Tutorial_31_PyPlot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyPlot\n",
    "\n",
    "This file demonstrates how to create plots in Julia by using the [PyPlot.jl](https://github.com/stevengj/PyPlot.jl) package.\n",
    "\n",
    "PyPlot relies on the [matplotlib library](https://matplotlib.org/), which is part of Python. If you have Python installed, then it will be used as is. Otherwise, see PyPlot's homepage for instructions on how to install.\n",
    "\n",
    "PyPlot seems to behave better (on Windows, at least), if you run `ENV[\"MPLBACKEND\"]=\"TkAgg\"`  before running `using PyPlot`. One possibility is to put that command in the startup.jl file.\n",
    "\n",
    "Collections of examples are available at \n",
    "[Plot Examples](https://gist.github.com/gizmaa/7214002) \n",
    "and the [Julia Plots Gallery](https://goropikari.github.io/PlotsGallery.jl/).\n",
    "\n",
    "As an alternative, consider [PythonPlot.jl](https://github.com/stevengj/PythonPlot.jl). It is mostly a drop-in replacement of PyPlot.jl (a few small differences), but uses another approach for calling on the matplotlib library."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Extra Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Dates\n",
    "\n",
    "using PyPlot\n",
    "PyPlot.svg(true);         #prettier figures if `true`, but Github may not render it"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A First Plot\n",
    "\n",
    "The next figure shows several curves.\n",
    "\n",
    "The subsequent figure adds a title, axis labels and legends. Text and font sizes are illustrated. The axis limits and the tick marks are set manually. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" transform=\"translate(27.783203 0)\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" transform=\"translate(88.964844 0)\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" transform=\"translate(152.441406 0)\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" transform=\"translate(184.228516 0)\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p3b0b04d4b3\">\n",
       "   <rect x=\"36.465625\" y=\"7.2\" width=\"334.8\" height=\"238.392\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x000001AEE439BFD0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(-3,3,length=20)\n",
    "y = 2*x.^2 .+ 0.5\n",
    "\n",
    "figure(figsize=(6,4.3))       #width and height, in inches\n",
    "  plot(x,y,linestyle=\"-\",color=\"r\",linewidth=1.0,label=\"y\")\n",
    "  plot(x,log.(y),linestyle=\":\",color=\"b\",linewidth=3.0,label=\"log y\")\n",
    "  legend(loc=\"lower right\")\n",
    "#display(gcf())               #uncomment if the plot is not shown (eg. in REPL or VS Code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "source": [
    "#now with title, labels and more - and larger\n",
    "\n",
    "figure(figsize=(8,5.71))\n",
    "  plot(x,y,linestyle=\"-\",color=\"r\",linewidth=1.0,label=\"y\")\n",
    "  plot(x,log.(y),linestyle=(0,(5,2)),color=\"b\",linewidth=3.0,label=\"log y\")\n",
    "  xticks([-2;0;2])\n",
    "  yticks([0;5;6;10])\n",
    "  grid(true)\n",
    "  title(\"a title\",fontsize=20)\n",
    "  xlim(-3,3)               # set limits of the x-axis\n",
    "  ylim(-1,20)              # set limits of the y-axis\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"function values\")\n",
    "  text(-2.5,0.9,\"some text\")\n",
    "  text(-0.15,15,\"here\",fontsize=15)\n",
    "  legend(loc=\"upper center\")\n",
    "savefig(\"AFirstPlot.pdf\")      #save pdf file of the plot\n",
    "#display(gcf())"
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   "source": [
    "# Subplots\n",
    "\n",
    "are easily constructed using the `subplot()` command. For a the first subplot in a 2x2 grid, use `subplot(2,2,1)`.\n",
    "\n",
    "The `fig.set_size_inches(16,10.7,forward=false)` before the `savefig()` command (see below) makes sure the size of the saved graphics is not cut by my (smallish) screen size."
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   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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   "outputs": [
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    "fig = figure(figsize=(8,5.7))                      #subplots\n",
    "subplot(2,2,1)\n",
    "  plot(x,y,\"r-\")\n",
    "  title(\"a. first\")\n",
    "  xlabel(\"x\")\n",
    "subplot(2,2,2)\n",
    "  plot(x,log.(y),\"b--\")\n",
    "  title(\"b. second\")\n",
    "  xlabel(\"x\")\n",
    "subplot(2,2,3)\n",
    "  plot(x,log.(y).^2,\"k:\")\n",
    "  title(\"c. third\")\n",
    "  xlabel(\"x\")\n",
    "subplots_adjust(hspace = 0.4)                 #to give more vertical space between \"row\" 1 and 2\n",
    "\n",
    "#fig.set_size_inches(16,10.7,forward=false)    #to save really large figure\n",
    "#savefig(\"ASecondPlot.pdf\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adding Lines\n",
    "\n",
    "and changing the x-tick marks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
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     "data": {
      "text/plain": [
       "PyObject <matplotlib.lines.AxLine object at 0x000001AEE7859110>"
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     "metadata": {},
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   ],
   "source": [
    "figure(figsize=(6,4.3))\n",
    "  plot(x,y)\n",
    "  xlim(-3,3)\n",
    "  ylim(0,20)\n",
    "  title(\"With reference lines\")\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"function value\")\n",
    "  xticks(-2:2,[\"α\",\"β\",\"0\",\"γ\",\"δ\"])\n",
    "  hlines(11,-2.5,2.5,linestyle=\"--\",linewidth=0.5,color=\"black\")   #stretches over x=[-2.5;2.5]\n",
    "  axhline(11.5,linestyle=\"-.\",color=\"g\")             #stretches over all x\n",
    "  vlines(0.5,0,20,linestyle=\":\",color=\"r\")\n",
    "  axline((0,5),(2,10),linestyle=\"--\",color=\"m\")\n",
    "  axline((0,5),slope=4,linestyle=\"--\",color=\"brown\")\n",
    "#display(gcf())"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LaTeX in the Figure\n",
    "\n",
    "PyPlot calls on LaTeXStrings so you can us, for instance, `xlabel(L\"$\\alpha$\")` to get the x label in LaTeX. You should probably also change the general font to \"cm\" (see below) to make the various text elements look more similar.\n",
    "\n",
    "To insert the value of the variable `z` into the LaTeX string (\"string interpolation\"), use `%$z` instead of the standard `$z`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "PyObject Text(-2.0, 10, '$\\\\mu_2 = \\\\int x^2 f(x) dx = 4 $')"
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     "execution_count": 6,
     "metadata": {},
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   "source": [
    "rcParams = PyPlot.PyDict(PyPlot.matplotlib.\"rcParams\")  #allows you to make global changes\n",
    "rcParams[\"mathtext.fontset\"] = \"cm\"             #setting the math font\n",
    "rcParams[\"font.family\"]      = \"serif\"          #setting the text font family\n",
    "\n",
    "z = 4                             #a value to be used inside the string\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  plot(x,y)\n",
    "  title(L\"A title using LaTeX, $2 b^2 + 0.5$\")\n",
    "  xlabel(L\"$\\alpha$\")\n",
    "  ylabel(\"function value\")\n",
    "  text(-2.5,0.9,L\"some text, $\\ln(\\mathrm{loss})$\")\n",
    "  text(-2.0,10,L\"$\\mu_2 = \\int x^2 f(x) dx = %$z $\")        #notice: %$z\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bars and Stairs\n",
    "\n",
    "(with some annotations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
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     "metadata": {},
     "output_type": "display_data"
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    {
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      "text/plain": [
       "PyObject Text(0.5, 0.5, 'something important')"
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     },
     "execution_count": 7,
     "metadata": {},
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   "source": [
    "rcParams[\"mathtext.fontset\"] = \"dejavusans\"            #resetting the fonts \n",
    "rcParams[\"font.family\"] = \"sans-serif\"                 #after the LaTeXing  \n",
    "rcParams[\"font.size\"] = 10\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  bar(x,y,facecolor=\"red\",edgecolor=\"white\",align=\"center\",width=0.3)\n",
    "  xlim(-2.5,2.5)\n",
    "  ylim(-1,15)\n",
    "  title(\"Bar chart\")\n",
    "  txt = \"something important\"\n",
    "  annotate(txt,xy=[0.7;0.25],xycoords=\"axes fraction\",xytext=[0.5;0.5],\n",
    "           textcoords=\"axes fraction\",arrowprops=Dict(\"facecolor\"=>\"black\",\"width\"=>0.5))\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Stairs plot')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure(figsize=(6,4.3))\n",
    "  step(x,y,linewidth=1.5,color=\"r\")\n",
    "  xlim(-2.5,2.5)\n",
    "  ylim(-1,15)\n",
    "  title(\"Stairs plot\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Surface (3D) Plots\n",
    "\n",
    "The next plot creates a surface plot. \n",
    "Notice that if `x` is a 20 vector, `y` is a 25 vector, and `z` is 20x25, then you need to use\n",
    "`surf(x,y,z')`.\n",
    "\n",
    "In the subsequent plot, we rotate the view and also customize the axes and tick marks. This requires a slightly more involved approach (see below)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20,)(25,)(25, 20)\n",
      "\n",
      "the aspect ratio: [1.19, 1.19, 0.89]\n",
      "\n",
      "the elevation and azimuth: 30 -60\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "Figure(PyObject <Figure size 1200x800 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(-3,3,length=20)       #create some \"data\" to plot\n",
    "y = range(1,7,length=25)\n",
    "\n",
    "z = 2*x.^2 .+ (y' .-4).^2\n",
    "\n",
    "#notice the arguments: x,y,z'\n",
    "println(size(x),size(y),size(z'))\n",
    "\n",
    "PyPlot.matplotlib.rc(\"font\",size=16)\n",
    "fig = figure(figsize=(12,8))\n",
    "ax = PyPlot.axes(projection=\"3d\")\n",
    "  surf(x,y,z',rstride=1,cstride=1,cmap=ColorMap(\"cool\"),alpha=0.8)\n",
    "  xlim(-3,3)              #change rstride and cstride to improve the look\n",
    "  ylim(1,7)\n",
    "  zlim(0,30)\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Surface plot\")\n",
    "#display(gcf())\n",
    "\n",
    "println(\"\\nthe aspect ratio: \",round.(gca().get_box_aspect(),digits=2))\n",
    "println(\"\\nthe elevation and azimuth: \",gca().elev,\" \",gca().azim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "     <use xlink:href=\"#DejaVuSans-72\" transform=\"translate(667.96875 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" transform=\"translate(706.832031 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" transform=\"translate(768.013672 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" transform=\"translate(807.222656 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" transform=\"translate(868.501953 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" transform=\"translate(907.710938 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" transform=\"translate(969.234375 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" transform=\"translate(1032.710938 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" transform=\"translate(1064.498047 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" transform=\"translate(1125.777344 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" transform=\"translate(1189.15625 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" transform=\"translate(1252.632812 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" transform=\"translate(1284.419922 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" transform=\"translate(1319.625 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" transform=\"translate(1347.408203 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" transform=\"translate(1408.6875 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" transform=\"translate(1447.896484 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" transform=\"translate(1487.105469 0)\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" transform=\"translate(1548.628906 0)\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2072980392\">\n",
       "   <rect x=\"48.408732\" y=\"27.789\" width=\"443.52\" height=\"443.52\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 1200x800 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Surface plot, rotated and flatter')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PyPlot.matplotlib.rc(\"font\",size=16)\n",
    "figure(figsize=(12,8))\n",
    "ax = PyPlot.axes(projection=\"3d\")       #ax = gca(projection=\"3d\") in old matplotlib versions\n",
    "  surf(x,y,z',rstride=1,cstride=1,cmap=ColorMap(\"cool\"),alpha=0.8)\n",
    "  xlim(-3,3)\n",
    "  ylim(1,7)\n",
    "  zlim(0,30)\n",
    "  ax.view_init(elev=20.0,azim=10)               #notice: elevation and azimuth\n",
    "  gca().set_box_aspect((6.0,6.0,2.0),zoom=1.2)  #matplotlib 3.3.0 is needed for this\n",
    "  xticks(-3:2:3)\n",
    "  yticks(2:2:6)\n",
    "  zlim([0,25])\n",
    "  zticks([0;10;20])\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Surface plot, rotated and flatter\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contour Plot\n",
    "\n",
    "As an alternative to a surface plot, consider a contour plot. The syntax is `contour(x,y,z',...)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       " <defs>\n",
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      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Contour plot')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PyPlot.matplotlib.rc(\"font\",size=14)\n",
    "fig1 = figure(figsize=(6,4.3))\n",
    "  lev = [0.25;0.5;1:1:10]\n",
    "  contour(x,y,z',lev,cmap=ColorMap(\"cool\"))\n",
    "  xlim(-3,3)\n",
    "  ylim(1,7)\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Contour plot\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter and Histogram\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "source": [
    "N = 51\n",
    "x = range(-3,3,length=N)                         #SCATTER, HISTOGRAM\n",
    "y = cos.(x) + randn(N)/3\n",
    "areas = rand(51)*100                   #size of the scatter points, could be a scalar\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  scatter(x,y,s=areas,alpha=0.5)       #s is the size of the circles\n",
    "  plot(x,cos.(x),\"r-\")\n",
    "  title(\"Scatter plot\")\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "#display(gcf())"
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  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
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   "source": [
    "figure(figsize=(6,4.3))\n",
    "  Bins = -1:0.25:1\n",
    "  hist(y,bins=Bins,density=true,color=\"skyblue\",edgecolor=\"k\")\n",
    "  title(\"Histogram (with area = 1)\")\n",
    "  xlabel(\"x\")\n",
    "#display(gcf())"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Plots\n",
    "\n",
    "The (time) tick marks in time series plots often need tweaking. The cell below does that by first creating a vector of dates (`xTicks`) where I want the time marks, and then calls on `xticks(xTicks)`. When the `x` variable is Julia dates, then the usual `plot()` function works well. (Otherwise, consider `plot_date()`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ],
      "text/plain": [
       "Figure(PyObject <Figure size 700x500 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'A random walk')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dN = Date(2013,12,4):Day(1):Date(2016,12,31)   #just faking some dates\n",
    "y  = randn(length(dN))                               #some random numbers to plot \n",
    "\n",
    "xTicks = Date(2014,1,1):Year(1):Date(2017,1,1) #tick marks on x axis\n",
    "\n",
    "figure(figsize=(7,7/1.4))          #basic time series plot\n",
    "  plot(dN,cumsum(y),\"k-\")\n",
    "  xticks(xTicks)\n",
    "  title(\"A random walk\",fontsize=18)\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
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    "figure(figsize=(7,7/1.4))\n",
    "  plot(dN,cumsum(y),\"k-\")\n",
    "  xticks(xTicks)\n",
    "  gca().xaxis.set_major_formatter(matplotlib.dates.DateFormatter(\"%Y\"))\n",
    "  title(\"A random walk, with better tick marks\",fontsize=18)\n",
    "#display(gcf())"
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    "# Adjusting the Resolution (extra)\n",
    "\n",
    "In case you use PyPlot in a script (not a notebook), then you may experience that your figures do not work well with the resolution of your screen (the figures are too small/big and the elements look garbled). It sometimes help to change the resolution of your figures by adding the following to your script\n",
    "```\n",
    "rcParams = PyPlot.PyDict(PyPlot.matplotlib.\"rcParams\")\n",
    "rcParams[\"figure.dpi\"] = 50       #experiment with different numbers\n",
    "```\n",
    "\n",
    "Notice: this is typically not needed in a notebook."
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