databubble 0.2.0

Statistical Intelligence as a Service — rigorous analysis skills via API

DataBubble SDK

Statistical Intelligence as a Service.

pip install databubble httpx pandas

Quick start

from databubble import DataBubble
import pandas as pd

db = DataBubble(api_key="dbk_...")

# Univariate analysis
result = db.skills.univariate(df["price"])
print(result.summary)
print(result.warnings)

# Missing value profiling
result = db.skills.missing_values(df)

# Export session memory for next session
mem = db.memory.export(df, label="POS data June 2026")
mem.save("pos_memory.json")

Available skills

Skill	Input	What it does
univariate	Series or DataFrame + column=	Distribution analysis, skewness, bounded ordinal detection, MNAR flags
outliers	Series or DataFrame + column=	IQR + Z-score outlier detection
missing_values	DataFrame	MCAR/MAR/MNAR profiling, treatment recommendations
leakage	DataFrame + outcome=	Post-outcome timing detection, correlation proxy check
bivariate	DataFrame + x= + y=	Relationship analysis, linearity check
correlation	DataFrame + x= + y=	Pearson + Spearman, non-linearity flag

Tiers

Tier	Price	Calls/month	Skills
Developer	Free	500	Core analysis skills
Pro	$49/month	10,000	All skills
Business	$299/month	100,000	All skills + journey endpoints
Enterprise	Custom	Unlimited	Everything

Get a key at databubble.ai.