From f524dcce51fcdc51e01410e8cfb893db5f3eb043 Mon Sep 17 00:00:00 2001
From: Michael Pilosov <consistentbayes@gmail.com>
Date: Wed, 22 Apr 2026 11:30:52 -0600
Subject: [PATCH] clean up / clarify labels

---
 app/web/templates/index.html   | 8 ++++----
 app/web/templates/metrics.html | 4 ++--
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/app/web/templates/index.html b/app/web/templates/index.html
index b0028fe..58a3990 100644
--- a/app/web/templates/index.html
+++ b/app/web/templates/index.html
@@ -42,7 +42,7 @@
       <span class="picker-title">introduction</span>
       <span class="picker-selection">
         <span class="lbl">scope</span>
-        <code>stability of low-dim embeddings under input drift</code>
+        <code>impact of data drift on dimension reduction</code>
       </span>
     </span>
     <span class="picker-toggle" aria-hidden="true"></span>
@@ -322,7 +322,7 @@
       <span class="picker-title">stability metrics</span>
       <span class="picker-selection">
         <span class="lbl">view</span>
-        <code>frame-to-frame travel · vs-initial drift · kNN retention</code>
+        <code>travel · drift · kNN@10</code>
       </span>
     </span>
     <span class="picker-toggle" aria-hidden="true"></span>
@@ -374,8 +374,8 @@
 
       <figure class="plot">
         <figcaption>
-          <span class="plot-title">kNN retention</span>
-          <span class="plot-sub">fraction of input-space k-NN preserved in 2-D (higher = more faithful)</span>
+          <span class="plot-title">kNN@10 retention</span>
+          <span class="plot-sub">fraction of each point's 10 nearest input-space neighbors preserved in 2-D (higher = more faithful)</span>
         </figcaption>
         <div id="plot-knn" class="plot-area"></div>
       </figure>
diff --git a/app/web/templates/metrics.html b/app/web/templates/metrics.html
index 467a72d..7e7130f 100644
--- a/app/web/templates/metrics.html
+++ b/app/web/templates/metrics.html
@@ -73,8 +73,8 @@
 
     <figure class="plot">
       <figcaption>
-        <span class="plot-title">kNN retention</span>
-        <span class="plot-sub">fraction of input-space k-NN preserved in 2-D (higher = more faithful)</span>
+        <span class="plot-title">kNN@10 retention</span>
+        <span class="plot-sub">fraction of each point's 10 nearest input-space neighbors preserved in 2-D (higher = more faithful)</span>
       </figcaption>
       <div id="plot-knn" class="plot-area"></div>
     </figure>