Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Nurse Stress Prediction #539

Merged
merged 1 commit into from
Jan 21, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
40 changes: 40 additions & 0 deletions Nurse Stress Prediction/Dataset/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,40 @@
# Nurse Stress Prediction Dataset

The Dataset used here is taken from the Kaggle database website. You can download the file from the link given here, [Nurse Stress Prediction](https://www.kaggle.com/datasets/priyankraval/nurse-stress-prediction-wearable-sensors)

## About the dataset

There are 9 different features in the datasets:

#### X, Y, Z:
- ***Description***: Numerical values representing orientation data.
- ***Unique Entries***: Each column has 256 unique values.

#### EDA (Electrodermal Activity):
- ***Description***: Continuous numerical values measuring electrodermal activity.
- ***Unique Entries***: Contains 274,452 unique numerical values.

#### HR (Heart Rate):
- ***Description***: Continuous numerical values representing heart rate measurements.
- ***Unique Entries***: Comprises 6,268 distinct numerical values.

#### TEMP (Temperature):
- ***Description***: Continuous numerical values denoting temperature readings.
- ***Unique Entries***: Contains 599 unique numerical values.

#### id:
- ***Description***: Categorical data serving as identifiers for specific subjects or entities.
- ***Unique Entries***: Consists of 18 distinct categorical entries.

#### datetime:
- ***Description***: Object type encompassing a wide range of date and time entries.
- ***Unique Entries***: Holds approximately 10.6 million unique date and time values.

#### label:
- ***Description***: Categorical data representing different states or classes.
- ***Unique Entries***: Contains three unique categorical values.

---

Each column in this dataset offers distinct information. The orientation data (X, Y, Z) seemingly represents spatial or directional measurements. Electrodermal activity (EDA), heart rate (HR), and temperature (TEMP) columns provide continuous physiological measurements. The 'id' column serves as a categorical identifier, while 'datetime' indicates timestamps. Lastly, the 'label' column presents categorical classifications.

Binary file added Nurse Stress Prediction/Images/EDA_plot.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/HR_plot.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/MSE_plot.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/TEMP_plot.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/X_plot.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/label_plot.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Binary file added Nurse Stress Prediction/Images/pca.jpg
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Loading