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Update app.py
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app.py
CHANGED
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@@ -11,12 +11,23 @@ from utils import (
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import pandas as pd
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def analyze_stock(symbol, mode, pred_days):
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try:
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stock = yf.Ticker(symbol)
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data = stock.history(period="1y")
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if data.empty:
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-
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indicators = calculate_technical_indicators(data)
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signals = generate_trading_signals(data, indicators)
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@@ -31,8 +42,17 @@ def analyze_stock(symbol, mode, pred_days):
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return fundamentals, signals, fig_price, fig_technical, fig_prediction, prediction
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else:
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return fundamentals, signals, fig_price, fig_technical, None, None
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except Exception as e:
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-
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def format_fundamental_output(f):
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@@ -48,22 +68,23 @@ def format_fundamental_output(f):
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def format_signal_output(s):
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details = s
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return f"""
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<h3>TECHNICAL SIGNAL SUMMARY</h3>
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<b>Overall Trend:</b> {s
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<b>Signal Strength:</b> {s
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<b>Support:</b> Rp{s
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<b>Resistance:</b> Rp{s
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<b>Stop Loss:</b> Rp{s
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<
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"""
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def format_ai_output(p):
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if not p:
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return ""
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tp1 = p["mean_30d"] * 0.97
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tp2 = p["mean_30d"] * 1.02
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sl = p["low_30d"] * 0.95
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@@ -85,7 +106,7 @@ with gr.Blocks(css="""
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h3 { color: #003366; border-bottom: 2px solid #d3d3d3; padding-bottom: 5px; }
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.panel-box { background: white; padding: 20px; border-radius: 10px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
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""") as demo:
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gr.HTML("<h1 style='text-align:center;color:#003366;'
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with gr.Row():
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stock_input = gr.Textbox(label="Enter Stock Symbol (e.g. BBCA.JK, ADRO.JK)", placeholder="Type your stock symbol here...")
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@@ -94,9 +115,9 @@ with gr.Blocks(css="""
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analyze_button = gr.Button("Analyze")
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with gr.Row():
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fundamentals_output = gr.HTML()
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signal_output = gr.HTML()
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ai_output = gr.HTML()
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with gr.Row():
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chart_price = gr.Plot(label="Price Chart")
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@@ -105,15 +126,13 @@ with gr.Blocks(css="""
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def run_analysis(symbol, mode, pred_days):
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fundamentals, signals, fig_price, fig_technical, fig_prediction, prediction = analyze_stock(symbol, mode, pred_days)
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if isinstance(fundamentals, str):
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return fundamentals, "", "", None, None, None
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return (
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format_fundamental_output(fundamentals),
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format_signal_output(signals),
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format_ai_output(prediction) if mode == "AI Prediction" else "",
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fig_price,
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fig_technical,
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fig_prediction if mode == "AI Prediction" else None
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)
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analyze_button.click(
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)
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import pandas as pd
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def analyze_stock(symbol, mode, pred_days):
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try:
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stock = yf.Ticker(symbol)
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data = stock.history(period="1y")
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# β
Handle jika tidak ada data (misal salah kode atau delisted)
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if data.empty:
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msg = f"No data found for {symbol}. Check the symbol or try adding .JK (e.g., ADRO.JK)"
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return (
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{"name": "N/A", "current_price": 0, "market_cap": 0, "pe_ratio": 0, "dividend_yield": 0, "volume": 0},
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{"overall": "N/A", "strength": 0, "support": 0, "resistance": 0, "stop_loss": 0, "details": msg},
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None,
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None,
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None,
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None,
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)
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indicators = calculate_technical_indicators(data)
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signals = generate_trading_signals(data, indicators)
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return fundamentals, signals, fig_price, fig_technical, fig_prediction, prediction
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else:
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return fundamentals, signals, fig_price, fig_technical, None, None
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except Exception as e:
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msg = f"Error analyzing {symbol}: {e}"
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return (
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{"name": "N/A", "current_price": 0, "market_cap": 0, "pe_ratio": 0, "dividend_yield": 0, "volume": 0},
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{"overall": "Error", "strength": 0, "support": 0, "resistance": 0, "stop_loss": 0, "details": msg},
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None,
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None,
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None,
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None,
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)
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def format_fundamental_output(f):
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def format_signal_output(s):
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details = s.get("details", "")
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detail_list = details.split("\n") if details else []
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formatted_details = "<ul>" + "".join(f"<li>{d}</li>" for d in detail_list) + "</ul>"
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return f"""
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<h3>TECHNICAL SIGNAL SUMMARY</h3>
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<b>Overall Trend:</b> {s.get('overall','N/A')}<br>
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<b>Signal Strength:</b> {s.get('strength',0):.2f}%<br>
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<b>Support:</b> Rp{s.get('support',0):,.2f}<br>
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<b>Resistance:</b> Rp{s.get('resistance',0):,.2f}<br>
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<b>Stop Loss:</b> Rp{s.get('stop_loss',0):,.2f}<br><br>
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<b>Detailed Signals:</b>{formatted_details}
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"""
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def format_ai_output(p):
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if not p or not p.get("values"):
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return "<h3>30-DAY AI FORECAST (CHRONOS-BOLT)</h3><p>No AI prediction data available.</p>"
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tp1 = p["mean_30d"] * 0.97
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tp2 = p["mean_30d"] * 1.02
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sl = p["low_30d"] * 0.95
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h3 { color: #003366; border-bottom: 2px solid #d3d3d3; padding-bottom: 5px; }
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.panel-box { background: white; padding: 20px; border-radius: 10px; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
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""") as demo:
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gr.HTML("<h1 style='text-align:center;color:#003366;'>π STOCK ANALYSIS DASHBOARD</h1>")
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with gr.Row():
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stock_input = gr.Textbox(label="Enter Stock Symbol (e.g. BBCA.JK, ADRO.JK)", placeholder="Type your stock symbol here...")
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analyze_button = gr.Button("Analyze")
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with gr.Row():
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fundamentals_output = gr.HTML(elem_classes="panel-box")
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signal_output = gr.HTML(elem_classes="panel-box")
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ai_output = gr.HTML(elem_classes="panel-box")
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with gr.Row():
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chart_price = gr.Plot(label="Price Chart")
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def run_analysis(symbol, mode, pred_days):
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fundamentals, signals, fig_price, fig_technical, fig_prediction, prediction = analyze_stock(symbol, mode, pred_days)
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return (
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format_fundamental_output(fundamentals),
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format_signal_output(signals),
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format_ai_output(prediction) if mode == "AI Prediction" else "",
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fig_price,
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fig_technical,
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fig_prediction if mode == "AI Prediction" else None,
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)
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analyze_button.click(
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