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IBOVESPA Dollar Minute Stock Predictor
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About
Presents minute-by-minute financial and technical indicator data concerning the Dollar stock prices traded on IBOVESPA, Brazil's primary stock exchange. The information collected here is derived from a standard stock price chart. This data is specially organised for building an Artificial Intelligence model capable of predicting the currency price 15 minutes into the future. It allows analysts and developers to back-test investment strategies, aiming to identify optimal buy or sell opportunities based on forecasted price movements.
Columns
The data is organised into 18 columns detailing price information, volume, technical indicators, and a future price target:
- date: The timestamp of the information, accurate to the minute. Dates begin around 21-11-19 09:03.
- open price: The price at the beginning of the minute candle.
- maximim value: The maximum price recorded during the minute candle.
- minimum value: The minimum price recorded during the minute candle.
- close price: The price at the end of the minute candle.
- volume: The volume of trades within that minute.
- financial: Financial information related to the minute.
- negotiations: Data regarding the number of negotiations.
- mme13: Moving average calculation for the last 13 minutes.
- mme72: Moving average calculation for the last 72 minutes.
- high mean: The average for the last 15 high prices.
- low mean: The average for the last 15 low prices.
- diffMACD, deaMACD, MACDlh, difflh, dealh: Various calculated MACD (Moving Average Convergence Divergence) indicator components.
- target: This crucial column represents the price 15 minutes into the future, serving as the prediction goal.
Distribution
The file, named
database_15min.csv, has a size of 4.32 MB. It is structured in a CSV format, typical for data file distribution. It contains 18 columns and approximately 33.1 thousand unique, valid records, with no noted missing or mismatched data points. The data is structured around prices and associated indicators recorded every minute.Usage
This data product is ideally suited for:
- Developing and training Machine Learning or Artificial Intelligence models focused on financial time-series prediction.
- Constructing predictive algorithms specifically designed to forecast Dollar stock prices on IBOVESPA 15 minutes ahead.
- Testing automated trading strategies; for instance, buying if the predicted price exceeds a set goal (e.g., 8 points) or selling if the prediction falls below that goal.
- Conducting historical analysis of high-frequency price movements and technical indicator behaviour in the Brazilian currency market.
Coverage
The data focuses on Dollar stock prices within the IBOVESPA market. The information is time-series based, recorded per minute. The historical coverage begins on or around 21 November 2019. There is no specific demographic scope, as the data concerns financial instruments.
License
CC0: Public Domain
Who Can Use It
- Data Scientists and AI Developers: To create advanced predictive models for short-term financial forecasting.
- Quantitative Analysts: For back-testing algorithmic trading strategies and evaluating indicator performance.
- Academics and Researchers: Studying volatility and currency market dynamics in emerging economies like Brazil.
Dataset Name Suggestions
- IBOVESPA Dollar Minute Stock Predictor
- High-Frequency IBOVESPA Dollar Prices (2019+)
- Financial Time Series: IBOVESPA Dollar 15-Minute Target
- Brazilian Currency Stock Data (Per Minute)
Attributes
Original Data Source: IBOVESPA Dollar Minute Stock Predictor
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