Skip to content

Instantly share code, notes, and snippets.

@taku-y
Created February 23, 2017 14:44
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save taku-y/f160978b3f3c763ef4bdc5c9d56e24bb to your computer and use it in GitHub Desktop.
Save taku-y/f160978b3f3c763ef4bdc5c9d56e24bb to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting PyWavelets\n",
" Downloading PyWavelets-0.5.1-cp35-cp35m-manylinux1_x86_64.whl (2.6MB)\n",
"\u001b[K 100% |████████████████████████████████| 2.6MB 468kB/s \n",
"\u001b[?25hRequirement already satisfied (use --upgrade to upgrade): numpy in /opt/conda/lib/python3.5/site-packages (from PyWavelets)\n",
"Installing collected packages: PyWavelets\n",
"Successfully installed PyWavelets-0.5.1\n",
"\u001b[33mYou are using pip version 8.1.2, however version 9.0.1 is available.\n",
"You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install PyWavelets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"application/javascript": [
"IPython.notebook.set_autosave_interval(0)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Autosave disabled\n"
]
}
],
"source": [
"%matplotlib inline\n",
"%autosave 0"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6IAAAD7CAYAAABwkSklAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM9n2wiH60wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fde24f0ef98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pywt\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"x = np.arange(512)\n",
"y = np.sin(2*np.pi*x/32)\n",
"coef, freqs=pywt.cwt(y,np.arange(1,129),'gaus1')\n",
"plt.matshow(coef) \n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA6IAAAD7CAYAAABwkSklAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fddfe1a1710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pywt\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"x = np.arange(512)\n",
"y = np.sin(2*np.pi*x/128)\n",
"coef, freqs=pywt.cwt(y,np.arange(1,129),'gaus1')\n",
"plt.matshow(coef)\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAD7CAYAAACVMATUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHBH+D3xdFcUi7/J6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fddffdec978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pywt\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"t = np.linspace(-1, 1, 200, endpoint=False)\n",
"sig = np.cos(2 * np.pi * 7 * t) + np.real(np.exp(-7*(t-0.4)**2)*np.exp(1j*2*np.pi*2*(t-0.4)))\n",
"widths = np.arange(1, 31)\n",
"cwtmatr, freqs = pywt.cwt(sig, widths, 'mexh')\n",
"plt.imshow(cwtmatr, extent=[-1, 1, 1, 31], cmap='PRGn', aspect='auto',\n",
" vmax=abs(cwtmatr).max(), vmin=-abs(cwtmatr).max()) \n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.2"
},
"nav_menu": {},
"toc": {
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 6,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment