{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <matplotlib.figure.Figure object at 0x7fabfd9eee90>)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pyplot_subplot.jl\n",
    "#\n",
    "#\tDemonstrate various ways of doing subplots\n",
    "#\n",
    "# gizmaa (https://gist.github.com/gizmaa/7214002)\n",
    "# Julia 1.1.0\n",
    "# Last Edit: 10.05.19\n",
    "\n",
    "using PyPlot\n",
    "ioff() # Interactive plotting OFF, necessary for inline plotting in IJulia\n",
    "\n",
    "#####################\n",
    "##  2x2 Plot Grid  ##\n",
    "#####################\n",
    "fig = figure(\"pyplot_subplot_mixed\",figsize=(10,10)) # Create a new blank figure\n",
    "#fig.set_figheight(7) # Doesn't work\n",
    "#fig.set_figwidth(3) # Doesn't work\n",
    "subplot(221) # Create the 1st axis of a 2x2 arrax of axes\n",
    "grid(\"on\") # Create a grid on the axis\n",
    "PyPlot.title(\"221\") # Give the most recent axis a title\n",
    "subplot(222,polar=\"true\") # Create a plot and make it a polar plot, 2nd axis of 2x2 axis grid\n",
    "PyPlot.title(\"222\")\n",
    "ax = subplot(223,polar=\"true\") # Create a plot and make it a polar plot, 3rd axis of 2x2 axis grid\n",
    "ax.set_theta_zero_location(\"N\") # Set 0 degrees to the top of the plot\n",
    "ax.set_theta_direction(-1) # Switch the polar plot to clockwise\n",
    "PyPlot.title(\"223\")\n",
    "subplot(224) # Create the 4th axis of a 2x2 arrax of axes\n",
    "xlabel(\"This is an X axis\")\n",
    "ylabel(\"This is a y axis\")\n",
    "PyPlot.title(\"224\")\n",
    "fig.canvas.draw() # Update the figure\n",
    "suptitle(\"2x2 Subplot\")\n",
    "gcf() # Needed for IJulia to plot inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <matplotlib.figure.Figure object at 0x7fabd4950bd0>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###################\n",
    "##  Column Plot  ##\n",
    "###################\n",
    "fig = figure(\"pyplot_subplot_column\",figsize=(10,10))\n",
    "subplot(311) # Create the 1st axis of a 3x1 array of axes\n",
    "PyPlot.title(\"311\")\n",
    "subplot(312) # Create the 2nd axis of a 3x1 arrax of axes\n",
    "ax = gca() # Get the handle of the current axis\n",
    "ax.set_yscale(\"log\") # Set the y axis to a logarithmic scale\n",
    "grid(\"on\")\n",
    "ylabel(\"Log Scale\")\n",
    "PyPlot.title(\"312\")\n",
    "subplot(313) # Create the 3rd axis of a 3x1 array of axes\n",
    "ax = gca()\n",
    "ax.set_xscale(\"log\") # Set the x axis to a logarithmic scale\n",
    "xlabel(\"Log Scale\")\n",
    "PyPlot.title(\"313\")\n",
    "fig.canvas.draw() # Update the figure\n",
    "suptitle(\"3x1 Subplot\")\n",
    "gcf() # Needed for IJulia to plot inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <matplotlib.figure.Figure object at 0x7fabd4c3b090>)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###################\n",
    "##  Shared Axis  ##\n",
    "###################\n",
    "fig = figure(\"pyplot_subplot_touching\",figsize=(10,10))\n",
    "subplots_adjust(hspace=0.0) # Set the vertical spacing between axes\n",
    "subplot(311) # Create the 1st axis of a 3x1 array of axes\n",
    "ax1 = gca()\n",
    "ax1.set_xscale(\"log\") # Set the x axis to a logarithmic scale\n",
    "setp(ax1.get_xticklabels(),visible=false) # Disable x tick labels\n",
    "grid(\"on\")\n",
    "PyPlot.title(\"Title\")\n",
    "yticks(0.1:0.2:0.9) # Set the y-tick range and step size, 0.1 to 0.9 in increments of 0.2\n",
    "ylim(0.0,1.0) # Set the y-limits from 0.0 to 1.0\n",
    "subplot(312,sharex=ax1) # Create the 2nd axis of a 3x1 array of axes\n",
    "ax2 = gca()\n",
    "ax2.set_xscale(\"log\") # Set the x axis to a logarithmic scale\n",
    "setp(ax2.get_xticklabels(),visible=false) # Disable x tick labels\n",
    "grid(\"on\")\n",
    "ylabel(\"Log Scale\")\n",
    "yticks(0.1:0.2:0.9)\n",
    "ylim(0.0,1.0)\n",
    "subplot(313,sharex=ax2) # Create the 3rd axis of a 3x1 array of axes\n",
    "ax3 = gca()\n",
    "ax3.set_xscale(\"log\") # Set the x axis to a logarithmic scale\n",
    "grid(\"on\")\n",
    "xlabel(\"Log Scale\")\n",
    "yticks(0.1:0.2:0.9)\n",
    "ylim(0.0,1.0)\n",
    "fig.canvas.draw() # Update the figure\n",
    "suptitle(\"3x1 Shared Axis\")\n",
    "gcf() # Needed for IJulia to plot inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Julia 1.1.0",
   "language": "julia",
   "name": "julia-1.1"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}