Spaces:
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Update app.py
Browse files
app.py
CHANGED
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@@ -24,7 +24,7 @@ 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 = stock.history(period="
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if data.empty:
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raise ValueError("No price data available for this stock.")
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@@ -38,6 +38,7 @@ def analyze_stock(symbol, prediction_days=30):
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fig_technical = create_technical_chart(data, indicators)
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fig_prediction = create_prediction_chart(data, predictions)
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last_price = data['Close'].iloc[-1]
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tp1 = last_price * (1 + (predictions.get("change_pct", 0) / 200))
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tp2 = last_price * (1 + (predictions.get("change_pct", 0) / 100))
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@@ -56,10 +57,7 @@ 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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"tp1": 0,
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"tp2": 0,
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"sl": 0,
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}
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return {}, {}, {}, empty_fig, empty_fig, empty_fig, empty_predictions
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@@ -75,146 +73,112 @@ 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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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.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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#### 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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- **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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fig_price,
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fig_technical,
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fig_prediction,
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)
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with gr.Blocks(
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title="REXPRO FINANCIAL AI DASHBOARD"
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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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with gr.Row(variant="panel"):
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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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analyze_button = gr.Button("RUN ANALYSIS", size="lg")
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with gr.Tabs():
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with gr.TabItem("RINGKASAN & TARGET"):
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with gr.Row():
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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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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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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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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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with gr.Column(scale=1):
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price_chart = gr.Plot(label="1. HARGA & RATA-RATA BERGERAK (MA)")
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with gr.Column(scale=1):
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technical_chart = gr.Plot(label="2. INDIKATOR TEKNIKAL UTAMA (RSI/MACD)")
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gr.Markdown("---")
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with gr.Row():
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prediction_chart = gr.Plot(label="3. PROYEKSI PERAMALAN AI")
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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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symbol = symbol.upper() + ".JK"
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stock = yf.Ticker(symbol)
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data = stock.history(period="6mo", 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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fig_technical = create_technical_chart(data, indicators)
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fig_prediction = create_prediction_chart(data, predictions)
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# kalkulasi TP1, TP2, SL
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last_price = data['Close'].iloc[-1]
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tp1 = last_price * (1 + (predictions.get("change_pct", 0) / 200))
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tp2 = last_price * (1 + (predictions.get("change_pct", 0) / 100))
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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": "Prediction unavailable.",
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}
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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:
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return (
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"Unable to fetch stock data.",
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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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fundamentals = f"""
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<h4>COMPANY FUNDAMENTALS</h4>
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<b>Name:</b> {fundamental_info.get('name', 'N/A')} ({symbol.upper()})<br>
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<b>Current Price:</b> Rp{fundamental_info.get('current_price', 0):,.2f}<br>
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<b>Market Cap:</b> {fundamental_info.get('market_cap', 0):,}<br>
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<b>P/E Ratio:</b> {fundamental_info.get('pe_ratio', 0):.2f}<br>
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<b>Dividend Yield:</b> {fundamental_info.get('dividend_yield', 0):.2f}%<br>
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<b>Volume:</b> {fundamental_info.get('volume', 0):,}<br>
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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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trading_signal = f"""
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<h4>TECHNICAL SIGNAL SUMMARY</h4>
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<b>Overall Trend:</b> {signals.get('overall', 'N/A')}<br>
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<b>Signal Strength:</b> {signals.get('strength', 0):.2f}%<br>
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<b>Support:</b> Rp{signals.get('support', 0):,.2f}<br>
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<b>Resistance:</b> Rp{signals.get('resistance', 0):,.2f}<br>
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<b>Stop Loss:</b> Rp{signals.get('stop_loss', 0):,.2f}<br><br>
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<b>Detailed Signals:</b>
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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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prediction = f"""
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<h4>30-DAY AI FORECAST (CHRONOS-BOLT)</h4>
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<b>Predicted High:</b> Rp{predictions.get('high_30d', 0):,.2f}<br>
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<b>Predicted Low:</b> Rp{predictions.get('low_30d', 0):,.2f}<br>
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<b>Expected Change:</b> {predictions.get('change_pct', 0):.2f}%<br><br>
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<b>TP1:</b> Rp{predictions.get('tp1', 0):,.2f}<br>
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<b>TP2:</b> Rp{predictions.get('tp2', 0):,.2f}<br>
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<b>Stop Loss:</b> Rp{predictions.get('sl', 0):,.2f}<br><br>
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<b>Model Insight:</b><br>{predictions.get('summary', 'No analysis available')}
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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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f"""
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<div style="display: flex; flex-direction: row; gap: 16px;">
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<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{fundamentals}</div>
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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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# --- Perubahan utama di sini ---
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with gr.Blocks(
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title="REXPRO FINANCIAL AI DASHBOARD"
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# Parameter theme dan css dihapus untuk kembali ke default Gradio
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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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"Comprehensive stock analytics powered by **AI forecasting and technical analysis.**"
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)
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with gr.Row():
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symbol = gr.Textbox(
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label="STOCK SYMBOL (IDX)",
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value="BBCA",
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placeholder="Example: BBCA, TLKM, ADRO, BMRI",
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interactive=True,
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)
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prediction_days = gr.Slider(
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label="FORECAST PERIOD (DAYS)",
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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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)
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analyze_button = gr.Button("RUN ANALYSIS")
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gr.Markdown("---")
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# Bagian report_section diubah agar lebih kompatibel dengan tema default,
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# menggunakan sedikit inline CSS untuk meniru tata letak tiga kolom dasar.
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report_section = gr.HTML()
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gr.Markdown("---")
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with gr.Tab("MARKET CHARTS"):
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with gr.Row():
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price_chart = gr.Plot(label="PRICE & MOVING AVERAGES")
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technical_chart = gr.Plot(label="TECHNICAL INDICATORS OVERVIEW")
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gr.Markdown("---")
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prediction_chart = gr.Plot(label="AI FORECAST PROJECTION")
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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=[report_section, price_chart, technical_chart, prediction_chart],
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)
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if __name__ == "__main__":
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