Ergänzungen Readme
parent
5eb1c44403
commit
fbe827bb32
35
README.md
35
README.md
|
@ -2,13 +2,7 @@
|
||||||
|
|
||||||
This project was developed through the Data Science and Analytics course at the Mannheim University of Applied Sciences. A data science cycle was taught theoretically on the basis of lectures and implemented practically in the project.
|
This project was developed through the Data Science and Analytics course at the Mannheim University of Applied Sciences. A data science cycle was taught theoretically on the basis of lectures and implemented practically in the project.
|
||||||
|
|
||||||
<<<<<<< HEAD
|
|
||||||
# Analysis of cardiovascular diseases using ECG data
|
# Analysis of cardiovascular diseases using ECG data
|
||||||
=======
|
|
||||||
|
|
||||||
## Analysis of cardiovascular diseases using ECG data
|
|
||||||
>>>>>>> bc4897dacb83ed2c3722b7b5d66b2fff23fdcb6a
|
|
||||||
|
|
||||||
|
|
||||||
## Table of Contents
|
## Table of Contents
|
||||||
- [About](#about)
|
- [About](#about)
|
||||||
|
@ -65,21 +59,15 @@ This project was implemented in Python. To use the project, all packages listed
|
||||||
- Start exploring signal processing
|
- Start exploring signal processing
|
||||||
|
|
||||||
|
|
||||||
|
### Demographic plots
|
||||||
|
|
||||||
#### Hypothesen
|
#### Histogram
|
||||||
The following two hypotheses were applied in this project:
|
The following histogram shows the age distribution. It illustrates the breakdown of the grouped diagnoses by age group as well as the absolute frequencies of the diagnoses.
|
||||||
|
|
||||||
- Using ECG data, a classifier can classify the four disease groupings with an accuracy of 80%.
|
The exact procedure for creating the histogram can be found in the notebook [demographic_plots.ipynb](notebooks/demographic_plots.ipynb).
|
||||||
|
|
||||||
- Sinus bradycardia occurs significantly more frequently in the 60 to 70 age group than in other age groups.
|
|
||||||
The procedure was as follows:
|
|
||||||
|
|
||||||
1.
|
![Alt-Text](readme_data/Histogramm.png)
|
||||||
2.
|
|
||||||
3.
|
|
||||||
4.
|
|
||||||
|
|
||||||
### Demographic plotted
|
|
||||||
|
|
||||||
#### Correlation matrix
|
#### Correlation matrix
|
||||||
|
|
||||||
|
@ -96,15 +84,18 @@ The exact procedure for creating the matrix can be found in the notebook [demogr
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
#### Histogramm
|
#### Hypotheses
|
||||||
The following histogram shows the age distribution. It illustrates the breakdown of the grouped diagnoses by age group as well as the absolute frequencies of the diagnoses.
|
|
||||||
|
|
||||||
The exact procedure for creating the histogram can be found in the notebook [demographic_plots.ipynb](notebooks/demographic_plots.ipynb).
|
The following two hypotheses were applied in this project:
|
||||||
|
|
||||||
|
- Using ECG data, a classifier can classify the four disease groupings with an accuracy of 80%.
|
||||||
|
|
||||||
|
- Sinus bradycardia occurs significantly more frequently in the 60 to 70 age group than in other age groups.
|
||||||
|
|
||||||
|
|
||||||
![Alt-Text](readme_data/Histogramm.png)
|
The second hypothesis was tested for significance using the chi-square test. The detailed procedure can be found in the following notebook: [statistics.ipynb](notebooks/statistics.ipynb)
|
||||||
|
|
||||||
|
|
||||||
|
Ergebnis: Der Hypothesentest hat ergeben, dass...
|
||||||
|
|
||||||
## Contributing
|
## Contributing
|
||||||
- coming at the end of the Project...
|
- coming at the end of the Project...
|
||||||
|
|
Loading…
Reference in New Issue