From 9fd638d60ebf3e7f7de47ec35ff3a2075d004eff Mon Sep 17 00:00:00 2001 From: Scout Date: Wed, 30 Sep 2026 21:32:05 -0500 Subject: [PATCH 1/3] Player dossiers: model-built dossier for every player MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - pipeline/build_dossiers.py (stdlib-only): builds assets/dossiers.json (2,415 players, 2.02MB) from vectors.json, player_team_season.json, eratwins.json, twin_explainer.json, player_meta.json - assets/player-dossier.js: client renderer — 14-trait fingerprint, archetype path, era twin with plain-words explainer, first-to-last movement, 5 nearest player-seasons (cosine), map read, provenance link - players.html modal tries data dossier first, markdown wiki as fallback - methods.html#dossier provenance section - sw.js: precache player-dossier.js, bump cache to vector-hoops-atlas-v3 - mirrored to public/ (Vercel serves public/ at site root) --- assets/dossiers.json | 1 + assets/player-dossier.js | 212 ++++++++++++++++++ assets/players-directory.js | 26 ++- methods.html | 5 + pipeline/build_dossiers.py | 346 +++++++++++++++++++++++++++++ players.html | 1 + public/assets/dossiers.json | 1 + public/assets/player-dossier.js | 212 ++++++++++++++++++ public/assets/players-directory.js | 26 ++- public/methods.html | 5 + public/players.html | 1 + public/sw.js | 3 +- sw.js | 3 +- 13 files changed, 830 insertions(+), 12 deletions(-) create mode 100644 assets/dossiers.json create mode 100644 assets/player-dossier.js create mode 100644 pipeline/build_dossiers.py create mode 100644 public/assets/dossiers.json create mode 100644 public/assets/player-dossier.js diff --git a/assets/dossiers.json b/assets/dossiers.json new file mode 100644 index 00000000..e0c8d7a9 --- /dev/null +++ b/assets/dossiers.json @@ -0,0 +1 @@ +{"_meta":{"built":"build_dossiers.py","n":2415,"clusters":["Offensive Glass + Rim Protection","Offensive Glass (Low Shot Volume)","Three-Point Volume (Low On-Court Impact)","Defensive 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Richard","sp":["2025-26","2025-26"],"ns":1,"pos":["SG"],"tm":["GSW"],"an":1,"ap":[1],"fp":[-0.9,-0.7,-0.0,-1.1,1.6,-0.8,-0.8,0.0,-1.0,-0.9,-0.2,0.1,0.5,-0.2],"fh":[4,12,11],"fl":[3,8,0],"ss":"2025-26","mu":[],"md":[],"tw":null,"nb":[{"n":"Mikal Bridges","s":"2018-19","sim":0.925},{"n":"Mike Wilks","s":"2007-08","sim":0.915},{"n":"Fred Jones","s":"2002-03","sim":0.9},{"n":"Corey Brewer","s":"2017-18","sim":0.882},{"n":"Patrick McCaw","s":"2018-19","sim":0.882}],"hn":null,"mr":["between paint and perimeter","low-usage role player","off-ball"]},"will-riley":{"n":"Will Riley","sp":["2025-26","2025-26"],"ns":1,"pos":["SF"],"tm":["WAS"],"an":2,"ap":[2],"fp":[0.1,-0.3,-0.4,-0.8,-0.2,-0.8,0.1,-0.0,0.2,0.4,-0.5,-0.3,0.4,-1.6],"fh":[12,9,8],"fl":[13,3,5],"ss":"2025-26","mu":[],"md":[],"tw":null,"nb":[{"n":"Elliot Williams","s":"2013-14","sim":0.899},{"n":"Quincy Pondexter","s":"2013-14","sim":0.888},{"n":"Sonny Weems","s":"2010-11","sim":0.887},{"n":"Terrence Ross","s":"2021-22","sim":0.87},{"n":"Chris Douglas-Roberts","s":"2009-10","sim":0.868}],"hn":null,"mr":["between paint and perimeter","low-usage role player","mixed on/off ball"]},"yang-hansen":{"n":"Yang Hansen","sp":["2025-26","2025-26"],"ns":1,"pos":["C"],"tm":["POR"],"an":2,"ap":[2],"fp":[-0.9,-0.6,0.4,0.3,-1.8,0.7,2.2,-0.2,-0.2,0.4,-3.7,-2.0,0.7,-1.8],"fh":[6,12,5],"fl":[10,11,4],"ss":"2025-26","mu":[],"md":[],"tw":null,"nb":[{"n":"Amal McCaskill","s":"1996-97","sim":0.842},{"n":"Luka Samanic","s":"2023-24","sim":0.841},{"n":"Kadeem Allen","s":"2017-18","sim":0.836},{"n":"Luke Travers","s":"2024-25","sim":0.833},{"n":"Jason Smith","s":"2017-18","sim":0.831}],"hn":null,"mr":["paint side (bigs)","low-usage role player","mixed on/off ball"]},"yanic-konan-niederhauser":{"n":"Yanic Konan Niederhauser","sp":["2025-26","2025-26"],"ns":1,"pos":["C"],"tm":[],"an":0,"ap":[0],"fp":[-0.1,-1.3,1.0,1.2,-1.6,3.0,-0.0,-1.8,-1.0,1.2,-0.7,2.1,-0.1,0.8],"fh":[5,11,9],"fl":[7,4,1],"ss":"2025-26","mu":[],"md":[],"tw":null,"nb":[{"n":"Festus Ezeli","s":"2014-15","sim":0.949},{"n":"Ronny Turiaf","s":"2006-07","sim":0.945},{"n":"Alonzo Mourning","s":"2005-06","sim":0.943},{"n":"Chris Andersen","s":"2013-14","sim":0.94},{"n":"Dikembe Mutombo","s":"2001-02","sim":0.937}],"hn":null,"mr":["paint side (bigs)","medium usage","off-ball"]}}} \ No newline at end of file diff --git a/assets/player-dossier.js b/assets/player-dossier.js new file mode 100644 index 00000000..fdb44fed --- /dev/null +++ b/assets/player-dossier.js @@ -0,0 +1,212 @@ +/* Vector Hoops — assets/player-dossier.js + * + * Data-driven player dossier renderer. Loads assets/dossiers.json + * (built by pipeline/build_dossiers.py from the house embedding model + * + derived research assets) and renders a career dossier into the + * existing dossier modal body. Returns false when no data dossier + * exists so callers can fall back to the markdown wiki path. + * + * No DOM/modal-stack code here — the host page owns the modal. + */ +(function (global) { + 'use strict'; + + var URL = 'assets/dossiers.json'; + var cache = null; // resolves to {meta, dossiers} + var META = null; + + function esc(s) { + return String(s).replace(/&/g, '&').replace(//g, '>'); + } + + function slug(name) { + return name.normalize('NFD').replace(/[̀-ͯ]/g, '') + .toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/^-+|-+$/g, ''); + } + + var TRAIT_SHORT = { + 'three-point volume': '3PT volume', + 'three-point accuracy': '3PT accuracy' + }; + function trait(i) { + var t = META.traits[i] || ('trait ' + i); + return TRAIT_SHORT[t] || t; + } + function arch(i) { return META.clusters[i] || ('archetype ' + i); } + + function load() { + if (!cache) { + cache = fetch(URL).then(function (res) { + if (!res.ok) throw new Error('HTTP ' + res.status); + return res.json(); + }); + cache.catch(function () { cache = null; }); + } + return cache; + } + + function h4(t) { return '

' + esc(t) + '

'; } + + function fingerprintBars(fp) { + var rows = fp.map(function (v, i) { + var mag = Math.min(100, Math.abs(v) / 3 * 100); + var side = v >= 0 ? 'right' : 'left'; + var fill = v >= 0 + ? 'background:rgba(224,118,46,.8)' + : 'background:rgba(130,150,170,.55)'; + var bar = '' + + ''; + return '
' + esc(trait(i)) + + '' + bar + '' + + (v >= 0 ? '+' : '') + v.toFixed(1) + '
'; + }).join(''); + return '
' + rows + '
' + + '

Minutes-weighted 14-d style vector vs league average ' + + '(z-scores). Orange = above average.

'; + } + + function twinsSection(tw) { + if (!tw) { + return '

No era twin charted yet — twin pool covers ' + + 'careers with 4+ seasons.

'; + } + var t = tw.t; + var html = '
' + + esc(t.n) + ' ' + esc(t.s) + '
' + + '
similarity ' + t.sim.toFixed(3) + '
'; + if (tw.why) { + var w = tw.why; + if (w.sh && w.sh.length) { + html += '
' + + esc(w.sh.slice(0, 3).join('; ')) + '.
'; + } + if (w.d) { + html += '
Differs most on ' + esc(w.d) + '.
'; + } + if (w.th) { + html += '

Thin match — found in the full embedding ' + + 'space; treat as directional, not a claim of sameness.

'; + } + } + if (tw.t5 && tw.t5.length > 1) { + html += '
' + tw.t5.slice(1).map(function (c) { + return '
' + esc(c.n) + + ' ' + esc(c.s) + '' + + '' + c.sim.toFixed(3) + '
'; + }).join('') + '
'; + } + return html; + } + + function render(d) { + var html = ''; + var meta = d.sp[0] + ' \u2192 ' + d.sp[1] + ' \u00b7 ' + + d.ns + ' season' + (d.ns === 1 ? '' : 's') + + (d.pos.length ? ' \u00b7 ' + d.pos.join('/') : '') + + (d.tm.length ? ' \u00b7 ' + d.tm.join('/') : ''); + html += '

' + esc(meta) + '

'; + if (d.hn) { + var hb = []; + if (d.hn.asg) hb.push(d.hn.asg + '\u00d7 All-Star'); + if (d.hn.nba) hb.push(d.hn.nba + '\u00d7 All-NBA'); + if (d.hn.fmvp) hb.push(d.hn.fmvp + '\u00d7 Finals MVP'); + if (hb.length) html += '

' + esc(hb.join(' \u00b7 ')) + '

'; + } + + html += h4('The fingerprint'); + html += fingerprintBars(d.fp); + html += '

Signature traits: ' + + esc(d.fh.map(trait).join(', ')) + ' \u00b7 quietest: ' + + esc(d.fl.map(trait).join(', ')) + '.

'; + + html += h4('Archetype'); + html += '

Now: ' + esc(arch(d.an)) + '

'; + if (d.ap.length > 1) { + html += '

' + esc(d.ap.map(arch).join(' \u2192 ')) + '

'; + } + + html += h4('Era twin'); + html += twinsSection(d.tw); + + html += h4('How his game changed'); + if (d.mu.length || d.md.length) { + if (d.mu.length) { + html += '
\u2191 ' + esc(d.mu.map(trait).join(' \u00b7 ')) + + ' (' + esc(d.sp[0]) + ' \u2192 ' + esc(d.sp[1]) + ')
'; + } + if (d.md.length) { + html += '
\u2193 ' + esc(d.md.map(trait).join(' \u00b7 ')) + '
'; + } + } else { + html += '

Steady profile — no trait moved more than ' + + 'half a standard deviation across his charted career.

'; + } + + html += h4('The neighborhood'); + html += '
' + d.nb.map(function (n) { + return '
' + esc(n.n) + + ' ' + esc(n.s) + '' + + '' + n.sim.toFixed(3) + '
'; + }).join('') + '
'; + html += '

Five nearest player-seasons to his signature ' + + 'season (' + esc(d.ss) + ') in the 14-d style space.

'; + + html += h4('On the map'); + html += '

' + esc(d.mr.join(' \u00b7 ')) + '.

'; + + html += '

Built from the house embedding model ' + + '(MTNN v5, 14-d serving vectors) plus derived research \u2014 era twins, ' + + 'career trails, archetypes, honors. ' + + 'How it\u2019s made \u2192

'; + return html; + } + + var CSS = '.vh-dos__meta{opacity:.85;margin:0 0 4px}' + + '.vh-dos__honors{color:#e0762e;font-weight:600;margin:0 0 8px;font-size:13px}' + + '.vh-dos__traits{display:grid;gap:3px;margin:6px 0}' + + '.vh-dos__trait{display:grid;grid-template-columns:130px 1fr 44px;gap:8px;align-items:center;font-size:12px}' + + '.vh-dos__label{opacity:.75;white-space:nowrap;overflow:hidden;text-overflow:ellipsis}' + + '.vh-dos__track{position:relative;height:8px;background:rgba(128,128,128,.14);border-radius:4px}' + + '.vh-dos__mid{position:absolute;left:50%;top:0;bottom:0;width:1px;background:rgba(128,128,128,.5)}' + + '.vh-dos__fill{position:absolute;top:0;bottom:0;border-radius:4px}' + + '.vh-dos__fill--right{left:50%}.vh-dos__fill--left{right:50%}' + + '.vh-dos__val{opacity:.7;text-align:right;font-variant-numeric:tabular-nums}' + + '.vh-dos__note{opacity:.65;font-size:12px;line-height:1.5;margin:6px 0}' + + '.vh-dos__bullet{font-size:13px;margin:4px 0;padding-left:14px;position:relative}' + + '.vh-dos__bullet:before{content:"\\2013";position:absolute;left:0;opacity:.5}' + + '.vh-dos__dim{opacity:.55;font-size:12px}' + + '.vh-dos__twin{display:flex;justify-content:space-between;align-items:baseline;gap:8px;margin:6px 0}' + + '.vh-dos__twin-name{font-weight:700;font-size:15px}' + + '.vh-dos__twin-sim{opacity:.7;font-size:12px;font-variant-numeric:tabular-nums}' + + '.vh-dos__top5{display:grid;gap:2px;margin:6px 0}' + + '.vh-dos__row2{display:flex;justify-content:space-between;gap:8px;font-size:13px}' + + '.vh-dos__prov{opacity:.55;font-size:11.5px;border-top:1px solid rgba(128,128,128,.25);' + + 'padding-top:8px;margin-top:10px}' + + '.vh-dos__prov a{color:inherit}' + + '@media(max-width:520px){.vh-dos__trait{grid-template-columns:104px 1fr 40px}}' + + /* keep the modal title + close reachable while the long dossier scrolls */ + '#dossier-modal>div:first-child{position:sticky;top:-14px;z-index:3;' + + 'background:var(--surface,#fff);padding:10px 0;margin-top:-4px}'; + + function injectCss() { + if (document.getElementById('vh-dos-css')) return; + var st = document.createElement('style'); + st.id = 'vh-dos-css'; + st.textContent = CSS; + document.head.appendChild(st); + } + + global.VHPlayerDossier = { + renderInto: function (bodyEl, name) { + injectCss(); + return load().then(function (all) { + META = all._meta; + var d = all.dossiers[slug(name)]; + if (!d) return false; + bodyEl.innerHTML = render(d); + return true; + }, function () { return false; }); + } + }; +})(window); diff --git a/assets/players-directory.js b/assets/players-directory.js index c7a5d48f..8fbe4aca 100644 --- a/assets/players-directory.js +++ b/assets/players-directory.js @@ -184,11 +184,27 @@ document.body.classList.add('vh-modal-open'); els.dossierClose.focus(); - global.VHDossier.fetchDossierMarkdown(slug) - .then(function (md) { - els.dossierBody.innerHTML = global.VHDossier.renderDossierMarkdown(md) + - swingsSection(name); - }) + function showMarkdown() { + return global.VHDossier.fetchDossierMarkdown(slug) + .then(function (md) { + els.dossierBody.innerHTML = global.VHDossier.renderDossierMarkdown(md); + }); + } + + function showDataDossier() { + // Data dossier first (works for every player); markdown wiki as fallback. + if (global.VHPlayerDossier) { + return global.VHPlayerDossier.renderInto(els.dossierBody, name) + .then(function (ok) { + if (!ok) throw new Error('no data dossier'); + els.dossierSourceLink.href = 'methods.html#dossier'; + }); + } + return Promise.reject(new Error('no renderer')); + } + + showDataDossier() + .catch(showMarkdown) .catch(function () { els.dossierBody.innerHTML = '

Could not load this dossier right now. Use "View source" below.

'; diff --git a/methods.html b/methods.html index 4af154a2..77f2fc75 100644 --- a/methods.html +++ b/methods.html @@ -163,6 +163,11 @@

Twin explainer — why they’re twins

Insights — shareable findings

The Insights page curates the most striking things the embedding model has measured: the strangest and most average seasons, the biggest career reinventions, era twins decades apart, dying archetypes, the three-point takeover, and the turnover decline. Each card is generated from the same served vectors — nothing hand-written, nothing invented.

Uniqueness is Euclidean distance from the centroid of all 12,966 player-seasons in the 14-d style space (minimum 1,500 minutes). Career transformation is first-to-last season distance (minimum 4 seasons at 800+ minutes). Era-twin gaps use the full 64-d cosine similarity, similarity ≥ 0.60, one appearance per player. Every card deep-links (/insights.html#<slug>), exports a 1080×1350 PNG rendered in the browser, and has a crawler page at /insights/<slug> with a pre-rendered unfurl image. The daily spotlight never repeats a card shown in the grid below it.

+
+
04·e
+

Player dossier — every player, from the model

+

Open any player in the directory and their dossier is built from the same model behind the map — no hand-written bios, nothing to go stale. Each dossier carries a minutes-weighted 14-trait style fingerprint, the player’s archetype and how it moved across their career, their era twin (with the plain-words why), how their game changed from first to last charted season, the five nearest player-seasons in style space, and a plain-words read of where they live on the map.

+

All dossier numbers come from the promoted MTNN v5 14-d serving vectors and the derived research assets (era twins, career trails, archetype assignments, honors). Similarity is cosine in the 14-d style space. “How his game changed” compares first vs last charted season only; traits that moved less than half a standard deviation are left out.

diff --git a/pipeline/build_dossiers.py b/pipeline/build_dossiers.py new file mode 100644 index 00000000..d86e3c15 --- /dev/null +++ b/pipeline/build_dossiers.py @@ -0,0 +1,346 @@ +#!/usr/bin/env python3 +"""Build per-player data dossiers from the embedding model + derived research assets. + +Stdlib only. Output: assets/dossiers.json keyed by player slug +(same slug rule as VHDossier.playerSlug in assets/dossier.js). + +Inputs: + assets/vectors.json 12,966 player-seasons, 14-d serving vectors, clusters, labels + assets/player_team_season.json team per "Name|season" + assets/eratwins.json signature-season era twins + top-5 + assets/twin_explainer.json plain-words shared/differ traits per canonical pair + assets/player_meta.json honors per "Name|season" (asg, allNbaTeam, finalsMvp) + +Each dossier is a career aggregate: style fingerprint (minutes-weighted 14-d), +archetype path, era twins, career movement (first->last season, plain words), +5 nearest player-seasons ("the neighborhood"), honors, and a map-position read. +No synthetic data: players missing from inputs get empty sections, never invented ones. + +Compact schema (indices point into _meta.traits / _meta.clusters): + {n:name, sp:[first,last], ns:n_seasons, pos:[], tm:[teams], + an:archetype_now_idx, ap:[archetype path idx], + fp:[14 floats 1dp], fh:[top3 trait idx], fl:[bottom3 trait idx], + ss:signature season, mu:[trait idx up], md:[trait idx down], + tw:{s:season, t:{n,s,sim}, t5:[{n,s,sim}], why:{sh:[sentences], d:label, th:bool}}|null, + nb:[{n,s,sim} x5], hn:{asg,nba,fmvp}|null, mr:[3 map-read strings]} +""" + +import json +import math +import os +import unicodedata +from collections import Counter + +REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +ASSETS = os.path.join(REPO, "assets") + +BUDGET_BYTES = 2_500_000 + + +def load(name): + with open(os.path.join(ASSETS, name), encoding="utf-8") as f: + return json.load(f) + + +def slug(name): + s = unicodedata.normalize("NFD", name) + s = "".join(ch for ch in s if unicodedata.category(ch) != "Mn") + s = s.lower() + out = [] + for ch in s: + out.append(ch if ch.isalnum() else "-") + s = "".join(out) + while "--" in s: + s = s.replace("--", "-") + return s.strip("-") + + +def normkey(name): + # join key for assets that spell names differently ("A.C. Green" vs "AC Green") + return "".join(ch for ch in name.lower() if ch.isalnum()) + + +# Display-name corrections: upstream vectors.json drops the space/hyphen in a few +# hyphenated surnames ("Shai GilgeousAlexander"). Keys/slugs stay on the raw names +# so lookups keep working; only human-visible "n" fields are prettified. +NAME_FIXES = { + "AlFarouq Aminu": "Al-Farouq Aminu", + "Bryce DejeanJones": "Bryce Dejean-Jones", + "Chris DouglasRoberts": "Chris Douglas-Roberts", + "Collin MurrayBoyles": "Collin Murray-Boyles", + "Dorian FinneySmith": "Dorian Finney-Smith", + "Jalen HoodSchifino": "Jalen Hood-Schifino", + "Javon FreemanLiberty": "Javon Freeman-Liberty", + "Jeremiah RobinsonEarl": "Jeremiah Robinson-Earl", + "Juan ToscanoAnderson": "Juan Toscano-Anderson", + "KarlAnthony Towns": "Karl-Anthony Towns", + "Keita BatesDiop": "Keita Bates-Diop", + "Kentavious CaldwellPope": "Kentavious Caldwell-Pope", + "Khalid ElAmin": "Khalid El-Amin", + "Mahmoud AbdulRauf": "Mahmoud Abdul-Rauf", + "Marcus GeorgesHunt": "Marcus Georges-Hunt", + "Michael CarterWilliams": "Michael Carter-Williams", + "Michael KiddGilchrist": "Michael Kidd-Gilchrist", + "Naz MitrouLong": "Naz Mitrou-Long", + "Nickeil AlexanderWalker": "Nickeil Alexander-Walker", + "Nigel HayesDavis": "Nigel Hayes-Davis", + "OlivierMaxence Prosper": "Olivier-Maxence Prosper", + "Pops MensahBonsu": "Pops Mensah-Bonsu", + "Rondae HollisJefferson": "Rondae Hollis-Jefferson", + "Ruben BoumtjeBoumtje": "Ruben Boumtje-Boumtje", + "Shai GilgeousAlexander": "Shai Gilgeous-Alexander", + "Shareef AbdurRahim": "Shareef Abdur-Rahim", + "Talen HortonTucker": "Talen Horton-Tucker", + "Tariq AbdulWahad": "Tariq Abdul-Wahad", + "Timothe LuwawuCabarrot": "Timothe Luwawu-Cabarrot", + "Trayce JacksonDavis": "Trayce Jackson-Davis", + "Willie CauleyStein": "Willie Cauley-Stein", +} + + +def pretty(name): + return NAME_FIXES.get(name, name) + + +def main(): + vec = load("vectors.json") + players = vec["players"] + labels = vec["featureLabels"] + features = vec["features"] + clusters = vec["clusters"] + positions = vec["positions"] + + team_of = load("player_team_season.json") + team_map = {} + for k, v in team_of.items(): + if "|" in k: + nm, season = k.rsplit("|", 1) + team_map[(normkey(nm), season)] = v + + eratwins = load("eratwins.json") + twin_by_name = {} + for p in eratwins["players"]: + twin_by_name.setdefault(p["name"], p) + + te = load("twin_explainer.json") + expl_by_ns = {} + for key, entry in te.items(): + for side in ("a", "b"): + ns = entry.get(side) + if ns and "|" in ns: + nm, season = ns.rsplit("|", 1) + expl_by_ns.setdefault((normkey(nm), season), entry) + + meta = load("player_meta.json") + honors_map = meta.get("honors", {}) + honors_by_player = {} + for k, h in honors_map.items(): + if "|" not in k: + continue + nm, season = k.rsplit("|", 1) + nk = normkey(nm) + agg = honors_by_player.setdefault(nk, {"asg": 0, "allNba": 0, "finalsMvp": 0, "seasons": set()}) + agg["asg"] += int(h.get("asg") or 0) + agg["allNba"] += int(h.get("allNbaTeam") or 0) + agg["finalsMvp"] += int(h.get("finalsMvp") or 0) + if h.get("asg") or h.get("allNbaTeam") or h.get("finalsMvp"): + agg["seasons"].add(season) + + # group seasons per player + by_name = {} + for p in players: + by_name.setdefault(p["name"], []).append(p) + + # precompute norms + normalized vectors for neighbor search + norms = {} + by_id = {} + nv = [] # (id, normed 14-d list); parallel to players order + for p in players: + v = p["v"] + n = math.sqrt(sum(x * x for x in v)) + norms[p["id"]] = n + by_id[p["id"]] = p + nv.append((p["id"], [x / n for x in v] if n else [0.0] * 14)) + + dossiers = {} + for name, seasons in by_name.items(): + seasons = sorted(seasons, key=lambda p: p["season"]) + first, last = seasons[0], seasons[-1] + nk = normkey(name) + + # minutes-weighted career fingerprint + wsum = [0.0] * 14 + wtot = 0.0 + for p in seasons: + w = p.get("total_min") or 0 + wtot += w + for i, x in enumerate(p["v"]): + wsum[i] += x * w + fp = [round(x / wtot, 1) if wtot else 0.0 for x in wsum] + order = sorted(range(14), key=lambda i: fp[i]) + hi = order[-3:][::-1] + lo = order[:3] + + # signature season = most minutes + sig = max(seasons, key=lambda p: p.get("total_min") or 0) + + # positions / teams + pos = sorted(set(positions[p["p"]] for p in seasons if 0 <= p["p"] < len(positions))) + teams = [] + for p in seasons: + t = team_map.get((nk, p["season"])) + if t and (not teams or teams[-1] != t): + teams.append(t) + + # archetype path (ordered unique cluster indices) + apath = [] + for p in seasons: + ci = p["c"] + if not apath or apath[-1] != ci: + apath.append(ci) + + # career movement: last vs first season -> trait indices + deltas = [] + for i in range(14): + d = last["v"][i] - first["v"][i] + if abs(d) >= 0.5: + deltas.append((d, i)) + deltas.sort(key=lambda t: -abs(t[0])) + up = [i for d, i in deltas if d > 0][:2] + down = [i for d, i in deltas if d < 0][:2] + + # era twins + tw = twin_by_name.get(name) + twins = None + if tw: + twins = { + "s": tw["season"], + "t": {"n": pretty(tw["twin"]["name"]), "s": tw["twin"]["season"], + "sim": round(tw["twin"]["similarity"], 3)}, + "t5": [{"n": pretty(c["name"]), "s": c["season"], "sim": round(c["sim"], 3)} + for c in tw.get("top5", [])], + } + ex = expl_by_ns.get((nk, tw["season"])) + if ex: + twins["why"] = {"sh": ex.get("shared", []), "d": ex.get("differ"), + "th": bool(ex.get("thin"))} + + # the neighborhood: 5 nearest other-player seasons to the signature season + # (exact 14-d cosine; unrolled dot + manual top-5 for speed) + sig_nv = None + for pid, q in nv: + if pid == sig["id"]: + sig_nv = q + break + own_ids = set(p["id"] for p in seasons) + a0, a1, a2, a3, a4, a5, a6, a7, a8, a9, a10, a11, a12, a13 = sig_nv + t5 = [(-2.0, -1), (-2.0, -1), (-2.0, -1), (-2.0, -1), (-2.0, -1)] + tmin = -2.0 + for pid, qv in nv: + if pid in own_ids: + continue + s = (a0 * qv[0] + a1 * qv[1] + a2 * qv[2] + a3 * qv[3] + + a4 * qv[4] + a5 * qv[5] + a6 * qv[6] + a7 * qv[7] + + a8 * qv[8] + a9 * qv[9] + a10 * qv[10] + a11 * qv[11] + + a12 * qv[12] + a13 * qv[13]) + if s > tmin: + mi = 0 + for k in range(1, 5): + if t5[k][0] < t5[mi][0]: + mi = k + t5[mi] = (s, pid) + tmin = t5[0][0] + for k in range(1, 5): + if t5[k][0] < tmin: + tmin = t5[k][0] + neighbors = [{"n": pretty(by_id[i]["name"]), "s": by_id[i]["season"], + "sim": round(s, 3)} for s, i in sorted(t5, reverse=True)] + + # map-position read from the signature season xyz + axes + x, y, z = sig["x"], sig["y"], sig["z"] + reads = [] + reads.append("perimeter side (shooters)" if x >= 0.6 else + "paint side (bigs)" if x <= 0.4 else "between paint and perimeter") + reads.append("high-usage engine" if y <= 0.4 else + "low-usage role player" if y >= 0.6 else "medium usage") + reads.append("ball in his hands" if z >= 0.6 else + "off-ball" if z <= 0.4 else "mixed on/off ball") + + honors = honors_by_player.get(nk) + honors_out = None + if honors and (honors["asg"] or honors["allNba"] or honors["finalsMvp"]): + honors_out = {"asg": honors["asg"], "nba": honors["allNba"], + "fmvp": honors["finalsMvp"]} + + dossiers[slug(name)] = { + "n": pretty(name), + "sp": [first["season"], last["season"]], + "ns": len(seasons), + "pos": pos, + "tm": teams, + "an": last["c"], + "ap": apath, + "fp": fp, + "fh": hi, + "fl": lo, + "ss": sig["season"], + "mu": up, + "md": down, + "tw": twins, + "nb": neighbors, + "hn": honors_out, + "mr": reads, + } + + out = {"_meta": {"built": "build_dossiers.py", "n": len(dossiers), + "clusters": clusters, + "traits": [labels[f] for f in features], + "method": ("career aggregates from the house embedding model (MTNN v5, 14-d " + "serving vectors) + derived research assets (era twins, trails, " + "archetypes, honors)")}, + "dossiers": dossiers} + path = os.path.join(ASSETS, "dossiers.json") + with open(path, "w", encoding="utf-8") as f: + json.dump(out, f, separators=(",", ":")) + size = os.path.getsize(path) + print("wrote %s (%d players, %.2f MB)" % (path, len(dossiers), size / 1e6)) + + # ---- QA (hard-block) ---- + errs = [] + if size > BUDGET_BYTES: + errs.append("over size budget: %d > %d" % (size, BUDGET_BYTES)) + if len(out["_meta"]["clusters"]) != 8 or len(out["_meta"]["traits"]) != 14: + errs.append("bad _meta lookup tables") + seen_slugs = set() + for s, d in dossiers.items(): + if s in seen_slugs: + errs.append("dup slug " + s) + seen_slugs.add(s) + if len(d["fp"]) != 14: + errs.append("bad fp " + s) + if len(d["nb"]) != 5 or any(n["n"] == d["n"] for n in d["nb"]): + errs.append("bad nb " + s) + for n in d["nb"]: + if not (-1.0 <= n["sim"] <= 1.0): + errs.append("bad sim " + s) + if not (0 <= d["an"] < 8) or any(not (0 <= c < 8) for c in d["ap"]): + errs.append("bad archetype idx " + s) + ag = dossiers.get("aaron-gordon") + if not ag or ag["ns"] != 12 or not (ag["tw"] and ag["tw"]["t"]["n"] == "Blake Griffin"): + errs.append("aaron-gordon spot check failed") + mj = dossiers.get("michael-jordan") + if not mj or mj["ns"] != 4 or mj["sp"] != ["1996-97", "2002-03"]: + errs.append("michael-jordan spot check failed") + lj = dossiers.get("lebron-james") + if not lj or lj["ns"] != 23 or lj["tm"][:4] != ["CLE", "MIA", "CLE", "LAL"]: + errs.append("lebron-james spot check failed") + if errs: + print("QA FAILED:") + for e in errs[:10]: + print(" -", e) + raise SystemExit(1) + print("QA passed: %d dossiers, spot checks ok" % len(dossiers)) + + +if __name__ == "__main__": + main() diff --git a/players.html b/players.html index 0d032059..3a7ea8dc 100644 --- a/players.html +++ b/players.html @@ -171,6 +171,7 @@

Dossier

+ diff --git a/public/assets/dossiers.json b/public/assets/dossiers.json new file mode 100644 index 00000000..e0c8d7a9 --- /dev/null +++ b/public/assets/dossiers.json @@ -0,0 +1 @@ +{"_meta":{"built":"build_dossiers.py","n":2415,"clusters":["Offensive Glass + Rim Protection","Offensive Glass (Low Shot Volume)","Three-Point Volume (Low On-Court Impact)","Defensive Glass + Rim Pressure (Fts)","Shot Volume + Three-Point Volume","Three-Point Accuracy + Three-Point Volume","Playmaking + Steals","Scoring Volume + Shot Volume"],"traits":["scoring volume","playmaking","offensive glass","defensive glass","steals","rim protection","turnovers","three-point volume","shot volume","rim pressure (FTs)","three-point accuracy","finishing","free-throw touch","on-court impact"],"method":"career aggregates from the house embedding model (MTNN v5, 14-d serving vectors) + derived research assets (era twins, trails, archetypes, honors)"},"dossiers":{"ac-green":{"n":"AC Green","sp":["1996-97","2000-01"],"ns":5,"pos":["PF"],"tm":["DAL","LAL","MIA"],"an":1,"ap":[1],"fp":[-1.0,-0.8,0.9,1.0,-0.4,-0.6,-1.6,-0.9,-1.0,-0.6,-0.9,0.2,-0.3,0.0],"fh":[3,2,11],"fl":[6,0,8],"ss":"1996-97","mu":[13],"md":[3,4],"tw":{"s":"1999-00","t":{"n":"Horace Grant","s":"2000-01","sim":0.853},"t5":[{"n":"Horace Grant","s":"2000-01","sim":0.853},{"n":"Derrick McKey","s":"2001-02","sim":0.831},{"n":"Jerome Kersey","s":"2000-01","sim":0.79},{"n":"Jordan Walsh","s":"2024-25","sim":0.786},{"n":"Hugo Gonzalez","s":"2025-26","sim":0.78}],"why":{"sh":["both rarely shoot threes","both struggle from deep","both rarely create for others"],"d":"rim protection","th":false}},"nb":[{"n":"Derrick Favors","s":"2021-22","sim":0.93},{"n":"Udonis Haslem","s":"2014-15","sim":0.924},{"n":"Terry Davis","s":"1997-98","sim":0.921},{"n":"Alan Henderson","s":"2002-03","sim":0.92},{"n":"Clar Weatherspoon","s":"2003-04","sim":0.903}],"hn":null,"mr":["paint side (bigs)","low-usage role player","off-ball"]},"aaron-mckie":{"n":"Aaron McKie","sp":["1996-97","2005-06"],"ns":10,"pos":["PG","SF","SG"],"tm":["DET","PHI","LAL"],"an":2,"ap":[5,1,6,4,6,5,1,2],"fp":[-0.7,0.5,-0.9,-0.2,1.3,-0.6,-0.3,0.1,-0.7,-0.8,0.3,-0.2,0.4,0.5],"fh":[4,13,1],"fl":[2,9,0],"ss":"1996-97","mu":[],"md":[10,13],"tw":{"s":"2005-06","t":{"n":"Rashad Vaughn","s":"2015-16","sim":0.674},"t5":[{"n":"Rashad Vaughn","s":"2015-16","sim":0.674},{"n":"Ron Baker","s":"2018-19","sim":0.674},{"n":"Devyn Marble","s":"2014-15","sim":0.665},{"n":"Ryan Arcidiacono","s":"2023-24","sim":0.642},{"n":"Udonis Haslem","s":"2017-18","sim":0.642}],"why":{"sh":["both rarely get to the line","both struggle to finish","both stay off the offensive glass"],"d":"shot volume","th":false}},"nb":[{"n":"Thabo Sefolosha","s":"2011-12","sim":0.871},{"n":"Darius Miller","s":"2020-21","sim":0.863},{"n":"Jason Kidd","s":"2012-13","sim":0.859},{"n":"Doug Christie","s":"2002-03","sim":0.857},{"n":"Jon Barry","s":"1996-97","sim":0.855}],"hn":null,"mr":["between paint and perimeter","low-usage role player","off-ball"]},"aaron-williams":{"n":"Aaron Williams","sp":["1996-97","2007-08"],"ns":12,"pos":["C","PF"],"tm":["VAN","SEA","WAS","NJN","TOR","NOK","LAC"],"an":1,"ap":[0,3,0,3,1,0,2,1],"fp":[-0.2,-0.8,0.9,0.5,-0.6,1.0,-0.2,-0.9,-0.6,0.2,-0.8,1.0,0.2,-0.3],"fh":[11,5,2],"fl":[7,1,10],"ss":"2001-02","mu":[4,12],"md":[2,11],"tw":{"s":"2004-05","t":{"n":"Shavlik Randolph","s":"2014-15","sim":0.646},"t5":[{"n":"Shavlik Randolph","s":"2014-15","sim":0.646},{"n":"Malik Allen","s":"2010-11","sim":0.596},{"n":"Damjan Rudez","s":"2016-17","sim":0.594},{"n":"Cartier Martin","s":"2014-15","sim":0.569},{"n":"Alonzo Gee","s":"2016-17","sim":0.569}],"why":{"sh":["both rarely create for others","both average rim protection","both rarely shoot threes"],"d":"finishing","th":false}},"nb":[{"n":"Robin Lopez","s":"2009-10","sim":0.959},{"n":"Todd MacCulloch","s":"2001-02","sim":0.959},{"n":"Chris Andersen","s":"2013-14","sim":0.938},{"n":"Yanic Konan Niederhauser","s":"2025-26","sim":0.932},{"n":"Timofey Mozgov","s":"2014-15","sim":0.932}],"hn":null,"mr":["paint side (bigs)","medium usage","off-ball"]},"acie-earl":{"n":"Acie Earl","sp":["1996-97","1996-97"],"ns":1,"pos":["C"],"tm":["MIL"],"an":3,"ap":[3],"fp":[0.0,-0.8,0.4,0.1,-0.3,1.6,0.3,-0.9,0.5,1.4,-1.3,-1.2,-0.8,-0.7],"fh":[5,9,8],"fl":[10,11,7],"ss":"1996-97","mu":[],"md":[],"tw":null,"nb":[{"n":"Mouhamed Sene","s":"2006-07","sim":0.862},{"n":"Erick Dampier","s":"1996-97","sim":0.849},{"n":"Jerami Grant","s":"2015-16","sim":0.847},{"n":"Darko Milicic","s":"2003-04","sim":0.846},{"n":"Drew Gooden","s":"2012-13","sim":0.843}],"hn":null,"mr":["paint side (bigs)","medium usage","mixed on/off ball"]},"adam-keefe":{"n":"Adam Keefe","sp":["1996-97","2000-01"],"ns":5,"pos":["C","PF","SF"],"tm":["UTA","GSW"],"an":1,"ap":[1],"fp":[-0.9,-0.7,1.0,0.5,-0.2,-0.2,-0.4,-0.9,-1.3,-0.1,-0.8,0.5,0.1,0.5],"fh":[2,13,11],"fl":[8,0,7],"ss":"1997-98","mu":[2],"md":[13,11],"tw":{"s":"1997-98","t":{"n":"Juancho Hernangomez","s":"2022-23","sim":0.745},"t5":[{"n":"Juancho Hernangomez","s":"2022-23","sim":0.745},{"n":"Julian Wright","s":"2010-11","sim":0.692},{"n":"Otto Porter","s":"2023-24","sim":0.676},{"n":"Horace Grant","s":"2000-01","sim":0.665},{"n":"Jared Jeffries","s":"2010-11","sim":0.659}],"why":{"sh":["both take care of the ball","both rarely block shots","both clean the defensive glass"],"d":"finishing","th":false}},"nb":[{"n":"Udonis Haslem","s":"2004-05","sim":0.921},{"n":"Mark Bryant","s":"1997-98","sim":0.908},{"n":"Tiago Splitter","s":"2015-16","sim":0.904},{"n":"Taj Gibson","s":"2017-18","sim":0.901},{"n":"Udonis Haslem","s":"2005-06","sim":0.897}],"hn":null,"mr":["paint side (bigs)","medium usage","off-ball"]},"adrian-caldwell":{"n":"Adrian Caldwell","sp":["1996-97","1996-97"],"ns":1,"pos":["PF"],"tm":["PHI"],"an":0,"ap":[0],"fp":[-1.8,-1.1,1.2,1.3,-0.4,-0.4,-0.8,-1.0,-1.8,-0.3,-1.0,-0.1,-2.5,-0.7],"fh":[3,2,11],"fl":[12,0,8],"ss":"1996-97","mu":[],"md":[],"tw":null,"nb":[{"n":"Kwame Brown","s":"2012-13","sim":0.956},{"n":"Ivano Newbill","s":"1996-97","sim":0.943},{"n":"Greg Anderson","s":"1997-98","sim":0.936},{"n":"Johnny Furphy","s":"2025-26","sim":0.932},{"n":"Omer Asik","s":"2017-18","sim":0.925}],"hn":null,"mr":["paint side (bigs)","low-usage role player","mixed on/off ball"]},"alan-henderson":{"n":"Alan Henderson","sp":["1996-97","2006-07"],"ns":10,"pos":["C","PF","SF"],"tm":["ATL","DAL","CLE","PHI"],"an":0,"ap":[3,1,3,0],"fp":[-0.1,-1.0,1.5,0.3,-0.5,0.0,-0.5,-0.9,-0.3,0.5,-0.7,0.8,-0.8,-0.5],"fh":[2,11,9],"fl":[1,7,12],"ss":"1999-00","mu":[11,13],"md":[8,6],"tw":{"s":"2006-07","t":{"n":"Buck Williams","s":"1996-97","sim":0.665},"t5":[{"n":"Buck Williams","s":"1996-97","sim":0.665},{"n":"Tyson Chandler","s":"2019-20","sim":0.652},{"n":"Brendan Haywood","s":"2010-11","sim":0.647},{"n":"Greg Monroe","s":"2021-22","sim":0.604},{"n":"Marcus Camby","s":"2010-11","sim":0.586}],"why":{"sh":["both rarely shoot threes","both struggle from deep","both rarely create for others"],"d":"turnovers","th":false}},"nb":[{"n":"Darnell Jackson","s":"2010-11","sim":0.879},{"n":"JJ Hickson","s":"2011-12","sim":0.865},{"n":"Shabazz Muhammad","s":"2013-14","sim":0.864},{"n":"Marvin Bagley","s":"2024-25","sim":0.862},{"n":"Jarell Martin","s":"2015-16","sim":0.86}],"hn":null,"mr":["paint side (bigs)","medium usage","off-ball"]},"allan-houston":{"n":"Allan Houston","sp":["1996-97","2004-05"],"ns":9,"pos":["SG"],"tm":["NYK"],"an":4,"ap":[4],"fp":[1.5,-0.2,-1.2,-1.0,-0.9,-0.8,0.1,1.0,1.4,0.3,1.5,0.2,1.4,0.3],"fh":[10,0,12],"fl":[2,3,4],"ss":"1997-98","mu":[],"md":[3,6],"tw":{"s":"2002-03","t":{"n":"JJ Redick","s":"2015-16","sim":0.803},"t5":[{"n":"JJ 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Loads assets/dossiers.json + * (built by pipeline/build_dossiers.py from the house embedding model + * + derived research assets) and renders a career dossier into the + * existing dossier modal body. Returns false when no data dossier + * exists so callers can fall back to the markdown wiki path. + * + * No DOM/modal-stack code here — the host page owns the modal. + */ +(function (global) { + 'use strict'; + + var URL = 'assets/dossiers.json'; + var cache = null; // resolves to {meta, dossiers} + var META = null; + + function esc(s) { + return String(s).replace(/&/g, '&').replace(//g, '>'); + } + + function slug(name) { + return name.normalize('NFD').replace(/[̀-ͯ]/g, '') + .toLowerCase().replace(/[^a-z0-9]+/g, '-').replace(/^-+|-+$/g, ''); + } + + var TRAIT_SHORT = { + 'three-point volume': '3PT volume', + 'three-point accuracy': '3PT accuracy' + }; + function trait(i) { + var t = META.traits[i] || ('trait ' + i); + return TRAIT_SHORT[t] || t; + } + function arch(i) { return META.clusters[i] || ('archetype ' + i); } + + function load() { + if (!cache) { + cache = fetch(URL).then(function (res) { + if (!res.ok) throw new Error('HTTP ' + res.status); + return res.json(); + }); + cache.catch(function () { cache = null; }); + } + return cache; + } + + function h4(t) { return '

' + esc(t) + '

'; } + + function fingerprintBars(fp) { + var rows = fp.map(function (v, i) { + var mag = Math.min(100, Math.abs(v) / 3 * 100); + var side = v >= 0 ? 'right' : 'left'; + var fill = v >= 0 + ? 'background:rgba(224,118,46,.8)' + : 'background:rgba(130,150,170,.55)'; + var bar = '' + + ''; + return '
' + esc(trait(i)) + + '' + bar + '' + + (v >= 0 ? '+' : '') + v.toFixed(1) + '
'; + }).join(''); + return '
' + rows + '
' + + '

Minutes-weighted 14-d style vector vs league average ' + + '(z-scores). Orange = above average.

'; + } + + function twinsSection(tw) { + if (!tw) { + return '

No era twin charted yet — twin pool covers ' + + 'careers with 4+ seasons.

'; + } + var t = tw.t; + var html = '
' + + esc(t.n) + ' ' + esc(t.s) + '
' + + '
similarity ' + t.sim.toFixed(3) + '
'; + if (tw.why) { + var w = tw.why; + if (w.sh && w.sh.length) { + html += '
' + + esc(w.sh.slice(0, 3).join('; ')) + '.
'; + } + if (w.d) { + html += '
Differs most on ' + esc(w.d) + '.
'; + } + if (w.th) { + html += '

Thin match — found in the full embedding ' + + 'space; treat as directional, not a claim of sameness.

'; + } + } + if (tw.t5 && tw.t5.length > 1) { + html += '
' + tw.t5.slice(1).map(function (c) { + return '
' + esc(c.n) + + ' ' + esc(c.s) + '' + + '' + c.sim.toFixed(3) + '
'; + }).join('') + '
'; + } + return html; + } + + function render(d) { + var html = ''; + var meta = d.sp[0] + ' \u2192 ' + d.sp[1] + ' \u00b7 ' + + d.ns + ' season' + (d.ns === 1 ? '' : 's') + + (d.pos.length ? ' \u00b7 ' + d.pos.join('/') : '') + + (d.tm.length ? ' \u00b7 ' + d.tm.join('/') : ''); + html += '

' + esc(meta) + '

'; + if (d.hn) { + var hb = []; + if (d.hn.asg) hb.push(d.hn.asg + '\u00d7 All-Star'); + if (d.hn.nba) hb.push(d.hn.nba + '\u00d7 All-NBA'); + if (d.hn.fmvp) hb.push(d.hn.fmvp + '\u00d7 Finals MVP'); + if (hb.length) html += '

' + esc(hb.join(' \u00b7 ')) + '

'; + } + + html += h4('The fingerprint'); + html += fingerprintBars(d.fp); + html += '

Signature traits: ' + + esc(d.fh.map(trait).join(', ')) + ' \u00b7 quietest: ' + + esc(d.fl.map(trait).join(', ')) + '.

'; + + html += h4('Archetype'); + html += '

Now: ' + esc(arch(d.an)) + '

'; + if (d.ap.length > 1) { + html += '

' + esc(d.ap.map(arch).join(' \u2192 ')) + '

'; + } + + html += h4('Era twin'); + html += twinsSection(d.tw); + + html += h4('How his game changed'); + if (d.mu.length || d.md.length) { + if (d.mu.length) { + html += '
\u2191 ' + esc(d.mu.map(trait).join(' \u00b7 ')) + + ' (' + esc(d.sp[0]) + ' \u2192 ' + esc(d.sp[1]) + ')
'; + } + if (d.md.length) { + html += '
\u2193 ' + esc(d.md.map(trait).join(' \u00b7 ')) + '
'; + } + } else { + html += '

Steady profile — no trait moved more than ' + + 'half a standard deviation across his charted career.

'; + } + + html += h4('The neighborhood'); + html += '
' + d.nb.map(function (n) { + return '
' + esc(n.n) + + ' ' + esc(n.s) + '' + + '' + n.sim.toFixed(3) + '
'; + }).join('') + '
'; + html += '

Five nearest player-seasons to his signature ' + + 'season (' + esc(d.ss) + ') in the 14-d style space.

'; + + html += h4('On the map'); + html += '

' + esc(d.mr.join(' \u00b7 ')) + '.

'; + + html += '

Built from the house embedding model ' + + '(MTNN v5, 14-d serving vectors) plus derived research \u2014 era twins, ' + + 'career trails, archetypes, honors. ' + + 'How it\u2019s made \u2192

'; + return html; + } + + var CSS = '.vh-dos__meta{opacity:.85;margin:0 0 4px}' + + '.vh-dos__honors{color:#e0762e;font-weight:600;margin:0 0 8px;font-size:13px}' + + '.vh-dos__traits{display:grid;gap:3px;margin:6px 0}' + + '.vh-dos__trait{display:grid;grid-template-columns:130px 1fr 44px;gap:8px;align-items:center;font-size:12px}' + + '.vh-dos__label{opacity:.75;white-space:nowrap;overflow:hidden;text-overflow:ellipsis}' + + '.vh-dos__track{position:relative;height:8px;background:rgba(128,128,128,.14);border-radius:4px}' + + '.vh-dos__mid{position:absolute;left:50%;top:0;bottom:0;width:1px;background:rgba(128,128,128,.5)}' + + '.vh-dos__fill{position:absolute;top:0;bottom:0;border-radius:4px}' + + '.vh-dos__fill--right{left:50%}.vh-dos__fill--left{right:50%}' + + '.vh-dos__val{opacity:.7;text-align:right;font-variant-numeric:tabular-nums}' + + '.vh-dos__note{opacity:.65;font-size:12px;line-height:1.5;margin:6px 0}' + + '.vh-dos__bullet{font-size:13px;margin:4px 0;padding-left:14px;position:relative}' + + '.vh-dos__bullet:before{content:"\\2013";position:absolute;left:0;opacity:.5}' + + '.vh-dos__dim{opacity:.55;font-size:12px}' + + '.vh-dos__twin{display:flex;justify-content:space-between;align-items:baseline;gap:8px;margin:6px 0}' + + '.vh-dos__twin-name{font-weight:700;font-size:15px}' + + '.vh-dos__twin-sim{opacity:.7;font-size:12px;font-variant-numeric:tabular-nums}' + + '.vh-dos__top5{display:grid;gap:2px;margin:6px 0}' + + '.vh-dos__row2{display:flex;justify-content:space-between;gap:8px;font-size:13px}' + + '.vh-dos__prov{opacity:.55;font-size:11.5px;border-top:1px solid rgba(128,128,128,.25);' + + 'padding-top:8px;margin-top:10px}' + + '.vh-dos__prov a{color:inherit}' + + '@media(max-width:520px){.vh-dos__trait{grid-template-columns:104px 1fr 40px}}' + + /* keep the modal title + close reachable while the long dossier scrolls */ + '#dossier-modal>div:first-child{position:sticky;top:-14px;z-index:3;' + + 'background:var(--surface,#fff);padding:10px 0;margin-top:-4px}'; + + function injectCss() { + if (document.getElementById('vh-dos-css')) return; + var st = document.createElement('style'); + st.id = 'vh-dos-css'; + st.textContent = CSS; + document.head.appendChild(st); + } + + global.VHPlayerDossier = { + renderInto: function (bodyEl, name) { + injectCss(); + return load().then(function (all) { + META = all._meta; + var d = all.dossiers[slug(name)]; + if (!d) return false; + bodyEl.innerHTML = render(d); + return true; + }, function () { return false; }); + } + }; +})(window); diff --git a/public/assets/players-directory.js b/public/assets/players-directory.js index c7a5d48f..8fbe4aca 100644 --- a/public/assets/players-directory.js +++ b/public/assets/players-directory.js @@ -184,11 +184,27 @@ document.body.classList.add('vh-modal-open'); els.dossierClose.focus(); - global.VHDossier.fetchDossierMarkdown(slug) - .then(function (md) { - els.dossierBody.innerHTML = global.VHDossier.renderDossierMarkdown(md) + - swingsSection(name); - }) + function showMarkdown() { + return global.VHDossier.fetchDossierMarkdown(slug) + .then(function (md) { + els.dossierBody.innerHTML = global.VHDossier.renderDossierMarkdown(md); + }); + } + + function showDataDossier() { + // Data dossier first (works for every player); markdown wiki as fallback. + if (global.VHPlayerDossier) { + return global.VHPlayerDossier.renderInto(els.dossierBody, name) + .then(function (ok) { + if (!ok) throw new Error('no data dossier'); + els.dossierSourceLink.href = 'methods.html#dossier'; + }); + } + return Promise.reject(new Error('no renderer')); + } + + showDataDossier() + .catch(showMarkdown) .catch(function () { els.dossierBody.innerHTML = '

Could not load this dossier right now. Use "View source" below.

'; diff --git a/public/methods.html b/public/methods.html index 4af154a2..77f2fc75 100644 --- a/public/methods.html +++ b/public/methods.html @@ -163,6 +163,11 @@

Twin explainer — why they’re twins

Insights — shareable findings

The Insights page curates the most striking things the embedding model has measured: the strangest and most average seasons, the biggest career reinventions, era twins decades apart, dying archetypes, the three-point takeover, and the turnover decline. Each card is generated from the same served vectors — nothing hand-written, nothing invented.

Uniqueness is Euclidean distance from the centroid of all 12,966 player-seasons in the 14-d style space (minimum 1,500 minutes). Career transformation is first-to-last season distance (minimum 4 seasons at 800+ minutes). Era-twin gaps use the full 64-d cosine similarity, similarity ≥ 0.60, one appearance per player. Every card deep-links (/insights.html#<slug>), exports a 1080×1350 PNG rendered in the browser, and has a crawler page at /insights/<slug> with a pre-rendered unfurl image. The daily spotlight never repeats a card shown in the grid below it.

+
+
04·e
+

Player dossier — every player, from the model

+

Open any player in the directory and their dossier is built from the same model behind the map — no hand-written bios, nothing to go stale. Each dossier carries a minutes-weighted 14-trait style fingerprint, the player’s archetype and how it moved across their career, their era twin (with the plain-words why), how their game changed from first to last charted season, the five nearest player-seasons in style space, and a plain-words read of where they live on the map.

+

All dossier numbers come from the promoted MTNN v5 14-d serving vectors and the derived research assets (era twins, career trails, archetype assignments, honors). Similarity is cosine in the 14-d style space. “How his game changed” compares first vs last charted season only; traits that moved less than half a standard deviation are left out.

diff --git a/public/players.html b/public/players.html index 0d032059..3a7ea8dc 100644 --- a/public/players.html +++ b/public/players.html @@ -171,6 +171,7 @@

Dossier

+ diff --git a/public/sw.js b/public/sw.js index b714fd0d..04977430 100644 --- a/public/sw.js +++ b/public/sw.js @@ -3,7 +3,7 @@ - CORE shell (styles, nav, icons, offline page): stale-while-revalidate. - Large data files (DENY): network only, never cached. Bump CACHE_NAME whenever shipped assets change so clients drop the old shell. */ -const CACHE_NAME = 'vector-hoops-atlas-v8'; +const CACHE_NAME = 'vector-hoops-atlas-v9'; const CORE = [ '/', '/index.html', @@ -17,6 +17,7 @@ const CORE = [ '/assets/twin-explainer.js', '/assets/insights.js', '/assets/insights.json', +'/assets/player-dossier.js', '/assets/favicon.svg', '/assets/apple-touch-icon.png', '/assets/icon-192.png', diff --git a/sw.js b/sw.js index b714fd0d..04977430 100644 --- a/sw.js +++ b/sw.js @@ -3,7 +3,7 @@ - CORE shell (styles, nav, icons, offline page): stale-while-revalidate. - Large data files (DENY): network only, never cached. Bump CACHE_NAME whenever shipped assets change so clients drop the old shell. */ -const CACHE_NAME = 'vector-hoops-atlas-v8'; +const CACHE_NAME = 'vector-hoops-atlas-v9'; const CORE = [ '/', '/index.html', @@ -17,6 +17,7 @@ const CORE = [ '/assets/twin-explainer.js', '/assets/insights.js', '/assets/insights.json', +'/assets/player-dossier.js', '/assets/favicon.svg', '/assets/apple-touch-icon.png', '/assets/icon-192.png', From c724e127a362561abac2c994b508932aa4055fd0 Mon Sep 17 00:00:00 2001 From: Scout Date: Thu, 1 Oct 2026 02:35:25 +0000 Subject: [PATCH 2/3] Fix Ruff F401: drop unused Counter import in build_dossiers.py --- pipeline/build_dossiers.py | 1 - 1 file changed, 1 deletion(-) diff --git a/pipeline/build_dossiers.py b/pipeline/build_dossiers.py index d86e3c15..a90605f9 100644 --- a/pipeline/build_dossiers.py +++ b/pipeline/build_dossiers.py @@ -29,7 +29,6 @@ import math import os import unicodedata -from collections import Counter REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) ASSETS = os.path.join(REPO, "assets") From e73df0e04bc126358f4cf83c03dbdd3ee3edf1bd Mon Sep 17 00:00:00 2001 From: Scout Date: Thu, 1 Oct 2026 02:37:28 +0000 Subject: [PATCH 3/3] Ruff format: apply ruff 0.8.6 formatting to build_dossiers.py --- pipeline/build_dossiers.py | 119 +++++++++++++++++++++++++++---------- 1 file changed, 89 insertions(+), 30 deletions(-) diff --git a/pipeline/build_dossiers.py b/pipeline/build_dossiers.py index a90605f9..fa7773f1 100644 --- a/pipeline/build_dossiers.py +++ b/pipeline/build_dossiers.py @@ -138,7 +138,9 @@ def main(): continue nm, season = k.rsplit("|", 1) nk = normkey(nm) - agg = honors_by_player.setdefault(nk, {"asg": 0, "allNba": 0, "finalsMvp": 0, "seasons": set()}) + agg = honors_by_player.setdefault( + nk, {"asg": 0, "allNba": 0, "finalsMvp": 0, "seasons": set()} + ) agg["asg"] += int(h.get("asg") or 0) agg["allNba"] += int(h.get("allNbaTeam") or 0) agg["finalsMvp"] += int(h.get("finalsMvp") or 0) @@ -184,7 +186,9 @@ def main(): sig = max(seasons, key=lambda p: p.get("total_min") or 0) # positions / teams - pos = sorted(set(positions[p["p"]] for p in seasons if 0 <= p["p"] < len(positions))) + pos = sorted( + set(positions[p["p"]] for p in seasons if 0 <= p["p"] < len(positions)) + ) teams = [] for p in seasons: t = team_map.get((nk, p["season"])) @@ -214,15 +218,27 @@ def main(): if tw: twins = { "s": tw["season"], - "t": {"n": pretty(tw["twin"]["name"]), "s": tw["twin"]["season"], - "sim": round(tw["twin"]["similarity"], 3)}, - "t5": [{"n": pretty(c["name"]), "s": c["season"], "sim": round(c["sim"], 3)} - for c in tw.get("top5", [])], + "t": { + "n": pretty(tw["twin"]["name"]), + "s": tw["twin"]["season"], + "sim": round(tw["twin"]["similarity"], 3), + }, + "t5": [ + { + "n": pretty(c["name"]), + "s": c["season"], + "sim": round(c["sim"], 3), + } + for c in tw.get("top5", []) + ], } ex = expl_by_ns.get((nk, tw["season"])) if ex: - twins["why"] = {"sh": ex.get("shared", []), "d": ex.get("differ"), - "th": bool(ex.get("thin"))} + twins["why"] = { + "sh": ex.get("shared", []), + "d": ex.get("differ"), + "th": bool(ex.get("thin")), + } # the neighborhood: 5 nearest other-player seasons to the signature season # (exact 14-d cosine; unrolled dot + manual top-5 for speed) @@ -238,10 +254,22 @@ def main(): for pid, qv in nv: if pid in own_ids: continue - s = (a0 * qv[0] + a1 * qv[1] + a2 * qv[2] + a3 * qv[3] + - a4 * qv[4] + a5 * qv[5] + a6 * qv[6] + a7 * qv[7] + - a8 * qv[8] + a9 * qv[9] + a10 * qv[10] + a11 * qv[11] + - a12 * qv[12] + a13 * qv[13]) + s = ( + a0 * qv[0] + + a1 * qv[1] + + a2 * qv[2] + + a3 * qv[3] + + a4 * qv[4] + + a5 * qv[5] + + a6 * qv[6] + + a7 * qv[7] + + a8 * qv[8] + + a9 * qv[9] + + a10 * qv[10] + + a11 * qv[11] + + a12 * qv[12] + + a13 * qv[13] + ) if s > tmin: mi = 0 for k in range(1, 5): @@ -252,24 +280,44 @@ def main(): for k in range(1, 5): if t5[k][0] < tmin: tmin = t5[k][0] - neighbors = [{"n": pretty(by_id[i]["name"]), "s": by_id[i]["season"], - "sim": round(s, 3)} for s, i in sorted(t5, reverse=True)] + neighbors = [ + {"n": pretty(by_id[i]["name"]), "s": by_id[i]["season"], "sim": round(s, 3)} + for s, i in sorted(t5, reverse=True) + ] # map-position read from the signature season xyz + axes x, y, z = sig["x"], sig["y"], sig["z"] reads = [] - reads.append("perimeter side (shooters)" if x >= 0.6 else - "paint side (bigs)" if x <= 0.4 else "between paint and perimeter") - reads.append("high-usage engine" if y <= 0.4 else - "low-usage role player" if y >= 0.6 else "medium usage") - reads.append("ball in his hands" if z >= 0.6 else - "off-ball" if z <= 0.4 else "mixed on/off ball") + reads.append( + "perimeter side (shooters)" + if x >= 0.6 + else "paint side (bigs)" + if x <= 0.4 + else "between paint and perimeter" + ) + reads.append( + "high-usage engine" + if y <= 0.4 + else "low-usage role player" + if y >= 0.6 + else "medium usage" + ) + reads.append( + "ball in his hands" + if z >= 0.6 + else "off-ball" + if z <= 0.4 + else "mixed on/off ball" + ) honors = honors_by_player.get(nk) honors_out = None if honors and (honors["asg"] or honors["allNba"] or honors["finalsMvp"]): - honors_out = {"asg": honors["asg"], "nba": honors["allNba"], - "fmvp": honors["finalsMvp"]} + honors_out = { + "asg": honors["asg"], + "nba": honors["allNba"], + "fmvp": honors["finalsMvp"], + } dossiers[slug(name)] = { "n": pretty(name), @@ -291,13 +339,20 @@ def main(): "mr": reads, } - out = {"_meta": {"built": "build_dossiers.py", "n": len(dossiers), - "clusters": clusters, - "traits": [labels[f] for f in features], - "method": ("career aggregates from the house embedding model (MTNN v5, 14-d " - "serving vectors) + derived research assets (era twins, trails, " - "archetypes, honors)")}, - "dossiers": dossiers} + out = { + "_meta": { + "built": "build_dossiers.py", + "n": len(dossiers), + "clusters": clusters, + "traits": [labels[f] for f in features], + "method": ( + "career aggregates from the house embedding model (MTNN v5, 14-d " + "serving vectors) + derived research assets (era twins, trails, " + "archetypes, honors)" + ), + }, + "dossiers": dossiers, + } path = os.path.join(ASSETS, "dossiers.json") with open(path, "w", encoding="utf-8") as f: json.dump(out, f, separators=(",", ":")) @@ -325,7 +380,11 @@ def main(): if not (0 <= d["an"] < 8) or any(not (0 <= c < 8) for c in d["ap"]): errs.append("bad archetype idx " + s) ag = dossiers.get("aaron-gordon") - if not ag or ag["ns"] != 12 or not (ag["tw"] and ag["tw"]["t"]["n"] == "Blake Griffin"): + if ( + not ag + or ag["ns"] != 12 + or not (ag["tw"] and ag["tw"]["t"]["n"] == "Blake Griffin") + ): errs.append("aaron-gordon spot check failed") mj = dossiers.get("michael-jordan") if not mj or mj["ns"] != 4 or mj["sp"] != ["1996-97", "2002-03"]: