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Commit 80617449 authored by Miklósi Máté's avatar Miklósi Máté
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- /matlab_statistics_as_features_all_as_feature.csv
- /train_test_set_preparation.ipynb
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%% Cell type:code id: tags:
``` python
##Data processing script:
## the majority of the functions was written by ChatGPT(3.5) tested and corrected by Miklósi Máté VQX757.
## Final usage:
## - run the necessary installs and imports
## - run the script, that reads in all the file names from the measurement folder
## - run load_json function
## (- the plot_sensor_data_custom, shorten, export, export_csv_for_matlab_shorten, matlab_row_continuous_shorten)
## functions are only needed for testing, not used in the final result.
## - run matlab_stat_count to generate the final dataset used
## - Write out to file script calls the necessary functions, and writes out the dataset into the output file
## (- run the last script if the split of the set if manual train and test set separation is needed)
```
%% Cell type:code id: tags:
``` python
import numpy as np
from scipy.stats import kurtosis, skew
from scipy.signal import welch, find_peaks
import os
import json
import re
import random
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
import pandas as pd
```
%% Output
Requirement already satisfied: numpy in ./venv/lib/python3.11/site-packages (1.26.4)
Requirement already satisfied: scipy in ./venv/lib/python3.11/site-packages (1.13.0)
[notice] A new release of pip is available: 23.3.1 -> 24.0
[notice] To update, run: pip install --upgrade pip
%% Cell type:code id: tags:
``` python
# List all files in the directory
# Neccesary for the final run
measurement_IDs = [f for f in sorted(os.listdir('measurements')) if not f.startswith('.')]
pattern = re.compile(r'^.*Magnetometer\.json$')
all = []
i = 1
for measurement in measurement_IDs:
ID = []
mes = []
measurement_path = os.path.join('measurements', measurement)
measurement_files = sorted(os.listdir(measurement_path))
for file in measurement_files:
mes.append(os.path.join('measurements',measurement,file))
if pattern.match(file):
ID.append(mes)
mes = []
all.append({"num_id":i, "id":measurement, "values":ID })
i+=1
```
%% Cell type:code id: tags:
``` python
# Neccesary for the final run
def load_json(file_path):
with open(file_path, 'r') as f:
return json.load(f)
```
%% Cell type:code id: tags:
``` python
import matplotlib.pyplot as plt
def plot_sensor_data_custom(all_data, thresholds, start_index):
# Plot the data
start_plot_index = 0
fig, axs = plt.subplots(1, len(all_data), figsize=(25, 6))
for i, data in enumerate(all_data):
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
timestamps = timestamps[start_index:]
values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
threshold_exceeded = [False, False, False]
max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
for j in range(1, len(values[0])):
change_x = abs(values[0][j] - values[0][j-1])
change_y = abs(values[1][j] - values[1][j-1])
change_z = abs(values[2][j] - values[2][j-1])
max_change[i] = max(max_change[i], change_x, change_y, change_z)
if not any(threshold_exceeded):
if (change_x > thresholds[i]) or \
(change_y > thresholds[i]) or \
(change_z > thresholds[i]):
axs[i].axvline(x=timestamps[j], color='red', linestyle='--', alpha=0.5)
start_plot_index = j
threshold_exceeded[i] = True
timestamps = timestamps[start_plot_index:]
values = [value[start_plot_index:] for value in values]
print(f"Maximum value change for Sensor {i+1}: {max_change[i]}")
print(len(values[0]))
axs[i].plot(timestamps, values[0], label='X')
axs[i].plot(timestamps, values[1], label='Y')
axs[i].plot(timestamps, values[2], label='Z')
axs[i].set_xlabel('Timestamp')
axs[i].set_ylabel('Value')
axs[i].set_title(data['1'])
axs[i].legend()
axs[i].grid(True)
plt.tight_layout()
plt.show()
```
%% Cell type:code id: tags:
``` python
def shorten(all_data, thresholds, start_index):
# Plot the data
rtv = []
start_plot_index = 0
for i, data in enumerate(all_data):
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
timestamps = timestamps[start_index:]
values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
threshold_exceeded = [False, False, False]
max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
for j in range(1, len(values[0])):
change_x = abs(values[0][j] - values[0][j-1])
change_y = abs(values[1][j] - values[1][j-1])
change_z = abs(values[2][j] - values[2][j-1])
max_change[i] = max(max_change[i], change_x, change_y, change_z)
if not any(threshold_exceeded):
if (change_x > thresholds[i]) or \
(change_y > thresholds[i]) or \
(change_z > thresholds[i]):
start_plot_index = j
threshold_exceeded[i] = True
timestamps = timestamps[start_plot_index:]
values = [value[start_plot_index:] for value in values]
for value in values:
rtv.extend(value)
return(rtv)
```
%% Cell type:code id: tags:
``` python
def export(all_data, thresholds, start_index):
# Plot the data
rtv = []
start_plot_index = 0
for i, data in enumerate(all_data):
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
# timestamps = timestamps[start_index:]
# values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
# threshold_exceeded = [False, False, False]
# max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
# for j in range(1, len(values[0])):
# change_x = abs(values[0][j] - values[0][j-1])
# change_y = abs(values[1][j] - values[1][j-1])
# change_z = abs(values[2][j] - values[2][j-1])
# max_change[i] = max(max_change[i], change_x, change_y, change_z)
# if not any(threshold_exceeded):
# if (change_x > thresholds[i]) or \
# (change_y > thresholds[i]) or \
# (change_z > thresholds[i]):
# start_plot_index = j
# threshold_exceeded[i] = True
# timestamps = timestamps[start_plot_index:]
# values = [value[start_plot_index:] for value in values]
for value in values:
rtv.extend(value)
return(rtv)
```
%% Cell type:code id: tags:
``` python
# outfile_train = open("W-SVM-MASTER/not_processed_all_train_set.csv", "w")
# outfile_test = open("W-SVM-MASTER/not_processed_all_test_set.csv", "w")
# feature_vectors = []
# sizes = []
# for ID in all:
# for measurement in ID["values"]:
# data = []
# row = ''
# for sensor in measurement:
# data.append(load_json(sensor))
# sizes.append(len(load_json(sensor)["2"]))
# #plot_sensor_data_custom(data,[0.1, 0.3, 1.6],1500)
# #timestamp = shorten(data,[0.1, 0.3, 1.6],1500)
# timestamp = export(data,[0.1, 0.3, 1.6],1500)
# row += str(ID["num_id"])
# row += " "
# row += ' '.join(f"{index+1}:{value}" for index,value in enumerate(timestamp) )
# row += '\n'
# # print(row)
# feature_vectors.append(row)
# random.shuffle(feature_vectors)
# for row in feature_vectors[:80*3]:
# outfile_train.write(row)
# outfile_train.close()
# for row in feature_vectors[80*3:]:
# outfile_test.write(row)
# outfile_test.close()
```
%% Output
Exception ignored in: <bound method IPythonKernel._clean_thread_parent_frames of <ipykernel.ipkernel.IPythonKernel object at 0x111aad5d0>>
Traceback (most recent call last):
File "/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/ipykernel/ipkernel.py", line 775, in _clean_thread_parent_frames
def _clean_thread_parent_frames(
KeyboardInterrupt:
%% Cell type:code id: tags:
``` python
def export_csv_for_matlab_shorten(all_data, thresholds, start_index):
# Plot the data
rtv = []
start_plot_index = 0
all_data = [all_data]
for i, data in enumerate(all_data):
#print(data)
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
timestamps = timestamps[start_index:]
values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
threshold_exceeded = [False, False, False]
max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
for j in range(1, len(values[0])):
change_x = abs(values[0][j] - values[0][j-1])
change_y = abs(values[1][j] - values[1][j-1])
change_z = abs(values[2][j] - values[2][j-1])
max_change[i] = max(max_change[i], change_x, change_y, change_z)
if not any(threshold_exceeded):
if (change_x > thresholds[i]) or \
(change_y > thresholds[i]) or \
(change_z > thresholds[i]):
start_plot_index = j
threshold_exceeded[i] = True
timestamps = timestamps[start_plot_index:]
values = [value[start_plot_index:] for value in values]
for value in values:
rtv.extend(value)
return(rtv)
```
%% Cell type:code id: tags:
``` python
def matlab_row_continuous_shorten(all_data, thresholds, start_index):
# Plot the data
rtv = [[],[],[]]
start_plot_index = 0
all_data = [all_data]
for i, data in enumerate(all_data):
#print(data)
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
timestamps = timestamps[start_index:]
values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
threshold_exceeded = [False, False, False]
max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
for j in range(1, len(values[0])):
change_x = abs(values[0][j] - values[0][j-1])
change_y = abs(values[1][j] - values[1][j-1])
change_z = abs(values[2][j] - values[2][j-1])
max_change[i] = max(max_change[i], change_x, change_y, change_z)
if not any(threshold_exceeded):
if (change_x > thresholds[i]) or \
(change_y > thresholds[i]) or \
(change_z > thresholds[i]):
start_plot_index = j
threshold_exceeded[i] = True
timestamps = timestamps[start_plot_index:]
values = [value[start_plot_index:] for value in values]
# for i in range(len(values[0])-1):
# print(i)
# for value in values:
# print(value[i])
# rtv[i].append(value[i])
# for value in values:
# rtv.extend(value)
return(values)
```
%% Cell type:code id: tags:
``` python
# Neccesary for the final run
def matlab_stat_count(all_data, thresholds, start_index):
# Plot the data
rtv = [[],[],[]]
start_plot_index = 0
all_data = [all_data]
for i, data in enumerate(all_data):
#print(data)
timestamps = [entry['timestamp'] for entry in data['2']]
values = [[entry['values'][0] for entry in data['2']],
[entry['values'][1] for entry in data['2']],
[entry['values'][2] for entry in data['2']]]
timestamps = timestamps[start_index:]
values = [value[start_index:] for value in values]
# Flag to track if threshold has been exceeded for each sensor
threshold_exceeded = [False, False, False]
max_change = [0.0, 0.0, 0.0] # Maximum change for each sensor
# Find threshold exceedances and draw red lines
for j in range(1, len(values[0])):
change_x = abs(values[0][j] - values[0][j-1])
change_y = abs(values[1][j] - values[1][j-1])
change_z = abs(values[2][j] - values[2][j-1])
max_change[i] = max(max_change[i], change_x, change_y, change_z)
if not any(threshold_exceeded):
if (change_x > thresholds[i]) or \
(change_y > thresholds[i]) or \
(change_z > thresholds[i]):
start_plot_index = j
threshold_exceeded[i] = True
timestamps = timestamps[start_plot_index:]
values = [value[start_plot_index:] for value in values]
for i in range(len(values)-1):
# data = values[i]
# pxx, w = welch(data) # Perform Welch's method for power spectral density estimation
# pzz = np.log10(pxx) # Compute the logarithm base 10 of the power spectral density
# peaks, _ = find_peaks(pzz)# Find peaks in the power spectral density
# peak_values = pzz[peaks]# Get peak values and their corresponding indices
# peak_values = np.pad(peak_values, (0, max(0, 5 - len(peak_values))), mode='constant')# Pad 'peak_values' with zeros to ensure it has at least 5 elements
# xa = peak_values[:5]# Select the first 5 peaks
rtv[i] = [
np.mean(data),# Mean
np.std(data), # Standard Deviation
np.var(data),# Variance
kurtosis(data), # Kurtosis
skew(data), # Skewness
np.sqrt(np.mean(np.square(data))),# RMS (Root Mean Square)
# pxx,
# pzz,
# peaks,
# peak_values,
# xa
]
return(rtv)
```
%% Cell type:code id: tags:
``` python
# Neccesary for the final run
matlab_data_file = open("matlab_statistics_as_features_all_as_feature.csv", "w")
#matlab_data_file.write("id;sensor_1_1;sensor_1_2;sensor_1_3;sensor_2_1;sensor_2_2;sensor_2_3;sensor_3_1;sensor_3_1;sensor_3_3\n")
for ID in all:
for measurement in ID["values"]:
data = []
row = ''
row += str(ID["num_id"])
row += ";"
for sensor in measurement:
#print("sensor:" ,sensor, " for id", ID["id"])
loaded_sensor_data = load_json(sensor)
for axes in matlab_stat_count(loaded_sensor_data,[0.1, 0.3, 1.6],1500):
row += ';'.join(f"{value}" for value in axes)
row += ";"
# row += ','.join(f"{value}" for value in (export_csv_for_matlab_shorten(loaded_sensor_data,[0.1, 0.3, 1.6],1500)))
# row += ','.join(f"{value}" for value in (matlab_row_continuous_shorten(loaded_sensor_data,[0.1, 0.3, 1.6],1500))[0])
# row += ";"
# row += ','.join(f"{value}" for value in (matlab_row_continuous_shorten(loaded_sensor_data,[0.1, 0.3, 1.6],1500))[1])
# row += ";"
# row += ','.join(f"{value}" for value in (matlab_row_continuous_shorten(loaded_sensor_data,[0.1, 0.3, 1.6],1500))[2])
row += ";"
row += '\n'
#print(row)
matlab_data_file.write(row)
matlab_data_file.close()
```
%% Output
/var/folders/q2/v6njrdkd0rg2brx2m40_14wh0000gn/T/ipykernel_11480/2376563556.py:42: RuntimeWarning: divide by zero encountered in log10
pzz = np.log10(pxx) # Compute the logarithm base 10 of the power spectral density
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 182, using nperseg = 182
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice.
return _methods._mean(a, axis=axis, dtype=dtype,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in scalar divide
ret = ret.dtype.type(ret / rcount)
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/_methods.py:206: RuntimeWarning: Degrees of freedom <= 0 for slice
ret = _var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/_methods.py:163: RuntimeWarning: invalid value encountered in divide
arrmean = um.true_divide(arrmean, div, out=arrmean,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/_methods.py:198: RuntimeWarning: invalid value encountered in scalar divide
ret = ret.dtype.type(ret / rcount)
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/fromnumeric.py:3787: RuntimeWarning: Degrees of freedom <= 0 for slice
return _methods._var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/stats/_stats_py.py:1287: RuntimeWarning: Mean of empty slice.
mean = a.mean(axis, keepdims=True)
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/numpy/core/_methods.py:121: RuntimeWarning: invalid value encountered in divide
ret = um.true_divide(
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/stats/_stats_py.py:1177: RuntimeWarning: Mean of empty slice.
mean = a.mean(axis, keepdims=True)
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 193, using nperseg = 193
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 183, using nperseg = 183
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 184, using nperseg = 184
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 240, using nperseg = 240
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 250, using nperseg = 250
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 196, using nperseg = 196
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 153, using nperseg = 153
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 154, using nperseg = 154
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 172, using nperseg = 172
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 87, using nperseg = 87
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 88, using nperseg = 88
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 89, using nperseg = 89
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 77, using nperseg = 77
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 79, using nperseg = 79
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 85, using nperseg = 85
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 73, using nperseg = 73
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 76, using nperseg = 76
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 84, using nperseg = 84
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 91, using nperseg = 91
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 82, using nperseg = 82
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 90, using nperseg = 90
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 94, using nperseg = 94
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 83, using nperseg = 83
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 74, using nperseg = 74
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 68, using nperseg = 68
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 69, using nperseg = 69
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 71, using nperseg = 71
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 72, using nperseg = 72
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 135, using nperseg = 135
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 86, using nperseg = 86
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 80, using nperseg = 80
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 93, using nperseg = 93
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 81, using nperseg = 81
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 78, using nperseg = 78
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 237, using nperseg = 237
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 95, using nperseg = 95
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 75, using nperseg = 75
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 103, using nperseg = 103
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 157, using nperseg = 157
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 156, using nperseg = 156
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 67, using nperseg = 67
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 63, using nperseg = 63
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 190, using nperseg = 190
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 70, using nperseg = 70
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 111, using nperseg = 111
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 102, using nperseg = 102
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 113, using nperseg = 113
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 114, using nperseg = 114
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 140, using nperseg = 140
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 107, using nperseg = 107
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 170, using nperseg = 170
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 96, using nperseg = 96
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 166, using nperseg = 166
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 136, using nperseg = 136
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 142, using nperseg = 142
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 160, using nperseg = 160
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 158, using nperseg = 158
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 152, using nperseg = 152
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 186, using nperseg = 186
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 148, using nperseg = 148
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 150, using nperseg = 150
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 146, using nperseg = 146
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 209, using nperseg = 209
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 248, using nperseg = 248
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 243, using nperseg = 243
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 214, using nperseg = 214
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 252, using nperseg = 252
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 207, using nperseg = 207
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 220, using nperseg = 220
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 242, using nperseg = 242
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 217, using nperseg = 217
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 249, using nperseg = 249
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 228, using nperseg = 228
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 251, using nperseg = 251
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 244, using nperseg = 244
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 231, using nperseg = 231
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 221, using nperseg = 221
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 145, using nperseg = 145
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 219, using nperseg = 219
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 199, using nperseg = 199
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 213, using nperseg = 213
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 234, using nperseg = 234
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 245, using nperseg = 245
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 235, using nperseg = 235
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 212, using nperseg = 212
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 201, using nperseg = 201
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 236, using nperseg = 236
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 222, using nperseg = 222
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 178, using nperseg = 178
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 195, using nperseg = 195
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 198, using nperseg = 198
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 187, using nperseg = 187
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 194, using nperseg = 194
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 254, using nperseg = 254
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 211, using nperseg = 211
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 210, using nperseg = 210
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 197, using nperseg = 197
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 179, using nperseg = 179
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 203, using nperseg = 203
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 202, using nperseg = 202
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 206, using nperseg = 206
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 225, using nperseg = 225
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 176, using nperseg = 176
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 177, using nperseg = 177
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 185, using nperseg = 185
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 200, using nperseg = 200
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 165, using nperseg = 165
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 138, using nperseg = 138
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 141, using nperseg = 141
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 224, using nperseg = 224
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 232, using nperseg = 232
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 159, using nperseg = 159
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 226, using nperseg = 226
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 191, using nperseg = 191
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 192, using nperseg = 192
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 175, using nperseg = 175
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 162, using nperseg = 162
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 164, using nperseg = 164
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 161, using nperseg = 161
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 171, using nperseg = 171
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 139, using nperseg = 139
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 149, using nperseg = 149
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 167, using nperseg = 167
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 151, using nperseg = 151
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 188, using nperseg = 188
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 189, using nperseg = 189
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 255, using nperseg = 255
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 238, using nperseg = 238
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 253, using nperseg = 253
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 246, using nperseg = 246
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 143, using nperseg = 143
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 144, using nperseg = 144
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 233, using nperseg = 233
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 137, using nperseg = 137
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 223, using nperseg = 223
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 229, using nperseg = 229
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 174, using nperseg = 174
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 121, using nperseg = 121
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 122, using nperseg = 122
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 205, using nperseg = 205
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 180, using nperseg = 180
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 168, using nperseg = 168
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 169, using nperseg = 169
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 147, using nperseg = 147
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 247, using nperseg = 247
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 134, using nperseg = 134
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 155, using nperseg = 155
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 133, using nperseg = 133
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 126, using nperseg = 126
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 124, using nperseg = 124
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 132, using nperseg = 132
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 119, using nperseg = 119
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 125, using nperseg = 125
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 127, using nperseg = 127
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 128, using nperseg = 128
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 204, using nperseg = 204
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 130, using nperseg = 130
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 239, using nperseg = 239
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 208, using nperseg = 208
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 241, using nperseg = 241
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 181, using nperseg = 181
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 218, using nperseg = 218
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 173, using nperseg = 173
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 55, using nperseg = 55
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 64, using nperseg = 64
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 215, using nperseg = 215
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 47, using nperseg = 47
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 227, using nperseg = 227
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 230, using nperseg = 230
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 118, using nperseg = 118
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 110, using nperseg = 110
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 129, using nperseg = 129
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
/Users/miklosimate/Desktop/data_processing/venv/lib/python3.11/site-packages/scipy/signal/_spectral_py.py:600: UserWarning: nperseg = 256 is greater than input length = 216, using nperseg = 216
freqs, _, Pxy = _spectral_helper(x, y, fs, window, nperseg, noverlap,
%% Cell type:code id: tags:
``` python
# NOT Neccesary for the final run
# matlab_data_file = open("matlab_data_format.csv", "r")
matlab_data_file = open("matlab_data_format_row_cont.csv", "r")
all = matlab_data_file.readlines()
print(all[0])
all = all[1:]
random.shuffle(all)
matlab_train_file = open("matlab_train_format_row_c.csv", "w")
matlab_test_file = open("matlab_test_format_row_c.csv", "w")
matlab_train_file.write("id;sensor_1_1;sensor_1_2;sensor_1_3;sensor_2_1;sensor_2_2;sensor_2_3;sensor_3_1;sensor_3_1;sensor_3_3\n")
matlab_test_file.write("id;sensor_1_1;sensor_1_2;sensor_1_3;sensor_2_1;sensor_2_2;sensor_2_3;sensor_3_1;sensor_3_1;sensor_3_3\n")
for line in all[:900]:
matlab_train_file.write(line)
for line in all[900:]:
matlab_test_file.write(line)
matlab_test_file.close()
matlab_train_file.close()
```
%% Output
id;sensor_1_1;sensor_1_2;sensor_1_3;sensor_2_1;sensor_2_2;sensor_2_3;sensor_3_1;sensor_3_1;sensor_3_3
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