From fbe827bb3225a1a3be07a0b240131acb45bbda88 Mon Sep 17 00:00:00 2001 From: klara Date: Wed, 5 Jun 2024 14:32:04 +0200 Subject: [PATCH] =?UTF-8?q?Erg=C3=A4nzungen=20Readme?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 35 +++++++++++++---------------------- 1 file changed, 13 insertions(+), 22 deletions(-) diff --git a/README.md b/README.md index 53b0c75..4abdcd7 100644 --- a/README.md +++ b/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. -<<<<<<< HEAD # Analysis of cardiovascular diseases using ECG data -======= - -## Analysis of cardiovascular diseases using ECG data ->>>>>>> bc4897dacb83ed2c3722b7b5d66b2fff23fdcb6a - ## Table of Contents - [About](#about) @@ -65,21 +59,15 @@ This project was implemented in Python. To use the project, all packages listed - Start exploring signal processing +### Demographic plots -#### Hypothesen -The following two hypotheses were applied in this project: +#### Histogram +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. -2. -3. -4. - -### Demographic plotted +![Alt-Text](readme_data/Histogramm.png) #### Correlation matrix @@ -96,15 +84,18 @@ The exact procedure for creating the matrix can be found in the notebook [demogr -#### Histogramm -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. +#### Hypotheses -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 - coming at the end of the Project...