{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other type of plots\n", "\n", "#### Regular Plots" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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atvS+RbtSfqEFhAJkumL0aJnbbdvWm/cwBl5+WQ5G6tgx9/32SgXT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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 256\n", "X = np.linspace(-np.pi, np.pi, n, endpoint=True)\n", "Y = np.sin(2 * X)\n", "\n", "# plot 1\n", "plt.plot(X, Y + 1, color='blue', alpha=1.00)\n", "# plot 2\n", "plt.plot(X, Y - 1, color='blue', alpha=1.00)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AGtLf4WkgHXj49L9XAqpnu3/R0/fZACwH6gNtrbXLPY4zJH3zjbwDb9EifGYD+KJ8eTnS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\n/wcbT4Uz7bpz8wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 256\n", "X = np.linspace(-np.pi, np.pi, n, endpoint=True)\n", "Y = np.sin(2 * X)\n", "\n", "# plot 1\n", "plt.plot(X, Y + 1, color='blue', alpha=1.00)\n", "plt.fill_between(X, 1, Y + 1, color='blue', alpha=.25)\n", "\n", "# plot 2\n", "plt.plot(X, Y - 1, color='blue', alpha=1.00)\n", "plt.fill_between(X, -1, Y - 1, (Y - 1) > -1, color='blue', alpha=.25)\n", "plt.fill_between(X, -1, Y - 1, (Y - 1) < -1, color='red', alpha=.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scatter Plots" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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joFvg+gXqT5JUOE5RpbJ1o4lR4v4AyboMR8lW+MwMjor1f7sp0QxJBVKmHYZS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\ncfz48eixMgzDMEy/cv78eZw/fz713ve+9z1885vfBIBDRHQlz/5yKQO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 1024\n", "X = np.random.normal(0,1,n)\n", "Y = np.random.normal(0,1,n)\n", "\n", "plt.scatter(X,Y)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vZ1dBPmFhYQsKACpkUh7NScB4qZavPv2EX/7m7xAEAZlMxop193H6QDNRvaPE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8pb75Xw4mtl/PiHG25KnkbH7LR0itz30KYlLwZer5eyqtPkrAuaR5quh1ar4q4HMvngxSba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\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K9rYBEss/j+YLArq4GKRlMs79P+/hGrajz0xCuyQFWX4SerWOCw0XaTrXQHFlKUvvW4dE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o+jLqis9SXl6+YH6cz+fDarXi9XrRarU0d3ajiIqf1e5y2ay4xscYPPYBPqcDiUKJKjoej1TO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XP07iZO4TQPZrMZqw3ki0SbbiJXuGKxiDM370eB2tpaWtrNhCb8VGdjd9i52tiKQ+qPh8d0\nyk4QBLT6XIwdVQz01GPwTyAgNIOmCSPfHCsgIyNjVvi9uLgE44SOxMS0Oef8Oa5ueuRuqzlfUEZe\nXt4jI0gfBrRaLbGheopaq/EOWjxl2NtaxepAD7y9venq6qL0SgeByS/OEU0/x1WnxzN6PeeLT7Jt\n25Zlz9PRarUkJiYu+XgXFxdiY2Nxc3PD42QRrWVnae0ZxGPdayh+YUMjSCS4BMSi9A6m8/s/IG28\ntOwOWl9fX/71n35PS0sLFRWVDA6PIJVI8ItfRVpaGgaDgYmJCaqqqjAap01+PT0TWb169T2t3Vgp\njEYjjX1GDNuW1rGmj0mi4fRfGR4eXpJP4kJkZaTz/bsfcqXkMgM2kaEpM6IIEgH0bq4EB/jj6+tL\nV1cXJaeP4xMSQdp//b9nbG4A/JJSMY0MU/nt5/zH+x/yL795A2/vW4u/hxmpVEp09PzRHVEUOXPm\nDJ+dP4/RTYMuOxtXvR6HzUbt9SYqTp0k5sIFfvPii3dkBpyRlsbpTz5itKsbqUIBJvOCDUOjXd14\nyBUzfxObyYzqLjcA/RKncJoHpVKJXAYWyzhy+eJCyGqZQC0XHqod4WI0NTVhIRiVy0/RkP6+foZG\nbLgbZv9AFGoDNokfxv4mDP7TRZaBYVm0VBdRXV1NWtq0SBJFkUtFdWi9195yyvhN/IPXcL2xhBs3\nbhAeHr6Cn87JrRAEgXU56RS/f5yJ4b5bFohPjRmxD9SRt326Jbi8vJxhUUeQf+Si5/GNSObq1R+o\nqqpasjfeSmEwGPB2kVBccRFV1itzRNPPkSpdkAWvwdJfwcDAwLKLmAVBIDw8fMFr2dXV9a53Jt4r\nzGYzVhEUrktM97pqGBd/Svfeip6eHkpLS2nv7sVqt+PtriU1JZno6Gh0Oh2jzY1UdBzCfffraKOT\nkMjk2C1mOvp76Kxvwq+9nfbSQmRDfaT//l9niaabqNx1rHr2AHUf/5kTJ0/x0osv3PZ38CiQn5/P\nofPnUG3YSFLW7LSdT3w85sc2cfXoUf7XRx/xXw8eXHJj0C+Jiooi3lNP6dfHCH4sD/mkicnmVlwj\nwmYdNzk0jK2rh9DgUCSCBLvVylRDI3Ep82cv7hZO4TQPQUFBBAQo6e6pJjxi06LHGwereGpHxCNV\nVGgyWZBIZ4dfh4aHsOM2v5iUuGD/2VA1lYsOqxBMS0vLjHCyWq1MTFpRuy+tjkfl4oHFwrK805zc\nGcnJyWTFlZJ/6WMic/fj6j634HZqzMi1go/IiXJnzY/u6719g8jcg5YkjGUKFaKLYSbCshAmk4nK\nykpKyqsZGB5DJpMSGeRHZmb6soeZyuVygvRaRscn8Qy+dcTKZjEhlcvRhMRTVl7hFPFLQKlUIhfA\nMjEOS6jVtk5OIBe45eZzcnKSzz4/ysWr1xlUuKEMjEBQSrF09nKs6lMitGomJyYQ4tOJstroKz2P\n2TyFZlUqSg9v1DovRq9WU/HNX3FUXOTxf/m/0Mcs7AMpU6nQp+VyMf9bnhgefuBS6nebsbExvjh7\nFnlODiE52fMeo9RoWLVvHzXvv8+JU6c48NJLyzqXRCLh1RdeYPS9v9Bw8gwuDjBeKMYlfNoWy2ax\nMNbdi+lGO5E6L0JDpovZuyqr8ZqykJ6evuzPuRycwmkeFAoFG9Yn85/vlWExZ84aRfBLjIPXcVF1\nkp39aO1I1Golon101r/Z7XYQFgiJ2seRyWcPuJRI1ZjNP4kpmUyGRAIW2+K7yunzWZBI+NUPGL0d\nRFHEarVis9lQqVTLFvMKhYI3Xt0Phw5TeP5tBM84DGGrUajdsJom6G2txjFYR06UjjdfP3BH7coL\nDXyE6ZTxh0e+ptVoA+9YXHTROOw2Ksqucfzyh6TH+vPyS/uWFQUKCAjATdeMsbsFfVgCEunc68xu\ntTDYUoOfuxJvdSI9/XOnejuZi6enJ1EGT8qvVuMZunj0sa+hinRf7wXFiclk4k/vHaKgbwLfTXtJ\nioqbJc7Hers5e/Qjuksq2PLv/w+64DCaL5yhreoCQyXnEBVKsNlQOGx4WKYY9/TGze/WRtEAPnGJ\n1J//nvr6erKz5xcPjyplZWX0SCXEL/K5ZUolPpmZFB4/wVN3IDANBgP/fPBN/vb11/xwtYXO2uNc\nHR3FPScdYWISNyTE+AcSGRGBIEjov9rIwImz7EtNu+tNNb/E+URagNzcXIqK66iuPUzMqpdQKufW\nYIwMt9HZ9jk7tofNclR/FIiJiUHx7d+YnBjExXXaS0smk4FjbM6x5slu5PTiZZhdxO2wj+Li8lNt\ngEQiIS46gLNl9fiH3LrGCWCgpx4vD8l9G6v/MHEzKnPhUinXOwYQRXBVyVibkUBGRvqyvkOtVsvv\n3zpITkUFBRdLaKj7hDH79Oyi1CBP1u3YRGpq6izRZNB7Yq1sRnQ4Fo062SwmmOzD03P+Oqra2lr+\n//e/YESXROQTW2fVTIniJkZ6b/DD5S+Z+M9D/ONbb9x2LZBGoyE8NIhRYYy+ayWoPPzRePpMp3as\nZsYHe7AMdeOrEViTvJqOsv7bev8HFVEU6ejooKenB4fDgVarJSoqakU3KIIgsC4zjbKvf2ByaD0u\nHgubTE8aBxBv1LNu97YFo4cnTpzkQu8YkXvfmLfY3FXvg5CQhWnKwZUzx8n7zT8Tu/UpIvO2MHD9\nKpbJcSRSGW4+/lTc6KCl5CLtFSX4xt+6AUiqUIDalampOzPbfhipuHIFeUwMsiWUoBji47ly8iQN\nDQ1kZS1/SKu3tze/ef11dj7xBF988QXfFhUy3juIb1Y60elrkCuVDFy7TndZBdKmG+yMjeepJ59c\n9vmWi1M4LYBWq+V3bx3gT386THXtH5CrEtHrpyeHm0zD9PdVIJM08fi2UF566flHKk0HsGrVKiJD\njtN4PZ+YxGlDXG9vb+SSHsymMZSqaSEpiiKjffkYvLR4GX4qMBwf7UUt6SI2dnbtSm5OOgXFXzEU\nUDzYAAAPFklEQVQx2oerduF8uMNhZ6CrmOd3xD7SRpwrQXd3N39+72PqbkwieKzCMzgPqVSOcbSf\nj06Wc+xcJXufyGHLli23ndZSKBRkZmaSkZHB0NAQJpMJpVI5Y4L7S1JTU/nqh3KMXU14Bd66nbin\nuQpfjZ3k5OQ5/2cymfjoyNeMuCcSs/aZ+a0zfENRbnqVotPvEnPqNLt27bytz+bl5YUGE9EJMXT3\nG7nRfYPhgZbpYmIJaFVSQsN9CQ4ORqFQYB5sxzds4Vqoh4Hq6mrO5F+kqq2XMYcEBAkK0Ua4hwvr\nM1JYv379ik3RXrNmDRkl5Vz8+jBRT++fVzxNGgdo/OYw6wK95r0OAKampjhfUY02ef2CHXrj4+OM\nWB34bH+Owe8+pL+xHp+4RGQq1RxxJO/sRhEaTW9jOdapqVledr9EFEWwWn6VUe+RqSlUS4zkyhQK\nULusmMD08fHh97//PTt37uTipUtcrKijo6wWB6BGINs/gNydu1m9evV9efb++q6G28DHx4d//de3\nKCsr4/z5Um60lc941W1YG0BOzk6SkpIeyY4vmUzG7me28B/v/J3mqxrCozfh5emFt6eSnqFW9H4J\n4HBg7DqBknrikvbMRBhEUaTt+nniw93mzLZKSEggLfECFys/JSb1FVTquf51Doedq1VfEew9RF7e\n7beq/5owGo38rz9/xJUBHTEbfoPS5ec3ujjEuLV0XCvigy9PIJVK2bRp8Zq9+RAEYUnh8ICAANJW\nBXKq8jhuXv4LdtZNDPdjbDjHCxvj5xXGVVVVtBhtROyYfxbYTdRuHrhHZHG++Dzbtm29ra7WxMRE\nAtxOMtx+lbjkdURGRDAyOoLdNt2+rtPpZn7bQ10taC39pKfdmeny/UIURU6fPs3Hpy4y4ROD3+at\nBAeFIwgCk0ODtNaVcvV0CQ1NzRx89eUV6Q5WKpUcfGU/fHCY4s/+iCR0FfqYpJnJ4X0NVdORpgBP\n3nh5/4L1TXV1dXSYHEQmLDw13W63YxfB1eDHpF8oXbWV+MTNX7um99DRfKMVu8OB3WK+pXAavtGC\nm2WKkJCQBY95VFErFNhMpiUd63A4EC3mFbeuCQwM5PnnnuOJ8XH6+/tnIqQ3B+3eL1ZMOFksFtra\n2mZ2pEFBQY+Ef5urq+vMxOWhoSGsVitqtfqeGdbeT1JSUnjzNTMffnyC6qJadPo0An1d6O+rpa2+\nAqWkFzeXSVKyn5rppnPYbTTVH0enuMKe3XvniEqZTMYbr7+E5U8fUFb+J1y91uAXlIrKRYfdZqav\nq46BrmICvQb4zRu755hOOpnNqVM/UNetYNXGA8iVcx8AgkRCUGw2N+xWjh47y5o1a+5qkasgCLz4\n/B4G3v4LFT/8Bf/ELXgFxvw0ANNmpa+lhv4rp1kX68aTT87frl5aUQ3esShdFo82+kWlcP3aWerr\n60lNTV3yWtVqNRszVvPh2QuMBUbi5u2Ht9fciIbVNElb0XesD/NZ1gPU4XDc94h0eXk5h09eRL5m\nO/HJs1MpLh5eRK7dxnjMas5+9wFunx/l1Zf3r8h5dTod/+WtNykvLyf/cgmNJ2sYE0EmQJqPF+t2\nbSElJeWWReHDw8M4XLW37NCTSqVIBbBbLMi8/ZjoaVzwWH8/fxQXC7AMDyFVLHxeURTpLCskN8BA\ncHDw0j7wI0RCeDgltTU4tmyZ+f0uxGBTE+4WK6GhoXdlLRqN5oFykbhj4TQ6OsrFixc5d66Sjg4z\nNhvIZODnp2DDhiRyc3PvaC7Hg4JEIsHLa+E8/aNKVlYWISEhFBUVk3/hPCPjNiL1Rm5MNKNUeREQ\n9gQKpYaB3quMD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 1024\n", "X = np.random.normal(0, 1, n)\n", "Y = np.random.normal(0, 1, n)\n", "T = np.arctan2(Y, X)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.scatter(X, Y, s=75, c=T, alpha=.5)\n", "\n", "plt.xlim(-1.5, 1.5)\n", "plt.xticks(())\n", "plt.ylim(-1.5, 1.5)\n", "plt.yticks(())\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bar Plots" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-1.25, 1.25)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YBcxLKV3VqO1fqDvPYs/mQkVEDAGWjhw5km7dujV5rrKyksrKyqxeUrNSbS1R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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 12\n", "X = np.arange(n)\n", "Y1 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "Y2 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "\n", "plt.bar(X, +Y1, facecolor='#9999ff', edgecolor='white')\n", "plt.bar(X, -Y2, facecolor='#ff9999', edgecolor='white')\n", "\n", "for x, y in zip(X, Y1):\n", " plt.text(x + 0.4, y + 0.05, '%.2f' % y, ha='center', va='bottom')\n", "\n", "plt.ylim(-1.25, +1.25)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "([], )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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htjaTyaSoqChlZ2ff8rjMzEx9/vnneu655wz9nqysLOXn5+v++++vcc0AXEOjui4AAOyt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\nBhGcAAAADCI4AQAAGPT/AabfFXmmgA8AAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 12\n", "X = np.arange(n)\n", "Y1 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "Y2 = (1 - X / float(n)) * np.random.uniform(0.5, 1.0, n)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "plt.bar(X, +Y1, facecolor='#9999ff', edgecolor='white')\n", "plt.bar(X, -Y2, facecolor='#ff9999', edgecolor='white')\n", "\n", "for x, y in zip(X, Y1):\n", " plt.text(x + 0.4, y + 0.05, '%.2f' % y, ha='center', va= 'bottom')\n", "\n", "for x, y in zip(X, Y2):\n", " plt.text(x + 0.4, -y - 0.05, '%.2f' % y, ha='center', va= 'top')\n", "\n", "plt.xlim(-.5, n)\n", "plt.xticks(())\n", "plt.ylim(-1.25, 1.25)\n", "plt.yticks(())" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }