{"metadata":{"kernelspec":{"display_name":"Octave","language":"octave","name":"octave"},"language_info":{"mimetype":"text/x-octave","name":"octave","file_extension":".m","version":"6.4.0","help_links":[{"text":"GNU Octave","url":"https://www.gnu.org/software/octave/support.html"},{"text":"Octave Kernel","url":"https://github.com/Calysto/octave_kernel"},{"text":"MetaKernel Magics","url":"https://metakernel.readthedocs.io/en/latest/source/README.html"}]},"anaconda-cloud":{}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Jupyter Octave Kernel\n============\n\nFirst list the available graphic toolkits","metadata":{}},{"cell_type":"code","source":"available_graphics_toolkits()","metadata":{"vscode":{"languageId":"plaintext"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":"ans =\n{\n [1,1] = fltk\n [1,2] = gnuplot\n [1,3] = qt\n}\n\n"}],"execution_count":1},{"cell_type":"markdown","source":"Interact with Octave in Notebook. All commands are interpreted by Octave. Since this is a [MetaKernel](https://github.com/Calysto/metakernel), a standard set of magics are available. Help on commands is available using the `%help` magic or using `?` with a command.","metadata":{}},{"cell_type":"code","source":"t = linspace(0,6*pi,100);\nplot(sin(t))\ngrid on\nhold on\nplot(cos(t), 'r')","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":2},{"cell_type":"code","source":"%plot --format png\ntx = ty = linspace (-8, 8, 41)';\n[xx, yy] = meshgrid (tx, ty);\nr = sqrt (xx .^ 2 + yy .^ 2) + eps;\ntz = sin (r) ./ r;\nmesh (tx, ty, tz);","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"a = [1,2,3]","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"name":"stdout","output_type":"stream","text":"a =\n\n 1 2 3\n\n"}],"execution_count":4},{"cell_type":"code","source":"b = a + 3;","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"disp(b)","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"name":"stdout","output_type":"stream","text":" 4 5 6\n"}],"execution_count":6},{"cell_type":"markdown","source":"The width or the height can be specified to constrain the image while maintaining the original aspect ratio.","metadata":{}},{"cell_type":"code","source":"%plot -f png -w 600\n\n% butterworth filter, order 2, cutoff pi/2 radians\nb = [0.292893218813452 0.585786437626905 0.292893218813452];\na = [1 0 0.171572875253810];\nfreqz(b, a, 32);","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"Multiple figures can be drawn. Note that when using imshow the image will be created as a PNG with the raw\nimage dimensions unless the image has a title or labels.","metadata":{}},{"cell_type":"code","source":"% small image\nimshow(randn(100,100))\n\n% let's change the data range\nfigure\nimshow(randn(100,100), [-10 10])\n\n% let's try automatic range and different size\nfigure\nimshow(randn(100,200), [])\ncolormap('autumn')","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"% Create an RGB image with no title or labels\nclose all hidden\nimage = zeros(300,400,3);\nimage(1:100,:,1) = 0.9; % Red\nimage(101:200,:,2) = rand(100,400); % Green\nimage(201:300,:,3) = 0.9; % Blue\nimshow(image)","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"% image that is too small to display raw (<100 pixels)\nimshow(rand(50,50))","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"% let's add a title - this produces full figure\nimshow(rand(100,100))\ntitle('Hello')\n\n% let's create an image next to a plot\nfigure\nsubplot(121)\nplot([1,2,3])\nsubplot(122)\nimshow(randn(100,100))","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"%lsmagic","metadata":{"collapsed":false,"trusted":true,"jupyter":{"outputs_hidden":false}},"outputs":[{"name":"stdout","output_type":"stream","text":"Available line magics:\n%activity %cd %connect_info %conversation %dot %download %edit %get %help %html %include %install %install_magic %javascript %jigsaw %kernel %kx %latex %load %ls %lsmagic %macro %magic %matplotlib %parallel %plot %pmap %px %python %reload_magics %restart %run %scheme %set %shell\n\nAvailable cell magics:\n%%activity %%brain %%conversation %%debug %%dot %%file %%help %%html %%javascript %%kx %%latex %%macro %%pipe %%processing %%px %%python %%scheme %%shell %%show %%time %%tutor\n"}],"execution_count":12},{"cell_type":"code","source":"","metadata":{"collapsed":true,"trusted":true,"jupyter":{"outputs_hidden":true}},"outputs":[],"execution_count":null}]}