{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction matplotlib\n", "\n", "##### Germain Salvato-Vallverdu [germain.vallverdu@univ-pau.fr](mailto:germain.vallverdu@univ-pau.fr)\n", "\n", "Ce notebook est une **très courte** introduction à matplotlib. Le site de SciPy, propose un cours sur `matplotlib`. On trouve de plus une gallerie bien fournie sur le site de matplotlib d'où on peut extraire de nombreux exemples :\n", "\n", "* [Le cours sur SciPy](http://www.scipy-lectures.org/intro/matplotlib/matplotlib.html)\n", "* [La galerie sur matplotlib](http://matplotlib.org/gallery.html)\n", "\n", "Dans IPython ou jupyter, on peut importer matplotlib avec la commande magique `%pylab` qui charge un environement de travail complet avec NumPy, SciPy et matplotlib." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab --no-import-all inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sinon on l'importe généralement en faisant :\n", "\n", "```py\n", "import matplotlib.pyplot as plt\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exemples :\n", "\n", "Ceci est un exemple pas à pas pour démarrer. Reportez-vous à\n", "[la galerie](http://matplotlib.org/gallery.html) pour plus d'exemples.\n", "\n", "On va tracer la fonction $S(t)$ et son envelope :\n", "\n", "$$\n", " S(t) = \\sin(2\\,t) \\,e^{-0.04\\, t}\n", "$$\n", "\n", "### Définition des fonctions" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def signal(t):\n", " return np.sin(2 * t) * np.exp(-4e-2 * t)\n", "def envelope(t):\n", " return np.exp(-4e-2 * t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Un premier graphique" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kFef5h4l/mO+fxPaJyvzDSj2bm0Xggj5T0gHfQpZ6dsXz9zNwoFwryI4JsnwM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\nAOcCmAHgCiIq7+J1FUVRlC7QpVJPZn4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t))\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph1.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## On ajoute l'envelope" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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ad9RRiW0++cS9zZIl8WqoAGmk1ve3UF1Nk9xqcDrjDOCRR8zEX5XAPuUUej2u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\nTPg2RFVPJ/F3SvcMGvmn2vb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F2imnWDaMYuFnGGMiLf4m/r3fbB9d2QUTUbb7/mGyfYDE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\nADYCmADgAt0D/S5SYBiGYYJR31TPM4UQRQBGAnh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t))\n", "plt.plot(t, envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.plot(t, -envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph2.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### On ajoute des informations" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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bE6zhgGSLwzkVCf9ifZ07J4tNIcJRUZE/macds2yZCodHWuFYskSr00FXsE0j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\n+ecqysHjECccmzfrlXKwRdZ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ECHUZeckFSW4q0HPmXntpAPr449VNlTQG9L23364+/rfe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\nRiZMOAzDMIxMmHAYBltad1/U2PPwEJEHc+0hol7/nYgc0JB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t))\n", "plt.plot(t, envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.plot(t, -envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.xlabel(\"temps (s)\")\n", "plt.ylabel(\"Signal (ua)\")\n", "plt.title(\"Ma super fonction amortie\")\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph3.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Et la légende ?" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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HZqZ/fyen9QDBAXK3MWHiHE6RChPnsAuH5VILEg+7cLRvHz6ratOm6BZHYaF8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\n4yccGRny2tq1idlQfhYHuAuH1eHWi/7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t), label=\"signal\")\n", "plt.plot(t, envelope(t), color=\"red\", linestyle=\"--\", label=\"envelope\")\n", "plt.plot(t, -envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.xlabel(\"temps (s)\")\n", "plt.ylabel(\"Signal (ua)\")\n", "plt.title(\"Ma super fonction amortie\")\n", "plt.legend()\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph4.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Échelle des axes" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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9WB1uU3EtEmVxBIk9eBGOoLUcbmMcQV1VsVJxLYIKx8aN8hnbFTeH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\niuhMjAPIBfKvv5Z/vRo1JBAfbZzs7GzH42VH9+5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t), label=\"signal\")\n", "plt.plot(t, envelope(t), color=\"red\", linestyle=\"--\", label=\"envelope\")\n", "plt.plot(t, -envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.xlabel(\"temps (s)\")\n", "plt.ylabel(\"Signal (ua)\")\n", "plt.title(\"Ma super fonction amortie\")\n", "plt.legend()\n", "plt.xlim((0, 40))\n", "plt.ylim((-1.2, 1.5))\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph5.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Une annotation" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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GNI6gIO8JDkfTfpcurXwtN286rshhBqvGcfRo5vXeFhxXryoNJuvM\ntFbfkL+/P6NGPQjAn3/+yfTXZ+Dj48O9995Dvfr1sh/QCWlp6rltDdFu3VrlBnr68uCIEyfg229h\nxAg1dbtTa9GaNSpue/du2LEDPvtM2QRPnlT2zqxkzcJ0gq+vrzVwRKPxKg4Fh5TyWWc7SikPAk7b\n5AWuMsfBO0mARgRHbmgcPj5Qvrx6zlSt6lk/KSmqr9DQ7IKjfHlVFiQtzY0EPTvs369CibOWmLLn\ns2nYsCENGzbk2rVrLF26jAVffkmtWrUYOHCAob727FEConJl9X/Romp+kQ0bMrQQbzJrFtx/v0oP\nWbbMReOQkOwVgx0Jh+RkqFIF6tRRqlrduupvvXp27YuFChXitp7OV5MDGHKOCyHuBuoD6bYCKeXU\nnBqUJ6SluZ5kzlsahyund2CgShPwFGeCAzK0AU8Fx4kTSkDYq4NXpIi6bo4SEc2S1UxlpVSpjIi1\nrLM4Fi9enPvuGwHA/n37eevNt0m5fYvAwEAaO5k/19a/YcXq5/C24LhyBT78UNVllNJNk5gjjaJU\nKVWHa98+pTLt2wc//qgSiexMOenr68ttZ6F/Go2buBQcQoj3geJAJ+AjYBCwJYfH5TYBAa41eW9k\nj+cXjQO8Z0ZKSLAfUZW1H28Ijr17s1f7BfXdWc1Vdeo43r9O3Tq8POElfvrpJ+IOHmLJkq+oVrUq\ngwYPolQWlXP9ehg0KPP+nTurUifeZu5ciIxUJVSkVFn4x4+73M04ISFq6dAhfdUff8DXk2DKlMxN\nCwGp1aurEOJatTKWpk1VqXqNxk2MGB3aSCkfAC5KKacArXEzczs3cGWmgtzzcXhDcKSlqWzu3BAc\nx47Zj6jydj+QEVFlDzMhxoUKFWLwkEHExsbQoWNH3p/9AZMnT+H337cgpSQtTZmkIiMz79esmRJO\np097dBqZSE2FN9+EZy0GXCGUSezXX73XR1aWLlXFg19/PXsFA98iRbgdF6dUq6efhho1lI3whx/s\nH+z0aXUTnDvnnQQkTYHFiKnKmip1TQgRClwAKuTckDzDiFaem85xT0urX7yowoedOb69lcvhSuOo\nUMG7gsOeqQoyCjeapUaN6vz7hee5desWK79fSXT0RISoTHDwIEJDM39Zvr7QsaPSRoYNM9+XPb77\nTikDts7w1q3VVCLeNolJCa+8Au+/DytXwtixahph2779/Py4npKiIhCqV1e1ZJxx8CCsXq2EjJQZ\n+/Xvrzz9Go0FIxrHt0KIQGA6sAOIB77MyUF5ghHBkZvOcU99HK7MVHDnaRyOIqqsWE1V7uLn50f/\ne/oTGxtDYGAPgoPmMnHiJDb9vClTlFG9enD4sPv9ZGXbNujRI/O61q1zRuOYNQu+/lplwTdvrpZt\n2zK3qVOnDnv27DF+0A4d1KyLFy6oTPl331VCw5FtcuVKeOopePttJTX371fhfZoCj0vBIaWMkVJe\nklJ+hcrpqCOljM75obmHUVOVpz6O3MrjyE3BYdTH4SkHDqjwYkeT9nkzG/7GjXA6d3mOiROjuXzl\nCtHRE5k1613OnT1HpUre9T8cPZo9QKFFC/jzT+9PtvXLL0oxCA1V/9sTHM2aNWP79u3mDy6Emujl\nrrtgxAjia3Rl2zY7ye+VK6s3jQMH1DzxffuqH9frr9s/bkqKNoEVEIw4xx+wsw4p5ec5MyTPyE+m\nqjtNcBjROByZx832U6WK8342bvS8H1CaS716yhfSq1dPevXqycmTJ/li/ny2bEkkISGStLRIQ5NO\nueLo0eznVaKE8kd705cCKqDquecy/m/RAmbMyNymWbNmzJ071+O+XnhBRaYJAT17KqWkQwegQQO1\n2HL7tmOt4+WX4YMP1EUKD1d/q1RRJrS6dT0epyb3MOLjaGHzuShqtr4dgBYcuZAAmFuCQ0rHdaps\n+/FG2RFXzn5PTVW2nDgB3btnXhcaGsozzzzN9u1pDB++jkmTJlO6dGmGDh1ChQruu+/i4+2HRLdu\n7V3NJjVVuSNso87q1VN92OYxNWvWjCeeeMLj/rZsgZ9/VnPDL1kCI0dmz/NJp1Ahx6rk9OmqUGR8\nfObl7Nl0wZGcrPIeCxUCvvxSfYG2gqZMGY/K22u8g0vBIaXMdOdZ/B0Lc2xEHmLEVOWpjyMtTe3v\nqipEbvk4AgLUS97169knYDLK+fPKAZ81d8IWb2k2Z844D+n1pqnK2eyIYWE+JCZ2ISamC+fOnmPR\n4sWcPn2atm3b0r17t2yTTjnj5k0VjFSpUvZtrVsrX4S3SEhQz0/buaoKFVLVS3buVE5/gPDwcG7e\nvMmpU6fcFojnzql7uGZNlfj53HMQG6tMtW4V7wwMhMaN1WKHwYPV73PRIvApXlzdCL/8ok46Ph5u\n3FDOHXvRImfPqp09KE2jMYY7+vlVwMNUs5wjNzSOpCT1gHX1XMktU5UQSvvxREidOGH/oWdLuXLq\nQeJp5XBXGkeFChlZ6p7y99+OBUeZMiph79o1CCkbwrhxjxMTM5WSJUowZcpUZsx4g2PHjhnqJyFB\nXT9790SrVt7VOPbutW/Zad5cTbtuRQjhvp/Dwtat6rhWS56PDzRpoqqjeJsrV5SMOHUKxo9HOeZn\nzlSCYvt2Ja1OncqUw5KJJ59UP+6yZVW89T33wLhxcOSI9wf7D8eIj+Mb1GQfoARNPWBxTg7KE4wK\nDk+c40bMVKBefKRUL0nuvgQZERygxnPhQoaz1Cznz6sHqTMKF1b9nD2rHu7ucuYMtG3reLufnxK6\nZ8+qTHZ3SUlR35Wj62ebbGitBSaEoH2H9rTv0J7ExET+t3gJx44fo2XLlvTu3YvC9tLqse/fsFKj\nhjL9e2tu+H377AuOFi1UcFPmdS347bff6NOnj1t9bdmijmtLs2bqOe6qwrxZ1q5V/vj//U/dH+Hh\nKmgrE85MCgsXZiQ+HT+esTj48e1vM4pK/smUrFtZOforVVI/oObN3Vfd/yEY8XHYutxuAwlSyr9z\naDwekxsah1HBIUSG1uHuA9CM4PCkhPuFC64FB2SYqzwVHK7OyWqu8kRwnDqlXj6daYbW6X/tFZEM\nDg5mzKOjkVKyZctWpk17hWJFizFo8ECqZ4klduTfgAwBtW2b9wRHq1bZ1zdvnj17vH///tx///3E\nxMS4Nff01q1qLitbmjVTiYfeZuVK6NVLmYBXrlQ5KWFhaooTw1iLt5Uvn13i2XD2LIzc+gT9Gxzm\n5R4WAfPbb+qmmz/f/lvAm2+qt6fQ0IzFUY2eAo6zsurCMrvgBldtcmZo7mHGx2Gi0GgmjAoOUD+C\nixfzv+A4f96YzdoqOJo1c78vV6Yqaz8nTqjqGO5i5A2/UiUlOJwhhOCuu1py110tSUpKYsn/lvDJ\nJ3Np0rgxffv1pUiRInZDcW0JCnLiUDbJvn0walT29bVqqWt78WKG/61FixakpqayY8cOmpn80qRU\nGscHH2Re36wZREW5OXgnfa1cmTH7Y3g4fPwxTJxoUnAY5KOPoM6Ipnz2W1Oa1IVeRsq1pqaq0ONV\nq9SP4OTJDO3G3g98zRr1A/77b/UG4+fdycnyEmcax3ohxLfAcksl3HQsJdXvBXoDHXNwfKYxonH4\n+amXhGvXVLikWcwIDk/8HFIae8iC55NGGdU4vJE97so5Dt6JrDIqOMz4HwICAnjo4YcA2LlzJ/95\n7XUKFSrE7j8HcN//1Xayn/KDeIqUjk1Vvr5K0G7blmFGEkIwYsQI5s+fb1pwJCSo30nWa1izpnrR\nMPM7cMX+/ercbM+rXTtVYeDWLe8+c2/fVhn3y5apGmbPPafKtrhUHGzjn62kpjouFz1rFhQtStr4\n50k7rRz3hSqWV2qcvZL5u3erH2FIiOPItHyCM+d4N+A88K4Q4pQQ4oAQ4qAQ4iQwCzhtaZOvMFoI\n1BNzlZHkPyueCI6kJPWDMWJutfo43MWsxuEut24pJ6ir6+eNyCpvaRyOaNKkCRMnRfPkU08Qd2gr\nq1dHMX/+Aq5lLRqFut8M+tmdcvq0esA5EvL2EgFHjBjBwoULSTUZ1bBlC7RsmV0rzwkHudVMZdtX\nyZJKizOT/G6Eb79V90XTptCnj/o8Z46bB/P1dWy2WLoUxozh6UEnCCt7k7GR+5Ufxt4POi1N1eJv\n3FhtL1dOhcn16GE/SsT6VplHc9w7m4/jFjAXmCuE8AGst+p5KWXuT6BsECOmKshwkLvjTM4tjcOo\nFgDe8XEYmWU0NDT7g8kM586pc3KVbxcaqkzOnmBEcFSurCwPnlCyZEkuXfo/XnkFEi/s4b8z30RK\nSf97+hEREQGo+8AbGocjbcNK8+bKuWxLnTp1qFChAuvXr6eLiYnWt2517CawOsi7djV8OKesXKkC\noLJiFYRNmninH1CVVB5/XH0WQgVude2qynF5YeLFTBw5ooLCftviQ9OmIbxUIoRq9uSMj48qNgZK\nJTp/Xr0lnD9v/8dy/bqqEnrpknqYWasmV67M5ffnZw+rT0tTqn6ZMl7xyRgKx5VSpkkpz1qWfCs0\nIHc0jtwSHLa2alfkto/DXYyYqcB7pipXIcaeaBxWrlxRS/nyUL9BfSZEvcxz459lz569REVF8+mn\nn1Gs2E2vCA5HobhWWrSwL9hHjBjBggULTPVl1TjsYRUc3uDKFfWSYDuXlW0/nryoZOXAAVUCZvDg\njHURESpy11GlFHdJSoIVK5Q/JSwMRo/OmIXSKYUKqZupcWPHkrl4cfUWduOGuimWLOH2xKksSBtG\n6dJ2tMHERHW84sXVw6J2bY9K63thLrf8hbMENls8SQI0MomTFatz3B3MCI7c8nF4KjiM+mxy01Tl\naY5FfLxy5tpaLIoVK8awYUOJjY2hTZs27NmzlWtXp7J583aPpnN1pXFUq6YmwTp7NvP6YcOGsXTp\nUm7cuGGon9RU9fBp3tz+dm8KjrVrlYCy99tt3tx7/QC8954qmZI1f/CBB+Cnn7zXD6hQ4po1VZkW\ngCeegAUL1Eua1/D1hbJl2Svq0+rFSOZd6stjj8Hs2VnalSmj3tpu3lQFLJcvh1dfdbvbAic4jJYc\nKogahyc+DqOZwLmlcbhbWt0WZ8l/VkJClMnS4PPULs5CcQFq1apJ+/btCK34Ajt2JBAdPZGPPvyI\nS27cGK4EhxDQqJGa3MmWihUr0qJFCxYuNFb0Yd8+FQjh6P6rVSsjq9xTrP4NezRqpF6ovVF09/p1\n+OILGDMm+7YmTVQ/ntwHtuzapQSiba5LhQowcKAylXmTHTtUTuTo0Soq7eWXVWkYu7eXj4/6odep\nA+3bu91ngRMcRvEkCTC3BEdiYu6aqoxoHGXKqH7czeo2Gl5cpowqv379uuu29pDSmMbh4+O5WcxZ\n8p8tVaoUoVatAcTGxtClaxc+nPMhkyZN5pdffjWshbgSHKASDu0lS7/44ou8+uqrhpzkzvwboK5b\n48aeO8itYbiOBEfx4uqtffduz/oBNdZq1ewX8ixeXFlvsgpcd1m/Hu6+O3s02PjxSnDYiZ9wm8WL\n1Xwso0erF4eyZdX1/Owz7/WRFYeCQwhxWQiRbGe5LITwsCh53lMQNQ53BcfNm2oxYuYrXFhFu7j7\npmnUVCWEekNzt6jixYvKHGEk3NpTP4erHA4rYWEZDvKqVavy/L+fJzo6isTERKKjJ/Leu7M5f96x\n2njpkjJDVa7svJ9q1ewLjsjISMqUKcOSJUtcjtWZf8OKN8xVp08rH4ejSb3AfqSYO+zc6TwvqGVL\ndd7eYNMm+9URatdW6735UF+5MvscXWPHKnNVTmXZORQcUkp/KWUpO4u/lNJg7FL+JbcEh6c+DqP9\neCI4rOHFRpMhQ0KUmcIdjJqqwDNzlZnyHrklOMLDs4fkFipUiD597iY2NoZ+/fsyb948Jk6cxIb1\nG0jLotZZtQ1X35MjwSGEICoqitjY2GzHzsrWra4FR9OmnguOfftUcJCzc/KWP2XHDufRWd4SHFLC\n5s2Ofc8jRqiHvTf4+291r2f9rtq1Uy9569Z5p5+sGDZVCSHKCiHCrEvODCf3cNc5LqU5TSC3NI4S\nJVQUnzs2WjNhv+CZ4DCqcYBnDnKzgsMTB7krH4eV8HDnIbmVKlXimWeeZtKkidy8dYtJkybz9tvv\ncObMGcCYmQocCw6Anj174ufnxzfffONw/9RUlTvRqJHzfrzxQN+717m2Ad7VOHJDcBw5okx5jua2\nadtWFXP0hjawcqVK9chaVkcIeOwxFQyQE7gUHEKIfkKIOOAosAE1dayX5GXe4a7GceWKMoEYDYXO\nLcFhrZDrjtZhNBTXSm5pHJ74HswIDmu9Kncx6uOwNVU5w9fXl+7duxETM5WhQ4ewaNFioqKi+eGH\nn6hd27V/wpngsNU6rH6V119/nQs2kRXHj6vv2F5ysy21a6vv0xMHuRHB0bChCqN1198FyhS7f78K\nvXVE3brKNOqpw9+qbTjSokJDlbn34EH7283w/feO/UP/93/KQe+tKQpsMaJxxACtgINSyqqoiZw8\nTM3Ke9x1jiclKWFglNwSHOC+4MhNjcOocxzuDFPVxYsqUMCISdGeqcoV5cqV48knn2Dq1Cn8/Xdh\n/to9lZkz/8sJJxcmOFi9zTq6F/r378/169dZZcl8XL58OXv37k3fHhenHOyu8PVVD32bXU1jRHAU\nLaqCgP780/1+9uxRc9w7E4bWki22pendwZF/wxar1uEJt24pU1TWee6t+PurfJV58zzrxx5GBEeK\nlPIC4COE8JFSrgMcRHffObircVgTNY1iFRzuqKW5JThyS+NIS1N9hYQYa++pqcpV8p8VTwSH1b9h\nxD9UqZJ6o3Vn/nEfHx/Onu3IpMlTeOCBB1i+bAVRUdF8++133M5yQCGcax0+Pj5MmDCBmJgYpJSU\nLl06k8Zx6JAxwQFK6zhwwPz5WDEiOMBzc5UrM5UVb5irnPk3rLRp47ng2LRJCVRnv6fevVWtRW9j\nRHBcEkKUBDYC84UQb6Emc7qjcdfHYVbj8PNTy1U3rphZweFuEmBuaRyJieotyGjBOk9MVUZyOKx4\n4uMw6t8Add5lyrgnDFNT1RirVoUyZUrz2ONjiYmZSnBwMLGx05j++nTi4+PT29sTHJcuXWLt2rUA\nDBkyhLNnz/LTTz9lExxxcfbLzNvDE8Fx7px6azZSOdpTf0puCY7ERPU9NWzovF2bNkrAeML332eP\npspKhw7w66/qOnsTI4KjP3AdeAb4ATgM9PXuMHKf3NI4wH1zlZk8DnA/CTC3NA4zjnHIPVNVuXLq\n+3Enycyof8OKKwe5I06cUELHNuNZCEGbNq2ZPHkSj4x+hNWrVjNhQhRLv15KePitbILj6tWrPPbY\nY2EU4+cAACAASURBVAwYMIAzZ87wn//8h2effZbg4OA80Tj27VPahhFtzVONY8cOYyX6rYLDXcf1\nL7+oyahcFbeNiFAvN57kXjnLf7ESFKReArxZtgUMCA4p5VUpZaqU8raU8jMp5dsW09UdjbuCIykp\ndwRHaqrSUsz0ld99HGYc45Axhaw7P2IzgsPHx/1y8UZDca244+cApdk4E1CBgYE8MvoRYmNjqBwW\nxqFDr7Fi+X+IizuU3qZixYrs2rWLBg0a0KhRI86ePUtwcDBHjhzJU8FhhIgINS53EudSU5V/xME0\n55mw5si4q4Ea8W+AEiwtWyptwB3i49ULn5FK+ZGR3g/LNRJVNUAIESeESMqJBEAhRE8hxH5LyfYX\nHLR52zKGXUIIA1+/a9x1jl+6ZM5UBe4JjkuXlDnNaAkV8Exw5IbGYcYxDiryRAgVyWaGmzfVd2vU\nlwLu+zncERzuaByuBIcVIQTNmzfj8ccn4lfkMTZv3kxUVDSLFi3mxo0bFC1alKlTp7J27Vrmzp3L\n5cuXWbVqFadOnSI1NZXU1DSOHlWOZCPUqKGugTt+G6P+DVBmvlq13CuxHhenXliM/G6FUBqDu+Yq\nI/4NK574OVauVDWwjDwfOnVSmezexMhj6XWgn5QywNsJgJZy7bOAHkB9YLgQok6WNr2A6lLKmsAY\n4H1v9F2smLrZzdr+3NE43EkCNOvfAM+c47mhcZg1VYF72ePWKWfNCF13/RwJCY7j9e1hNCQ3K2YF\nVPXqkJDgz4MPjiQ2NoZ69eoyY/obTIt9hb179hIREcHmzZsZNWoUN2/eZMmSr/HzK0ps7CzS0s5z\n4MBOQ/0UK6a+I3dmNzQjOED5DdwpPWLUv2HFXT/HzZvKJHbXXcbaexJZtWqV42iqrLRvr6oPe9PP\nYeSndUZKuc97XWaiJRAnpUyQUqYAC1E+FVv6A58DSCl/BwKEECYfP9kRwj0HeW5pHO4IjtKl3fNx\nuKNxnD9v3oRk1lQF7gkOM2YqK+5qHMePK2FglJwyVWUlLEwJ0JQU9X9ERARR0RN45tmn2blrF1FR\n0cyfv4CmTZtSuHBJrl8fQFpaEvAYt27dpH377uwwWIjKXXOVqxLxWYmIcE9wGPVvWGnZEn7/3Xw/\n27erKCejFbrvukv5HqzfkVHS0uDnn6GjwblXAwOVtuatcipgTHBsE0IsEkIMt5itBgghBnip/4qA\n7Xve35Z1ztqcsNPGLdzxc+SWjyM/axxFiyrTgVlTnzsaR/nyys9hBncEhztJgElJyn5u5kUip01V\nVgoXVsEFWYVU8eLFue++EcTGxtCyRQv+NWosaamd8PF5FiiOmtutIlevxjB+/GRDfbkjOC5dUtfP\nVd0tW9wVHGY1jubNlbAxa34z6t+wEhiovlOzhRX371cvvWbucW+bq4wIjlLANaA7KpqqL9DHe0Pw\nHuvXr0cI4XDJiruCI79qHO4IjpQU8054yNA6zFDQNA6rtmG0xhdkmKrMamtmTVXgPJcDoGatmhw6\nvI9bKZ/gIw7hVzgaH5+dQDLwABs2rDRUSbd2bfNZ0NbyKWbMiQ0bmk8ClNK84AgKUkJ3n0k7y6+/\nQuvW5vZp29Z8WO7PP5uriC6E4I03BNHRrp+JRnE5I7qUcpTbR3fNCcBW0a9kWZe1TWUXbQyxPovI\nbdRI3YiXLxs/RsmSyllrRnoXL676WL8e4uPjs43DHseOqYeMmX4uXVJvtGb2uXIFuneHjRszr3c1\nztat1Q/FjF+gVKmM62CUMmWUgHK0j71xnj+vBJSZfq5fV5qUmX3i4pSD08g+tuPs0EE5N12V9LCS\nlqZ8FvHx5q5348bqbdZReZy0tDQ6duyAlNtQM0N3ISxsH507v4PgJpKObNiwAR8XT/eiRZV938y1\n27FDPTTN7COl0ga+/RbOnzf2O7p0SX1HBw6Y04p69oTVq42bfqVUGkqxYpnPydXvqG5ddR+ZuQ7W\nOmLednibQkrpdAHetrPEAP1d7Wvg2L7AISAc8AN2AXWztOkNfGf53Ar4zcGxZGRkpDRD375SLl1q\nahfZurWUmzeb2+ejj6QcNUp9XrdunaF9pk2T8oUXzPVz+bKUJUqY22fPHinr1Mm+3tU4e/eWcsUK\nc31VqSLl4cPm9pk7V8oHHnC83d44hwyRcsECc/2cPCll2bLm9nn/fSkffthYW9txNmok5fbtxvs5\nelTKSpVMDU1KKeWrr0r5/PPO20RG9pEwW6pHn5SRkessn2fJRo1ayaioaPnB+3PkhQsXHB7j+HEp\ny5c3N7bnnpPytdfM7SOllB07Srl6tfHf0dKlUvbqZb6ft9+WcvRo4+3j49U1SEvLvN7VOOPipAwN\nzb6fM8LCpDxwwHh7K82bS7lxY+Z1gFRiwNyz24iiWBRoDMRZloaot/6HhBBveii0UoFxwCpgD7BQ\nSrlPCDFGCDHa0uZ74KgQ4hDwAfCYJ33a4o6pKrcSAM2UVLdSooSKnDCTyGY2+c+K2cgqKd0zVeWW\nj8OaBGimuvDx4+Zs9FbMRla5Y6YC16YqgJkzp1KiRDQqWPEa6jnyESVKTGbu3PeIiZlKz149+OST\nuUyaNJlNP2/KNulUxYpKkzTj8zIbUWUlIsKcucpVKXVHmI2s+u03aNXKnNkSlCYphMpRMUJCgrpH\njWb22xIZ6T0txYjgaAh0klK+I6V8B+gK1AHuRfk9PEJK+YOUsraUsqaU8jXLug+klHNs2oyTUtaQ\nUjaSUno451gGBc057k6FXLPJf1bMCo6rV9X4SpY0109u+TisMwGa8XO4KzjMOsjNOsatGBEcTZo0\nYePGH+nU6XuEaABcplOnFfz88yqaWJ64YWFhjB//HNHRUVy+coXo6InMmvUu586qG0AI9SAzYwoy\nG1FlxWxIrquZDB3RqJHy2xhNOLQKDrMIAZ07qyq2RrD6N9xxT3TqZLwfVxgRHEGA7c+9BBBs0Ra8\nMBNw3uFOEqC74bi5kccB5gVHbmkc7mgboDQOM4JDStU+NNR8X2Fh5nwIVj+UWXJTcBw+7NoR37Rp\nU9auXcGPP8YRFubP2rUr0oWGLYUKFaJXr57ExsYwcOAA5i9YQHT0RNauXUutWmmGBceVKyrCzh0t\nykxklZTuC46iRdUEUzuNpbO4LTjAPcHhDh07Kg3MG/PEG00A3CWEmCuE+BTYCUwXQpQAfvJ8CHlH\nQIA5TSAlRZmBjExHaktQUO5oHGC+0GFuaRxms8Zt+0lKMh7rfv68+n6KFTPfV+XK5nIsckvjcNdU\nFRSk3kyN3g9HjvhSurSxV9kKFSrw9NNPMWXKZADOnp3M/PlvccqAlN+/X+UVZJ18yAj166toJyNz\n3sfHq7Bxs9qnFaPmqps3lfmsuZs1wzt1UiVBjJyTJ4KjRAno0gVWrHBvf1uM1Kr6GGgDLAOWAu2k\nlB9JVcPqec+HkHcEBpozVVnNVGbVxNwyVYH5Qodmk/+smBUc7uRwgDIhhYQowWMEd8xUVsLCjAuO\ntDRl1jJaut2W6tWN27TBfY3DVXn1rBw6ZN6v5uPjQ+fOnXnkkan4+Y3gq6++JioqmpUrf3AYyrtn\nj3tmKlDJdeXLGxOG27a5/zAH44mAu3YpQWj2hdJKeLiKOHRVTuX8eZXU6WpmRmcMHAgGppx3iUPB\nYS39IYRoClRAJeEdB8pb1t3xmC0F4o5/A9RNkZxs7I3CitnKuFbcMVXllsbhjqkKzDnIPREclSsb\nN1WdO6ceYkZDam2pWdOYCcmKu4IDlJDKScFhpXZtiI8PYdy4x4mJmYp/yZJMnRrDG2/M5FgWaWw2\nryIrERHqRcQV7pqprBjVODwxU1kxYq7atEmFwbujqVnp0wc2bHCvTp8tzjSOZy1/37CzzPCs2/yB\nWU3AHf8GqEqYJUqYyxfJLR9Hftc4wJyDPLc0DnfNVKAEjr+/sWq8t24poeluX2Y0jrg49wVHrVpq\n/7Q0lXDWrn07pkyZzKhRD7Ly+x+Iiopm+fIVpKSksH27saqujsgtwVGrlvotubrPf/01dwSHJ2Yq\nKwEB6hjffefZcRwKDimlNRy2k52l8/+3d+bhUVVnA/+9IUCBsAkxAdmU1WpYBBEFBbUoiBUVBFr3\nrVpbsRW3ChYVXLBW61Zr3WvdUIqiVutGFJcKIiogfrgUwSQsIkgQZMv5/njnmmEy+72TGcj7e555\nMnPnzpyTMzPnve/ub9jcIFXBka7G4Y2VrHazfbtGczRLo5SkaRzpmY8gNY1j+fL0N3PQqrLJmKtW\nrFBHf6L+DrHo3Fk39ERUVamASVdwNG2qFzqR67fHHntw3vm/YsqUaykuLmbqlOv5cMFN7NHyi/QG\nQgVHItNlVZXWjvJjqsrL09cnaiUbhMZx+OGqCcQrc/Lmm/4FB6i5asYMf+8Rz1R1oIgUhz0+TUSe\nDZU4T/PrlVukGu3kR3Ck4iD3ckVSKcfgkWqhw3Q1joICrdOUbLhiRUVynd6ikYrGkUrnv0g8jSMZ\nE1KqxQ0j6do1uQ3dj5kKks97KCvT71yy3RmjEa/0iIhw0EH9GTtuMoV7nseCBW8wadJVPP3U02xJ\nsYNWz56JBcfSpXpBlM5FUTiJzFUVFWr2SSevIpyiIr3giRXFVVGh3xc/GpTHyJGaFZ9ObxOPeFvT\nPcBWABE5DLgRrVL7HfD3OK/bZUg12ildUxWkpt2ka6aC2tM4RFLTOsrL09/QUwnJ9WOq8gIfkgmY\nCELjSFZwpBNR5VFSojkTiQr2ff65/80vmWKH8+fDgQc256yzz2Lq1Cl07tKZaTfexPXX3cCnnyYX\nz9uli5p947VjnjfPn7bhkUhwvPeeVrlN5yIvknjmqr/9DX75Sw0T9kurViqAXnop/feI9+/Wc855\nW9BY4O/OuRnOuauAJPuD5TZeAmCyTkq/pqpcExw7duj/lO5YqQqOdHIroLoTYDL4ERyQvJ/Dj48D\ndJNOxlSVamvaSAoKdN0TCamPP9ZQVz/07Kl5AvGI9G/06dOHP06+ivEXXci8efN+LPe+Kc7lcH6+\nXuzEi0Ly69/wSNRKNggzlUcswbFlC9xzD1x4YTDjAIwe7S+6Kq7gEBHPsnokEP4vpWlxzS3q11cJ\nnmyHOb8aR7JmsdoSHOvWqR8l3SiN1q2TExxVVbrxt2mT3ji1pXFAaoLDj6kqFY3Dj+AADd9MVLr7\n/ff9OaxB7e9z5sQ/J5ZjvKCggFNPPYWpU6fQu1cv/nLrbUydch0LY2T7FRVpGGwsghIcbdtqTlCs\nRlX//W/qFXFjMXiwNnaKbLj05JP6GaYbwhyN44/XQpvpEk9wPA68ISLPApuBOQAi0gU1V+0WpLKh\n15Zz3I/gSCUBMN3kP49kNY61a9V5mq6anazGsXmz2m3T8dl4JOsg92uqSjYk16+pCpITHH4dyaC1\np779Nna02I4dutknaqq03/77ceXEPzDhkotZvPgTJk26ioceepjKsLDEffaB556L/vpt21SD8isI\nPQYMgFejpDqXl+s4yXb8S0TLltoIKtxx7RzcfjuMHx/MGB7FxTBmTPqvjxdVdR0wAXgITfpzYa8J\nUGnKLqk6rdPVOFq3Tt5pnW4OB6SWAJhuuRGPZHty+DFTQXVUVaJNtqxMx/HRZiApjWPbNhWYfv6n\nZENy/ZqqIHEfi40bNZPdr6kqL0+1jsgS/R5Ll2pkXbLf7UaNGjFu3FimTp3CIYccwl13/pVrrr6W\n+fPn07274803o1+MLV6sSXXJduJLxPjxcMMNNYuH3ngjnHlm+heT0bjrLrjoInjtNX387rt6wTp8\neHBjeNxzSxwnUQLiunScc/91zs10zn0fdmxpkIUGs00qvgc/GofXVyIZ/GgcBQX6BU8mUKW2NA5v\nQ0+XRo1UW0n0Ofk1U0FyGkdZmZpK0g2R9UgUkrtli35n/P5PiTSOBQtUaMTq25EKhx0WW3D40Wq6\ndevKFX+4nD9ceQXLv1rO22+X0r37fTz6aM0vRVBmKo9DD1Uz0X33VR8rK4N//hMuuyy4cUB9Kk89\nBePGqdnqttvUt5HQ+e6cRgzEuupZtw6OOUYXpmNHzVz18ePfLXwVfkhFcKRTUt0jVcGRbrKcVyF3\n3brE4a/phuJ6FBbGtv2G41fjgOqQ3HgCNQjBkYzG4dcx7uGF5MbqHb18uYZo+skUBtVYKitjf95B\nmKk8Bg+GBx6I/lwQfpQGDRpwwokn0HKPlhQVdeSuu+5lzZrvOfroozn44AGISGARVeFMnapZ12ec\nocm8N9wAZ52V/u80HoMHwyOPwAkjqyjYto57743yoW3erI6KNWuqb/n5+mEvWlTz/IICuOAC/dHu\nuaf+bdIk7XAwExwp+jjSNVWlEoG0bp3aOtPF83MkEhzphuJ6JPs/+QnF9fAc5PF6OKRbOyqcZDQO\nv45xj0Qax5Il/kNkQS8mvHyOww+v+fz8+dqrIQh69dL1ifbdmj8ffv7zYMYBOPPMvZk48VLOP387\n8+f/h6uu+iPFRW15/bUxnH22jyuiKBxwAAwaBHfeCSefDI89psUaU8a56LbUqio4+2y1ya5cybBV\nq6hYt4YfGu9B44IKahiHfvIT+N3vqoVAYWH8yp7166vkC4g6LzjSScxLh9oyVUHyfo4gfBzJCg4/\nhdkgOQd5WZl/f0C7djrfHTtiX+n7dYx7dO2qETOxmDtXTRdB4JmrYgmOCROCGSc/X1u1vvWWXhB7\nJOsYT4XGjdX68uyz+Zx//giOPXYEl132NQ1/8ggvPL+OHzYfwaGHHZqw9W2yXHutmq0WLoRzzkmi\nEsLVV2t24J///KNAYPVq/YFHFjnLy1Pp3bq1XiUVF5NXWEjjWBmZIplxfCRJnRccqfo4/GgctSk4\nkomsSnQFn4hUBIff73gyIbllZdrH2g8NG+rar1wZW0tasUKT3fySKCR37tzgoml69VJHaySVlcE4\nxsPx/BzhgiNVx3iyjB0Lt94K55+vgunBB9vxwQe/o23bHbz22utMnnw1hYWFjB07hiKfdqUeK17h\npu5f8fX0ci4ZVwY/L9cv98svR78Ca9ZMPfRDhqhNq7hY/8YKLzz9dF/zq01McLRILvzSOX/OcW8z\nTybZ0K/gaNWqdqKdass5DslrHH5NYlDd0Cme4Bg61P844SG5kdaLqqpgnbw9e2oSWSQffgj77x+M\nY9zjsMM0Migcv4UNYzFsmEY2LVum++7NN3vaYD2OOmooRx01lFWrVvHkk9NZvXo1gwcP5ogjDqde\nvXrag7WsTD/QFSvU1lleDpMmRXdePPEE4zpAWfu2NDq4N7Q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 80, 200)\n", "plt.plot(t, signal(t), label=\"signal\")\n", "plt.plot(t, envelope(t), color=\"red\", linestyle=\"--\", label=\"envelope\")\n", "plt.plot(t, -envelope(t), color=\"red\", linestyle=\"--\")\n", "plt.xlabel(\"temps (s)\")\n", "plt.ylabel(\"Signal (ua)\")\n", "plt.title(\"Ma super fonction amortie\")\n", "plt.legend()\n", "plt.xlim((0, 40))\n", "plt.ylim((-1.2, 1.5))\n", "plt.scatter([25, ], [0, ], s=50)\n", "plt.plot(x, 1 - 4e-2 * t, color=\"#0C0B0E\", linestyle=\"solid\", linewidth=.5)\n", "plt.annotate(\"Vous avez vu là !!\", color=\"#0C0B0E\",\n", " xy=(25, 0), xycoords='data',\n", " xytext=(-40, +60), textcoords='offset points', fontsize=16,\n", " arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.8\"))\n", "plt.savefig(\"/Users/gvallver/git/python_sciences/mpl/graph6.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Et maintenant :\n", "\n", "Maintenant, c'est à vous de jouer ! Il y a certainement un exemple dans [la galerie](http://matplotlib.org/gallery.html) qui se rapproche de se que vous voulez faire." ] } ], "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": "3.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }