diff --git a/docs/API_Tutorial.ipynb b/docs/API_Tutorial.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "07824bdd-fd7b-4886-b3d9-c93597d4a041",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%load_ext autoreload"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "pressing-lecture",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%autoreload 2\n",
+ "import sys\n",
+ "import os\n",
+ "sys.path.append('..')\n",
+ "import guitarsounds\n",
+ "from guitarsounds import Sound, SoundPack"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1e92ee11",
+ "metadata": {},
+ "source": [
+ "# guitarsounds API tutorial\n",
+ "\n",
+ "The reference for the API can be found at [this link](https://olivecha.github.io/guitarsounds/).\n",
+ "\n",
+ "The example files can be downloaded from the [github](https://github.com/olivecha/guitarsounds/tree/main/example_sounds) Repository.\n",
+ "\n",
+ "## Loading a sound and analyzing it\n",
+ "\n",
+ "The `Sound` class can be used to load a .wav soundfile, and perform any analysis on it."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "7f9b86c1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Loading a wood guitar first string sound from the examples\n",
+ "# the name of the sound and fundamental can be user specified\n",
+ "sound_path = os.path.join('..', 'example_sounds', 'Wood_Guitar', 'Wood_E1.wav')\n",
+ "mysound = Sound(sound_path, name='wood', fundamental=330)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cccc444",
+ "metadata": {},
+ "source": [
+ "### Testing the sound loading\n",
+ "\n",
+ "The `Sound` class contains multiple signals (`raw_signal`, `bins`, ...), the main signal is under the attribute `.signal`, so the listen methods have to be called on this signal. When the plot methods are called from the `Sound` class, they are a shorthand to call them on the main signal.`Sound.plot.signal()` is equivalent to `Sound.signal.plot.signal()`.\n",
+ "\n",
+ "So here we now plot the sound signal and listen to it : "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "a9dd47a5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " \n",
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "mysound.signal.listen() # creates the listening box\n",
+ "\n",
+ "mysound.plot.signal() # creates the signal plot"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d84f8a68",
+ "metadata": {},
+ "source": [
+ "## Analyzing the sound\n",
+ "\n",
+ "The description of the different available analysis plots can be found by typing `help(mysound.signal.plot)`.\n",
+ "\n",
+ "For example, we can plot the envelop, and the normalized envelop of the signal : "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "0b6a5040",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# regular plot\n",
+ "mysound.plot.envelope(label='regular')\n",
+ "\n",
+ "# normalized plot by calling .normalize() after the signal\n",
+ "# matplotlib key word arguments can be passed to plot methods (label = 'normalized')\n",
+ "mysound.signal.normalize().plot.envelope(label='normalized') \n",
+ "\n",
+ "# The matplotlib module can be used to customize the plot\n",
+ "import matplotlib.pyplot as plt\n",
+ "plt.legend()\n",
+ "plt.title('sound envelop')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4cdba4af",
+ "metadata": {},
+ "source": [
+ "### Some advanced analysis functions\n",
+ "\n",
+ "The analysis functions applied to the frequency bins of the sound can only be called from the `Sound` class.\n",
+ "\n",
+ "The signals associated to the frequency bins are stored in the `Sound` class as their name."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "b0fc285f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Bin power distribution')"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Fequency bin power histogram\n",
+ "mysound.bin_hist()\n",
+ "\n",
+ "# adding a title\n",
+ "plt.title('Bin power distribution')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "f2858e98",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " Frequency (Hz) Damping ratio (%)\n",
+ "---------------- -------------------\n",
+ " 328.695 0.0554066\n",
+ " 657.108 0.0235511\n",
+ " 985.521 0.0196814\n",
+ " 1314.36 0.00964455\n",
+ " 1642.91 0.0113576\n",
+ " 1971.89 0.0198335\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Damping ratio data of every peak in the fourier transform and peaks plot of the sound\n",
+ "mysound.peak_damping()\n",
+ "\n",
+ "mysound.plot.peaks()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "84d78800",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# A plot of the logarithmic envelop for every bin in the Sound\n",
+ "mysound.plot_freq_bins()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "bf03df65",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " Your browser does not support the audio element.\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Listening to the bass sound to see why the amplitude drops before the onset\n",
+ "# normalizing so the sound is louder\n",
+ "mysound.bass.normalize().listen()\n",
+ "\n",
+ "# It seems the short timescale used in the begining of the plot because, when considering the bass \n",
+ "# frequency (82Hz), the signal would do only about 8 oscillations between 0 and 0.1s. This could be the \n",
+ "# cause of the not clearly defined onset."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8cc52ff8",
+ "metadata": {},
+ "source": [
+ "## Sound parameters\n",
+ "\n",
+ "The parameters used to analyse the sounds can be changed in the `guitarsounds.analysis.SP` variable.\n",
+ "\n",
+ "For example : "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "c009bc76",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "general\n",
+ "\t octave_fraction : 3 [Fraction of the octave used for octave computations]\n",
+ "\t fft_range : 2000 [Maximum frequency in the Fourier transform plot]\n",
+ "onset\n",
+ "\t onset_delay : 100 [Delay before the onset (attack) in milliseconds to keep when trimming the signal]\n",
+ "\t onset_time : 0.005 [Time interval used to detect the onset in seconds]\n",
+ "envelope\n",
+ "\t frame_size : 301 [Number of samples in the array used to compute a point of the envelope]\n",
+ "\t hop_length : 200 [Number of samples between envelope points]\n",
+ "log_envelope\n",
+ "\t start_time : 0.01 [First point in the log scale envelope]\n",
+ "\t min_window : None [Minimum window size for the log envelope computed from start_time by default]\n",
+ "\t max_window : 2048 [Maximum window size for the log envelope in samples]\n",
+ "fundamental\n",
+ "\t min_freq : 60 [Minimum frequency for the fundamental finding algorithm (Hz)]\n",
+ "\t max_freq : 2000 [Maximum frequency for the fundamental finding algorithm (Hz)]\n",
+ "\t frame_length : 1024 [Frame length in samples to compute the fundamentals in the signal]\n",
+ "bins\n",
+ "\t bass : 100 [Higher cutoff value for the bass bin (Hz), the lower value is zero]\n",
+ "\t mid : 700 [Higher cutoff value for the mid bin (Hz)]\n",
+ "\t highmid : 2000 [Higher cutoff value for the highmid bin (Hz)]\n",
+ "\t uppermid : 4000 [Higher cutoff value for the uppermid bin (Hz)]\n",
+ "\t presence : 6000 [Higher cutoff value for the presence bin (Hz), the brilliance bin is above this frequency]\n",
+ "damping\n",
+ "\t lower_threshold : 0.05 [lower amplitude threshold for the time damping analysis]\n",
+ "trim\n",
+ "\t E2 : 4.0 [Default trim time for the E2 note]\n",
+ "\t A2 : 3.5 [Default trim time for the A2 note]\n",
+ "\t D3 : 3.5 [Default trim time for the D3 note]\n",
+ "\t G3 : 3.0 [Default trim time for the G3 note]\n",
+ "\t B3 : 3.0 [Default trim time for the B3 note]\n",
+ "\t E4 : 2.5 [Default trim time for the E4 note]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# displaying info for all the parameters\n",
+ "parameters = guitarsounds.parameters.sound_parameters()\n",
+ "parameters.more_info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "bfd425ea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# changing the Fourier Transform range from 2000 Hz to 3000 Hz\n",
+ "parameters.change('fft_range', 3000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "fb537960",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "general\n",
+ "\t octave_fraction : 3\n",
+ "\t fft_range : 3000\n",
+ "onset\n",
+ "\t onset_delay : 100\n",
+ "\t onset_time : 0.005\n",
+ "envelope\n",
+ "\t frame_size : 301\n",
+ "\t hop_length : 200\n",
+ "log_envelope\n",
+ "\t start_time : 0.01\n",
+ "\t min_window : None\n",
+ "\t max_window : 2048\n",
+ "fundamental\n",
+ "\t min_freq : 60\n",
+ "\t max_freq : 2000\n",
+ "\t frame_length : 1024\n",
+ "bins\n",
+ "\t bass : 100\n",
+ "\t mid : 700\n",
+ "\t highmid : 2000\n",
+ "\t uppermid : 4000\n",
+ "\t presence : 6000\n",
+ "damping\n",
+ "\t lower_threshold : 0.05\n",
+ "trim\n",
+ "\t E2 : 4.0\n",
+ "\t A2 : 3.5\n",
+ "\t D3 : 3.5\n",
+ "\t G3 : 3.0\n",
+ "\t B3 : 3.0\n",
+ "\t E4 : 2.5\n"
+ ]
+ }
+ ],
+ "source": [
+ "# info function without descriptions\n",
+ "parameters.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bee2b73d",
+ "metadata": {},
+ "source": [
+ "## Analysing multiple sounds\n",
+ "lets load a second sound from the carbon guitar data set and combine it with the first sound into a soundpack\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "9328526f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " Your browser does not support the audio element.\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# here we let the script determine the fundamental\n",
+ "sound_path = os.path.join('..', 'example_sounds', 'Carbon_Guitar', 'Carbon_E1.wav')\n",
+ "mysound_carbon = Sound(sound_path, name='carbon') \n",
+ "mysound_carbon.signal.listen()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a5dae6ab",
+ "metadata": {},
+ "source": [
+ "### Combining two sounds for analysis\n",
+ "\n",
+ "Two or more sounds can be combined into a `SoundPack` to analyze them comparatively"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "b8cde7f2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# creating a soundpack from two sounds\n",
+ "mypack = SoundPack(mysound, mysound_carbon)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "19660a15",
+ "metadata": {},
+ "source": [
+ "## dual sound analysis\n",
+ "\n",
+ "A set of methods from the `SoundPack` object can be applied to compare the two sounds, see `help(SoundPack)`\n",
+ "\n",
+ "Some methods are only available for packs with two sounds"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "fbea5648",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# a method to compare the fourier transform peaks of the two signals.\n",
+ "mypack.compare_peaks()\n",
+ "# here the second peaks have a 0.07 difference, so the carbon signal would have a slightly lower amplitude\n",
+ "# aroud 660 Hz"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "2274f8e5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Comparing the cumilative power in every frequency bin\n",
+ "mypack.integral_compare()\n",
+ "\n",
+ "# For example the bass signal decays faster for the wood guitar."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "fdf899c9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# difference between the fourier transforms of the two signals\n",
+ "mypack.fft_diff(ticks='bins') # using frequency bins as ticks\n",
+ "show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4d5c1f36",
+ "metadata": {},
+ "source": [
+ "## Comparing a higher number of sounds\n",
+ "\n",
+ "The SoundPack object can be created using an arbitrary number of sounds. \n",
+ "\n",
+ "Also, it can be constructed directly from file names.\n",
+ "\n",
+ "Here we make a soundpack containing a signal for every string of the wood guitar. The order of the sounds is not important as they are sorted according to their fundamental."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "efb0adf8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# a list of files\n",
+ "files_root = os.path.join('..', 'example_sounds', 'Wood_Guitar')\n",
+ "files = [os.path.join(files_root, 'Wood_A5.wav'),\n",
+ " os.path.join(files_root, 'Wood_B2.wav'),\n",
+ " os.path.join(files_root, 'Wood_D4.wav'),\n",
+ " os.path.join(files_root, 'Wood_E1.wav'),\n",
+ " os.path.join(files_root, 'Wood_E6.wav'),\n",
+ " os.path.join(files_root, 'Wood_G3.wav'), ]\n",
+ "\n",
+ "# a list of names for the sounds\n",
+ "names = ['A5', 'B2', 'D4', 'E1', 'E6', 'G3']\n",
+ "\n",
+ "# names are assigned when creating the soundpack\n",
+ "wood_pack = SoundPack(files, names=names)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d19e0dbd",
+ "metadata": {},
+ "source": [
+ "### analysis for multiples sounds\n",
+ "\n",
+ "Lets compute various analysis for the six sounds."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "4b50d1b3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "___ Signal Power Frequency Bin Distribution ___ \n",
+ "\n",
+ "bin E6 G3 B2 A5 D4 E1\n",
+ "--------- -------- -------- -------- -------- -------- --------\n",
+ "bass 2.25422 0.668373 0.482702 0.743421 0.531284 1.44405\n",
+ "mid 1.04777 0.260829 0.564792 1.33612 1.4854 1.08366\n",
+ "highmid 0.653077 0.742676 0.795559 1.25073 0.74232 0.792575\n",
+ "uppermid 0.471763 0.515215 0.482005 0.325364 0.424636 0.52429\n",
+ "presence 0.257149 0.38698 0.499191 0.622666 0.376608 0.388866\n",
+ "brillance 1.53109 1.15115 0.474561 1.05354 0.501545 0.337462\n"
+ ]
+ }
+ ],
+ "source": [
+ "# a table containing the normalized signal power of every frequency bin\n",
+ "wood_pack.bin_power_table()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "47d26b2d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# A plot for every signal\n",
+ "wood_pack.compare_plot('peaks')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "0dc2bad8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# bin power histogram \n",
+ "wood_pack.bin_power_hist()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0a76171c-e4bf-4ab0-9924-508851f6b556",
+ "metadata": {},
+ "source": [
+ "### Using the `guitarsounds` API to compute new features\n",
+ "\n",
+ "As an example, the cumulative fourier transform from [Lee and Peters](https://arxiv.org/pdf/0901.3708.pdf) can be computed and plotted using `guitarsounds`, `numpy` and `matplotlib` :"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "aa8b915b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import guitarsounds\n",
+ "\n",
+ "sound1 = guitarsounds.Sound('../example_sounds/Wood_Guitar/Wood_A5.wav')\n",
+ "sound2 = guitarsounds.Sound('../example_sounds/Carbon_Guitar/Carbon_A5.wav')\n",
+ "\n",
+ "def cummul_fft(fft, fft_freqs, max_freq=4000):\n",
+ " \"\"\" Cummulative fast fourier transform \"\"\"\n",
+ " max_idx = np.nonzero(fft_freqs>max_freq)[0][0]\n",
+ " cummul_fft = [np.trapz(fft[0:i], fft_freqs[0:i]) for i in range(1, max_idx+1)]\n",
+ " cummul_freqs = fft_freqs[1:max_idx+1]\n",
+ " return cummul_freqs, cummul_fft\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(8, 4))\n",
+ "ax.plot(*cummul_fft(sound1.signal.fft(), sound1.signal.fft_frequencies()), label='wood')\n",
+ "ax.plot(*cummul_fft(sound2.signal.fft(), sound2.signal.fft_frequencies()), label='carbon')\n",
+ "ax.set_xlim(0, 2000)\n",
+ "ax.set_xlabel('Frequency')\n",
+ "ax.set_ylabel('Cumulative FFT')\n",
+ "ax.legend()\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/guitarsounds/analysis.py b/guitarsounds/analysis.py
index 3e49479..f807964 100644
--- a/guitarsounds/analysis.py
+++ b/guitarsounds/analysis.py
@@ -142,7 +142,7 @@ def sounds_from_files(self, sound_files, names=None, fundamentals=None):
"""
# Make the default name list from sound filenames if none is supplied
if (names is None) or (len(names) != len(sound_files)):
- names = [file[:-4] for file in sound_files] # remove the .wav
+ names = [os.path.split(file)[-1][:-4] for file in sound_files] # remove the .wav
# If the fundamentals are not supplied or mismatch in number None is used
if (fundamentals is None) or (len(fundamentals) != len(sound_files)):