diff --git a/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-Flute-checkpoint.ipynb b/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-Flute-checkpoint.ipynb
index c565416..cd6f8aa 100644
--- a/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-Flute-checkpoint.ipynb
+++ b/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-Flute-checkpoint.ipynb
@@ -6,12 +6,14 @@
"source": [
"# Analyse non paramétrique du signal de la flute\n",
"\n",
- "Nous allons commencer par afficher le signal"
+ "Nous allons commencer par afficher le signals\n",
+ "\n",
+ "/TODO mettre des labels X/Y avec unités et des titres à toutes les figure"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
@@ -25,7 +27,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 56,
"metadata": {},
"outputs": [
{
@@ -34,135 +36,135 @@
"\n",
"\n"
]
},
- "execution_count": 5,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
@@ -43986,12 +43988,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms."
+ "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms.\n",
+ "\n",
+ "/TODO attention Gabor"
]
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 57,
"metadata": {},
"outputs": [
{
@@ -44000,123 +44004,123 @@
"\n",
"\n"
]
},
- "execution_count": 48,
+ "execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
@@ -44192,7 +44196,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 58,
"metadata": {},
"outputs": [
{
@@ -44201,123 +44205,123 @@
"\n",
"\n"
]
},
- "execution_count": 19,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
@@ -181204,7 +181208,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "On observe des vibratos, par exemple un gros vibrato vers 5s.La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
+ "On observe des vibratos, par exemple un gros vibrato vers 5s, un \"fa\". La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
"\n",
"/TODO étudier cette modulation de fréquence\n",
"\n",
@@ -181215,7 +181219,7 @@
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
@@ -181224,132 +181228,132 @@
"\n",
"\n"
]
},
- "execution_count": 47,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "t_s = 5 #s\n",
- "trame_period = 0.01 #s\n",
"number_trame = 100 # trames on each side of t_s\n",
"\n",
"i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
@@ -201397,48 +201399,87 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 64,
"metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "┌ Info: Precompiling PyPlot [d330b81b-6aea-500a-939a-2ce795aea3ee]\n",
- "└ @ Base loading.jl:1242\n"
- ]
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Figure(PyObject )"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "ename": "InitError",
- "evalue": "InitError: PyError (PyImport_ImportModule\n\nThe Python package matplotlib could not be found by pyimport. Usually this means\nthat you did not install matplotlib in the Python version being used by PyCall.\n\nPyCall is currently configured to use the Python version at:\n\n/usr/bin/python3\n\nand you should use whatever mechanism you usually use (apt-get, pip, conda,\netcetera) to install the Python package containing the matplotlib module.\n\nOne alternative is to re-configure PyCall to use a different Python\nversion on your system: set ENV[\"PYTHON\"] to the path/name of the python\nexecutable you want to use, run Pkg.build(\"PyCall\"), and re-launch Julia.\n\nAnother alternative is to configure PyCall to use a Julia-specific Python\ndistribution via the Conda.jl package (which installs a private Anaconda\nPython distribution), which has the advantage that packages can be installed\nand kept up-to-date via Julia. As explained in the PyCall documentation,\nset ENV[\"PYTHON\"]=\"\", run Pkg.build(\"PyCall\"), and re-launch Julia. Then,\nTo install the matplotlib module, you can use `pyimport_conda(\"matplotlib\", PKG)`,\nwhere PKG is the Anaconda package the contains the module matplotlib,\nor alternatively you can use the Conda package directly (via\n`using Conda` followed by `Conda.add` etcetera).\n\n) \nModuleNotFoundError(\"No module named 'matplotlib'\",)\n\nduring initialization of module PyPlot",
- "output_type": "error",
- "traceback": [
- "InitError: PyError (PyImport_ImportModule\n\nThe Python package matplotlib could not be found by pyimport. Usually this means\nthat you did not install matplotlib in the Python version being used by PyCall.\n\nPyCall is currently configured to use the Python version at:\n\n/usr/bin/python3\n\nand you should use whatever mechanism you usually use (apt-get, pip, conda,\netcetera) to install the Python package containing the matplotlib module.\n\nOne alternative is to re-configure PyCall to use a different Python\nversion on your system: set ENV[\"PYTHON\"] to the path/name of the python\nexecutable you want to use, run Pkg.build(\"PyCall\"), and re-launch Julia.\n\nAnother alternative is to configure PyCall to use a Julia-specific Python\ndistribution via the Conda.jl package (which installs a private Anaconda\nPython distribution), which has the advantage that packages can be installed\nand kept up-to-date via Julia. As explained in the PyCall documentation,\nset ENV[\"PYTHON\"]=\"\", run Pkg.build(\"PyCall\"), and re-launch Julia. Then,\nTo install the matplotlib module, you can use `pyimport_conda(\"matplotlib\", PKG)`,\nwhere PKG is the Anaconda package the contains the module matplotlib,\nor alternatively you can use the Conda package directly (via\n`using Conda` followed by `Conda.add` etcetera).\n\n) \nModuleNotFoundError(\"No module named 'matplotlib'\",)\n\nduring initialization of module PyPlot",
- "",
- "Stacktrace:",
- " [1] pyimport(::String) at /home/hschindler/.julia/packages/PyCall/ttONZ/src/PyCall.jl:544",
- " [2] pyimport_conda(::String, ::String, ::String) at /home/hschindler/.julia/packages/PyCall/ttONZ/src/PyCall.jl:702",
- " [3] pyimport_conda at /home/hschindler/.julia/packages/PyCall/ttONZ/src/PyCall.jl:701 [inlined]",
- " [4] __init__() at /home/hschindler/.julia/packages/PyPlot/4wzW1/src/init.jl:179",
- " [5] _include_from_serialized(::String, ::Array{Any,1}) at ./loading.jl:685",
- " [6] _require_from_serialized(::String) at ./loading.jl:736",
- " [7] _require(::Base.PkgId) at ./loading.jl:1023",
- " [8] require(::Base.PkgId) at ./loading.jl:911",
- " [9] require(::Module, ::Symbol) at ./loading.jl:906",
- " [10] top-level scope at In[51]:1"
- ]
+ "data": {
+ "text/plain": [
+ "PyObject "
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
"using DSP, PyPlot\n",
"trame_period = 0.01 #s\n",
- "overlap = 0.002#s\n",
+ "overlap = 0.001#s\n",
"\n",
- "S = spectrogram(s, convert(Int, trame_period*fs), convert(Int, overlap*fs); window=hanning)\n",
+ "S = spectrogram(s, convert(Int, trame_period*fs), convert(Int, overlap*fs); fs=fs, window=hanning)\n",
"t = time(S)\n",
"f = freq(S)\n",
- "imshow(flipud(log10(power(S))), extent=[first(t), last(t), fs*first(f), fs*last(f)], aspect=\"auto\")"
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t), last(t), first(f), last(f)], aspect=\"auto\")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Zoom sur notre vibrato que l'on voit un peu"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Figure(PyObject )"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "PyObject "
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "S = spectrogram(s_trame, convert(Int, trame_period*fs), convert(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t).+t_trame[1], last(t).+t_trame[1], first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
@@ -201455,5 +201496,5 @@
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}
diff --git a/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-MySon-checkpoint.ipynb b/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-MySon-checkpoint.ipynb
new file mode 100644
index 0000000..01f83d0
--- /dev/null
+++ b/rossignol/nonParametrique/.ipynb_checkpoints/Analyse-Non-Param-MySon-checkpoint.ipynb
@@ -0,0 +1,247 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analyse non paramétrique du signal de la flute\n",
+ "\n",
+ "Nous allons commencer par afficher le signals\n",
+ "\n",
+ "/TODO mettre des labels X/Y avec unités et des titres à toutes les figure"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using WAV\n",
+ "\n",
+ "s, fs = wavread(\"../myson.wav\");\n",
+ "s = vec(s);\n",
+ "t = (0 : 1 : size(s)[1]-1)/fs;\n",
+ "fs = floor(Int, fs);\n",
+ "\n",
+ "t_s = 10 #s\n",
+ "trame_period = 0.005 #s\n",
+ "\n",
+ "floor_freq = 10 #Hz\n",
+ "ceil_freq = 60 #Hz\n",
+ "\n",
+ "number_trame = 50 # trames on each side of t_s\n",
+ "overlap = 0.0001;#s\n",
+ "\n",
+ "N_fft = 2^18- 1; #number points fft"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using Plots\n",
+ "plot(t, s, title=\"Son bizarre\",label=[\"Signal\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms.\n",
+ "\n",
+ "/TODO attention Gabor\n",
+ "\n",
+ "/TODO FFT avec gros nombre"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#using LinearAlgebra\n",
+ "\n",
+ "#plot(t_trame, s_trame)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using FFTW\n",
+ "\n",
+ "i_s = floor(Int, t_s*fs+1)\n",
+ "i_e = floor(Int, i_s+trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "# Fourier Transform of it \n",
+ "s_pad = zeros(N_fft)\n",
+ "s_pad[1:size(s_trame,1), 1:size(s_trame,2)]=s_trame\n",
+ "F = fft(s_pad) |> fftshift\n",
+ "freqs = fftfreq(N_fft, fs) |> fftshift\n",
+ "\n",
+ "# plots \n",
+ "time_domain = plot(t_trame, s_trame, title = \"Signal\")\n",
+ "freq_domain = plot(freqs, abs.(F), title = \"Spectrum\", xlim=(-1000, +1000)) \n",
+ "plot(time_domain, freq_domain, layout = 2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
+ "i_e = floor(Int, i_s+2*number_trame*trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "# Fourier Transform of it \n",
+ "s_pad = zeros(N_fft)\n",
+ "s_pad[1:size(s_trame,1), 1:size(s_trame,2)]=s_trame\n",
+ "F = fft(s_pad) |> fftshift\n",
+ "freqs = fftfreq(N_fft, fs) |> fftshift\n",
+ "\n",
+ "# plots \n",
+ "time_domain = plot(t_trame, s_trame, title = \"Signal\")\n",
+ "freq_domain = plot(freqs, abs.(F), title = \"Spectrum\", xlim=(-1000, +1000)) \n",
+ "plot(time_domain, freq_domain, layout = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On cherche maintenant la fréquence du fondamental. Comme il s'agit d'un instrument à vent, on choisit notre interval de fréquence."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using WORLD\n",
+ "\n",
+ "f0, timeaxis = harvest(s, fs, HarvestOption(floor_freq, ceil_freq, trame_period));#floor and ceil freq, period\n",
+ "plot(timeaxis, f0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On observe des vibratos, par exemple un gros vibrato vers 5s, un \"fa\". La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
+ "\n",
+ "/TODO étudier cette modulation de fréquence\n",
+ "\n",
+ "Regardons un zoom sur un vibrato. \n",
+ "\n",
+ "/TODO fft du petit bout de signal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
+ "i_e = floor(Int, i_s+2*number_trame*trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "f0, timeaxis = harvest(s_trame, fs, HarvestOption(floor_freq, ceil_freq, trame_period));#floor and ceil freq, period\n",
+ "plot(timeaxis.+t_trame[1], f0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On va s'intéresser maintenant au spectrogramme.\n",
+ "\n",
+ "\\TODO On choisit une fenêtre XXXX car XXX"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using DSP, PyPlot\n",
+ "\n",
+ "println(floor(Int, trame_period*fs), floor(Int, overlap*fs))\n",
+ "S = spectrogram(s, floor(Int, trame_period*fs), floor(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t), last(t), first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Zoom sur notre vibrato que l'on voit un peu"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "S = spectrogram(s_trame, floor(Int, trame_period*fs), floor(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t).+t_trame[1], last(t).+t_trame[1], first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Julia 1.2.0",
+ "language": "julia",
+ "name": "julia-1.2"
+ },
+ "language_info": {
+ "file_extension": ".jl",
+ "mimetype": "application/julia",
+ "name": "julia",
+ "version": "1.2.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/rossignol/nonParametrique/Analyse-Non-Param-Flute.ipynb b/rossignol/nonParametrique/Analyse-Non-Param-Flute.ipynb
index f5ea9a1..cd6f8aa 100644
--- a/rossignol/nonParametrique/Analyse-Non-Param-Flute.ipynb
+++ b/rossignol/nonParametrique/Analyse-Non-Param-Flute.ipynb
@@ -6,12 +6,14 @@
"source": [
"# Analyse non paramétrique du signal de la flute\n",
"\n",
- "Nous allons commencer par afficher le signal"
+ "Nous allons commencer par afficher le signals\n",
+ "\n",
+ "/TODO mettre des labels X/Y avec unités et des titres à toutes les figure"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
@@ -25,7 +27,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 56,
"metadata": {},
"outputs": [
{
@@ -34,135 +36,135 @@
"\n",
"\n"
]
},
- "execution_count": 3,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
@@ -43986,12 +43988,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms."
+ "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms.\n",
+ "\n",
+ "/TODO attention Gabor"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 57,
"metadata": {},
"outputs": [
{
@@ -44000,123 +44004,123 @@
"\n",
"\n"
]
},
- "execution_count": 4,
+ "execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
@@ -44192,7 +44196,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 58,
"metadata": {},
"outputs": [
{
@@ -44201,123 +44205,123 @@
"\n",
"\n"
]
},
- "execution_count": 5,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
@@ -181204,7 +181208,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "On observe des vibratos, par exemple un gros vibrato vers 5s.La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
+ "On observe des vibratos, par exemple un gros vibrato vers 5s, un \"fa\". La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
"\n",
"/TODO étudier cette modulation de fréquence\n",
"\n",
@@ -181215,7 +181219,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
@@ -181224,132 +181228,132 @@
"\n",
"\n"
]
},
- "execution_count": 6,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "t_s = 5 #s\n",
- "trame_period = 0.01 #s\n",
"number_trame = 100 # trames on each side of t_s\n",
"\n",
"i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
@@ -201397,38 +201399,87 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 64,
"metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING: using PyPlot.plot in module Main conflicts with an existing identifier.\n"
- ]
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Figure(PyObject )"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "ename": "MethodError",
- "evalue": "MethodError: no method matching log10(::Array{Float64,2})\nClosest candidates are:\n log10(!Matched::BigFloat) at mpfr.jl:671\n log10(!Matched::Missing) at math.jl:1072\n log10(!Matched::Complex{Float16}) at math.jl:1020\n ...",
- "output_type": "error",
- "traceback": [
- "MethodError: no method matching log10(::Array{Float64,2})\nClosest candidates are:\n log10(!Matched::BigFloat) at mpfr.jl:671\n log10(!Matched::Missing) at math.jl:1072\n log10(!Matched::Complex{Float16}) at math.jl:1020\n ...",
- "",
- "Stacktrace:",
- " [1] top-level scope at In[7]:8"
- ]
+ "data": {
+ "text/plain": [
+ "PyObject "
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
"using DSP, PyPlot\n",
"trame_period = 0.01 #s\n",
- "overlap = 0.002#s\n",
+ "overlap = 0.001#s\n",
"\n",
- "S = spectrogram(s, convert(Int, trame_period*fs), convert(Int, overlap*fs); window=hanning)\n",
+ "S = spectrogram(s, convert(Int, trame_period*fs), convert(Int, overlap*fs); fs=fs, window=hanning)\n",
"t = time(S)\n",
"f = freq(S)\n",
- "imshow(flipud(log10(power(S))), extent=[first(t), last(t), fs*first(f), fs*last(f)], aspect=\"auto\")"
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t), last(t), first(f), last(f)], aspect=\"auto\")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Zoom sur notre vibrato que l'on voit un peu"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Figure(PyObject )"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "PyObject "
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "S = spectrogram(s_trame, convert(Int, trame_period*fs), convert(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t).+t_trame[1], last(t).+t_trame[1], first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
@@ -201445,5 +201496,5 @@
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}
diff --git a/rossignol/nonParametrique/Analyse-Non-Param-MySon.ipynb b/rossignol/nonParametrique/Analyse-Non-Param-MySon.ipynb
new file mode 100644
index 0000000..01f83d0
--- /dev/null
+++ b/rossignol/nonParametrique/Analyse-Non-Param-MySon.ipynb
@@ -0,0 +1,247 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analyse non paramétrique du signal de la flute\n",
+ "\n",
+ "Nous allons commencer par afficher le signals\n",
+ "\n",
+ "/TODO mettre des labels X/Y avec unités et des titres à toutes les figure"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using WAV\n",
+ "\n",
+ "s, fs = wavread(\"../myson.wav\");\n",
+ "s = vec(s);\n",
+ "t = (0 : 1 : size(s)[1]-1)/fs;\n",
+ "fs = floor(Int, fs);\n",
+ "\n",
+ "t_s = 10 #s\n",
+ "trame_period = 0.005 #s\n",
+ "\n",
+ "floor_freq = 10 #Hz\n",
+ "ceil_freq = 60 #Hz\n",
+ "\n",
+ "number_trame = 50 # trames on each side of t_s\n",
+ "overlap = 0.0001;#s\n",
+ "\n",
+ "N_fft = 2^18- 1; #number points fft"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using Plots\n",
+ "plot(t, s, title=\"Son bizarre\",label=[\"Signal\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Regardons des trames. La taille de trame reste classique : de l'ordre de 20ms.\n",
+ "\n",
+ "/TODO attention Gabor\n",
+ "\n",
+ "/TODO FFT avec gros nombre"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#using LinearAlgebra\n",
+ "\n",
+ "#plot(t_trame, s_trame)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using FFTW\n",
+ "\n",
+ "i_s = floor(Int, t_s*fs+1)\n",
+ "i_e = floor(Int, i_s+trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "# Fourier Transform of it \n",
+ "s_pad = zeros(N_fft)\n",
+ "s_pad[1:size(s_trame,1), 1:size(s_trame,2)]=s_trame\n",
+ "F = fft(s_pad) |> fftshift\n",
+ "freqs = fftfreq(N_fft, fs) |> fftshift\n",
+ "\n",
+ "# plots \n",
+ "time_domain = plot(t_trame, s_trame, title = \"Signal\")\n",
+ "freq_domain = plot(freqs, abs.(F), title = \"Spectrum\", xlim=(-1000, +1000)) \n",
+ "plot(time_domain, freq_domain, layout = 2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
+ "i_e = floor(Int, i_s+2*number_trame*trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "# Fourier Transform of it \n",
+ "s_pad = zeros(N_fft)\n",
+ "s_pad[1:size(s_trame,1), 1:size(s_trame,2)]=s_trame\n",
+ "F = fft(s_pad) |> fftshift\n",
+ "freqs = fftfreq(N_fft, fs) |> fftshift\n",
+ "\n",
+ "# plots \n",
+ "time_domain = plot(t_trame, s_trame, title = \"Signal\")\n",
+ "freq_domain = plot(freqs, abs.(F), title = \"Spectrum\", xlim=(-1000, +1000)) \n",
+ "plot(time_domain, freq_domain, layout = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On cherche maintenant la fréquence du fondamental. Comme il s'agit d'un instrument à vent, on choisit notre interval de fréquence."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using WORLD\n",
+ "\n",
+ "f0, timeaxis = harvest(s, fs, HarvestOption(floor_freq, ceil_freq, trame_period));#floor and ceil freq, period\n",
+ "plot(timeaxis, f0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On observe des vibratos, par exemple un gros vibrato vers 5s, un \"fa\". La fréquence du son ne correspond pas exactement à la fréquence du fondamental. On a une modulation de fréquence.\n",
+ "\n",
+ "/TODO étudier cette modulation de fréquence\n",
+ "\n",
+ "Regardons un zoom sur un vibrato. \n",
+ "\n",
+ "/TODO fft du petit bout de signal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "i_s = floor(Int, t_s*fs-number_trame*trame_period*fs+1)\n",
+ "i_e = floor(Int, i_s+2*number_trame*trame_period*fs)\n",
+ "t_trame = t[i_s:i_e]\n",
+ "s_trame = s[i_s:i_e]\n",
+ "\n",
+ "f0, timeaxis = harvest(s_trame, fs, HarvestOption(floor_freq, ceil_freq, trame_period));#floor and ceil freq, period\n",
+ "plot(timeaxis.+t_trame[1], f0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On va s'intéresser maintenant au spectrogramme.\n",
+ "\n",
+ "\\TODO On choisit une fenêtre XXXX car XXX"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "using DSP, PyPlot\n",
+ "\n",
+ "println(floor(Int, trame_period*fs), floor(Int, overlap*fs))\n",
+ "S = spectrogram(s, floor(Int, trame_period*fs), floor(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t), last(t), first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Zoom sur notre vibrato que l'on voit un peu"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "S = spectrogram(s_trame, floor(Int, trame_period*fs), floor(Int, overlap*fs); fs=fs, window=hanning)\n",
+ "t = time(S)\n",
+ "f = freq(S)\n",
+ "imshow(reverse(log10.(power(S)), dims=1), extent=[first(t).+t_trame[1], last(t).+t_trame[1], first(f), last(f)], aspect=\"auto\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Julia 1.2.0",
+ "language": "julia",
+ "name": "julia-1.2"
+ },
+ "language_info": {
+ "file_extension": ".jl",
+ "mimetype": "application/julia",
+ "name": "julia",
+ "version": "1.2.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/rossignol/nonParametrique/Wave.pdf b/rossignol/nonParametrique/Wave.pdf
new file mode 100644
index 0000000..9e842c2
Binary files /dev/null and b/rossignol/nonParametrique/Wave.pdf differ
diff --git a/rossignol/nonParametrique/notebook.tex b/rossignol/nonParametrique/notebook.tex
new file mode 100644
index 0000000..0e4f1c4
--- /dev/null
+++ b/rossignol/nonParametrique/notebook.tex
@@ -0,0 +1,443 @@
+
+% Default to the notebook output style
+
+
+
+
+% Inherit from the specified cell style.
+
+
+
+
+
+\documentclass[11pt]{article}
+
+
+
+ \usepackage[T1]{fontenc}
+ % Nicer default font (+ math font) than Computer Modern for most use cases
+ \usepackage{mathpazo}
+
+ % Basic figure setup, for now with no caption control since it's done
+ % automatically by Pandoc (which extracts ![](path) syntax from Markdown).
+ \usepackage{graphicx}
+ % We will generate all images so they have a width \maxwidth. This means
+ % that they will get their normal width if they fit onto the page, but
+ % are scaled down if they would overflow the margins.
+ \makeatletter
+ \def\maxwidth{\ifdim\Gin@nat@width>\linewidth\linewidth
+ \else\Gin@nat@width\fi}
+ \makeatother
+ \let\Oldincludegraphics\includegraphics
+ % Set max figure width to be 80% of text width, for now hardcoded.
+ \renewcommand{\includegraphics}[1]{\Oldincludegraphics[width=.8\maxwidth]{#1}}
+ % Ensure that by default, figures have no caption (until we provide a
+ % proper Figure object with a Caption API and a way to capture that
+ % in the conversion process - todo).
+ \usepackage{caption}
+ \DeclareCaptionLabelFormat{nolabel}{}
+ \captionsetup{labelformat=nolabel}
+
+ \usepackage{adjustbox} % Used to constrain images to a maximum size
+ \usepackage{xcolor} % Allow colors to be defined
+ \usepackage{enumerate} % Needed for markdown enumerations to work
+ \usepackage{geometry} % Used to adjust the document margins
+ \usepackage{amsmath} % Equations
+ \usepackage{amssymb} % Equations
+ \usepackage{textcomp} % defines textquotesingle
+ % Hack from http://tex.stackexchange.com/a/47451/13684:
+ \AtBeginDocument{%
+ \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code
+ }
+ \usepackage{upquote} % Upright quotes for verbatim code
+ \usepackage{eurosym} % defines \euro
+ \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support
+ \usepackage[utf8x]{inputenc} % Allow utf-8 characters in the tex document
+ \usepackage{fancyvrb} % verbatim replacement that allows latex
+ \usepackage{grffile} % extends the file name processing of package graphics
+ % to support a larger range
+ % The hyperref package gives us a pdf with properly built
+ % internal navigation ('pdf bookmarks' for the table of contents,
+ % internal cross-reference links, web links for URLs, etc.)
+ \usepackage{hyperref}
+ \usepackage{longtable} % longtable support required by pandoc >1.10
+ \usepackage{booktabs} % table support for pandoc > 1.12.2
+ \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment)
+ \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout)
+ % normalem makes italics be italics, not underlines
+
+
+
+
+ % Colors for the hyperref package
+ \definecolor{urlcolor}{rgb}{0,.145,.698}
+ \definecolor{linkcolor}{rgb}{.71,0.21,0.01}
+ \definecolor{citecolor}{rgb}{.12,.54,.11}
+
+ % ANSI colors
+ \definecolor{ansi-black}{HTML}{3E424D}
+ \definecolor{ansi-black-intense}{HTML}{282C36}
+ \definecolor{ansi-red}{HTML}{E75C58}
+ \definecolor{ansi-red-intense}{HTML}{B22B31}
+ \definecolor{ansi-green}{HTML}{00A250}
+ \definecolor{ansi-green-intense}{HTML}{007427}
+ \definecolor{ansi-yellow}{HTML}{DDB62B}
+ \definecolor{ansi-yellow-intense}{HTML}{B27D12}
+ \definecolor{ansi-blue}{HTML}{208FFB}
+ \definecolor{ansi-blue-intense}{HTML}{0065CA}
+ \definecolor{ansi-magenta}{HTML}{D160C4}
+ \definecolor{ansi-magenta-intense}{HTML}{A03196}
+ \definecolor{ansi-cyan}{HTML}{60C6C8}
+ \definecolor{ansi-cyan-intense}{HTML}{258F8F}
+ \definecolor{ansi-white}{HTML}{C5C1B4}
+ \definecolor{ansi-white-intense}{HTML}{A1A6B2}
+
+ % commands and environments needed by pandoc snippets
+ % extracted from the output of `pandoc -s`
+ \providecommand{\tightlist}{%
+ \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
+ \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}}
+ % Add ',fontsize=\small' for more characters per line
+ \newenvironment{Shaded}{}{}
+ \newcommand{\KeywordTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}}
+ \newcommand{\DataTypeTok}[1]{\textcolor[rgb]{0.56,0.13,0.00}{{#1}}}
+ \newcommand{\DecValTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\BaseNTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\FloatTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\CharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\StringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\CommentTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textit{{#1}}}}
+ \newcommand{\OtherTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{{#1}}}
+ \newcommand{\AlertTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\FunctionTok}[1]{\textcolor[rgb]{0.02,0.16,0.49}{{#1}}}
+ \newcommand{\RegionMarkerTok}[1]{{#1}}
+ \newcommand{\ErrorTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\NormalTok}[1]{{#1}}
+
+ % Additional commands for more recent versions of Pandoc
+ \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}}
+ \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\VerbatimStringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\SpecialStringTok}[1]{\textcolor[rgb]{0.73,0.40,0.53}{{#1}}}
+ \newcommand{\ImportTok}[1]{{#1}}
+ \newcommand{\DocumentationTok}[1]{\textcolor[rgb]{0.73,0.13,0.13}{\textit{{#1}}}}
+ \newcommand{\AnnotationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\CommentVarTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\VariableTok}[1]{\textcolor[rgb]{0.10,0.09,0.49}{{#1}}}
+ \newcommand{\ControlFlowTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}}
+ \newcommand{\OperatorTok}[1]{\textcolor[rgb]{0.40,0.40,0.40}{{#1}}}
+ \newcommand{\BuiltInTok}[1]{{#1}}
+ \newcommand{\ExtensionTok}[1]{{#1}}
+ \newcommand{\PreprocessorTok}[1]{\textcolor[rgb]{0.74,0.48,0.00}{{#1}}}
+ \newcommand{\AttributeTok}[1]{\textcolor[rgb]{0.49,0.56,0.16}{{#1}}}
+ \newcommand{\InformationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\WarningTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+
+
+ % Define a nice break command that doesn't care if a line doesn't already
+ % exist.
+ \def\br{\hspace*{\fill} \\* }
+ % Math Jax compatability definitions
+ \def\gt{>}
+ \def\lt{<}
+ % Document parameters
+ \title{Analyse-Non-Param-Flute}
+
+
+
+
+ % Pygments definitions
+
+\makeatletter
+\def\PY@reset{\let\PY@it=\relax \let\PY@bf=\relax%
+ \let\PY@ul=\relax \let\PY@tc=\relax%
+ \let\PY@bc=\relax \let\PY@ff=\relax}
+\def\PY@tok#1{\csname PY@tok@#1\endcsname}
+\def\PY@toks#1+{\ifx\relax#1\empty\else%
+ \PY@tok{#1}\expandafter\PY@toks\fi}
+\def\PY@do#1{\PY@bc{\PY@tc{\PY@ul{%
+ \PY@it{\PY@bf{\PY@ff{#1}}}}}}}
+\def\PY#1#2{\PY@reset\PY@toks#1+\relax+\PY@do{#2}}
+
+\expandafter\def\csname PY@tok@w\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}}
+\expandafter\def\csname PY@tok@c\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\expandafter\def\csname PY@tok@cp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.74,0.48,0.00}{##1}}}
+\expandafter\def\csname PY@tok@k\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@kp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@kt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.69,0.00,0.25}{##1}}}
+\expandafter\def\csname PY@tok@o\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@ow\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}}
+\expandafter\def\csname PY@tok@nb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@nf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\expandafter\def\csname PY@tok@nc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\expandafter\def\csname PY@tok@nn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\expandafter\def\csname PY@tok@ne\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.82,0.25,0.23}{##1}}}
+\expandafter\def\csname PY@tok@nv\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@no\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.00,0.00}{##1}}}
+\expandafter\def\csname PY@tok@nl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.63,0.00}{##1}}}
+\expandafter\def\csname PY@tok@ni\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.60,0.60,0.60}{##1}}}
+\expandafter\def\csname PY@tok@na\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.49,0.56,0.16}{##1}}}
+\expandafter\def\csname PY@tok@nt\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@nd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}}
+\expandafter\def\csname PY@tok@s\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@sd\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@si\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}}
+\expandafter\def\csname PY@tok@se\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.13}{##1}}}
+\expandafter\def\csname PY@tok@sr\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}}
+\expandafter\def\csname PY@tok@ss\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@sx\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@m\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@gh\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}}
+\expandafter\def\csname PY@tok@gu\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.50,0.00,0.50}{##1}}}
+\expandafter\def\csname PY@tok@gd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.00,0.00}{##1}}}
+\expandafter\def\csname PY@tok@gi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.63,0.00}{##1}}}
+\expandafter\def\csname PY@tok@gr\endcsname{\def\PY@tc##1{\textcolor[rgb]{1.00,0.00,0.00}{##1}}}
+\expandafter\def\csname PY@tok@ge\endcsname{\let\PY@it=\textit}
+\expandafter\def\csname PY@tok@gs\endcsname{\let\PY@bf=\textbf}
+\expandafter\def\csname PY@tok@gp\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}}
+\expandafter\def\csname PY@tok@go\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.53,0.53}{##1}}}
+\expandafter\def\csname PY@tok@gt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.27,0.87}{##1}}}
+\expandafter\def\csname PY@tok@err\endcsname{\def\PY@bc##1{\setlength{\fboxsep}{0pt}\fcolorbox[rgb]{1.00,0.00,0.00}{1,1,1}{\strut ##1}}}
+\expandafter\def\csname PY@tok@kc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@kd\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@kn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@kr\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@bp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\expandafter\def\csname PY@tok@fm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\expandafter\def\csname PY@tok@vc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@vg\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@vi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@vm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\expandafter\def\csname PY@tok@sa\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@sb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@sc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@dl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@s2\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@sh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@s1\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\expandafter\def\csname PY@tok@mb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@mf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@mh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@mi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@il\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@mo\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\expandafter\def\csname PY@tok@ch\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\expandafter\def\csname PY@tok@cm\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\expandafter\def\csname PY@tok@cpf\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\expandafter\def\csname PY@tok@c1\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\expandafter\def\csname PY@tok@cs\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+
+\def\PYZbs{\char`\\}
+\def\PYZus{\char`\_}
+\def\PYZob{\char`\{}
+\def\PYZcb{\char`\}}
+\def\PYZca{\char`\^}
+\def\PYZam{\char`\&}
+\def\PYZlt{\char`\<}
+\def\PYZgt{\char`\>}
+\def\PYZsh{\char`\#}
+\def\PYZpc{\char`\%}
+\def\PYZdl{\char`\$}
+\def\PYZhy{\char`\-}
+\def\PYZsq{\char`\'}
+\def\PYZdq{\char`\"}
+\def\PYZti{\char`\~}
+% for compatibility with earlier versions
+\def\PYZat{@}
+\def\PYZlb{[}
+\def\PYZrb{]}
+\makeatother
+
+
+ % Exact colors from NB
+ \definecolor{incolor}{rgb}{0.0, 0.0, 0.5}
+ \definecolor{outcolor}{rgb}{0.545, 0.0, 0.0}
+
+
+
+
+ % Prevent overflowing lines due to hard-to-break entities
+ \sloppy
+ % Setup hyperref package
+ \hypersetup{
+ breaklinks=true, % so long urls are correctly broken across lines
+ colorlinks=true,
+ urlcolor=urlcolor,
+ linkcolor=linkcolor,
+ citecolor=citecolor,
+ }
+ % Slightly bigger margins than the latex defaults
+
+ \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in}
+
+
+
+ \begin{document}
+
+
+ \maketitle
+
+
+
+
+ \section{Analyse non paramétrique du signal de la
+flute}\label{analyse-non-paramuxe9trique-du-signal-de-la-flute}
+
+Nous allons commencer par afficher le signals
+
+/TODO mettre des labels X/Y avec unités et des titres à toutes les
+figure
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}46}]:} \PY{k}{using} \PY{n}{WAV}
+
+ \PY{n}{s}\PY{p}{,} \PY{n}{fs} \PY{o}{=} \PY{n}{wavread}\PY{p}{(}\PY{l+s}{\PYZdq{}}\PY{l+s}{.}\PY{l+s}{.}\PY{l+s}{/}\PY{l+s}{f}\PY{l+s}{l}\PY{l+s}{u}\PY{l+s}{t}\PY{l+s}{e}\PY{l+s}{i}\PY{l+s}{r}\PY{l+s}{c}\PY{l+s}{a}\PY{l+s}{m}\PY{l+s}{.}\PY{l+s}{w}\PY{l+s}{a}\PY{l+s}{v}\PY{l+s}{\PYZdq{}}\PY{p}{)}\PY{p}{;}
+ \PY{n}{s} \PY{o}{=} \PY{n}{vec}\PY{p}{(}\PY{n}{s}\PY{p}{)}\PY{p}{;}
+ \PY{n}{t} \PY{o}{=} \PY{p}{(}\PY{l+m+mi}{0} \PY{o}{:} \PY{l+m+mi}{1} \PY{o}{:} \PY{n}{size}\PY{p}{(}\PY{n}{s}\PY{p}{)}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{o}{\PYZhy{}}\PY{l+m+mi}{1}\PY{p}{)}\PY{o}{/}\PY{n}{fs}\PY{p}{;}
+ \PY{n}{fs} \PY{o}{=} \PY{n}{floor}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{fs}\PY{p}{)}\PY{p}{;}
+\end{Verbatim}
+
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}47}]:} \PY{k}{using} \PY{n}{Plots}
+ \PY{n}{plot}\PY{p}{(}\PY{n}{t}\PY{p}{,} \PY{n}{s}\PY{p}{,} \PY{n}{title}\PY{o}{=}\PY{l+s}{\PYZdq{}}\PY{l+s}{S}\PY{l+s}{o}\PY{l+s}{n}\PY{l+s}{ }\PY{l+s}{d}\PY{l+s}{e}\PY{l+s}{ }\PY{l+s}{f}\PY{l+s}{l}\PY{l+s}{u}\PY{l+s}{t}\PY{l+s}{e}\PY{l+s}{\PYZdq{}}\PY{p}{,}\PY{n}{label}\PY{o}{=}\PY{p}{[}\PY{l+s}{\PYZdq{}}\PY{l+s}{S}\PY{l+s}{i}\PY{l+s}{g}\PY{l+s}{n}\PY{l+s}{a}\PY{l+s}{l}\PY{l+s}{\PYZdq{}}\PY{p}{]}\PY{p}{)}
+\end{Verbatim}
+
+\texttt{\color{outcolor}Out[{\color{outcolor}47}]:}
+
+ \begin{center}
+ \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_2_0.pdf}
+ \end{center}
+ { \hspace*{\fill} \\}
+
+
+ Regardons des trames. La taille de trame reste classique : de l'ordre de
+20ms.
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}48}]:} \PY{k}{using} \PY{n}{LinearAlgebra}
+
+ \PY{n}{t\PYZus{}s} \PY{o}{=} \PY{l+m+mi}{5} \PY{c}{\PYZsh{}s}
+ \PY{n}{trame\PYZus{}period} \PY{o}{=} \PY{l+m+mf}{0.01} \PY{c}{\PYZsh{}s}
+ \PY{n}{i\PYZus{}s} \PY{o}{=} \PY{n}{floor}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{t\PYZus{}s}\PY{o}{*}\PY{n}{fs}\PY{o}{+}\PY{l+m+mi}{1}\PY{p}{)}
+ \PY{n}{i\PYZus{}e} \PY{o}{=} \PY{n}{floor}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{i\PYZus{}s}\PY{o}{+}\PY{n}{trame\PYZus{}period}\PY{o}{*}\PY{n}{fs}\PY{p}{)}
+ \PY{n}{t\PYZus{}trame} \PY{o}{=} \PY{n}{t}\PY{p}{[}\PY{n}{i\PYZus{}s}\PY{o}{:}\PY{n}{i\PYZus{}e}\PY{p}{]}
+ \PY{n}{s\PYZus{}trame} \PY{o}{=} \PY{n}{s}\PY{p}{[}\PY{n}{i\PYZus{}s}\PY{o}{:}\PY{n}{i\PYZus{}e}\PY{p}{]}
+ \PY{n}{plot}\PY{p}{(}\PY{n}{t\PYZus{}trame}\PY{p}{,} \PY{n}{s\PYZus{}trame}\PY{p}{)}
+\end{Verbatim}
+
+\texttt{\color{outcolor}Out[{\color{outcolor}48}]:}
+
+ \begin{center}
+ \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_4_0.pdf}
+ \end{center}
+ { \hspace*{\fill} \\}
+
+
+ On cherche maintenant la fréquence du fondamental. Comme il s'agit d'un
+instrument à vent, on choisit notre interval de fréquence.
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}49}]:} \PY{k}{using} \PY{n}{WORLD}
+
+ \PY{n}{floor\PYZus{}freq} \PY{o}{=} \PY{l+m+mi}{300} \PY{c}{\PYZsh{}Hz}
+ \PY{n}{ceil\PYZus{}freq} \PY{o}{=} \PY{l+m+mi}{800} \PY{c}{\PYZsh{}Hz}
+
+ \PY{n}{f0}\PY{p}{,} \PY{n}{timeaxis} \PY{o}{=} \PY{n}{harvest}\PY{p}{(}\PY{n}{s}\PY{p}{,} \PY{n}{fs}\PY{p}{,} \PY{n}{HarvestOption}\PY{p}{(}\PY{n}{floor\PYZus{}freq}\PY{p}{,} \PY{n}{ceil\PYZus{}freq}\PY{p}{,} \PY{n}{trame\PYZus{}period}\PY{p}{)}\PY{p}{)}\PY{p}{;}\PY{c}{\PYZsh{}floor and ceil freq, period}
+ \PY{n}{plot}\PY{p}{(}\PY{n}{timeaxis}\PY{p}{,} \PY{n}{f0}\PY{p}{)}
+\end{Verbatim}
+
+\texttt{\color{outcolor}Out[{\color{outcolor}49}]:}
+
+ \begin{center}
+ \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_6_0.pdf}
+ \end{center}
+ { \hspace*{\fill} \\}
+
+
+ On observe des vibratos, par exemple un gros vibrato vers 5s, un "fa".
+La fréquence du son ne correspond pas exactement à la fréquence du
+fondamental. On a une modulation de fréquence.
+
+/TODO étudier cette modulation de fréquence
+
+Regardons un zoom sur un vibrato.
+
+/TODO fft du petit bout de signal
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}50}]:} \PY{n}{number\PYZus{}trame} \PY{o}{=} \PY{l+m+mi}{100} \PY{c}{\PYZsh{} trames on each side of t\PYZus{}s}
+
+ \PY{n}{i\PYZus{}s} \PY{o}{=} \PY{n}{floor}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{t\PYZus{}s}\PY{o}{*}\PY{n}{fs}\PY{o}{\PYZhy{}}\PY{n}{number\PYZus{}trame}\PY{o}{*}\PY{n}{trame\PYZus{}period}\PY{o}{*}\PY{n}{fs}\PY{o}{+}\PY{l+m+mi}{1}\PY{p}{)}
+ \PY{n}{i\PYZus{}e} \PY{o}{=} \PY{n}{floor}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{i\PYZus{}s}\PY{o}{+}\PY{l+m+mi}{2}\PY{o}{*}\PY{n}{number\PYZus{}trame}\PY{o}{*}\PY{n}{trame\PYZus{}period}\PY{o}{*}\PY{n}{fs}\PY{p}{)}
+ \PY{n}{t\PYZus{}trame} \PY{o}{=} \PY{n}{t}\PY{p}{[}\PY{n}{i\PYZus{}s}\PY{o}{:}\PY{n}{i\PYZus{}e}\PY{p}{]}
+ \PY{n}{s\PYZus{}trame} \PY{o}{=} \PY{n}{s}\PY{p}{[}\PY{n}{i\PYZus{}s}\PY{o}{:}\PY{n}{i\PYZus{}e}\PY{p}{]}
+
+ \PY{n}{f0}\PY{p}{,} \PY{n}{timeaxis} \PY{o}{=} \PY{n}{harvest}\PY{p}{(}\PY{n}{s\PYZus{}trame}\PY{p}{,} \PY{n}{fs}\PY{p}{,} \PY{n}{HarvestOption}\PY{p}{(}\PY{n}{floor\PYZus{}freq}\PY{p}{,} \PY{n}{ceil\PYZus{}freq}\PY{p}{,} \PY{n}{trame\PYZus{}period}\PY{p}{)}\PY{p}{)}\PY{p}{;}\PY{c}{\PYZsh{}floor and ceil freq, period}
+ \PY{n}{plot}\PY{p}{(}\PY{n}{timeaxis}\PY{o}{.+}\PY{n}{t\PYZus{}trame}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{,} \PY{n}{f0}\PY{p}{)}
+\end{Verbatim}
+
+\texttt{\color{outcolor}Out[{\color{outcolor}50}]:}
+
+ \begin{center}
+ \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_8_0.pdf}
+ \end{center}
+ { \hspace*{\fill} \\}
+
+
+ On va s'intéresser maintenant au spectrogramme.
+
+\TODO On choisit une fenêtre XXXX car XXX
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}53}]:} \PY{c}{\PYZsh{}\PYZpc{}matplotlib inline}
+ \PY{k}{using} \PY{n}{DSP}\PY{p}{,} \PY{n}{PyPlot}
+ \PY{n}{trame\PYZus{}period} \PY{o}{=} \PY{l+m+mf}{0.01} \PY{c}{\PYZsh{}s}
+ \PY{n}{overlap} \PY{o}{=} \PY{l+m+mf}{0.001}\PY{c}{\PYZsh{}s}
+
+ \PY{n}{S} \PY{o}{=} \PY{n}{spectrogram}\PY{p}{(}\PY{n}{s}\PY{p}{,} \PY{n}{convert}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{trame\PYZus{}period}\PY{o}{*}\PY{n}{fs}\PY{p}{)}\PY{p}{,} \PY{n}{convert}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{overlap}\PY{o}{*}\PY{n}{fs}\PY{p}{)}\PY{p}{;} \PY{n}{fs}\PY{o}{=}\PY{n}{fs}\PY{p}{,} \PY{n}{window}\PY{o}{=}\PY{n}{hanning}\PY{p}{)}
+ \PY{n}{t} \PY{o}{=} \PY{n}{time}\PY{p}{(}\PY{n}{S}\PY{p}{)}
+ \PY{n}{f} \PY{o}{=} \PY{n}{freq}\PY{p}{(}\PY{n}{S}\PY{p}{)}
+ \PY{n}{imshow}\PY{p}{(}\PY{n}{reverse}\PY{p}{(}\PY{n}{log10}\PY{o}{.}\PY{p}{(}\PY{n}{power}\PY{p}{(}\PY{n}{S}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{dims}\PY{o}{=}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{,} \PY{n}{extent}\PY{o}{=}\PY{p}{[}\PY{n}{first}\PY{p}{(}\PY{n}{t}\PY{p}{)}\PY{p}{,} \PY{n}{last}\PY{p}{(}\PY{n}{t}\PY{p}{)}\PY{p}{,} \PY{n}{first}\PY{p}{(}\PY{n}{f}\PY{p}{)}\PY{p}{,} \PY{n}{last}\PY{p}{(}\PY{n}{f}\PY{p}{)}\PY{p}{]}\PY{p}{,} \PY{n}{aspect}\PY{o}{=}\PY{l+s}{\PYZdq{}}\PY{l+s}{a}\PY{l+s}{u}\PY{l+s}{t}\PY{l+s}{o}\PY{l+s}{\PYZdq{}}\PY{p}{)}
+\end{Verbatim}
+
+
+ The analogue of IPython's \texttt{\%matplotlib} in Julia is to use the \href{https://github.com/stevengj/PyPlot.jl}{PyPlot package}, which gives a Julia interface to Matplotlib including inline plots in IJulia notebooks. (The equivalent of \texttt{numpy} is already loaded by default in Julia.)
+
+Given PyPlot, the analogue of \texttt{\%matplotlib inline} is \texttt{using PyPlot}, since PyPlot defaults to inline plots in IJulia.
+
+To enable separate GUI windows in PyPlot, analogous to \texttt{\%matplotlib}, do \texttt{using PyPlot; pygui(true)}. To specify a particular gui backend, analogous to \texttt{\%matplotlib gui}, you can either do \texttt{using PyPlot; pygui(:gui); using PyPlot; pygui(true)} (where \texttt{gui} is \texttt{wx}, \texttt{qt}, \texttt{tk}, or \texttt{gtk}), or you can do \texttt{ENV["MPLBACKEND"]=backend; using PyPlot; pygui(true)} (where \texttt{backend} is the name of a Matplotlib backend, like \texttt{tkagg}).
+
+For more options, see the PyPlot documentation.
+
+
+
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor} }]:} \PY{n}{Zoom} \PY{n}{sur} \PY{n}{notre} \PY{n}{vibrato} \PY{n}{que} \PY{n}{l}\PY{o}{\PYZsq{}}\PY{n}{on} \PY{n}{voit} \PY{n}{un} \PY{n}{peu}
+\end{Verbatim}
+
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+{\color{incolor}In [{\color{incolor}52}]:} \PY{n}{S} \PY{o}{=} \PY{n}{spectrogram}\PY{p}{(}\PY{n}{s\PYZus{}trame}\PY{p}{,} \PY{n}{convert}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{trame\PYZus{}period}\PY{o}{*}\PY{n}{fs}\PY{p}{)}\PY{p}{,} \PY{n}{convert}\PY{p}{(}\PY{k+kt}{Int}\PY{p}{,} \PY{n}{overlap}\PY{o}{*}\PY{n}{fs}\PY{p}{)}\PY{p}{;} \PY{n}{fs}\PY{o}{=}\PY{n}{fs}\PY{p}{,} \PY{n}{window}\PY{o}{=}\PY{n}{hanning}\PY{p}{)}
+ \PY{n}{t} \PY{o}{=} \PY{n}{time}\PY{p}{(}\PY{n}{S}\PY{p}{)}
+ \PY{n}{f} \PY{o}{=} \PY{n}{freq}\PY{p}{(}\PY{n}{S}\PY{p}{)}
+ \PY{n}{imshow}\PY{p}{(}\PY{n}{reverse}\PY{p}{(}\PY{n}{log10}\PY{o}{.}\PY{p}{(}\PY{n}{power}\PY{p}{(}\PY{n}{S}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{dims}\PY{o}{=}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{,} \PY{n}{extent}\PY{o}{=}\PY{p}{[}\PY{n}{first}\PY{p}{(}\PY{n}{t}\PY{p}{)}\PY{o}{.+}\PY{n}{t\PYZus{}trame}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{,} \PY{n}{last}\PY{p}{(}\PY{n}{t}\PY{p}{)}\PY{o}{.+}\PY{n}{t\PYZus{}trame}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{,} \PY{n}{first}\PY{p}{(}\PY{n}{f}\PY{p}{)}\PY{p}{,} \PY{n}{last}\PY{p}{(}\PY{n}{f}\PY{p}{)}\PY{p}{]}\PY{p}{,} \PY{n}{aspect}\PY{o}{=}\PY{l+s}{\PYZdq{}}\PY{l+s}{a}\PY{l+s}{u}\PY{l+s}{t}\PY{l+s}{o}\PY{l+s}{\PYZdq{}}\PY{p}{)}
+\end{Verbatim}
+
+
+ \begin{center}
+ \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_12_0.png}
+ \end{center}
+ { \hspace*{\fill} \\}
+
+\begin{Verbatim}[commandchars=\\\{\}]
+{\color{outcolor}Out[{\color{outcolor}52}]:} PyObject
+\end{Verbatim}
+
+
+ % Add a bibliography block to the postdoc
+
+
+
+ \end{document}
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+
+
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+
+