https://github.com/germandcont/project_airbnb_priceprediction

Data Analysis Airbnb (Lyon)
https://github.com/germandcont/project_airbnb_priceprediction

Last synced: 16 days ago
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Data Analysis Airbnb (Lyon)

• Host: GitHub
• URL: https://github.com/germandcont/project_airbnb_priceprediction
• Owner: Germandcont
• Created: 2024-12-04T14:45:42.000Z (24 days ago)
• Default Branch: main
• Last Pushed: 2024-12-11T09:51:11.000Z (17 days ago)
• Last Synced: 2024-12-11T10:34:04.905Z (17 days ago)
• Language: Jupyter Notebook
• Size: 2.18 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Project_Airbnb

In this project, my main goal was to develop a predictive model to estimate Airbnb listing prices in the city of Lyon by analyzing how prices are influenced by different variables, and to provide personalized recommendations to users.

Steps followed: 

1. Data Preprocessing and EDA 


Certain variables were imputed with a KNN Regressor.

2. Predictive Model Development 


Implemented a Random Forest Regressor to build the model.

3. Interactive Dashboard Design 


Created a Power BI dashboard to visualize the insights.

4. Result Presentation Application 


Developed a Streamlit app to showcase the findings.

  

 

## Project Configuration

### Data csv's

This project requires CSV files that are not included in the repository.

- Datasets from: [Inside Airbnb](https://insideairbnb.com/get-the-data/).

## PowerBi Summary Panel

![Captura de pantalla 2024-12-11 155915](https://github.com/user-attachments/assets/14c7c127-feb2-4ac6-bc2d-78916675462c)

![Captura de pantalla 2024-12-11 155057](https://github.com/user-attachments/assets/6f7f097e-10d9-46f9-bf03-e48c7f5bbf9c)