https://github.com/tathithienthanh/dataanalysis_diagnosis-of-diabetes-based-on-data-set-of-blood-test-result

Implement all learned knowledge about data analysis and data mining to make a complete project about Diagnosis of diabetes based on data set of blood test result
https://github.com/tathithienthanh/dataanalysis_diagnosis-of-diabetes-based-on-data-set-of-blood-test-result

blood-test classification clustering data-analysis data-processing decision-tree diabetes-prediction diagnosis exercise google-colab health hierarchical ipynb kmeans knn knns py python smote-sampling visualization

Last synced: about 20 hours ago
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Implement all learned knowledge about data analysis and data mining to make a complete project about Diagnosis of diabetes based on data set of blood test result

• Host: GitHub
• URL: https://github.com/tathithienthanh/dataanalysis_diagnosis-of-diabetes-based-on-data-set-of-blood-test-result
• Owner: tathithienthanh
• Created: 2024-04-07T05:03:53.000Z (10 months ago)
• Default Branch: main
• Last Pushed: 2024-06-10T17:42:35.000Z (8 months ago)
• Last Synced: 2024-12-09T22:50:15.353Z (about 2 months ago)
• Topics: blood-test, classification, clustering, data-analysis, data-processing, decision-tree, diabetes-prediction, diagnosis, exercise, google-colab, health, hierarchical, ipynb, kmeans, knn, knns, py, python, smote-sampling, visualization
• Language: Jupyter Notebook
• Homepage:
• Size: 13.4 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# DataAnalysis_Diagnosis-of-diabetes-based-on-data-set-of-blood-test-result

Implement all learned knowledge about data analysis and data mining to make a complete project about Diagnosis of diabetes based on data set of blood test result

# Citation

The data were collected from the Iraqi society, as they data were acquired from the laboratory of Medical City Hospital and (the Specializes Center for Endocrinology and Diabetes-Al-Kindy Teaching Hospital).

Please add this citation if you use this dataset for any further analysis.

*Rashid, Ahlam. Diabetes Dataset. PlumX Metrics, 2020.*

Link: https://plu.mx/plum/a?mendeley_data_id=wj9rwkp9c2&theme=plum-bigben-theme

# Detailed Information about the dataset

* https://www.kaggle.com/datasets/aravindpcoder/diabetes-dataset

* https://www.kaggle.com/datasets/simaanjali/diabetes-classification-dataset/data

# About the report and code

* Used techniques: preprocessing, SMOTE, clustering with K-Means and Hierarchical, classification with KNNs and Decision Tree

* Re-edit the path if you use our code for importing or loading the dataset.

* The report is for reference only, please do not edit or use for other purposes.

*All the files are done by me and @phamcongthuan, if you reuse the code please add the citation*