{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Plotting with PyPlot.jl\n", "\n", "* [GitHub Repository](https://github.com/JuliaPy/PyPlot.jl)\n", "* [Python Documentation](http://matplotlib.org/api/pyplot_api.html)\n", "* Google and stackoverflow are your friends\n", "* Python has classes, Julia does not. Object members are mapped to dictionary entries. For instance:\n", " * Python: `axis.annotate()` -- Julia `axis[:annotate]()`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "using PyPlot" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Basics\n", "\n", "## Simple line scatter\n", "\n", "* Pass data directly as inputs" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition linescatter() in module Main at In[13]:2 overwritten at In[14]:2.\n" ] }, { "data": { "text/plain": [ "1-element Array{Any,1}:\n", " PyObject " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function linescatter()\n", " x = [1, 2, 3, 4]\n", " y = [10, 15, 13, 17]\n", " plot(x,y)\n", "end\n", "linescatter()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Customize and add multiple traces to one plot\n", "\n", "* Multiple approaches [docs](https://matplotlib.org/users/pyplot_tutorial.html)\n", " * Plot each trace at a time - set hold(true) to keep traces on plot\n", " * Markers are strings: \"o\", \"-o\", \"--\", \"-\", \"^\" \n", " * Marker can take color: green trangle = \"g^\"" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition multiple_scatter_traces() in module Main at In[30]:2 overwritten at In[31]:2.\n" ] }, { "data": { "text/plain": [ "1-element Array{Any,1}:\n", " PyObject " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function multiple_scatter_traces()\n", " x=1:4\n", " y1 = [10, 15, 13, 17]\n", " y2 = [16, 5, 11, 9]\n", " y3 = [12, 9, 15, 12]\n", " y4 = [5, 10, 8, 12]\n", " plot(y1, label=\"marker\", \"o\")\n", " hold(true)\n", " plot(y2, label=\"line+marker\", \"-o\")\n", " plot(y3, label=\"line\", \"-\")\n", " plot(y4, label=\"dash\", \"--\")\n", "end\n", "multiple_scatter_traces()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Data labels and Figure Layout\n", "\n", "* Add the array of labels as an attribute to each trace\n", "* Layout modifies the \"Figure Pane Attributes\"" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition data_labels() in module Main at In[12]:2 overwritten at In[13]:2.\n" ] } ], "source": [ "function data_labels()\n", " x = 1:5\n", " y1 = [1, 6, 3, 6, 1]\n", " y2 = [4, 1, 7, 1, 4]\n", " y1_labels = [\"A-1\", \"A-2\", \"A-3\", \"A-4\", \"A-5\"]\n", " y2_labels = [\"B-a\", \"B-b\", \"B-c\", \"B-d\", \"B-e\"]\n", "\n", " f, ax = subplots(1, 1)\n", " title(\"Data Labels on the Plot\")\n", " plot(x, y1, label=\"Team A\")\n", " plot(x, y2, label=\"Team B\")\n", " ax[:legend](loc=\"upper left\", shadow=true)\n", " \n", " for idx= 1:length(x)\n", " ax[:annotate](s=y1_labels[idx], xy = (x[idx], y1[idx]))\n", " ax[:annotate](s=y2_labels[idx], xy = (x[idx], y2[idx]))\n", " idx = idx + 1\n", " end \n", "end\n", "data_labels()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Area" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition area1() in module Main at In[8]:2 overwritten at In[9]:2.\n" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function area1()\n", " fig, ax = subplots()\n", " y1=[0, 2, 3, 5] #, fill=\"tozeroy\")\n", " y2=[3, 5, 1, 7] #, fill=\"tonexty\")\n", " plot(y1, label=\"lines\")\n", " plot(y2, label=\"lines\")\n", " ax[:legend](loc=\"upper center\", shadow=true)\n", "end\n", "area1()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Other visual interpretations of Matrix Data and Subplots" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "function matrix_subplots()\n", "\n", "end\n", "\n", "matrix_subplots()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Advanced Layouts" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "function advanced_layouts()\n", "\n", "end\n", "advanced_layouts()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Stats Plots" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "function grouped_bar_example()\n", "\n", "end\n", "\n", "grouped_bar_example()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "function stacked_bar_example()\n", " \n", "end()\n", "stacked_bar_example()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "function two_hists()\n", "\n", "end\n", "\n", "two_hists()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Box (Whisker) Plots" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "function box_plot()\n", " \n", "end\n", "box_plot()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Using DataFrames" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "scrolled": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "function data_frame_scatter()\n", " iris = dataset(\"datasets\", \"iris\");\n", " display(head(iris))\n", "end\n", "\n", "data_frame_scatter()" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Julia 0.5.1", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }