Update app.py
Browse files
app.py
CHANGED
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@@ -85,55 +85,27 @@ def plot_to_image(plt, title, market_cap):
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buf.seek(0)
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return Image.open(buf)
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def
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"""Plot
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plt.figure(figsize=(16, 10))
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macd_signal = []
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signal_state = 0
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for i in range(len(macd)):
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if macd[i] > signal[i]:
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if signal_state != 1:
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buy_price.append(prices[i])
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sell_price.append(np.nan)
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signal_state = 1
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macd_signal.append(signal_state)
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else:
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buy_price.append(np.nan)
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sell_price.append(np.nan)
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macd_signal.append(0)
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elif macd[i] < signal[i]:
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if signal_state != -1:
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buy_price.append(np.nan)
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sell_price.append(prices[i])
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signal_state = -1
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macd_signal.append(signal_state)
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else:
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buy_price.append(np.nan)
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sell_price.append(np.nan)
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macd_signal.append(0)
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else:
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buy_price.append(np.nan)
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sell_price.append(np.nan)
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macd_signal.append(0)
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return buy_price, sell_price, macd_signal
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def plot_indicators(company_names, indicator_types):
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"""Plot the selected indicators for the selected companies."""
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@@ -156,20 +128,19 @@ def plot_indicators(company_names, indicator_types):
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data, market_cap = future.result()
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if data is None:
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continue
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images.append(plot_macd_strategy(data, company, ticker, market_cap))
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return images, ""
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def select_all_indicators(select_all):
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"""Select or deselect all indicators based on the select_all flag."""
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indicators = ["
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return indicators if select_all else []
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def launch_gradio_app():
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"""Launch the Gradio app for interactive plotting."""
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company_choices = list(COMPANY_TICKERS.keys())
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indicators = ["
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def fetch_and_plot(company_names, indicator_types):
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images, error_message = plot_indicators(company_names, indicator_types)
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buf.seek(0)
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return Image.open(buf)
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def plot_indicator(data, company_name, ticker, indicator, market_cap):
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"""Plot selected technical indicator for a single company."""
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plt.figure(figsize=(16, 10))
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if indicator == "SMA":
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sma_55 = data['Close'].rolling(window=55).mean()
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sma_200 = data['Close'].rolling(window=200).mean()
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plt.plot(data.index, data['Close'], label='Close')
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plt.plot(data.index, sma_55, label='55-day SMA')
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plt.plot(data.index, sma_200, label='200-day SMA')
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plt.ylabel('Price', fontsize=FONT_SIZE)
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elif indicator == "MACD":
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exp1 = data['Close'].ewm(span=12, adjust=False).mean()
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exp2 = data['Close'].ewm(span=26, adjust=False).mean()
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macd = exp1 - exp2
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signal = macd.ewm(span=9, adjust=False).mean()
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plt.plot(data.index, macd, label='MACD')
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plt.plot(data.index, signal, label='Signal Line')
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plt.bar(data.index, macd - signal, label='MACD Histogram')
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plt.ylabel('MACD', fontsize=FONT_SIZE)
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return plot_to_image(plt, f'{company_name} ({ticker}) {indicator}', market_cap)
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def plot_indicators(company_names, indicator_types):
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"""Plot the selected indicators for the selected companies."""
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data, market_cap = future.result()
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if data is None:
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continue
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images.append(plot_indicator(data, company, ticker, indicator, market_cap))
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return images, ""
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def select_all_indicators(select_all):
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"""Select or deselect all indicators based on the select_all flag."""
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indicators = ["SMA", "MACD"]
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return indicators if select_all else []
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def launch_gradio_app():
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"""Launch the Gradio app for interactive plotting."""
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company_choices = list(COMPANY_TICKERS.keys())
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indicators = ["SMA", "MACD"]
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def fetch_and_plot(company_names, indicator_types):
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images, error_message = plot_indicators(company_names, indicator_types)
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