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@manujeevanprakash
Created November 1, 2014 05:33
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Basics of Matplot lib part 4
{
"metadata": {
"name": "",
"signature": "sha256:c85b90c510c8f50ebbc21ea291ac56af058d956e7e7463e1ec42d2e4bf18905d"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Working with figures"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"T = np.linspace(-np.pi, np.pi, 1024) #\n",
"fig, (ax0, ax1) = plt.subplots(ncols =2)\n",
"ax0.plot(np.sin(2 * T), np.cos(0.5 * T), c = 'k')\n",
"ax1.plot(np.cos(3 * T), np.sin(T), c = 'k')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Tjx49lHKC5/79+zR8+HAyMjKijRs3Vtphk+CN+wfS09Ppl19+IV1dXfLy8qLk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\n4OLigtu3b7MO6ZMePHiAdu3aISUlBVeuXNGohp3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"text": [
"<matplotlib.figure.Figure at 0x56e46b0>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Setting aspect ratio"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"T = np.linspace(0, 2 * np.pi, 1024)\n",
"plt.plot(2. * np.cos(T), np.sin(T), c = 'k', lw = 3.)\n",
"plt.axes().set_aspect('equal') # remove this line of code and see how the figure looks\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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/VJmZmWV+LCGEUEqpnTt3qrp162p5B1CvvvqqysjIKJfjUfBJd4EsaePfDGTf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\n",
"text": [
"<matplotlib.figure.Figure at 0x55b81f0>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = np.linspace(-6, 6, 1024)\n",
"Y1, Y2 = np.sinc(X), np.cos(X)\n",
"plt.figure(figsize=(10.24, 2.56)) #sets size of the figure\n",
"plt.plot(X, Y1, c='r', lw = 3.)\n",
"plt.plot(X, Y2, c='.75', lw = 3.)\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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sBA4cIIMXAP78Z+DSS91/nGDj+9+3S40kJQGdnYAHPO8WiwV1dXVSL8K4uDhU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\nwzAMwzAMwzCByP8HUHfXGc/P44kAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x564c150>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = np.linspace(-6, 6, 1024)\n",
"plt.ylim(-.5, 1.5)\n",
"plt.plot(X, np.sinc(X), c = 'k')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x561ec90>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = np.linspace(-6, 6, 1024)\n",
"Y = np.sinc(X)\n",
"X_sub = np.linspace(-3, 3, 1024)#coordinates of subplot\n",
"Y_sub = np.sinc(X_sub) # coordinates of sub plot\n",
"plt.plot(X, Y, c = 'b') \n",
"sub_axes = plt.axes([.6, .6, .25, .25])# coordinates, length and width of the subplot frame\n",
"sub_axes.plot(X_detail, Y_detail, c = 'r')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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LlC5dmttuu83r9ngrUFcYWXF271lnncXKlSs5ePAgV199NUlJSV7HN2+OKPQ1\n0O8Aaua5XRPp1ed1MTKkA1AZ6IYM88zIX1jeQK+UtwJtIjaXt0M3hW3Cyu+2224rsideXDkTJ04k\nISGB+fPnW9IeT9WoUeOMyeTt27cTFRVlS13ucvfsXneVK1eOa665hmXLlnkd6PN3gkePHl3sY3wd\nulkGxCCTsaWBWygYwOsCdXK+vgEGu7hGKcsEaqC3Y+gmOTn51PfTp0+nRYsWXpWTmJjIK6+8wvTp\n0znnnHMsaZvxcLl0q1atSE5OZuvWraSnpzN16lR69uxpSVu8YYzh7rvvpnHjxjz88MNel5OWlnYq\nJfXx48eZO3eu1/9P/tQN2IBMyuauGxqU85XfJxS+vNKyWWgV3gYPNmbcOH+3oqDsbGPKljXm4EHr\nyrzhhhtM06ZNTWxsrOndu7fZs2ePV+VER0ebWrVqmbi4OBMXF2cGDx7sVTnTpk0zUVFR5pxzzjGR\nkZGma9euHj0+ISHB1K9f39SrV8+MGTPGqzb06dPHVKtWzZQuXdpERUWZCRMmeFXOL7/8YkqUKGFi\nY2NP/V5mz57tcTmrV682LVq0MLGxsaZZs2bm5Zdf9qo9hcGNIfRAGhTLabNSvunWDYYMgWuv9XdL\nCmraFL74AmJj/d0SFSr0zFgVlgJxaWUuPT9W+YMGehVSsrMlc6UGeqVO00CvQsquXVC+POTsTwk4\nelC48gcN9CqkBOqKm1zao1f+oIFehRQN9EoVpIFehZRgCfS6wEw5SQO9CimBHujPPx/OPRcKORdc\nKVtooFchJZCXVubS4RvlNA30KqTkJjQLZLryRjlNA70KGenpMiRSs2bx1/qT9uiV0zTQq5CxbZsc\n11fK15ysNtNAr5ymgV6FjECfiM2lQzfKaRroVcgIlkCvPXrlNA30KmQEw4obgFq1JFVDRoa/W6LC\nhQZ6FTKCpUcfEQHVqsmcglJO0ECvQkYwLK3MpcM3ykka6FXICJYePWigV87SQK9CwpEjcPQoREb6\nuyXu0ZU3ykka6FVISEmB2rWhRCAdjlkE7dErJ2mgVyEhWFbc5NJAr5ykgV6FhC1bgmciFnToRjlL\nA70KCZs3Q3S0v1vhvshImVM4csTfLVHhQAO9CgmbNgVXoC9RQuYUdPhGOcGKQN8VWA8kA8Nd3H87\nsApYDfwGNLegTqXOsHkz1Kvn71Z4RodvlFN8zfNXEngb6AzsAP4AZgDr8lyzBbgCOIi8KYwH2vlY\nr1KnZGSKH/olAAAY7klEQVTILtNgmowFnZBVzvG1R98G2ARsBTKAKUCvfNcsRoI8wFIgysc6lTrD\ntm1QtSqcfba/W+IZDfTKKb4G+hrA9jy3U3N+Vpi7gQQf61TqDME2EZtLh26UU3wduvHkLPuOwADg\nssIuGDVq1Knv4+PjiY+P97ZdKoxs2hR84/OggV55JykpiaSkJI8e4+s+wnbAKGTsHeBJIBt4Kd91\nzYFpOddtKqQsY4wn7xtKiccek+WKw4b5uyWeOXoUKleWf8/S9W/KSyVkO3iRsdzXP69lQAxQGygN\n3IJMxuZVCwnyd1B4kFfKa8Haoz/3XKhYEVJT/d0SFep8HbrJBB4AfkRW4HyMrLgZlHP/B8DTQAXg\nvZyfZSCTuEpZIljH6EHanZwsh5EoZZdASgGlQzfKY9nZcN55sGcPnH++v1vjuXvugdatYdCg4q9V\nyhUnhm6U8qtdu+CCC4IzyAPExEiPXik7aaBXQS1Yx+dz5Q7dKGUnDfQqqAVbjpv8YmLkOShlJw30\nKqgF80QsyKeRLVtkrkEpu2igV0Et2IducpdYbt9e/LVKeUsDvQpqwd6jBx2+UfbTQK/IyID334fL\nLpMdps2bw+jRcPiwv1tWNGOCv0cPwTMhO2cOXHstVK8uv/NBg/QNKlhooA9z27ZBu3bwzTfw9NOw\nciV8+KGMGzdrBqtX+7uFhfvnHyhZUoY+glmg9+gzM+G++2DwYLj5ZliyBH74QQL+JZdIJ0EFNl93\nxqogtnEjdOkCQ4fCo4/KqUcA1apB27YwZYrcv2ABNGni37a6smEDNGx4ut3BKiYGFi3ydytcy86G\nvn0hLQ1WrJA9C7meeQZuu016+fv2wX/+4792qqJpoA9T//4L3brByJGyO9OVPn2kN9ejh7zIy5Vz\nto3F2bABGjTwdyt8F8hDN6++Kp/uFiyAMmUK3h8TA0lJEB8vCdruvdfpFip3BFJfSFMgOCQrCzp3\nliGbF18s/vr77pNDrD//3P62eeLxxyW4jBjh75b45tgxqFRJfsclS/q7NactWQLXXQd//AE1axZ9\n7caNcPnl8P33cOmlzrRPCU2BoFz6738l2D//vPvXL10KiYn2tstT69eHRo++bFl5wwqkJZa54/L/\n/W/xQR6gfn2Z27nzTnnDUoFFA32Y+d//4OWX4dNP3e89li0Lr78ODz8sK3QCRagM3YDMNaxbV/x1\nTnnvPZnkvvVW9x/Tqxe0bw/Dh9vXLuUdDfRhxBhZOfH881C7tmePveYauOgi6bUFgvR0WTEU7Esr\nczVsKJ9QAsHRo/DCC/Lm7ulE9xtvwPTp8Msv9rRNeUcDfRj5/HM4ebLwydeilCgha+tfekmCrL9t\n3iw53IPtQPDCNGoUOD36996T8fbYWM8fW748vPKKrOTKyrK+bco7uuqmGMZI72TWLPjrLxl/rFpV\nXgg33ihLEYPBwYPykfr7772f8GvXTsZiP/8cBgywtn2eCqVhG5BAP2WKv1shvflXX5XNUd7q0wfe\nfRc+/jh4VuFkZclzTkiQieX0dIiKgg4d5HVevry/W+gb7dEXYcECaNFCJqXKlJF/R42S5YZ//ilr\ny4cOhUOH/N3S4r30EnTtCm18PNvr//5PVur4u7cWaoE+UMboJ02SN/Tmzb0vo0QJGDdONuAdOGBd\n2+zyww/yWn76aZl4fvhh+Tvv0EGCf9268OST8iaofGcCxdGjxvTvb0ytWsZMm2ZMdrbr6/bsMeae\ne+S6P/5wto2e2LXLmIoVjdm2zfeysrONad3amJkzfS/LF/37G/PBB/5tg5Wys40pV86Yf//1bxsa\nNjRm4UJryuvXz5innrKmLDucOGHMgAHG1KtnzI8/Fv46377dmNtuM+aii4xZtMjRJroFCKp16f7+\nfRljjPn7b2Pi4oy5/XZjDh927zHTphlTubL8G4iGDDHmkUesK2/iRGO6dbOuPG9ceqkxSUn+bYPV\n2rY15pdf/Ff/nDnGNGtWeMDz1Nat0sHYvdua8qy0d68x7dsbc/31xhw54t5jZsww5sILA6+DgQZ6\nzyQny7v2K694/se+bJkxkZGBF+y3bJEX2z//WFfmsWPyxrZpk3VleiI7W57Trl3+qd8u/foZM368\n/+rv0cOYDz+0tsyHHjLmwQetLdNXBw4Y06qVtC0ry7PHbtxoTHS0Mc8/b90boq/QQO++NWuMqVHD\ntxfasmXyjj93rnXt8tVddxnz9NPWl/vEE8Y8/rj15bpj924J9IHyQrPK2LHWfvLyRGqqMRUqyLCl\nlfbskf+rlBRry/XW8ePGXH65Mfff7/3fz86dxjRpYsx//mNt27yFG4FeJ2OBrVvhqqtg7FgYOND7\nci6+GL7+Gm6/XWbu/W3NGpg9Gx57zPqy774bPvtMdlA67a+/oGnT4E9mll+jRv5bS//ZZ7K6pGxZ\na8utUgWGDJFFDP5mjKwCqlYN3nrL+7+fatUkv8/06bLIQXnGL++GaWnGNGhgzJtvWlfm+PFS5v79\n1pXpjeuuk2Eou7Rr559J2TffNGbwYOfrtdvGjcbUru18vdnZxtSvb8xvv9lT/oED8kn3r7/sKd9d\nr7xiTIsW1n1qSU2V/y9/DrcZ41yPviuwHkgGCtv8PC7n/lVACwvqtMSxY5Ji9brrZJmkVQYOhE6d\nZGOSv/K0/f67JKMaMsS+Ovr2leV4Tsvt0YeaOnVg9275u3TSkiXSu73kEnvKL1cOhg2TTKn+smiR\n7A+YPt26Ty01asjyy2eegW+/tabMQFUS2ATUBiKAlUCjfNd0BxJyvm8LLCmkLEffBTMyZPLprrvs\nGes9ftyY2Fhj3n/f+rLd0amT/XXv22fMBRfIv0669FJjfvrJ2TqdEhvr/FLdgQONefFFe+s4dkzm\nwJYutbceVw4eNKZOHWO+/96e8pcvl08s/loFhgM9+jZIoN8KZABTgF75rukJ5Pb7lgLlgUgf6/VJ\nbs6X9HT46CN7xnrPOQemTpWNF3/9ZX35RZk3D/7+2/7dqxUqwNVXO7uj0xiZewjEg1Cs4PSpXidP\nyulid9xhbz1lysiGJH8cTvLAAzIH1yt/ZLJIixbyGrjppsA9kc3XQF8DyJtcNTXnZ8VdE+VjvT4Z\nPVoO0vjmG4iIsK+eBg0kU2SfPnD8uH315GWMvJiee87e55brzjvhyy/tryfXjh0SNCpVcq5OJzVv\n7mywmDNHhsGiHHhF9u8vHZD58+2vK9fkyTKM+dpr9tZz5ZUywXvNNfIcnWAMvPOOe9f6muvG3RHo\n/H1ml4+7//5RVKki38fHxxMfH+91wwrz4YeywmDRIjjvPMuLL6BfP3kxDRsmfwh2++47SSV88832\n1wXSU+rXD1JTnQkWf/0Vur15kEDvZN7/qVPhllucqSsiAp59VjoiufMCdvr7b3joIfl9nnuuvXWB\n/B5375ZPub/9Zl9nJCkpiYULk5g1C3btsqeO/NoBef8sn6TghOz7QJ88t9fjeujGVKlizOLF9o1l\n/fCDMVWryuoGJ+3fL2kS7F6hkpFhTKNGxiQk2FtPfv37G/Pf/zpT16uvykaXULVjh2xGc2KPwLFj\nxpQv7+zO1awsmYf47jt768nMlJ2vL71kbz2uDB8uK9Lc3XHrqfR02bnfvr3MP+DAhqlSwGZkMrY0\nxU/GtqOIydhZs2RSY84c6385P/0kZftjMii3/qpV7X1RTZgg//lObyRKTJTt+0646y7rd28Gkuxs\nYypVcmbX77ffGnPllfbXk9/MmcY0bizB2C7PPy/PzdOdr1bIzpa/02uukc6XlY4dk3KvvVa+N8a5\nnbHdgA3IpOyTOT8blPOV6+2c+1cBLQspxxgjuT6qVDHm66+t++XkBvl586wr0xtPPSU5YuwIxIcO\nGVO9ur2fiAqTni69UCd2PzZrJjuQQ1nHjpJky2433+yfvC3Z2bI79aOP7Cl/6VKJIdu321O+O9LT\njenaVdJaWPVmc+CAdORuv13Kz0WwpkBYudKYatWMeest34PivHmBEeSNkf+c1q2NGTfO+rKHD5de\nhL/ce6/9H5OPHzemTBnJOhjKhg61d6ObMTKscMEF/suWmZsbyuqluQcPGlO3rjHffGNtud44fNiY\nDh2M6dPHmJMnfSsrOVmGZYcOLfjGQbAGemMkYVazZhK8vN3J9uGH8s4eSFkOk5Ol9/u//1lbZqVK\nkoPDX+bPN6ZlS3vr+P13Gd8NdR99ZMydd9pbx5Qpxlx9tb11FGfQIOsTnt1+u3Q6AsXx48b06mVM\nly6SMdMbc+ZIHHvvPdf3E8yB3hjpddxxhzFNm3o2JHHokPxnx8QYs2GDd79cO02YIM/p+HHfy8rO\nNqZzZ2Neftn3snyRmSk9tORk++r44AP5KBzq/vxTkmbZ6frr5e/Qn9LS5NP2ihXWlPfpp9LrtTox\nm68yMox59FFJl+BJHDtyRN4Iq1cvurNKsAd6YySQffmlDOXcc0/RqXEzMoyZNElSDQ8YIGNagSg7\n25gbb7SmNzN+vKRctXrSxxtDhsgkmF0GDbI2J1GgOnnSmLJl3T8PwVMHD/pnR7MrEyca07y578Nx\na9bIJ+VVq6xplx2+/Vbi2L33yrkXhUlPlzfhiy6STyjFfRIgFAJ9rn37jHnySRmi6NxZxjBnzpQh\ng8mTJb1rzZoyWWHVCTl22rtXxhInTvS+jC1brB8G8sXPP8twm13atPHvwRxOsvO5fvaZrNwIBNnZ\nxvTsKa9tb+3dK6dE+fJacsr+/cY89pikbu7RQ+brZs+WOcRPP5VkfRdeKBPyv/7qXpm4EegDKdFr\nTpuLdvQozJ0ru+s2bZIt3BUrQlycbHEOpvS1a9dCfDxMmyaHjXvi+HG49FLZrPTQQ3a0znPZ2VCr\nlmwQa9zY2rIzMyU51u7dcP751pYdiIYMgZgYOb/Uaj16yIa6O++0vmxv7NkDLVvC+PGys9QT6eny\nmObN7d/9aqXDhyXB2s8/S5r0rCy48EJo1Qquvx7q1XO/rBIS8IqMeoEUEt0K9KHmxx8lC+Ts2ZIz\nwx3Z2fKYrCz44ovAemN79FEJxKNHW1vuX39B796BkeffCZ98IjmLvvjC2nL374eLLpKdzBdcYG3Z\nvli8WDpqP/0kefndkZkJt90GJ05IZ6mUr/v8g5Q7gV4PHvGzq6+Gd9+Frl0lrXBxjJGUylu2SDqH\nQAryINvAp061Pj3z0qXQpo21ZQayVq1g2TLry/3+e0mhHUhBHiRF8iuvyOshObn460+ckERsBw/C\nV1+Fb5B3lwb6ANC7twTt7t3h448LD5JHjshH7j//hIQEZ/J3eKpNGxlOszox15Il0K6dtWUGskaN\nJIHbwYPWlvvVV87ltvFU376S4bJDB1iwoPDrtmyRJGJZWfLGdc45zrUxWGmgDxA9e8rxZO+8I+P2\nM2ZIrwVg3z4Zv2zYEMqXh4ULZbw6EJUoIW9GVqcuXrzYvoMxAlGpUjLv9Oef1pW5d68k87v2WuvK\ntNo998hhNnfcIfNPK1ZIx8cY6ekPHy6did695ZNjmTL+bnFw0EAfQJo0keGb/v0lvXGFChLYa9WS\nMfyvvpKef6D3YKwevjl4UDIRNm9uTXnBol07CcxWmTZNso06kbXVF126wLp1cuLWTTfJiVDnny8d\noJMnZUjr8cfhLI1ebgukEd6wnIwtSnq6rDIqVy64/qiNkVz8X3wBrVv7Xt7cufD88zJRF06mT5f5\nmx9/tKa8Ll1g0CA5BDyYHD0qCxDOOy/w5qQCgU7GBrnSpaVXH0xBHuTFmNurt8LixeE1Pp/r8stl\nbiIz0/ey/vlHPi127+57WU4791zp0WuQ916QhRAVLHIDfXa272UlJckEXbipVEkOc1m1yveyvv1W\ngrxVB2Or4KKBXtmiaVNZwrd4sW/lHD8uR8G1b29Nu4JN+/bwyy++lzN5cuCutlH200CvbGPF8M3i\nxTIJGw67YV254gr5ROOLLVtg/Xro1s2SJqkgpIFe2ebWWyXQp6d7X8aCBdCxo3VtCjadO8tyWl9+\nh59+KgfUly5tXbtUcNFAr2wTEyOrb2bO9L6M+fPDO9BXqSK/R2+HwLKzJdD37Wttu1Rw0UCvbHX3\n3bLb1xv//CPrqcN1fD5X167eL7H89VeZgG1Z2AGeKixooFe2uvFG6Y3u2OH5Y2fOlLXfZ59tfbuC\nSdeusmHOG598Ir15XZoY3jTQK1ude66kRJg40fPHTp8uGQ3DXbt28kaZkuLZ49LSJBdMv362NEsF\nEQ30ynYDB0qunowM9x9z7JhMQgbjBh+rlSoFN9zg+Qqmjz6SN8oLL7SnXSp4aKBXtrv4Yslb8vXX\n7j9mxgxJYlaxon3tCiaeLlXNzJT0CQ8+aF+bVPDQQK8c8cQTkm/c3XRGEyfqkENe7dvLSUzr1rl3\n/bRpULOmvMkq5WugrwjMBTYCc4DyLq6pCSwE1gB/AUN9rFMFoW7dZC34vHnFX7ttm+yGve46+9sV\nLEqWlDe+998v/tqsLDnh6//+z/ZmqSDha6AfgQT6+sD8nNv5ZQCPAE2AdsAQwM3DwlSoOOssGDkS\nRowoPv/NG2/AgAGaazy/wYPhs8/kvNGifP217CTu2tWZdqnA5+uiq/VAB2APUBVIAhoW85jvgbeQ\nN4a8NE1xiDNGxt2HDCn8YOq0NKhfX06oiopytn3B4Lbb5OD1wnrrR4/KuQYTJsgpTCr0OXE4+H6g\nQp6y9uW57Upt4Cekd38k330a6MPAkiVyyv3KlRAZWfD+QYNk3fy4cc63LRhs3gxt28ph6VWrFrz/\n8cdh50748kvn26b8w51A786RunOR3np+T+W7bXK+CnMe8A3wEAWDPACjRo069X18fDzx8fFuNE8F\nk3btZFjm9tth1qwzN0MlJsIPP8Datf5rX6CrV0/eDPv1k3OD855V8P33cgrZ8uV+a55yQFJSEkke\nZrqzYugmHtgNVEMmXV0N3UQAM4HZwBuFlKU9+jCRmSnLBY8eldU1VavKFv8774TvvoPLLvN3CwNb\nRobsGK5ZE957T1IcfPYZDBsmu4mtONVLBQ8nTpiaAeSmS+qLjL8XaAfwMbCWwoO8CiOlSkl+9JYt\nJelZVBTcd5/8TIN88SIiTvfmq1eXN8q33pIjFzXIK1d87dFXBL4CagFbgZuBA0B14EPgGuBy4Gdg\nNaeHdp4EEvOVpT36MHTkiEzA1qoVfEcmBoJ9+2QXcY0ams8mXDkxGWslDfRKKeUhPRxcKaWUBnql\nlAp1GuiVUirEaaBXSqkQp4FeKaVCnAZ6pZQKcRrolVIqxGmgV0qpEKeBXimlQpwGeqWUCnEa6JVS\nKsRpoFdKqRCngV4ppUKcBnqllApxGuiVUirEaaBXSqkQp4FeKaVCnAZ6pZQKcRrolVIqxGmgV0qp\nEKeBXimlQpwGeqWUCnG+BPqKwFxgIzAHKF/EtSWBFcAPPtSnlFLKC74E+hFIoK8PzM+5XZiHgLWA\n8aG+oJaUlOTvJtgmlJ8b6PMLdqH+/NzhS6DvCUzK+X4ScF0h10UB3YGPgBI+1BfUQvmPLZSfG+jz\nC3ah/vzc4UugjwT25Hy/J+e2K68DTwDZPtSllFLKS6WKuX8uUNXFz5/Kd9vgeljmWuAfZHw+3tPG\nKaWU8p0vQynrkeC9G6gGLAQa5rtmDHAnkAmcA1wAfAvc5aK8TUA9H9qjlFLhaDMQbVfhLwPDc74f\nAYwt5voO6KobpZQKKhWBeRRcXlkdmOXi+g7ADGeappRSSimllPKLB4F1wF/AS35ui10eQ1YgVfR3\nQyz2CvJ/twqYBpTzb3Ms0xWZj0rm9FBlqKiJzK2tQV5zQ/3bHFuE8mbN8sA3yOtuLdDOv81xT0dk\nlU9Ezu0L/dgWu9QEEoEUQi/Qd+H0ct2xFD9nEwxKIosEaiN/lyuBRv5skMWqAnE5358HbCC0nh/A\no8AXhOaw8SRgQM73pQiSztVXwJX+boTNvgaaE5qBPq/rgc/93QgLXIK8MecaQdE7wIPd90AnfzfC\nQlHIPGJHQq9HXw7Y4u7FgZTULAa4AlgCJAGt/Noa6/UCUoHV/m6IAwYACf5uhAVqANvz3E7N+Vko\nqg20AJb6uR1WCuXNmnWAf4FPgOXAh0DZwi4ubsOU1YragFUKqICMM7VGevh1nWuaJYp6fk8CV+X5\nWTCmgyjs+f2H0z2mp4B04EunGmWjcMnNdB4y1vsQcMTPbbFKqG/WLAW0BB4A/gDeQD5tPu3PRrlj\nNrIEM9cmoJKf2mK1pkiaiJScrwxgK1DFj22yQz/gN2RzXChox5lDN08SehOyEcCPwMP+bojFxiCf\nxlKAXcBR4FO/tshaVZHnlutyYKaf2uKRQcDonO/rA9v82Ba7heIYfVdk9UZlfzfEQqWQXYe1gdKE\n3mRsCST4ve7vhtgsVDdr/ozESoBRBMlKxQjgM+B/wJ+E5setXFsIvUCfDPyNfFReAbzr3+ZYphuy\nGmUT0qMPJZcj49crOf3/1tWvLbJHqG7WjEWGbUJtSbNSSimllFJKKaWUUkoppZRSSimllFJKKaWU\nUkoppZRSShXu/wHA0Y6h41RhywAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x587d0f0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Log Scale"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = np.linspace(1, 10, 1024)\n",
"plt.yscale('log') # set y scale as log. we would use plot.xscale()\n",
"plt.plot(X, X, c = 'k', lw = 2., label = r'$f(x)=x$')\n",
"plt.plot(X, 10 ** X, c = '.75', ls = '--', lw = 2., label = r'$f(x)=e^x$')\n",
"plt.plot(X, np.log(X), c = '.75', lw = 2., label = r'$f(x)=\\log(x)$')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"#The logarithm base is 10 by default, but it can be changed with the optional parameters basex and basey."
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x5c2d890>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Polar Coordinates"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"T = np.linspace(0 , 2 * np.pi, 1024)\n",
"plt.axes(polar = True) # show polar coordinates\n",
"plt.plot(T, 1. + .25 * np.sin(16 * T), c= 'k')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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+ffuqqdLFYjExDEPTp0+nJk2aUEpKSpW0m5ycTB4eHgbF2mULwzD022+/6b3O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\nzjpa7TCwAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x55b8910>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.patches as patches # import patch module from matplotlib\n",
"ax = plt.axes(polar = True)\n",
"theta = np.linspace(0, 2 * np.pi, 8, endpoint = False)\n",
"radius = .25 + .75 * np.random.random(size = len(theta))\n",
"points = np.vstack((theta, radius)).transpose()\n",
"plt.gca().add_patch(patches.Polygon(points, color = '.75'))\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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0Opw9e9Z23KdPH5/6DQbW36ihoQHbtm3z6lqGYXDs2DG/x9CtWzc0Nzf73Y4V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\n",
"text": [
"<matplotlib.figure.Figure at 0x5c3db90>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.linspace(-6,6,1024)\n",
"y= np.sin(x)\n",
"plt.plot(x,y)\n",
"plt.savefig('bigdata.png', c= 'y', transparent = True) #savefig function writes that data to a file\n",
"# will create a file named bigdata.png. Its resolution will be 800 x 600 pixels, in 8-bit colors (24-bits per pixel)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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lW/Xq2Rts6lTXkWTm+edVtomj88+3skeYPfccnHeezYTzkhK9HOSCC+DZZ11H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\nIiIiIiIiIiIiFfv/ZTz0z+gDJCgAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x5522d10>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"theta =np.linspace(0, 2 *np.pi, 8)\n",
"points =np.vstack((np.cos(theta), np.sin(theta))).T\n",
"plt.figure(figsize =(6.0, 6.0))\n",
"plt.gca().add_patch(plt.Polygon(points, color ='r'))\n",
"plt.axis('scaled')\n",
"plt.grid(True)\n",
"plt.savefig('pl.png', dpi =300) # try 'pl.pdf', pl.svg'\n",
"#dpi is dots per inch. 300*8 x 6*300 = 2400 x 1800 pixels "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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8N7u+vwP8Bt/n/1NvT5wzZw6jRo0CoLGxkbFjxxJFEQDOOYB4HldU4A44AL7/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\nIiIiIiIiIiIiIiIiIiKSTv8f8Q28kUvHx5wAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x559b030>"
]
}
],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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