From dc03e01fbcd689a5270676ed7fad89276d678406 Mon Sep 17 00:00:00 2001 From: Mehdi Ozel <52709620+dasmehdix@users.noreply.github.com> Date: Thu, 23 Jul 2020 14:15:30 +0300 Subject: [PATCH 1/3] A csv to libsvm format conventer. A CSV file format below: classs accelX accelY accelZ gyroX gyroY gyroZ 1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 A converted libsvm format below: 1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 --- tools/converted_data.txt | 1920 +++++++++++++++++++++++++++++++++++++ tools/csv2libsvm.py | 27 + tools/data.csv | 1921 ++++++++++++++++++++++++++++++++++++++ 3 files changed, 3868 insertions(+) create mode 100644 tools/converted_data.txt create mode 100644 tools/csv2libsvm.py create mode 100644 tools/data.csv diff --git a/tools/converted_data.txt b/tools/converted_data.txt new file mode 100644 index 00000000..1ca04d9e --- /dev/null +++ b/tools/converted_data.txt @@ -0,0 +1,1920 @@ +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +1 1:-0.327817 2:1.121037 3:9.955937 4:0.064599 5:-0.07773300000000001 6:-0.096364 +1 1:-0.321835 2:1.126421 3:9.920044 4:0.064752 5:-0.07849600000000001 6:-0.09331 +1 1:-0.329013 2:1.113859 3:9.93799 4:0.066432 5:-0.07635800000000001 6:-0.093615 +1 1:-0.336192 2:1.10668 3:9.943973 4:0.063683 5:-0.080176 6:-0.094226 +1 1:-0.333201 2:1.112662 3:9.927222 4:0.06627899999999999 5:-0.07422000000000001 6:-0.092699 +1 1:-0.328415 2:1.109073 3:9.933205 4:0.065057 5:-0.077274 6:-0.096059 +1 1:-0.32004 2:1.11685 3:9.913465 4:0.065515 5:-0.078802 6:-0.094684 +1 1:-0.317049 2:1.107279 3:9.935 4:0.06521 5:-0.078649 6:-0.0956 +1 1:-0.324826 2:1.112662 3:9.922438 4:0.064446 5:-0.078802 6:-0.093615 +1 1:-0.325424 2:1.108475 3:9.914661 4:0.064294 5:-0.081551 6:-0.09331 +1 1:-0.323031 2:1.110868 3:9.912867 4:0.064446 5:-0.078191 6:-0.094073 +1 1:-0.328415 2:1.112662 3:9.924232 4:0.062766 5:-0.078649 6:-0.093768 +1 1:-0.317647 2:1.104288 3:9.918849 4:0.065363 5:-0.07758 6:-0.093004 +1 1:-0.326022 2:1.113261 3:9.92184 4:0.065821 5:-0.078649 6:-0.0956 +1 1:-0.338584 2:1.128216 3:9.905089 4:0.067195 5:-0.076664 6:-0.096059 +1 1:-0.329611 2:1.116252 3:9.918849 4:0.065515 5:-0.07926 6:-0.094684 +1 1:-0.324227 2:1.11685 3:9.928419 4:0.063225 5:-0.079565 6:-0.096211 +1 1:-0.315853 2:1.107877 3:9.912268 4:0.064294 5:-0.081856 6:-0.094226 +1 1:-0.315254 2:1.122832 3:9.913465 4:0.065973 5:-0.078954 6:-0.096822 +1 1:-0.31346 2:1.121037 3:9.914063 4:0.06490399999999999 5:-0.080329 6:-0.097433 +1 1:-0.327219 2:1.11027 3:9.919446 4:0.064294 5:-0.07758 6:-0.095295 +1 1:-0.327219 2:1.107279 3:9.942178 4:0.065057 5:-0.079718 6:-0.096211 +1 1:-0.326022 2:1.118046 3:9.929018 4:0.063225 5:-0.080176 6:-0.095753 +1 1:-0.331406 2:1.11027 3:9.919446 4:0.065363 5:-0.07849600000000001 6:-0.094531 +1 1:-0.332004 2:1.098306 3:9.92483 4:0.063988 5:-0.07926 6:-0.096517 +1 1:-0.323031 2:1.109671 3:9.913465 4:0.064294 5:-0.080176 6:-0.093615 +1 1:-0.333799 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range(0,full_data.shape[0]): + for j in range(1,full_data.shape[1]): + full_data.iloc[i,j] = '{}'.format(j)+':'+str(full_data.iloc[i,j]) + return full_data + +parser = argparse.ArgumentParser(description='A script to convert a csv file to libsvm format') +parser.add_argument('-c','--csvpath',type=str,required=True, help = 'Path of csv file') +parser.add_argument('-o','--outpath',type=str,required=True, help = 'Path to save converted file') +args = parser.parse_args() + +if __name__ == '__main__': + data = pd.read_csv(args.csvpath) + data = csv2libsvm(data) + np.savetxt(args.outpath+'converted_data.txt', data.values, fmt='%s') + print('\nConverted file saved to {}'.format(args.outpath)+'converted_data.txt') \ No newline at end of file diff --git a/tools/data.csv b/tools/data.csv new file mode 100644 index 00000000..576e74cd --- /dev/null +++ b/tools/data.csv @@ -0,0 +1,1921 @@ +classs,accelX,accelY,accelZ,gyroX,gyroY,gyroZ +1,-0.329013,1.111466,9.943973,0.064446,-0.0759,-0.095295 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+-1,8.14457,-0.512662,1.295115,-3.751629,-1.510517,1.7902930000000001 +-1,7.976475,-3.78724,-4.648656,-4.61921,2.819296,1.271058 +-1,8.685348,2.164308,10.42732,3.157563,3.947258,-0.619265 +-1,7.149755,2.384448,9.716057000000001,4.402811,-0.985784,1.2460120000000001 +-1,9.600602,0.85364,7.2783679999999995,2.427731,-2.565329,1.7234040000000002 +-1,8.589635000000001,-1.718645,2.028515,-5.003902,0.418443,1.507005 +-1,4.9675,-5.120042,2.556133,-2.003943,3.148705,0.101862 +-1,6.928418,1.75035,5.602196,4.949383,0.795957,-1.093143 +-1,8.893523,2.9222349999999997,9.090333,4.900972,-1.355204,1.590082 From 3598ef461c779ba886eba5004e83202732108e4c Mon Sep 17 00:00:00 2001 From: Mehdi Ozel <52709620+dasmehdix@users.noreply.github.com> Date: Thu, 23 Jul 2020 14:30:40 +0300 Subject: [PATCH 2/3] Comments Added --- tools/csv2libsvm.py | 38 +++++++++++++++++++++++++++++++++++--- 1 file changed, 35 insertions(+), 3 deletions(-) diff --git a/tools/csv2libsvm.py b/tools/csv2libsvm.py index 445a743a..be6a2d18 100644 --- a/tools/csv2libsvm.py +++ b/tools/csv2libsvm.py @@ -1,14 +1,43 @@ #!/usr/bin/env python3 # -*- coding: utf-8 -*- """ -Created on Thu Jul 23 13:39:26 2020 +@author: dasmehdix +Required library versions are: -@author: robogor +Numpy = 1.19.0 +Pandas = 1.0.5 """ import argparse import numpy as np import pandas as pd +""" +In this code, we write a basic script to convert a csv file to libsvm format. This example done for this type of csv file: + +classs accelX accelY accelZ gyroX gyroY gyroZ +1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 +1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 + +which 'class'(label) column of the dataframe is the first column. + +Converted format is like: +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 + +which makes enable to use libsvm. + +Also, example data uploaded to test script +Usage is like: + +python3 csv2libsvm.py -c path_of_input_csv -o path_of_output_folder + +For my enviroment I used like: + +python3 csv2libsvm.py -c /home/robogor/Desktop/workshop/muhur/data.csv -o /home/robogor/Desktop/ +to save file on desktop. + +You can change some input arguments to handle your csv data. +""" def csv2libsvm(full_data): for i in range(0,full_data.shape[0]): for j in range(1,full_data.shape[1]): @@ -21,7 +50,10 @@ def csv2libsvm(full_data): args = parser.parse_args() if __name__ == '__main__': + # data reading line, if your csv data do not include headers, please add header=None as input argument) data = pd.read_csv(args.csvpath) + # converter line data = csv2libsvm(data) + # data save line, be sure that your path= {/path_to_file/} ends with '/' np.savetxt(args.outpath+'converted_data.txt', data.values, fmt='%s') - print('\nConverted file saved to {}'.format(args.outpath)+'converted_data.txt') \ No newline at end of file + print('\nConverted file saved to {}'.format(args.outpath)+'converted_data.txt') From bc42df36d68120a10554884e378f136f81ff5f4f Mon Sep 17 00:00:00 2001 From: Mehdi Ozel <52709620+dasmehdix@users.noreply.github.com> Date: Thu, 23 Jul 2020 14:33:33 +0300 Subject: [PATCH 3/3] Readme updated for csv2libsvm.py --- tools/README | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/tools/README b/tools/README index 91b7b5a0..0534a396 100644 --- a/tools/README +++ b/tools/README @@ -208,3 +208,28 @@ line 1: feature indices must be in an ascending order, previous/current features Found 1 lines with error. +csv2libsvm.py + +In this code, we write a basic script to convert a csv file to libsvm format. This example done for this type of csv file: +classs accelX accelY accelZ gyroX gyroY gyroZ +1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 +1 -0.329013 1.111466 9.943973 0.064446 -0.0759 -0.095295 + +which 'class'(label) column of the dataframe is the first column. + +Converted format is like: +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +1 1:-0.329013 2:1.111466 3:9.943973 4:0.064446 5:-0.0759 6:-0.095295 +which makes enable to use libsvm. + +Also, example data('data.csv') uploaded to test script. + +Usage is like: +python3 csv2libsvm.py -c path_of_input_csv -o path_of_output_folder + +For my enviroment I used like: + +python3 csv2libsvm.py -c /home/robogor/Desktop/workshop/muhur/data.csv -o /home/robogor/Desktop/ +to save file on desktop. + +You can change some input arguments to handle your csv data.