Spaces:
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Update app.py
Browse files
app.py
CHANGED
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@@ -24,7 +24,8 @@ def analyze_stock(symbol, prediction_days=30):
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symbol = symbol.upper() + ".JK"
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stock = yf.Ticker(symbol)
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data
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if data.empty:
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raise ValueError("No price data available for this stock.")
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@@ -57,8 +58,12 @@ def analyze_stock(symbol, prediction_days=30):
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"high_30d": 0,
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"low_30d": 0,
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"change_pct": 0,
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"summary": "
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}
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return {}, {}, {}, empty_fig, empty_fig, empty_fig, empty_predictions
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@@ -73,112 +78,165 @@ def update_analysis(symbol, prediction_days):
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predictions,
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) = analyze_stock(symbol, prediction_days)
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if not fundamental_info:
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return (
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gr.Plot.update(value=None),
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gr.Plot.update(value=None),
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gr.Plot.update(value=None),
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)
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"""
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details_list = "".join(
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[f"<li>{line.strip()}</li>" for line in signals.get("details", "").split("\n") if line.strip()]
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)
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<ul style="margin-top: 8px; padding-left: 20px; line-height: 1.6;">
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{details_list}
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</ul>
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"""
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"""
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# Karena custom CSS dihapus, kita akan menggunakan div sederhana tanpa class 'panel-box' dan 'triple-panel'
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# Gradio secara otomatis akan menata elemen-elemen ini dengan lebih standar
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return (
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<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{trading_signal}</div>
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<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{prediction}</div>
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</div>
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""",
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fig_price,
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fig_technical,
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fig_prediction,
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)
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# ---
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with gr.Blocks(
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title="REXPRO FINANCIAL AI DASHBOARD"
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#
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) as app:
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gr.Markdown("# REXPRO FINANCIAL AI DASHBOARD")
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gr.Markdown(
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"
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)
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gr.
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analyze_button.click(
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fn=update_analysis,
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inputs=[symbol, prediction_days],
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outputs=[
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)
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if __name__ == "__main__":
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symbol = symbol.upper() + ".JK"
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stock = yf.Ticker(symbol)
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# Fetching data for a slightly longer period for better analysis base
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data = stock.history(period="1y", interval="1d")
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if data.empty:
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raise ValueError("No price data available for this stock.")
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"high_30d": 0,
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"low_30d": 0,
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"change_pct": 0,
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"summary": f"Error: {e}",
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"tp1": 0,
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"tp2": 0,
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"sl": 0,
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}
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# Mengembalikan string kosong untuk data yang akan ditampilkan di Markdown
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return {}, {}, {}, empty_fig, empty_fig, empty_fig, empty_predictions
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predictions,
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) = analyze_stock(symbol, prediction_days)
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if not fundamental_info and "Error" in predictions.get("summary", ""):
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# Jika terjadi error, kembalikan hasil error ke semua output
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error_msg = f"**ERROR:** {predictions.get('summary')}"
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return (
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gr.Markdown.update(value=error_msg),
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gr.Markdown.update(value=error_msg),
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gr.Markdown.update(value=error_msg),
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gr.Plot.update(value=None),
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gr.Plot.update(value=None),
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gr.Plot.update(value=None),
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)
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# --- Formatting Fundamental Data ---
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fundamentals_text = f"""
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### COMPANY FUNDAMENTALS
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- **Name:** {fundamental_info.get('name', 'N/A')} ({symbol.upper()})
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- **Current Price:** Rp{fundamental_info.get('current_price', 0):,.2f}
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- **Market Cap:** {fundamental_info.get('market_cap', 0):,}
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- **P/E Ratio:** {fundamental_info.get('pe_ratio', 0):.2f}
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- **Dividend Yield:** {fundamental_info.get('dividend_yield', 0):.2f}%
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- **Volume:** {fundamental_info.get('volume', 0):,}
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"""
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# --- Formatting Technical Signals ---
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details_list = "".join(
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[f"<li>{line.strip()}</li>" for line in signals.get("details", "").split("\n") if line.strip()]
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)
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trading_signal_text = f"""
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### TECHNICAL SIGNAL SUMMARY
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- **Overall Trend:** **{signals.get('overall', 'N/A')}**
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- **Signal Strength:** {signals.get('strength', 0):.2f}%
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- **Support:** Rp{signals.get('support', 0):,.2f}
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- **Resistance:** Rp{signals.get('resistance', 0):,.2f}
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- **Stop Loss:** Rp{signals.get('stop_loss', 0):,.2f}
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#### Detailed Signals:
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<ul style="margin-top: 8px; padding-left: 20px; line-height: 1.6;">
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{details_list}
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</ul>
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"""
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# --- Formatting Prediction Data ---
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prediction_text = f"""
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### 30-DAY AI FORECAST
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- **Predicted High:** Rp{predictions.get('high_30d', 0):,.2f}
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- **Predicted Low:** Rp{predictions.get('low_30d', 0):,.2f}
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- **Expected Change:** **{predictions.get('change_pct', 0):.2f}%**
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#### Trading Targets
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- **TP1 (Target Price 1):** Rp{predictions.get('tp1', 0):,.2f}
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- **TP2 (Target Price 2):** Rp{predictions.get('tp2', 0):,.2f}
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- **Stop Loss:** Rp{predictions.get('sl', 0):,.2f}
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#### Model Insight
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> {predictions.get('summary', 'No analysis available')}
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"""
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return (
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gr.Markdown.update(value=fundamentals_text),
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gr.Markdown.update(value=trading_signal_text),
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gr.Markdown.update(value=prediction_text),
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fig_price,
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fig_technical,
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fig_prediction,
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)
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# --- STRUKTUR UI BARU ---
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with gr.Blocks(
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title="REXPRO FINANCIAL AI DASHBOARD",
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# Menggunakan tema standar Gradio. Perbaikan layout yang membuat professional.
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) as app:
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gr.Markdown("# REXPRO FINANCIAL AI DASHBOARD")
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gr.Markdown(
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"Aplikasi Analisis Saham Komprehensif IDX, didukung oleh **Peramalan AI (CHRONOS-BOLT)** dan Analisis Teknikal."
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)
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# 1. Row Kontrol Utama
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with gr.Row(variant="panel"): # Menggunakan panel untuk membedakan area kontrol
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with gr.Column(scale=1):
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symbol = gr.Textbox(
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label="MASUKKAN SIMBOL SAHAM (IDX)",
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value="BBCA",
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placeholder="Contoh: BBCA, TLKM, ADRO, BMRI",
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interactive=True,
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show_label=True
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)
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with gr.Column(scale=1):
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prediction_days = gr.Slider(
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label="PERIODE PERAMALAN (HARI)",
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minimum=5,
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maximum=60,
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step=5,
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value=30,
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interactive=True,
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show_label=True
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)
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with gr.Column(min_width=150, scale=0):
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# Tombol diletakkan di bawah input untuk tampilan yang lebih rapi
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analyze_button = gr.Button("RUN ANALYSIS", size="lg")
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# 2. Tab untuk Hasil
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with gr.Tabs():
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# Tab 1: Ringkasan Analisis (Textual)
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with gr.TabItem("RINGKASAN & TARGET"):
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# Menggunakan gr.Row untuk membuat 3 "kartu" atau kolom hasil
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with gr.Row():
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# Grup untuk Fundamental
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with gr.Group():
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fundamentals_output = gr.Markdown(
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"Hasil Fundamental akan muncul di sini.",
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elem_classes=["card"]
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)
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# Grup untuk Sinyal Teknikal
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with gr.Group():
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trading_signal_output = gr.Markdown(
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"Ringkasan Sinyal Teknikal akan muncul di sini.",
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elem_classes=["card"]
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)
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# Grup untuk Prediksi AI & Target
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with gr.Group():
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prediction_output = gr.Markdown(
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"Hasil Peramalan AI & Target Trading akan muncul di sini.",
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elem_classes=["card"]
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)
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# Tab 2: Grafik Analisis
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with gr.TabItem("VISUALISASI GRAFIK"):
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gr.Markdown("## Grafik Analisis Saham")
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with gr.Row():
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# Grafik 1: Harga & MA
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with gr.Column(scale=1):
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price_chart = gr.Plot(label="1. HARGA & RATA-RATA BERGERAK (MA)", height=450)
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# Grafik 2: Indikator Teknikal
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with gr.Column(scale=1):
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technical_chart = gr.Plot(label="2. INDIKATOR TEKNIKAL UTAMA (RSI/MACD)", height=450)
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gr.Markdown("---")
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with gr.Row():
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# Grafik 3: Prediksi AI
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prediction_chart = gr.Plot(label="3. PROYEKSI PERAMALAN AI", height=500)
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# Definisi Event Handler
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analyze_button.click(
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fn=update_analysis,
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inputs=[symbol, prediction_days],
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outputs=[
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fundamentals_output,
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trading_signal_output,
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prediction_output,
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price_chart,
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technical_chart,
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prediction_chart,
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],
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)
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if __name__ == "__main__":
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