StAIr

SPY

S&P 500

Detailed inspection of market data: variables, quality, statistical tests and sentiment.

Overview

Basic metrics of the price series. Adjust the time window with the slider or presets.

From 2024-07-31 to 2026-07-31 · ~2.0 years

2000-01-032025-07-31
Granularity

Variables & features

ML features computed by the pipeline (volatility windows, momentum, and macro spread).

Statistical tests

Tests on log-returns: stationarity (ADF, KPSS), normality (Jarque-Bera) and descriptives.

Data quality

Nulls per feature and outliers detected on the log-return series.

Nulls per feature (last year)

Outliers in log-returns

Time granularity

Filter data by weekday or aggregate into periods.

Result: 0 records after applying the filter.

Sentiment

Market sentiment indicators and qualitative distribution.