Something went wrong!
Hang in there while we get back on track
Exploratory Data Analysis
Exploratory Data Analysis under Data & Analytics
11 skills
Automated Dataset Profiler
Generate comprehensive data profile reports including statistics, correlations, missing data analysis, and quality insights. Works with files, inline data, or generates demo data.
Categorical Variable Profiler
Automated categorical variable analysis for datasets. Generates frequency tables, percentage breakdowns, bar chart visualizations, rare category identification, cross-tabulations between categorical pairs, and chi-square association tests.
Correlation Matrix Explorer
Calculate correlation matrices, generate heatmap visualizations, detect multicollinearity, and identify significant variable relationships in datasets for exploratory analysis and pre-modeling checks.
Correlation Matrix Generator
Generate correlation matrices and annotated heatmaps from CSV datasets. Identifies strong correlations, flags multicollinearity issues, and produces professional visualizations for regression preparation.
Data Quality Checker
Automated data quality assessment across 5 dimensions with actionable fix recommendations
Data Quality Validator
Validate CSV and Excel files before analysis. Detects missing values, duplicates, outliers, and format errors. Generates quality scores, severity-classified issues, and actionable remediation recommendations.
Data Type Validator & Fixer
Validate and fix data types in datasets - convert dates stored as strings, numbers with currency symbols, percentages, and booleans to proper types with error handling.
Dataset Explorer
Instantly profile CSV/Excel datasets to understand structure, data types, distributions, quality issues, and correlations. Generates comprehensive statistics, visualizations, and actionable insights.
Distribution Analyzer
Automated distribution analysis for numeric dataset variables with statistics, visualizations, and transformation recommendations.
EDA Report Generator
Generate comprehensive exploratory data analysis HTML reports with visualizations, statistics, and automated insights from CSV/Excel datasets.
Smart Chart Recommender
Get intelligent chart type recommendations based on your data structure and visualization goals, plus publication-ready visualizations with matplotlib/seaborn.