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README.md
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README.md
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@ -108,10 +108,12 @@ Through this process, Emma was able to leverage our project to generate meaningf
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## Progress
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- **Data was searched and found at : (https://doi.org/10.13026/wgex-er52, last visit: 15.05.2024)**
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- **[Data was cleaned](#Datacleaning)**
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- **[Demographic data was plotted](#Demographicplots)**
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- **[Hypotheses put forward](#Hypotheses)**
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- **[Noise reduction](#Noisereduction)**
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- **[Data was cleaned](#data-cleaning)**
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- **[Demographic data was plotted](#demographic-plots)**
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- **[Hypotheses put forward](#hypotheses)**
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- **[Noise reduction](#noise-reduction)**
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- **[Features](#features)**
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- **[ML-models](#ml-models)**
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### Data cleaning
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@ -188,11 +190,15 @@ With those Classifiers, the hypothesis can be proven, that a classifier is able
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Besides that, older people are more likely to receive medical support such as medication and pacemakers which can prevent sinus bradycardia or at least lower its effect.
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The sample size in the study conducted may also play a role in the significance of the frequency.
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## Noise reduction
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### Noise reduction
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Noise suppression was performed on the existing ECG data. A three-stage noise reduction was performed to reduce the noise in the ECG signals. First, a Butterworth filter was applied to the signals to remove the high frequency noise. Then a Loess filter was applied to the signals to remove the low frequency noise. Finally, a non-local-means filter was applied to the signals to remove the remaining noise.
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How the noise reduction was performed in detail can be seen in the following notebook: [noise_reduction.ipynb](notebooks/noise_reduction.ipynb)
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### Features
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### ML-models
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## Contributing
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Thank you for your interest in contributing to our project! As an open-source project, we welcome contributions from everyone. Here are some ways you can contribute:
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