binning data in equally spaced intervals

107 次查看(过去 30 天)
I would like to bin the data in 8 equally spaced bins. I have a the data accessible in vectors [X= conc, Y= alt] this what I have so far to create the bins
binedge = linspace(min(alt),max(alt),6)
then I want to take the average alt and conc of each each bin and plot it. Thanks
  4 个评论
per isakson
per isakson 2015-3-11
The description and examples of the documentation histc, Histogram bin counts (not recommended; use histcounts) are better than mine.
histcounts was introduced in R2014b. I've never used it.

请先登录,再进行评论。

回答(2 个)

Josh Meyer
Josh Meyer 2015-3-27
As others noted, histcounts was introduced in R2014b and provides a great deal more flexibility for problems like this.
To use 8 bins, just do:
% Assume the first column is X, second column is Y
data = [rand(100,1), rand(100,1)];
% Find the bin placement based on the X values
[N,edges,bins] = histcounts(data(:,1),8);
The third output, bins, describes the bin placement of each element. So this makes finding the average X and Y value in each bin simple.
for n = 1:8
bin_means(:,n) = mean(data(bins==n,:))';
end
bin_means =
0.0751 0.1979 0.3342 0.4658 0.5691 0.7113 0.8691 0.9676
0.5100 0.6264 0.4949 0.5172 0.5323 0.5556 0.4381 0.6514
  3 个评论
Andrew Hurford
Andrew Hurford 2020-8-6
This worked well for me - but for 1 result in a bin, mean defaults to selecting data across the data, so set the direction flag to 1
Rahul Kesarkar
Rahul Kesarkar 2021-4-7
How would it work if i have to bin data for a particular date range?
For example range : - weekday 12/06/2017 20:00 to 13/06/2017 08:00 and repeat this for every weekday. Weekend 9/06/2017 20:00 to 12/06/2017 08:00. Sum up all the values in the bin.

请先登录,再进行评论。


Stephen23
Stephen23 2015-3-11
编辑:Stephen23 2015-3-11
You can use histc to get bin the data, and then accumarray to get the mean of all of the values in each bin:
>> X = 0.25:0.5:5
X =
0.25 0.75 1.25 1.75 2.25 2.75 3.25 3.75 4.25 4.75
>> [B,idx] = histc(X,0:5);
>> V = accumarray(idx(:),X,[],@mean)
V =
0.5000
1.5000
2.5000
3.5000
4.5000
If you have a newer version, then you should use histcounts instead:
[B,~,idx] = histcounts(...);
  2 个评论
shobhit mehrotra
shobhit mehrotra 2015-3-11
I also want the X-value average for each bin, in addition to the y value. Thanks
Stephen23
Stephen23 2015-3-11
编辑:Stephen23 2015-3-11
You can simply repeat the accumarray call for each of your X and Y data vectors:
meanofXvalues = accumarray(idx(:),Xvalues,[],@mean)
meanofYvalues = accumarray(idx(:),Yvalues,[],@mean)

请先登录,再进行评论。

类别

Help CenterFile Exchange 中查找有关 Data Distribution Plots 的更多信息

标签

产品

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by