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T-test

Bank Customer Data Analysis :-

This project analyzes "customer demographics and financial details" to understand patterns in "banking, loans, and marketing campaigns".

Dataset Overview :-

The dataset contains "customer details" such as age, job, education, financial balance, and marketing interactions.

Dataset Description:-

Column Description
ID Unique customer identifier
age Age of the customer
job Job type (e.g., services, retired, self-employed, etc.)
marital Marital status (single, married, divorced)
education Education level (primary, secondary, tertiary)
default Credit in default (yes/no)
balance Customer account balance
housing Has a housing loan (yes/no)
loan Has a personal loan (yes/no)
contact Contact communication type (cellular, telephone, unknown)
day Last contact day of the month
month Last contact month of the year
duration Last contact duration (in seconds)
campaign Number of contacts performed during this campaign
pdays Days passed since last contact (-1 means no contact)
previous Number of contacts performed before this campaign
poutcome Outcome of the previous marketing campaign

Technologies Used

  • Python
  • Pandas (Data Handling)
  • Matplotlib & Seaborn (Data Visualization)
  • SciPy & Statsmodels (Statistical Analysis)
  • Scikit-Learn (Machine Learning)

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