Created
March 28, 2017 14:45
-
-
Save odarbelaeze/621b4a56bfbd8472674ac1a22c84c44d to your computer and use it in GitHub Desktop.
Intro to TGA for info 3
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "source": [ | |
| "# Intro a TGA (RIP Moka)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x109739dd8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "from scipy.special import erf\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "def tga(T, bp, mass, width=5):\n", | |
| " return 0.5 * mass * (erf(-(T - bp) / width) + 1)\n", | |
| "\n", | |
| "def tga_plot(T, P):\n", | |
| " plt.plot(T, P)\n", | |
| " plt.xlabel('T [K]')\n", | |
| " plt.ylabel('P [g]')\n", | |
| " plt.grid(True)\n", | |
| "\n", | |
| "T = np.linspace(273, 473)\n", | |
| "P = tga(T, 373, 10)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T, P)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABlB4ANARhD4AJAR/w+fZCY1WkI0rAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1080f2ba8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 0.2) + tga(T, 625, 5)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T, P)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n", | |
| "[1 1 1 1 1 1 1 1 1]\n", | |
| "#x 10\n", | |
| "#dx 9\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "x = list(range(10))\n", | |
| "print(x)\n", | |
| "dx = np.diff(x)\n", | |
| "print(dx)\n", | |
| "\n", | |
| "print('#x', len(x))\n", | |
| "print('#dx', len(dx))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2gAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d499e80>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def derivar(x, y):\n", | |
| " derivada = np.diff(y) / np.diff(x)\n", | |
| " return (x[1:] + x[:-1]) / 2, derivada\n", | |
| "\n", | |
| "x = np.linspace(0, 2 * np.pi)\n", | |
| "y = np.sin(x)\n", | |
| "x_der, y_der = derivar(x, y)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.plot(x, y, label=r'$\\sin x$')\n", | |
| "plt.plot(x_der, y_der, label=r'$\\frac{d}{dx} \\sin x$')\n", | |
| "plt.legend()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 48, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEKCAYAAADuEgmxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d4417f0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 0.2) + tga(T, 625, 5)\n", | |
| "\n", | |
| "T_der, P_der, = derivar(T, P)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.subplot(211)\n", | |
| "tga_plot(T, P)\n", | |
| "plt.subplot(212)\n", | |
| "tga_plot(T_der, P_der)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEKCAYAAABKeLFiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkaaiwCUiIk1FgUtERJqKApeIiDSV/w+COZ3Bv3wwnAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c3e75c0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def tga_plot(T, P, plot_derivative=False):\n", | |
| " plt.plot(T, P, lw=3)\n", | |
| " plt.xlabel('T [K]')\n", | |
| " plt.ylabel('P [g]')\n", | |
| " plt.grid(True)\n", | |
| " if plot_derivative:\n", | |
| " T_der, P_der = derivar(T, P)\n", | |
| " plt.twinx()\n", | |
| " plt.plot(T_der, P_der, 'r', alpha=0.5, lw=3)\n", | |
| " plt.ylabel(r'$\\frac{dP}{dT}$')\n", | |
| " plt.gca().invert_yaxis()\n", | |
| "\n", | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 0.2) + tga(T, 625, 5)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T, P, plot_derivative=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 50, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEKCAYAAABKeLFiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYW/V56PHvO9Lsi3eMNxibfSk7ZodhDRAaspAGEqBp\n0zhpkkvW29J7b9PcPE/v09u0IcltktYNhISmkEBCIIRiTMjgsIMNCWYxGHu84QWv41k1y3v/+Emj\nI42k0XYkHen9PI+e0XJ0fr8zks57fruoKsYYY0xQ1JU7A8YYY0wuLHAZY4wJFAtcxhhjAsUClzHG\nmECxwGWMMSZQLHAZY4wJFAtcxhhjAsUClzHGmECxwGWMMSZQwuXOgFddXZ02NzeXJe3x8XHq6mor\njtsx1wY75uo2MDCgqlobBxtVUYGrubmZ/v7+sqTd3d1NV1dXWdIuFzvm2mDHXN1EZLDceSi1morS\nxhhjgs8ClzHGmECxwGWMMSZQLHAZY4wJFAtcxhhjAsXXwCUiXxSRV0VkrYjcLSJNfqZnjDGm+vkW\nuERkAXALcIaqngiEgOv9Sm9kbJx0qzmPjysHBkYSnhsdG88rnfFxzZhWbN9rtx2YtM2+/kjC47Fx\nZXh0bNL+Y2x1alNWqrB7t/trTAXxexxXGGgWkRGgBXin2Ak8+uoOlt21ujg7e+TXxdmPD174n5cx\np72x3NkwteRXv4I1a+DII+HGG8udG2Mm+FbiUtVtwD8Bm4HtwAFVfbSYaezpGy5e0KpwZ/79Y/QO\njUy9oTHFsmaN+7t+PfT1lTcvxniIX9VRIjID+DnwEWA/cC9wn6r+R9J2y4BlAOFw+PSVK1fmlM7H\nHynPTBvlcueVrUXbV19fH21tbUXbXxDYMWev8847J+5vue46xgL0f6ulz/niiy8eUNXinRgCwM+q\nwsuAjar6LoCI/AI4F0gIXKq6HFgO0NraqrlO03L3oj3c8O/PFiO/gXD62efR3lRflH3V0rQ4MXbM\nOb1x4m7nBRfAtGlFy5PfavFzriV+Bq7NwNki0gIMApcCLxY7kXOOmMWG/3M1InBweJS3dvZx+KwW\nZre59qDkEqWITNzf2TtEZHScQzoaWbVqFZdfcjEAw6NjvLN/iEUzmhkcGeP+l7Zx8TGHsGhmC5v3\nDDB3WiMHh0bZcWCIma0NzGlvJFwnDI+6Dh/v7B9kZ+8wzQ0h5rQ3MrutAYCGUB0iwsjYOJHRcVoa\nQoyNK1v2DdJcH+KQ9kZEXB7XbjvAS5v38bcPvJqQ/6u+/Tue/OtLiv1vNMaYwPAtcKnqcyJyH7AG\nGAVeIlqyKra6OheMOprqOf3wGQmveQNVsrkd8d759XXx7RrDIRbPdiXv9lAdN5/TOfHaYbNa3DZt\noYngGNNUHwJgyZw2lsxJX01RH6qjPuSaF8MhmUjL68QF0zhxwTRuOqeTzlvjnUa27qu5+TSNMSaB\nr+O4VPXvVPVYVT1RVW9S1WE/06tWHz+3s9xZMMaYimEzZwTAf3/PMQmPd/UOlSknxhhTfha4AqC1\nMbFG9/6XtpUpJ8YYU34WuALoiTffLXcWjDGmbCxwBcQVx8+duN8Qto/NGFO77AwYEDeeffjE/b6h\n0TLmxBhjyssCV0AsnNE8cf/FTfvKmBNjjCkvC1wBMas1ccxYZDS/2e2NMSboLHAFREezp2ehKrv7\nbEicKaEMA/mNKTW/lzUxRSIiLJjWxKnPPsrCA7s4sGYO8y85q9zZMsaYkrMSV4Ccp/s4cs8WmkaH\nabjv3nJnxxhjysICV4AcRnyewv6I9Sw0xtQmC1wBcnj/non7/cNjZcyJqTk+rdtnTD4scAXIYTt6\nJu5bicv4atx6rZrKZYErQFobQxP3+4dH4b77ypgbU9XWrCl3DoxJywJXgLQ0xDuB9g+Pwdq1sGtX\nGXNkqtbu3eXOgTFpWeAKEO8s8RNVhQMDZcqNMcaUh2+BS0SOEZGXPbdeEfmCX+nVgtaGeFXhQGSM\ncWswN8bUIN8GIKvqOuAUABEJAduA+/1KrxaEQ3U0hkMMj46hqgxGxmgtd6aMMabESlVVeCnwtqpu\nKlF6VavFU+oaHLEu8cYne/ZMvY0xZVKqwHU9cHeJ0qpqCYErYoHL+GDtWnjrrcTnbK5CU0FEfW4n\nEZEG4B3gBFXdmeL1ZcAygHA4fPrKlSt9zU86fX19tLW1lSXtbHXeeSfPbh9lR78bY7P00DB1113N\n0KGH5rW/IBxzsdkxT63zzjsnPbfjPe9haN68IubKX7X0OV988cUDqlpTrQalmGT3KmBNqqAFoKrL\ngeUAra2t2tXVVYIsTdbd3U250s5adzdv9u9gR38vAB0zZnHi2WdDZ2eeuwvAMRdZoI9582bYtg1O\nPhlaWrJ+W87H3N096anORYvg/POz30eZBfpzNlMqRVXhDVg1YdE01cerCoesjat29PXBHXfAihXw\n8MPlzo2pEiLyYRF5VUTGReSMDNtdKSLrRGS9iNxayjym4mvgEpFW4HLgF36mU0u8gcs6Z1QhVejv\nn/z8K6/E769d61/6NtVTrVkLfBBYlW6DaK/w7+Jqz44HbhCR40uTvdR8rSpU1X5glp9p1Jqm+vi1\nxtDIeOVMfqpqDfjFcO+98NprrlrusstKn74Frpqiqq+DW+8vg6XAelXdEN32HuBa4DXfM5iGzZwR\nMM2VWFW4axf8y7/AD34Aw7Yyc956e13QAnjyyfLmJVmlXCCZclgAbPE83hp9rmwscAVMRVYV3nOP\nG/ezdSv85jflzk1wjYwUZz/bt7u2sHfeKc7+TKULi8iLntsy74si8piIrE1xu7ZcGS5UKXoVmiJq\nbqjAEtfevfH7m2yMedn927+5v888A3/3d9m/b3wcVq/2J0/GT6OqmrZjhaoWWue8DVjkebww+lzZ\nWIkrYKxXoclJLlV8r70G//Vfhe/HVJsXgKNEZHF0XO71wIPlzJAFroDxds4YHBnH7wHkpoY8+mi5\nc2BKTEQ+ICJbgXOAX4vIiujz80XkYQBVHQU+B6wAXgd+pqqvlivPYFWFgROuq6M+VMfImAtaB4dH\n6Sh3powxgaSq95Ni8nNVfQe42vP4YaBiBhBaiSuAvNWFBweL1KBfLFYCNMb4zAJXAHm7xO8fqLDA\nZYzJbOdOGzZSIKsqDCBvO1fvkAWuohsZgXDYnwHVIyOuA8TwMFx1FZRrItj+fjffoQ0aL61nnnFD\nFVpa4ItfhPr6cucokKzEFUDeEteBdFWF27a5AcEPP1yd1Xc7drgAsHlzcfe7aRP88z/D//t//lwV\nP/UUrFkDr75avjkHn34a/umf3NyH2X43Hn8c1q/3N1+1YMUK93dgAJ5/vrx5CTALXAHkHct1YCCS\neqM77nADgp9/fvLaSuns3Qv/+Z/BCHY/+AE895w7zrEiDgv44Q9haMj9Lx5/vHj7jXn55fj918o0\nY86jj7rPd8sW6OnJ/n3/8R++ZakmWXVh3ixwBZC3c0bv4Gjqjbwn861bs9vxfffBm2+6YOc9wVai\nUc9xp5qUthjefdef/VaSwcFy58CYnFng8sP4OLz+em5XsznwBq5pL79YvB17pwh644389lHpJTVj\nSmHvXnjkEXchaIrOAhe4+uZinnB//3v46U/hzjtdW1ORedu4WjdvsGBhSqe3t9w5CIa774Znn3VV\n7wcPljs3VccC1zPPwDe+waH/9V/FCwAPPJD6fpEkz55hgcuUzM9/Pvm5fJZCGRx08yLu2RN/bvdu\n+O1vXXfx2DYrVrgOLZX0Hd+yxbV/7tuXfhtvNbPN31l0fi8kOV1E7hORN0TkdRE5x8/08rJiBajS\ntGsXbNxY7txkxVvi2rpvoLKWwKimdqFKOllWiuST8Ntvux6KP/oRRCKulLF69dTB7Fe/crc77oi3\nV/7wh/DEE/D977v3r1jhLixXrnS9MCtBJAK33w6rVrnSlCkLv0tc3wYeUdVjgZNx81xVroA0VHvb\nuIB477e+PtdNfCqq8MQTzH7iCdi/v/gZHBoq/j4zsQCTv0L/d3fd5araN250AeeRR1xAmqrHZOz1\n/v74kAZvJ5t77knsIPTcc4Xls1i8v69qukgLGN8Cl4hMAy4EbgdQ1Yiq+nCWrD2tjYnjxjW23Pu3\nvgX/+q/w0kskbZD4+M034be/pW3jxtRVP4WypTHSq+Yg6606K3TC3uRODd6lc0zN87PEtRh4F/ih\niLwkIj8QkVYf06sZoTqhPhT/6IZHx+G7341XuUzVruatdtmyxZ1M163zIaem7Mo5M0a2bV/ZBHO/\nhjyYQPJzyqcwcBrw31T1ORH5NnAr8LfejaKrdS4DCIfDdHd3+5ilyTqjXdYjkQjPP/88A0Uo/nd6\nusFH9u/nnSIdk3e/YVFic2a83bOZ1vr0J6j97e3sD8WrF2evXUtbTw+RSISenh52/uQnzH3ssYT3\nDIyOsivLfHcmdfvfu2YNvVOt5js2RnhwkNE8pzzyprnld79jLMv99PX1ZfyOefc7ODTEziJ/Hxeu\nX0/YcxLu8ew/fOAACz3pb370UeoGBxmdNo2OV19lpue1niyPoae7m77+/oRj9r6+K/adV6XzD3/I\n6hh60uwr2finPsXeM86g75hjMuZxx7PPMrRlS8Z9Jac7lak+54zGxpj91FOEhobYc+65Cd/Rxl27\nmJfF5+A9lndfeIH+3bsnPb+/o4P9ddY/Lh9+Bq6twFZVjVVO34cLXAlUdTmwHKC1tVW7urp8zFIK\n0S9eT08PS5cuhRNOKNo+ATjkEI5Od0y7d7vG58WL4cQTc9pv645NDPa5kfez585jbkdT+vedcgp4\n87B3L4yP09PTQ2dnp/sxdXYmvufoozk+288i6cfbedppcN556bcfH4fvfc8d/xVXwLnnZpdOmjQ7\nL7gApk3L8m3dZPyOeY+ls5Pjiv19fOklOHAgnoR3/3v2JFTzdq5e7WZX+OAH4bTTEtpUOrM8hs6u\nLp5YuZKLGhthxgw49tjE1888082X+Prrk78DaSSkPUVwWLJ9O3zqU5nzeNZZcOSRU+5rIt3RUVeV\nOH8+TJ+ectspP+dMnnrKfUcbGlwPx2uuib+2ZUtC+13azyH5fxz7fXuPMfl3abLmW+BS1R0iskVE\njlHVdcClQJnmuEljqilXxsbcLBKqsHSpm3i1mH7yE9cusHo1LFyY9keYineOwt7BkcyBq9K8/roL\nWuDaQvIJXF7FaDd64430UzwND7uTWKmr3WLfz1/8At7znrx3M+Pll10HCpgcRDZuLH2bZKGf18qV\nrrNGczN86UvFn6j2dU8fsi1bCt9fNbdrlonfs8P/N+An0eWeNwB/5nN6mfX2utm5Z82KP072wAPu\nx/ze97qSSWxSzLo6OPvs3NPctculmerH5W3M3rQpHrgOHHB1+vPnp91tQ3QxSYB9hS5tMppm2qhs\nbN+e+3sqsffmPfekfv6FF9xkvp2dcNNNmYPXu++6AJdl6a8kVOl47bV4aSp56EQ5gtaPfjT5uVzE\nehgODsIrr7jSqKkpvgYuVX0ZOMPPNLL27rvx8SE33uiqJpJt2BCvqvnJTxJfe+SR/AIXuOrACy/M\nvE3sx3vgAHz72y6fH/gAnHxyys1ntNbTH3EBZ2y8jFd0d901+blyXGGOjrp0i331/etfu78bNrgZ\nUTZtgjlzJpcS33zTjesRgc98xm1TrQ4edDPFp2i7mtKOHflPhdbbCx1J630X8l0bH3cXpCZwaudT\n++Uv472c0s1yPVXHjF27pk7H034xIZdZxh95JJ7P+yetqD1h8ex4B83IaB4zFxRLrAqqnPbuhdtu\ng29+M7vPKFvJJ8Vf/tJd2Dz6qBt46xUbjKrqtssnrSw7R5TdXXe5momf/Sz792zf7r7bqQb5Zxt8\nvvnN4syoPz7uSn3f+IYt1RJQtRO4itGdNptlCPr68tt37MebPHhX1f3gk4JtS0O8sPzqOymCZbo0\nenri7UtBs307/O53k6t477/ffb6Dg1OfTFVdA/m992aesmcqmWZyyFQVmu4kvXGjmzUiCGIXB7mU\nnJYvd7NqFDq+K5dgmc5LL7n/9+Bg7ku12MKbFaF2VkDO5wsnUrxqrwMH8mv7WLvW/eCTeEtZkbEs\nS1wvv5z93InFOO5IxFXdJf/vk/et6kowqq4KN9VnNTLiTn6pxpx5JzGdIig3b9niqv3AldRS9XjL\nhjcP6drHclHiYSAll+n7VOyq5Q0bmPXUU3DUUbBgQeJrO3e6mT2KZe9e99nNmwfnVN6MdtWqOkpc\n4+P+jKzP5Qc1MuICTPKsFTH33ptfWmkWgZw/vTn7vMXkMuFvIR02wLUH/eM/uvnnpvo/vv22u/L9\nyU/SLwOxfXt8P9muL5ZCi3fF5Hw6lsT097vS8Y4dk5eAyXSRlO41v9oFf/xjf/ZbqUZG4Mc/pv2t\nt+Df/31y1fEddxQ3vdtvd1W8K1akX4375z937dymaIIfuFTd8iHf+Y7rJlsuzz7rqvReTLM+VgEn\n21Qaw4kfnRb7ijbThMO9va4dZ9Wq9Nvcf78Lfps3T90u4a2uufvu3PLpp6lm9d63L/ceksmfxdCQ\nK5kWo9t1Kj6tCVdUxQzaydXIyVWLqar7Vd1adPmspO1tgsi09taKFUU/B9Sy4FcV7twZv9J56im4\n/PLU2yVf6X7zm25AZqZtcvGb3+S2fXKJJvbjTQ4YaU6M7U2JH11kbJzGcCjltkWxb58rXRx1lAtK\nucykX671iHp7XVCYPduf/d9+e+El03/+Zwj5+LkFwY4d+deYTBX0smnP/cUvXLf6xYvhT/80v3xk\nI1ZFbQoW/MAVieT3vt7eyVdnuV75RSJusOKhh+ae/vPPZ7ddmqpCSQqyuw9GWDAjj+rDbAwPu6EE\nkYibEWOqoFUJAy5373azc4yPw8c+5gJusWUbtCIRN3g9VdfrkRF3y9fwsKuqPOywyRdiqVTK8iBe\n5W7fe+UV93fjxsJ6ye7Y4b5z2XwOpiDBryostcHBeMB7/HFX+vjBD7J774YN8Z5syaWQAk/2f9ia\nYeL9J5/MrxokZvXq+AXCU0/lvx9V166U78VGLh58MD6swDMmrz25+7PfQXbzZrde1be+VdyhA7E2\nk4cect/B2293n3ElXDQEWT6LYsasX+/a1NJNWJ3LsBiTUfBLXMnefTf14M9izNawb59r7B4bc4OY\nY739sr1i/vGPXbXQF79Y2A8khc17pzgppmt7y0ahed22zf1dtcqtcJuL2CKCuQ52TR7+oJq6KvjO\nO+HjH89t37m48073/4tE4rOw5CN53bQVK1wvtlhpoa/PtWctWZJ/GtXAuqvXhOoLXN/7Hnz+84nz\n/m3Zkl3gmupL/4tfxO/n21trbMxdgSfL40q5pSHEQMSVpAZHpihRlbOK6JVXoL0dnn46t/ft2RMv\n4eWykGCqC4lXXoGTTpr8/KZNiXPTFYO3dOsN+oWMn0t1/Mk91Z59tjKrAot8kZa3QkqjAwOux3Cx\nS7Rbt7qLkmOPLf5cqFUs+P+pVGOEHn0UPvxhF7DC4cnTN1WiX//ajQXJwdFz23l5i49rcz7wAMyc\nmftVbKqTbK5BC1LPJZmNt96anOdf/CJ14ILiDGr12r/fBd1CqmezkVyCS9MeWnZf/7p/+37oIVi0\nCObOnXrb5GEL6aQKTg8/7MZUFtO+fa6KV9V1Ksu0ooJJEPzAlcrYmOuammvX6nK3D2TbVha1aEaL\nv4ErNiZt0aLc3pfv7CHV5J57Jpfyy/39qlZ33QVf+crU2/30p/mnUeygBfFqXnBV4ha4sladgQsq\nazyQT2a2NiQ8Hlelzo86fr/GGE0lnzn/KkW6eS8teBVfNhdK2S4Q+/3vT24ffeih3PNkfFWdvQqT\n5/urUjOSAtemPRk6aKQb1V+J+vtdr8tUExZn42c/Sx0gSr2ERzILWuXxzDPw3e9mt22qOU0L6dhk\nfFGdgSvftoUgndxT+NXv3yl3ForjG99wdf+F2LNn8nPFnKMuH9u3l28wdi0YGUndllpIb05Tkaoz\ncNXo1Crj1XRFn9z925ipPP20lY5qhK+BS0R6ROQVEXlZROwb5YNrTkrsibirtzaqSY1JMDCQ+xhB\ng4jMFJGVIvJW9G/KaT9EZCx6Hn9ZRB4sdT6TlaJzxsWq6t8CUDU+4PCIOW0Jj//z+cnVnY3hOma3\nNbJt/+SxbHN2buLdg5MnHr36j+axdtsBBiJjDERGOXnhdNbv6mNWWyPjqrz9bh9j48q05noODMbH\nTbU2hmmpD/FuX+I+TztsBms2u1lDTpg/jR0HBtnTnziDRktDiJExpak+xMGhkYnnDp3WzPi40rPH\ntT+0NYYZHVeGomPXQnXC2LgyvbmecKiOOe2NbNs3SO/QCGd2zqQxXMcLPXs5pKOJLXsjsP5NTl44\nnU17+tk/OML05nr2D04e+3XYzJapB3YDs1obGBoZ56SF03hmQ7yKsjEcYnjU5VFEWDSjmR29QxNL\n0hw6rYkdB4YI1QlN9SH6hydPITWjpYHj5nUwp72RFzbu5Z0DgxPHfNQhbbyxI171OL25njFl4n+X\nYH18AtjY+L+ZrQ3Mn9bMCQs6mNvR5E/HnlK57bZy5yCobgV+o6r/ICK3Rh//dYrtBlX1lNJmLT3J\nOKt4oTsX6QHOyDZwtba2an+uCz5u2VJ4ewjQ09NDZ2dnwfsph289lmFWamOyNL2lgY+f21nubBRF\nIH/PX/taXm8TkQFVbZ16y5TvXQd0qep2EZkHdKvqpGlqRKRPVdsm76E8/G7jUuBREVktIst8Tqtm\nLbuwxqf5MUWxfyBC97pdU29oKk1YRF703HI5185V1djCdDuAdCO5m6L7flZE3l9Ydgvnd1Xh+aq6\nTUQOAVaKyBuqmrCIU/SfvAwgHA7TneNM0Y27djGvCGsORSIReoKwdlEaMxqFfcNV1DnDlMXLW/bT\n2VjEyYDLJIi/5578Z8kfVdUz0r0oIo8BqZaw+J/eB6qqIpLuJHJ49Fy+BHhcRF5R1bfzzXChfA1c\nqrot+neXiNwPLAVWJW2zHFgOrqqwq6srt0S2bp16ocIsBLJqwaOzE4ZGxrjjyY1ExipkbjgTSNo2\nh8Wz86p5qhhB/D135nruy5KqXpbuNRHZKSLzPFWFKYvcnnP5BhHpBk4Fqi9wiUgrUKeqB6P3rwB8\nnLTMNNWH+MzFR2a9fRB/3IWyY55sMDLGv62Kn4Mee20nn7Tq51rxIPCnwD9E/z6QvEG0p+GAqg6L\nyGzgPOAfS5rLJH62cc0FnhSR3wPPA79W1Ud8TM8Yk4fmhsQVmPsjBa7qbPJTyIKi+fsH4HIReQu4\nLPoYETlDRGKTpx4HvBg9l/8W+AdVLbyaqwC+lbhUdQNwsl/7N8YUz4yWBvYNlGCBT5PeqlVw6aUl\nTVJV9wCTElXVF4G/iN5/GvijkmZsCtU5c4YxJicfOHVBwuMRayctvdiCq2ZKFriMMXQ01yc8PpBi\nQLYxlcIClzEGgAXTmyfup5x9w/gryDOXlFjwA9cuGzBpTDFMb4kvk9M7aB00TOUKfuB6sOzzPRpT\nFdoa470LB6xnoalgwQ9cxpiiaGmIdzLuj+S5pp3Jn1UVZs0ClzEGgFZviSvFTPXGVAoLXMYYwEpc\nJjgscBljAGj1BC4rcZVBNa1g7rO0M2eIyHeyeH+vqv6vIubHGFMmLZ6qwv7IGKqKWLuLqUCZpny6\nFvjqFO+/FbDAZUwVqA/V0RCqIzI2zrgqw6PjNNWHpn6jKY49e6bexgCZA9dtqvqjTG+OzhpsjKkS\nLY1hItE5C/uHRy1wldL+/eXOQWCkbeNS1W9N9eZstjHGBEdrg3csl3XQMJVpytnh07R1HQBeVNVJ\na7cYY4IrsWehddAwlSmbXoVNwCnAW9HbScBC4BMiYiUuY6pI4lguK3GZypTNelwnAeep6hiAiHwf\n+B1wPvDKVG8WkRDwIrBNVa8pIK/GGJ9Zicv4SUTGVLXghtNsSlwzgDbP41ZgZjSQDWfx/s8Dr+eR\nN2NMibV42rgGrY3L5EFE2kRkUbqXo9t8spA0silx/SPwsoh0RxO9EPg/ItIKPJbpjSKyEHgv8PfA\nlwrJqDHGf43h+LVsZNQWkzR5eQDYICJPq+oPk16LjbI+tZAEpgxcqnq7iDwMLI0+9T9U9Z3o/f8+\nxdu/BfwV0J5/Fo0xpdLgCVzDtgqyyc8bqvpZEfnnDNtcKSL/DqyO3v6gqtnU4AGZZ844VFV3AKjq\ndlwUTbtNiteuAXap6moR6cqQzjJgGUA4HKa7uzvbvAPQ2dOT0/bpRCIReoq0r6CwY64NuRzz3qF4\nsDrYPxjY/1VQP+eeHM9/FepMEfkGcIyIHAWsV500n9UK4H8ApwOXAF8APpZtAplKXA8Dp03x/kzb\nnAe8T0SuxvVM7BCR/1DVG70bqepyYDlAa2urdnV1ZZPvuCJ90D09PXR2dhZlX0Fhx1wbcjnmjv5h\nVm3dBICE6gP7vwrq59yZ6/mvMn0H2Ag8BdwIHA98OGmbbcAcVX2MKZqcUskUuE4Wkd4MrwuQ9nVV\n/RvgbwCiJa6vJActY0xlaQjFO2cMWxuXyc8u4H8DjcBuYF2KbZ4HviciDdFt3lTVW7NNINPMGSFV\n7chwa1fVBbkdjzGmkjXWx08JQyPWq9DkTlUfBZ5T1QuAm0nslZ68zYXAn6baJpOSLGuiqt02hsuY\nyheuE+qiM8KPqzI2bkttmLx0iMhpuCFTrQVsk5Ktx2WMmSAihEPxpUxGrGehyc+XcJNU/CuuI0aM\npNnmkVx2ns04LmNMDWkI1U2M4RoZs6VNTO5UdQTXSSP5+bqptslGpu7wTcCngSNxUzvdrqo2B4wx\nVa4+ZIOQTWXLVFX4I+AMXNC6Csg0mMwYUyW8g5AjVlVoKlCmqsLjVfWPAETkdlz3RWNMlfNWDQ6N\nWOAylSdTiWskdseqCI2pHd75CoetS7ypQNkOQBagOfpYAFXVDt9zZ4wpuQZPG9fImHWHN5UnbeAq\nxpopxpjgqU8IXFZVaCqPjeMyxiSoD8eH2ljnDFOJLHAZYxJYd/jqIyJXisg6EVkvIpPmBBSRRhH5\nafT150QrG+uyAAAeYElEQVSks/S5zJ4FLmNMgqawTbRbTUQkBHwXN6zpeOAGETk+abNPAPtU9Ujg\nNuD/ljaXubHAZYxJUG9TPlWbpbg1sTaoagS4B7g2aZtrcWN3Ae4DLhURoUJZ4DLGJAh7qgpHLXBV\ngwXAFs/jrdHnUm4THf50AJhVktzlweYqNMYksO7wgRMWkRc9j5dHF+itWha4jDEJbHb4wBlV1TMy\nvL4NWOR5vDD6XKpttopIGJgG7ClqLovIqgqNMQnqrcRVbV4AjhKRxdEVh68HHkza5kHcgo4A1wGP\nq2rFfvi+lbiis8uvwi3fHAbuU9W/8ys9Y0xxWOeM6qKqoyLyOdy6WCHgDlV9VUS+Dryoqg8CtwN3\nich6YC8uuFUsP6sKh4FLVLVPROqBJ0Xkv1T1WR/TNMYUyGbOqD6q+jDwcNJzX/XcHwI+XOp85cu3\nwBUtZvZFH9ZHbxVb9DTGOFZVaCqdr21cIhISkZeBXcBKVX3Oz/SMMYXzVhWOjo8zXrlNHaZG+dqr\nUFXHgFNEZDpwv4icqKprvduIyDJgGUA4HKa7uzunNDp7eoqS10gkQk+R9hUUdsy1IZ9jDguMRuPV\n2xt6EoJZEAT1c+7J8fxXq0rSHV5V94vIb4ErgbVJry0HlgO0trZqV1dXbjsv0gfd09NDZ2dnUfYV\nFHbMtSGfY27cvIHRiFuGb96CRbQ1BWvkTFA/585cz381yreqQhGZEy1pISLNwOXAG36lZ4wpnnrP\nYpI2Q7ypNH5eRs0DfhSd4LEO+JmqPuRjesaYImmwLvGmgvnZq/APwKl+7d8Y4x9b2sRUMps5wxgz\nSULgshKXqTAWuIwxk9QnzBBv3eFNZbHAZYyZxDvRri1tYiqNBS5jzCQJs2eMW4nLVBYLXMaYSeqt\nxGUqmAUuY8wk4Tqbr9BULgtcxphJwknzFRpTSSxwGWMmqa8TIqF6wHoVmspjgcsYM0l9qI6fnXQ5\nv593NH848ZxyZ8eYBBa4jDGTNNbXsbt1Br894kx6ps0td3aMSWCByxgzibc7/GB0lnhjKoUFLmPM\nJAmBa8Q6Z5jKYoHLGDNJYolrrIw5qSFtbeXOQWBY4DLGTOIdgDw4alWFJdHaWu4cBIYFLmPMJAkl\nrmErcZnK4ucKyItE5Lci8pqIvCoin/crLWNMcXkDV++4Xd+ayuLnCsijwJdVdY2ItAOrRWSlqr7m\nY5rGmCIIh8T9goFdoWZUFRHJ/CZjSsS3SylV3a6qa6L3DwKvAwv8Ss8YUzx1IjTV23yFpjKVpA5A\nRDqBU4HnSpGeMaZwLQ3xCpkRmyHeVBA/qwoBEJE24OfAF1S1N8Xry4BlAOFwmO7u7pz239nTU3gm\ngUgkQk+R9hUUdsy1IZ9j3nfqqdTtH5l43LN5C631wakqDOLnHDlwgHdyPP/VKlH1rwpAROqBh4AV\nqvrNqbZvbW3V/v7+3BL52tfyyluynp4eOjs7i7KvoLBjrg15HfPNN/OeB7aybudBAF4YeZI57Y3F\nz5xPAvk5z50Lf/mXOb9NRAZUtab60vvZq1CA24HXswlaxpjK0twQmrjft2BRGXNiTCI/27jOA24C\nLhGRl6O3q31Mrzb80R+VOwemRrQ2xgPX9ouvKmNOjEnkWxuXqj4JBKdSPChOOgk+9CE4cABuu63c\nuTFVrLk+fnrorW+GJUtgw4Yy5sgYx0YWBlWdfXTGX94S14DNEG8qSPDPfqecUu4clFZsEKhNyGl8\n5u0OPxAZg1Aow9amYDbAO2vBD1xHHFHuHJSHCHz5y+XOhaliLQ1JJa6mpjLmxpi44AeuWtPcHL/f\n3l6+fJiq19oYL3EdHLKqwiATkStFZJ2IrBeRW1O8/nERedfTke4vypHPbPk+ANkU0ZFHwgKbNcuU\nxvTm+on7FriCS0RCwHeBy4GtwAsi8mCKeWN/qqqfK3kG82AlrqDo6IAbbyx3LkytCIUSOmf0D1vg\nCrClwHpV3aCqEeAe4Noy56kgwQ9c9fVTb1MNbrml3DmobFZtWjyzZ8NhhyVUFfZbr8JKFhaRFz23\nZUmvLwC2eB5vJfWE5x8SkT+IyH0iUtEjzoMfuIrULbxvyZKi7Mc34TS1umeeWdp8VKqZM8udg+qx\nbBmI0OrpVdg/PGa93irXqKqe4bktz2MfvwI6VfUkYCXwo+JmsbiCH7gyyeGHtvvCC/NP59oylrov\nvbR8aVeS5M/63HNhzpzy5CXIZs2ChgYgsVehVRUG2jbAW4JaGH1ugqruUdXh6MMfAKeXKG95qe7A\ndfbZpUnn1FPh6KNLk1Yy66Kc2mmnwfvfX+5cTDZ7NhxySLlzkZXEqsKxMubEFOgF4CgRWSwiDcD1\nwIPeDURknufh+3DrJ1as6g5cqUpcxx5b+nyY0mtudj0w/+zP4IYbyp2buEWL4DOfKXcuspIQuKzE\nlZ1lyc1LGZxwgn/58FDVUeBzwApcQPqZqr4qIl8XkfdFN7tFRF4Vkd8DtwAfL0nm8lTdgSuVa67x\nZ78+Lg9jsnTttTBtGnR1QWt0lYfDD4djjilrtgKlMb50SZsncPVZ4MrO/Pnw6U9PvV1TE3z4w/7n\nJ0pVH1bVo1X1CFX9++hzX1XVB6P3/0ZVT1DVk1X1YlV9o2SZy0PtBa5yTJX0xS+WPs1k8+ZNvU0m\n0XaPCTfdVNj+cjXVyUDEVdl+8YsucGXryisLylbV8VSvtjd5AtfQaPoOQibRoYeWOwdVr/YCVzlM\nm+bv/k/Poh01OfAUqtRTbc2a5c9+S9UOGhSe9rfGcB31IVfdHhkbZ/iCC21yZ3BLCx1xBPzxH6ff\nZqpSfrnaxKuEfQu9Ojpyf89ll2W3nV9VlH7vu1pccklh76/BcWIiklBdeLC+GT4XiIkVsnd1iiUC\nG6dY6fnMM12NQ6YhNDNmZN5HqpK+DTfIWvAD11RfkFw6Y+RTpXfWWZlfj82offrp8Od/nvv+s+H3\nF/4vKmDasqnaEKf6H1x4ISxcmHu6p54K112X15LqQLACXoqagbbk6sKZM2Hx4lLmyj9dXf6Ng5zq\n+9rS4k+6NcK3wCUid4jILhFZ61cagBurc9556TLhuh9ns4/Y9rmWXmIzd2RzYj3ssNz2XW5f+hL8\n7d/mfsIvRiDN5nPLVT7tm01NcOKJ5T3RvOc9U1+gFer88+Hmmyc93d4Yn5lmooNGLm2IpXDjje7C\nJNfVwRcsKO5Fn80jWjJ+lrjuBErT8n355fm/t6EBrr++eHmpVPn0euzoyG8NpmuugU99ygW9ZCee\nmPm9CxfCX/91aaqkPvlJ/9MohnPOgYsu8jeNyy5L2Y7oLXH1Do24O4cf7kqhV1wxuS3n1FP9zGVq\nRx7pqoKLFVCnCmbpLmK85xErUfnKt25CqrpKRDr92n/RXHedfw3/laTQK8tc35+qF+P557sZLdZ6\nCuEXXOBKzLF2hXzzmc/7srlCruRG9OnTYf/+wvYxbRp86ENpX+5oipe4egc9XeJjFyDbtye+4dpr\n4aWXCstTvqZqmyqWdLUB3mrhc86BF16Avr7S5KnGBL+NKx+xVZPb2ib3jsv3xFmrC1rm4qKLJl+J\nLlniquNEMv/vy9VwXez2nGL2yjvpJPjqVzMPej3uuMz7eN/7MlZhdzSnKHEFkUj+A9EvuCB+P9up\n4Roa4POfzy89M6WyD8yIzmS8DCAcDtPd3Z3Xfjp7eiY9d6CtDUSY5nmtp7sbaWuj+fDDGZ4zh7Hf\n/Q6Avr4+uru7aV+3jlkp9pVOTyy/Y2Mp86B1dWzyHFOqbWJGW1sJ9/dnTieNTPsFGBocpGnnzoTn\nIpEIPRne503zsA0bqBsZSXgtXZq7X3yRvoMHJ+Vr0xNPoOEwHbNmMXP1aobmzGFHTw9s2pRyP7Ma\nG2lft46+I45g91NPZTzG3QsW0DfF/+iQ114j7Dnm2PFl2m/PFJ/dwWOOoX3durTvH21p4eBxxzFj\n9WpUhK1LlzKW4X+XLg9t69czO+k9m88+m/FVqwCYMz5O6+bNk9675YwzmJvhc97x7LMMbdmS8jWA\ng3uGJ+6/tPYNDul7O+H12WvX0pb0+0p3bL3HH0/Ha8lLQBUu9hmFBgdZFE07+bu99brrGN2+PSFv\nO597jsFt2ybld7yhgbpIJL7/ri5CZ52FjI0xWlcH0fTCvb0sTDr2ZOn+F6m+e8O9vWzP8/xXa8oe\nuKIzGS8HaG1t1a5866lTfeCxklX0JArQmWb/3d3ddHV1uVJYcvVHBgn7iwbBBOEwi73bPPFE+vam\ns86C556bOp1UpvrCH3544urJQE9PD52dnWnfkpDmM8/A8HDia2nS7DzjjPjYMu+J/6KLXGeWri73\nmbS1cWymklRXl6tqiXWq8KZ36KHuCnrlSujooPPyy6cule3YQc/mzRPHPHF88+fDf/5n6mPx/g9S\nHe8nPwn/8i/p02xvh89+Ft58E2bNYnGsI1AOJ6jOri5XLbh1a+LzF18crx7buTNlaa7zggvoue++\ntJ9z59lnZ6wtWDPyJis3vQXAnPmH0dWV1Ka1e3fC9znT94K/+iv42tfSppWvic+or2/i95Pw3T76\naDpjna42b4YNG9z7/uRPXMkoOb9NTTA0NHn/yfbuhTVrMm+X7jcS29b7+rx5HFNpHV8qVNkDV9VL\nPpnW14Pnaq4kwmFXHZSmZFMW2XYT9/YEDIdhNNrOMnu2a5+57rrs05w/P37f2+nEz3YsERdQ/Jgj\nswTVp9M8qyD3VvoqyEkXZhO8PYU/+EH4/e9dFXC6QfnHHx8PSIsqelmqmuVnd/i7gWeAY0Rkq4h8\nwq+0KkY2i1rms3xKoVPIfPKT1bHg5s03u5NNeztcdVXu7z/3XIbmznW9Jf/sz4qfPz8ll9KPPTbx\nxJtueZsCg1uHt1fhYAnbuGKlx/e9L/N2XqHQ5DGHH/pQ4sQCbW2uM5D3Iia5c8qSJa7H5CmnZOy4\nYsrHt8Clqjeo6jxVrVfVhap6u19pAemnVSrl3ISpBhgnnzjOPz/3/RY6Gefcubm/Z6pu6+Vw2GHw\nla/AF74Qn0Q3F+EwO666yg00z2cwciX5yEcSH8+e7cs4Im+Ja99AljUF731v9gmkm63mllvgE5+Y\n3L1+quEZ+XyuqcZ/nXuum7dx+vT077OJtcumenoVfvSjk7upnnUWnHGGG7wpUviCj1NNyDpv3uQr\nvlRXvF/7Glx8cfbpFtJdP9+VnZNPEN48xKr5cjkGKE7VVkNDfmPLip2PmOSTV6kW9kx1DIcfXvRk\nDumIr/e26+Dw5A2OPz5+PxY4TzvNlZSyGTR9/fWudJV8PNOnu2q65OfPOsuf2f69AaqYEwWkq740\nBameNq65c92g1UgEXnnFPY6dYD/3ORgYKHz6nZYWFwhffDH9NslXfOlOkqmeL/SE7FVf7+rxizWP\n4Qc/CMuXuxN1rFvxRRe5Ltnf/nZx0qg0+cxdecEF8JvfxB/nM/7N2zkolxkzTjgBnn468bkCg/Tc\njvjYqJ29KQLXcce5Y96zJz4RQCjkgte+fak7LHnNn+9K0Kpw220F5bUgN94Izz7rOqpk+7l7t0s3\nzOHKK+H++7Pbn81VmLXqCVwxDQ2TZ0sPhbIPWuUs/jc0uKqRQgdwnnlmbtU1N9wAd9+deZvZs+HL\nX4bx8cSryFQn1mqpQqmE6sTYRYK3k0C6Va8XLHAzlv/qV0VLfnZbIyLuI93TP8zo2DjhkOckLVJ4\nKbOjI7fvTD7VxFOZPTu/6d5uvhleey39Cg2lGhRdY6qnqrBUcl2iJNerqGuvdXX7hfA2PMdkqrI4\n+mj42Mem3m9jo1V9eF19tf9BOrbMyOzZLiidcAJ8/OPpt59qiZscax3qQ3XManWdQFRhd1+BPWKX\nLo3fz7QsSCaXXhrvmDJVr9J0Qb5YlixxAa/Q9e5MTixw5ULETeUya5Yrxf3Jn2T3nlQynfDyuUq7\n8UZXlblkCZx88uTXTzst/XtF4Kijck+zlh13XOJJuBROP9111Mmxl+nmj37U3Wlvz+4CJckh7fGT\n/87eoQxbZuGSS1zHh4svzn9ew9ZWNwH0Lbek7kQUq7KcN8/NY2iqTvVVFfotHHYDSiOR7K7mSlVv\nfeSRrsddurr2Yraf5auaFiHM1NvMOwg312q0U0+Nt3FNNV1TNkQYb2hIP/A3NiA6g0M6GnktmqWC\nA1dTk+tqXqimpvS/v/POY8u+fXRefbW1G1UpC1z5qKvzvwoiH5USGLxjxv74j92sG2edVTn589t5\n57kLnIaG3IcVnHGGmzi3v7+wVQ8y+cQnXKeJY4/NqiPC3PYpehZWoLG2ttr5vtUgC1x+y+WKL91I\nfj/l210+E+/J+vTTp253qVTZVNmmqvKtr89vvB64k20xSiSZLFrkho9kyduzcFcuJa5q6aRTbH50\n568xFriSFfvHli5wJfeMam52V9ul9v73F3d/hx5aGdWShQqH/R2T5Z2+KibWEaPCzOnwtnEFo8RV\nMZJ/5+ee626mIFaW9lu6wHXqqW4ZdHAdJ265JV7iKuWVaj5jlTKplu6/X/iCv7OueEs8Cxe6np3J\ns2EUQxHaeOa2e0pcBwts40pHJH7hVo4LOL8sXOg6PtXVuWnKrrgi8XsVOwcAZJjw2iSyElcusj0J\nzJrlBmRC+ml4QiHXyaO/v/jBo9S8Cxr6MHtDybW3Zx+08r3IWLIEPv1pd0Kr0JJWzFxPiev5jXuz\nf2Ou7cDXXON6HSav2bZ4MWzc6O5X4lRkmYi4npzDw6kv6q6/Hu691x2zzQyfNStx+eEjH3Envxkz\nMg8EDoXKGrR2JDf+e0+gucyY/tGPuvcuWZK46J7J7NBDKz5ogetVGNMfGUOzDdZLl8aD0FTTpcWk\nWvL+Ax9wnXve//7UYxSDIF1NxCGHwGc+4yZ9Lkcbd0BZiSuZd56yxsaENaiydsghrqop1Rxs2fDO\nC5jLlD+5aG1lKLk0+JGPwKOPuvS9c9BNJfbjM5WnCFWFc9oST7rbDwwxf3oWA9FjqwDv35/fRM8x\nHR35rQYQFNZlP2dW4kp26KHu6vCYYwpb+iIUyv8LGQ67pUguvBBuuin/PGSSqqQ3a5abYuiKK+zH\nZCYkTPEEPP32nuzf3NhYWNAyJgUrcaVy9tnuVk4LFviyTMWEXKeuMqnVYJfv//XLV7ju9AqYx9HU\nLF9LXCJypYisE5H1InKrn2n5JjYtTXOzP6vYltJNN7nqy8ZGN8+eiTvzzPj9c87J/n2V3vW/SAuI\nds6Ktz0NjYwXZZ/G5MvPFZBDwHeBq4DjgRtEJIeGkwpx1VVuSY9PftJV4QXZEUe4Od6+/OXg92Qs\ntksvdZ0Jzj8/tzkI58yJdxjINB9kKb3//S5fV11VtMD1jQ8nzn/5nttWTdpGVRmIjDI+7kqhsb+5\ninX+SPX+rDuGRLdNtX3suZGx1AF4X38EVZ2U/pjncbr3eg1ERifS6xse5cDgCEMjY+zqHZp4v6oy\nPDqW3QGZCX6eiZcC61V1A4CI3ANcC7zmY5rF19Dg1pyqFqVcETpImpryK4WKuJWvd+6snB5vp5zi\nbkV0ZufMhMfrdh6k89ZfFzWNonvk4XLnICevff09tDQE/OK4RPysKlwAbPE83hp9zpjqEg679kjr\n0GIKcPxXV5Q7C4FR9vAuIsuAZQDhcJju2KzaJdbX11e2tMvFjjk3nT09E/cPtLezLyCzhBTrc/7+\nZS385WMDhWfIpFVrv8d8+Rm4tgGeZVtZGH0ugaouB5YDtLa2aleZRo93d3dTrrTLxY45R3V18Pjj\nroT1l3+ZerBsBSrm5/zr4w/w3u88WZR9mUSfvugILrroGMSHkruI3AFcA+xS1UnTj4hL9NvA1cAA\n8HFVXVP0jBSJn4HrBeAoEVmMC1jXA9lPSW1MpTn/fLc44ezZgQlaxXbC/Gn0/MN7ox0xxti2f5B3\n9g+iCodOa6KpPoSqcvisVkbGxlGFfQMR5k9vRlWJjI2zbd8gr2w7wKmLZjB/ehP9w65zQmuj66E5\nMqZs2TfA/OnNrNm0j+kt9Rx1SDsHh0cYGB5j4+5+Ljx6DnUCBwZHGBlTZrTU83zPXs5ePIuBkTHu\neugJ/vzaLnb1DrMtmr8zOmewflcfe/sjLF08k/ro+LTI6DjhOkEEImPjjIy5Th2R0XFmtTUyPq6I\nwEBkjMZwHePqaoXDdcKmPQO82zfMohktzGprYGxcCdUJdSKMq7J13yCLZ7cyOjbOpr0DvLnjIIfN\nauGE+fHhKFv3DdDRXE9HU3E60qRxJ/AvwI/TvH4VcFT0dhbw/ejfiuRb4FLVURH5HLACCAF3qOqr\nfqVnjO/q6myl6CgRobUxzNFz2zl6bnvKbUJ1LhA1NzRPvKcxHGLJnDaWzIl3EprWktjUHg4xsc8L\nj44vdNncEIJ26Jwdn3F9ekt8mqRzj5gNQFtjmONmhWgMh1g0s4VFM+MXGcfNm9ybtiEcT78xHKIx\n6axYV+dKQK3JL+Dy4s1PvWd0RAhhcfS1cKiOI+a0ccScyZ2jFs7w/yJIVVeJSGeGTa4Ffqyuy+Wz\nIjJdROap6nbfM5cHX9u4VPVhIFhde4wxpvak60xXe4HLGGOM78Ii8qLn8fJo34GqZYHLGGOCbVRV\nC13ELKvOdJXCJtk1xhjzIHCzOGcDByq1fQusxGWMMVVPRO4GuoDZIrIV+DugHkBV/xXXF+FqYD2u\nO3wBS2P4zwKXMcZUOVW9YYrXFfhsibJTMKsqNMYYEyiSy2zLfhORcWCwTMmHgdEypV0udsy1wY65\nujWrak0VQioqcJWTiLxYhJ45gWLHXBvsmE21qakobYwxJvgscBljjAkUC1xxVT3SPA075tpgx2yq\nirVxGWOMCRQrcRljjAmUmglcItIkIs+LyO9F5FUR+d/R5xeLyHMisl5EfioiDdHnG6OP10df7yxn\n/vMlIiEReUlEHoo+rvbj7RGRV0Tk5djEoyIyU0RWishb0b8zos+LiHwnesx/EJHTypv7/ESXoLhP\nRN4QkddF5JxqPmYROSb6+cZuvSLyhWo+ZpOoZgIXMAxcoqonA6cAV0bn5Pq/wG2qeiSwD/hEdPtP\nAPuiz98W3S6IPg+87nlc7ccLcLGqnuLpDn0r8BtVPQr4TfQxJC6etwy3eF4QfRt4RFWPBU7Gfd5V\ne8yqui76+Z4CnI6bouh+qviYTRJVrbkb0AKswa3wuRsIR58/B1gRvb8COCd6PxzdTsqd9xyPcyHu\nB3wJ8BAg1Xy80bz3ALOTnlsHzIvenwesi97/N+CGVNsF5QZMAzYmf1bVfMxJx3kF8FQtHbPdtKZK\nXLFqs5eBXcBK4G1gv6rGRtjHFk8Dz8Jq0dcPALNKm+OCfQv4K2A8+ngW1X28AAo8KiKrRWRZ9Lm5\nGp/pegcwN3o/3eJ5QbIYeBf4YbRK+Aci0kp1H7PX9cDd0fu1csw1r6YCl6qOqateWAgsBY4tc5Z8\nIyLXALtUdXW581Ji56vqabjqoc+KyIXeF9VdcldTV9owcBrwfVU9FegnXkUGVOUxAxBtn30fcG/y\na9V6zMapqcAVo6r7gd/iqsqmi0hslnzv4mkTC6tFX58G7ClxVgtxHvA+EekB7sFVF36b6j1eAFR1\nW/TvLly7x1Jgp4jMA4j+3RXdPFCL56WxFdiqqs9FH9+HC2TVfMwxVwFrVHVn9HEtHLOhhgKXiMwR\nkenR+83A5bhG7N8C10U3+1Pggej9B6OPib7+ePQqLhBU9W9UdaGqduKqUx5X1Y9RpccLICKtItIe\nu49r/1hL4rElH3NgFs9LRVV3AFtE5JjoU5cCr1HFx+xxA/FqQqiNYzZQO50zgJOAl4A/4E5mX40+\nvwR4HreA2r1AY/T5pujj9dHXl5T7GAo49i7goWo/3uix/T56exX4n9HnZ+E6qbwFPAbMjD4vwHdx\nbZ2vAGeU+xjyPO5TgBej3+1fAjNq4JhbcTUC0zzPVfUx2y1+s5kzjDHGBErNVBUaY4ypDha4jDHG\nBIoFLmOMMYFigcsYY0ygWOAyxhgTKBa4jDHGBIoFLlOTRGSWZ1mMHSKyzfO4wbPdWPS5+dHHPSIy\nO3r/dBHZKCKnishHostmPFSuYzKmVoSn3sSY6qOqe3ADdxGRrwF9qvpPKTYdVDe/ZQIROQk3vdJH\nVPUl4CUR2Ql8xb9cG2PASlzG5OM43AwVN6nq8+XOjDG1xkpcxuTuAeBGVX2y3BkxphZZicuY3D0G\n/IWIhMqdEWNqkQUuY3L3uejf75U1F8bUKAtcxuRuHPgocKyIfL3cmTGm1ljgMiYPqjqEW333fSLy\n2XLnx5haYp0zTM1T1a/lsG2n5/4Bol3qjTGlYyUuYzLr9Q5ATkdEPoJr89pXmmwZU7tsIUljjDGB\nYiUuY4wxgWKByxhjTKBY4DLGGBMoFriMMcYEigUuY4wxgfL/Af/o/hiXAoLjAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d488c50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 3) + tga(T, 625, 5)\n", | |
| "P += np.random.normal(0, 0.01, size=P.shape)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T, P, plot_derivative=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEKCAYAAABKeLFiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFriMMcZEyv8Pbq3uUmx90U4AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c291e10>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 3) + tga(T, 625, 5)\n", | |
| "P += np.random.normal(0, 0.01, size=P.shape)\n", | |
| "\n", | |
| "ventana = 50\n", | |
| "T_suavizado = T[ventana // 2::ventana]\n", | |
| "P_suavizado = np.array([\n", | |
| " np.mean(P[ventana * i: ventana * (i + 1)])\n", | |
| " for i in range(len(P) // ventana)\n", | |
| "])\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T_suavizado, P_suavizado, plot_derivative=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "metadata": { | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEKCAYAAABKeLFiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nosAlIiJt5f8HtLgvLueaS3IAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c4668d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 0.5) + tga(T, 625, 5)\n", | |
| "P += np.random.normal(0, 0.01, size=P.shape)\n", | |
| "\n", | |
| "\n", | |
| "def suavizar(T, P, ventana):\n", | |
| " T_suavizado = T[ventana // 2::ventana]\n", | |
| " P_suavizado = np.array([\n", | |
| " np.mean(P[ventana * i: ventana * (i + 1)])\n", | |
| " for i in range(len(P) // ventana)\n", | |
| " ])\n", | |
| " return T_suavizado, P_suavizado\n", | |
| "\n", | |
| "T_suavizado, P_suavizado = suavizar(T, P, 50)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T_suavizado, P_suavizado, plot_derivative=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10d19e198>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T = np.linspace(273, 773, 10000)\n", | |
| "P = tga(T, 373, 0.5) + tga(T, 625, 5)\n", | |
| "P += np.random.normal(0, 0.01, size=P.shape)\n", | |
| "\n", | |
| "T_suave, P_suave = suavizar(T, P, 20)\n", | |
| "T_der, P_der = derivar(T_suave, P_suave)\n", | |
| "\n", | |
| "from scipy.optimize import curve_fit\n", | |
| "\n", | |
| "def gausiana(x, altura, centro, ancho):\n", | |
| " return altura * np.exp(-(x - centro) ** 2 / ancho ** 2)\n", | |
| "\n", | |
| "def multiples_gausianas(x, *args):\n", | |
| " alturas = args[0::3]\n", | |
| " centros = args[1::3]\n", | |
| " anchos = args[2::3]\n", | |
| " y = np.zeros_like(x)\n", | |
| " for altura, centro, ancho in zip(alturas, centros, anchos):\n", | |
| " y += gausiana(x, altura, centro, ancho)\n", | |
| " return y\n", | |
| "\n", | |
| "popt, pcov = curve_fit(\n", | |
| " multiples_gausianas,\n", | |
| " T_der, P_der,\n", | |
| " p0=(-0.1, 370, 1, -1, 620, 1)\n", | |
| ")\n", | |
| "\n", | |
| "temperaturas = popt[1::3]\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.plot(T_der, P_der, '.', label='derivada suave')\n", | |
| "plt.plot(\n", | |
| " T_der,\n", | |
| " multiples_gausianas(T_der, *popt),\n", | |
| " label=f'ajuste {temperaturas}'\n", | |
| ")\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Ejemplo cocktel" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Creo los datos artificiales" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 57, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEKCAYAAAAB0GKPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c34c1d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def celcius2kelvin(celcius):\n", | |
| " return celcius + 273.15\n", | |
| "\n", | |
| "# Datos de un cocktel 100% real no feik\n", | |
| "\n", | |
| "T = np.linspace(\n", | |
| " celcius2kelvin(20),\n", | |
| " celcius2kelvin(120),\n", | |
| " 10000\n", | |
| ")\n", | |
| "P = (\n", | |
| " tga(T, celcius2kelvin(100), 10, width=2) +\n", | |
| " tga(T, celcius2kelvin(75), 5, width=2) +\n", | |
| " tga(T, celcius2kelvin(64), 5, width=2)\n", | |
| ")\n", | |
| "P += np.random.normal(0, 0.01, size=P.shape)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "tga_plot(T, P)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Suavizo los datos" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 60, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb4AAAEKCAYAAABt1jCKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhlFW/H+zIrc12cao1QAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c4c8a58>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T_suave, P_suave = suavizar(T, P, 16)\n", | |
| "plt.figure()\n", | |
| "tga_plot(T_suave, P_suave, plot_derivative=True)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Hora de identificar las sustancias" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 65, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c4d8eb8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T_der, P_der = derivar(T_suave, P_suave)\n", | |
| "\n", | |
| "p0 = (\n", | |
| " -1.5, 335, 1,\n", | |
| " -1.5, 347, 1,\n", | |
| " -3.0, 370, 1,\n", | |
| ")\n", | |
| "\n", | |
| "popt, pcov = curve_fit(\n", | |
| " multiples_gausianas,\n", | |
| " T_der, P_der,\n", | |
| " p0=p0\n", | |
| ")\n", | |
| "\n", | |
| "temperaturas = popt[1::3]\n", | |
| "anchos = popt[2::3]\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.plot(T_der, P_der, '.', label='datos')\n", | |
| "plt.plot(T_der, multiples_gausianas(T_der, *p0),\n", | |
| " label='punto de partida')\n", | |
| "plt.plot(T_der, multiples_gausianas(T_der, *popt),\n", | |
| " label=f'ajuste {temperaturas}')\n", | |
| "plt.gca().invert_yaxis()\n", | |
| "plt.legend()\n", | |
| "plt.grid()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Ahora puedo calcular pas proporciones" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 78, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEKCAYAAADenhiQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsxtZ5uuwuGUAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c0b3780>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T1 = T[T < temperaturas[0] - 2 * anchos[0]]\n", | |
| "P1 = P[T < temperaturas[0] - 2 * anchos[0]]\n", | |
| "P1_prom = np.mean(P[T < temperaturas[0] - 2 * anchos[0]])\n", | |
| "plt.figure()\n", | |
| "tga_plot(T1, P1)\n", | |
| "plt.plot(T1, P_prom * np.ones_like(T1))\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 79, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "19.9996533951 15.0006140913 9.9996759552 0.0007928293025\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "P1_prom = np.mean(P[\n", | |
| " T < temperaturas[0] - 2 * anchos[0]\n", | |
| "])\n", | |
| "P2_prom = np.mean(P[np.logical_and(\n", | |
| " T > temperaturas[0] + 2 * anchos[0],\n", | |
| " T < temperaturas[1] - 2 * anchos[1]\n", | |
| ")])\n", | |
| "P3_prom = np.mean(P[np.logical_and(\n", | |
| " T > temperaturas[1] + 2 * anchos[1],\n", | |
| " T < temperaturas[2] - 2 * anchos[2]\n", | |
| ")])\n", | |
| "base_noise_prom = np.mean(P[\n", | |
| " T > temperaturas[2] + 2 * anchos[2]\n", | |
| "])\n", | |
| "\n", | |
| "print(\n", | |
| " P1_prom,\n", | |
| " P2_prom,\n", | |
| " P3_prom,\n", | |
| " base_noise_prom,\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 87, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAD8CAYAAACl69mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/n9HLYdMVoyg9gAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c3d8a20>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "T_suave, P_suave = suavizar(T, P, 16)\n", | |
| "plt.figure()\n", | |
| "plt.plot(T_suave, P_suave, 'g')\n", | |
| "plt.axhline(y=P1_prom, c='g')\n", | |
| "plt.axhline(y=P2_prom, c='g')\n", | |
| "plt.axhline(y=P3_prom, c='g')\n", | |
| "plt.axhline(y=base_noise_prom, c='g')\n", | |
| "plt.grid()\n", | |
| "plt.twinx()\n", | |
| "plt.plot(T_der, P_der, c='r', alpha=0.6)\n", | |
| "plt.gca().invert_yaxis()\n", | |
| "for t in temperaturas:\n", | |
| " plt.axvline(x=t, c='r', alpha=0.6)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "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": "3.6.0" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment