{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "name = '2017-05-05-matplotlib-subplots'\n", "title = 'More on subplots in matplotlib'\n", "tags = 'matplotlib'\n", "author = 'Denis Sergeev'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from nb_tools import connect_notebook_to_post\n", "from IPython.core.display import HTML, Image\n", "\n", "html = connect_notebook_to_post(name, title, tags, author)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Today we covered a very important part of `matplotlib` - how to create multiple subplots in one figure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We touched upon the following topics:" ] }, { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "

1  Matplotlib Axes
2  Matplotlib subplots
2.1  Simple way: plt.subplot() / plt.subplots() / fig.add_subplot()
2.2  More sophisticated way: GridSpec
2.3  GridSpec with Varying Cell Sizes
3  Manual adjustment for complex plots
4  AxesGrid toolbox
4.1  AxesGrid
4.2  Blending it with cartopy to create maps
4.3  AxesDivider
4.4  Anchored Artists
5  Extra question: time axis
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, let's import the essentials:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make the figure bigger by default and use non-white facecolor to see the edges:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plt.rcParams['figure.facecolor'] = '0.9'\n", "plt.rcParams['figure.figsize'] = (9, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib Axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Axes are very similar to subplots but allow placement of plots at any location in the figure. So if we want to put a smaller plot inside a bigger one we do so with axes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an argument, `plt.axes()` takes a sequence **[Left, Bottom, Width, Height]**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "txt_kw = dict(ha='left', va='center', size=16, alpha=.5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VQUGB5syZMyQi2tvb5XA49MYbbwy7rY6ODknS6tWrNXnyZB0+fFgFBQXy9/dX\namqqcnJy5OPj49qu1Wod8/vw8/Mbdo9ZV1eX/Pz8xvw633//vZqampSbmzvmda422h68rq6uG37F\n7uAePKfT6ba3cXCv3mjzHDhwQJ2dncrIyHAtP3jldHd3t7q7uzVp0iSP5pmoz2rQpEmTlJSUpG++\n+WbM6wz+ZedargK/1RCNAIDr6ujRo0pNTdX999/veqynp2fYZRsaGlRcXKzo6GhVVlaqsrJSc+bM\ncT0fEBAgm82mJ554Ytj1Q0JCJEm+vr5asWKFVqxYIYfDoePHjys/P19Wq1UrV65UQECAJHl0WDki\nImLYcwUbGxs92kNWVlYmLy8vpaSkjHmd4WYZ3HZMTIzrcYfDod7e3uu+x264efr6+tTc3Ox2XuPg\nz2u0eRobG9XW1qZ///d/H/Lcb37zG0VFRXl82HqiPqsrXR3EJoPROvh77a8B0QgAuK56e3uHXOwx\n3IUOfX192rlzp8LDw/Xiiy/qD3/4gz777DNNnz5dQUFBkqSEhAQdP35cvr6+rqugTUJCQrRkyRId\nOXJEDQ0Nki7vYbTZbGpubh7z+0hOTtaePXvcLmxwOBw6c+aMVqxYMabX6O/v19GjR5WYmHhNh8aD\ng4MVFRWliooKt/M2KyoqZLVaPbov4kRISEiQ1WpVRUWF283QKyoqFBERMeo5fZmZmUPO7aypqVFJ\nSYnWrVs35s/5ShPxWV2pu7tb1dXVmj59+pjXGbxB/Hjmv1URjQCA6yohIUHl5eWKjIxUaGiovv32\n22HvC7hnzx5dvHhRP/vZz2S1WvXwww/r17/+tT7++GM999xzslgsSklJ0eHDh7Vt2zYtWbJEkZGR\n6u/vV3Nzs6qqqrR+/Xr5+Phoy5YtSk5OVmRkpHx9fVVbW6vz58+7rq6WLl+g8/3334/5faSlpeng\nwYP64IMPtHz5clksFhUWFio4ONjtJtAOh0ObN29WVlaWsrKy3F7jxIkT6uzsHPUCmK1bt8rhcOi1\n114bdZ6cnBxt375dn3/+uVJSUnTu3DkVFxcrIyPD7R6NRUVFKioq0quvvuraE9vb26vq6mpJUlNT\nkyTp+PHjki5H9pU3O3/99de1YMECPfLIIyPOEhgYqMWLF6ukpESTJk1y3dz7u+++c7uFkiRt27ZN\nLS0tevXVVyVdjqqrw2owuK6+bU5ZWZk+/fRTbdiwYdQLUq7ls9q/f7+ampo0a9YsBQUFyeFwaP/+\n/WpraxvpLByaAAAMpUlEQVRyruNo6urqXPdy/GtBNAIArqvVq1dLkgoKCiRd/raVxx57TG+//bZr\nmRMnTujgwYN6+OGHXQHh7++vdevWadu2bdq3b58yMzNltVr1k5/8xPV1dc3NzfL19ZXNZlNSUpLr\nHMXY2FgdO3ZMJSUlGhgYkM1mU25urjIyMlzbnDt3ruvinMGYGo2vr6+ef/555eXl6ZNPPpHT6XR9\nNd3V3zAyMDAw7EUXZWVl8vf3d91CaDg9PT2j3ph7UGJiop588knZ7XaVlZVp8uTJWrp0qZYuXeq2\nnNPpdLtoSLp8buhHH33k9tjgr68MxMHTCMYyz/Lly+Xr66sDBw6ora1N4eHheuKJJ4bc+ma4ecZq\ncB7TXtpr+azCwsL07bffqrKyUl1dXZo0aZJmzpyptWvXerSn8cSJE0pOTpaPj48H7/DWZqmvrx/z\nZVZr1qzRoUOHruc8AIAbID09/Y7//7nT6dTmzZt1zz33uJ1vuWnTJsXGxmrt2rWyWCwTfiPs0fT0\n9OgXv/iF1q1bp7lz596w7Y7k5MmT2r59u/7u7/5uyDfa3Aw7d+5UV1eXfvzjH9/sUSRdDs7a2lq9\n9957ru+eli5fMf0f//EfevbZZ12P3cpSU1PH9A087GkEANyRLBaLli1bpt27d2vx4sVue4TKy8tV\nXl6u7Oxst3P0rrezZ8/KZrPp7rvvvmHbHE1tba0WLFhwSwSjJJ0+fXrEi6ButEuXLumXv/zlsM/t\n27dPsbGxt0UweoI9jQBwB2JP42VOp1P79+9XUlKS66raCxcuqL+/X9Llb6oZvAgHuFJ/f78uXLjg\n+nVYWJjr1kD79u1z+z11q2NPIwAABhaLZch3A4/3htu4s1itVrcLhq701/R901fy/AsvAQAAcMch\nGgEAAGBENAIAAMCIaAQAAIAR0QgAAAAjohEAAABGRCMAAACMiEYAAAAYEY0AAAAwIhoBAABgRDQC\nAADAiGgEAACAEdEIAAAAI6IRAAAARkQjAAAAjIhGAAAAGBGNAAAAMCIaAQAAYEQ0AgAAwIhoBAAA\ngBHRCAAAACOiEQAAAEZEIwAAAIyIRgAAABgRjQAAADAiGgEAAGBENAIAAMCIaAQAAIAR0QgAAAAj\nohEAAABGRCMAAACMiEYAAAAYEY0AAAAwIhoBAABgRDQCAADAiGgEAACAEdEIAAAAI6IRAAAARkQj\nAAAAjIhGAAAAGBGNAAAAMCIaAQAAYEQ0AgAAwIhoBAAAgBHRCAAAACOiEQAAAEZEIwAAAIyIRgAA\nABh53+wBbjVbt26VJG3YsMHjdauqqlRQUKCLFy+qr69P//iP/yg/P78Jne/TTz9VbW2tXnvtNUmS\nw+FQWVmZUlNTZbPZJnRbAAAAg4jGCTIwMKCPP/5YMTExeuihh2S1WuXr63vdt+twOGS32zVz5kyi\nEQAAXDdE4wS5dOmSuru7NXfuXMXGxt7scQAAACbUHR2NR48eld1uV3Nzs0JDQ7V8+fJhl+vo6FBh\nYaGqqqrU0dEhm82mxYsXa+HChZIku90uu90uSdq1a5d27dqluLg4bdiwQSdPntSBAwd07tw5dXd3\ny2azacGCBVq0aJG8vP7/lNLXX39d2dnZys7Odj3mcDi0adMmPfLII1qwYMGQuWpra12H09977z3X\n4xs2bFBcXNyw72Us85w8eVK/+93vtGrVKi1atMi17s6dO1VTU6OXX35ZwcHBkqTm5mYVFhbq5MmT\n6u7u1tSpU5WVlaW77rrLtd4PP/ygr776SmfPnlV3d7cCAwM1ffp0Pf74424/AwAAcOu6Y6Px1KlT\n2rlzpxITE/XAAw+oo6NDeXl56u/vV3h4uGu57u5u/fa3v1VfX5+ys7Nls9lUU1OjP/7xj+rr61NG\nRobS0tIUERGhjz76SPfff7+SkpI0adIkSZejatasWfrRj34kb29v1dfXy263q6OjQytWrLim9zBt\n2jQ99NBD+uKLL/Tggw9q+vTpkqSpU6eOuM5Y5omPj9eSJUuUn5+vuLg4RUVFqaysTEeOHNGTTz7p\nCsaWlhZt2bJFgYGBys3NVUBAgI4dO6aPPvpI69evV3JysiRp+/bt8vPz00MPPaSAgAC1traqurpa\nTqfzmt4/AAC4ce7YaNy7d6/Cw8P19NNPy2KxSJLCw8O1ZcsWt2g8cOCAWlpa9MorrygsLEySNHv2\nbHV1damoqEj33nuvpkyZoqioKElSaGioZsyY4Vo/PT3d9e9Op1OxsbHq7+/X/v37lZOT49r2eEya\nNMkViFOnTnXb7kjGOs/y5cv13Xff6Q9/+IMef/xxffnll1q4cKHuvvtu1/p2u11Op1MbNmxQQECA\nJCkhIUEtLS3au3evkpOT1dHRoR9++EFPP/20KyIlKSUlZdzvGwAA3Hh3ZDQODAyovr5emZmZbtE2\nY8YMhYSEuC1bU1Oj6dOny2azaWBgwPV4QkKCvvnmGzU2NioyMnLEbbW2tsput6umpkatra1ur9He\n3q7JkydP4DszG+s8VqtVjz/+uN566y1t2bJFISEhys3NdXutmpoaJSYmys/Pb8jPZs+ePeru7pa/\nv79sNpvy8/PV1tamuLg4V3wDAIDbxx0ZjR0dHerv71dgYOCQ566OuPb2dl28eFFvvPHGiK81EqfT\nqQ8++ECtra3Kzs5WeHi4fHx8VFlZqeLiYvX19V3bG/GQp/OEhoYqJiZGJ0+eVHp6unx8fNyeb29v\nV3l5ucrLy4fdXkdHhyZNmqTnnntOdrtdBQUFrnNClyxZonvvvfe6vVcAADCx7shoDAgIkNVqVXt7\n+5Dn2tra3PY2BgQEKDAwUA8++OCwrzXaXrOLFy+qvr5e69at0/z5812PV1VVDVnW29tb/f39bo+N\nFqTj4ck8knT48GGdPHlS0dHRstvtmjNnzpCfzcyZM5WZmTns+kFBQZIkm82mRx99VE6nUxcuXNDB\ngwf1xRdfKCQkRImJiRP4DgEAwPVyR1666uXlpejoaB0/ftztYoy6ujo5HA63ZRMSEtTU1KTg4GBF\nR0cP+Wfwgpfh9Pb2urY3qL+/X0eOHBmybHBwsBoaGtweq66uNr4Xq9Xqtq3ReDLPDz/8oD/96U+6\n99579fzzz8vPz08ff/zxkMPQFy5c0NSpU4f92Xh7u/+dxGKxKCoqSqtWrZKkIe8XAADcuu7IPY2S\ntGzZMr3//vv68MMPtXDhQnV0dGjv3r1DDk8vWrRIR48e1TvvvKPFixcrLCxMvb29ampq0unTp/X0\n00+PuI2pU6cqJCREhYWF8vLykpeXlw4cODDssvPmzVNxcbGKi4s1Y8YMnTlzZtiYu1pYWJi8vLx0\n+PBh+fv7y9vbW2FhYcPG7Fjn6e/v186dOxUSEqJVq1bJ29tbjz32mN59910VFxe7bgu0bNkyvf32\n23r33Xf1ox/9SCEhIerq6lJDQ4Oam5u1du1aXbhwQX/60580b948hYaGamBgQGVlZfLy8tKsWbOM\n7w8AANwa7thonD17ttatWye73a4dO3YoNDRUubm5+vrrr92W8/Pz04svvqiioiKVlJSotbVVfn5+\nCgsLc7uSeDhWq1Xr16/Xl19+qU8++UT+/v665557FBwcrM8++8xt2aVLl6qrq0sHDx5USUmJEhMT\ntW7dOr399tujbiMgIECrV6/Wvn37tHXrVg0MDIx4n8axzlNQUKCGhgZt3LjRtbcwJiZG2dnZstvt\nmj17tmbOnKng4GBt3LjR7XxFf39/RUREuO4rOXnyZAUHB+t///d/denSJXl7eysiIkLPPPOMoqOj\nR31vAADg1mGpr68f883y1qxZo0OHDl3PeQAAN0B6ejr/PwcgSUpNTVVeXp5xuTvynEYAAAB4hmgE\nAACAEdEIAAAAI6IRAAAARkQjAAAAjIhGAAAAGBGNAAAAMCIaAQAAYEQ0AgAAwIhoBAAAgBHRCAAA\nACOiEQAAAEZEIwAAAIyIRgAAABgRjQAAADAiGgEAAGBENAIAAMCIaAQAAIAR0QgAAAAjohEAAABG\nRCMAAACMiEYAAAAYEY0AAAAwIhoBAABgRDQCAADAiGgEAACAEdEIAAAAI29PFj516pRSU1Ov1ywA\ngBvEx8fnZo8A4DbjUTQeO3bses0BALiB1qxZc7NHAHCb4fA0AAAAjIhGAAAAGBGNAAAAMCIaAQAA\nYEQ0AgAAwIhoBAAAgBHRCAAAACOiEQAAAEYe3dwbAPDXgW/4AjDo7NmzY1rOUl9f77zOswAAAOA2\nx+FpAAAAGBGNAAAAMCIaAQAAYEQ0AgAAwIhoBAAAgBHRCAAAACOiEQAAAEZEIwAAAIyIRgAAABj9\nH7jBPqaD9Xf2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.axes()\n", "plt.xticks([]), plt.yticks([])\n", "plt.text(0.1, 0.1, 'default axes', **txt_kw)\n", "\n", "plt.axes([0.2, 0.7, 0.35, 0.15])\n", "plt.xticks([]), plt.yticks([])\n", "plt.text(0.1, 0.5, 'axes([0.2, 0.7, 0.35, 0.15])', **txt_kw)\n", "\n", "plt.axes([0.7, 0.1, 0.4, 0.5])\n", "plt.xticks([]), plt.yticks([])\n", "plt.text(0.1, 0.5, 'axes([0.7, 0.1, 0.4, 0.5])',**txt_kw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simple way: `plt.subplot()` / `plt.subplots()` / `fig.add_subplot()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to create a subplot(s) is this:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAFpCAYAAABOASgmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBAAo6n8AQ6DDrgdEMO0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a figure explicitly, you need a slightly different function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "which is equivalent to the following two lines of code:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAFpCAYAAABOASgmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nT506lV/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Of course, this function wouldn't be named `subplots` if it wasn't used for creating *multiple* subplots. You can create a grid of axes by using the special keyword arguments:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " array([[,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ]], dtype=object))" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(ncols=3, nrows=2) # , sharex=True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that it returns a tuple containing a `figure` object and a 2x3 `numpy` array of axes objects." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### More sophisticated way: `GridSpec`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.gridspec import GridSpec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a more complex grid of plots, you can use `GridSpec`. A `GridSpec` instance provides array-like (2d or 1d) indexing that returns the `SubplotSpec` instance.\n", "For a `SubplotSpec` that spans multiple cells, use slice." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Type of gs is \n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAFbCAYAAABbOc2kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxAIAkMQCAJB+A3FPW/8IhoBDAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "gs = GridSpec(3, 3)\n", "print('Type of gs is {}'.format(type(gs)))\n", "\n", "ax1 = fig.add_subplot(gs[0, :])\n", "ax2 = fig.add_subplot(gs[1,:-1])\n", "ax3 = fig.add_subplot(gs[1:, -1])\n", "ax4 = fig.add_subplot(gs[-1,0])\n", "ax5 = fig.add_subplot(gs[-1,-2])\n", "\n", "for ax in fig.axes:\n", " ax.set_xticks([])\n", " ax.set_yticks([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When a `GridSpec` is explicitly used, you can adjust the layout parameters of subplots." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gs1 = GridSpec(3, 3)\n", "gs1.update(left=0.05, right=0.48, wspace=0.05)\n", "ax1 = plt.subplot(gs1[:-1, :])\n", "ax2 = plt.subplot(gs1[-1, :-1])\n", "ax3 = plt.subplot(gs1[-1, -1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `GridSpec` with Varying Cell Sizes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* By default, `GridSpec` creates cells of equal sizes. \n", "* You can adjust relative heights and widths of rows and columns.\n", "* Note that absolute values are meaningless, only their relative ratios matter." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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ycDa+tpxg1RdWLPvRitUcsGQ5g6zk6uyzdLOzK6v/GjdyZLakPzwy2+m6kvTN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\ngKn/A9xTjkgqz+sMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gs = GridSpec(2, 2,\n", " width_ratios=[1, 2],\n", " height_ratios=[4, 1])\n", "\n", "ax1 = plt.subplot(gs[0])\n", "ax2 = plt.subplot(gs[1])\n", "ax3 = plt.subplot(gs[2])\n", "ax4 = plt.subplot(gs[3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manual adjustment for complex plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Without relying on `subplots()` or `GridSpec`, you can use axes' `get_position` and `set_position` methods to get, modify and reset coordinates of the axes manually." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example: https://gist.github.com/dennissergeev/b7da1bcf0a347caa8d42293131c0ef5d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AxesGrid toolbox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another useful matplotlib toolbox that allows you to create grids of subplots is `AxesGrid`. It is especially convenient if you need colorbars to be placed neatly beside main axes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `AxesGrid`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.axes_grid1 import AxesGrid" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0bMLapbI3egMfukhoVicFk7+FoVcnoSqxEfltGn+cbEjI0VLyq3Qs97vImF5X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4IUaiQSiUQikfwlSKFGIpFIJBLJX4IUaiQSiUQikfwlSKFGIpFIJBLJX8K/DDUzZsygdu3a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\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8bU+4Rx7VcxSwq4phrl9IrnWhkXkOobI8Bl+OJGhXNuh0/NzqhSxThvNnPWa5ShAKIS6Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "axgr = AxesGrid(fig, 111,\n", " cbar_mode=\"edge\", \n", " cbar_location=\"right\",\n", " cbar_pad=0.05,\n", " nrows_ncols=(2, 3), axes_pad=0.4)\n", "\n", "for ax in axgr.axes_all:\n", " h = ax.pcolormesh(np.random.rand(100,200))\n", " \n", "fig.colorbar(h, cax=axgr.cbar_axes[0])\n", "# fig.colorbar(h, cax=axgr.cbar_axes[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Blending it with cartopy to create maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, `AxesGrid` creates a grid of standard matplotlib axes. However, it has an `axes_class` keyword that allows you to change the type of axes (all at the same time)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example of exploiting option can be found on cartopy's website: [AxesGrid example](http://scitools.org.uk/cartopy/docs/latest/examples/axes_grid_basic.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `AxesDivider`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yet another way of attaching extra subplots to existing axes is provided by `makes_axes_locatable()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: does not work with cartopy (?)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.axes_grid1 import make_axes_locatable" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "im = ax.imshow(np.arange(100).reshape((10,10)))\n", "\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", "\n", "plt.colorbar(im, cax=cax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An even better use case of this function is provided on the [matplotlib website](http://matplotlib.org/mpl_toolkits/axes_grid/users/overview.html#scatter-hist-py-with-axesdivider)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Anchored Artists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AxesGrid toolbox offers you a collection of anchored artists. It’s a collection of matplotlib artists whose location is *anchored* to the (axes) bounding box, like the legend." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mpl_toolkits.axes_grid.anchored_artists import AnchoredText" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, to create a fixed annotation in a corner of the plot we can use the following code:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "at = AnchoredText('Figure 1a',\n", " loc=2, prop=dict(size=18), frameon=True)\n", "ax.add_artist(at)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## panel-plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are still struggling with subplots, try this little package: https://github.com/ajdawson/panel-plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> A simple to use and understand system for making panel plots with `matplotlib`. The `panel-plots` package is designed to make it easy to create panel plots with specific sizes, either panel size or overall figure size, making it particularly suitable for generating figures for journal articles where you need to prepare an image of a particular size and ensure consistent and correct font sizing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extra question: time axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was an extra question from the group, on how to deal with time axis in matplotlib: how to change the tick frequency, the label format, etc." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import datetime\n", "import matplotlib.dates as mdates" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = [datetime.datetime.now() + datetime.timedelta(hours=i)\n", " for i in range(5)]\n", "\n", "y = np.random.rand(len(x))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[datetime.datetime(2017, 5, 5, 17, 2, 31, 129633),\n", " datetime.datetime(2017, 5, 5, 18, 2, 31, 129662),\n", " datetime.datetime(2017, 5, 5, 19, 2, 31, 129671),\n", " datetime.datetime(2017, 5, 5, 20, 2, 31, 129676),\n", " datetime.datetime(2017, 5, 5, 21, 2, 31, 129683)]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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mF2ws+X1kzFKv3caiTZkoLq/Bu2M9MXdULx641yON/9IymQxKpbL57aKiIjg7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\nmlyjOGpyjaxpLPXaWlOiVCofPT1KRER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, y)\n", "\n", "min_loc = mdates.MinuteLocator(interval=15)\n", "ax.xaxis.set_major_locator(min_loc)\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%B %d %H'))\n", "\n", "labels = ax.get_xticklabels()\n", "_ = plt.setp(labels, rotation=90, fontsize=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "* [Matplotlib tutorial](http://www.labri.fr/perso/nrougier/teaching/matplotlib/matplotlib.html)\n", "* [Customizing Location of Subplot Using GridSpec](https://matplotlib.org/users/gridspec.html)\n", "* [Overview of AxesGrid toolkit](http://matplotlib.org/mpl_toolkits/axes_grid/users/overview.html)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", "

This post was written as an IPython (Jupyter) notebook. You can view or download it using\n", " nbviewer.

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