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Commit 446a993b authored by Julian Kosciessa's avatar Julian Kosciessa
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correct tutorial files

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%% Cell type:markdown id: tags:
# Multi-Scale Entropy Computation Tutorial
written by Liliana Polyanska & Niels Kloosterman (Lifespan Neural Dynamics Group)
%% Cell type:markdown id: tags:
### Introduction
%% Cell type:markdown id: tags:
The msecomputation script was developed for calculating multi-scale entropy from EEG/MEG time series data. Data can be coarse-grained for higher scales using one of the two coarse-graining functions provided. In addition, memory usage is kept in check and the function is optimized for running on a gpu. Thanks to using a 3D matrix, data from all channels can be efficiently processed at the same time. The script computes mse for each of the specified time windows, thus allowing to look at entropy changes over time.
%% Cell type:markdown id: tags:
For the purpose of this tutorial, parameters were kept simple, so that to best exemplify the mechanics of the mse computations. Thus, data consists of 1 channel x 20 time points. The function is run only for scale 2. <br>
Some variables are visualized to help understand how the function works. When you run it, no plots will automatically appear. <br><br>
%% Cell type:markdown id: tags:
This is what original time series data looks like.
%% Cell type:code id: tags:
``` python
display(original_data)
```
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:markdown id: tags:
***
%% Cell type:markdown id: tags:
You determine the number and length of the time windows for which mse will be computed. The script then iterates over these windows in the **itoi** loop. <br>
Quality check is done to verify that there is a sufficient number of trials in the current time window.
%% Cell type:code id: tags:
``` python
for itoi = 1:ntoi
% select time window of interest from each trial
tmpcfg=[];
tmpcfg.toilim = [toi(itoi)-timwin*0.5 toi(itoi)+timwin*0.5];
data_sel = ft_redefinetrial(tmpcfg, data);
% only take trials that have the whole interval
tmpcfg = [];
tmpcfg.minlength = timwin;
data_sel = ft_redefinetrial(tmpcfg, data_sel);
% need 40 samples for mse calc, 3 smp per trial for scale 42: 40/3 = 13.3 trials, make 15
ntrials = length(data_sel.trialinfo);
if ntrials < 1
warning('Time point %g: Not enough trials remain', toi(itoi))
break % subsequent time points will also not work
end
```
%% Cell type:markdown id: tags:
For each channel, **r_new** determines the portion of SD that corresponds to **r** (similarity criterion).
The script will later look for points that comprise a pattern only within this range. <br>
**r_new** is a *n channels* x *1* vector.
%% Cell type:code id: tags:
``` python
% calculate similarity criterion
r_new = r * std(cell2mat(data_sel.trial),1,2);
nchan = size(data_sel.trial{1},1);
```
%% Cell type:markdown id: tags:
#### Loop over scales
mse is calculated for each scale separately.
%% Cell type:code id: tags:
``` python
for s = 1:numel(timescales) % loop through timescales
sc = timescales(s);
fprintf('Scale %d - %d\n', sc, length(timescales))
```
%% Cell type:markdown id: tags:
#### Coarse-grain time series at the current scale
You can choose from two coarse-graining methods: **filtskip** and **pointavg**. <br><br>
**filtskip** resamples the signal by grouping the original data points into multiple starting points, whose number depends on the current scale. E.g. scale 2 has 2 starting points, scale 3 has 3, etc. You can imagine coarse-graining with this method as dividing the number of time points in the original time series by the current scale and then allocating them to the corresponding starting points. For example, to coarse-grain at the scale 3, every first time point of the original time series would be allocated to starting point 1, every second to starting point 2, and every third to starting point 3. In addition, this coarse-graining method adds mean padding to avoid filter artifacts. <br><br>
With **pointavg** data is coarse-grained by taking the average of the adjacent time points according to the current scale. For instance, to coarse-grain at scale 3, this method will first average points 1 to 3, then points 2 to 4, then points 3 to 5, etc. <br><br>
Regardless of the method you choose, at scale 1 (native sampling rate) no coarse-graining is done. <br><br>
Note that the number of loops over starting points depends on the coarse-graining function. If using **filtskip**, the function will loop over starting points, which correspond to the current scale. If using **pointavg**, there is only one starting point for each scale. <br><br>
Coarse-grained data is stored in a variable **cg_data**, which is a cell array of size *n starting points* x *1*, containing in each cell: *1* x *n trials* cell array, which again in each cell contains a matrix of size *n channels* x *n sample points* (for current coarse-graining level).
%% Cell type:code id: tags:
``` python
cg_data = {};
if sc == 1 % no caorse graining for native sampling rate
cg_data{1} = data_sel.trial; %only keep trial data
nloops = 1; % no loop across starting points
else % coarse-grain time series at this time scale
switch coarsegrainmethod
case 'filtskip'
L = sc-1; % from Semmlow book
cutoff = 1/(1+L); % Butter defines the cutoff % frequency in terms of fs/2
filtord = 6;
[B,A] = butter(filtord,cutoff); % Define filter
padlength = 512;
x_pad = cellfun(@(a) ft_preproc_padding(a, 'mean', padlength), data_sel.trial, 'UniformOutput', false ); % add padding
x_pad = cellfun(@transpose, x_pad, 'UniformOutput', false); % transpose for filtfilt: time x chan
resamp_x_pad = cellfun(@(x_pad) filtfilt(B,A,x_pad), x_pad, 'UniformOutput', false ); % add padding% Filter
resamp_x_pad = cellfun(@transpose, resamp_x_pad, 'UniformOutput', false); % transpose back : chan x time again
resamp_x = cellfun(@(resamp_x_pad) ft_preproc_padding(resamp_x_pad, 'remove', padlength), resamp_x_pad, 'UniformOutput', false ); % add padding% Filter
% close all; figure; plot(x_pad); hold on; plot(resamp_x)
nloops = sc;
cg_data = cell(nloops,1); % make cell: cg_data{istart}{trials}(chan-by-time)
for is = 1:nloops % loop over starting points here!
cg_data{is} = cellfun(@(resamp_x) resamp_x(:, is:(L+1):end), resamp_x, 'UniformOutput', false ); % add padding% Filter
end
case 'pointavg' % original point averaging coarse graining, no loop over starting points
nloops = 1; % no loop across starting points
nchan = size(data_sel.trial{1},1);
for itrial = 1:length(data_sel.trial)
num_cg_tpts = floor(length(data_sel.trial{itrial})/sc); % number of coarse-grained time points
cg_data{1}{itrial} = zeros(nchan, num_cg_tpts); % preallocate cg_data matrix
for t = 1:num_cg_tpts % calculate coarse_grained time series
cg_data{1}{itrial}(:,t) = mean( data_sel.trial{itrial}(:, (t-1)*sc + [1:sc]) ,2);
end
end
end
end
```
%% Cell type:markdown id: tags:
This is what data now looks like, after it's been coarse-grained with the **filtskip** method.
%% Cell type:code id: tags:
``` python
display(cg_data)
```
%%%% Output: display_data
![](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD//gAYTUFUTEFCIEhhbmRsZSBHcmFwaGljc//+AB1NQVRMQUIsIFRoZSBNYXRoV29ya3MsIEluYy7/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAIIAxcDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArndb8d+GPDl6tlqurwW9yQD5WGdlB6FgoOPxroq8tsJrzwP4i8RDUPC+o6oNU1B7u31DT4BOWjfG2F84KhOevHJx7lm9v8wulv+dvxO21fxj4e0LTrW/1HVYIba7UNbuCX85SAcqFBJGCDkeop+heK9D8SyXMejahHeG1EZm8sHC7wSvJGD0PTpjBxXDaw1xonjbQvE0vh2e5s20UWf9nWiLLNYybg2VTuADsyvoe2Mu+Gd4t/4+8d3a6a+nLK1k32ZwoZf3b8sF4BP3iOxJzzS6/8Aelv+D+h6ZPPDa28txcSpFDEheSRzhVUDJJPYAVwGp/FbRpbvR7Xw7qFpfT3er29lcRurgrE5IZ1zjOCBzyOfetv4i6LfeIfAGr6XpuPtc0amNS2N+11crn3CkenPNcJreoXXiS98IQ2fgfVdPGn61avPNNaBFgQHlFxyU7luANo9RT5W/8AgC5kv+H/AKud/q3j7wvoWrf2XqesQ295gMyMrEKD03MBheOeT0I9aoeJ/iVo3hTxFpOl3zjyr2J55bgFiIEAOw4CnduYEcHjGa888XWvifUL3xNa38HiyaZpJhp8OnBRZNbbfk3nHzHHVep6dTW3e2+o6PD8MdYbRNRvIdK094ryG1g3yxs9tGgBTg9c59MGnyS6p/18vyuPmh0/Nf0vmd5qfjbw7o2lWOp6hqaQ2l+oe2YoxMilQ2QoGcYI7cZHrUi+LtBfT9Pv49SiktdQuls7aRAWDzNkBOBweD1xiuF8b3Wu3ur6ROkHie38P3GniTy9HiUXKXLHO2UdVAXH4596p+Bra90TQGj1HwvfXklx4tyi3se+W2VlXFyzbSDtwcuMAknBFHJLez+7/gW/EOaG3X1R7DXO63478MeHL1bLVdXgt7kgHysM7KD0LBQcfjXRV5bYTXngfxF4iGoeF9R1QapqD3dvqGnwCctG+NsL5wVCc9eOTj3Vm9v8xXS3/O34nbat4w8P6HptrqGo6rbw2t2oa3cEv5wIByoXJIwQcj1FWNM8SaNrGjvq1hqME1hGGMkwbAj2jJ3Z+7gcnNcLq0V7o/jDRPFj+Gbq608aMtk1jZxrLLYSlt+Qg4PB2ZX0Ptmhb2Pig6N468Q6HpU+l3WrNbnT7GRAswEY2ySbOgZgWIHXI+hJyy3/AK+/uHNHr+f6fqd5oPjnw14mumtdI1WK4uFUuYirIxA6kBgM9e1V7f4j+EbqTT44Nahkk1BxHbIqPuYlygyMZXLAjnFeceHNO1Gb4meF9RFr4tktIhdCa41xRhGMJHygD5ASR168AdDXa/CHR20n4b6bHdacbO+ZpXnWSHy5CfNcKWyM52hcZ7Yp8klv+X+dvy/zHzR6fmv0uX3+JngxNQaxbxBaiZW2EndsBzjG/G3r71f1/wAZeHvC8kcesapDayyLuSMgs5XOM7VBOM9/Y+lePnTNX0+3OmeG9G8U285lBXTNRgin04At86mRv4fvc5yf1rY8XeHdQs/iHqmtzp4mbT76KHyJvD7gvGUTaySIRnGRuBHHPfJwvZz2/R/5X/B/MFKF/wDgr/hvxPW9O1Gz1awivtPuY7m1mGY5Y2yrc4P6gioNa13S/Dunm/1a9itLYNt3yH7zcnAA5J4PA9K4bwn4PFz4PuLKO48T6GsupvdiSa5RLqXKBSW2rwpOTg85XNR+K9EudAuPB+ohb3xBa6PcXAnhnkEtzN5q/K4BADlCOAOeBjuQOLXX8/yf+YXj0/T8zp7H4h+FNSFwbLWIpvs1m99NtR8xwocMx44I9OvI4qWx8d+GdS1W00yy1aKe9u4xLDEisSV2b+TjCnbzg4NeX3V83iLx14pltNDu7CWfwdcxpbzRBZ523gBii5IJ4UA8/KPUV6L4f0670v4WWVvpdlHbasmkKY4mjCEXJhz8wPcv1z3zmhJ7g2u34/8AALGm/EDwrq+r/wBlWOswS3m4oseGAcjOdrEYboehNVbXxzYWlrqNzrup2EMEOtS6ZDJCsgVSBlUkLDhwM5I+X3ryqDTtev8AU/Cs9zaeMLi6t9XtJL9tRQC2iYN8xjUDOBz83QDr1rXn8O6hdW8tvcaRcywy/EQ3Mkb27FXtiMGQgjmMjv0p+zn1/X/gBzw6fmj03Q/HHhrxJeyWek6tDc3MYLGMBlJA6kZAyPcVBefEPwlp+rNpd1rtrHdq/lupJKo3cMwG1T9TWd4i0uVvif4GvLWxc29ut8s80cXyxgwgIGIGAM5Az715ha+Er3R9NuND1m08bzTs8isNJdHs7lSxw2SOMg8huf5Bcknt+T/S4c0Ov5r9bHt+v+KdE8L28U2s6hFaLKSIw2WZ8YzhQCTjIzxxmsjwl40TxV4l8RWlnJbT6Zp4tTa3EOcyeZGWbdk9mXHQY5zXM3On3vhjxD4b19/D9/qOn2+gx6a1vCq3FxZygg7iBgMSPlLL79sZvfDuK7k8a+M9Tm0K60i3vms3gini2bsI4J44ySckDOC2DzRyvd/lp94uZbL8/wBDtta13S/Dunm/1a9itLYNt3yH7zcnAA5J4PA9K5rRPiBa+I/Hv9kaRcW11pf9km8M6BhIsomCFCD0G0g4IzyKh+IFherrfhnxDBpcuq2ekzTm6soVDyMJEAWRVPDFCM+uSMdyMCyl1nVfiNq+u6V4bvtKeTw1LDaPeW4j864EgKFuwOcDDHOFz0o5ZPX+vvDmS/4f9DttN+IHhXV9X/sqx1mCW83FFjwwDkZztYjDdD0JrLtPinoM3jTUfDc8vkTW9zHaW8mHb7TK3ysuAvy7X+XJOD16V5pBp2vX+p+FZ7m08YXF1b6vaSX7aigFtEwb5jGoGcDn5ugHXrXd2dxd+H/i14ie50LU57XWpLFba7trfzIk2R7GZ2z8oBbn6E0+SXVP8f8AL9B80On5o6XVvH3hfQtW/svU9Yht7zAZkZWIUHpuYDC8c8noR610asrorowZWGQQcgivCvF1r4n1C98TWt/B4smmaSYafDpwUWTW235N5x8xx1XqenU1654OgltvBGgQTxPFNFptukkbqVZGEaggg9CDS5ZLV/1+H+fqF4vb+v68zjl+I97qfxPk8LaQdLW3trhYZWuhL5s+0EzeXtG0FQrD5uCQME5ro7z4i+EdP1htKutdto7xH2OpyVRvRnA2g+uTxVHw1YXMHxP8c3c1rLHb3H2DyJnjIWTbCQ209Dg8HFcPbQanongHUPAlx4N1C+1aUTxJewwK9vO0jMUmMp6EAjryNo6dnyPpf8/6Qc66/ml+h6nqvi/QNDvnstT1OG1uEthdFZAR+7L7AQcYJ3cYHPtV3R9Ysde0uHU9Mn8+zm3eXJtK7sMVPBAPUGuC0bwzc2nxN0b+0LP7THp/hSK2+2NEWjFwsuDtYj72Cx9cE16UAAMAAD2pWa3FdPY5jUviL4R0jU306+1u3iuo22yJhmCH0YgEA/U1f1bxXoOh6bBqOo6pbw2lwA0Em7d5oIyCgGS3BB49a8q16wvdO1nW/wCxNM8XWd7d3MsqxQQx3FjcyknEhLZwrcE56dO1buoWOr6L4j8O+J77w+2pQQaKljcWdhGrtZXGQzSRx9COqfKenfpk5J/0v6/C/wCgc0P6a/pfM7W28Y+Hrvw7Pr8GqQvpkGRLPyNhGPlIxndyOMZOR61nN4+0bUfC+t6p4fv4L2fTrOW48tlZcFUZl3KcHBK1heJNT13VPBj32g6JquleZqcf2tEgRbyW2CjfIqf3shVA64X0rjtO0bVJdZ8TXMen+JpLe48KXUEEusLvmkkLDCDaOM84Xr1PcU+ST2T+5/5aff8AIfNFevqv6Z6lH430qw8I6LrPiC+t7F9QtIp9nJ3MyKzBVGWIGfftWxouu6X4i08X2k3sV3bFtpeM/dbrgg8g8jg+teQat4X1aNfCOsS2+vfY7fw/BZTpo7Bbq3mUAnKMMkHOCBzleegB634Y6Utlc63fJZ+IYReGAmbXGTzJiofkKBkYBGSevHoaO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%% Cell type:markdown id: tags:
#### Loop mse computation over starting points
Here, the data is converted to a format that speeds up the computations: coarse-grained time series of the current starting point from all trials are concatenated into one matrix (**y**). In addition, converting this matrix to type single ensures that it takes up as little memory as possible, to avoid problems with further computations. <br><br>
Now that the data matrix is aggregated over trials, time points that were separated in time become adjacent. To avoid counting patterns over the trial borders, a logical mask is created and the two last time points of each trial are masked with 0s. <br><br>
Also, checks are implemented to make sure that the coarse-grained time series is long enough to make mse computation meaningful. <br><br>
The rationale for this portion of the code can be found in *Grandy, T. H., Garrett, D. D., Schmiedek, F., & Werkle-Bergner, M. (2016). On the estimation of brain signal entropy from sparse neuroimaging data. Scientific Reports, http://doi.org/10.1038/srep23073*
%% Cell type:code id: tags:
``` python
% after coarsegraining, loop mse computation across starting points
allcont = zeros(sc, nchan, m+1); % start_chan_m
for istart = 1:nloops
if max(cellfun(@(x) size(x,2), cg_data{istart})) == m % TODO check this at start
fprintf('Coarse grained trials below %d + 1 samples, skipping remaining starting points\n', m)
break
end
% concatenate trials and convert to single
y = single(cell2mat(cg_data{istart}));
% collect trial bounds and create mask with valid time points for pats
trl_bounds = cumsum(cellfun(@(x) size(x,2), cg_data{istart}))';
trl_mask = true(size(y,2),1);
if allowgpu && gpuavailable
trl_mask = gpuArray(trl_mask);
end
trl_mask([trl_bounds-1; trl_bounds]) = false;
% return if n possible matches < 40 (Grandy)
npossiblepats = length(find(trl_mask)); % TODO check this at start
if npossiblepats < 40
fprintf('N data points < 40, returning\n')
return
end
```
%% Cell type:markdown id: tags:
If **normalized_r** was set to 1 (default), the similarity criterion (**r_new**) will be recomputed for each starting point. <br><br>
*Chunking* is applied to avoid memory problems when **ymat** is squared later on. Data for each starting point (**y**) is divided into chunks based on the maximum amount of memory assigned in the settings (in the variable called **mem_available**) and the number of time points in **y**. Note that more efficient memory usage is ensured by storing the elements of the time series as single. <br>
Chunks are programmed to overlap, as they would otherwise create artificial borders in the data.
%% Cell type:code id: tags:
``` python
% Calculate sample entropy of coarse grained time series
if normalized_r % calculate similarity criterion FOR EACH SCALE and sp SEPARATELY.
r_new = r * std(y,1,2);
end
% chunk y to keep memory usage in check
max_numel = mem_available/4; % single = 4 bytes
chunk_size = round(max_numel/numel(y));
n_chunks = ceil(size(y,2)/chunk_size);
temp = 1;
chunk_borders = zeros(n_chunks,2);
for ic = 1:n_chunks
chunk_borders(ic,:) = [temp temp+chunk_size];
temp = temp+chunk_size-1; % chunks need to overlap to avoid missing pats at chunk borders
end
chunk_borders(end) = size(y,2);
clear temp
```
%% Cell type:markdown id: tags:
Using 3D matrices allows to simultaneously determine patterns over all time points of a current chunk, all pattern points, and all channels, which speeds up computations. <br>
**ymat** determines the patterns by squaring the time point vector for each channel and taking the difference of all points, while also accounting for the similarity criterion. As the patterns are squared, the matrix is divided diagonally and only one half of it is taken as an end result. <br> **ymat** is a logical gpu array with dimensions *n elements in the current chunk* x *all sample points of the current starting point* x *n channels*.
%% Cell type:code id: tags:
``` python
fprintf('starting point %d\n', istart)
cont = zeros(m+1, n_chunks, nchan);
y_chunk1 = shiftdim(y', -1 ); % insert singleton dim
r_new2 = shiftdim(r_new, -2);
if allowgpu && gpuavailable
cont = gpuArray(cont);
y_chunk1 = gpuArray(y_chunk1);
r_new2 = gpuArray(r_new2);
end
fprintf('%d chunks: ', n_chunks)
for ic = 1:n_chunks
fprintf('%d ', ic)
y_inds = transpose(chunk_borders(ic,1):chunk_borders(ic,2));
y_chunk2 = permute(y_chunk1(1,y_inds,:), [2 1 3]); % insert singleton dim
if allowgpu && gpuavailable
y_chunk2 = gpuArray(y_chunk2);
end
ymat = bsxfun(@le, abs(bsxfun(@minus, y_chunk1, y_chunk2 )), r_new2 );
for ichan=1:nchan % loop since triu only supports 2D
ymat(:,:,ichan) = triu(ymat(:,:,ichan), chunk_borders(ic,1));
end
```
%% Cell type:markdown id: tags:
For starting point 1 of scale 2, **ymat** computations can be visualized as follows. Here, violet color stands for 0, yellow stands for 1.
%% Cell type:code id: tags:
``` python
display(ymat_1_2)
```
%%%% Output: display_data
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)
%% Cell type:markdown id: tags:
The number of patterns is counted by shifting **ymat** to the left. Assuming that you're interested in 2- and 3-point patterns (i.e. **m**=2, as per default), first the number of 2-point patterns is counted, then the matrix is shifted and the number of 3-point patterns is counted.
%% Cell type:code id: tags:
``` python
for k = 1:m+1
if k >= m % TODO try for m > 2
cont(k,ic,:) = sum(reshape(ymat(trl_mask(y_inds(1:end-2)), trl_mask, :), [], nchan));
end
if k < m+1
ymat = ymat & circshift(ymat, [-1 -1 0]);
end
end
clear ymat y_inds y_chunk2
end
```
%% Cell type:markdown id: tags:
Below you see ymat at each point of pattern counting: 1-point (k=1), 2-point (k=2), and 3-point (k=3) patterns. Note, only 2- and 3-point patterns are recorded in the results.
%% Cell type:code id: tags:
``` python
display(ymat_k1_k3)
```
%%%% Output: display_data
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%% Cell type:markdown id: tags:
Get the results.
%% Cell type:code id: tags:
``` python
allcont(istart, :, :) = gather(squeeze(sum(cont,2))'); % sum over chunks. dimord: start_chan_m
fprintf('\n')
end % cg starting points
allcont = sum(allcont,1); % sum counts over starting points
```
%% Cell type:markdown id: tags:
Calculate sample entropy using its formula.
%% Cell type:code id: tags:
``` python
% calculate sample entropy
for ichan=1:nchan
if allcont(1,ichan,m+1) == 0 || allcont(1,ichan,m) == 0
fprintf('zero patterns found!\n')
% nlin_sc = size(pnts,1); % ori THG code
% mse(s) = -log(1/((nlin_sc)*(nlin_sc -1)));
sampen(ichan,sc,itoi) = -log(1/(npossiblepats*(npossiblepats-1)));
else
sampen(ichan,sc,itoi) = -log(allcont(1,ichan,m+1)./allcont(1,ichan,m)); % same as log(cont(m)/cont(m+1))
end
end
end % for timescales
end % for toi
```
......