diff --git a/frontend/src/components/InteractionalStats.tsx b/frontend/src/components/InteractionalStats.tsx
index 43567c5..11ab3a2 100644
--- a/frontend/src/components/InteractionalStats.tsx
+++ b/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>
           ) : (
diff --git a/frontend/src/components/LinguisticStats.tsx b/frontend/src/components/LinguisticStats.tsx
index 3569511..34fdafd 100644
--- a/frontend/src/components/LinguisticStats.tsx
+++ b/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}>
diff --git a/frontend/src/components/SummaryStats.tsx b/frontend/src/components/SummaryStats.tsx
index 0ff46ac..98f54ad 100644
--- a/frontend/src/components/SummaryStats.tsx
+++ b/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 ?? []} />
@@ -214,4 +212,4 @@ const SummaryStats = ({userData, timeData, contentData, summary}: SummaryStatsPr
     );
 }
 
-export default SummaryStats;
\ No newline at end of file
+export default SummaryStats;
diff --git a/frontend/src/components/UserStats.tsx b/frontend/src/components/UserStats.tsx
index bb060cc..b467998 100644
--- a/frontend/src/components/UserStats.tsx
+++ b/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