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% ****************************************************************************
% * This demonstrate how to apply blur to an RGB-image, and create a third *
% * image which is composed partly of the original unblurred image, and *
% * partly of the blurred image. *
% ****************************************************************************
% Read example image built into MATLAB
I0 = double(imread('saturn.png'));
% Define convolution kernel
% I am using a 40 by 40 kernel to make the difference easily visible on an
% image of this size, but you can just change n to be 4 or whatever integer
% value you desire
n = 40;
kernel = ones(n)/n^2;
% Apply a convolution to each of the channels (R, G, B) in the image, and
% assign the result to a new image I1.
I1 = zeros(size(I0));
for ii = 1:3
I1(:, :, ii) = conv2(I0(:, :, ii), kernel, 'same');
end
% Create a third image, composed partly of I0 and I1, such that part of
% it is blurry
I2 = I0;
I2(1:300, 1:450, :) = I1(1:300, 1:450, :);
fig = figure;
subplot(1, 3, 1)
imshow(uint8(I0));
subplot(1, 3, 2)
imshow(uint8(I1));
subplot(1, 3, 3)
imshow(uint8(I2));
% maximize; % maximize the figure window
%MAXIMIZE Maximize a figure window to fill the entire screen
%
% Examples:
% maximize
% maximize(hFig)
%
% Maximizes the current or input figure so that it fills the whole of the
% screen that the figure is currently on. This function is platform
% independent.
%
%IN:
% hFig - Handle of figure to maximize. Default: gcf.
function maximize(hFig)
if nargin < 1
hFig = gcf;
end
warning('off','MATLAB:HandleGraphics:ObsoletedProperty:JavaFrame');
drawnow % Required to avoid Java errors
jFig = get(handle(hFig), 'JavaFrame');
jFig.setMaximized(true);
import numpy as np
import matplotlib as matplotlib # for plotting
import matplotlib.pyplot as plt
# Answer to Quora question:
# https://www.quora.com/How-do-I-perform-moving-average-in-Python
# Create some data
np.random.seed(17)
n = 10
N = 500
x = np.linspace(0, n, N)
y0 = -0.05*x**4 + 5*x**2 + 7*x - 6
yn = 4.5*np.random.standard_normal(N) * np.log10(y0**2 + 0.1)/2
y = y0 + yn
# Create a figure canvas and plot the original, noisy data
fig, ax = plt.subplots()
ax.plot(x, y, label="Original")
# Compute moving averages using different window sizes
window_lst = [3, 6, 10, 16, 22, 35]
y_avg = np.zeros((len(window_lst) , N))
for i, window in enumerate(window_lst):
avg_mask = np.ones(window) / window
y_avg[i, :] = np.convolve(y, avg_mask, 'same')
# Plot each running average with an offset of 50 in order to be able to distinguish them
ax.plot(x, y_avg[i, :] + (i+1)*50, label=window)
# Add legend to plot
ax.legend()
plt.show()
# http://mathworld.wolfram.com/NormalDistribution.html
gaussian_func = lambda x, sigma: 1/np.sqrt(2*np.pi*sigma**2) * np.exp(-(x**2)/(2*sigma**2))
fig, ax = plt.subplots()
# Compute moving averages using different window sizes
sigma_lst = [1, 2, 3, 5, 8, 10]
y_gau = np.zeros((len(sigma_lst), N))
for i, sigma in enumerate(sigma_lst):
gau_x = np.linspace(-2.7*sigma, 2.7*sigma, 6*sigma)
gau_mask = gaussian_func(gau_x, sigma)
y_gau[i, :] = np.convolve(y, gau_mask, 'same')
# Plot each running average with an offset of 50 in order to be able to distinguish them
ax.plot(x, y_gau[i, :] + (i+1)*50, label=r"$\sigma = {}$, $points = {}$".format(sigma, len(gau_x)))
# Add legend to plot
ax.legend(loc='upper left')
plt.show()
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## This notebook relates to Quora question:<br> [_How can I transform a 1D ECG signal into a 2D image using Python libraries?_](https://www.quora.com/unanswered/How-can-I-transform-a-1D-ECG-signal-into-a-2D-image-using-Python-libraries?__filter__=&__nsrc__=2&__snid3__=3086887184)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import libraries... the requests library are used to download some ECG data, and can be omitted if you've alreaddy have the data on disk."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy import signal\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import requests # pip install requests\n",
"%matplotlib inline\n",
"mpl.rcParams['figure.figsize'] = [12, 8]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(Down)load the data"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"r = requests.get('https://forums.ni.com/ni/attachments/ni/170/322886/1/ecg.txt')\n",
"if r.status_code == 200:\n",
" data = r.text\n",
" data = np.array([float(el) for el in data.splitlines()]) \n",
"else:\n",
" print(\"Couldn't load data!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the data, to see what we're dealing with. Also check the size of the dataset."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65529,)"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x26e9c230978>]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the spectogram of the data, based on the documentation for Scipy and Matplotlib, specifically\n",
"* https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.spectrogram.html\n",
"* https://matplotlib.org/examples/pylab_examples/pcolor_log.html\n",
"\n",
"You might also want to check out [PyBrain](http://nipy.sourceforge.net/pbrain/). "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x26e9feaa048>"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots() \n",
"f, t, Sxx = signal.spectrogram(data)\n",
"pc = ax.pcolormesh(t, f, Sxx, norm=mpl.colors.LogNorm(vmin=Sxx.min(), vmax=Sxx.max()), cmap='inferno')\n",
"ax.set_ylabel('Frequency')\n",
"ax.set_xlabel('Time') \n",
"fig.colorbar(pc) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also combine the plots if we whis to do so"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2, ax3) = plt.subplots(3, 1)\n",
"ax1.plot(data)\n",
"ax1.set_title(\"The ECG data\")\n",
"pc = ax2.pcolormesh(t, f, Sxx, cmap='inferno')\n",
"ax2.set_ylabel('Frequency')\n",
"ax2.set_xlabel('Time') \n",
"ax2.set_title(\"Spectrogram for the ECG data, normal scale\")\n",
"pc = ax3.pcolormesh(t, f, Sxx, norm=mpl.colors.LogNorm(vmin=Sxx.min(), vmax=Sxx.max()), cmap='inferno')\n",
"ax3.set_ylabel('Frequency')\n",
"ax3.set_xlabel('Time') \n",
"ax3.set_title(\"Spectrogram for the ECG data, Log-scale\")\n",
"plt.tight_layout() # Fix spacing when using axis-level titles"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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