NAME : MUNISPRIYA R
COMPANY : CODTECH IT SOLUTIONS
ID : CT6WDA380
DOMAIN : DATA ANALYST
DURATION : AUG-SEP 2024
Project: Exploratory Data Analysis (EDA)
Objective: To perform a comprehensive exploratory data analysis on a chosen dataset to understand its characteristics, distributions, correlations, and outliers, and to visualize findings to gain insights into the data.
Tasks:
- Data Loading and Cleaning: Load the dataset and perform initial data cleaning (handle missing values, data types, etc.)
- Data Characteristics: Use summary statistics and visualizations to understand data types, distributions, and summary statistics
- Distribution Analysis: Visualize continuous and categorical variables using histograms, density plots, and bar charts
- Correlation Analysis: Calculate and visualize pairwise correlations using heatmaps
- Outlier Detection: Identify outliers using box plots, scatter plots, and statistical methods (z-score, IQR)
- Relationship Visualization: Use scatter plots and pair plots to visualize relationships between variables
- Insight Generation: Document observations, insights, and any data cleaning or preprocessing steps performed
Skills: Python programming, data analysis, data visualization, statistical knowledge
Libraries: Pandas, NumPy, Matplotlib, Seaborn
OUTPUT:
