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example.config.yml
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# Multi-Modal Sentiment Analysis for Crypto Market Prediction Configuration
# Cryptocurrency symbols to analyze
symbols:
- BTC/USD
- ETH/USD
- XRP/USD
# Market data settings
market_data:
timeframe: 1h # 1 hour candles
lookback_period: 168 # 7 days of hourly data
# Sentiment analysis settings
sentiment:
window: 24h # Time window for sentiment analysis
update_interval: 15m # How often to update sentiment scores
# Twitter API settings
twitter:
max_tweets: 1000 # Maximum number of tweets to collect per symbol
languages:
- en
- es
# Reddit API settings
reddit:
subreddits:
- CryptoCurrency
- Bitcoin
- ethereum
post_limit: 500 # Number of posts to analyze per subreddit
# Model parameters
model_params:
market_input_dim: 168 # Should match lookback_period
sentiment_input_dim: 24 # Should match sentiment window in hours
lstm_units: 64
dense_units: [128, 64]
dropout_rate: 0.2
# Training settings
training:
batch_size: 32
epochs: 100
validation_split: 0.2
early_stopping_patience: 10
# Prediction settings
prediction:
interval: 1h # How often to make new predictions
# Logging settings
logging:
level: INFO
file: logs/mmsag.log
# TensorBoard settings
tensorboard:
log_dir: logs/tensorboard
# Dashboard settings
dashboard:
update_interval: 5m # How often to update the dashboard
prediction_days: 7 # Number of days to predict in the future