https://github.com/ofir-frd/predict-success-of-a-restaurant

Apply machine learning on a restaurante database. Study and analyse the data for prediction of a successful restaurant.
https://github.com/ofir-frd/predict-success-of-a-restaurant

data-analysis data-science machine-learning visualization

Last synced: 17 days ago
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Apply machine learning on a restaurante database. Study and analyse the data for prediction of a successful restaurant.

• Host: GitHub
• URL: https://github.com/ofir-frd/predict-success-of-a-restaurant
• Owner: ofir-frd
• License: mit
• Created: 2021-06-21T18:26:31.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-01-23T08:51:58.000Z (about 3 years ago)
• Last Synced: 2023-10-20T06:47:48.207Z (over 1 year ago)
• Topics: data-analysis, data-science, machine-learning, visualization
• Language: Python
• Homepage:
• Size: 152 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 3
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Machine-Learning-Predict-Success-of-a-Zomato-Restaurant

Experimanting in machine learning on a restaurante database. Study and analyse the data for prediction of a successful restaurant.

 

Restaurans Geolocation:

![2](https://user-images.githubusercontent.com/85901822/127760558-a304ada2-9f0e-4684-ab54-51aea961c9e9.PNG)

Popular meals:

![Figure 2021-07-30 132054](https://user-images.githubusercontent.com/85901822/127639410-f28140f6-8e13-4312-b657-9811378cc84f.png)

Popular comments:

![Figure 2021-07-30 174743](https://user-images.githubusercontent.com/85901822/127670696-8753bbde-f271-4e8b-8a48-2b8f1f1b5339.png)

Top 5 most and least expensive restaurants:

![Top5Price](https://user-images.githubusercontent.com/85901822/133610290-cf51a142-9028-4fd1-b38b-b300dc065efd.png)

Top 5 most and least voted restaurants:

![Top5Voted](https://user-images.githubusercontent.com/85901822/133610343-51a52dff-1657-4305-82b9-82f1cc57fb85.png)

Statistics on orders availability:

![Orders](https://user-images.githubusercontent.com/85901822/133610463-9be9d13e-871b-400d-9003-6580f316e12a.png)

Most common restaurant type:

![MajorFood](https://user-images.githubusercontent.com/85901822/133610535-7db193a3-933f-47d8-bf60-e0017cca215d.png)

Confusion matrix and accuracy score per method:

LogisticRegression

[[3523 1664]

 [ 719 2349]]

0.71

Naive Bayes

[[3950 2481]

 [ 292 1532]]

0.67

RandomForest

[[3193 1402]

 [1049 2611]]

0.70

DecisionTree

[[3432 1505]

 [ 810 2508]]

0.72

KNN

[[3183 1360]

 [1059 2653]]

0.71

xg

[[3183 1360]

 [1059 2653]]

0.71