outline

app.py

@@ -733,12 +733,12 @@ def render_chain(s1_text, s2_text, s3_text, status="idle",
         '<div class="hct-flow-steps">'
         '<div class="hct-flow-step">'
         '<div class="hct-flow-step-label">Raw Data</div>'
-        '<div class="hct-flow-step-desc">Stay points + POI metadata<br><span style="color:#8090b0;font-size:10px">timestamps · venue names · activity types</span></div>'
+        '<div class="hct-flow-step-desc">Stay points + POI metadata<br><span style="color:#8090b0;font-size:10px">① Raw Stay Points tab</span></div>'
         '</div>'
         '<div class="hct-flow-arrow">→</div>'
         '<div class="hct-flow-step">'
-        '<div class="hct-flow-step-label">Processed</div>'
-        '<div class="hct-flow-step-desc">Detailed Activity Chronicles<br><span style="color:#8090b0;font-size:10px">weekly narratives · visit summaries</span></div>'
+        '<div class="hct-flow-step-label">Activity Chronicles</div>'
+        '<div class="hct-flow-step-desc">Detailed Chronicles + Visiting Summaries<br><span style="color:#8090b0;font-size:10px">② ③ tabs · micro + macro level</span></div>'
         '</div>'
         '<div class="hct-flow-arrow">→</div>'
         '<div class="hct-flow-step" style="border-color:#b0bce8;background:#f4f6fb;">'
@@ -833,6 +833,27 @@ def build_demo_text(row):
     )
 
 
+def build_raw_staypoints(agent_sp, n=12):
+    cols = ["start_datetime", "end_datetime", "duration_min", "name", "act_label"]
+    df = agent_sp[cols].head(n).copy()
+    df["start_datetime"] = df["start_datetime"].dt.strftime("%m/%d %H:%M")
+    df["end_datetime"]   = df["end_datetime"].dt.strftime("%H:%M")
+    df["duration_min"]   = df["duration_min"].astype(int).astype(str) + " min"
+    df.columns = ["Start", "End", "Duration", "Venue", "Activity"]
+    lines = ["Stay Points  (raw input — first {} records)".format(n), ""]
+    col_w = {"Start": 11, "End": 7, "Duration": 9, "Venue": 28, "Activity": 18}
+    header = "  ".join(k.ljust(v) for k, v in col_w.items())
+    lines.append(header)
+    lines.append("-" * len(header))
+    for _, row in df.iterrows():
+        line = "  ".join(str(row[k]).ljust(v)[:v] for k, v in col_w.items())
+        lines.append(line)
+    lines.append("")
+    lines.append("→ These records are transformed into Activity Chronicles (Detailed + Visiting Summaries)")
+    lines.append("  and fed into Prompt 1 for factual feature extraction.")
+    return "\n".join(lines)
+
+
 # ── Callbacks ─────────────────────────────────────────────────────────────────
 
 def on_select(agent_id):
@@ -884,7 +905,8 @@ def on_select_reset(agent_id):
     extra = len(parts) - 1
     raw_text = parts[0] + (sep.join([""] + parts[1:2]) + ("\n\n... ({} more days)".format(extra - 1) if extra > 1 else "")) if extra > 0 else raw_full
     chain_html = render_chain("", "", "", status="idle")
-    return map_html, summary, raw_text, demo_text, chain_html, 0, gr.update(value="▶ Stage 1: Feature Extraction")
+    raw_sp_text = build_raw_staypoints(agent_sp)
+    return map_html, raw_sp_text, summary, raw_text, demo_text, chain_html, 0, gr.update(value="▶ Stage 1: Feature Extraction")
 
 
 SHOWCASE_AGENTS = sample_agents[:6]
@@ -942,11 +964,13 @@ with gr.Blocks(title="HiCoTraj Demo") as app:
         with gr.Column(scale=1):
             gr.Markdown("### Trajectory Map")
             map_out = gr.HTML()
-            gr.Markdown("### NUMOSIM Raw Data")
+            gr.Markdown("### Mobility Data")
             with gr.Tabs():
-                with gr.Tab("Summary"):
+                with gr.Tab("① Raw Stay Points"):
+                    sp_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
+                with gr.Tab("② Visiting Summaries"):
                     summary_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
-                with gr.Tab("Raw Data"):
+                with gr.Tab("③ Activity Chronicles"):
                     raw_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
                     show_all_btn = gr.Button("Show All Days", size="sm", variant="secondary")
 
@@ -958,21 +982,21 @@ with gr.Blocks(title="HiCoTraj Demo") as app:
 
     def on_agent_click(agent_id):
         cards_html = build_agent_cards(agent_id)
-        map_html, summary, raw_text, _demo_text, chain_html, step, btn = on_select_reset(agent_id)
-        return cards_html, map_html, summary, raw_text, chain_html, step, btn
+        map_html, raw_sp, summary, raw_text, _demo_text, chain_html, step, btn = on_select_reset(agent_id)
+        return cards_html, map_html, raw_sp, summary, raw_text, chain_html, step, btn
 
     agent_hidden.change(
         fn=on_agent_click, inputs=agent_hidden,
-        outputs=[agent_cards, map_out, summary_out, raw_out, chain_out, step_state, run_btn]
+        outputs=[agent_cards, map_out, sp_out, summary_out, raw_out, chain_out, step_state, run_btn]
     )
 
     def on_load(agent_id):
-        map_html, summary, raw_text, _demo_text, chain_html, step, btn = on_select_reset(agent_id)
-        return map_html, summary, raw_text, chain_html, step, btn
+        map_html, raw_sp, summary, raw_text, _demo_text, chain_html, step, btn = on_select_reset(agent_id)
+        return map_html, raw_sp, summary, raw_text, chain_html, step, btn
 
     app.load(
         fn=on_load, inputs=agent_hidden,
-        outputs=[map_out, summary_out, raw_out, chain_out, step_state, run_btn]
+        outputs=[map_out, sp_out, summary_out, raw_out, chain_out, step_state, run_btn]
     )
     run_btn.click(
         fn=handle_btn, inputs=[agent_hidden, step_state],