Complete toxicity analysis implementation with manual review

- Fixed review submission bug (item_id now uses internal database ID)
- Added comprehensive logging to review API endpoint
- Updated analysis report for Jan 1 - Mar 30, 2026 period
- Report includes all 44 manually reviewed posts
- 4 confirmed toxic, 40 false positives (90.9% FP rate)
- Improved table layout: reduced column widths, smaller text
- Fixed horizontal scrolling with max-width override
- All flagged posts now successfully reviewed and stored

Key findings:
- 7,506 posts collected, 3,938 analyzed
- Only 0.10% confirmed toxic (4 of 3,938)
- High false positive rate shows challenge of automated detection
- Most FPs were legitimate political discourse about extremism

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

app/analysis_helpers.py

@@ -232,7 +232,7 @@ def get_flagged_content(
         items.append({
             "id": r[0],
             "status_id": r[1],
-            "item_id": r[1],  # Template compatibility
+            "item_id": r[0],  # Internal database ID for toxicity_scores FK
             "content": r[2],
             "text_content": r[3],
             "text": r[3] or r[2],  # Template compatibility

app/templates/flagged.html

@@ -225,9 +225,13 @@
     --tox-high: #e74c3c;
   }
 
+  /* Override base template container max-width for this page */
+  main .container {
+    max-width: 1400px !important;
+  }
+
   .flagged-container {
     padding: 2rem;
-    max-width: 1400px;
     margin: 0 auto;
   }
 
@@ -344,6 +348,7 @@
     width: 100%;
     border-collapse: collapse;
     font-size: 0.9rem;
+    table-layout: fixed;
   }
 
   .flagged-table thead {
@@ -352,11 +357,12 @@
   }
 
   .flagged-table th {
-    padding: 1rem;
+    padding: 0.75rem 0.5rem;
     text-align: left;
     font-weight: 600;
     color: var(--dark-text);
     white-space: nowrap;
+    font-size: 0.85rem;
   }
 
   /* Sort Links */
@@ -379,7 +385,7 @@
   }
 
   .flagged-table td {
-    padding: 1rem;
+    padding: 0.75rem 0.5rem;
     border-bottom: 1px solid rgba(255, 255, 255, 0.05);
     color: var(--dark-text);
   }
@@ -390,42 +396,49 @@
 
   /* Column Styles */
   .col-type {
-    width: 90px;
+    width: 60px;
   }
 
   .col-author {
-    width: 200px;
+    width: 15%;
+    max-width: 200px;
+    word-break: break-word;
   }
 
   .col-text {
-    min-width: 300px;
+    width: 45%;
+    word-break: break-word;
   }
 
   .col-score {
-    width: 150px;
+    width: 90px;
   }
 
   .col-category {
-    width: 140px;
+    width: 90px;
   }
 
   .col-created {
-    width: 120px;
+    width: 80px;
   }
 
   .col-review {
-    width: 130px;
+    width: 110px;
   }
 
   /* Badges */
   .badge {
     display: inline-block;
-    padding: 0.35rem 0.75rem;
+    padding: 0.25rem 0.5rem;
     border-radius: 0.25rem;
-    font-size: 0.8rem;
+    font-size: 0.65rem;
     font-weight: 600;
     text-transform: uppercase;
-    letter-spacing: 0.5px;
+    letter-spacing: 0.3px;
+    white-space: nowrap;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    max-width: 100%;
   }
 
   .badge-post {
@@ -517,13 +530,13 @@
     z-index: 1;
     font-weight: 600;
     color: var(--dark-text);
-    font-size: 0.85rem;
+    font-size: 0.75rem;
   }
 
   /* Time Ago */
   .time-ago {
     color: rgba(255, 255, 255, 0.6);
-    font-size: 0.85rem;
+    font-size: 0.75rem;
     cursor: help;
   }
 
@@ -731,8 +744,7 @@ document.addEventListener('DOMContentLoaded', function() {
             'Content-Type': 'application/json',
           },
           body: JSON.stringify({
-            item_id: itemId,
-            source_type: sourceType,
+            status_id: itemId,
             review_status: clickedStatus,
           }),
         });

app/web.py

@@ -547,18 +547,21 @@ def api_review_submit():
     from sqlalchemy import text
 
     data = request.get_json()
+    logger.info(f"Review submission received: {data}")
     status_id = data.get("status_id")
     review_status = data.get("review_status")
 
     if not all([status_id, review_status]):
+        logger.error(f"Missing fields - status_id: {status_id}, review_status: {review_status}")
         return jsonify({"error": "Missing required fields"}), 400
 
     if review_status not in ["correct", "incorrect", "unsure"]:
+        logger.error(f"Invalid review_status: {review_status}")
         return jsonify({"error": "Invalid review_status"}), 400
 
     session = get_session()
     try:
-        session.execute(text("""
+        result = session.execute(text("""
             UPDATE toxicity_scores
             SET human_reviewed = true,
                 review_status = :review_status,
@@ -566,6 +569,7 @@ def api_review_submit():
             WHERE status_id = :status_id
         """), {"review_status": review_status, "status_id": status_id})
         session.commit()
+        logger.info(f"Review saved for status_id {status_id}: {review_status} (rows affected: {result.rowcount})")
 
         return jsonify({"success": True, "message": "Review submitted"}), 200
     except Exception as e: