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23 changes: 23 additions & 0 deletions README.md
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# Youth_mall
## 랜덤포레스트를 이용한 청년몰 최적입지선정 프로젝트

### Project progress 😊

#### Based on KDD analysis methodology

* Mind Map for a topic
* Youth Mall blog review data **Sentiment Analysis**
* Utilization data **collection and preprocessing**
* Visualization of location information of each data through **QGIS**
* Data cleansing through **one-hot encoding**
* Variable **Correlation Analysis**
* Independent variable selection through **regression analysis**
* Remove **outliers**
* **Multiple regression analysis**
* Model selection by creating **5 machine learning models** and comparing their accuracy
* => Selecting a **Random Forest** with an acurracy of 80.66%
* By applying traditional market data to the model, the results of location analysis
according to sales are **divided into three grades.**
* **Comparison** between the existing youth mall and the newly selected youth mall
* Deduction of **improvement plan** for the existing youth mall
* **Promotion of youth mall business** through youth mall website production
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