Merge remote-tracking branch 'origin/main' into feat/corpus-explorer

frontend/src/components/CulturalStats.tsx

@@ -59,6 +59,21 @@ const CulturalStats = ({ data, onExplore }: CulturalStatsProps) => {
     return `${dominantLabel} (${(dominant[1] * 100).toFixed(1)}%)`;
   };
 
+  const stanceSublabel = (
+    per1kTokens: number | undefined,
+    emotionAvg: Record<string, number> | undefined,
+  ) => {
+    const rateLabel =
+      typeof per1kTokens === "number"
+        ? `${per1kTokens.toFixed(1)} per 1k words`
+        : "Word frequency";
+    const emotionLabel = topEmotion(emotionAvg);
+
+    return emotionLabel === "—"
+      ? rateLabel
+      : `${rateLabel} • Avg mood: ${emotionLabel}`;
+  };
+
   return (
     <div style={styles.page}>
       <div style={{ ...styles.container, ...styles.grid }}>

frontend/src/components/UserModal.tsx

@@ -88,6 +88,15 @@ export default function UserModal({
                   </div>
                 </div>
               ) : null}
+
+              {userData.dominant_topic ? (
+                <div style={styles.topUserItem}>
+                  <div style={styles.topUserName}>Most Common Topic</div>
+                  <div style={styles.topUserMeta}>
+                    {userData.dominant_topic.topic} ({userData.dominant_topic.count} events)
+                  </div>
+                </div>
+              ) : null}
             </div>
           )}
         </DialogPanel>

frontend/src/types/ApiTypes.ts

@@ -34,6 +34,11 @@ type Vocab = {
   top_words: FrequencyWord[];
 };
 
+type DominantTopic = {
+  topic: string;
+  count: number;
+};
+
 type User = {
   author: string;
   post: number;
@@ -41,6 +46,7 @@ type User = {
   comment_post_ratio: number;
   comment_share: number;
   avg_emotions?: Record<string, number>;
+  dominant_topic?: DominantTopic | null;
   vocab?: Vocab | null;
 };
 
@@ -162,6 +168,10 @@ type StanceMarkers = {
   certainty_per_1k_tokens: number;
   deontic_per_1k_tokens: number;
   permission_per_1k_tokens: number;
+  hedge_emotion_avg?: Record<string, number>;
+  certainty_emotion_avg?: Record<string, number>;
+  deontic_emotion_avg?: Record<string, number>;
+  permission_emotion_avg?: Record<string, number>;
 };
 
 type EntityEmotionAggregate = {
@@ -202,6 +212,7 @@ type FilterResponse = {
 
 export type {
   TopUser,
+  DominantTopic,
   Vocab,
   User,
   InteractionGraph,