This project involves visualizing rent data across six major Indian cities: Mumbai, Delhi, Hyderabad, Chennai, Kolkata, and Bangalore. The dataset includes information on the number of bedrooms, hall, and kitchen (BHK), plot size, and rent. The goal is to analyze and compare rent trends based on different parameters such as BHK and plot size, with average rent calculated for each city on a monthly basis using the groupby method.
The dataset used in this project contains the following columns:
City: Name of the city (Mumbai, Delhi, Hyderabad, Chennai, Kolkata, Bangalore)BHK: Number of bedrooms, hall, and kitchenPlot Size: Size of the plot in square feetRent: Rent in INR
The average rent for each city in each month is calculated using the groupby method on the dataset.
The project includes the following visualizations to analyze rent trends:
- Rent Comparison Between Cities Based on Room Size: Compare average rent between two cities for different room sizes.
- Bubble Matrix: Visualize the relationship between BHK, plot size, and average rent for each city.
To view and interact with the visualizations:
- Clone the repository:
git clone https://github.com/yourusername/rent-data-visualization.git ```
This project involves visualizing rent data across six major Indian cities: Mumbai, Delhi, Hyderabad, Chennai, Kolkata, and Bangalore. The dataset includes information on the number of bedrooms, hall, and kitchen (BHK), plot size, and rent. The goal is to analyze and compare rent trends based on different parameters such as BHK and plot size, with average rent calculated for each city on a monthly basis using the groupby method.
The dataset used in this project contains the following columns:
City: Name of the city (Mumbai, Delhi, Hyderabad, Chennai, Kolkata, Bangalore)BHK: Number of bedrooms, hall, and kitchenPlot Size: Size of the plot in square feetRent: Rent in INR
The average rent for each city in each month is calculated using the groupby method on the dataset.
The project includes the following visualizations to analyze rent trends:
- Rent Comparison Between Cities Based on Room Size: Compare average rent between two cities for different room sizes.
- Bubble Matrix: Visualize the relationship between BHK, plot size, and average rent for each city.
To view and interact with the visualizations:
- Clone the repository:
git clone https://github.com/yourusername/rent-data-visualization.git ```
Heatmap relation between BHK,Size and Rent:
Boxplot of super area of Mumbai:
citywise average rent distribution(Graph):
citywise average rent distribution(Line plot):
citywise Rent vs Size color grading on basis of city:
