Here’s the breakdown of building the trading bot using UiPath for the RSI strategy, followed by a guide to create the complete UiPath project.
Strategy: RSI-Based Trading Bot
Strategy Rules:
Buy Signal: RSI < 30 (oversold condition).
Sell Signal: RSI > 70 (overbought condition).
Stop-Loss: Sell if the price drops by 5% from the buy price.
Take-Profit: Sell if the price increases by 10% from the buy price.
Key Steps:
Fetch the historical market data (price data for a given cryptocurrency).
Calculate the RSI for the specified period (e.g., 14 periods).
Check RSI thresholds for trade signals.
Place trades using the Coinbase API.
Building the UiPath Workflow
1. Set Up the Project
Initialize Variables:
API_Key, API_Secret, API_Passphrase: Secure credentials for Coinbase API.
BaseURL: Base endpoint of the Coinbase API.
RSI_Period: Number of periods to calculate RSI (default: 14).
DataTable: To store historical price data.
Holding: Boolean to track if a position is held.
BuyPrice: Store the price at which a buy occurred.
2. Fetch Market Data
HTTP Request Activity:
Endpoint: https://api.exchange.coinbase.com/products/{product_id}/candles
Method: GET
Headers: Add authentication headers (API_Key, API_Secret, etc.).
Parse the response JSON into a DataTable to analyze historical price data.
3. Calculate RSI
Use the formula: RSI=100−1001+RSRSI = 100 - \frac{100}{1 + RS}RSI=100−1+RS100
RS (Relative Strength): RS=Average Gain over N periodsAverage Loss over N periodsRS = \frac{\text{Average Gain over N periods}}{\text{Average Loss over N periods}}RS=Average Loss over N periodsAverage Gain over N periods
Implement this calculation in UiPath using Assign and For Each Row activities to loop through the DataTable.
4. Trading Logic
Decision Conditions:
Check RSI values:
If RSI < 30 and Holding == False, place a buy order.
If RSI > 70 or stop-loss/take-profit conditions are met, place a sell order.
Use If activities for decision-making.
Use HTTP Request activities for buy/sell orders through the Coinbase API.
5. Logging and Monitoring
Use the Log Message activity to record:
Market data retrieval.
RSI values.
Trade actions (buy/sell).
Save logs for audit purposes.
Complete UiPath Project
This project will include the following workflows:
Main.xaml: The central workflow orchestrating all activities.
FetchMarketData.xaml: Workflow to fetch and process market data.
CalculateRSI.xaml: Workflow to calculate the RSI.
TradeExecution.xaml: Workflow to handle buy/sell orders based on signals.
ErrorHandling.xaml: Workflow for managing errors and logging.
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