feat: add one more func for plotting preset

mfcc data
This commit is contained in:
Skudalen 2021-06-29 09:31:10 +02:00
parent 055ad434a3
commit c667bc7c7f
3 changed files with 29 additions and 12 deletions

View File

@ -64,7 +64,7 @@ def plot_3_mfcc(mfcc_data1, data_label1:str, mfcc_data2, data_label2:str, mfcc_d
ax.imshow(mfcc_data, interpolation='nearest', cmap=cm.coolwarm, origin='lower') ax.imshow(mfcc_data, interpolation='nearest', cmap=cm.coolwarm, origin='lower')
ax.set_title('MFCC: ' + str(label)) ax.set_title('MFCC: ' + str(label))
ax.set_ylabel('Cepstral Coefficients') ax.set_ylabel('Coefficients')
ax.set_xlabel('Time(s)') ax.set_xlabel('Time(s)')
plt.show() plt.show()
@ -130,27 +130,43 @@ def compare_with_wavelet_filter(data_frame):
plot_compare_two_df(data_frame_freq, 'Original data', data_frame_freq_filt, 'Analyzed data') plot_compare_two_df(data_frame_freq, 'Original data', data_frame_freq_filt, 'Analyzed data')
# Loads three preset emg datasets, calculates mfcc for each and plots them. # Loads three preset emg_1 datasets(subj1:session1, subj1:session2, subj2:session1), calculates mfcc for each and plots them.
# Input: CSV_handler # Input: CSV_handler
# Output: None --> Plot # Output: None --> Plot
def compare_mfcc_3_plots(csv_handler:CSV_handler): def mfcc_3_plots_1_1_2(csv_handler:CSV_handler):
df1, samplerate1 = get_data(csv_handler, 1, 'left', 1, 1) df1, samplerate1 = get_data(csv_handler, 1, 'left', 1, 1)
df2, samplerate2 = get_data(csv_handler, 1, 'left', 2, 1) df2, samplerate2 = get_data(csv_handler, 1, 'left', 2, 1)
df3, samplerate3 = get_data(csv_handler, 2, 'left', 1, 1) df3, samplerate3 = get_data(csv_handler, 2, 'left', 1, 1)
print(df1.head, samplerate1) #print(df1.head, samplerate1)
print(df2.head, samplerate2) #print(df2.head, samplerate2)
print(df3.head, samplerate3) #print(df3.head, samplerate3)
N1, mfcc_feat1 = mfcc_custom(df1, samplerate1, mfcc_windowsize, mfcc_stepsize) N1, mfcc_feat1 = mfcc_custom(df1, samplerate1, mfcc_windowsize, mfcc_stepsize)
N2, mfcc_feat2 = mfcc_custom(df2, samplerate2, mfcc_windowsize, mfcc_stepsize) N2, mfcc_feat2 = mfcc_custom(df2, samplerate2, mfcc_windowsize, mfcc_stepsize)
N3, mfcc_feat3 = mfcc_custom(df3, samplerate3, mfcc_windowsize, mfcc_stepsize) N3, mfcc_feat3 = mfcc_custom(df3, samplerate3, mfcc_windowsize, mfcc_stepsize)
label_1 = 'Subject 1, session 1, left arm, emg nr. 1'
label_1 = 'Subject 1, session 1' label_2 = 'Subject 1, session 2, left arm, emg nr. 1'
label_2 = 'Subject 1, session 2' label_3 = 'Subject 2, session 1, left arm, emg nr. 1'
label_3 = 'Subject 2, session 1'
plot_3_mfcc(mfcc_feat1, label_1, mfcc_feat2, label_2, mfcc_feat3, label_3) plot_3_mfcc(mfcc_feat1, label_1, mfcc_feat2, label_2, mfcc_feat3, label_3)
# Loads three preset emg_1 datasets(subj3:session1, subj3:session2, subj4:session1), calculates mfcc for each and plots them.
# Input: CSV_handler
# Output: None --> Plot
def mfcc_3_plots_3_3_4(csv_handler:CSV_handler):
df1, samplerate1 = get_data(csv_handler, 3, 'left', 1, 1)
df2, samplerate2 = get_data(csv_handler, 3, 'left', 2, 1)
df3, samplerate3 = get_data(csv_handler, 4, 'left', 1, 1)
#print(df1.head, samplerate1)
#print(df2.head, samplerate2)
#print(df3.head, samplerate3)
N1, mfcc_feat1 = mfcc_custom(df1, samplerate1, mfcc_windowsize, mfcc_stepsize)
N2, mfcc_feat2 = mfcc_custom(df2, samplerate2, mfcc_windowsize, mfcc_stepsize)
N3, mfcc_feat3 = mfcc_custom(df3, samplerate3, mfcc_windowsize, mfcc_stepsize)
label_1 = 'Subject 3, session 1, left arm, emg nr. 1'
label_2 = 'Subject 3, session 2, left arm, emg nr. 1'
label_3 = 'Subject 4, session 1, left arm, emg nr. 1'
plot_3_mfcc(mfcc_feat1, label_1, mfcc_feat2, label_2, mfcc_feat3, label_3)
# MAIN: ------------------------------------------------------------------------: # MAIN: ------------------------------------------------------------------------:
@ -158,7 +174,8 @@ def main():
csv_handler = CSV_handler() csv_handler = CSV_handler()
load_data(csv_handler, 'soft') load_data(csv_handler, 'soft')
compare_mfcc_3_plots(csv_handler) mfcc_3_plots_1_1_2(csv_handler)
mfcc_3_plots_3_3_4(csv_handler)
main() main()