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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8"/>
<meta name="viewport" content="width=device-width,initial-scale=1,viewport-fit=cover"/>
<title>Vector Hoops — An atlas of NBA player-seasons</title>
<meta name="description" content="12,966 NBA player-seasons from 1996–97 to 2025–26, placed by how they played. Pick one and the model returns the three seasons that play most alike."/>
<link rel="canonical" href="https://hoops.dumbmodel.com/"/>
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<meta property="og:type" content="website"/>
<meta property="og:site_name" content="Vector Hoops"/>
<meta property="og:url" content="https://hoops.dumbmodel.com/"/>
<meta property="og:title" content="Vector Hoops — Who plays like this?"/>
<meta property="og:description" content="An atlas of 12,966 NBA player-seasons. Pick one; the model returns the three that play most alike."/>
<meta property="og:image" content="https://hoops.dumbmodel.com/assets/og-1200x630.png"/>
<meta property="og:image:width" content="1200"/>
<meta property="og:image:height" content="630"/>
<meta property="og:image:alt" content="Vector Hoops: 12,966 NBA player-seasons plotted as points on a dark field."/>
<meta name="twitter:card" content="summary_large_image"/>
<meta name="twitter:title" content="Vector Hoops — Who plays like this?"/>
<meta name="twitter:description" content="An atlas of 12,966 NBA player-seasons. Pick one; the model returns the three that play most alike."/>
<meta name="twitter:image" content="https://hoops.dumbmodel.com/assets/og-1200x630.png"/>
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<body>
<a class="skip-link" href="#main">Skip to content</a>
<noscript><div role="alert" style="padding:16px;text-align:center">The atlas and the game need JavaScript. Methods and sources are readable without it at <a href="/methods">/methods</a>.</div></noscript>
<nav class="site-nav" data-active="/" aria-label="Primary"></nav>
<main id="main" class="main" style="padding-top:0">
<header class="title-card hero">
<div class="title-card__eyebrow reveal">An atlas of NBA player-seasons</div>
<h1 class="hero__title reveal reveal-1"><span>Who plays</span><span>like <em>this?</em></span></h1>
<p class="title-card__lede reveal reveal-2">Every season from 1996–97 to 2025–26 with enough minutes, placed by how it was played rather than who played it. Choose one, and a neural embedding returns the three seasons that play most alike.</p>
<div class="title-card__actions reveal reveal-3">
<a class="btn btn-primary btn-xl" href="/play">Play today’s Daily Court</a>
<a class="btn btn-xl" href="#atlas">Explore the atlas</a>
</div>
</header>
<section id="atlas" class="instrument reveal reveal-4" aria-labelledby="atlas-title">
<div class="instrument__bar">
<h2 id="atlas-title" class="label fig-label" style="margin:0">Fig. 1 <b>· The atlas</b></h2>
<div class="atlas-search" role="search">
<svg viewBox="0 0 16 16" aria-hidden="true"><circle cx="7" cy="7" r="5.25" fill="none" stroke="currentColor" stroke-width="1.5"/><line x1="11" y1="11" x2="15" y2="15" stroke="currentColor" stroke-width="1.5"/></svg>
<label class="visually-hidden" for="atlas-search">Find a player-season</label>
<input id="atlas-search" type="search" placeholder="Find a season — Curry, Jokić, Wembanyama…" autocomplete="off" spellcheck="false"
role="combobox" aria-autocomplete="list" aria-expanded="false" aria-controls="atlas-results"/>
<ul id="atlas-results" class="atlas-results" role="listbox" aria-label="Matching seasons" hidden></ul>
</div>
<div class="label"><span id="atlas-count" class="num">12,966</span> plotted</div>
</div>
<div class="field" id="map-wrap">
<canvas id="sky-canvas" role="img" aria-label="Scatter of 12,966 NBA player-seasons. Left to right runs from paint players to perimeter players; top to bottom runs from high-usage scorers to low-usage role players. Use the search field to select a season."></canvas>
<span class="axis axis--t">High usage</span>
<span class="axis axis--b">Role players</span>
<span class="axis axis--l">Paint</span>
<span class="axis axis--r">Perimeter</span>
<div class="hover-tip" id="hover-tip" hidden></div>
<div class="field__controls" id="map-controls">
<button type="button" data-map="share"><span>Copy link</span></button>
<button type="button" data-map="reset">Clear</button>
</div>
<div class="field__state" id="atlas-state"><span class="field__loading">Plotting 12,966 seasons</span></div>
</div>
<div class="legend" id="atlas-legend" role="group" aria-label="Highlight an archetype"></div>
<div class="readout" aria-live="polite">
<div id="atlas-selected"><p class="readout__empty">Select any point on the atlas, or search a name above.</p></div>
<div>
<div class="peers__head">
<span class="peers__title">Other players who play most alike</span>
<span class="peers__note" id="atlas-peers-status"></span>
</div>
<table class="data-table">
<thead><tr><th class="r" scope="col">#</th><th scope="col">Player</th><th scope="col">Season</th><th scope="col" class="hide-s">Archetype</th><th class="r" scope="col">Cosine</th></tr></thead>
<tbody id="atlas-peers-body"></tbody>
</table>
<p class="peers__foot">Peers are the nearest seasons by cosine similarity in the 64-dimensional MTNN embedding. The atlas itself is a 2-D view of 14 era-normalised per-100 stats, so a peer can sit some distance away on it.</p>
</div>
</div>
<p class="visually-hidden" id="atlas-live" aria-live="polite"></p>
</section>
<nav class="doors" aria-label="Sections">
<a class="door" href="/play">
<span class="door__n">01 — Play</span>
<span class="door__title">Daily Court</span>
<p class="door__text">Five past All-Stars a day, the same five for everyone. Find each one’s closest modern twin in six guesses.</p>
<span class="door__go">Start today’s five →</span>
</a>
<a class="door" href="/players">
<span class="door__n">02 — Players</span>
<span class="door__title">Directory</span>
<p class="door__text">Every charted player, with 0–99 skill grades normalised within each season and leaderboards by skill.</p>
<span class="door__go">Browse players →</span>
</a>
<a class="door" href="/trends">
<span class="door__n">03 — Trends</span>
<span class="door__title">League drift</span>
<p class="door__text">How much the shape of the game rotated from one season to the next, measured across thirty years.</p>
<span class="door__go">See the drift →</span>
</a>
</nav>
<section class="findings" aria-label="Fresh from the lab">
<h2 class="label fig-label" style="margin:0 0 4px">Fresh from the lab <b>· new findings</b></h2>
<nav class="doors" aria-label="New findings" style="margin-top:var(--s-4)">
<a class="door" href="/insights#playoff-swings">
<span class="door__n">Insight №10 — Risers & fallers</span>
<span class="door__title">May makes some stars bigger</span>
<p class="door__text">Mitchell owns the two biggest playoff scoring leaps in 30 years (<b>+8.6</b>, <b>+8.3</b>); Embiid owns the biggest collapse (<b>−14.6</b>). 334 established-scorer seasons, charted.</p>
<span class="door__go">See the swings →</span>
</a>
<a class="door" href="/insights#contenders-pretenders">
<span class="door__n">Insight №11 — 2026–27 preview</span>
<span class="door__title">Contender chemistry</span>
<div class="chem" aria-label="Teams clearing both contender bars">
<div class="chem__row"><span>LAL</span><i style="width:98%"><b>5.56</b></i></div>
<div class="chem__row"><span>OKC</span><i style="width:94%"><b>5.31</b></i></div>
<div class="chem__row"><span>DEN</span><i style="width:92%"><b>5.20</b></i></div>
<div class="chem__row"><span>PHI</span><i style="width:91%"><b>5.14</b></i></div>
<div class="chem__row"><span>MIA</span><i style="width:90%"><b>5.12</b></i></div>
</div>
<p class="door__text">Five teams clear both bars — shape and engine. Portland is the most playoff-shaped team alive (5.67) with no engine to drive it.</p>
<span class="door__go">See the preview →</span>
</a>
<a class="door" href="/playoff-runs">
<span class="door__n">New page — 42 ranked runs</span>
<span class="door__title">Greatest playoff runs</span>
<p class="door__text">LeBron '09 over Jordan '98 — now two-way. Curry + Durant '17, the greatest duo ever. The '26 Knicks' +15.5 demolition over the 15–1 Lakers. Individuals, duos, trios, teams.</p>
<span class="door__go">Rank the runs →</span>
</a>
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</section>
<section class="ledger" aria-label="The numbers">
<div><b>12,966</b><span>Player-seasons</span></div>
<div><b>30</b><span>Seasons, 1996–2026</span></div>
<div><b>64</b><span>Embedding dimensions</span></div>
<div><b>17</b><span>Feature towers</span></div>
</section>
<p class="ledger-note">Stats come from stats.nba.com, per 100 possessions and z-scored within their own season, so a 1997 number and a 2026 number mean the same thing. Every figure on this site can be recomputed from source — see <a href="/methods">Methods</a> and <a href="/model">the Lab</a>.</p>
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<p class="site-footer__attribution">Every number recomputable from stats.nba.com · A <a href="https://dumbmodel.com">dumbmodel</a> project</p>
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