This directory contains accelerometer data of people who have been diagnosed with Parkinson's Disease and who experience symptoms of Parkinsonian tremor. Data collection protocols are described in Chapter 3 of Ada Zhang's (CMU) PhD thesis "Personalized and Weakly Supervised Learning fro Parkinson's Disease Symptom Detection" Several people have been excluded from this dataset for the following reasons: - No permission from particiapnt #1 to release data. - No permission from participant #3 to release data. - No permission from participant #4 to release data, although we do have permission from their spouse, therefore, the subdirectory "WILD_from_spouse" has been included. - Participant #6 did not exhibit tremor symptoms and was removed from the study. Use of this dataset in publications must be acknowledged by referencing the following publications [1] or [2]: [1] A. Zhang, "Personalized and weakly supervised learning for Parkinson's Disease tremor detection," Ph.D. dissertation, Pittsburgh, PA, January 2020. [2] A. Zhang, F. De la Torre, J. Hodgins, "Comparing laboratory and in-the-wild data for continuous Parkinson's Disease tremor detection" in Engineering in Medicine and Biology Society (EMBC), 2020 Annual International Conference of the IEEE. (Submitted) Directory organization and file descriptions are as follows: |--Participant_## | (Directory contains all data from one participant. ## indicates the | participant number.) | |--LAB | | (Directory contains labeled acc data collected in the laboratory.) | | |--P#LH_cropped.csv | | | (LH acc data. # indicates participant number. Columns are Time (s), | | | x-axis acc, y-axis acc, z-axis acc, tremor label (boolean), tremor | | | label (text)) | | `--P#RH_cropped.csv | | (RH acc data. # indicates participant number. Columns are the same | | as for LH data.) | |--WILD | | (Directory contains labeled and unlabeled acc data collected in the | | wild.) | | |--Weakly_labeled_windows | | | (Directory contains separate .csv files of accelerometer data for | | | each five-minute window with weak labels submitted by the participant | | | through the cell phone app.) | | | |--LH_yyyy-mm-dd_HH-MM-SS_yyyy-mm-dd_HH-MM-SS.csv | | | | (LH acc data. File name indicates start and end time of window. | | | | Column labels are given in the file. First four columns are time | | | | and acceleration. Remaining columns indicate responses to other | | | | questions in the cell phone app. "TremorIntensityLow/Middle/High" | | | | refer to responses of "Almost none," "Half the time," and "Almost | | | | always" respectively. The remaining columns refer to responses | | | | given for questions in subfigure (c) of the included | | | | "Cellphone_app_screenshots.png," excerpted from Ada Zhang's PhD | | | | Thesis.) | | | |--... | | | |--RH_yyyy-mm-dd_HH-MM-SS_yyyy-mm-dd_HH-MM-SS.csv | | | | (RH acc data. File name and columns same as LH acc data above.) | | | `--... | | |--Week_# | | | (Directory contains all accelerometer data collected in that week.) | | | |--LH_day_XX.h5 | | | | (LH acc data for one day, where XX indicates that day of the week.) | | | |--... | | | |--LH-full.csv | | | | (.csv file containing acc data for the whole week. This file is | | | | split into the separate LH_day_XX.h5 files in this directory.) | | | |--RH_day_XX.h5 | | | | (RH acc data.) | | | |--... | | | `--RH-full.csv | | | (Same as LH-full.csv, but for RH.) | | `--... | `--WILD_from_spouse | (Directory contains unlabeled acc data collected in the wild from this | participant's spouse -- if available -- as an age-matched control.) | |--Week_# | | (Directory and files within follow same structure as corresponding | | subdirectory in Participant_##/WILD) | | |--LH_day_XX.h5 | | |--... | | |--LH-full.csv | | |--RH_day_XX.h5 | | |--... | | `--RH-full.csv | `--... `--...