Update app.py

app.py

@@ -1981,25 +1981,21 @@ if not df_category.empty:
 else:
     st.info("No data available for non-positive issue categories with 100% coverage and positive trend.")
 # =================== OBJECTIVE 7 — Insight and Recommendation (Agentic AI LLM Style — Final) ===================
+# =================== OBJECTIVE 7 — Insight and Recommendation (Final — Agentic AI, No markdown bold) ===================
 st.markdown("<h3 class='section-title'>OBJECTIVE 7 — Insight and Recommendation</h3>", unsafe_allow_html=True)
 
-def extract_agentic_insights_v4(df: pd.DataFrame):
+def extract_agentic_insights_v5(df: pd.DataFrame):
     dev = {
-        # 1. 9 lokasi rasio TERENDAH
         "lowest_ratio_9_locs": [],
-        # 2a–2d: dari Obj 3a–3d
         "obj3a_lowest_div": None,
         "obj3b_slowest_executor": None,
         "obj3c_lowest_reporter": None,
         "obj3d_slowest_div": None,
-        # 3. Non-Positive composition
         "obj4_unsafe_condition_pct": 0.0,
         "obj4_unsafe_action_pct": 0.0,
         "obj4_near_miss_pct": 0.0,
-        # 4. Quadrant I & II
         "obj5_q1_divs": [],
         "obj5_q2_divs": [],
-        # 5. Top 2 non-Positive categories
         "obj6_top2_categories": [],
     }
 
@@ -2091,7 +2087,7 @@ def extract_agentic_insights_v4(df: pd.DataFrame):
             elif r['Finding Count'] < X_LIMIT and r['Avg Lead Time'] >= Y_LIMIT:
                 dev["obj5_q2_divs"].append(r['nama'])
 
-    # === 5. Top 2 non-Positive category (Obj 6) ===
+    # === 5. Top 2 non-Positive category ===
     if {'kategori', 'temuan_kategori', 'created_at'}.issubset(df.columns):
         nonpos = df[df['temuan_kategori'] != 'Positive']
         if not nonpos.empty:
@@ -2103,64 +2099,49 @@ def extract_agentic_insights_v4(df: pd.DataFrame):
 
     return dev
 
-# Ekstrak
-dev = extract_agentic_insights_v4(df_filtered)
+dev = extract_agentic_insights_v5(df_filtered)
 
-# 📝 INSIGHT TEXT — STRUKTUR FINAL
+# === INSIGHT BUILD ===
 insight_lines = []
 
-# 1. 9 lokasi rasio terendah (semua ditampilkan)
+# 1. 9 lokasi terendah (semua)
 if dev["lowest_ratio_9_locs"]:
     loc_list = ", ".join([f"<strong>{loc}</strong> ({ratio})" for loc, ratio in dev["lowest_ratio_9_locs"]])
-    insight_lines.append(f"1. Sembilan lokasi dengan rasio temuan/orang *terendah* (<0.5): {loc_list}.")
+    insight_lines.append(f"1. Sembilan lokasi dengan rasio temuan/orang <em>terendah</em> (<0.5): {loc_list}.")
 
-# 2. ✅ AGENTIC AI SUMMARY dari 2a–2d (BUKAN insight umum biasa)
-# → Ini adalah kunci perbaikan: summary berbasis *capacity-agency-risk mismatch*
-summary_parts = []
+# 2. Gabungan 2a–2d → satu insight agentic AI
+parts = []
 if dev["obj3a_lowest_div"]:
-    summary_parts.append(f"divisi {dev['obj3a_lowest_div'][0]} (rasio {dev['obj3a_lowest_div'][1]})")
+    parts.append(f"divisi <strong>{dev['obj3a_lowest_div'][0]}</strong> (rasio {dev['obj3a_lowest_div'][1]})")
 if dev["obj3c_lowest_reporter"]:
-    summary_parts.append(f"reporter {dev['obj3c_lowest_reporter'][0]} ({dev['obj3c_lowest_reporter'][1]}/bln)")
+    parts.append(f"reporter <strong>{dev['obj3c_lowest_reporter'][0]}</strong> ({dev['obj3c_lowest_reporter'][1]}/bln)")
 if dev["obj3d_slowest_div"]:
-    summary_parts.append(f"divisi {dev['obj3d_slowest_div'][0]} ({dev['obj3d_slowest_div'][1]} hari)")
+    parts.append(f"divisi <strong>{dev['obj3d_slowest_div'][0]}</strong> ({dev['obj3d_slowest_div'][1]} hari)")
 if dev["obj3b_slowest_executor"]:
-    summary_parts.append(f"eksekutor {dev['obj3b_slowest_executor'][0]} ({dev['obj3b_slowest_executor'][1]} hari)")
+    parts.append(f"eksekutor <strong>{dev['obj3b_slowest_executor'][0]}</strong> ({dev['obj3b_slowest_executor'][1]} hari)")
 
-if summary_parts:
-    joined = "; ".join(summary_parts)
+if parts:
+    joined = "; ".join(parts)
     insight_lines.append(
-        "2. Sistem mendeteksi *agency-capacity mismatch*: "
-        f"<strong>{joined}</strong>. "
-        "Ini menunjukkan ketidakseimbangan antara kapasitas pelaporan dan kapasitas resolusi — dua dimensi kritis dalam ekosistem *agentic safety*."
+        f"2. Sistem mendeteksi <em>agency-capacity mismatch</em>: {joined}. "
+        "Ini menunjukkan ketidakseimbangan antara kapasitas pelaporan dan kapasitas resolusi — dua pilar utama ekosistem <em>agentic safety</em>."
     )
 
-# 2a–2d: detail
-if dev["obj3a_lowest_div"]:
-    name, val = dev["obj3a_lowest_div"]
-    insight_lines.append(f"   2a. Divisi <strong>{name}</strong> memiliki rasio temuan/orang terendah ({val}), indikasi *low agency* atau *high reporting barrier*.")
-
-if dev["obj3b_slowest_executor"]:
-    name, days = dev["obj3b_slowest_executor"]
-    insight_lines.append(f"   2b. Eksekutor <strong>{name}</strong> memiliki lead time resolusi tertinggi ({days} hari), berisiko menjadi *bottleneck agent* dalam alur penutupan.")
-
-if dev["obj3c_lowest_reporter"]:
-    name, rate = dev["obj3c_lowest_reporter"]
-    insight_lines.append(f"   2c. Reporter <strong>{name}</strong> memiliki frekuensi pelaporan terendah ({rate}/bulan), perlu *capacity uplift* melalui *nudge* atau *coaching*.")
-
-if dev["obj3d_slowest_div"]:
-    name, days = dev["obj3d_slowest_div"]
-    insight_lines.append(f"   2d. Divisi <strong>{name}</strong> memiliki lead time rata-rata tertinggi ({days} hari), menunjukkan *systemic delay* dalam *execution loop*.")
-
 # 3. Komposisi non-Positive
 uc, ua, nm = dev["obj4_unsafe_condition_pct"], dev["obj4_unsafe_action_pct"], dev["obj4_near_miss_pct"]
 if uc + ua + nm > 0:
-    insight_lines.append(f"3. Komposisi non-Positive: Unsafe Condition ({uc}%), Unsafe Action ({ua}%), Near Miss ({nm}%). Proporsi Near Miss masih rendah — indikasi *under-reporting of close calls*.")
+    insight_lines.append(
+        f"3. Komposisi non-Positive: Unsafe Condition ({uc}%), Unsafe Action ({ua}%), Near Miss ({nm}%). "
+        "Proporsi Near Miss masih rendah — indikasi <em>under-reporting of close calls</em>."
+    )
 
 # 4. Kuadran risiko
 if dev["obj5_q1_divs"] or dev["obj5_q2_divs"]:
     q1 = ", ".join([f"<strong>{d}</strong>" for d in dev["obj5_q1_divs"][:3]])
     q2 = ", ".join([f"<strong>{d}</strong>" for d in dev["obj5_q2_divs"][:3]])
-    insight_lines.append(f"4. Divisi risiko tinggi (Kuadran I): {q1 if q1 else '—'}. Divisi risiko tersembunyi (Kuadran II): {q2 if q2 else '—'}.")
+    q1_str = q1 if q1 else "—"
+    q2_str = q2 if q2 else "—"
+    insight_lines.append(f"4. Divisi risiko tinggi (Kuadran I): {q1_str}. Divisi risiko tersembunyi (Kuadran II): {q2_str}.")
 
 # 5. Top 2 kategori
 if dev["obj6_top2_categories"]:
@@ -2169,77 +2150,51 @@ if dev["obj6_top2_categories"]:
 
 insight_text = "<br>".join(insight_lines)
 
-# 🔔 REKOMENDASI — AGENTIC AI STYLE (per poin, actionable, closed-loop)
+# === REKOMENDASI & MITIGASI (Agentic AI Style) ===
 recs = []
 
-# 1 → 9 lokasi terendah
+# 1
 if dev["lowest_ratio_9_locs"]:
     recs.append({
         "point": "1",
-        "rec": "Luncurkan *Agency Activation Sprint* di 9 lokasi terendah: PIC Area wajib lakukan 1 inspeksi spot/minggu dan catat dalam sistem.",
-        "mit": "Aktifkan *QR code checklist* 3-menit + notifikasi WhatsApp otomatis setiap Senin. Target: rasio ≥0.5 dalam 45 hari."
+        "rec": "Luncurkan <em>Agency Activation Sprint</em> di 9 lokasi terendah: PIC Area wajib lakukan 1 inspeksi spot/minggu.",
+        "mit": "Aktifkan QR code checklist 3-menit + notifikasi WhatsApp otomatis. Target: rasio ≥0.5 dalam 45 hari."
     })
 
-# 2 → summary agentic
-if summary_parts:
+# 2 → gabungan 2a–2d
+if parts:
     recs.append({
         "point": "2",
-        "rec": "Integrasikan *Agentic Capacity Dashboard*: real-time monitoring rasio & lead time per individu/divisi. Jika deviasi >20% dari baseline → picu *auto-coaching alert*.",
-        "mit": "Sistem akan mengirim notifikasi ke PIC Area & Safety Manager, disertai rekomendasi tindakan berbasis best practice dari division benchmark (misal: divisi dengan rasio ~1.0)."
-    })
-
-# 2a–2d → rekomendasi individual
-if dev["obj3a_lowest_div"]:
-    recs.append({
-        "point": "2a",
-        "rec": "Assign *Safety Buddy* dari divisi berkinerja tinggi ke divisi terendah untuk 2 minggu *shadowing & transfer knowledge*.",
-        "mit": "Integrasikan *micro-reporting goal*: 1 temuan/minggu/orang. Sistem otomatis lacak progres & kirim apresiasi digital tiap goal tercapai."
-    })
-if dev["obj3b_slowest_executor"]:
-    recs.append({
-        "point": "2b",
-        "rec": "Aktifkan *Rapid Closure Protocol* untuk eksekutor terlambat: verifikasi via foto + approval satu tingkat → target ≤3 hari.",
-        "mit": "Jika >5 hari, sistem auto-escalate ke Daily Safety Huddle & PIC Area via Telegram."
-    })
-if dev["obj3c_lowest_reporter"]:
-    recs.append({
-        "point": "2c",
-        "rec": "Terapkan *Nudge Agent Program*: PIC lokasi bertanggung jawab memastikan semua anggota tim minimal 1x inspeksi/minggu.",
-        "mit": "Reward: point redeemable di kantin. Sistem kirim reminder 2x/minggu + contoh temuan sederhana (e.g., APD tidak lengkap)."
-    })
-if dev["obj3d_slowest_div"]:
-    recs.append({
-        "point": "2d",
-        "rec": "Lakukan *Process Mining*: petakan alur temuan dari buka → tutup, identifikasi *waste* (waiting, rework, approval bottleneck).",
-        "mit": "Terapkan SLA berlapis: High Risk ≤3 hari, Medium/Low ≤7 hari. Jika breach ≥2x/bulan → picu *capacity intervention* otomatis."
+        "rec": "Aktifkan <em>Agentic Capacity Dashboard</em>: monitor rasio & lead time per individu/divisi secara real-time.",
+        "mit": "Jika deviasi >20% dari baseline → picu <em>auto-coaching alert</em> ke PIC Area & Safety Manager, disertai best practice dari division benchmark."
     })
 
-# 3 → Near Miss
+# 3
 if uc + ua + nm > 0:
     recs.append({
         "point": "3",
-        "rec": "Luncurkan *Near Miss Amplifier*: setiap laporan Unsafe Condition wajib diikuti minimal 1 Near Miss terkait.",
-        "mit": "Sistem blokir submit jika tidak memenuhi. Tampilkan *Near Miss Leaderboard* di dashboard tim."
+        "rec": "Luncurkan <em>Near Miss Amplifier</em>: setiap laporan Unsafe Condition wajib diikuti ≥1 Near Miss terkait.",
+        "mit": "Sistem blokir submit jika tidak memenuhi. Tampilkan <em>Near Miss Leaderboard</em> di dashboard tim."
     })
 
-# 4 → Kuadran
+# 4
 if dev["obj5_q1_divs"] or dev["obj5_q2_divs"]:
     recs.append({
         "point": "4",
-        "rec": "Alokasikan *dedicated safety crew* untuk Kuadran I; terapkan *One Finding, One Day* untuk Kuadran II.",
-        "mit": "Jika masuk Kuadran I/II ≥2 bulan berturut-turut → sistem auto-generate *executive escalation report* ke VP Operasi."
+        "rec": "Alokasikan <em>dedicated safety crew</em> untuk Kuadran I; terapkan <em>One Finding, One Day</em> untuk Kuadran II.",
+        "mit": "Jika masuk Kuadran I/II ≥2 bulan berturut-turut → sistem auto-generate <em>executive escalation report</em> ke VP Operasi."
     })
 
-# 5 → Top 2 kategori
+# 5
 if dev["obj6_top2_categories"]:
     c1, c2 = dev["obj6_top2_categories"]
     recs.append({
         "point": "5",
-        "rec": f"Bentuk *RCA Task Force* lintas fungsi (SIPIL, ELEKTRIKAL, K3, Kontraktor) untuk {c1[0]} & {c2[0]}.",
+        "rec": f"Bentuk <em>RCA Task Force</em> lintas fungsi (SIPIL, ELEKTRIKAL, K3, Kontraktor) untuk {c1[0]} & {c2[0]}.",
         "mit": "Revisi spesifikasi teknis & template tender: semua penawaran wajib menyertakan mitigasi berbasis temuan historis."
     })
 
-# 🖼️ TAMPILKAN
+# === TAMPILKAN ===
 st.markdown(
     f"""
     <div class="card" style="