feat(frontend): add dominant emotion display to UserModal

frontend/src/components/EmotionalStats.tsx

@@ -9,6 +9,9 @@ type EmotionalStatsProps = {
 
 const EmotionalStats = ({contentData}: EmotionalStatsProps) => {
   const rows = contentData.average_emotion_by_topic ?? [];
+  const overallEmotionAverage = contentData.overall_emotion_average ?? [];
+  const dominantEmotionDistribution = contentData.dominant_emotion_distribution ?? [];
+  const emotionBySource = contentData.emotion_by_source ?? [];
   const lowSampleThreshold = 20;
   const stableSampleThreshold = 50;
   const emotionKeys = rows.length
@@ -64,39 +67,104 @@ const EmotionalStats = ({contentData}: EmotionalStatsProps) => {
   return (
     <div style={styles.page}>
       <div style={{ ...styles.container, ...styles.card, marginTop: 16 }}>
-        <h2 style={styles.sectionTitle}>Average Emotion by Topic</h2>
-        <p style={styles.sectionSubtitle}>Read confidence together with sample size. Topics with fewer than {lowSampleThreshold} events are usually noisy and less reliable.</p>
+        <h2 style={styles.sectionTitle}>Topic Mood Overview</h2>
+        <p style={styles.sectionSubtitle}>Use the strength score together with post count. Topics with fewer than {lowSampleThreshold} events are often noisy.</p>
         <div style={styles.emotionalSummaryRow}>
           <span><strong style={{ color: "#24292f" }}>Topics:</strong> {strongestPerTopic.length}</span>
-          <span><strong style={{ color: "#24292f" }}>Median Sample:</strong> {medianSampleSize} events</span>
-          <span><strong style={{ color: "#24292f" }}>Low Sample (&lt;{lowSampleThreshold}):</strong> {lowSampleTopics}</span>
-          <span><strong style={{ color: "#24292f" }}>Stable Sample ({stableSampleThreshold}+):</strong> {stableSampleTopics}</span>
+          <span><strong style={{ color: "#24292f" }}>Median Posts:</strong> {medianSampleSize}</span>
+          <span><strong style={{ color: "#24292f" }}>Small Topics (&lt;{lowSampleThreshold}):</strong> {lowSampleTopics}</span>
+          <span><strong style={{ color: "#24292f" }}>Stable Topics ({stableSampleThreshold}+):</strong> {stableSampleTopics}</span>
         </div>
         <p style={{ ...styles.sectionSubtitle, marginTop: 10, marginBottom: 0 }}>
-          Confidence reflects how strongly one emotion leads within a topic, not model accuracy. Use larger samples for stronger conclusions.
+          Strength means how far the top emotion is ahead in that topic. It does not mean model accuracy.
         </p>
       </div>
 
       <div style={{ ...styles.container, ...styles.grid }}>
-        {strongestPerTopic.map((topic) => (
-          <div key={topic.topic} style={{ ...styles.card, gridColumn: "span 4" }}>
-            <h3 style={{ ...styles.sectionTitle, marginBottom: 6 }}>{topic.topic}</h3>
-            <div style={styles.emotionalTopicLabel}>
-              Top Emotion
+        <div style={{ ...styles.card, gridColumn: "span 4" }}>
+          <h2 style={styles.sectionTitle}>Mood Averages</h2>
+          <p style={styles.sectionSubtitle}>Average score for each emotion.</p>
+          {!overallEmotionAverage.length ? (
+            <div style={styles.topUserMeta}>No overall emotion averages available.</div>
+          ) : (
+            <div style={{ ...styles.topUsersList, maxHeight: 260, overflowY: "auto" }}>
+              {[...overallEmotionAverage]
+                .sort((a, b) => b.score - a.score)
+                .map((row) => (
+                  <div key={row.emotion} style={styles.topUserItem}>
+                    <div style={styles.topUserName}>{formatEmotion(row.emotion)}</div>
+                    <div style={styles.topUserMeta}>{row.score.toFixed(3)}</div>
+                  </div>
+                ))}
             </div>
-            <div style={styles.emotionalTopicValue}>
-              {formatEmotion(topic.emotion)}
+          )}
+        </div>
+
+        <div style={{ ...styles.card, gridColumn: "span 4" }}>
+          <h2 style={styles.sectionTitle}>Mood Split</h2>
+          <p style={styles.sectionSubtitle}>How often each emotion is dominant.</p>
+          {!dominantEmotionDistribution.length ? (
+            <div style={styles.topUserMeta}>No dominant-emotion split available.</div>
+          ) : (
+            <div style={{ ...styles.topUsersList, maxHeight: 260, overflowY: "auto" }}>
+              {[...dominantEmotionDistribution]
+                .sort((a, b) => b.ratio - a.ratio)
+                .map((row) => (
+                  <div key={row.emotion} style={styles.topUserItem}>
+                    <div style={styles.topUserName}>{formatEmotion(row.emotion)}</div>
+                    <div style={styles.topUserMeta}>{(row.ratio * 100).toFixed(1)}% • {row.count.toLocaleString()} events</div>
+                  </div>
+                ))}
             </div>
-            <div style={styles.emotionalMetricRow}>
-              <span>Confidence</span>
-              <span style={styles.emotionalMetricValue}>{topic.value.toFixed(3)}</span>
-            </div>
-            <div style={styles.emotionalMetricRowCompact}>
-              <span>Sample Size</span>
-              <span style={styles.emotionalMetricValue}>{topic.count} events</span>
+          )}
+        </div>
+
+        <div style={{ ...styles.card, gridColumn: "span 4" }}>
+          <h2 style={styles.sectionTitle}>Mood by Source</h2>
+          <p style={styles.sectionSubtitle}>Leading emotion in each source.</p>
+          {!emotionBySource.length ? (
+            <div style={styles.topUserMeta}>No source emotion profile available.</div>
+          ) : (
+            <div style={{ ...styles.topUsersList, maxHeight: 260, overflowY: "auto" }}>
+              {[...emotionBySource]
+                .sort((a, b) => b.event_count - a.event_count)
+                .map((row) => (
+                  <div key={row.source} style={styles.topUserItem}>
+                    <div style={styles.topUserName}>{row.source}</div>
+                    <div style={styles.topUserMeta}>
+                      {formatEmotion(row.dominant_emotion)} • {row.dominant_score.toFixed(3)} • {row.event_count.toLocaleString()} events
+                    </div>
+                  </div>
+                ))}
             </div>
+          )}
+        </div>
+
+        <div style={{ ...styles.card, gridColumn: "span 12" }}>
+          <h2 style={styles.sectionTitle}>Topic Snapshots</h2>
+          <p style={styles.sectionSubtitle}>Per-topic mood with strength and post count.</p>
+          <div style={{ ...styles.grid, marginTop: 10 }}>
+            {strongestPerTopic.map((topic) => (
+              <div key={topic.topic} style={{ ...styles.cardBase, gridColumn: "span 4" }}>
+                <h3 style={{ ...styles.sectionTitle, marginBottom: 6 }}>{topic.topic}</h3>
+                <div style={styles.emotionalTopicLabel}>
+                  Likely Mood
+                </div>
+                <div style={styles.emotionalTopicValue}>
+                  {formatEmotion(topic.emotion)}
+                </div>
+                <div style={styles.emotionalMetricRow}>
+                  <span>Strength</span>
+                  <span style={styles.emotionalMetricValue}>{topic.value.toFixed(3)}</span>
+                </div>
+                <div style={styles.emotionalMetricRowCompact}>
+                  <span>Posts in Topic</span>
+                  <span style={styles.emotionalMetricValue}>{topic.count}</span>
+                </div>
+              </div>
+            ))}
           </div>
-        ))}
+        </div>
       </div>
     </div>
   );

frontend/src/components/InteractionalStats.tsx

@@ -40,6 +40,9 @@ const InteractionalStats = ({ data }: InteractionalStatsProps) => {
   const singleCommentAuthorRatio = typeof concentration?.single_comment_author_ratio === "number"
     ? concentration.single_comment_author_ratio
     : null;
+  const singleCommentAuthors = typeof concentration?.single_comment_authors === "number"
+    ? concentration.single_comment_authors
+    : null;
 
   const topPairs = (data.top_interaction_pairs ?? [])
     .filter((item): item is [[string, string], number] => {
@@ -84,48 +87,55 @@ const InteractionalStats = ({ data }: InteractionalStatsProps) => {
   return (
     <div style={styles.page}>
       <div style={{ ...styles.container, ...styles.grid }}>
+        <div style={{ ...styles.card, gridColumn: "span 12" }}>
+          <h2 style={styles.sectionTitle}>Conversation Overview</h2>
+          <p style={styles.sectionSubtitle}>Who talks to who, and how concentrated the replies are.</p>
+        </div>
+
         <Card
-          label="Avg Thread Depth"
+          label="Average Reply Depth"
           value={typeof data.average_thread_depth === "number" ? data.average_thread_depth.toFixed(2) : "—"}
-          sublabel="Depth from reply chains"
+          sublabel="How deep reply chains usually go"
           style={{ gridColumn: "span 3" }}
         />
         <Card
-          label="Network Users"
+          label="Users in Network"
           value={userCount.toLocaleString()}
-          sublabel="Authors in interaction graph"
+          sublabel="Users in the reply graph"
           style={{ gridColumn: "span 3" }}
         />
         <Card
-          label="Unique Links"
+          label="User-to-User Links"
           value={edgeCount.toLocaleString()}
-          sublabel="Directed source-target pairs"
+          sublabel="Unique reply directions"
           style={{ gridColumn: "span 3" }}
         />
         <Card
-          label="Interaction Volume"
+          label="Total Replies"
           value={interactionVolume.toLocaleString()}
-          sublabel="Sum of link weights"
+          sublabel="All reply links combined"
           style={{ gridColumn: "span 3" }}
         />
         <Card
-          label="Top 10% Comment Share"
+          label="Concentrated Replies"
           value={topTenSharePercent === null ? "-" : `${topTenSharePercent.toFixed(1)}%`}
           sublabel={topTenAuthorCount === null || totalCommentingAuthors === null
-            ? "Comment volume held by top commenters"
+            ? "Reply share from the top 10% commenters"
             : `${topTenAuthorCount.toLocaleString()} of ${totalCommentingAuthors.toLocaleString()} authors`}
           style={{ gridColumn: "span 6" }}
         />
         <Card
           label="Single-Comment Authors"
           value={singleCommentAuthorRatio === null ? "-" : `${(singleCommentAuthorRatio * 100).toFixed(1)}%`}
-          sublabel="Authors who commented exactly once"
+          sublabel={singleCommentAuthors === null
+            ? "Authors who commented exactly once"
+            : `${singleCommentAuthors.toLocaleString()} authors commented exactly once`}
           style={{ gridColumn: "span 6" }}
         />
 
         <div style={{ ...styles.card, gridColumn: "span 12" }}>
-          <h2 style={styles.sectionTitle}>Interaction Visuals</h2>
-          <p style={styles.sectionSubtitle}>Quick charts for interaction direction and conversation concentration.</p>
+          <h2 style={styles.sectionTitle}>Conversation Visuals</h2>
+          <p style={styles.sectionSubtitle}>Main reply links and concentration split.</p>
 
           <div style={{ ...styles.grid, marginTop: 12 }}>
             <div style={{ ...styles.cardBase, gridColumn: "span 6" }}>
@@ -175,8 +185,8 @@ const InteractionalStats = ({ data }: InteractionalStatsProps) => {
         </div>
 
         <div style={{ ...styles.card, gridColumn: "span 12" }}>
-          <h2 style={styles.sectionTitle}>Top Interaction Pairs</h2>
-          <p style={styles.sectionSubtitle}>Most frequent directed reply paths between users.</p>
+          <h2 style={styles.sectionTitle}>Frequent Reply Paths</h2>
+          <p style={styles.sectionSubtitle}>Most common user-to-user reply paths.</p>
           {!topPairs.length ? (
             <div style={styles.topUserMeta}>No interaction pair data available.</div>
           ) : (

frontend/src/components/LinguisticStats.tsx

@@ -21,28 +21,33 @@ const LinguisticStats = ({ data }: LinguisticStatsProps) => {
   return (
     <div style={styles.page}>
       <div style={{ ...styles.container, ...styles.grid }}>
+        <div style={{ ...styles.card, gridColumn: "span 12" }}>
+          <h2 style={styles.sectionTitle}>Language Overview</h2>
+          <p style={styles.sectionSubtitle}>Quick read on how broad and repetitive the wording is.</p>
+        </div>
+
         <Card
-          label="Total Tokens"
+          label="Total Words"
           value={lexical?.total_tokens?.toLocaleString() ?? "—"}
-          sublabel="After token filtering"
+          sublabel="Words after basic filtering"
           style={{ gridColumn: "span 4" }}
         />
         <Card
-          label="Unique Tokens"
+          label="Unique Words"
           value={lexical?.unique_tokens?.toLocaleString() ?? "—"}
-          sublabel="Distinct vocabulary items"
+          sublabel="Different words used"
           style={{ gridColumn: "span 4" }}
         />
         <Card
-          label="Type-Token Ratio"
+          label="Vocabulary Variety"
           value={typeof lexical?.ttr === "number" ? lexical.ttr.toFixed(4) : "—"}
-          sublabel="Vocabulary richness proxy"
+          sublabel="Higher means less repetition"
           style={{ gridColumn: "span 4" }}
         />
 
         <div style={{ ...styles.card, gridColumn: "span 4" }}>
           <h2 style={styles.sectionTitle}>Top Words</h2>
-          <p style={styles.sectionSubtitle}>Most frequent filtered terms.</p>
+          <p style={styles.sectionSubtitle}>Most used single words.</p>
           <div style={{ ...styles.topUsersList, maxHeight: 360, overflowY: "auto" }}>
             {topWords.map((item) => (
               <div key={item.word} style={styles.topUserItem}>
@@ -55,7 +60,7 @@ const LinguisticStats = ({ data }: LinguisticStatsProps) => {
 
         <div style={{ ...styles.card, gridColumn: "span 4" }}>
           <h2 style={styles.sectionTitle}>Top Bigrams</h2>
-          <p style={styles.sectionSubtitle}>Most frequent 2-word phrases.</p>
+          <p style={styles.sectionSubtitle}>Most used 2-word phrases.</p>
           <div style={{ ...styles.topUsersList, maxHeight: 360, overflowY: "auto" }}>
             {topBigrams.map((item) => (
               <div key={item.ngram} style={styles.topUserItem}>
@@ -68,7 +73,7 @@ const LinguisticStats = ({ data }: LinguisticStatsProps) => {
 
         <div style={{ ...styles.card, gridColumn: "span 4" }}>
           <h2 style={styles.sectionTitle}>Top Trigrams</h2>
-          <p style={styles.sectionSubtitle}>Most frequent 3-word phrases.</p>
+          <p style={styles.sectionSubtitle}>Most used 3-word phrases.</p>
           <div style={{ ...styles.topUsersList, maxHeight: 360, overflowY: "auto" }}>
             {topTrigrams.map((item) => (
               <div key={item.ngram} style={styles.topUserItem}>

frontend/src/components/SummaryStats.tsx

@@ -58,15 +58,13 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
     const [selectedUser, setSelectedUser] = useState<string | null>(null);
     const selectedUserData: User | null = userData?.users.find((u) => u.author === selectedUser) ?? null;
 
-    console.log(summary)
-
     return (
     <div style={styles.page}>
 
         {/* main grid*/}
         <div style={{ ...styles.container, ...styles.grid}}>
             <Card
-            label="Total Events"
+            label="Total Activity"
             value={summary?.total_events ?? "—"}
             sublabel="Posts + comments"
             style={{
@@ -74,15 +72,15 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
             }}
             />
             <Card
-            label="Unique Users"
+            label="Active People"
             value={summary?.unique_users ?? "—"}
-            sublabel="Distinct authors"
+            sublabel="Distinct users"
             style={{
                 gridColumn: "span 4"
             }}
             />
             <Card
-            label="Posts / Comments"
+            label="Posts vs Comments"
             value={
                 summary
                 ? `${summary.total_posts} / ${summary.total_comments}`
@@ -108,13 +106,13 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
             />
 
             <Card
-            label="Lurker Ratio"
+            label="One-Time Users"
             value={
                 typeof summary?.lurker_ratio === "number"
                 ? `${Math.round(summary.lurker_ratio * 100)}%`
                 : "—"
             }
-            sublabel="Users with only 1 event"
+            sublabel="Users with only one event"
             style={{
                 gridColumn: "span 4"
             }}
@@ -136,12 +134,12 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
 
         {/* events per day */}
         <div style={{ ...styles.card, gridColumn: "span 5" }}>
-            <h2 style={styles.sectionTitle}>Events per Day</h2>
-            <p style={styles.sectionSubtitle}>Trend of activity over time</p>
+            <h2 style={styles.sectionTitle}>Activity Over Time</h2>
+            <p style={styles.sectionSubtitle}>How much posting happened each day.</p>
 
             <div style={styles.chartWrapper}>
             <ResponsiveContainer width="100%" height="100%">
-                <LineChart data={timeData?.events_per_day.filter((d) => new Date(d.date) >= new Date('2026-01-10'))}>
+                <LineChart data={timeData?.events_per_day ?? []}>
                 <CartesianGrid strokeDasharray="3 3" />
                 <XAxis dataKey="date" />
                 <YAxis />
@@ -154,8 +152,8 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
 
         {/* Word Cloud */}
         <div style={{ ...styles.card, gridColumn: "span 4" }}>
-            <h2 style={styles.sectionTitle}>Word Cloud</h2>
-            <p style={styles.sectionSubtitle}>Most common terms across events</p>
+            <h2 style={styles.sectionTitle}>Common Words</h2>
+            <p style={styles.sectionSubtitle}>Frequently used words across the dataset.</p>
 
             <div style={styles.chartWrapper}>
             <ReactWordcloud
@@ -174,8 +172,8 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
         <div style={{...styles.card, ...styles.scrollArea, gridColumn: "span 3",
         }}
         >
-            <h2 style={styles.sectionTitle}>Top Users</h2>
-            <p style={styles.sectionSubtitle}>Most active authors</p>
+            <h2 style={styles.sectionTitle}>Most Active Users</h2>
+            <p style={styles.sectionSubtitle}>Who posted the most events.</p>
 
             <div style={styles.topUsersList}>
             {userData?.top_users.slice(0, 100).map((item) => (
@@ -195,8 +193,8 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
 
         {/* Heatmap */}
         <div style={{ ...styles.card, gridColumn: "span 12" }}>
-            <h2 style={styles.sectionTitle}>Heatmap</h2>
-            <p style={styles.sectionSubtitle}>Activity density across time</p>
+            <h2 style={styles.sectionTitle}>Weekly Activity Pattern</h2>
+            <p style={styles.sectionSubtitle}>When activity tends to happen by weekday and hour.</p>
 
             <div style={styles.heatmapWrapper}>
             <ActivityHeatmap data={timeData?.weekday_hour_heatmap ?? []} />

frontend/src/components/UserModal.tsx

@@ -12,6 +12,9 @@ type Props = {
 };
 
 export default function UserModal({ open, onClose, userData, username }: Props) {
+  const dominantEmotionEntry = Object.entries(userData?.avg_emotions ?? {})
+    .sort((a, b) => b[1] - a[1])[0];
+
   return (
     <Dialog open={open} onClose={onClose} style={styles.modalRoot}>
       <div style={styles.modalBackdrop} />
@@ -66,6 +69,15 @@ export default function UserModal({ open, onClose, userData, username }: Props)
                   </div>
                 </div>
               ) : null}
+
+              {dominantEmotionEntry ? (
+                <div style={styles.topUserItem}>
+                  <div style={styles.topUserName}>Dominant Avg Emotion</div>
+                  <div style={styles.topUserMeta}>
+                    {dominantEmotionEntry[0].replace("emotion_", "")} ({dominantEmotionEntry[1].toFixed(3)})
+                  </div>
+                </div>
+              ) : null}
             </div>
           )}
         </DialogPanel>

frontend/src/components/UserStats.tsx

@@ -87,15 +87,15 @@ const UserStats = (props: { data: UserAnalysisResponse }) => {
             style={{ gridColumn: "span 3" }}
           />
           <Card
-            label="Interactions"
+            label="Replies"
             value={totalInteractions.toLocaleString()}
-            sublabel="Filtered links (2+ interactions)"
+            sublabel="Links with at least 2 replies"
             style={{ gridColumn: "span 3" }}
           />
           <Card
-            label="Average Intensity"
+            label="Replies per Connected User"
             value={avgInteractionsPerConnectedUser.toFixed(1)}
-            sublabel="Interactions per connected user"
+            sublabel="Average from visible graph links"
             style={{ gridColumn: "span 3" }}
           />
           <Card
@@ -106,13 +106,13 @@ const UserStats = (props: { data: UserAnalysisResponse }) => {
           />
 
           <Card
-            label="Strongest Connection"
+            label="Strongest User Link"
             value={strongestLink ? `${strongestLink.source} -> ${strongestLink.target}` : "—"}
-            sublabel={strongestLink ? `${strongestLink.value.toLocaleString()} interactions` : "No graph edges after filtering"}
+            sublabel={strongestLink ? `${strongestLink.value.toLocaleString()} replies` : "No graph links after filtering"}
             style={{ gridColumn: "span 6" }}
           />
           <Card
-            label="Most Reply-Driven User"
+            label="Most Comment-Heavy User"
             value={highlyInteractiveUser?.author ?? "—"}
             sublabel={
               highlyInteractiveUser
@@ -125,7 +125,7 @@ const UserStats = (props: { data: UserAnalysisResponse }) => {
           <div style={{ ...styles.card, gridColumn: "span 12" }}>
             <h2 style={styles.sectionTitle}>User Interaction Graph</h2>
             <p style={styles.sectionSubtitle}>
-              Nodes represent users and links represent conversation interactions.
+              Each node is a user, and each link shows replies between them.
             </p>
             <div ref={graphContainerRef} style={{ width: "100%", height: graphSize.height }}>
               <ForceGraph3D

frontend/src/types/ApiTypes.ts

@@ -40,6 +40,7 @@ type User = {
   comment: number;
   comment_post_ratio: number;
   comment_share: number;
+  avg_emotions?: Record<string, number>;
   vocab?: Vocab | null;
 };