Nurse Stress Prediction

[Avdhesh-Varshney]

Pull Request for ML-Crate 💡

Issue Title: Nurse Stress Prediction

• Info about the related issue (Aim of the project) : The aim of this project is to predict the stress on nurse based on the given dataset.
• Name: Avdhesh Varshney
• GitHub ID: https://github.com/Avdhesh-Varshney
• Idenitfy yourself: IWOC'24 Contributor

Closes: #517

Describe the add-ons or changes you've made 📃

• Load the dataset which contains 11509051 entries in it and having 9 columns in it.
• Checked for missing values and cleaned the data accordingly.
• Analyzed the data, found insights and visualized them accordingly.
• Plotting heatmap using correlation and checking the relation between different features.
• Performing PCA to reduce the number of features and normalize the data to remove the effect of outliers.
• Found detailed insights of different columns with target variable using plotting libraries.
• Train the datasets by different models and saves their accuracies into a dataframe.
• Visualize the accuracy and finalize the best fitted model.

Type of change ☑️

• New feature (non-breaking change which adds functionality)

How Has This Been Tested? ⚙️

• I have made this project on the google colab.
• So, just download the file and run it by linking kaggle.json in the drive.

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @Avdhesh-Varshney :)

[Avdhesh-Varshney]

@abhisheks008 please review this pr and requested to merge this pr under IWOC'24

[abhisheks008]

Approved.
@Avdhesh-Varshney