Supplementary data for bachelor's thesis: "Kinematic Analysis of Sensory Motor Deficit after Experimental Stroke"

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README.md

KinematicAnalysis

Supplementary data for bachelor's thesis: "Kinematic Analysis of Sensory Motor Deficit after Experimental Stroke"

Files:

features.csv → file containing results for calculated features for all video files

fps_file.csv → file contains frame rates for every video prefix

Codes:

1_feature_calc.ipynb → Data preprocessing feature calculations

2_feature_ML.ipynb → Different machine learning classifiers for classification by features

3_feature_RF.ipynb → Random forest classifier

4_Classifier.ipynb → Neural network classifier for unbiased analysis

PreprocessedData:

*_preprocessed_crop.csv → used for neural network classifier

*_preprocessed_nan_crop.csv → used for feature analysis

RawData:

*.csv → raw data files containing coordinates from DLC pose estimation (19 tracking points)

MOp stroke MOs stroke WM stroke Mop/MOs sham WM sham
Mouse ID BL P3 P28 Mouse ID BL P3 P28 Mouse ID BL P3 P28 Mouse ID BL P3 P28 Mouse ID BL P3 P28
PB_T3_3_1 0 4 4 PB_T3_18_1 4 4 0 PB_V1_1_1 4 4 4 PB_T3_3_3 0 4 4 PB_V1_1_2 4 4 4
PB_T3_3_2 0 4 4 PB_T3_18_4 4 4 4 PB_V1_2_2 4 4 4 PB_T3_4_1 0 4 3 PB_V1_1_3 4 4 4
PB_T3_4_2 0 4 4 PB_T3_18_5 4 4 4 PB_V1_2_3 4 4 4 PB_T3_5_1 0 4 5 PB_V1_3_2 4 4 4
PB_T3_4_3 0 4 4 PB_T3_19_1 4 4 4 PB_V1_3_1 4 4 4 PB_T3_7_4 0 3 0 PB_V1_3_4 4 4 4
PB_T3_4_4 0 4 4 PB_T3_20_1 4 4 4 PB_V1_3_3 4 4 4 PB_T3_8_2 0 4 0 PB_V1_4_1 4 4 4
PB_T3_4_5 0 4 4 PB_T3_21_1 4 4 4 PB_V1_5_1 4 4 4 PB_T3_9_2 0 0 0 PB_V1_5_2 4 4 4
PB_T3_5_2 0 4 4 PB_T3_21_3 4 4 4 PB_V1_5_3 4 4 4 PB_T3_10_1 4 4 0 PB_V1_6_1 4 4 4
PB_T3_6_1 0 5 0 PB_V1_5_5 4 4 4 PB_T3_11_1 4 4 0 PB_V1_6_3 4 4 4
PB_T3_7_2 0 4 0 PB_V1_6_2 4 4 4 PB_T3_12_3 4 4 4 PB_V1_7_2 4 4 4
PB_T3_8_1 0 5 0 PB_V1_7_1 4 4 4 PB_T3_13_2 4 4 4 PB_V1_8_1 4 4 4
PB_T3_8_3 0 4 0 PB_V1_8_2 4 4 4 PB_T3_13_3 4 4 4 PB_V1_8_3 4 4 4
PB_T3_8_4 0 4 0 PB_T3_14_2 4 4 4
PB_T3_8_5 0 4 0 PB_T3_14_4 3 4 4
PB_T3_10_2 4 4 0 PB_T3_15_2 4 4 4
PB_T3_10_3 4 4 0 PB_T3_16_1 4 4 4
PB_T3_12_1 3 4 4 PB_T3_17_2 4 4 4
PB_T3_12_4 4 4 4 PB_T3_18_2 4 4 4
PB_T3_13_4 4 4 4 PB_T3_18_3 4 4 0
PB_T3_14_1 4 4 4 PB_T3_19_2 4 4 4
PB_T3_14_3 4 4 4 PB_T3_19_3 4 4 4
PB_T3_15_1 4 4 4 PB_T3_20_2 4 4 4
PB_T3_16_2 4 4 4 PB_T3_21_2 4 4 4
PB_T3_16_3 4 4 4
PB_T3_17_1 4 4 4
PB_T3_17_3 4 4 4
Sum 47 102 68 28 28 24 44 44 44 63 83 64 44 44 44
datacite.yml
Title Kinematic Analysis of Sensory Motor Deficit after Experimental Stroke
Authors Ziolkowski,Franziska;University Hospital Cologne
Kloubert,Sebastian;University Hospital Cologne
Fritz,Veronika;University Hospital Cologne
Wieters,Frederique;University Hospital Cologne
Aswendt,Markus;University Hospital Cologne;ORCID:0000-0003-1423-0934
Description Raw and processed data for the Bachelor Thesis "Kinematic Analysis of Sensory Motor Deficit after Experimental Stroke".
License CC BY-NC-SA (https://creativecommons.org/licenses/by-nc-sa/4.0/)
References
Funding
Keywords Kinematic
Gait
Stroke
Recovery
Machine learning
Resource Type Dataset