statistics_analyzer
Perform comprehensive statistical analysis on datasets, including descriptive statistics, hypothesis testing, and distribution fitting.
Instructions
Brief description: Comprehensive statistical analysis tool, supporting descriptive statistics, hypothesis testing, and distribution analysis.
Examples:
statistics_analyzer(data1=[1,2,3,4,5], analysis_type='descriptive')
statistics_analyzer(data1=[1,2,3], data2=[4,5,6], analysis_type='comparison')
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| data1 | Yes | Primary dataset for analysis | |
| analysis_type | Yes | Type of statistical analysis. Supports: 'descriptive', 'distribution', 'hypothesis_test', 'correlation', 'regression', 'comparison' | |
| data2 | No | Secondary dataset for comparison operations | |
| test_type | No | Statistical test type. Supports: 't_test', 'chi_square', 'anova', 'kolmogorov_smirnov' | |
| hypothesis_test_type | No | Hypothesis test variant. Supports: 'one_sample', 'two_sample', 'paired' | |
| confidence | No | Confidence level | |
| distribution_type | No | Distribution type for analysis. Supports: 'normal', 'binomial', 'poisson' |