Dataset: Parkinson's Disease (PD) Data Analysis

About this Dataset

Parkinson's Disease (PD) Data Analysis

Data Set Information:

The data used in this study were gathered from 188 patients with PD (107 men and 81 women) with ages ranging from 33 to 87, at the Department of Neurology in Cerrahpaşa Faculty of Medicine, Istanbul University. The control group comprises 64 healthy individuals (23 men and 41 women) with ages between 41 and 82. During the data collection process, the microphone is set to 44.1 KHz, and following the physician's examination, the sustained phonation of the vowel /a/ was collected from each subject with three repetitions.

Attribute Information:

Various speech signal processing algorithms including Time-Frequency Features, Mel Frequency Cepstral Coefficients (MFCCs), Wavelet Transform based Features, Vocal Fold Features, and TWQT features have been applied to the speech recordings of Parkinson's Disease (PD) patients to extract clinically useful information for PD assessment.

Citation Request:

If you use this dataset, please cite: Sakar, C.O., Serbes, G., Gunduz, A., Tunc, H.C., Nizam, H., Sakar, B.E., Tutuncu, M., Aydin, T., Isenkul, M.E. and Apaydin, H., 2018. A comparative analysis of speech signal processing algorithms for Parkinson's disease classification and the use of the tunable Q-factor wavelet transform. Applied Soft Computing, DOI: [Web Link] https://doi.org/10.1016/j.asoc.2018.10.022

Tables

Parkinsons Speech Features

@kaggle.porinitahoque_parkinsons_disease_pd_data_analysis.parkinsons_speech_features

5.26 MB
756 rows
755 columns


CREATE TABLE parkinsons_speech_features (
  "id" BIGINT,
  "gender" BIGINT,
  "ppe" DOUBLE,
  "dfa" DOUBLE,
  "rpde" DOUBLE,
  "numpulses" BIGINT,
  "numperiodspulses" BIGINT,
  "meanperiodpulses" DOUBLE,
  "stddevperiodpulses" DOUBLE,
  "locpctjitter" DOUBLE,
  "locabsjitter" DOUBLE,
  "rapjitter" DOUBLE,
  "ppq5jitter" DOUBLE,
  "ddpjitter" DOUBLE,
  "locshimmer" DOUBLE,
  "locdbshimmer" DOUBLE,
  "apq3shimmer" DOUBLE,
  "apq5shimmer" DOUBLE,
  "apq11shimmer" DOUBLE,
  "ddashimmer" DOUBLE,
  "meanautocorrharmonicity" DOUBLE,
  "meannoisetoharmharmonicity" DOUBLE,
  "meanharmtonoiseharmonicity" DOUBLE,
  "minintensity" DOUBLE,
  "maxintensity" DOUBLE,
  "meanintensity" DOUBLE,
  "f1" DOUBLE,
  "f2" DOUBLE,
  "f3" DOUBLE,
  "f4" DOUBLE,
  "b1" DOUBLE,
  "b2" DOUBLE,
  "b3" DOUBLE,
  "b4" DOUBLE,
  "gq_prc5_95" DOUBLE,
  "gq_std_cycle_open" DOUBLE,
  "gq_std_cycle_closed" DOUBLE,
  "gne_mean" DOUBLE,
  "gne_std" DOUBLE,
  "gne_snr_tkeo" DOUBLE,
  "gne_snr_seo" DOUBLE,
  "gne_nsr_tkeo" DOUBLE,
  "gne_nsr_seo" DOUBLE,
  "vfer_mean" DOUBLE,
  "vfer_std" DOUBLE,
  "vfer_entropy" DOUBLE,
  "vfer_snr_tkeo" DOUBLE,
  "vfer_snr_seo" DOUBLE,
  "vfer_nsr_tkeo" DOUBLE,
  "vfer_nsr_seo" DOUBLE,
  "imf_snr_seo" DOUBLE,
  "imf_snr_tkeo" DOUBLE,
  "imf_snr_entropy" DOUBLE,
  "imf_nsr_seo" DOUBLE,
  "imf_nsr_tkeo" DOUBLE,
  "imf_nsr_entropy" DOUBLE,
  "mean_log_energy" DOUBLE,
  "mean_mfcc_0th_coef" DOUBLE,
  "mean_mfcc_1st_coef" DOUBLE,
  "mean_mfcc_2nd_coef" DOUBLE,
  "mean_mfcc_3rd_coef" DOUBLE,
  "mean_mfcc_4th_coef" DOUBLE,
  "mean_mfcc_5th_coef" DOUBLE,
  "mean_mfcc_6th_coef" DOUBLE,
  "mean_mfcc_7th_coef" DOUBLE,
  "mean_mfcc_8th_coef" DOUBLE,
  "mean_mfcc_9th_coef" DOUBLE,
  "mean_mfcc_10th_coef" DOUBLE,
  "mean_mfcc_11th_coef" DOUBLE,
  "mean_mfcc_12th_coef" DOUBLE,
  "mean_delta_log_energy" DOUBLE,
  "mean_0th_delta" DOUBLE,
  "mean_1st_delta" DOUBLE,
  "mean_2nd_delta" DOUBLE,
  "mean_3rd_delta" DOUBLE,
  "mean_4th_delta" DOUBLE,
  "mean_5th_delta" DOUBLE,
  "mean_6th_delta" DOUBLE,
  "mean_7th_delta" DOUBLE,
  "mean_8th_delta" DOUBLE,
  "mean_9th_delta" DOUBLE,
  "mean_10th_delta" DOUBLE,
  "mean_11th_delta" DOUBLE,
  "mean_12th_delta" DOUBLE,
  "mean_delta_delta_log_energy" DOUBLE,
  "mean_delta_delta_0th" DOUBLE,
  "mean_1st_delta_delta" DOUBLE,
  "mean_2nd_delta_delta" DOUBLE,
  "mean_3rd_delta_delta" DOUBLE,
  "mean_4th_delta_delta" DOUBLE,
  "mean_5th_delta_delta" DOUBLE,
  "mean_6th_delta_delta" DOUBLE,
  "mean_7th_delta_delta" DOUBLE,
  "mean_8th_delta_delta" DOUBLE,
  "mean_9th_delta_delta" DOUBLE,
  "mean_10th_delta_delta" DOUBLE,
  "mean_11th_delta_delta" DOUBLE,
  "mean_12th_delta_delta" DOUBLE,
  "std_log_energy" DOUBLE,
  "std_mfcc_0th_coef" DOUBLE
);