page the card is **NFL Alumni**: the same roster but only Joined NFL members, and no Line Summary (alumni never played together). | `architecture/CARDS.md` | `tests/test_ncaaf_career_page.py` covers the Career roster and name; `tests/test_linemate_card.py` the Season name |
 | 12 | Every PNG export carries the footer "Source: PFF Premium Stats" (`EXPORT_FOOTER_TEXT`). | `frontend/chart-export.js` | none, by decision: the footer is one constant drawn onto a canvas, so a test would only restate it (see `tests/INDEX.md`) |
 | 13 | PFF raw CSV/xlsx never enters the repo. | `.gitignore` ignores `*.csv` and `*.xlsx` | none, by decision: git state is outside the app's tests and `.gitignore` already ignores `*.csv` and `*.xlsx` (see `tests/INDEX.md`) |
 | 14 | Ingestion is idempotent: it deletes and reinserts a whole `(season, position)` slice. | `architecture/BACKEND-AND-DEPLOY.md` | `tests/test_db_ingestion.py` |
diff --git a/playbook/architecture/CARDS.md b/playbook/architecture/CARDS.md
index ce15dcf..a0fa6e5 100644
--- a/playbook/architecture/CARDS.md
+++ b/playbook/architecture/CARDS.md
@@ -58,7 +58,7 @@ member row, keyed by anchor so the same toggle re-fires as a close — this is w
 recursion guard (a Linemate Card renders no linemate toggle of its own) trivial rather than
 enforced. Roster = same team/season/category, **including same-position linemates**
 (`LINEMATE_POSITIONS`), excluding the anchor, filtered to the applied snap threshold, sorted by
-snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's only two differences between the two pages; everything else — include-anchor, the Line Summary, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `DECISIONS.md` (2026-10-31). **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
+snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's main differences between the two pages, plus one removal: **the NFL Alumni card has no Line Summary**, because alumni never played together and a summary of them would describe a line that never existed (its table heading reads "Players" instead of "Individual"). Everything else — include-anchor, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `DECISIONS.md` (2026-10-31). **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
 gate, and every qualifying linemate is on the card. When the roster reaches
 `LINEMATE_SIZE_REMINDER_AT` (OL 6, DL 8 players; the old cap numbers, used only as the trigger), a
 reminder bullet says a higher threshold keeps the card compact (left out of the PNG). The
diff --git a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
index d6eadf5..3d9e473 100644
--- a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
+++ b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright / Chromium), against the live test server.
 - **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Potential Draftees, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
-- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; Enable Status — on at first; turning it off lights Apply, shows "Off", greys the Status button and takes Status out of the highlights (only chosen teams and picked players light) while the pool is unchanged, and the ticks are kept for when it is turned back on; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
+- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; Enable Status — on at first; turning it off lights Apply, shows "Off", greys the Status button and takes Status out of the highlights (only chosen teams and picked players light) while the pool is unchanged, and the ticks are kept for when it is turned back on; the NFL Alumni card has no Line Summary (alumni never played together) and its table heading reads "Players"; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
 - **Not here:** the rule itself (a threshold is a number or a pair, who is eligible) -> `TEST_PINNED_IMPACT.md`; the Career routes and the merge -> `TEST_CAREER_MERGE.md`; the page's served markup -> `TEST_APP_STARTUP.md`.
 - **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars and of the Enable Status switch on a phone, and the look of the iPhone-style toggles (checked by hand).
diff --git a/tests/test_ncaaf_career_page.py b/tests/test_ncaaf_career_page.py
index eb7d9ea..fdededc 100644
--- a/tests/test_ncaaf_career_page.py
+++ b/tests/test_ncaaf_career_page.py
@@ -431,6 +431,29 @@ def test_a_career_player_card_marks_the_status_and_writes_the_bar_of_each_status
     assert potential_line.endswith("(Potential Draftees).")
 
 
+def test_the_nfl_alumni_card_has_no_line_summary(page):
+    # Alumni never played together, so there is no line to summarise.
+    out = page.evaluate("""async () => {
+  const d = await import('/data.js');
+  const l = await import('/linemate-card.js');
+  l.openLinemateCard(d.currentRecords.find((r) => r.player === 'Player 2'));
+  const card = document.querySelector('.scout-card--linemate');
+  const wrap = card.querySelector('.linemate-summary-wrap');
+  return {
+    hidden: getComputedStyle(wrap).display === 'none',
+    rows: card.querySelectorAll('.linemate-summary-table tbody tr').length,
+    heading: card.querySelector('.linemate-table-title > span').textContent,
+    visibleText: card.innerText,
+  };
+}""")
+
+    assert out["hidden"]
+    assert out["rows"] == 0
+    assert out["heading"] == "Players"
+    assert "Line Summary" not in out["visibleText"]
+    assert "RSWA" not in out["visibleText"]
+
+
 def test_the_nfl_alumni_card_marks_the_status_and_states_only_the_joined_nfl_bar(page):
     out = page.evaluate("""async () => {
   const d = await import('/data.js');

From d247f4ab588ec387f59877bdfb0d988fdfb3d441 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sun, 1 Nov 2026 11:19:40 -0500
Subject: [PATCH 13/16] Included TPS snaps into metadata.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 frontend/linemate-card.js             |  6 ++++--
 frontend/merge-card.js                |  4 ++--
 frontend/player-table-model.js        |  8 +++++---
 frontend/scout-card.js                |  2 ++
 playbook/DECISIONS.md                 |  1 +
 playbook/architecture/CARDS.md        |  2 +-
 playbook/tests/TEST_MERGE_TABLE.md    |  2 +-
 playbook/tests/TEST_NEUTRAL_METRIC.md |  2 +-
 tests/test_linemate_card.py           |  6 +++++-
 tests/test_merge_table.py             | 27 +++++++++++++++++++--------
 tests/test_neutral_metric.py          | 19 ++++++++++++++++++-
 11 files changed, 59 insertions(+), 20 deletions(-)

diff --git a/frontend/linemate-card.js b/frontend/linemate-card.js
index 478a0fb..7cbe314 100644
--- a/frontend/linemate-card.js
+++ b/frontend/linemate-card.js
@@ -301,7 +301,7 @@ function linemateSortValue(t, label, cat) {
   if (label === "Position") return t.position;
   if (label === "Status") return t.status ?? null;
   if (label === "Games") return t.games ?? null;
-  if (label === cat.threshold_field) return t[cat.threshold_field] ?? null;
+  if (label === cat.threshold_field || label === `TPS ${cat.threshold_field}`) return t[label] ?? null;
   const meta = cat.metrics[label];
   if (meta) {
     const pool = positionPool(t.position);
@@ -376,7 +376,7 @@ function makeRosterCell(t, column, cat) {
   } else if (column.kind === "games") {
     td.textContent = t.games ?? "—";
   } else if (column.kind === "snaps") {
-    td.textContent = t[cat.threshold_field] ?? "—";
+    td.textContent = t[column.key] ?? "—";
   } else {
     const key = column.key;
     const meta = cat.metrics[key];
@@ -493,6 +493,7 @@ export function renderLinemateRoster(entry, roster, tableEl) {
     ...(IS_CAREER ? ["Status"] : []),
     "Games",
     cat.threshold_field,
+    `TPS ${cat.threshold_field}`,
     ...metricKeys,
   ].forEach((label) => {
     // The button column has nothing to sort, so its header is plain text.
@@ -516,6 +517,7 @@ export function renderLinemateRoster(entry, roster, tableEl) {
     ...(IS_CAREER ? [{ key: "Status", kind: "status" }] : []),
     { key: "Games", kind: "games" },
     { key: cat.threshold_field, kind: "snaps" },
+    { key: `TPS ${cat.threshold_field}`, kind: "snaps" },
     ...metricKeys.map((key) => ({ key, kind: "metric" })),
   ];
   const tbody = document.createElement("tbody");
diff --git a/frontend/merge-card.js b/frontend/merge-card.js
index 4f4bcb4..0bb5fbe 100644
--- a/frontend/merge-card.js
+++ b/frontend/merge-card.js
@@ -409,7 +409,7 @@ function mergeSortValue({ record, pool }, label, cat) {
   if (label === "Team") return String(teamLabel(record.team)).toLowerCase();
   if (label === "Status") return record.status ?? null;
   if (label === "Games") return record.games ?? null;
-  if (label === cat.threshold_field) return record[cat.threshold_field] ?? null;
+  if (label === cat.threshold_field || label === `TPS ${cat.threshold_field}`) return record[label] ?? null;
   const meta = cat.metrics[label];
   if (meta) {
     const rank = rankAndPercentile(pool, label, meta.higher_is_better, record[label]);
@@ -455,7 +455,7 @@ function makeDataCell({ player: { record, pool }, column }, cat) {
   } else if (column.kind === "games") {
     td.textContent = record.games ?? "—";
   } else if (column.kind === "snaps") {
-    td.textContent = record[cat.threshold_field] ?? "—";
+    td.textContent = record[column.key] ?? "—";
   } else {
     const key = column.key;
     const meta = cat.metrics[key];
diff --git a/frontend/player-table-model.js b/frontend/player-table-model.js
index b7a00af..6a659a1 100644
--- a/frontend/player-table-model.js
+++ b/frontend/player-table-model.js
@@ -6,14 +6,14 @@
  * A model is { players, columns }. `players` are the card's members in the order
  * they should appear (already sorted by the card's current sort state); each
  * entry is opaque to this file. `columns` are Player, Team, Linemates, Status (Career only), Games,
- * the threshold field, then one per metric, each tagged with a `kind`.
+ * the threshold field and its TPS counterpart, then one per metric, each tagged with a `kind`.
  *
  * Both layouts hold exactly the same cells ({ player, column }), laid out as
  * { head, body }:
  *   Sort — one header row of columns, one body row per player. The original layout.
  *   Read — the same cells turned on their side: one column per player, one row
  *          per column. The player's identity cells (name, team, Linemates button)
- *          form the head block; Status, Games, the threshold field and the metrics are
+ *          form the head block; Status, Games, the threshold field, its TPS counterpart and the metrics are
  *          the body rows. Easier to read, and the default.
  */
 
@@ -44,6 +44,8 @@ export function buildPlayerTableModel(
     ...(includeStatus ? [{ key: "Status", kind: "status" }] : []),
     { key: "Games", kind: "games" },
     { key: thresholdField, kind: "snaps" },
+    // Its true-pass-set counterpart ("TPS PR Opp"), right under it.
+    { key: `TPS ${thresholdField}`, kind: "snaps" },
     ...metricKeys.map((key) => ({ key, kind: "metric", bonus: bonusKeys.includes(key) })),
   ];
   return { players, columns };
@@ -64,7 +66,7 @@ export function sortLayout(model) {
 // that column's cell for every player in the model's order.
 //
 // `body` is the flat list of rows; `sections` is the same rows grouped for display —
-// Metadata (Status on Career, Games, the threshold field), Required Metrics, and Bonus Metrics, which
+// Metadata (Status on Career, Games, the threshold field and its TPS counterpart), Required Metrics, and Bonus Metrics, which
 // is left out when the category has none (pass block).
 export function readLayout(model) {
   const row = (column) => ({ column, cells: model.players.map((player) => ({ player, column })) });
diff --git a/frontend/scout-card.js b/frontend/scout-card.js
index 5fb2636..8ee8f50 100644
--- a/frontend/scout-card.js
+++ b/frontend/scout-card.js
@@ -142,6 +142,8 @@ export function renderScoutCardStats(cardEl, record) {
 
   addRow(metadataGrid, "Games", record.games);
   addRow(metadataGrid, cat.threshold_field, record[cat.threshold_field]);
+  // The true-pass-set share of those snaps, right under it.
+  addRow(metadataGrid, `TPS ${cat.threshold_field}`, record[`TPS ${cat.threshold_field}`]);
 
   // `bonus` metrics (Pass Cov Percent, DL only) get their own section after
   // the required ones; a category without any (pass block) gets no Bonus heading.
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index b480983..d896d13 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -131,3 +131,4 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-31: accepted limits of Career: a transfer from a school outside the six conferences and Notre Dame keeps only his in-scope seasons; LB is not exposed, so a player whose last college season is LB is left out; Joined NFL is matched within the category; after the draft newly drafted players stay Potential Draftees until an NFL ingestion is followed by an NCAAF one. The three college pages are `/` (NFL Season), `/ncaaf-season` and `/ncaaf-career`, switched by three buttons (a hamburger below 860px); a college `player_id` is shared with the NFL files (836 ids on both sides), so joins use the id, never the name.
 - 2026-11-01: the NFL Alumni card has no Line Summary (3M and RSWA): alumni of one school never played together, so a summary of them would describe a line that never existed. This replaces the 2026-10-31 line that the card differs from Linemates only in name and roster; the table heading reads "Players" there.
 - 2026-11-01: Career has an "Enable Status" switch in the Status label row (on at first, Apply-gated): off takes Status out of the highlight union so Teams and Players can work alone (a classic union), the Status button is greyed and reads "Off", and the ticks are kept for when it is turned back on. It never touches the percentile pool or the two bars. Every on/off toggle in the app (Filters' Player Names, Team Logos and Include metric notes, the cards' "Include {player}", Enable Status) is an iPhone-style switch, one CSS rule on `.checkbox-label`; the checklists inside the Teams and Status dropdowns stay checkboxes. Floating-Apply is still only a discussion (`discussions/FLOATING-APPLY.md`).
+- 2026-11-01: every card shows the true-pass-set count right under the threshold field (`TPS PR Opp`, `TPS Non Spike PB Snaps`): a row in the Player Card's Metadata, a row or column of the Comparison and Linemate/NFL Alumni cards, sortable in Sort. The values were already in the API payload (summed over the seasons on Career), so it is a frontend-only change.
diff --git a/playbook/architecture/CARDS.md b/playbook/architecture/CARDS.md
index a0fa6e5..a038777 100644
--- a/playbook/architecture/CARDS.md
+++ b/playbook/architecture/CARDS.md
@@ -162,7 +162,7 @@ same-position player the two sets are identical). Percentiles shown before this
 
 ## Player Card sections
 
-The Player Card reads top to bottom as: the Linemates button (header, outside the folding body), the two note bullets (pool size and threshold), then three titled sections built by `renderScoutCardStats()`: **Metadata** (Games, the threshold field), **Required Metrics** (every metric without `bonus`) and **Bonus Metrics** (metrics with `bonus: true`: Pass Cov Percent and TPS Pass Cov Percent, DL only; a category with none, like pass block, gets no Bonus heading). Each section is an `h4.scout-section-title` plus a `dl.scout-stat-grid` inside `.scout-stats`. The API metric order (`PASS_RUSH_METRICS`) already lists the bonus metrics last, so the axis pickers and the Comparison and Linemate cards show the same required-then-bonus order, without headings.
+The Player Card reads top to bottom as: the Linemates button (header, outside the folding body), the two note bullets (pool size and threshold), then three titled sections built by `renderScoutCardStats()`: **Metadata** (Games, the threshold field, and under it its true-pass-set counterpart, `TPS PR Opp` or `TPS Non Spike PB Snaps`; the Comparison and Linemate/NFL Alumni cards carry the same TPS row or column, and on Career it is the sum over the seasons), **Required Metrics** (every metric without `bonus`) and **Bonus Metrics** (metrics with `bonus: true`: Pass Cov Percent and TPS Pass Cov Percent, DL only; a category with none, like pass block, gets no Bonus heading). Each section is an `h4.scout-section-title` plus a `dl.scout-stat-grid` inside `.scout-stats`. The API metric order (`PASS_RUSH_METRICS`) already lists the bonus metrics last, so the axis pickers and the Comparison and Linemate cards show the same required-then-bonus order, without headings.
 
 ## Linemate Card: Read and Sort for the Individual table
 
diff --git a/playbook/tests/TEST_MERGE_TABLE.md b/playbook/tests/TEST_MERGE_TABLE.md
index d596c54..a097b95 100644
--- a/playbook/tests/TEST_MERGE_TABLE.md
+++ b/playbook/tests/TEST_MERGE_TABLE.md
@@ -4,7 +4,7 @@
 
 - **Kind:** browser (Playwright). The model tests import `/player-table-model.js` and pass plain strings as players. The renderer tests call the real `renderMergeCardBody()` on a detached card built in the page, using the app's own modules and metadata, and read the resulting table as text.
 - **Needs:** Chromium; the tests skip without it. The page must have finished loading so the real metadata exists, which the fixture waits for. Its own `page` fixture.
-- **Covers:** the Sort layout (one head row of columns, one row per player); the Read layout (head block of name, team and Linemates, then Games, the threshold field and the metrics); Read is the exact transposition of Sort; both keep the order they are given and follow every sort the same way; the default mode is Read; only Sort has sortable headers, and Linemates never does; Read and Sort show the same percentiles; rendering never changes the sort state.
+- **Covers:** the Sort layout (one head row of columns, one row per player); the Read layout (head block of name, team and Linemates, then Games, the threshold field, its TPS counterpart and the metrics); Read is the exact transposition of Sort; both keep the order they are given and follow every sort the same way; the default mode is Read; only Sort has sortable headers, and Linemates never does; Read and Sort show the same percentiles; rendering never changes the sort state.
 - **Sections in Read:** `readLayout()` groups the rows into Metadata, Required Metrics and Bonus Metrics (the last left out when no metric is flagged `bonus`); the rendered Read table shows one heading row per section spanning the label and player columns, with Pass Cov Percent and TPS Pass Cov Percent under Bonus; Sort has no headings.
 - **Identity columns:** the model takes them from the caller (the Linemate Card passes name, position, Card); one test checks the Read head and sections with such columns. The model adds a Status row to Metadata only when asked (the Career page); the Career cards' own checks are in `TEST_NCAAF_CAREER_PAGE.md`. The Linemate Card's own Read tests are in `TEST_LINEMATE_CARD.md`.
 - **Not here:** the cell contents and percentile rules themselves → `TEST_PERCENTILES.md`; popups → `TEST_POPUP_POSITION.md`.
diff --git a/playbook/tests/TEST_NEUTRAL_METRIC.md b/playbook/tests/TEST_NEUTRAL_METRIC.md
index 4f7d4e8..3adcb48 100644
--- a/playbook/tests/TEST_NEUTRAL_METRIC.md
+++ b/playbook/tests/TEST_NEUTRAL_METRIC.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright) for card rendering; pure Python for the source and CSS checks.
 - **Needs:** the live server and Chromium; skipped when Chromium is missing. The cards are rendered on synthetic five-player slices, because the seeded database has one player per position.
-- **Covers:** the DL Player Card grouped into Metadata (Games, PR Opp), Required Metrics and Bonus Metrics (Pass Cov Percent, TPS Pass Cov Percent) with headings, and the OL card with no Bonus section; the Linemate Card Line Summary leaving out Pass Cov Percent and TPS Pass Cov Percent; the metric order (axis pickers, Comparison and Linemate cards) putting the bonus metrics last; the grey chip still shows `#rank/N · Nth pct`; highest value ranks #1; other metrics keep their Color Code; the Comparison Card uses the neutral chip; the Linemate Card source uses it; the Player Card showing only the pool and Threshold bullets; metadata flags (`neutral`, `higher_is_better: true`, so the axis is not reversed); chip text contrast at least 4.5:1.
+- **Covers:** the DL Player Card grouped into Metadata (Games, PR Opp, TPS PR Opp, the TPS count right under the threshold field), Required Metrics and Bonus Metrics (Pass Cov Percent, TPS Pass Cov Percent) with headings, and the OL card with no Bonus section; the Linemate Card Line Summary leaving out Pass Cov Percent and TPS Pass Cov Percent; the metric order (axis pickers, Comparison and Linemate cards) putting the bonus metrics last; the grey chip still shows `#rank/N · Nth pct`; highest value ranks #1; other metrics keep their Color Code; the Comparison Card uses the neutral chip; the Linemate Card source uses it; the Player Card showing only the pool and Threshold bullets; metadata flags (`neutral`, `higher_is_better: true`, so the axis is not reversed); chip text contrast at least 4.5:1.
 - **Not here:** the Color Code thresholds themselves.
 - **Known gaps:** the Linemate roster is checked from source, not rendered; the plot axis direction is checked through metadata only.
diff --git a/tests/test_linemate_card.py b/tests/test_linemate_card.py
index a026e37..93d1bc7 100644
--- a/tests/test_linemate_card.py
+++ b/tests/test_linemate_card.py
@@ -253,7 +253,11 @@ def test_read_groups_the_dl_rows_and_leaves_the_ol_without_a_bonus_section(page)
         "Bonus Metrics",
     ]
 
-    assert rows["Metadata"] == ["Games", dl["thresholdField"]]
+    assert rows["Metadata"] == [
+        "Games",
+        dl["thresholdField"],
+        f"TPS {dl['thresholdField']}",
+    ]
     assert rows["Bonus Metrics"] == ["Pass Cov Percent", "TPS Pass Cov Percent"]
     assert "Win Rate" in rows["Required Metrics"]
     assert all(span == 4 for _, span, _ in dl["sections"])  # Label column + 3 players.
diff --git a/tests/test_merge_table.py b/tests/test_merge_table.py
index 1d2fa86..b6d7cc7 100644
--- a/tests/test_merge_table.py
+++ b/tests/test_merge_table.py
@@ -63,6 +63,7 @@ def page(live_server_url):
     position: 'ED',
     games,
     [cat.threshold_field]: opportunities,
+    [`TPS ${cat.threshold_field}`]: opportunities - 50,
     ...Object.fromEntries(metricKeys.map((key, i) => [key, base + i])),
   }));
   d.setCurrentSlice(records, 'pass_rush');
@@ -152,12 +153,13 @@ def test_sort_layout_is_one_head_row_of_columns_and_one_row_per_player(page):
         "Linemates",
         "Games",
         "PR Opp",
+        "TPS PR Opp",
         "M1",
         "M2",
         "M3",
     ]
     assert [row["player"] for row in out["sortBody"]] == ["B", "A", "C"]
-    assert all(len(row["cells"]) == 8 for row in out["sortBody"])
+    assert all(len(row["cells"]) == 9 for row in out["sortBody"])
 
 
 def test_read_layout_heads_each_player_with_name_team_and_linemates(page):
@@ -173,6 +175,7 @@ def test_read_layout_rows_are_games_the_threshold_field_then_the_metrics(page):
     assert [row["column"] for row in out["readBody"]] == [
         "Games",
         "PR Opp",
+        "TPS PR Opp",
         "M1",
         "M2",
         "M3",
@@ -227,11 +230,13 @@ def test_read_turns_the_table_on_its_side(page):
     assert [row[0] for row in out["body"]] == [
         "Games",
         out["thresholdField"],
+        f"TPS {out['thresholdField']}",
         *out["metricKeys"],
     ]
 
     assert out["body"][0][1:] == ["7", "3", "9"]
     assert out["body"][1][1:] == ["300", "280", "310"]
+    assert out["body"][2][1:] == ["250", "230", "260"]  # The TPS count, right under it.
     assert all(len(row) == 4 for row in out["head"] + out["body"])
 
 
@@ -246,12 +251,13 @@ def test_sort_keeps_the_original_layout(page):
             "Linemates",
             "Games",
             out["thresholdField"],
+            f"TPS {out['thresholdField']}",
             *out["metricKeys"],
         ]
     ]
 
     assert [row[0] for row in out["body"]] == ["A. Alpha", "B. Bravo", "C. Charlie"]
-    assert all(len(row) == 5 + len(out["metricKeys"]) for row in out["body"])
+    assert all(len(row) == 6 + len(out["metricKeys"]) for row in out["body"])
 
 
 def test_only_sort_has_sortable_headers(page):
@@ -260,7 +266,7 @@ def test_only_sort_has_sortable_headers(page):
 
     assert read["sortableHeaders"] == 0
     # Every column sorts except Linemates, which holds a button, not data.
-    assert sort["sortableHeaders"] == 4 + len(sort["metricKeys"])
+    assert sort["sortableHeaders"] == 5 + len(sort["metricKeys"])
 
 
 def test_read_follows_the_current_sort_order(page):
@@ -310,7 +316,7 @@ def test_read_layout_groups_the_rows_into_sections_and_leaves_out_an_empty_bonus
         bonus_keys=("B1", "B2"),
     )
     assert out["readSections"] == [
-        ["Metadata", ["Games", "PR Opp"]],
+        ["Metadata", ["Games", "PR Opp", "TPS PR Opp"]],
         ["Required Metrics", ["M1", "M2"]],
         ["Bonus Metrics", ["B1", "B2"]],
     ]
@@ -318,6 +324,7 @@ def test_read_layout_groups_the_rows_into_sections_and_leaves_out_an_empty_bonus
     assert [r["column"] for r in out["readBody"]] == [
         "Games",
         "PR Opp",
+        "TPS PR Opp",
         "M1",
         "M2",
         "B1",
@@ -337,7 +344,11 @@ def test_read_shows_a_heading_row_for_each_section_with_the_bonus_metrics_last(p
     rows = {title: labels for title, _, labels in out["sections"]}
 
     assert titles == ["Metadata", "Required Metrics", "Bonus Metrics"]
-    assert rows["Metadata"] == ["Games", out["thresholdField"]]
+    assert rows["Metadata"] == [
+        "Games",
+        out["thresholdField"],
+        f"TPS {out['thresholdField']}",
+    ]
     assert rows["Bonus Metrics"] == ["Pass Cov Percent", "TPS Pass Cov Percent"]
     assert "Win Rate" in rows["Required Metrics"]
     assert not {"Pass Cov Percent", "TPS Pass Cov Percent"} & set(
@@ -369,7 +380,7 @@ def test_the_model_takes_its_identity_columns_from_the_caller(page):
 
     assert out["head"] == ["Player", "Position", "Card"]
     assert out["sections"] == [
-        ["Metadata", ["Games", "PR Opp"]],
+        ["Metadata", ["Games", "PR Opp", "TPS PR Opp"]],
         ["Required Metrics", ["M1"]],
         ["Bonus Metrics", ["B1"]],
     ]
@@ -385,5 +396,5 @@ def test_the_model_adds_a_status_row_to_the_metadata_only_when_asked(page):
   return { season: keys(false), career: keys(true) };
 }""")
 
-    assert out["season"] == ["Games", "PR Opp"]
-    assert out["career"] == ["Status", "Games", "PR Opp"]
+    assert out["season"] == ["Games", "PR Opp", "TPS PR Opp"]
+    assert out["career"] == ["Status", "Games", "PR Opp", "TPS PR Opp"]
diff --git a/tests/test_neutral_metric.py b/tests/test_neutral_metric.py
index cd83d6a..e5662ee 100644
--- a/tests/test_neutral_metric.py
+++ b/tests/test_neutral_metric.py
@@ -40,6 +40,7 @@ def page(live_server_url):
 const records = [1, 2, 3, 4, 5].map((n) => ({
   player: `P${n}`, abbr_name: `P${n}`, team: 'ARI', position: 'ED', games: 17,
   [cat.threshold_field]: 300,
+  [`TPS ${cat.threshold_field}`]: 120,
   ...Object.fromEntries(keys.map((k) => [k, n * 10])),
 }));
 d.setCurrentSlice(records, 'pass_rush');
@@ -102,7 +103,7 @@ def test_the_pass_rush_player_card_has_metadata_required_and_bonus_sections(page
     rows = dict(sections)
 
     assert titles == ["Metadata", "Required Metrics", "Bonus Metrics"]
-    assert rows["Metadata"] == ["Games", "PR Opp"]
+    assert rows["Metadata"] == ["Games", "PR Opp", "TPS PR Opp"]
 
     assert rows["Bonus Metrics"] == ["Pass Cov Percent", "TPS Pass Cov Percent"]
     assert rows["Required Metrics"][:2] == ["Win Rate", "TPS Win Rate"]
@@ -112,6 +113,22 @@ def test_the_pass_rush_player_card_has_metadata_required_and_bonus_sections(page
     )
 
 
+def test_the_player_card_shows_the_tps_count_right_under_the_threshold_field(page):
+    out = page.evaluate("async () => {" + SETUP_JS + """
+  const s = await import('/scout-card.js');
+  const dom = await import('/dom.js');
+  const card = dom.els.scoutCardTemplate.content.firstElementChild.cloneNode(true);
+  s.renderScoutCardStats(card, records[0]);
+  const grid = card.querySelector('.scout-stat-grid');
+  const labels = [...grid.querySelectorAll('dt')].map((e) => e.textContent);
+  const values = [...grid.querySelectorAll('dd.scout-stat-value')].map((e) => e.textContent);
+  return { labels, values };
+}""")
+
+    assert out["labels"] == ["Games", "PR Opp", "TPS PR Opp"]
+    assert out["values"] == ["17", "300", "120"]
+
+
 def test_the_pass_block_player_card_has_no_bonus_section(page):
     sections = page.evaluate(SECTIONS_JS, "pass_block")
 

From 3fe774758a0a714a7b925bd0a5c503d3fb7133fd Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sun, 1 Nov 2026 11:33:36 -0500
Subject: [PATCH 14/16] Renamed "Potential Draftees" to "Prospects".

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config.py                                    |  2 +-
 config/leagues.py                            |  2 +-
 config/thresholds.py                         |  8 +-
 database/career.py                           | 12 +--
 frontend/data.js                             | 17 ++--
 frontend/dom.js                              | 12 +--
 frontend/filters.js                          | 22 ++---
 frontend/index.html                          | 24 +++---
 frontend/main.js                             | 14 ++--
 frontend/pinned-impact.js                    | 16 ++--
 frontend/player-table-model.js               |  2 +-
 frontend/render.js                           |  8 +-
 frontend/style.css                           | 14 ++--
 playbook/DECISIONS.md                        | 10 +--
 playbook/architecture/BACKEND-AND-DEPLOY.md  |  3 +-
 playbook/architecture/CARDS.md               |  2 +-
 playbook/architecture/CHART-RENDERING.md     |  3 +-
 playbook/architecture/FILTERS-AND-SEARCH.md  |  5 +-
 playbook/architecture/FRONTEND-STRUCTURE.md  |  6 +-
 playbook/architecture/PERCENTILES.md         |  4 +-
 playbook/architecture/PINNED-INVALIDATION.md |  2 +-
 playbook/tests/INDEX.md                      |  2 +-
 playbook/tests/TEST_CAREER_MEMBERS.md        |  4 +-
 playbook/tests/TEST_CAREER_MERGE.md          |  2 +-
 playbook/tests/TEST_NCAAF_CAREER_PAGE.md     |  6 +-
 playbook/tests/TEST_PINNED_IMPACT.md         |  2 +-
 tests/test_career_members.py                 | 26 +++---
 tests/test_career_merge.py                   | 18 ++---
 tests/test_ncaaf_career_page.py              | 85 ++++++++++----------
 tests/test_pinned_impact.py                  | 32 ++++----
 30 files changed, 177 insertions(+), 188 deletions(-)

diff --git a/config.py b/config.py
index d18b65c..d64f997 100644
--- a/config.py
+++ b/config.py
@@ -24,7 +24,7 @@ class CareerStatus(str, Enum):
     """Who is on the college Career page. The value is what the table stores and the page shows."""
 
     JOINED_NFL = "Joined NFL"
-    POTENTIAL_DRAFTEES = "Potential Draftees"
+    PROSPECTS = "Prospects"
 
 
 LEAGUE_DATA_PATHS: dict[League, str] = {
diff --git a/config/leagues.py b/config/leagues.py
index 1cd5264..c5a6d50 100644
--- a/config/leagues.py
+++ b/config/leagues.py
@@ -25,7 +25,7 @@ class CareerStatus(str, Enum):
     """Who is on the college Career page. The value is what the table stores and the page shows."""
 
     JOINED_NFL = "Joined NFL"
-    POTENTIAL_DRAFTEES = "Potential Draftees"
+    PROSPECTS = "Prospects"
 
 
 LEAGUE_DATA_PATHS: dict[League, str] = {
diff --git a/config/thresholds.py b/config/thresholds.py
index 85d6cde..5eb8c89 100644
--- a/config/thresholds.py
+++ b/config/thresholds.py
@@ -47,19 +47,19 @@
 }
 
 # The college Career page has no season, so no dynamic entry, and two thresholds per
-# category: a Joined NFL player must have played more college snaps than a Potential
-# Draftee, whose few snaps (a young player) still make a projection worth showing. The
+# category: a Joined NFL player must have played more college snaps than a Prospect,
+# whose few snaps (a young player) still make a projection worth showing. The
 # numbers count the merged career (summed PR Opp, summed Non Spike PB Snaps). The owner
 # tunes them by running the page locally; the front 7 pair was set that way, the OL pair
 # is still a starting point.
 NCAAF_CAREER_DEFAULT_THRESHOLDS: dict[str, dict[str, int]] = {
     "pass_rush": {
         CareerStatus.JOINED_NFL.value: 400,
-        CareerStatus.POTENTIAL_DRAFTEES.value: 300,
+        CareerStatus.PROSPECTS.value: 300,
     },
     "pass_block": {
         CareerStatus.JOINED_NFL.value: 650,
-        CareerStatus.POTENTIAL_DRAFTEES.value: 500,
+        CareerStatus.PROSPECTS.value: 500,
     },
 }
 
diff --git a/database/career.py b/database/career.py
index 1c22c06..6e83ec6 100644
--- a/database/career.py
+++ b/database/career.py
@@ -4,7 +4,7 @@
 
 - Joined NFL: the `player_id` also occurs in the NFL table of the same category.
   A college player keeps his PFF id in the NFL files, so the id is the link.
-- Potential Draftees: the player has a row in the latest college season and is
+- Prospects: the player has a row in the latest college season and is
   not Joined NFL.
 
 The membership is precomputed into one small table per category, so the website
@@ -71,7 +71,7 @@ def rebuild_career_members(sess: Session, tables: _CareerTables) -> dict[str, in
     )
 
     # The latest season comes from the table itself, never from the seasons just
-    # ingested, so back-filling an old season cannot change who is a Potential Draftee.
+    # ingested, so back-filling an old season cannot change who is a Prospect.
     latest_season = sess.scalar(select(func.max(college_model.season)))
     latest_ids = set()
 
@@ -84,7 +84,7 @@ def rebuild_career_members(sess: Session, tables: _CareerTables) -> dict[str, in
             )
         )
 
-    potential_ids = latest_ids - joined_ids
+    prospect_ids = latest_ids - joined_ids
 
     sess.execute(delete(tables.member_model))
     sess.add_all(
@@ -98,16 +98,16 @@ def rebuild_career_members(sess: Session, tables: _CareerTables) -> dict[str, in
     sess.add_all(
         [
             tables.member_model(
-                player_id=player_id, status=CareerStatus.POTENTIAL_DRAFTEES.value
+                player_id=player_id, status=CareerStatus.PROSPECTS.value
             )
-            for player_id in sorted(potential_ids)
+            for player_id in sorted(prospect_ids)
         ]
     )
     sess.commit()
 
     return {
         CareerStatus.JOINED_NFL.value: len(joined_ids),
-        CareerStatus.POTENTIAL_DRAFTEES.value: len(potential_ids),
+        CareerStatus.PROSPECTS.value: len(prospect_ids),
     }
 
 
diff --git a/frontend/data.js b/frontend/data.js
index d3b8b85..abd0e6b 100644
--- a/frontend/data.js
+++ b/frontend/data.js
@@ -10,7 +10,7 @@
  * assignment, same order, same timing as the original app.js.
  */
 import { els } from "./dom.js";
-import { thresholdSpec, meetsThreshold, JOINED_NFL, POTENTIAL_DRAFTEES } from "./pinned-impact.js";
+import { thresholdSpec, meetsThreshold, JOINED_NFL, PROSPECTS } from "./pinned-impact.js";
 
 // The page's league (NFL or NCAAF), filled into index.html by main.py: the API
 // prefix, the logo folder, how the Teams checklist is grouped and how a team is
@@ -87,15 +87,15 @@ export function setMetadata(m) {
   }
 }
 
-// The threshold in force, as a number (Season) or { joined, potential } (Career).
+// The threshold in force, as a number (Season) or { joined, prospect } (Career).
 // `appliedThreshold()` reads the last-applied state, `pendingThreshold()` the
 // controls as they are right now.
 export function appliedThreshold() {
-  return thresholdSpec(appliedFilters.threshold, appliedFilters.potentialThreshold);
+  return thresholdSpec(appliedFilters.threshold, appliedFilters.prospectThreshold);
 }
 
 export function pendingThreshold() {
-  return thresholdSpec(els.thresholdNumber.value, IS_CAREER ? els.thresholdPotentialNumber.value : undefined);
+  return thresholdSpec(els.thresholdNumber.value, IS_CAREER ? els.thresholdProspectNumber.value : undefined);
 }
 
 // "300" for a bar given as a plain number.
@@ -105,19 +105,16 @@ export function thresholdPhrase(spec) {
 
 // The threshold as clauses a card can print: one ("≥ 300 pass rush opportunities") on
 // a Season page, one per status on Career ("≥ 450 pass rush opportunities (Joined NFL)",
-// "≥ 350 pass rush opportunities (Potential Draftees)"). `onlyStatus` keeps just that
+// "≥ 350 pass rush opportunities (Prospects)"). `onlyStatus` keeps just that
 // status's bar, unlabelled, for a card whose whole roster has that one status.
 export function thresholdClauses(spec, fieldLabel, onlyStatus = null) {
   if (typeof spec === "number") return [`≥ ${spec} ${fieldLabel}`];
 
   if (onlyStatus === JOINED_NFL) return [`≥ ${spec.joined} ${fieldLabel}`];
 
-  if (onlyStatus === POTENTIAL_DRAFTEES) return [`≥ ${spec.potential} ${fieldLabel}`];
+  if (onlyStatus === PROSPECTS) return [`≥ ${spec.prospect} ${fieldLabel}`];
 
-  return [
-    `≥ ${spec.joined} ${fieldLabel} (${JOINED_NFL})`,
-    `≥ ${spec.potential} ${fieldLabel} (${POTENTIAL_DRAFTEES})`,
-  ];
+  return [`≥ ${spec.joined} ${fieldLabel} (${JOINED_NFL})`, `≥ ${spec.prospect} ${fieldLabel} (${PROSPECTS})`];
 }
 
 // Which statuses are lit on the Career page (empty on a Season page). A status
diff --git a/frontend/dom.js b/frontend/dom.js
index f27ae7f..20b5db5 100644
--- a/frontend/dom.js
+++ b/frontend/dom.js
@@ -18,13 +18,13 @@ export const els = {
   yAxisInfoSlot: document.getElementById("y-axis-info-slot"),
   threshold: document.getElementById("threshold-slider"),
   thresholdNumber: document.getElementById("threshold-number"),
-  // Career page only: the second bar (Potential Draftees) and the Status Filter.
-  thresholdPotential: document.getElementById("threshold-potential-slider"),
-  thresholdPotentialNumber: document.getElementById("threshold-potential-number"),
+  // Career page only: the second bar (Prospects) and the Status Filter.
+  thresholdProspect: document.getElementById("threshold-prospect-slider"),
+  thresholdProspectNumber: document.getElementById("threshold-prospect-number"),
   thresholdControl: document.getElementById("threshold-control"),
-  thresholdPotentialControl: document.getElementById("potential-threshold-control"),
+  thresholdProspectControl: document.getElementById("prospect-threshold-control"),
   thresholdStatusLabel: document.getElementById("threshold-status-label"),
-  thresholdPotentialFieldLabel: document.getElementById("threshold-potential-field-label"),
+  thresholdProspectFieldLabel: document.getElementById("threshold-prospect-field-label"),
   seasonControl: document.querySelector(".control-season"),
   statusControl: document.getElementById("status-control"),
   statusBtn: document.getElementById("status-toggle-btn"),
@@ -33,7 +33,7 @@ export const els = {
   statusInfoSlot: document.getElementById("status-info-slot"),
   statusEnabled: document.getElementById("status-enabled"),
   statusJoined: document.getElementById("status-joined"),
-  statusPotential: document.getElementById("status-potential"),
+  statusProspect: document.getElementById("status-prospect"),
   applyBtn: document.getElementById("apply-filters"),
   savePngBtn: document.getElementById("save-png-btn"),
   thresholdFieldLabel: document.getElementById("threshold-field-label"),
diff --git a/frontend/filters.js b/frontend/filters.js
index a2428e8..ce5448a 100644
--- a/frontend/filters.js
+++ b/frontend/filters.js
@@ -67,7 +67,7 @@ import {
   resolveCarriedRecord,
   meetsThreshold,
   JOINED_NFL,
-  POTENTIAL_DRAFTEES,
+  PROSPECTS,
 } from "./pinned-impact.js";
 
 // True right after page load and right after a category switch — both cases
@@ -115,7 +115,7 @@ export function currentFilterState() {
     threshold: els.thresholdNumber.value,
     // Career only: the second bar and which statuses are lit. Left out on a Season
     // page, so its state keeps its old shape.
-    ...(IS_CAREER ? { potentialThreshold: els.thresholdPotentialNumber.value, statuses: litStatusesText() } : {}),
+    ...(IS_CAREER ? { prospectThreshold: els.thresholdProspectNumber.value, statuses: litStatusesText() } : {}),
     // Joined into a comparable string (not a bare array) so the `!==`
     // check in filtersArePending() works the same way it does for every
     // other primitive-valued control — two different array references
@@ -132,17 +132,17 @@ export function litStatusesText() {
 
   const lit = [];
   if (els.statusJoined.checked) lit.push(JOINED_NFL);
-  if (els.statusPotential.checked) lit.push(POTENTIAL_DRAFTEES);
+  if (els.statusProspect.checked) lit.push(PROSPECTS);
   return lit.sort().join(",");
 }
 
 // One entry per threshold bar: the single bar of a Season page, or the Joined NFL
-// and Potential Draftees pair on the Career page. `status` is what the bar judges
+// and Prospects pair on the Career page. `status` is what the bar judges
 // (undefined on a Season page, where it judges every player).
 function thresholdBars() {
   const bars = [{ slider: els.threshold, number: els.thresholdNumber, status: IS_CAREER ? JOINED_NFL : undefined }];
   if (IS_CAREER) {
-    bars.push({ slider: els.thresholdPotential, number: els.thresholdPotentialNumber, status: POTENTIAL_DRAFTEES });
+    bars.push({ slider: els.thresholdProspect, number: els.thresholdProspectNumber, status: PROSPECTS });
   }
   return bars;
 }
@@ -172,11 +172,11 @@ function seasonValue() {
 // The Status button's label, like the Teams summary.
 export function updateStatusSummary() {
   const joined = els.statusJoined.checked;
-  const potential = els.statusPotential.checked;
+  const prospect = els.statusProspect.checked;
   if (!els.statusEnabled.checked) els.statusSummary.textContent = "Off";
-  else if (joined && potential) els.statusSummary.textContent = "All Status";
+  else if (joined && prospect) els.statusSummary.textContent = "All Status";
   else if (joined) els.statusSummary.textContent = JOINED_NFL;
-  else if (potential) els.statusSummary.textContent = POTENTIAL_DRAFTEES;
+  else if (prospect) els.statusSummary.textContent = PROSPECTS;
   else els.statusSummary.textContent = "No Status";
 
   // The button's name is its visible label, which no longer says "Status".
@@ -209,7 +209,7 @@ export function syncStatusBars() {
 function thresholdsChanged() {
   return (
     els.thresholdNumber.value !== appliedFilters.threshold ||
-    (IS_CAREER && els.thresholdPotentialNumber.value !== appliedFilters.potentialThreshold)
+    (IS_CAREER && els.thresholdProspectNumber.value !== appliedFilters.prospectThreshold)
   );
 }
 
@@ -710,7 +710,7 @@ function commitPendingThreshold() {
   setAppliedFilters({
     ...appliedFilters,
     threshold: els.thresholdNumber.value,
-    ...(IS_CAREER ? { potentialThreshold: els.thresholdPotentialNumber.value } : {}),
+    ...(IS_CAREER ? { prospectThreshold: els.thresholdProspectNumber.value } : {}),
   });
   prunePlayerSelections();
   render();
@@ -936,7 +936,7 @@ export function populateCategoryDependentControls() {
   }
 
   els.thresholdFieldLabel.textContent = thresholdFieldLabel(cat);
-  els.thresholdPotentialFieldLabel.textContent = thresholdFieldLabel(cat);
+  els.thresholdProspectFieldLabel.textContent = thresholdFieldLabel(cat);
 }
 
 export async function loadCurrentSlice() {
diff --git a/frontend/index.html b/frontend/index.html
index 018db4b..56a0f99 100644
--- a/frontend/index.html
+++ b/frontend/index.html
@@ -156,7 +156,7 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
           </div>
 
           <!-- Career page only (main.js unhides it and hides Season): the two
-           kinds of Career member. Only Potential Draftees is lit at first; Joined NFL
+           kinds of Career member. Only Prospects is lit at first; Joined NFL
            stays in the pool as the yardstick, dimmed. It only dims, like Teams; it never
            changes the percentile pool. -->
           <div class="control control-status" id="status-control" hidden>
@@ -177,9 +177,9 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
                 class="teams-select-btn"
                 aria-haspopup="true"
                 aria-expanded="false"
-                aria-label="Status: Potential Draftees"
+                aria-label="Status: Prospects"
               >
-                <span id="status-select-summary">Potential Draftees</span>
+                <span id="status-select-summary">Prospects</span>
                 <svg class="chevron" viewBox="0 0 16 16" width="12" height="12" aria-hidden="true">
                   <path
                     d="M4 6l4 4 4-4"
@@ -198,8 +198,8 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
                     <span>Joined NFL</span>
                   </label>
                   <label class="team-option">
-                    <input type="checkbox" id="status-potential" value="Potential Draftees" checked />
-                    <span>Potential Draftees</span>
+                    <input type="checkbox" id="status-prospect" value="Prospects" checked />
+                    <span>Prospects</span>
                   </label>
                 </div>
               </div>
@@ -345,20 +345,20 @@ <h1 class="hero-title">LinesShines · 鋒光</h1>
             </div>
           </div>
 
-          <!-- Career page only: the looser bar for Potential Draftees (a young
+          <!-- Career page only: the looser bar for Prospects (a young
            player has few snaps). Greyed out while that status is switched off. -->
-          <div class="control control-slider" id="potential-threshold-control" hidden>
-            <label for="threshold-potential-slider">
-              Potential Draftees · Min <span id="threshold-potential-field-label">opportunities</span>
+          <div class="control control-slider" id="prospect-threshold-control" hidden>
+            <label for="threshold-prospect-slider">
+              Prospects · Min <span id="threshold-prospect-field-label">opportunities</span>
             </label>
             <div class="threshold-row">
-              <input type="range" id="threshold-potential-slider" min="0" max="100" value="0" />
+              <input type="range" id="threshold-prospect-slider" min="0" max="100" value="0" />
               <input
                 type="number"
-                id="threshold-potential-number"
+                id="threshold-prospect-number"
                 min="0"
                 step="1"
-                aria-label="min opportunities exact value for Potential Draftees"
+                aria-label="min opportunities exact value for Prospects"
               />
             </div>
           </div>
diff --git a/frontend/main.js b/frontend/main.js
index 94cc18e..bb5dac0 100644
--- a/frontend/main.js
+++ b/frontend/main.js
@@ -83,12 +83,12 @@ import {
 let previousSeasonValue = null;
 
 // The Career page has no Season: it shows the Status Filter in its place, a second
-// threshold bar (Potential Draftees), and names the first bar after Joined NFL.
+// threshold bar (Prospects), and names the first bar after Joined NFL.
 function setUpCareerControls() {
   if (!IS_CAREER) return;
   els.seasonControl.hidden = true;
   els.statusControl.hidden = false;
-  els.thresholdPotentialControl.hidden = false;
+  els.thresholdProspectControl.hidden = false;
   els.thresholdStatusLabel.hidden = false;
   // Joined NFL starts switched off: grey its bar and set the button's label.
   syncStatusBars();
@@ -207,8 +207,8 @@ function attachEvents() {
       createInfoPopover(
         {
           bullets: [
-            "Potential Draftees: still playing in the latest college season.",
-            "Joined NFL: played NCAAF and appeared in NFL — potential draftees' benchmark.",
+            "Prospects: still playing in the latest college season.",
+            "Joined NFL: played NCAAF and appeared in NFL — prospects' benchmark.",
             "Enable Status: off, and Status leaves the highlights — only Teams and Players light players.",
           ],
         },
@@ -229,7 +229,7 @@ function attachEvents() {
       if (!els.statusControl.contains(e.target)) closeStatusDropdown();
     });
 
-    [els.statusEnabled, els.statusJoined, els.statusPotential].forEach((box) =>
+    [els.statusEnabled, els.statusJoined, els.statusProspect].forEach((box) =>
       box.addEventListener("change", () => {
         syncStatusBars();
         updatePendingState();
@@ -459,10 +459,10 @@ function attachEvents() {
   // clicks Apply (or presses Enter in the number field). Re-rendering on
   // every pixel of drag / every keystroke was the whole problem on dense
   // positions.
-  // The Career page has a second bar (Potential Draftees) wired exactly like the first.
+  // The Career page has a second bar (Prospects) wired exactly like the first.
   [
     [els.threshold, els.thresholdNumber],
-    [els.thresholdPotential, els.thresholdPotentialNumber],
+    [els.thresholdProspect, els.thresholdProspectNumber],
   ].forEach(([slider, number]) => {
     slider.addEventListener("input", () => {
       number.value = slider.value;
diff --git a/frontend/pinned-impact.js b/frontend/pinned-impact.js
index 41bb0c1..1436139 100644
--- a/frontend/pinned-impact.js
+++ b/frontend/pinned-impact.js
@@ -15,7 +15,7 @@
  *
  * applied / pending: { category, season, position, threshold } — `pending.threshold`
  *   must be the FINAL threshold (already clamped / defaulted for the new season).
- *   A threshold is a number on a Season page, or { joined, potential } on the
+ *   A threshold is a number on a Season page, or { joined, prospect } on the
  *   Career page, where a player is judged against the bar of his own status
  *   (see thresholdSpec()).
  * pinnedPlayers: iterable of player strings (Single Cards ∪ Merge Card members).
@@ -39,14 +39,14 @@
 export const COMPARISON_MIN_MEMBERS = 2;
 
 export const JOINED_NFL = "Joined NFL";
-export const POTENTIAL_DRAFTEES = "Potential Draftees";
+export const PROSPECTS = "Prospects";
 
 // A threshold is a plain number on a Season page. The Career page has two bars,
-// one per status, so there it is { joined, potential }. `potentialThreshold` is
+// one per status, so there it is { joined, prospect }. `prospectThreshold` is
 // undefined on a Season page, which keeps the number.
-export function thresholdSpec(threshold, potentialThreshold) {
-  if (potentialThreshold == null) return Number(threshold);
-  return { joined: Number(threshold), potential: Number(potentialThreshold) };
+export function thresholdSpec(threshold, prospectThreshold) {
+  if (prospectThreshold == null) return Number(threshold);
+  return { joined: Number(threshold), prospect: Number(prospectThreshold) };
 }
 
 // A spec may arrive as a number, a numeric string or an object.
@@ -59,7 +59,7 @@ function normalizeSpec(spec) {
 export function thresholdOf(record, spec) {
   const normalized = normalizeSpec(spec);
   if (typeof normalized === "number") return normalized;
-  return record.status === POTENTIAL_DRAFTEES ? normalized.potential : normalized.joined;
+  return record.status === PROSPECTS ? normalized.prospect : normalized.joined;
 }
 
 // The one inclusive rule behind every "clears the threshold" check: the record
@@ -76,7 +76,7 @@ export function thresholdRaised(next, previous) {
   const b = normalizeSpec(previous);
   if (typeof a === "number" && typeof b === "number") return a > b;
   if (typeof a === "number" || typeof b === "number") return true;
-  return a.joined > b.joined || a.potential > b.potential;
+  return a.joined > b.joined || a.prospect > b.prospect;
 }
 
 const NO_COMPARISONS = { shrunk: [], dissolved: [] };
diff --git a/frontend/player-table-model.js b/frontend/player-table-model.js
index 6a659a1..6d28c8a 100644
--- a/frontend/player-table-model.js
+++ b/frontend/player-table-model.js
@@ -40,7 +40,7 @@ export function buildPlayerTableModel(
 ) {
   const columns = [
     ...identityColumns.map((column) => ({ ...column, identity: true })),
-    // Career only: whether the player is a Joined NFL or a Potential Draftee.
+    // Career only: whether the player is a Joined NFL or a Prospect.
     ...(includeStatus ? [{ key: "Status", kind: "status" }] : []),
     { key: "Games", kind: "games" },
     { key: thresholdField, kind: "snaps" },
diff --git a/frontend/render.js b/frontend/render.js
index cf28b52..36c890e 100644
--- a/frontend/render.js
+++ b/frontend/render.js
@@ -28,7 +28,7 @@ import {
   thresholdPhrase,
   litStatuses,
 } from "./data.js";
-import { meetsThreshold, JOINED_NFL, POTENTIAL_DRAFTEES } from "./pinned-impact.js";
+import { meetsThreshold, JOINED_NFL, PROSPECTS } from "./pinned-impact.js";
 import { DIM_OPACITY, LABEL_ALPHA } from "./config.js";
 import { viewFloatingCard } from "./scout-card.js";
 import { collectMetricNotes } from "./metric-notes.js";
@@ -228,7 +228,7 @@ export function applyLabelEmphasis(chartDiv, spotlightNames) {
 }
 
 // A count line. On a Season page it is a plain "N players with at least X <field>." On the
-// Career page it is two lines — Potential Draftees first, then Joined NFL — because the two
+// Career page it is two lines — Prospects first, then Joined NFL — because the two
 // share one pool but each clears its own bar, so each status gets its own count and bar.
 // Teams/Players only dim (see the isDimmed comment in render()), so the on-screen point count
 // never changes with them and the subtitle doesn't mention the highlight at all.
@@ -238,10 +238,10 @@ export function highlightSubtitle(cat, records, threshold) {
   if (IS_CAREER) {
     const countFor = (status) => records.filter((r) => r.status === status).length;
 
-    const potentialLine = `${countFor(POTENTIAL_DRAFTEES)} ${POTENTIAL_DRAFTEES} with at least ${thresholdPhrase(threshold.potential)} ${fieldLabel}.`;
+    const prospectLine = `${countFor(PROSPECTS)} ${PROSPECTS} with at least ${thresholdPhrase(threshold.prospect)} ${fieldLabel}.`;
     const joinedLine = `${countFor(JOINED_NFL)} ${JOINED_NFL} with at least ${thresholdPhrase(threshold.joined)} ${fieldLabel}.`;
 
-    return `${potentialLine}<br>${joinedLine}`;
+    return `${prospectLine}<br>${joinedLine}`;
   }
 
   return `${records.length} players with at least ${thresholdPhrase(threshold)} ${fieldLabel}.`;
diff --git a/frontend/style.css b/frontend/style.css
index 3c92015..95e1c90 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -524,7 +524,7 @@ body {
 }
 
 #threshold-slider,
-#threshold-potential-slider {
+#threshold-prospect-slider {
   flex: 1 1 auto;
   width: 100%;
   accent-color: var(--flag-gold);
@@ -532,7 +532,7 @@ body {
 }
 
 #threshold-number,
-#threshold-potential-number {
+#threshold-prospect-number {
   flex: none;
   width: 70px;
   background: var(--turf-950);
@@ -548,13 +548,13 @@ body {
    the range slider next to it already covers coarse adjustment. */
 #threshold-number::-webkit-inner-spin-button,
 #threshold-number::-webkit-outer-spin-button,
-#threshold-potential-number::-webkit-inner-spin-button,
-#threshold-potential-number::-webkit-outer-spin-button {
+#threshold-prospect-number::-webkit-inner-spin-button,
+#threshold-prospect-number::-webkit-outer-spin-button {
   -webkit-appearance: none;
   margin: 0;
 }
 #threshold-number,
-#threshold-potential-number {
+#threshold-prospect-number {
   -moz-appearance: textfield;
 }
 
@@ -610,7 +610,7 @@ body {
    Both bars are always usable: they do not follow the Status Filter. */
 .control-status {
   /* Wider than its neighbours: the label row holds the Enable Status switch and the info
-     icon, and the button holds "Potential Draftees". */
+     icon, and the button holds "Prospects". */
   --w: 190;
   min-width: auto;
 }
@@ -3928,7 +3928,7 @@ thead .linemate-table-frozen {
   }
   .filters-drawer .control select,
   .filters-drawer #threshold-number,
-  #threshold-potential-number {
+  #threshold-prospect-number {
     width: 100%;
   }
   .filters-drawer .control-season select {
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index d896d13..cfddf0a 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -124,11 +124,11 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-10-30: `database/midseason_trades.py` moves a traded player to his new team between the weekly ingests, to cut the lag (PFF's next-week CSV reflects the trade anyway). `update_traded_player_team(player_name, new_team)` updates the current season only (the season is the calendar year, since the trade deadline is early November, so there is no season argument), across both stat tables, using the same `DATABASE_URL` rule as the ingestion (local SQLite by default, Railway when set). `new_team` is a PFF team code; an unknown code, a wrong name, or a season not ingested yet prints a message and changes nothing. `update_traded_players(*trades)` applies several `(player, team)` pairs in one call, skipping a bad entry while the rest run (the same continue-on-error habit as the preprocessing command line). Tests: `test_midseason_trades.py`. Command: `COMMANDS.md`.
 - 2026-10-30: NCAAF Season (PR #20 part 1) is live in code: the college page `/ncaaf-season` reuses the NFL frontend through `window.LEAGUE`, and the NFL API moved to `/api/nfl/...` next to `/api/ncaaf/...`. The scope (SEC, B1G, ACC, Big 12, Pac-12, MAC, Notre Dame; 90 schools) is applied at conversion by `apply_league_scope()`, not at load, and a team is keyed by `franchise_id`. College thresholds are their own: front 7 230, OL 360 (the share-matching 140 / 300 left too many players on the chart), with the 2026 dynamic entry set by hand. College logos are ESPN's `dark` variant except 11 schools that keep the original. The college Teams checklist is rebuilt per season, and a school shown for the first time starts checked only after an explicit All, never inferred from how many boxes are ticked. Detail: `architecture/BACKEND-AND-DEPLOY.md`, `architecture/FRONTEND-STRUCTURE.md`, `architecture/THRESHOLDS.md`.
 - 2026-10-31: the college conference comes from `teams/ncaaf.py`: a stint table per scoped `franchise_id` (`conference_of(franchise_id, season)`), because membership changes with realignment, and the Pac-12 label follows each season's actual members (two schools in 2024 and 2025, eight in 2026). A school deliberately out of scope (FCS teams, Group of Five schools outside the MAC) returns `None` and its rows are dropped silently; a `franchise_id` the table does not know at all raises an error naming the school and season, never "unknown". Widening the scope later means extending that file and converting again. Liberty and New Mexico State are absent from the 2022 files (both out of scope, tiny schools) and are not chased. Tests: `tests/test_teams_ncaaf.py`.
-- 2026-10-31: NCAAF Career Stats (PR #20 part 2) is built: `/ncaaf-career` is a Career mode of the shared frontend (`IS_CAREER`) with a Status Filter (Joined NFL, Potential Draftees) in place of Season. The Career members are precomputed into one small table per category on every `--league ncaaf` ingestion (Joined NFL = the `player_id` also in the NFL table of the same category; Potential Draftees = in the latest college season and not Joined NFL), and the API merges each member into one row with `GROUP BY player_id` (`database/career_merge.py`): counts are summed, rates are weighted by their own denominator, position and team are those of the last college season, and Pass Cov Percent is rebuilt from four hidden snap columns. A season with no opportunities is skipped in a weighted rate, because an infinite rate times zero is NaN on Postgres. Run the NFL ingestion before the NCAAF one when both run on the same day. Tests: `tests/test_career_merge.py`, `tests/test_ncaaf_career_page.py`.
-- 2026-10-31: Career has two threshold bars, one per status (front 7: Joined NFL 450, Potential Draftees 350; OL: 450 and 225, a starting point), because a young player has few snaps and the Potential Draftees list is a projection. A player must clear the bar of his own status; the browser applies them (the threshold stays display-only, INVARIANT 5). Both bars always stay usable and are not tied to the Status Filter.
-- 2026-10-31: on Career the percentile pool is the Career members of the exact position who clear their own status's bar, one pool never split by status and with no season. The Status Filter, like Teams, only highlights (a player is lit if his status is lit, his team is chosen or he is picked); the page starts with No Teams and only Potential Draftees lit. Switching a status never moves a percentile.
-- 2026-10-31: on Career the Linemate Card is renamed **NFL Alumni** and differs from it only in name and roster: the same last school, same line group, `status == Joined NFL`, minus the anchor, gated by the Joined NFL bar. It judges "Joined NFL" on the 2022 to 2026 NFL table, so alumni means recently active in the NFL, not all-time. Every Career card marks the player's status (a Status row in Metadata) and writes the threshold per status (the Player Card on two lines, the Comparison Card with both bars, the NFL Alumni card with only the Joined NFL bar). The scatter plot's subtitle has two lines: the Potential Draftees count, then the Joined NFL count.
-- 2026-10-31: accepted limits of Career: a transfer from a school outside the six conferences and Notre Dame keeps only his in-scope seasons; LB is not exposed, so a player whose last college season is LB is left out; Joined NFL is matched within the category; after the draft newly drafted players stay Potential Draftees until an NFL ingestion is followed by an NCAAF one. The three college pages are `/` (NFL Season), `/ncaaf-season` and `/ncaaf-career`, switched by three buttons (a hamburger below 860px); a college `player_id` is shared with the NFL files (836 ids on both sides), so joins use the id, never the name.
+- 2026-10-31: NCAAF Career Stats (PR #20 part 2) is built: `/ncaaf-career` is a Career mode of the shared frontend (`IS_CAREER`) with a Status Filter (Joined NFL, Prospects) in place of Season. The Career members are precomputed into one small table per category on every `--league ncaaf` ingestion (Joined NFL = the `player_id` also in the NFL table of the same category; Prospects = in the latest college season and not Joined NFL), and the API merges each member into one row with `GROUP BY player_id` (`database/career_merge.py`): counts are summed, rates are weighted by their own denominator, position and team are those of the last college season, and Pass Cov Percent is rebuilt from four hidden snap columns. A season with no opportunities is skipped in a weighted rate, because an infinite rate times zero is NaN on Postgres. Run the NFL ingestion before the NCAAF one when both run on the same day. Tests: `tests/test_career_merge.py`, `tests/test_ncaaf_career_page.py`.
+- 2026-10-31: Career has two threshold bars, one per status (front 7: Joined NFL 450, Prospects 350; OL: 450 and 225, a starting point), because a young player has few snaps and the Prospects list is a projection. A player must clear the bar of his own status; the browser applies them (the threshold stays display-only, INVARIANT 5). Both bars always stay usable and are not tied to the Status Filter.
+- 2026-10-31: on Career the percentile pool is the Career members of the exact position who clear their own status's bar, one pool never split by status and with no season. The Status Filter, like Teams, only highlights (a player is lit if his status is lit, his team is chosen or he is picked); the page starts with No Teams and only Prospects lit. Switching a status never moves a percentile.
+- 2026-10-31: on Career the Linemate Card is renamed **NFL Alumni** and differs from it only in name and roster: the same last school, same line group, `status == Joined NFL`, minus the anchor, gated by the Joined NFL bar. It judges "Joined NFL" on the 2022 to 2026 NFL table, so alumni means recently active in the NFL, not all-time. Every Career card marks the player's status (a Status row in Metadata) and writes the threshold per status (the Player Card on two lines, the Comparison Card with both bars, the NFL Alumni card with only the Joined NFL bar). The scatter plot's subtitle has two lines: the Prospects count, then the Joined NFL count.
+- 2026-10-31: accepted limits of Career: a transfer from a school outside the six conferences and Notre Dame keeps only his in-scope seasons; LB is not exposed, so a player whose last college season is LB is left out; Joined NFL is matched within the category; after the draft newly drafted players stay Prospects until an NFL ingestion is followed by an NCAAF one. The three college pages are `/` (NFL Season), `/ncaaf-season` and `/ncaaf-career`, switched by three buttons (a hamburger below 860px); a college `player_id` is shared with the NFL files (836 ids on both sides), so joins use the id, never the name.
 - 2026-11-01: the NFL Alumni card has no Line Summary (3M and RSWA): alumni of one school never played together, so a summary of them would describe a line that never existed. This replaces the 2026-10-31 line that the card differs from Linemates only in name and roster; the table heading reads "Players" there.
 - 2026-11-01: Career has an "Enable Status" switch in the Status label row (on at first, Apply-gated): off takes Status out of the highlight union so Teams and Players can work alone (a classic union), the Status button is greyed and reads "Off", and the ticks are kept for when it is turned back on. It never touches the percentile pool or the two bars. Every on/off toggle in the app (Filters' Player Names, Team Logos and Include metric notes, the cards' "Include {player}", Enable Status) is an iPhone-style switch, one CSS rule on `.checkbox-label`; the checklists inside the Teams and Status dropdowns stay checkboxes. Floating-Apply is still only a discussion (`discussions/FLOATING-APPLY.md`).
 - 2026-11-01: every card shows the true-pass-set count right under the threshold field (`TPS PR Opp`, `TPS Non Spike PB Snaps`): a row in the Player Card's Metadata, a row or column of the Comparison and Linemate/NFL Alumni cards, sortable in Sort. The values were already in the API payload (summed over the seasons on Career), so it is a frontend-only change.
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 2988798..8118518 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -32,8 +32,7 @@
    `--data-dir` is honoured; an explicit `--seasons` still overrides it.
    **Career members (college only).** The college run ends by rebuilding `ncaaf_pass_rush_career_members` and
    `ncaaf_pass_block_career_members` (`database/career.py`: `player_id` and a `CareerStatus`), whole, never
-   incrementally. `Joined NFL` = the `player_id` also in the NFL table of the same category; `Potential
-   Draftees` = a row in `MAX(season)` of the college table (read from the table, never from `--seasons`) and
+   incrementally. `Joined NFL` = the `player_id` also in the NFL table of the same category; `Prospects` = a row in `MAX(season)` of the college table (read from the table, never from `--seasons`) and
    not Joined NFL. The NFL run never rebuilds them, so run the NFL ingestion first when both run. The college
    pass-rush table also keeps four snap counts (`pass_rush_snaps`, `pass_play_snaps` and the TPS pair) that
    only the Career merge reads; they are not in `PASS_RUSH_DATA_COLUMNS` and never in the API payload.
diff --git a/playbook/architecture/CARDS.md b/playbook/architecture/CARDS.md
index a038777..0616179 100644
--- a/playbook/architecture/CARDS.md
+++ b/playbook/architecture/CARDS.md
@@ -58,7 +58,7 @@ member row, keyed by anchor so the same toggle re-fires as a close — this is w
 recursion guard (a Linemate Card renders no linemate toggle of its own) trivial rather than
 enforced. Roster = same team/season/category, **including same-position linemates**
 (`LINEMATE_POSITIONS`), excluding the anchor, filtered to the applied snap threshold, sorted by
-snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Potential Draftee anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's main differences between the two pages, plus one removal: **the NFL Alumni card has no Line Summary**, because alumni never played together and a summary of them would describe a line that never existed (its table heading reads "Players" instead of "Individual"). Everything else — include-anchor, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `DECISIONS.md` (2026-10-31). **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Potential Draftees) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
+snap count descending. On the **Career page the same card is renamed "NFL Alumni"** and its roster keeps only members whose `status` is Joined NFL — the school's same-line players who reached the NFL, as a college-career benchmark for a Prospect anchor. The name and that one roster filter (`rosterNoun()`, `IS_CAREER` in `computeLinemateRoster()`) are the card's main differences between the two pages, plus one removal: **the NFL Alumni card has no Line Summary**, because alumni never played together and a summary of them would describe a line that never existed (its table heading reads "Players" instead of "Individual"). Everything else — include-anchor, sort, export, the percentile pool — is shared. There is no season to match on Career, and the "team" is the player's last school. See `DECISIONS.md` (2026-10-31). **On Career every card also marks the player's status** (a Status row in the Metadata of the Player, Comparison and NFL Alumni cards: Joined NFL or Prospects) and **writes the threshold per status** (`thresholdClauses()` in `data.js`): the Player Card on two lines, the Comparison Card's percentile note joined by " / ", and the NFL Alumni card with only the Joined NFL bar, since its whole roster is Joined NFL. **There is no roster cap and no "See more"**: the snap threshold is the only
 gate, and every qualifying linemate is on the card. When the roster reaches
 `LINEMATE_SIZE_REMINDER_AT` (OL 6, DL 8 players; the old cap numbers, used only as the trigger), a
 reminder bullet says a higher threshold keeps the card compact (left out of the PNG). The
diff --git a/playbook/architecture/CHART-RENDERING.md b/playbook/architecture/CHART-RENDERING.md
index 090fafe..592399b 100644
--- a/playbook/architecture/CHART-RENDERING.md
+++ b/playbook/architecture/CHART-RENDERING.md
@@ -11,8 +11,7 @@ Teams selection (and who isn't individually added via Players) still plots, at r
 label/logo opacity, rather than disappearing — the point is to see a highlighted subset *in context*
 against the rest of the pool, not to shrink the pool itself (contrast with the Snap threshold filter,
 which does genuinely drop rows). `highlightSubtitle()` is therefore just a count line — a plain
-"N players with at least X <field>." on a Season page, or two lines on the Career page (Potential
-Draftees first, then Joined NFL, each with its own count and bar); it never names the highlighted
+"N players with at least X <field>." on a Season page, or two lines on the Career page (Prospects first, then Joined NFL, each with its own count and bar); it never names the highlighted
 teams/players.
 
 **Player labels get three independent treatments on top of each other: dim-in-place, collision
diff --git a/playbook/architecture/FILTERS-AND-SEARCH.md b/playbook/architecture/FILTERS-AND-SEARCH.md
index 0055406..852ff33 100644
--- a/playbook/architecture/FILTERS-AND-SEARCH.md
+++ b/playbook/architecture/FILTERS-AND-SEARCH.md
@@ -19,13 +19,12 @@ The Teams header's ⓘ carries the complementary half: Teams only *highlights* (
 `render.js`'s `isDimmed`), never shrinks the percentile pool — which is determined by position and
 snap threshold alone. If Teams ever starts filtering the pool, that popover's text is wrong.
 
-**Career: the Status Filter only dims.** On `/ncaaf-career` the Status Filter (Joined NFL, Potential Draftees; only Potential
-Draftees is lit by default, Joined NFL stays in the pool as the dimmed yardstick) behaves like Teams: it is Apply-gated and joins the same union in `render()`'s `isDimmed`: a player is lit when his
+**Career: the Status Filter only dims.** On `/ncaaf-career` the Status Filter (Joined NFL, Prospects; only Prospects is lit by default, Joined NFL stays in the pool as the dimmed yardstick) behaves like Teams: it is Apply-gated and joins the same union in `render()`'s `isDimmed`: a player is lit when his
 status is lit, or his team is chosen, or his name is selected (a status that is off lights nobody by itself). Because a full
 Teams selection already lights everyone, the Career page starts with **No Teams** (`main.js`'s `setUpCareerControls()`), so
 the lit status shows at first. The Status Filter never changes the percentile pool. A switch under the Status button, "Enable Status" (on at first), takes Status out of the union when it is off (Apply-gated; `litStatusesText()` then returns an empty string and the ticks are kept), so Teams and Players can work alone. The two bars do not follow the Status Filter:
 both are always usable, and a bar of a status that is off still counts. The pool is the union of the Joined
-NFL players above the first bar and the Potential Draftees above the second, so toggling a status never moves a percentile.
+NFL players above the first bar and the Prospects above the second, so toggling a status never moves a percentile.
 The ⓘ of the Status Filter says so; keep its text in sync.
 
 **The Players search pool has its own live, non-Apply-gated data track, deliberately separate from
diff --git a/playbook/architecture/FRONTEND-STRUCTURE.md b/playbook/architecture/FRONTEND-STRUCTURE.md
index dcd2c91..29d9091 100644
--- a/playbook/architecture/FRONTEND-STRUCTURE.md
+++ b/playbook/architecture/FRONTEND-STRUCTURE.md
@@ -66,12 +66,12 @@ default thresholds already come from `/api/{league}/metadata`, so the config hol
   `apiPrefix` (`/api/ncaaf/career`); `data.js` exports `IS_CAREER`. It reuses every module. Its payload is shaped like a
   Season one in `setMetadata()` (one "season", the word `Career`, one flat conference map), so the controls, titles and
   cards stay shared (a card reads "Alabama · Career"). What differs: `main.js` hides Season and shows the Status
-  Filter (a dropdown of two checkboxes built like Teams, `#status-toggle-btn`, `#status-joined` / `#status-potential`) and a second bar (`#threshold-potential-*`);
-  `fetchSlice()` has no season in the URL; the applied state carries `potentialThreshold` and `statuses` (left out on a
+  Filter (a dropdown of two checkboxes built like Teams, `#status-toggle-btn`, `#status-joined` / `#status-prospect`) and a second bar (`#threshold-prospect-*`);
+  `fetchSlice()` has no season in the URL; the applied state carries `prospectThreshold` and `statuses` (left out on a
   Season page); `filters.js`'s `thresholdBars()` is the one list the range, default and reset code loops over (one bar on
   Season, two on Career, each bar's slider ceiling taken from its own status). A threshold is read through
   `appliedThreshold()` / `pendingThreshold()` and judged by `pinned-impact.js`'s `meetsThreshold()`, which accepts a number
-  or `{ joined, potential }`, so no call site compares a record with a bare number any more.
+  or `{ joined, prospect }`, so no call site compares a record with a bare number any more.
 - **Team key vs label.** `record.team` is the NFL code but the NCAAF franchise id (a number). Keys, logo file names and
   `metadata.teams` lookups use it as is; anything the user reads goes through `teamLabel(team)` (the code for the NFL,
   the school name for the college). Comparisons with the Teams checklist go through `String(...)`.
diff --git a/playbook/architecture/PERCENTILES.md b/playbook/architecture/PERCENTILES.md
index 4b5356d..775e3fa 100644
--- a/playbook/architecture/PERCENTILES.md
+++ b/playbook/architecture/PERCENTILES.md
@@ -12,8 +12,8 @@ every position in the category (see item 6 above) — a Guard's percentile has t
 whether Guard or Tackle is the currently selected chart position.
 
 **Career pool.** The Career page has no season. A Career percentile is taken among the Career members of the same exact
-position who clear the bar of their own status (Joined NFL above the first bar, Potential Draftees above the second), so a
-Joined NFL player and a Potential Draftee are ranked in one pool. The Status Filter only dims and never changes that pool.
+position who clear the bar of their own status (Joined NFL above the first bar, Prospects above the second), so a
+Joined NFL player and a Prospect are ranked in one pool. The Status Filter only dims and never changes that pool.
 Each member is one merged row (see `BACKEND-AND-DEPLOY.md`, "Career API"); there is no per-season percentile.
 
 **Rank and percentile use competition ranking, not an arbitrary tiebreak** (`data.js`'s
diff --git a/playbook/architecture/PINNED-INVALIDATION.md b/playbook/architecture/PINNED-INVALIDATION.md
index 5ee30ea..3f7f9dc 100644
--- a/playbook/architecture/PINNED-INVALIDATION.md
+++ b/playbook/architecture/PINNED-INVALIDATION.md
@@ -22,7 +22,7 @@ changed) or `"unaffected"`; **some fail → `"partial"`**; **all fail → `"rese
 It reads the already-fetched `playerPoolRecords`; `applyFilters()` first awaits `updatePlayerPool()`
 when category/position are unchanged so that pool is the pending season's slice (a `sliceCache` hit)
 and `els.thresholdNumber` holds the clamped value. On the Career page the threshold is a pair
-`{ joined, potential }` (`thresholdSpec()`): a player is judged against the bar of his own status, raising either bar counts
+`{ joined, prospect }` (`thresholdSpec()`): a player is judged against the bar of his own status, raising either bar counts
 as a stricter threshold, and the one season, `Career`, never counts as a season change (`String()` comparison).
 
 - **`"unaffected"`**: apply silently. **`"refresh"`**: no confirm; a neutral toast ("Pinned players
diff --git a/playbook/tests/INDEX.md b/playbook/tests/INDEX.md
index ea780b3..fb02598 100644
--- a/playbook/tests/INDEX.md
+++ b/playbook/tests/INDEX.md
@@ -17,7 +17,7 @@ grep -H "Add tests here when" playbook/tests/*.md
 | A JSON API endpoint under `/api/` (parameters, response shape, error codes) | `test_api_endpoints.py` ([doc](TEST_API_ENDPOINTS.md)) | API |
 | How the app is assembled: mounts, `/health`, how `sw.js` and `index.html` are served | `test_app_startup.py` ([doc](TEST_APP_STARTUP.md)) | API |
 | Season-threshold routing in `config/thresholds.py` | `test_config.py` ([doc](TEST_CONFIG.md)) | pure Python |
-| Who is on the college Career page (Joined NFL, Potential Draftees) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
+| Who is on the college Career page (Joined NFL, Prospects) and how the members are rebuilt | `test_career_members.py` ([doc](TEST_CAREER_MEMBERS.md)) | pure Python |
 | The merged Career row (summed counts, weighted rates, Pass Cov Percent, last-season identity) and the `/api/ncaaf/career` routes | `test_career_merge.py` ([doc](TEST_CAREER_MERGE.md)) | pure Python and API |
 | The NCAAF Career page (Status Filter, two threshold bars, one pool) | `test_ncaaf_career_page.py` ([doc](TEST_NCAAF_CAREER_PAGE.md)) | browser |
 | Ingestion: file path resolution, replacing a season/position slice | `test_db_ingestion.py` ([doc](TEST_DB_INGESTION.md)) | pure Python |
diff --git a/playbook/tests/TEST_CAREER_MEMBERS.md b/playbook/tests/TEST_CAREER_MEMBERS.md
index 0be4333..f882286 100644
--- a/playbook/tests/TEST_CAREER_MEMBERS.md
+++ b/playbook/tests/TEST_CAREER_MEMBERS.md
@@ -1,9 +1,9 @@
 # test_career_members.py
 
-> **Add tests here when:** changing `database/career.py`: who counts as Joined NFL or a Potential Draftee, how the members are rebuilt, or the per-category membership tables.
+> **Add tests here when:** changing `database/career.py`: who counts as Joined NFL or a Prospect, how the members are rebuilt, or the per-category membership tables.
 
 - **Kind:** pure Python.
 - **Needs:** nothing beyond sqlalchemy. It seeds an in-memory sqlite database with synthetic college and NFL rows.
-- **Covers:** a college player whose `player_id` is in the NFL table of the same category is Joined NFL; a player in the latest college season and not in the NFL is a Potential Draftee; a player in neither group is not a member; a Joined NFL player in the latest season is not also a Potential Draftee; the latest season is read from the table, so back-filling an old season changes nothing; a rebuild follows the NFL table (a drafted player flips from Potential Draftee to Joined NFL) and replaces the old members; rebuilding twice gives the same members; each category matches only its own NFL table; an empty college table gives no members; an empty NFL table prints the warning to run the NFL ingestion first.
+- **Covers:** a college player whose `player_id` is in the NFL table of the same category is Joined NFL; a player in the latest college season and not in the NFL is a Prospect; a player in neither group is not a member; a Joined NFL player in the latest season is not also a Prospect; the latest season is read from the table, so back-filling an old season changes nothing; a rebuild follows the NFL table (a drafted player flips from Prospect to Joined NFL) and replaces the old members; rebuilding twice gives the same members; each category matches only its own NFL table; an empty college table gives no members; an empty NFL table prints the warning to run the NFL ingestion first.
 - **Not here:** that only the college ingestion run calls the rebuild, and the four snap columns being read from the workbook -> `TEST_DB_INGESTION.md`; the merge of the members' rows and the Career API -> `TEST_CAREER_MERGE.md`.
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_CAREER_MERGE.md b/playbook/tests/TEST_CAREER_MERGE.md
index 4aa5b04..9000f98 100644
--- a/playbook/tests/TEST_CAREER_MERGE.md
+++ b/playbook/tests/TEST_CAREER_MERGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python for the merge (an in-memory sqlite database with synthetic rows) and API (HTTP client) for the routes.
 - **Needs:** nothing beyond sqlalchemy for the merge; `client` from `conftest.py` and the file's own `seeded_career_db` for the routes. No browser.
-- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; a season with no opportunities and an infinite stored rate being skipped instead of turning the Career rate into NaN (Postgres); the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Potential Draftee one; every member sent with no server-side threshold; an unknown position answering 400.
+- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; a season with no opportunities and an infinite stored rate being skipped instead of turning the Career rate into NaN (Postgres); the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Prospect one; every member sent with no server-side threshold; an unknown position answering 400.
 - **Not here:** who is a member -> `TEST_CAREER_MEMBERS.md`; the Season routes -> `TEST_API_ENDPOINTS.md`; the Career page and its sliders (not built yet).
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
index 3d9e473..49ab0af 100644
--- a/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
+++ b/playbook/tests/TEST_NCAAF_CAREER_PAGE.md
@@ -1,9 +1,9 @@
 # test_ncaaf_career_page.py
 
-> **Add tests here when:** changing the NCAAF Career page: the Status Filter, the two threshold bars (Joined NFL and Potential Draftees), how the pool and the highlight follow them, or how the Season pages differ from it.
+> **Add tests here when:** changing the NCAAF Career page: the Status Filter, the two threshold bars (Joined NFL and Prospects), how the pool and the highlight follow them, or how the Season pages differ from it.
 
 - **Kind:** browser (Playwright / Chromium), against the live test server.
-- **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Potential Draftees, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
-- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Potential Draftees is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Potential Draftees first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; Enable Status — on at first; turning it off lights Apply, shows "Off", greys the Status button and takes Status out of the highlights (only chosen teams and picked players light) while the pool is unchanged, and the ticks are kept for when it is turned back on; the NFL Alumni card has no Line Summary (alumni never played together) and its table heading reads "Players"; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Potential Draftee and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
+- **Needs:** `live_server_url` from `conftest.py`, the file's own `seeded_career_page_db` (four members of one position: two Joined NFL, two Prospects, set around the default bars read from `config`) and, for the Season-page check, `seeded_ncaaf_db`.
+- **Covers:** the Career page shows the Status dropdown (a button like Teams, closed at first) and both bars and hides Season; only Prospects is lit at first; neither bar is ever greyed or tied to the Status Filter, and both stay editable whatever is lit; the Status button's label follows the ticks (All Status, one name, No Status); the bars start at the default of their own status; each player must clear the bar of his own status; lighting Joined NFL only changes the dimming and leaves the pool as it was; a bar of a status that is off still counts toward the pool; raising one bar changes only its status's players; the Career page starts with No Teams, so only the lit status is highlighted (read from the label opacity of the plot); lighting a status, choosing a team or picking a player each highlight their players (the union), and the pool stays the same; the chart title names Career and the subtitle reports a count per status on its own line (Prospects first, then Joined NFL); a changed bar lights Apply; the Season pages keep one bar, no Status Filter and no extra applied state; Enable Status — on at first; turning it off lights Apply, shows "Off", greys the Status button and takes Status out of the highlights (only chosen teams and picked players light) while the pool is unchanged, and the ticks are kept for when it is turned back on; the NFL Alumni card has no Line Summary (alumni never played together) and its table heading reads "Players"; the NFL Alumni card — its roster keeps only Joined NFL members of the same school and line who clear the Joined NFL bar (a Prospect and a below-bar Joined NFL member are both left out), and the Player Card button and card title read "NFL Alumni"; every card marks the player's status (the Player Card's Metadata, the NFL Alumni card's and the Comparison Card's Status rows), the Player Card writes the threshold as one line per status, the Comparison Card writes both bars with their status, and the NFL Alumni card states only the Joined NFL bar.
 - **Not here:** the rule itself (a threshold is a number or a pair, who is eligible) -> `TEST_PINNED_IMPACT.md`; the Career routes and the merge -> `TEST_CAREER_MERGE.md`; the page's served markup -> `TEST_APP_STARTUP.md`.
 - **Known gaps:** the opacity of the logos and dots (only the labels' is read back); the conference buttons of the Teams checklist on Career; Pinned Players, cards and the Below Threshold popup on Career; the layout of the two bars and of the Enable Status switch on a phone, and the look of the iPhone-style toggles (checked by hand).
diff --git a/playbook/tests/TEST_PINNED_IMPACT.md b/playbook/tests/TEST_PINNED_IMPACT.md
index 8a63504..189c2a7 100644
--- a/playbook/tests/TEST_PINNED_IMPACT.md
+++ b/playbook/tests/TEST_PINNED_IMPACT.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright). The `page` fixture loads the app in Chromium and the tests call the pure function.
 - **Needs:** Chromium; the tests skip without it.
-- **Covers:** which row a floating card follows after a threshold or season change (`resolveCarriedRecord()`: any position on the line, inclusive threshold, preferred position wins, off-line or missing closes); the outcome for each kind of filter change, partial removal, and Comparison shrink and dissolve rules; the shared eligibility rule (inclusive threshold, exact position, missing player or value, order kept, empty pool) and that Pinned invalidation agrees with it; the removal toast text (none, one name, up to three, "and N more"); the Career page's two bars: a threshold is a number or a `{joined, potential}` pair (`thresholdSpec()`), a player is judged against the bar of his own status (`meetsThreshold()`), either bar going up is a stricter threshold (`thresholdRaised()`), a stricter Potential Draftees bar removes only Potential Draftees, a looser bar changes nothing, and the one season named Career is never a season change; the colour contrast of the warning notice, read from the real `style.css` (at least 4.5:1).
+- **Covers:** which row a floating card follows after a threshold or season change (`resolveCarriedRecord()`: any position on the line, inclusive threshold, preferred position wins, off-line or missing closes); the outcome for each kind of filter change, partial removal, and Comparison shrink and dissolve rules; the shared eligibility rule (inclusive threshold, exact position, missing player or value, order kept, empty pool) and that Pinned invalidation agrees with it; the removal toast text (none, one name, up to three, "and N more"); the Career page's two bars: a threshold is a number or a `{joined, prospect}` pair (`thresholdSpec()`), a player is judged against the bar of his own status (`meetsThreshold()`), either bar going up is a stricter threshold (`thresholdRaised()`), a stricter Prospects bar removes only Prospects, a looser bar changes nothing, and the one season named Career is never a season change; the colour contrast of the warning notice, read from the real `style.css` (at least 4.5:1).
 - **Not here:** popup placement → `TEST_POPUP_POSITION.md`.
 - **Known gaps:** the pure functions only. Axis controls and display toggles must never reset cards (INVARIANTS 16), and the Players filter must re-check selections on commit rather than while dragging (INVARIANTS 17), and the toast switching to its yellow warning variant, but that wiring has no test.
diff --git a/tests/test_career_members.py b/tests/test_career_members.py
index 03e9d3e..2f91be1 100644
--- a/tests/test_career_members.py
+++ b/tests/test_career_members.py
@@ -1,7 +1,7 @@
 """Tests for database/career.py: who is on the college Career page.
 
 A member is Joined NFL (the player_id also sits in the NFL table of the same category)
-or a Potential Draftee (a row in the latest college season, and not Joined NFL).
+or a Prospect (a row in the latest college season, and not Joined NFL).
 """
 
 from __future__ import annotations
@@ -22,7 +22,7 @@
 
 AKRON_ID = 102  # MAC.
 JOINED = CareerStatus.JOINED_NFL.value
-POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+PROSPECT = CareerStatus.PROSPECTS.value
 
 PASS_RUSH_TABLES = career.CAREER_TABLES[0]
 PASS_BLOCK_TABLES = career.CAREER_TABLES[1]
@@ -74,13 +74,13 @@ def test_a_player_also_in_the_nfl_table_is_joined_nfl(sess):
     assert _members(sess, NCAAFPassRushCareerMember) == {1: JOINED}
 
 
-def test_a_player_in_the_latest_season_and_not_in_the_nfl_is_a_potential_draftee(sess):
+def test_a_player_in_the_latest_season_and_not_in_the_nfl_is_a_prospect(sess):
     sess.add(_college_row(NCAAFPassRushStat, 2025, 2))
     sess.commit()
 
     career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
-    assert _members(sess, NCAAFPassRushCareerMember) == {2: POTENTIAL}
+    assert _members(sess, NCAAFPassRushCareerMember) == {2: PROSPECT}
 
 
 def test_a_player_in_neither_group_is_not_a_member(sess):
@@ -91,10 +91,10 @@ def test_a_player_in_neither_group_is_not_a_member(sess):
 
     career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
-    assert _members(sess, NCAAFPassRushCareerMember) == {4: POTENTIAL}
+    assert _members(sess, NCAAFPassRushCareerMember) == {4: PROSPECT}
 
 
-def test_a_joined_nfl_player_in_the_latest_season_is_not_also_a_potential_draftee(sess):
+def test_a_joined_nfl_player_in_the_latest_season_is_not_also_a_prospect(sess):
     sess.add(_college_row(NCAAFPassRushStat, 2025, 5))
     sess.add(_nfl_row(NFLPassRushStat, 2026, 5))
     sess.commit()
@@ -102,7 +102,7 @@ def test_a_joined_nfl_player_in_the_latest_season_is_not_also_a_potential_drafte
     counts = career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
     assert _members(sess, NCAAFPassRushCareerMember) == {5: JOINED}
-    assert counts == {JOINED: 1, POTENTIAL: 0}
+    assert counts == {JOINED: 1, PROSPECT: 0}
 
 
 def test_the_latest_season_is_read_from_the_table_not_from_the_seasons_just_loaded(
@@ -117,14 +117,14 @@ def test_the_latest_season_is_read_from_the_table_not_from_the_seasons_just_load
     sess.commit()
     career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
-    assert _members(sess, NCAAFPassRushCareerMember) == {6: POTENTIAL}
+    assert _members(sess, NCAAFPassRushCareerMember) == {6: PROSPECT}
 
 
 def test_rebuilding_follows_the_nfl_table_and_replaces_the_old_members(sess):
     sess.add(_college_row(NCAAFPassRushStat, 2025, 8))
     sess.commit()
     career.rebuild_career_members(sess, PASS_RUSH_TABLES)
-    assert _members(sess, NCAAFPassRushCareerMember) == {8: POTENTIAL}
+    assert _members(sess, NCAAFPassRushCareerMember) == {8: PROSPECT}
 
     # He is drafted and shows up in the NFL table: the next rebuild flips him.
     sess.add(_nfl_row(NFLPassRushStat, 2026, 8))
@@ -144,13 +144,13 @@ def test_rebuilding_twice_gives_the_same_members(sess):
     first = _members(sess, NCAAFPassRushCareerMember)
     career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
-    assert first == {9: POTENTIAL, 10: JOINED}
+    assert first == {9: PROSPECT, 10: JOINED}
     assert _members(sess, NCAAFPassRushCareerMember) == first
 
 
 def test_each_category_matches_against_its_own_nfl_table(sess):
     # He is in the NFL pass-rush table only, so he is Joined NFL for the front 7
-    # and a Potential Draftee for the OL (a college tackle who plays on the edge in the
+    # and a Prospect for the OL (a college tackle who plays on the edge in the
     # pros is not flagged; accepted, rare).
     sess.add(_college_row(NCAAFPassRushStat, 2025, 11))
     sess.add(_college_row(NCAAFPassBlockStat, 2025, 11, position="T"))
@@ -161,7 +161,7 @@ def test_each_category_matches_against_its_own_nfl_table(sess):
     career.rebuild_career_members(sess, PASS_BLOCK_TABLES)
 
     assert _members(sess, NCAAFPassRushCareerMember) == {11: JOINED}
-    assert _members(sess, NCAAFPassBlockCareerMember) == {11: POTENTIAL}
+    assert _members(sess, NCAAFPassBlockCareerMember) == {11: PROSPECT}
 
 
 def test_the_pass_block_members_use_the_nfl_pass_block_table(sess):
@@ -177,7 +177,7 @@ def test_the_pass_block_members_use_the_nfl_pass_block_table(sess):
 def test_an_empty_college_table_gives_no_members(sess):
     counts = career.rebuild_career_members(sess, PASS_RUSH_TABLES)
 
-    assert counts == {JOINED: 0, POTENTIAL: 0}
+    assert counts == {JOINED: 0, PROSPECT: 0}
     assert _members(sess, NCAAFPassRushCareerMember) == {}
 
 
diff --git a/tests/test_career_merge.py b/tests/test_career_merge.py
index d353de5..a6d00ea 100644
--- a/tests/test_career_merge.py
+++ b/tests/test_career_merge.py
@@ -29,7 +29,7 @@
 AKRON_ID = 102  # MAC.
 ALABAMA_ID = 103  # SEC.
 JOINED = CareerStatus.JOINED_NFL.value
-POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+PROSPECT = CareerStatus.PROSPECTS.value
 FRONT_7 = ("ED", "DI")
 
 
@@ -160,7 +160,7 @@ def test_the_snap_columns_never_reach_the_record(sess):
 def test_identity_is_that_of_the_last_college_season(sess):
     sess.add(_rush_row(2023, 1, position="DI", team_code=AKRON_ID))
     sess.add(_rush_row(2024, 1, position="ED", team_code=ALABAMA_ID))
-    sess.add(NCAAFPassRushCareerMember(player_id=1, status=POTENTIAL))
+    sess.add(NCAAFPassRushCareerMember(player_id=1, status=PROSPECT))
     sess.commit()
 
     (record,) = _merge_rush(sess)
@@ -168,7 +168,7 @@ def test_identity_is_that_of_the_last_college_season(sess):
     assert record["position"] == "ED"
     assert record["team"] == ALABAMA_ID
     assert record["conference"] == "SEC"
-    assert record["status"] == POTENTIAL
+    assert record["status"] == PROSPECT
 
 
 def test_two_positions_in_the_last_season_pick_the_one_with_more_opportunities(sess):
@@ -301,8 +301,8 @@ def seeded_career_db():
                 _rush_row(2025, 2, position="DI", pr_opp=200),
                 _block_row(2025, 3, position="G"),
                 NCAAFPassRushCareerMember(player_id=1, status=JOINED),
-                NCAAFPassRushCareerMember(player_id=2, status=POTENTIAL),
-                NCAAFPassBlockCareerMember(player_id=3, status=POTENTIAL),
+                NCAAFPassRushCareerMember(player_id=2, status=PROSPECT),
+                NCAAFPassBlockCareerMember(player_id=3, status=PROSPECT),
             ]
         )
         db.commit()
@@ -315,7 +315,7 @@ def test_career_metadata_lists_statuses_positions_and_two_thresholds(
 ):
     body = client.get("/api/ncaaf/career/metadata").json()
 
-    assert body["statuses"] == [JOINED, POTENTIAL]
+    assert body["statuses"] == [JOINED, PROSPECT]
     assert list(body["pass_rush"]["positions"]) == ["ED", "DI"]
     assert list(body["pass_block"]["positions"]) == ["T", "G", "C"]
     assert (
@@ -323,15 +323,15 @@ def test_career_metadata_lists_statuses_positions_and_two_thresholds(
         == NCAAF_CAREER_DEFAULT_THRESHOLDS["pass_rush"]
     )
 
-    assert set(body["pass_block"]["default_thresholds"]) == {JOINED, POTENTIAL}
+    assert set(body["pass_block"]["default_thresholds"]) == {JOINED, PROSPECT}
     assert body["team_conferences"] == {str(ALABAMA_ID): "SEC", str(AKRON_ID): "MAC"}
     assert body["teams"][str(ALABAMA_ID)]["full_name"] == "Alabama"
     assert "tps_note" in body
 
 
-def test_the_joined_nfl_threshold_is_stricter_than_the_potential_draftee_one():
+def test_the_joined_nfl_threshold_is_stricter_than_the_prospect_one():
     for thresholds in NCAAF_CAREER_DEFAULT_THRESHOLDS.values():
-        assert thresholds[JOINED] > thresholds[POTENTIAL]
+        assert thresholds[JOINED] > thresholds[PROSPECT]
 
 
 def test_career_routes_send_every_member_with_no_server_side_threshold(
diff --git a/tests/test_ncaaf_career_page.py b/tests/test_ncaaf_career_page.py
index fdededc..80c7902 100644
--- a/tests/test_ncaaf_career_page.py
+++ b/tests/test_ncaaf_career_page.py
@@ -14,23 +14,22 @@
 from main import SessionLocal
 
 JOINED = CareerStatus.JOINED_NFL.value
-POTENTIAL = CareerStatus.POTENTIAL_DRAFTEES.value
+PROSPECT = CareerStatus.PROSPECTS.value
 AKRON_ID = 102
 
-# The default bars of the front 7 (Joined NFL stricter than Potential Draftees).
+# The default bars of the front 7 (Joined NFL stricter than Prospects).
 DEFAULTS = NCAAF_CAREER_DEFAULT_THRESHOLDS["pass_rush"]
 JOINED_BAR = DEFAULTS[JOINED]
-POTENTIAL_BAR = DEFAULTS[POTENTIAL]
+PROSPECT_BAR = DEFAULTS[PROSPECT]
 
 # player id -> (status, pass rush opportunities), set around the default bars: only
-# 1, 2 and 5 clear the bar of their own status. Player 5 only lifts the Potential
-# Draftees slider ceiling, so that bar can be raised past player 2.
+# 1, 2 and 5 clear the bar of their own status. Player 5 only lifts the Prospects slider ceiling, so that bar can be raised past player 2.
 PLAYERS = {
     1: (JOINED, JOINED_BAR + 100),
-    2: (POTENTIAL, POTENTIAL_BAR + 50),
-    3: (POTENTIAL, POTENTIAL_BAR - 50),
+    2: (PROSPECT, PROSPECT_BAR + 50),
+    3: (PROSPECT, PROSPECT_BAR - 50),
     4: (JOINED, JOINED_BAR - 50),
-    5: (POTENTIAL, POTENTIAL_BAR + 150),
+    5: (PROSPECT, PROSPECT_BAR + 150),
 }
 
 
@@ -159,25 +158,25 @@ def test_the_page_shows_a_status_dropdown_and_two_bars_and_no_season(page):
     assert page.is_visible("#status-control")
     assert page.is_hidden("#status-dropdown")
     assert page.is_visible("#threshold-control")
-    assert page.is_visible("#potential-threshold-control")
+    assert page.is_visible("#prospect-threshold-control")
 
 
-def test_only_potential_draftees_is_lit_at_first(page):
+def test_only_prospects_is_lit_at_first(page):
     assert not page.is_checked("#status-joined")
-    assert page.is_checked("#status-potential")
-    assert page.inner_text("#status-select-summary") == "Potential Draftees"
-    assert _applied(page)["statuses"] == POTENTIAL
+    assert page.is_checked("#status-prospect")
+    assert page.inner_text("#status-select-summary") == "Prospects"
+    assert _applied(page)["statuses"] == PROSPECT
 
 
 def test_both_bars_stay_fully_usable_whatever_status_is_lit(page):
     # Joined NFL is off at first; its bar is neither greyed nor tied to the Status Filter.
-    for control in ("#threshold-control", "#potential-threshold-control"):
+    for control in ("#threshold-control", "#prospect-threshold-control"):
         assert not _is_muted(page, control)
         assert _opacity(page, control) == "1"
 
-    _toggle_status(page, "#status-potential")
+    _toggle_status(page, "#status-prospect")
 
-    for control in ("#threshold-control", "#potential-threshold-control"):
+    for control in ("#threshold-control", "#prospect-threshold-control"):
         assert _opacity(page, control) == "1"
 
     _set_bar(page, "#threshold-number", "300")
@@ -191,7 +190,7 @@ def test_the_status_summary_follows_the_ticks(page):
 
     assert page.inner_text("#status-select-summary") == "All Status"
 
-    page.click("#status-potential")
+    page.click("#status-prospect")
 
     assert page.inner_text("#status-select-summary") == "Joined NFL"
 
@@ -202,13 +201,13 @@ def test_the_status_summary_follows_the_ticks(page):
 
 def test_the_bars_start_at_the_defaults_of_their_own_status(page):
     assert page.input_value("#threshold-number") == str(JOINED_BAR)
-    assert page.input_value("#threshold-potential-number") == str(POTENTIAL_BAR)
+    assert page.input_value("#threshold-prospect-number") == str(PROSPECT_BAR)
 
     applied = _applied(page)
 
     assert applied["season"] == "Career"
     assert applied["threshold"] == str(JOINED_BAR)
-    assert applied["potentialThreshold"] == str(POTENTIAL_BAR)
+    assert applied["prospectThreshold"] == str(PROSPECT_BAR)
 
 
 def test_each_player_must_clear_the_bar_of_his_own_status(page):
@@ -223,7 +222,7 @@ def test_lighting_joined_nfl_only_changes_the_dimming_and_never_the_pool(page):
         "#apply-filters", "el => el.classList.contains('pending')"
     )
 
-    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+    _apply_and_wait(page, "statuses", f"{JOINED},{PROSPECT}")
 
     assert _pool_ids(page) == [1, 2, 5]
 
@@ -237,8 +236,8 @@ def test_a_switched_off_status_still_counts_toward_the_pool_through_its_bar(page
 
 
 def test_raising_one_bar_changes_only_that_statuss_players(page):
-    _set_bar(page, "#threshold-potential-number", POTENTIAL_BAR + 60)
-    _apply_and_wait(page, "potentialThreshold", POTENTIAL_BAR + 60)
+    _set_bar(page, "#threshold-prospect-number", PROSPECT_BAR + 60)
+    _apply_and_wait(page, "prospectThreshold", PROSPECT_BAR + 60)
 
     assert _pool_ids(page) == [1, 5]
 
@@ -249,11 +248,11 @@ def test_the_chart_title_names_career_and_the_subtitle_counts_each_status(page):
 
     assert "Career" in title["text"]
 
-    # Two lines: Potential Draftees first, then Joined NFL, each with its own count and bar.
-    potential_line, joined_line = subtitle.split("<br>")
+    # Two lines: Prospects first, then Joined NFL, each with its own count and bar.
+    prospect_line, joined_line = subtitle.split("<br>")
 
-    assert potential_line.startswith("2 Potential Draftees with at least ")
-    assert f"at least {POTENTIAL_BAR} " in potential_line
+    assert prospect_line.startswith("2 Prospects with at least ")
+    assert f"at least {PROSPECT_BAR} " in prospect_line
     assert joined_line.startswith("1 Joined NFL with at least ")
     assert f"at least {JOINED_BAR} " in joined_line
 
@@ -263,7 +262,7 @@ def test_a_changed_bar_lights_apply_until_it_is_applied(page):
         "#apply-filters", "el => el.classList.contains('pending')"
     )
 
-    _set_bar(page, "#threshold-potential-number", POTENTIAL_BAR - 20)
+    _set_bar(page, "#threshold-prospect-number", PROSPECT_BAR - 20)
 
     assert page.eval_on_selector(
         "#apply-filters", "el => el.classList.contains('pending')"
@@ -290,7 +289,7 @@ def test_no_team_is_picked_at_first_so_only_the_lit_status_is_highlighted(page):
 
 def test_lighting_a_status_highlights_its_players(page):
     _toggle_status(page, "#status-joined")
-    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+    _apply_and_wait(page, "statuses", f"{JOINED},{PROSPECT}")
 
     assert _lit_players(page) == [1, 2, 5]
 
@@ -321,7 +320,7 @@ def _flip_enable_status(page):
 def test_enable_status_is_on_at_first(page):
     assert page.is_checked("#status-enabled")
     assert page.is_enabled("#status-toggle-btn")
-    assert page.inner_text("#status-select-summary") == "Potential Draftees"
+    assert page.inner_text("#status-select-summary") == "Prospects"
 
 
 def test_turning_enable_status_off_lights_apply_and_takes_status_out_of_the_highlights(
@@ -358,24 +357,24 @@ def test_with_enable_status_off_only_teams_and_players_light_players(page):
 
 def test_the_ticks_are_kept_while_enable_status_is_off_and_come_back_on(page):
     _toggle_status(page, "#status-joined")
-    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+    _apply_and_wait(page, "statuses", f"{JOINED},{PROSPECT}")
     _flip_enable_status(page)
     _apply_and_wait(page, "statuses", "")
 
     assert page.is_checked("#status-joined")
-    assert page.is_checked("#status-potential")
+    assert page.is_checked("#status-prospect")
 
     _flip_enable_status(page)
-    _apply_and_wait(page, "statuses", f"{JOINED},{POTENTIAL}")
+    _apply_and_wait(page, "statuses", f"{JOINED},{PROSPECT}")
 
     assert page.inner_text("#status-select-summary") == "All Status"
     assert _lit_players(page) == [1, 2, 5]
 
 
 def test_the_nfl_alumni_roster_is_joined_nfl_only(page):
-    # Anchor is a Potential Draftee; his card's roster is the school's same-line players who
+    # Anchor is a Prospect; his card's roster is the school's same-line players who
     # reached the NFL and clear the Joined NFL bar. Player 4 is Joined NFL but below the bar,
-    # Player 5 clears his own bar but is a Potential Draftee — neither is an alum.
+    # Player 5 clears his own bar but is a Prospect — neither is an alum.
     out = page.evaluate("""async () => {
   const d = await import('/data.js');
   const l = await import('/linemate-card.js');
@@ -423,12 +422,12 @@ def test_a_career_player_card_marks_the_status_and_writes_the_bar_of_each_status
 }""")
 
     assert out["labels"][0] == "Status"
-    assert out["values"][0] == "Potential Draftees"
-    joined_line, potential_line = out["threshold"].split("\n")
+    assert out["values"][0] == "Prospects"
+    joined_line, prospect_line = out["threshold"].split("\n")
     assert joined_line.startswith(f"Threshold: ≥ {out['bars']['joined']} ")
     assert joined_line.endswith("(Joined NFL).")
-    assert potential_line.startswith(f"≥ {out['bars']['potential']} ")
-    assert potential_line.endswith("(Potential Draftees).")
+    assert prospect_line.startswith(f"≥ {out['bars']['prospect']} ")
+    assert prospect_line.endswith("(Prospects).")
 
 
 def test_the_nfl_alumni_card_has_no_line_summary(page):
@@ -467,7 +466,7 @@ def test_the_nfl_alumni_card_marks_the_status_and_states_only_the_joined_nfl_bar
 }""")
 
     assert out["note"].startswith(f"1 NFL alumnus with ≥ {out['bars']['joined']} ")
-    assert "Potential" not in out["note"]
+    assert "Prospect" not in out["note"]
     assert "Status" in out["labels"]
 
 
@@ -488,9 +487,9 @@ def test_a_career_comparison_card_marks_each_status_and_writes_both_bars(page):
   };
 }""")
 
-    assert out["status"] == ["Joined NFL", "Potential Draftees"]
+    assert out["status"] == ["Joined NFL", "Prospects"]
     assert "(Joined NFL)" in out["pool"]
-    assert "(Potential Draftees)" in out["pool"]
+    assert "(Prospects)" in out["pool"]
 
 
 def test_the_season_pages_keep_one_bar_and_no_status_filter(
@@ -513,11 +512,11 @@ def test_the_season_pages_keep_one_bar_and_no_status_filter(
 
         assert pg.is_visible(".control-season")
         assert pg.is_hidden("#status-control")
-        assert pg.is_hidden("#potential-threshold-control")
+        assert pg.is_hidden("#prospect-threshold-control")
 
         applied = pg.evaluate("async () => (await import('/data.js')).appliedFilters")
 
-        assert "potentialThreshold" not in applied
+        assert "prospectThreshold" not in applied
         assert "statuses" not in applied
 
         browser.close()
diff --git a/tests/test_pinned_impact.py b/tests/test_pinned_impact.py
index 3152cfe..cccd7f3 100644
--- a/tests/test_pinned_impact.py
+++ b/tests/test_pinned_impact.py
@@ -691,21 +691,21 @@ def _career_rec(player, opp, status, position="ED"):
 
 
 JOINED = "Joined NFL"
-POTENTIAL = "Potential Draftees"
+PROSPECT = "Prospects"
 CAREER_POOL = [
     _career_rec("J-high", 400, JOINED),
     _career_rec("J-low", 200, JOINED),
-    _career_rec("P-high", 200, POTENTIAL),
-    _career_rec("P-low", 100, POTENTIAL),
+    _career_rec("P-high", 200, PROSPECT),
+    _career_rec("P-low", 100, PROSPECT),
 ]
 
 
-def _career_state(joined, potential, position="ED"):
+def _career_state(joined, prospect, position="ED"):
     return dict(
         category="pass_rush",
         season="Career",
         position=position,
-        threshold=dict(joined=joined, potential=potential),
+        threshold=dict(joined=joined, prospect=prospect),
     )
 
 
@@ -720,7 +720,7 @@ def _spec_call(page, function, *arguments):
 
 
 def test_a_career_player_is_judged_against_the_bar_of_his_own_status(page):
-    spec = dict(joined=300, potential=150)
+    spec = dict(joined=300, prospect=150)
 
     assert _spec_call(page, "meetsThreshold", CAREER_POOL[0], FIELD, spec) is True
     assert _spec_call(page, "meetsThreshold", CAREER_POOL[1], FIELD, spec) is False
@@ -737,21 +737,17 @@ def test_a_plain_number_still_judges_every_player_the_same_way(page):
 def test_the_spec_is_a_number_on_a_season_page_and_a_pair_on_career(page):
     assert _spec_call(page, "thresholdSpec", "230", None) == 230
     assert _spec_call(page, "thresholdSpec", "300", "150") == dict(
-        joined=300, potential=150
+        joined=300, prospect=150
     )
 
 
 def test_raising_either_career_bar_counts_as_a_stricter_threshold(page):
-    base = dict(joined=300, potential=150)
+    base = dict(joined=300, prospect=150)
 
-    assert _spec_call(page, "thresholdRaised", dict(joined=300, potential=151), base)
-    assert _spec_call(page, "thresholdRaised", dict(joined=301, potential=150), base)
-    assert not _spec_call(
-        page, "thresholdRaised", dict(joined=300, potential=150), base
-    )
-    assert not _spec_call(
-        page, "thresholdRaised", dict(joined=200, potential=100), base
-    )
+    assert _spec_call(page, "thresholdRaised", dict(joined=300, prospect=151), base)
+    assert _spec_call(page, "thresholdRaised", dict(joined=301, prospect=150), base)
+    assert not _spec_call(page, "thresholdRaised", dict(joined=300, prospect=150), base)
+    assert not _spec_call(page, "thresholdRaised", dict(joined=200, prospect=100), base)
     assert _spec_call(page, "thresholdRaised", 231, 230)
     assert not _spec_call(page, "thresholdRaised", 230, 230)
 
@@ -760,13 +756,13 @@ def test_eligibility_on_career_uses_each_players_own_bar(page):
     names = ["J-high", "J-low", "P-high", "P-low"]
 
     result = _partition(
-        page, names, CAREER_POOL, threshold=dict(joined=300, potential=150)
+        page, names, CAREER_POOL, threshold=dict(joined=300, prospect=150)
     )
 
     assert result == dict(kept=["J-high", "P-high"], removed=["J-low", "P-low"])
 
 
-def test_a_stricter_potential_bar_removes_only_potential_draftees(page):
+def test_a_stricter_prospect_bar_removes_only_prospects(page):
     pinned = ["J-high", "P-high"]
     applied = _career_state(300, 150)
 

From 91ba3a599d7d3016cd06cd423dfee9863057f5f4 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Sun, 1 Nov 2026 12:49:00 -0500
Subject: [PATCH 15/16] Created "TPS Proportion %" for OL.

Required metric for OL.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 config/__init__.py                         |  2 +
 config/metrics.py                          |  1 +
 database/career_merge.py                   |  8 ++++
 database/columns.py                        | 23 ++++++++++
 database/db_models.py                      |  5 +-
 main.py                                    |  7 +++
 playbook/DECISIONS.md                      |  1 +
 playbook/architecture/METRICS-AND-NOTES.md | 11 +++++
 playbook/tests/TEST_API_ENDPOINTS.md       |  2 +-
 playbook/tests/TEST_CAREER_MERGE.md        |  2 +-
 playbook/tests/TEST_NEUTRAL_METRIC.md      |  2 +-
 tests/test_api_endpoints.py                | 45 ++++++++++++++++++
 tests/test_career_merge.py                 | 29 ++++++++++++
 tests/test_neutral_metric.py               | 53 ++++++++++++++++++++++
 14 files changed, 186 insertions(+), 5 deletions(-)

diff --git a/config/__init__.py b/config/__init__.py
index 33ea918..939e395 100644
--- a/config/__init__.py
+++ b/config/__init__.py
@@ -28,6 +28,7 @@
     PRP_NOTE,
     ROUNDING_DECIMALS,
     TPS_NOTE,
+    TPS_PROPORTION_NOTE,
 )
 from config.thresholds import (
     DEFAULT_THRESHOLDS,
@@ -63,6 +64,7 @@
     "PRP_NOTE",
     "ROUNDING_DECIMALS",
     "TPS_NOTE",
+    "TPS_PROPORTION_NOTE",
     "CareerStatus",
     "League",
     "resolve_default_threshold",
diff --git a/config/metrics.py b/config/metrics.py
index 40ce9a5..21d0854 100644
--- a/config/metrics.py
+++ b/config/metrics.py
@@ -15,6 +15,7 @@
 
 PRP_NOTE = "PRP = (Sacks + 0.5 x (QB Hits + Hurries)) / Pass Rush Opportunities x 100."
 PASS_COV_PERCENT_NOTE = "Pass Cov Percent = 100 - Pass Rush Percent, where Pass Rush Percent = Pass Rush Snaps / Pass Play Snaps x 100."
+TPS_PROPORTION_NOTE = "TPS Proportion % = TPS Non Spike Pass Block Snaps / Non Spike Pass Block Snaps x 100."
 PBE_NOTE = "PBE = 100 - (Sacks + 0.5 x (QB Hits + Hurries)) / Non Spike Pass Block Snaps x 100."
 
 # Shared across every "TPS "-prefixed metric — not a per-metric formula, so
diff --git a/database/career_merge.py b/database/career_merge.py
index 3faa682..3399fe9 100644
--- a/database/career_merge.py
+++ b/database/career_merge.py
@@ -26,6 +26,7 @@
     PASS_BLOCK_DATA_COLUMNS,
     PASS_RUSH_DATA_COLUMNS,
     DataColumn,
+    with_tps_proportion,
 )
 from database.db_models import (
     NCAAFPassBlockCareerMember,
@@ -48,6 +49,8 @@ class CareerSpec:
     order_attr: str  # The count a record is ordered by, descending.
     # (column attr, rush snaps attr, pass play snaps attr) of each Pass Cov Percent column.
     complement_snaps: tuple[tuple[str, str, str], ...] = ()
+    # Whether the record gets TPS Proportion % (the OL only), from its summed snap counts.
+    adds_tps_proportion: bool = False
 
 
 PASS_RUSH_CAREER = CareerSpec(
@@ -72,6 +75,7 @@ class CareerSpec:
     tps_weight_attr="tps_non_spike_pb_snaps",
     sum_attrs=("games", "non_spike_pb_snaps", "tps_non_spike_pb_snaps"),
     order_attr="non_spike_pb_snaps",
+    adds_tps_proportion=True,
 )
 
 
@@ -221,6 +225,10 @@ def merged_career_rows(
             else:
                 record[api_key] = round(float(value), ROUNDING_DECIMALS)
 
+        if spec.adds_tps_proportion:
+            # A ratio of the summed counts, never the mean of the seasons' ratios.
+            with_tps_proportion(record)
+
         records.append(record)
 
     order_key = next(
diff --git a/database/columns.py b/database/columns.py
index b5124af..5487b21 100644
--- a/database/columns.py
+++ b/database/columns.py
@@ -94,6 +94,29 @@ class DataColumn:
 )
 
 
+# The OL-only share of pass block snaps that were true pass sets. It is never stored: the API
+# computes it from the two snap counts, so the season and Career payloads stay in step.
+TPS_PROPORTION_API_KEY = "TPS Proportion %"
+TPS_PROPORTION_DECIMALS = 1
+
+
+def tps_proportion_pct(tps_snaps: int | None, snaps: int | None) -> float | None:
+    """TPS Non Spike PB Snaps / Non Spike PB Snaps x 100, or None when it is undefined."""
+    if tps_snaps is None or not snaps:
+        return None
+
+    return round(100.0 * tps_snaps / snaps, TPS_PROPORTION_DECIMALS)
+
+
+def with_tps_proportion(payload: dict) -> dict:
+    """The pass block payload with its TPS Proportion % added, from its two snap counts."""
+    payload[TPS_PROPORTION_API_KEY] = tps_proportion_pct(
+        payload.get("TPS Non Spike PB Snaps"), payload.get("Non Spike PB Snaps")
+    )
+
+    return payload
+
+
 def required_excel_headers(data_columns: tuple[DataColumn, ...]) -> tuple[str, ...]:
     """The headers a sheet must have: the identity columns plus every data column."""
     return IDENTITY_EXCEL_HEADERS + tuple(
diff --git a/database/db_models.py b/database/db_models.py
index dd74066..a4d0744 100644
--- a/database/db_models.py
+++ b/database/db_models.py
@@ -34,6 +34,7 @@
     PASS_BLOCK_DATA_COLUMNS,
     PASS_RUSH_DATA_COLUMNS,
     row_to_payload,
+    with_tps_proportion,
 )
 
 
@@ -233,7 +234,7 @@ def pass_rush_row_to_dict(row: NFLPassRushStat) -> dict:
 
 
 def pass_block_row_to_dict(row: NFLPassBlockStat) -> dict:
-    return row_to_payload(row, PASS_BLOCK_DATA_COLUMNS)
+    return with_tps_proportion(row_to_payload(row, PASS_BLOCK_DATA_COLUMNS))
 
 
 def ncaaf_pass_rush_row_to_dict(row: NCAAFPassRushStat) -> dict:
@@ -242,6 +243,6 @@ def ncaaf_pass_rush_row_to_dict(row: NCAAFPassRushStat) -> dict:
 
 def ncaaf_pass_block_row_to_dict(row: NCAAFPassBlockStat) -> dict:
     return {
-        **row_to_payload(row, PASS_BLOCK_DATA_COLUMNS),
+        **with_tps_proportion(row_to_payload(row, PASS_BLOCK_DATA_COLUMNS)),
         "conference": row.conference,
     }
diff --git a/main.py b/main.py
index 13ee859..51544c4 100644
--- a/main.py
+++ b/main.py
@@ -32,6 +32,7 @@
     PRP_NOTE,
     NCAAF_CAREER_DEFAULT_THRESHOLDS,
     TPS_NOTE,
+    TPS_PROPORTION_NOTE,
     CareerStatus,
     League,
     resolve_default_threshold,
@@ -153,6 +154,12 @@
 }
 
 PASS_BLOCK_METRICS = {
+    "TPS Proportion %": {
+        "unit": "%",
+        "higher_is_better": True,
+        "formula_note": TPS_PROPORTION_NOTE,
+        "pff_note": "Share of non-spike pass block snaps that were true pass sets",
+    },
     "Allowed Pressure %": {
         "unit": "%",
         "higher_is_better": False,
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index cfddf0a..d588d29 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -132,3 +132,4 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-11-01: the NFL Alumni card has no Line Summary (3M and RSWA): alumni of one school never played together, so a summary of them would describe a line that never existed. This replaces the 2026-10-31 line that the card differs from Linemates only in name and roster; the table heading reads "Players" there.
 - 2026-11-01: Career has an "Enable Status" switch in the Status label row (on at first, Apply-gated): off takes Status out of the highlight union so Teams and Players can work alone (a classic union), the Status button is greyed and reads "Off", and the ticks are kept for when it is turned back on. It never touches the percentile pool or the two bars. Every on/off toggle in the app (Filters' Player Names, Team Logos and Include metric notes, the cards' "Include {player}", Enable Status) is an iPhone-style switch, one CSS rule on `.checkbox-label`; the checklists inside the Teams and Status dropdowns stay checkboxes. Floating-Apply is still only a discussion (`discussions/FLOATING-APPLY.md`).
 - 2026-11-01: every card shows the true-pass-set count right under the threshold field (`TPS PR Opp`, `TPS Non Spike PB Snaps`): a row in the Player Card's Metadata, a row or column of the Comparison and Linemate/NFL Alumni cards, sortable in Sort. The values were already in the API payload (summed over the seasons on Career), so it is a frontend-only change.
+- 2026-11-01: the OL has a Required Metric `TPS Proportion %` = TPS Non Spike PB Snaps / Non Spike PB Snaps x 100 (one decimal), first in Required Metrics, directly above Allowed Pressure %. It says how large a share of his snaps were true pass sets, which matters because the TPS leaves out the plays that favour the OL (a low share is often the offence shielding its line). It is Color Coded with higher is better (not neutral), is in the Line Summary, has a text-only formula note (the shared TPS note is appended), and exists for the OL only. It is computed in the API from the two stored counts (no schema change, no re-ingestion); Career is the ratio of the summed counts, never the mean of season ratios.
diff --git a/playbook/architecture/METRICS-AND-NOTES.md b/playbook/architecture/METRICS-AND-NOTES.md
index 46a5f0b..181feb6 100644
--- a/playbook/architecture/METRICS-AND-NOTES.md
+++ b/playbook/architecture/METRICS-AND-NOTES.md
@@ -24,6 +24,17 @@ exception — higher-is-better despite being in the pass-block category, same as
 pass-rush side. Any future per-category direction shortcut (frontend or backend) must special-case
 these two rather than assume category implies direction.
 
+**`TPS Proportion %` (OL only).** A pass-block Required Metric = TPS Non Spike PB Snaps / Non Spike PB Snaps x 100,
+one decimal: how large a share of an OL's snaps were true pass sets (the plays that favour the OL are left out of
+the TPS, so a high share means his other numbers carry more weight). It is never stored: `database/columns.py`'s
+`with_tps_proportion()` adds it to the pass-block payload from the two count columns (`None` when either is missing
+or the denominator is 0), and the Career merge calls the same function on the **summed** counts, so a Career value is
+a ratio of sums, never a mean of season ratios. It is the first key of `PASS_BLOCK_METRICS` (directly above
+Allowed Pressure %), so every list that follows the API order shows it there; the default axes still name their
+metrics explicitly. It is Color Coded (`higher_is_better: true`, no `neutral`), is in the Line Summary, and carries a
+text-only `formula_note` (`TPS_PROPORTION_NOTE`); because its name starts with "TPS ", the frontend appends the shared
+`TPS_NOTE` to it. The front 7 has no counterpart.
+
 **Default axis pair per category** (`filters.js`'s `populateCategoryDependentControls()`): each
 category seeds its X/Y metric selects to a distinct, curated pair rather than the first two entries
 in `PASS_RUSH_METRICS`/`PASS_BLOCK_METRICS` — pass-rush defaults to Win Rate (X) vs. TPS PRP (Y),
diff --git a/playbook/tests/TEST_API_ENDPOINTS.md b/playbook/tests/TEST_API_ENDPOINTS.md
index 4127b87..c6712b1 100644
--- a/playbook/tests/TEST_API_ENDPOINTS.md
+++ b/playbook/tests/TEST_API_ENDPOINTS.md
@@ -4,6 +4,6 @@
 
 - **Kind:** API (HTTP client).
 - **Needs:** `client` and `seeded_db` (NFL) or `seeded_ncaaf_db` (college) from `conftest.py`. No browser.
-- **Covers:** `/api/nfl/metadata` shape; the old unprefixed routes answering 404; the NFL metadata carrying no conference data; the college metadata (seasons, schools keyed by franchise id, conference order, each season's conference of every school), the college default thresholds 230 and 360, college records carrying `conference` and the franchise id as `team`, the college routes mirroring the NFL errors, and the two leagues never mixing; pass-rush and pass-block returning the seeded rows; errors for an unknown position and for missing query parameters; a request without a position returning every position.
+- **Covers:** `/api/nfl/metadata` shape; the old unprefixed routes answering 404; the NFL metadata carrying no conference data; the college metadata (seasons, schools keyed by franchise id, conference order, each season's conference of every school), the college default thresholds 230 and 360, college records carrying `conference` and the franchise id as `team`, the college routes mirroring the NFL errors, and the two leagues never mixing; pass-rush and pass-block returning the seeded rows; errors for an unknown position and for missing query parameters; a request without a position returning every position; the pass-block payload carrying `TPS Proportion %` (rounded to one decimal, `None` without a denominator, absent from pass rush); the pass-block metadata listing it first, directly above Allowed Pressure %, higher-is-better and not neutral.
 - **Not here:** the Career routes under `/api/ncaaf/career/` -> `TEST_CAREER_MERGE.md`; how the app is assembled → `TEST_APP_STARTUP.md`; Service Worker behaviour → `TEST_SW_CACHE_BYPASS.md`.
 - **Known gaps:** `test_metadata_shape` checks the shape only, not every metric's `higher_is_better` value (INVARIANTS 6). The neutral Pass Cov Percent metrics (flags, listed after the required metrics) `player_id` in rows, and the Pass Cov Percent popup text (`pff_note`) with no metric carrying a `card_note` are covered.
diff --git a/playbook/tests/TEST_CAREER_MERGE.md b/playbook/tests/TEST_CAREER_MERGE.md
index 9000f98..4eb3910 100644
--- a/playbook/tests/TEST_CAREER_MERGE.md
+++ b/playbook/tests/TEST_CAREER_MERGE.md
@@ -4,6 +4,6 @@
 
 - **Kind:** pure Python for the merge (an in-memory sqlite database with synthetic rows) and API (HTTP client) for the routes.
 - **Needs:** nothing beyond sqlalchemy for the merge; `client` from `conftest.py` and the file's own `seeded_career_db` for the routes. No browser.
-- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; a season with no opportunities and an infinite stored rate being skipped instead of turning the Career rate into NaN (Postgres); the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Prospect one; every member sent with no server-side threshold; an unknown position answering 400.
+- **Covers:** counts (games, PR Opp, TPS PR Opp) summed over seasons; a rate weighted by its own denominator and the TPS rates by the TPS one; Pass Cov Percent rebuilt from the pass-rush and pass-play snap counts and not from PR Opp; the hidden snap columns never reaching a record; position, team, conference and status taken from the last college season; the row with more opportunities standing for a player who has two positions in that season; the position filter reading the last position; a non-member never listed; a zero denominator giving `None`; a season with no opportunities and an infinite stored rate being skipped instead of turning the Career rate into NaN (Postgres); the order (opportunities, then player id); the offensive line weighting by Non Spike PB Snaps; `TPS Proportion %` as the ratio of the summed counts (not the mean of the seasons' ratios), `None` with no snaps, and absent from front 7 records; the conference lookup of each member's last school; the Career metadata (statuses, positions, one default threshold per status, teams, conferences); the Joined NFL default being stricter than the Prospect one; every member sent with no server-side threshold; an unknown position answering 400.
 - **Not here:** who is a member -> `TEST_CAREER_MEMBERS.md`; the Season routes -> `TEST_API_ENDPOINTS.md`; the Career page and its sliders (not built yet).
 - **Known gaps:** none recorded.
diff --git a/playbook/tests/TEST_NEUTRAL_METRIC.md b/playbook/tests/TEST_NEUTRAL_METRIC.md
index 3adcb48..9348329 100644
--- a/playbook/tests/TEST_NEUTRAL_METRIC.md
+++ b/playbook/tests/TEST_NEUTRAL_METRIC.md
@@ -4,6 +4,6 @@
 
 - **Kind:** browser (Playwright) for card rendering; pure Python for the source and CSS checks.
 - **Needs:** the live server and Chromium; skipped when Chromium is missing. The cards are rendered on synthetic five-player slices, because the seeded database has one player per position.
-- **Covers:** the DL Player Card grouped into Metadata (Games, PR Opp, TPS PR Opp, the TPS count right under the threshold field), Required Metrics and Bonus Metrics (Pass Cov Percent, TPS Pass Cov Percent) with headings, and the OL card with no Bonus section; the Linemate Card Line Summary leaving out Pass Cov Percent and TPS Pass Cov Percent; the metric order (axis pickers, Comparison and Linemate cards) putting the bonus metrics last; the grey chip still shows `#rank/N · Nth pct`; highest value ranks #1; other metrics keep their Color Code; the Comparison Card uses the neutral chip; the Linemate Card source uses it; the Player Card showing only the pool and Threshold bullets; metadata flags (`neutral`, `higher_is_better: true`, so the axis is not reversed); chip text contrast at least 4.5:1.
+- **Covers:** the DL Player Card grouped into Metadata (Games, PR Opp, TPS PR Opp, the TPS count right under the threshold field), Required Metrics and Bonus Metrics (Pass Cov Percent, TPS Pass Cov Percent) with headings, and the OL card with no Bonus section and `TPS Proportion %` first under Required Metrics, directly above Allowed Pressure %, with a Color Code chip (not grey) that ranks the highest value #1; the Line Summary of the OL including it (the front 7 has no such metric); the Linemate Card Line Summary leaving out Pass Cov Percent and TPS Pass Cov Percent; the metric order (axis pickers, Comparison and Linemate cards) putting the bonus metrics last; the grey chip still shows `#rank/N · Nth pct`; highest value ranks #1; other metrics keep their Color Code; the Comparison Card uses the neutral chip; the Linemate Card source uses it; the Player Card showing only the pool and Threshold bullets; metadata flags (`neutral`, `higher_is_better: true`, so the axis is not reversed); chip text contrast at least 4.5:1.
 - **Not here:** the Color Code thresholds themselves.
 - **Known gaps:** the Linemate roster is checked from source, not rendered; the plot axis direction is checked through metadata only.
diff --git a/tests/test_api_endpoints.py b/tests/test_api_endpoints.py
index eaa5e2e..2838ba0 100644
--- a/tests/test_api_endpoints.py
+++ b/tests/test_api_endpoints.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 from datetime import date
 from config import DEFAULT_THRESHOLDS, NCAAF_DEFAULT_THRESHOLDS
+from database.columns import tps_proportion_pct
 
 
 def test_metadata_shape(client, seeded_db):
@@ -240,3 +241,47 @@ def test_the_two_leagues_never_mix(client, seeded_db, seeded_ncaaf_db):
 
     assert {r["player_id"] for r in nfl} == {1001, 1002}
     assert {r["player_id"] for r in college} == {5001, 5002}
+
+
+def test_pass_block_payload_carries_the_tps_proportion_from_its_two_counts(
+    client, seeded_db
+):
+    resp = client.get("/api/nfl/pass_block", params={"season": 2025, "position": "T"})
+    (record,) = resp.json()["records"]
+
+    # 200 true pass set snaps out of 500, to one decimal.
+    assert record["TPS Proportion %"] == 40.0
+
+    pass_rush = client.get(
+        "/api/nfl/pass_rush", params={"season": 2025, "position": "ED"}
+    ).json()["records"][0]
+
+    assert "TPS Proportion %" not in pass_rush
+
+
+def test_tps_proportion_rounds_to_one_decimal_and_is_missing_without_a_denominator():
+    assert tps_proportion_pct(1, 3) == 33.3
+    assert tps_proportion_pct(2, 3) == 66.7
+    assert tps_proportion_pct(0, 300) == 0.0
+    assert tps_proportion_pct(5, 0) is None
+    assert tps_proportion_pct(None, 300) is None
+    assert tps_proportion_pct(100, None) is None
+
+
+def test_tps_proportion_is_the_first_coloured_required_metric_of_the_line(
+    client, seeded_db
+):
+    metrics = client.get("/api/nfl/metadata").json()["pass_block"]["metrics"]
+    keys = list(metrics)
+
+    # Directly above Allowed Pressure %, so every list that follows this order shows it there.
+    assert keys[:2] == ["TPS Proportion %", "Allowed Pressure %"]
+    assert metrics["TPS Proportion %"]["higher_is_better"] is True
+    assert metrics["TPS Proportion %"]["unit"] == "%"
+    assert "neutral" not in metrics["TPS Proportion %"]
+    assert metrics["TPS Proportion %"]["formula_note"].startswith("TPS Proportion %")
+
+    # The front 7 has no counterpart.
+    pass_rush = client.get("/api/nfl/metadata").json()["pass_rush"]["metrics"]
+
+    assert "TPS Proportion %" not in pass_rush
diff --git a/tests/test_career_merge.py b/tests/test_career_merge.py
index a6d00ea..ca075cb 100644
--- a/tests/test_career_merge.py
+++ b/tests/test_career_merge.py
@@ -369,3 +369,32 @@ def test_career_routes_reject_an_unknown_position(client, seeded_career_db):
     block = client.get("/api/ncaaf/career/pass_block", params={"position": "ED"})
 
     assert block.status_code == 400
+
+
+def test_career_tps_proportion_is_the_ratio_of_the_summed_counts(sess):
+    # Season ratios are 10% and 50%; their mean is 30%, but the counts say 110 / 500.
+    sess.add(_block_row(2023, 1, non_spike_pb_snaps=100, tps_non_spike_pb_snaps=10))
+    sess.add(_block_row(2024, 1, non_spike_pb_snaps=400, tps_non_spike_pb_snaps=200))
+    sess.add(NCAAFPassBlockCareerMember(player_id=1, status=JOINED))
+    sess.commit()
+
+    (record,) = merged_career_rows(sess, PASS_BLOCK_CAREER, ("T", "G", "C"))
+
+    assert record["TPS Non Spike PB Snaps"] == 210
+    assert record["TPS Proportion %"] == 42.0
+
+
+def test_career_tps_proportion_is_missing_without_snaps_and_absent_for_the_front_7(
+    sess,
+):
+    sess.add(_block_row(2024, 1, non_spike_pb_snaps=0, tps_non_spike_pb_snaps=0))
+    sess.add(NCAAFPassBlockCareerMember(player_id=1, status=JOINED))
+    sess.add(_rush_row(2024, 2))
+    sess.add(NCAAFPassRushCareerMember(player_id=2, status=JOINED))
+    sess.commit()
+
+    (block_record,) = merged_career_rows(sess, PASS_BLOCK_CAREER, ("T", "G", "C"))
+    (rush_record,) = _merge_rush(sess, player_id=2)
+
+    assert block_record["TPS Proportion %"] is None
+    assert "TPS Proportion %" not in rush_record
diff --git a/tests/test_neutral_metric.py b/tests/test_neutral_metric.py
index e5662ee..8a6abe1 100644
--- a/tests/test_neutral_metric.py
+++ b/tests/test_neutral_metric.py
@@ -136,6 +136,59 @@ def test_the_pass_block_player_card_has_no_bonus_section(page):
     assert all(rows for _, rows in sections)
 
 
+# Five OL players; each metric rises with the player's index, as in SETUP_JS.
+OFFENSIVE_LINE_SETUP_JS = """
+const d = await import('/data.js');
+const cat = d.metadata.pass_block;
+const keys = Object.keys(cat.metrics);
+const records = [1, 2, 3, 4, 5].map((n) => ({
+  player: `P${n}`, abbr_name: `P${n}`, team: 'ARI', position: 'T', games: 17,
+  [cat.threshold_field]: 500,
+  [`TPS ${cat.threshold_field}`]: 200,
+  ...Object.fromEntries(keys.map((k) => [k, n * 10])),
+}));
+d.setCurrentSlice(records, 'pass_block');
+d.setAppliedFilters({ ...d.appliedFilters, category: 'pass_block', position: 'T', threshold: '100' });
+"""
+
+
+def test_the_offensive_line_card_lists_the_tps_proportion_first_with_a_colour_chip(
+    page,
+):
+    out = page.evaluate("async () => {" + OFFENSIVE_LINE_SETUP_JS + """
+  const s = await import('/scout-card.js');
+  const dom = await import('/dom.js');
+  const card = dom.els.scoutCardTemplate.content.firstElementChild.cloneNode(true);
+  s.renderScoutCardStats(card, records[4]);
+  const labels = [...card.querySelectorAll('dt')].map((e) => e.textContent);
+  const first = [...card.querySelectorAll('dd.scout-stat-rank')][labels.indexOf('TPS Proportion %')];
+  const chip = first.querySelector('.scout-pct-chip');
+  return { labels, cls: chip.className, text: chip.textContent };
+}""")
+
+    required = out["labels"][out["labels"].index("TPS Proportion %") :]
+
+    assert required[:2] == ["TPS Proportion %", "Allowed Pressure %"]
+    assert "scout-pct-neutral" not in out["cls"]
+    assert out["text"].startswith("#1/5")
+
+
+def test_the_line_summary_includes_the_tps_proportion_for_the_offensive_line(page):
+    keys = page.evaluate("async () => {" + OFFENSIVE_LINE_SETUP_JS + """
+  const l = await import('/linemate-card.js');
+  return Object.keys(l.computeThreeMRSWA(records, cat));
+}""")
+
+    assert "TPS Proportion %" in keys
+
+    # The front 7 has no such metric.
+    front_7_keys = page.evaluate(
+        "async () => Object.keys((await import('/data.js')).metadata.pass_rush.metrics)"
+    )
+
+    assert "TPS Proportion %" not in front_7_keys
+
+
 def test_the_line_summary_leaves_out_pass_cov_percent(page):
     result = page.evaluate("async () => {" + SETUP_JS + """
   const l = await import('/linemate-card.js');

From a8aef7da0ebb8f7340ba26257d39700661ea6d97 Mon Sep 17 00:00:00 2001
From: Jack Yao <105488074+StarsExpress@users.noreply.github.com>
Date: Mon, 2 Nov 2026 18:12:55 -0500
Subject: [PATCH 16/16] Added gzip to reduce file size by 86%.

Co-Authored-By: Claude <claude@users.noreply.github.com>
---
 README.md                                   |  2 +-
 main.py                                     |  8 ++++++++
 playbook/DECISIONS.md                       |  1 +
 playbook/architecture/BACKEND-AND-DEPLOY.md |  4 ++--
 playbook/tests/TEST_APP_STARTUP.md          |  2 +-
 tests/test_app_startup.py                   | 18 ++++++++++++++++++
 6 files changed, 31 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index b5f63cd..eac85ed 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@
 
 ![Latest](https://img.shields.io/badge/Latest-Data-violet?labelColor=violet&style=flat)
 ![Season](https://img.shields.io/badge/Season-2026-crimson)
-![Week](https://img.shields.io/badge/Week-7-gold)
+![Week](https://img.shields.io/badge/Week-8-gold)
 
 ![Oldest](https://img.shields.io/badge/Oldest-Data-brown?labelColor=brown&style=flat)
 ![Season](https://img.shields.io/badge/Season-2022-crimson)
diff --git a/main.py b/main.py
index 51544c4..06f0919 100644
--- a/main.py
+++ b/main.py
@@ -21,6 +21,7 @@
 from datetime import date
 from pathlib import Path
 from fastapi import APIRouter, FastAPI, HTTPException, Query
+from fastapi.middleware.gzip import GZipMiddleware
 from fastapi.responses import HTMLResponse, JSONResponse, Response
 from fastapi.staticfiles import StaticFiles
 from sqlalchemy import select
@@ -153,6 +154,9 @@
     },
 }
 
+# Responses smaller than this are never compressed.
+GZIP_MINIMUM_SIZE_BYTES = 1000
+
 PASS_BLOCK_METRICS = {
     "TPS Proportion %": {
         "unit": "%",
@@ -528,6 +532,10 @@ def pass_block(
     lifespan=lifespan,
 )
 
+# The biggest college response is about 500 KB raw and 65 KB compressed; small bodies
+# (like /health) are not worth the CPU, so they go out as they are.
+app.add_middleware(GZipMiddleware, minimum_size=GZIP_MINIMUM_SIZE_BYTES)
+
 
 @app.get("/health")
 def health() -> dict:
diff --git a/playbook/DECISIONS.md b/playbook/DECISIONS.md
index d588d29..20c7d9e 100644
--- a/playbook/DECISIONS.md
+++ b/playbook/DECISIONS.md
@@ -133,3 +133,4 @@ Detail for each item lives in `architecture/` (see `architecture/INDEX.md`); thi
 - 2026-11-01: Career has an "Enable Status" switch in the Status label row (on at first, Apply-gated): off takes Status out of the highlight union so Teams and Players can work alone (a classic union), the Status button is greyed and reads "Off", and the ticks are kept for when it is turned back on. It never touches the percentile pool or the two bars. Every on/off toggle in the app (Filters' Player Names, Team Logos and Include metric notes, the cards' "Include {player}", Enable Status) is an iPhone-style switch, one CSS rule on `.checkbox-label`; the checklists inside the Teams and Status dropdowns stay checkboxes. Floating-Apply is still only a discussion (`discussions/FLOATING-APPLY.md`).
 - 2026-11-01: every card shows the true-pass-set count right under the threshold field (`TPS PR Opp`, `TPS Non Spike PB Snaps`): a row in the Player Card's Metadata, a row or column of the Comparison and Linemate/NFL Alumni cards, sortable in Sort. The values were already in the API payload (summed over the seasons on Career), so it is a frontend-only change.
 - 2026-11-01: the OL has a Required Metric `TPS Proportion %` = TPS Non Spike PB Snaps / Non Spike PB Snaps x 100 (one decimal), first in Required Metrics, directly above Allowed Pressure %. It says how large a share of his snaps were true pass sets, which matters because the TPS leaves out the plays that favour the OL (a low share is often the offence shielding its line). It is Color Coded with higher is better (not neutral), is in the Line Summary, has a text-only formula note (the shared TPS note is appended), and exists for the OL only. It is computed in the API from the two stored counts (no schema change, no re-ingestion); Career is the ratio of the summed counts, never the mean of season ratios.
+- 2026-11-02: the API and the static files are gzipped (`GZipMiddleware`, responses of 1,000 bytes or more; smaller ones such as `/health` go out as they are). Measured on the largest response (college pass rush, 2025): 491,294 bytes raw, 66,945 gzipped. It is one middleware line, with no change to the frontend or to the Service Worker rule that `/api/` is never cached.
diff --git a/playbook/architecture/BACKEND-AND-DEPLOY.md b/playbook/architecture/BACKEND-AND-DEPLOY.md
index 8118518..72f8a28 100644
--- a/playbook/architecture/BACKEND-AND-DEPLOY.md
+++ b/playbook/architecture/BACKEND-AND-DEPLOY.md
@@ -63,8 +63,8 @@
    the loaded rows), and its `teams` are keyed by franchise id with no colour (the frontend falls back to a
    neutral grey). College thresholds are their own (`NCAAF_DEFAULT_THRESHOLDS` 230 / 360 and
    `NCAAF_DYNAMIC_THRESHOLDS` in `config/thresholds.py`). Measured on the real data (2025/2026): the biggest college
-   response (pass rush) is about 500 KB raw against about 150 KB for the NFL (the app does not compress
-   responses). `/health` stays a plain route.
+   response (pass rush) is about 500 KB raw against about 150 KB for the NFL (the app compresses every
+   response of 1,000 bytes or more with `GZipMiddleware`, about 65 KB for that one). `/health` stays a plain route.
    The pages: `PAGES` lists each page (`/` NFL Season, `/ncaaf-season` NCAAF Season), its league, subtitle
    (eyebrow), tab title and navigation label; `render_page()` fills them into `index.html` together with the
    navigation and the `window.LEAGUE` object the frontend reads (see `FRONTEND-STRUCTURE.md`). It also mounts `frontend/` as static
diff --git a/playbook/tests/TEST_APP_STARTUP.md b/playbook/tests/TEST_APP_STARTUP.md
index 5888f6b..300c926 100644
--- a/playbook/tests/TEST_APP_STARTUP.md
+++ b/playbook/tests/TEST_APP_STARTUP.md
@@ -5,6 +5,6 @@
 - **Kind:** API (HTTP client).
 - **Needs:** `client` from `conftest.py`. No browser.
 - **Covers:** the Career page is filled with its own routes (`apiPrefix` `/api/ncaaf/career`, `mode` career, its own tab title) while the Season pages stay in `season` mode; the app builds; `/health`; the logos mount and its folder (an NFL logo is served at `/logos/nfl/ARZ.png`); `/` serves the frontend; `/sw.js` is served with `{{VERSION}}` substituted and `no-cache`; the served `sw.js` carries the never-cache rule and `NETWORK_TIMEOUT_MS = 3000`; every root-mount file, `/` and `/sw.js` carry `Cache-Control: no-cache` while `/logos` does not; `index.html` registers the service worker; `/` serves the NFL page and the PWA manifest keeps `start_url` and `scope` at `/`.
-- **Also covers:** each season page filled with its own league (`window.LEAGUE`, subtitle, tab title, the college scope line), no `{{` placeholder left, the navigation present with the current page marked once, and the pages served `no-cache` and kept out of the API schema.
+- **Also covers:** responses of 1,000 bytes or more are gzipped when the client accepts it and decode to the same JSON, while a small one (`/health`) is not; each season page filled with its own league (`window.LEAGUE`, subtitle, tab title, the college scope line), no `{{` placeholder left, the navigation present with the current page marked once, and the pages served `no-cache` and kept out of the API schema.
 - **Not here:** how the Service Worker behaves at runtime → `TEST_SW_CACHE_BYPASS.md`; folder layout drift → `TEST_PATHS.md`.
 - **Known gaps:** none recorded.
diff --git a/tests/test_app_startup.py b/tests/test_app_startup.py
index a6a465a..77322e7 100644
--- a/tests/test_app_startup.py
+++ b/tests/test_app_startup.py
@@ -147,3 +147,21 @@ def test_every_page_carries_the_navigation_with_its_own_page_marked(client):
 def test_the_season_pages_are_not_cached_and_are_not_in_the_api_schema(client):
     assert client.get("/ncaaf-season").headers["cache-control"] == "no-cache"
     assert "/ncaaf-season" not in client.get("/openapi.json").text
+
+
+def test_a_large_api_response_is_gzipped_and_decodes_to_the_same_json(
+    client, seeded_db
+):
+    plain = client.get("/api/nfl/metadata", headers={"Accept-Encoding": "identity"})
+    zipped = client.get("/api/nfl/metadata", headers={"Accept-Encoding": "gzip"})
+
+    assert "content-encoding" not in plain.headers
+    assert zipped.headers["content-encoding"] == "gzip"
+    assert zipped.json() == plain.json()
+
+
+def test_a_small_response_is_not_gzipped(client):
+    resp = client.get("/health", headers={"Accept-Encoding": "gzip"})
+
+    assert "content-encoding" not in resp.headers
+    assert resp.json() == {"status": "ok"}