{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.xkcd()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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rV8Hn86Gnp6ew3c3NDXPnzoW3tzekUikcHBzQrVs3xMbGom7dukrn8fT0VNqW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\nHHAYYqL2a6TRaJS/5WrzZBQXF+OXX35BeXk5Skp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "You can precisely layout text in data or axes (0,1) coordinates. This\n", "example shows you some of the alignment and rotation specifications to\n", "layout text\n", "\"\"\"\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.lines import Line2D\n", "from matplotlib.patches import Rectangle\n", "\n", "# build a rectangle in axes coords\n", "left, width = .25, .5\n", "bottom, height = .25, .5\n", "right = left + width\n", "top = bottom + height\n", "ax = plt.gca()\n", "p = plt.Rectangle((left, bottom), width, height,\n", " fill=False,\n", " )\n", "p.set_transform(ax.transAxes)\n", "p.set_clip_on(False)\n", "ax.add_patch(p)\n", "\n", "\n", "ax.text(left, bottom, 'left top',\n", " horizontalalignment='left',\n", " verticalalignment='top',\n", " transform=ax.transAxes)\n", "\n", "ax.text(left, bottom, 'left bottom',\n", " horizontalalignment='left',\n", " verticalalignment='bottom',\n", " transform=ax.transAxes)\n", "\n", "ax.text(right, top, 'right bottom',\n", " horizontalalignment='right',\n", " verticalalignment='bottom',\n", " transform=ax.transAxes)\n", "\n", "ax.text(right, top, 'right top',\n", " horizontalalignment='right',\n", " verticalalignment='top',\n", " transform=ax.transAxes)\n", "\n", "ax.text(right, bottom, 'center top',\n", " horizontalalignment='center',\n", " verticalalignment='top',\n", " transform=ax.transAxes)\n", "\n", "ax.text(left, 0.5*(bottom + top), 'right center',\n", " horizontalalignment='right',\n", " verticalalignment='center',\n", " rotation='vertical',\n", " transform=ax.transAxes)\n", "\n", "ax.text(left, 0.5*(bottom + top), 'left center',\n", " horizontalalignment='left',\n", " verticalalignment='center',\n", " rotation='vertical',\n", " transform=ax.transAxes)\n", "\n", "ax.text(0.5*(left + right), 0.5*(bottom + top), 'middle',\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " transform=ax.transAxes)\n", "\n", "ax.text(right, 0.5*(bottom + top), 'centered',\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " rotation='vertical',\n", " transform=ax.transAxes)\n", "\n", "ax.text(left, top, 'rotated\\nwith newlines',\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " rotation=45,\n", " transform=ax.transAxes)\n", "\n", "plt.axis('off')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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qpMm3oqKCsrIyampqsFgsWK1WkpOTcTgc8jcWCwrxEsdZrVbi4uJISUmJSm3X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\nISG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.text import OffsetFrom\n", "\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2)\n", "\n", "bbox_args = dict(boxstyle=\"round\", fc=\"0.8\")\n", "arrow_args = dict(arrowstyle=\"->\")\n", "\n", "ax1.annotate('figure fraction : 0, 0', xy=(0, 0), xycoords='figure fraction',\n", " xytext=(20, 20), textcoords='offset points',\n", " ha=\"left\", va=\"bottom\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax1.annotate('figure fraction : 1, 1', xy=(1, 1), xycoords='figure fraction',\n", " xytext=(-20, -20), textcoords='offset points',\n", " ha=\"right\", va=\"top\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax1.annotate('axes fraction : 0, 0', xy=(0, 0), xycoords='axes fraction',\n", " xytext=(20, 20), textcoords='offset points',\n", " ha=\"left\", va=\"bottom\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax1.annotate('axes fraction : 1, 1', xy=(1, 1), xycoords='axes fraction',\n", " xytext=(-20, -20), textcoords='offset points',\n", " ha=\"right\", va=\"top\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "\n", "an1 = ax1.annotate('Drag me 1', xy=(.5, .7), xycoords='data',\n", " #xytext=(.5, .7), textcoords='data',\n", " ha=\"center\", va=\"center\",\n", " bbox=bbox_args,\n", " #arrowprops=arrow_args\n", " )\n", "\n", "an2 = ax1.annotate('Drag me 2', xy=(.5, .5), xycoords=an1,\n", " xytext=(.5, .3), textcoords='axes fraction',\n", " ha=\"center\", va=\"center\",\n", " bbox=bbox_args,\n", " arrowprops=dict(patchB=an1.get_bbox_patch(),\n", " connectionstyle=\"arc3,rad=0.2\",\n", " **arrow_args))\n", "\n", "an3 = ax1.annotate('', xy=(.5, .5), xycoords=an2,\n", " xytext=(.5, .5), textcoords=an1,\n", " ha=\"center\", va=\"center\",\n", " bbox=bbox_args,\n", " arrowprops=dict(patchA=an1.get_bbox_patch(),\n", " patchB=an2.get_bbox_patch(),\n", " connectionstyle=\"arc3,rad=0.2\",\n", " **arrow_args))\n", "\n", "\n", "t = ax2.annotate('xy=(0, 1)\\nxycoords=(\"data\", \"axes fraction\")',\n", " xy=(0, 1), xycoords=(\"data\", 'axes fraction'),\n", " xytext=(0, -20), textcoords='offset points',\n", " ha=\"center\", va=\"top\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax2.annotate('xy=(0.5, 0)\\nxycoords=artist',\n", " xy=(0.5, 0.), xycoords=t,\n", " xytext=(0, -20), textcoords='offset points',\n", " ha=\"center\", va=\"top\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax2.annotate('xy=(0.8, 0.5)\\nxycoords=ax1.transData',\n", " xy=(0.8, 0.5), xycoords=ax1.transData,\n", " xytext=(10, 10),\n", " textcoords=OffsetFrom(ax2.bbox, (0, 0), \"points\"),\n", " ha=\"left\", va=\"bottom\",\n", " bbox=bbox_args,\n", " arrowprops=arrow_args)\n", "\n", "ax2.set_xlim([-2, 2])\n", "ax2.set_ylim([-2, 2])\n", "\n", "an1.draggable()\n", "an2.draggable()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "step 0\n" ] }, { "data": { "image/png": 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CLVypcSmK8mmNS+EaF2ONTPJ5bZlQC9eCKxAIAADKJR5vnrFGJkmiLRNq4Upw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\nAIAFCxZgypQp2G+//Wq6ceuuUpdtXPf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "step 1\n", "step 2\n", "step 3\n", "step 4\n" ] } ], "source": [ "\"\"\"\n", "Pyplot animation example.\n", "\n", "The method shown here is only for very simple, low-performance\n", "use. For more demanding applications, look at the animation\n", "module and the examples that use it.\n", "\"\"\"\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.arange(6)\n", "y = np.arange(5)\n", "z = x * y[:, np.newaxis]\n", "\n", "for i in range(5):\n", " if i == 0:\n", " p = plt.imshow(z)\n", " fig = plt.gcf()\n", " plt.clim() # clamp the color limits\n", " plt.title(\"Boring slide show\")\n", " else:\n", " z = z + 2\n", " p.set_data(z)\n", "\n", " print(\"step\", i)\n", " plt.pause(0.5)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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Vig1e9CPcwNMxY8aAz+cjJSUFSqUSe/fupfvVajUmT56MAwcOoFu3bnjiiScA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\nREREfas2tygevCKRCADA6XQqXAkRERFR36rNLXUTvDwej8KVEBEREfWt2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jaGgoAKC8vFzhkhARERHVLNDconjwMhgM0Ol0sFqtSheFiIiIqEaB5hbFg5dKpUJ4eDif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\nRERE1CAMXkREREQN0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "import numpy as np\n", "\n", "\n", "fig = plt.figure(1, figsize=(10, 8))\n", "ax = fig.add_subplot(111, autoscale_on=False, xlim=(-1, 5), ylim=(-4, 3))\n", "\n", "t = np.arange(0.0, 5.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "line, = ax.plot(t, s, lw=3)\n", "\n", "ax.annotate('straight',\n", " xy=(0, 1), xycoords='data',\n", " xytext=(-50, 30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\"))\n", "\n", "ax.annotate('arc3,\\nrad 0.2',\n", " xy=(0.5, -1), xycoords='data',\n", " xytext=(-80, -60), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc3,rad=.2\"))\n", "\n", "ax.annotate('arc,\\nangle 50',\n", " xy=(1., 1), xycoords='data',\n", " xytext=(-90, 50), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc,angleA=0,armA=50,rad=10\"))\n", "\n", "ax.annotate('arc,\\narms',\n", " xy=(1.5, -1), xycoords='data',\n", " xytext=(-80, -60), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc,angleA=0,armA=40,angleB=-90,armB=30,rad=7\"))\n", "\n", "ax.annotate('angle,\\nangle 90',\n", " xy=(2., 1), xycoords='data',\n", " xytext=(-70, 30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle,angleA=0,angleB=90,rad=10\"))\n", "\n", "ax.annotate('angle3,\\nangle -90',\n", " xy=(2.5, -1), xycoords='data',\n", " xytext=(-80, -60), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle3,angleA=0,angleB=-90\"))\n", "\n", "ax.annotate('angle,\\nround',\n", " xy=(3., 1), xycoords='data',\n", " xytext=(-60, 30), textcoords='offset points',\n", " bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle,angleA=0,angleB=90,rad=10\"))\n", "\n", "ax.annotate('angle,\\nround4',\n", " xy=(3.5, -1), xycoords='data',\n", " xytext=(-70, -80), textcoords='offset points',\n", " size=20,\n", " bbox=dict(boxstyle=\"round4,pad=.5\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle,angleA=0,angleB=-90,rad=10\"))\n", "\n", "ax.annotate('angle,\\nshrink',\n", " xy=(4., 1), xycoords='data',\n", " xytext=(-60, 30), textcoords='offset points',\n", " bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"->\",\n", " shrinkA=0, shrinkB=10,\n", " connectionstyle=\"angle,angleA=0,angleB=90,rad=10\"))\n", "\n", "# You can pass an empty string to get only annotation arrows rendered\n", "ann = ax.annotate('', xy=(4., 1.), xycoords='data',\n", " xytext=(4.5, -1), textcoords='data',\n", " arrowprops=dict(arrowstyle=\"<->\",\n", " connectionstyle=\"bar\",\n", " ec=\"k\",\n", " shrinkA=5, shrinkB=5))\n", "\n", "\n", "fig = plt.figure(2, figsize=(10, 8))\n", "fig.clf()\n", "ax = fig.add_subplot(111, autoscale_on=False, xlim=(-1, 5), ylim=(-5, 3))\n", "\n", "el = Ellipse((2, -1), 0.5, 0.5)\n", "ax.add_patch(el)\n", "\n", "ax.annotate('$->$',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(-150, -140), textcoords='offset points',\n", " bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"->\",\n", " patchB=el,\n", " connectionstyle=\"angle,angleA=90,angleB=0,rad=10\"))\n", "\n", "ax.annotate('arrow\\nfancy',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(-100, 60), textcoords='offset points',\n", " size=20,\n", " # bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"fancy\",\n", " fc=\"0.6\", ec=\"none\",\n", " patchB=el,\n", " connectionstyle=\"angle3,angleA=0,angleB=-90\"))\n", "\n", "ax.annotate('arrow\\nsimple',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(100, 60), textcoords='offset points',\n", " size=20,\n", " # bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"simple\",\n", " fc=\"0.6\", ec=\"none\",\n", " patchB=el,\n", " connectionstyle=\"arc3,rad=0.3\"))\n", "\n", "ax.annotate('wedge',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(-100, -100), textcoords='offset points',\n", " size=20,\n", " # bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n", " arrowprops=dict(arrowstyle=\"wedge,tail_width=0.7\",\n", " fc=\"0.6\", ec=\"none\",\n", " patchB=el,\n", " connectionstyle=\"arc3,rad=-0.3\"))\n", "\n", "ann = ax.annotate('bubble,\\ncontours',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(0, -70), textcoords='offset points',\n", " size=20,\n", " bbox=dict(boxstyle=\"round\",\n", " fc=(1.0, 0.7, 0.7),\n", " ec=(1., .5, .5)),\n", " arrowprops=dict(arrowstyle=\"wedge,tail_width=1.\",\n", " fc=(1.0, 0.7, 0.7), ec=(1., .5, .5),\n", " patchA=None,\n", " patchB=el,\n", " relpos=(0.2, 0.8),\n", " connectionstyle=\"arc3,rad=-0.1\"))\n", "\n", "ann = ax.annotate('bubble',\n", " xy=(2., -1), xycoords='data',\n", " xytext=(55, 0), textcoords='offset points',\n", " size=20, va=\"center\",\n", " bbox=dict(boxstyle=\"round\", fc=(1.0, 0.7, 0.7), ec=\"none\"),\n", " arrowprops=dict(arrowstyle=\"wedge,tail_width=1.\",\n", " fc=(1.0, 0.7, 0.7), ec=\"none\",\n", " patchA=None,\n", " patchB=el,\n", " relpos=(0.2, 0.5)))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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NI0eOYPjw4bh27Rqys7O59MeOHWtma3mU17nbrl07EBG+/vprLF68GFKp1Oy8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\n4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x0dHRgHbSvEqlIi4ujuzsbFxcXO64pf+7UaNGoVAo2LVrl96u4Z+kJGrCysrK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\niwoLC2vUf/XqVdLU1Kzh59KlS2v0bomIduzYQVwul0QiEUmlUgoLCyM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Some examples of how to annotate points in figures. You specify an\n", "annotation point xy=(x,y) and a text point xytext=(x,y) for the\n", "annotated points and text location, respectively. Optionally, you can\n", "specify the coordinate system of xy and xytext with one of the\n", "following strings for xycoords and textcoords (default is 'data')\n", "\n", "\n", " 'figure points' : points from the lower left corner of the figure\n", " 'figure pixels' : pixels from the lower left corner of the figure\n", " 'figure fraction' : 0,0 is lower left of figure and 1,1 is upper, right\n", " 'axes points' : points from lower left corner of axes\n", " 'axes pixels' : pixels from lower left corner of axes\n", " 'axes fraction' : 0,0 is lower left of axes and 1,1 is upper right\n", " 'offset points' : Specify an offset (in points) from the xy value\n", " 'offset pixels' : Specify an offset (in pixels) from the xy value\n", " 'data' : use the axes data coordinate system\n", "\n", "Optionally, you can specify arrow properties which draws and arrow\n", "from the text to the annotated point by giving a dictionary of arrow\n", "properties\n", "\n", "Valid keys are\n", "\n", " width : the width of the arrow in points\n", " frac : the fraction of the arrow length occupied by the head\n", " headwidth : the width of the base of the arrow head in points\n", " shrink : move the tip and base some percent away from the\n", " annotated point and text\n", " any key for matplotlib.patches.polygon (e.g., facecolor)\n", "\n", "For physical coordinate systems (points or pixels) the origin is the\n", "(bottom, left) of the figure or axes.\n", "\"\"\"\n", "\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "import numpy as np\n", "\n", "\n", "# If only one location is given, the text and xypoint being\n", "# annotated are assumed to be the same\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, autoscale_on=False, xlim=(-1, 5), ylim=(-3, 5))\n", "\n", "t = np.arange(0.0, 5.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "line, = ax.plot(t, s)\n", "\n", "ax.annotate('figure pixels',\n", " xy=(10, 10), xycoords='figure pixels')\n", "\n", "ax.annotate('figure points',\n", " xy=(80, 80), xycoords='figure points')\n", "\n", "ax.annotate('point offset from data',\n", " xy=(2, 1), xycoords='data',\n", " xytext=(-15, 25), textcoords='offset points',\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " horizontalalignment='right', verticalalignment='bottom')\n", "\n", "ax.annotate('axes fraction',\n", " xy=(3, 1), xycoords='data',\n", " xytext=(0.8, 0.95), textcoords='axes fraction',\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " horizontalalignment='right', verticalalignment='top')\n", "\n", "ax.annotate('figure fraction',\n", " xy=(.025, .975), xycoords='figure fraction',\n", " horizontalalignment='left', verticalalignment='top',\n", " fontsize=20)\n", "\n", "# use negative points or pixels to specify from right, top -10, 10\n", "# is 10 points to the left of the right side of the axes and 10\n", "# points above the bottom\n", "ax.annotate('pixel offset from axes fraction',\n", " xy=(1, 0), xycoords='axes fraction',\n", " xytext=(-20, 20), textcoords='offset pixels',\n", " horizontalalignment='right',\n", " verticalalignment='bottom')\n", "\n", "\n", "# You can specify the xypoint and the xytext in different positions and\n", "# coordinate systems, and optionally turn on a connecting line and mark\n", "# the point with a marker. Annotations work on polar axes too.\n", "# In the example below, the xy point is in native coordinates (xycoords\n", "# defaults to 'data'). For a polar axes, this is in (theta, radius) space.\n", "# The text in the example is placed in the fractional figure coordinate system.\n", "# Text keyword args like horizontal and vertical alignment are respected.\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='polar')\n", "r = np.arange(0, 1, 0.001)\n", "theta = 2*2*np.pi*r\n", "line, = ax.plot(theta, r)\n", "\n", "ind = 800\n", "thisr, thistheta = r[ind], theta[ind]\n", "ax.plot([thistheta], [thisr], 'o')\n", "ax.annotate('a polar annotation',\n", " xy=(thistheta, thisr), # theta, radius\n", " xytext=(0.05, 0.05), # fraction, fraction\n", " textcoords='figure fraction',\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " horizontalalignment='left',\n", " verticalalignment='bottom')\n", "\n", "\n", "# You can also use polar notation on a cartesian axes. Here the native\n", "# coordinate system ('data') is cartesian, so you need to specify the\n", "# xycoords and textcoords as 'polar' if you want to use (theta, radius).\n", "\n", "el = Ellipse((0, 0), 10, 20, facecolor='r', alpha=0.5)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, aspect='equal')\n", "ax.add_artist(el)\n", "el.set_clip_box(ax.bbox)\n", "ax.annotate('the top',\n", " xy=(np.pi/2., 10.), # theta, radius\n", " xytext=(np.pi/3, 20.), # theta, radius\n", " xycoords='polar',\n", " textcoords='polar',\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " horizontalalignment='left',\n", " verticalalignment='bottom',\n", " clip_on=True) # clip to the axes bounding box\n", "\n", "ax.set_xlim([-20, 20])\n", "ax.set_ylim([-20, 20])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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t27alYcOG1KlTh4ceeojOnTuzePFiAgMDAVi9erWhhz179pCRkaGXKQBWrlzJ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0O7Rl7s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\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JST8PsXv4pCnIX95dzwuLmnJDKkdVebny2H35ylGjaAvHeXtNZ+7OhaIoylDDSGbEaQ3H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\nRxzLxdh6qzvGtk1JGHnzDOpY9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "The book uses a custom matplotlibrc file, which provides the unique styles for\n", "matplotlib plots. If executing this book, and you wish to use the book's\n", "styling, provided are two options:\n", " 1. Overwrite your own matplotlibrc file with the rc-file provided in the\n", " book's styles/ dir. See http://matplotlib.org/users/customizing.html\n", " 2. Also in the styles is bmh_matplotlibrc.json file. This can be used to\n", " update the styles in only this notebook. Try running the following code:\n", "\n", " import json, matplotlib\n", " s = json.load( open(\"../styles/bmh_matplotlibrc.json\") )\n", " matplotlib.rcParams.update(s)\n", "\n", "\"\"\"\n", "\n", "# The code below can be passed over, as it is currently not important, plus it\n", "# uses advanced topics we have not covered yet. LOOK AT PICTURE, MICHAEL!\n", "%matplotlib inline\n", "from IPython.core.pylabtools import figsize\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "figsize(15,12)\n", "\n", "import scipy.stats as stats\n", "\n", "dist = stats.beta\n", "n_trials = [0, 1, 2, 3, 4, 5, 8, 15, 50, 500]\n", "data = stats.bernoulli.rvs(0.5, size=n_trials[-1])\n", "x = np.linspace(0, 1, 100)\n", "\n", "# For the already prepared, I'm using Binomial's conj. prior.\n", "for k, N in enumerate(n_trials):\n", " sx = plt.subplot(len(n_trials) / 2, 2, k + 1)\n", " plt.xlabel(\"$p$, probability of heads\") \\\n", " if k in [0, len(n_trials) - 1] else None\n", " plt.setp(sx.get_yticklabels(), visible=False)\n", " heads = data[:N].sum()\n", " y = dist.pdf(x, 1 + heads, 1 + N - heads)\n", " plt.plot(x, y, label=\"observe %d tosses,\\n %d heads\" % (N, heads))\n", " plt.fill_between(x, 0, y, color=\"#348ABD\", alpha=0.4)\n", " plt.vlines(0.5, 0, 4, color=\"k\", linestyles=\"--\", lw=1)\n", "\n", " leg = plt.legend()\n", " leg.get_frame().set_alpha(0.4)\n", " plt.autoscale(tight=True)\n", "\n", "\n", "plt.suptitle(\"Bayesian updating of posterior probabilities\",\n", " y=1.02,\n", " fontsize=14)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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/XJA8kyPAmNicsVarRavVIpFI0NMyNFuvWS6Ex32FSsU4HOlX3zr6JyXDihcE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\nRG5b0XOOlYYEgsH31799ePE28U5oqTm78YK8FAT3q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orH45RKwQjHkQvXmM2bPbl4312b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\nV3n22WfJZrO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "============================\n", "Circles, Wedges and Polygons\n", "============================\n", "\"\"\"\n", "\n", "import numpy as np\n", "import matplotlib\n", "from matplotlib.patches import Circle, Wedge, Polygon\n", "from matplotlib.collections import PatchCollection\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "fig, ax = plt.subplots()\n", "\n", "resolution = 50 # the number of vertices\n", "N = 3\n", "x = np.random.rand(N)\n", "y = np.random.rand(N)\n", "radii = 0.1*np.random.rand(N)\n", "patches = []\n", "for x1, y1, r in zip(x, y, radii):\n", " circle = Circle((x1, y1), r)\n", " patches.append(circle)\n", "\n", "x = np.random.rand(N)\n", "y = np.random.rand(N)\n", "radii = 0.1*np.random.rand(N)\n", "theta1 = 360.0*np.random.rand(N)\n", "theta2 = 360.0*np.random.rand(N)\n", "for x1, y1, r, t1, t2 in zip(x, y, radii, theta1, theta2):\n", " wedge = Wedge((x1, y1), r, t1, t2)\n", " patches.append(wedge)\n", "\n", "# Some limiting conditions on Wedge\n", "patches += [\n", " Wedge((.3, .7), .1, 0, 360), # Full circle\n", " Wedge((.7, .8), .2, 0, 360, width=0.05), # Full ring\n", " Wedge((.8, .3), .2, 0, 45), # Full sector\n", " Wedge((.8, .3), .2, 45, 90, width=0.10), # Ring sector\n", "]\n", "\n", "for i in range(N):\n", " polygon = Polygon(np.random.rand(N, 2), True)\n", " patches.append(polygon)\n", "\n", "colors = 100*np.random.rand(len(patches))\n", "p = PatchCollection(patches, alpha=0.4)\n", "p.set_array(np.array(colors))\n", "ax.add_collection(p)\n", "fig.colorbar(p, ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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oNFRWVnLzzTczcuRIwuEwL730Eh9++CGpVIpHHnmEM888kyuuuGImwt6KALyh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\njUbdotEoOp3OgLgxOws5wGpgCMD2Qh/LvtjDqu/2UVwZUU8y6DScfEQ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Cuy4+EMJQM/5G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as mpatches\n", "import matplotlib.pyplot as plt\n", "\n", "styles = mpatches.ArrowStyle.get_styles()\n", "\n", "ncol = 2\n", "nrow = (len(styles) + 1) // ncol\n", "figheight = (nrow + 0.5)\n", "fig1 = plt.figure(1, (4.*ncol/1.5, figheight/1.5))\n", "fontsize = 0.2 * 70\n", "\n", "\n", "ax = fig1.add_axes([0, 0, 1, 1], frameon=False, aspect=1.)\n", "\n", "ax.set_xlim(0, 4*ncol)\n", "ax.set_ylim(0, figheight)\n", "\n", "\n", "def to_texstring(s):\n", " s = s.replace(\"<\", r\"$<$\")\n", " s = s.replace(\">\", r\"$>$\")\n", " s = s.replace(\"|\", r\"$|$\")\n", " return s\n", "\n", "for i, (stylename, styleclass) in enumerate(sorted(styles.items())):\n", " x = 3.2 + (i//nrow)*4\n", " y = (figheight - 0.7 - i % nrow) # /figheight\n", " p = mpatches.Circle((x, y), 0.2)\n", " ax.add_patch(p)\n", "\n", " ax.annotate(to_texstring(stylename), (x, y),\n", " (x - 1.2, y),\n", " #xycoords=\"figure fraction\", textcoords=\"figure fraction\",\n", " ha=\"right\", va=\"center\",\n", " size=fontsize,\n", " arrowprops=dict(arrowstyle=stylename,\n", " patchB=p,\n", " shrinkA=5,\n", " shrinkB=5,\n", " fc=\"k\", ec=\"k\",\n", " connectionstyle=\"arc3,rad=-0.05\",\n", " ),\n", " bbox=dict(boxstyle=\"square\", fc=\"w\"))\n", "\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False)\n", "\n", "\n", "plt.draw()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }