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Create app.py
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app.py
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| 1 |
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import streamlit as st
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import pandas as pd
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import ta
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import requests
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import json
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def load_data(file_path):
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data = pd.read_csv(file_path)
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return data
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def calculate_indicators(data):
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if len(data) > 0:
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data['RSI'] = ta.momentum.rsi(data['Close'], window=14)
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data['Stochastic'] = ta.momentum.stoch(data['High'], data['Low'], data['Close'], k=14, d=3)['STOCHk_14_3_3']
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macd = ta.trend.macd(data['Close'], window_slow=26, window_fast=12, window_sign=9)
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data['MACD'] = macd['MACD_12_26_9']
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data['SMA'] = ta.trend.sma_indicator(data['Close'], window=50)
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data['EMA'] = ta.trend.ema_indicator(data['Close'], window=50)
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else:
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data['RSI'] = pd.Series([None]*len(data))
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data['Stochastic'] = pd.Series([None]*len(data))
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data['MACD'] = pd.Series([None]*len(data))
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data['SMA'] = pd.Series([None]*len(data))
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data['EMA'] = pd.Series([None]*len(data))
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return data
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def generate_signals(data):
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buy_signal = None
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sell_signal = None
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if len(data) < 1:
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return buy_signal, sell_signal
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latest_data = data.iloc[-1]
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if latest_data['RSI'] < 30 and latest_data['Stochastic'] < 20:
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buy_signal = (latest_data.name, latest_data['Close'], latest_data['Close'] * 0.95, "High Risk", 3)
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elif latest_data['RSI'] > 70 and latest_data['Stochastic'] > 80:
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sell_signal = (latest_data.name, latest_data['Close'], latest_data['Close'] * 1.05, "High Risk", 3)
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return buy_signal, sell_signal
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def get_fear_and_greed_index():
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response = requests.get("https://api.alternative.me/fng/?limit=1")
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if response.status_code == 200:
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return response.json()["data"][0]["value"]
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else:
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return None
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def get_crypto_data_from_coinmarketcap(api_key, crypto_symbol):
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url = "https://pro-api.coinmarketcap.com/v1/cryptocurrency/quotes/latest"
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parameters = {'symbol': crypto_symbol, 'convert': 'USD'}
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headers = {'Accepts': 'application/json', 'X-CMC_PRO_API_KEY': api_key}
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response = requests.get(url, headers=headers, params=parameters)
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data = response.json()
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return data['data'][crypto_symbol]['quote']['USD']
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def get_crypto_news(api_key, crypto_symbol):
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url = f"https://newsapi.org/v2/everything?q={crypto_symbol}&apiKey={api_key}"
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response = requests.get(url)
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return response.json().get('articles', [])
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def analyze_news_sentiment(news):
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for article in news:
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article['sentiment'] = 'Neutral' # Placeholder for sentiment analysis
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return news
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def load_api_keys():
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with open("api_keys.json", "r") as file:
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return json.load(file)
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def main():
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st.title("Cryptocurrency Dashboard")
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menu = ["Home", "News"]
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choice = st.sidebar.selectbox("Menu", menu)
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language = st.sidebar.selectbox("Language", ["English", "Farsi"])
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if choice == "Home":
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if language == "English":
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st.subheader("Cryptocurrency Data")
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else:
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st.subheader("دادههای ارز دیجیتال")
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data_file = st.file_uploader("Upload CSV", type=["csv"])
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if data_file is not None:
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data = load_data(data_file)
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data = calculate_indicators(data)
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st.dataframe(data)
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buy_signal, sell_signal = generate_signals(data)
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if buy_signal:
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st.success(f"Buy Signal: {buy_signal}")
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if sell_signal:
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st.error(f"Sell Signal: {sell_signal}")
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elif choice == "News":
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if language == "English":
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st.subheader("Cryptocurrency News")
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else:
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st.subheader("اخبار ارز دیجیتال")
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crypto_symbol = st.selectbox("Cryptocurrency Symbol", ["BTC", "ETH", "LTC", "BCH"])
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api_keys = load_api_keys()
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if 'newsapi_key' in api_keys and api_keys['newsapi_key']:
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news = get_crypto_news(api_keys['newsapi_key'], crypto_symbol)
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news = analyze_news_sentiment(news)
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sort_by = st.radio("Sort News By", ("publishedAt", "relevancy", "popularity"), index=0)
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news = sorted(news, key=lambda x: x[sort_by])
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if language == "English":
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st.subheader(f"News for {crypto_symbol}")
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else:
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st.subheader(f"اخبار برای {crypto_symbol}")
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page = st.slider("Select page", min_value=1, max_value=(len(news) // 5) + 1)
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news_to_display = news[(page - 1) * 5: page * 5]
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for article in news_to_display:
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st.write(f"Title: {article['title']}")
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st.write(f"Description: {article['description']}")
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st.write(f"Sentiment: {article['sentiment']}")
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st.write(f"Published At: {article['publishedAt']}")
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st.write(f"Read more: [Link]({article['url']})")
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else:
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if language == "English":
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st.warning("API key for NewsAPI is not set. Please contact the admin.")
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else:
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st.warning("کلید API برای NewsAPI تنظیم نشده است. لطفاً با مدیر تماس بگیرید.")
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if __name__ == '__main__':
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main()
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