Data Analysis Patterns

When to Use

Load this skill when working with datasets that require exploration, cleaning, and statistical analysis.

Data Loading

print("[DATA] Loading dataset")
df = pd.read_csv("data.csv")
print(f"[SHAPE] {df.shape[0]} rows, {df.shape[1]} columns")
print(f"[DTYPE] {dict(df.dtypes)}")
print(f"[MISSING] {df.isnull().sum().to_dict()}")

Exploratory Data Analysis (EDA)