{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "[prev: Scipy](scipy.ipynb) | [home](../index.ipynb) | [next: Pandas](pandas.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vous trouverez un très bon tutoriel pour un premier contact avec matplotlib ici :\n", "http://www.loria.fr/~rougier/teaching/matplotlib/\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np # numpy pour créer et manipuler des données\n", "import matplotlib.pyplot as plt # la formule magique" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# on se fabrique quelques données\n", "t = np.arange(0.0, 2.0, 0.01)\n", "s = np.sin(2 * np.pi * t)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGdCAYAAAAfTAk2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABtoUlEQVR4nO3deXxU5b0/8M8smZmsk30jISEghD0QJAZQsUYT9FbotSoWS+Ui/kqlrcXrwr0tVG2LWmtvtVRbBcG6oG3dqjaIKKIQEk0Ia4gEAknIRhKSyTrJzJzfH5MzyZSEbDNzzpn5vF+veSmTMzPfk8mc+T7P832eRyUIggAiIiIiL6KWOgAiIiIiV2OCQ0RERF6HCQ4RERF5HSY4RERE5HWY4BAREZHXYYJDREREXocJDhEREXkdJjhERETkdbRSByAFm82G6upqBAcHQ6VSSR0OERERDYMgCGhtbUV8fDzU6sv30fhkglNdXY3ExESpwyAiIqJRqKysREJCwmWP8ckEJzg4GID9FxQSEiJxNERERDQcJpMJiYmJju/xy/HJBEcclgoJCWGCQ0REpDDDKS9hkTERERF5HSY4RERE5HWY4BAREZHXYYJDREREXocJDhEREXkdJjhERETkdZjgEBERkddhgkNERERehwkOEREReR23Jjj79u3Dt7/9bcTHx0OlUuHdd98d8jF79+7F3LlzodfrMWnSJGzfvv2SY7Zs2YLk5GQYDAZkZGSgoKDA9cETERGRYrk1wWlvb8fs2bOxZcuWYR1fXl6Om2++Gddddx2Ki4tx//3345577sGuXbscx7z55ptYv349Nm3ahKKiIsyePRvZ2dmor69312kQERGRwqgEQRA88kIqFd555x0sW7Zs0GMefvhhfPjhhzh27JjjvuXLl6O5uRm5ubkAgIyMDFx55ZX44x//CACw2WxITEzEj3/8YzzyyCPDisVkMsFoNKKlpYV7URERESnESL6/ZbXZZl5eHrKyspzuy87Oxv333w8A6O7uRmFhITZs2OD4uVqtRlZWFvLy8gZ9XrPZDLPZ7Pi3yWRybeA+oLalC8WVzShvaEdzZzfGhwcgJTII6Ulh0GlZykXkCTabgMNVzThV34Zzje3QazWYEBmI6fEhSIkKkjo8IlmRVYJTW1uLmJgYp/tiYmJgMpnQ2dmJixcvwmq1DnjMyZMnB33ezZs349FHH3VLzN6uqOIitn5RjtzjtbDaLu3siwnRY2VmMlZkjEdogE6CCIm8X1ePFX8vrMLL+8tx+kL7gMcsnBSB/1o4Ad9KjR7WTstE3k5WCY67bNiwAevXr3f822QyITExUcKI5K+rx4rNH5VgR945x33T4kJwRUwQQv39UNHUgSNVLagzmfHbXaV4ef9Z/P6O2bj6iigJoybyPiU1Jvz4jUMoq28DAATptUhLDEVSRADMFhvOXGhDcWUz9pc1Yn9ZI7KmxuC3352FsEA2OMi3ySrBiY2NRV1dndN9dXV1CAkJgb+/PzQaDTQazYDHxMbGDvq8er0eer3eLTF7o3ON7fjhq0UoqbEP5f3n3HFYc3UKpsY5j3d2W2z48Gg1/vhpGU5faMf3txZg7eKJePDGKVCr2YIkGqs3Ciqw6f3j6LbYEBWsx9prJ+K2eQkINvg5HVd1sQOv5J3D9v1n8UlJHZb84QtsWTEX6UlhEkVOJD1ZFU9kZmZiz549Tvft3r0bmZmZAACdTof09HSnY2w2G/bs2eM4hsbmXGM7lv/lIEpqTIgI1OHlVVfimdvTLkluAECnVeM7cxLw4U+uxl1XjQcAPL/3NH7x3jF4qHadyGtt/bIcG94+im6LDd9KjUbuT6/Gfy2acElyAwAJYQH4n5um4u0fLUBKZCBqTV34/tZ8fHW2SYLIieTBrQlOW1sbiouLUVxcDMA+Dby4uBgVFRUA7ENHK1eudBz/wx/+EGfOnMFDDz2EkydP4k9/+hPeeust/OxnP3Mcs379erz44ovYsWMHSkpKsHbtWrS3t2PVqlXuPBWfUNnUgTv/chA1LV2YFB2Ej356Na6bEj3k4wx+Gvxq2Uw8fdtsqFTAa/n2VieTHKLR2XHgLB7/4AQA4EeLJ2LrD+YhImjoXugZ44z4548XYdGkSHR0W3H3tgIUnrvo7nCJZMmtCc7XX3+NOXPmYM6cOQDsycmcOXOwceNGAEBNTY0j2QGACRMm4MMPP8Tu3bsxe/Zs/O53v8NLL72E7OxsxzF33HEHnn76aWzcuBFpaWkoLi5Gbm7uJYXHNDJtZgt+8HIBqlu6kBIViNfXZCAmxDCi5/huegJ++117kvNK3jn8ae9pN0VL5L12Ha/FpvePA4B9yDd7yoiKhgP1Wry4ch4yUyLQ3m3FqpcLUNnU4a5wiWTLY+vgyAnXwXEmCALWvX4IHx6tQZzRgHfvWzji5Ka/vx48h1+8ewxqFfDqPRlYMDHShdESea9zje34j2e/RKvZgpWZSXj0lumjnhHV0W3BnS/m43BlM2aMC8Hff7gABj+NiyMm8qyRfH/LqgaHpPHy/rP48GgNtGoV/vi9uWNKbgDgrozx+G56AmwC8JM3DqHO1OWiSIm8V1ePFT98tQitZgvmJYXhF/8xbUzTvQN0WvxpxVyEBfjh2HkTHusd8iLyFUxwfNw3da3Y/K8SAMD/3jzVJbMuVCoVHl86A6mxwWho68Z//+0w63GIhvBUbilKakyIDNLhj9+bCz/N2C/P40L98Yflc6BSAa/nV2DX8VoXREqkDExwfJjNJuCRfxxBj1VA1tQY3L0g2WXP7a/T4E8r5kKnVeOLUw14t/i8y56byNscrmzG9gPlAICnb5uNWOPYelH7u2ZyFH547UQAwKb3jqO1q8dlz00kZ0xwfNhr+edQVNGMIL0Wjy8b/Vj/YFKigvDT668AADz+QQma2rtd+vxE3qDHasMjbx+FTQC+M2ccFg9j5uJI/fT6K5AcEYBaUxd+u6vU5c9PJEdMcHxUnakLT+baL3QP5UxBnNHfLa9z7zUpmBITjKb2bvz6wxK3vAaRkm37shwlNSaEBvjh5zdPdctrGPw0+M13ZgKwTwIoquDUcfJ+THB81O8+LkWb2YK0xFCsyEhy2+v4adTYfKv9wvqPoiocrWpx22sRKU1jmxnPfVoGAPjfm6YOa62b0VowKRLfTU+AIACPf3CCdXHk9Zjg+KBv6lrx98IqAMDGb0+Dxs3bKswdH4ZlafEAgCdzB98UlcjXPPdpGdrMFswcZ8StcxPc/noPZU+Bv58Ghyqaset43dAPIFIwJjg+6Knck7AJQM70WMwd75m9ah64cQp0GjW+LGvAvm8ueOQ1ieSsorEDr+XbN7N9ZEmqR/Zviw4x4J6rJwAAntp1Eharze2vSSQVJjg+pqC8CZ+U1EOjVuHBnCkee93E8ADcdZV9KOyJf52EzcbucfJtT39cih6rgGsmR2HhJM8thnnvNSkID9ThzIV2vPl1pcdel8jTmOD4mN/v/gYAcPu8REyMCvLoa6/71iQE67U4UWPCxye4Hgf5rlN1rXj/cDUA4GEPNjQAINjghx9/axIA4I+flqHbwl4c8k5McHzIoYqLyDvTCK1ahXW9FzhPCg/U4Qe9a+38ae9pFjmSz3r+c/s+bdnTYzA93ujx179z/nhEBetR09LFNarIazHB8SHi5pfL5ozDuFD3TAsfyqqFyTD4qXGkqgX7yxoliYFISlUXO/B+sb335keLPd/QAOzTxu9ZZK/FeeHz07ByyJi8EBMcH1Fa24rdJ+qgUsGxqqkUIoL0WH7leADAn/aWSRYHkVRe3HcGFpuAhZMiMDsxVLI4VlyVhBCDFmcutHMLB/JKTHB8xJ97u8RzpsdiUrRna2/+3ZprUqBVq3DgdCOKK5sljYXIkxrazNj5lb2wV6reG1GQXuvYnuVPe8s4ZExehwmOD6g3dTkKGtculq73RjQu1B9L08YBsK/iSuQr3sivgNliw6wEIxZMjJA6HNy9cAIMfmocO2/CV2e5ujF5FyY4PuD1ggpYbALmJYVhVkKo1OEAsNfiAMBHR2tQb+qSNhgiD+ix2vBafgUA4L8WTnD53m+jER6ow3fm2BsbO/LOShsMkYsxwfFyPVYbXu+9qK504W7hYzVjnBHpSWGw2AS8UcC1OMj77T5Rh1pTFyKDdFgyM1bqcBy+f1UyAGDXsVrUsbFBXoQJjpfbdbwW9a1mRAbpkTNdPhdVAFiZaV/47/WCc+jhiqrk5XYcOAvAPkVbr9VIG0w/0+JDcGWyvbEhNoaIvAETHC/3ygH7UvDfyxgPnVZeb/eSGXGIDNKjzmTGx9wXh7zYyVoT8suboFGr8L2M8VKHc4mVmckA7MPZXPiPvIW8vvHIpUprW1FwtglatQorZHhR1WnV+N78RADAXw+elTYYIjd69aC9oZE9PQZxRmnWoLqc7OmxiA7W40KrmauMk9dgguPF3urdZ+b6qdGICTFIHM3Als8fD5UKOHimCRWNHVKHQ+RyXT1WvNe7sN/35idJHM3AdFo1bp9nb2y89XWVxNEQuQYTHC/VbbHh3UP2JdjFC5ccxYf6Y1HvRoN/L2SxMXmfXcdr0dplwbhQf1lMDR/Md9MTAABfnLqA6uZOiaMhGjsmOF7q05P1aGzvRlSwHtdOjpI6nMsSE7C/F1ZxyXjyOn/r7RH5bnoC1Grpp4YPJjkyEBkTwiEIwNtF7MUh5WOC46X+1js8devcBGg18n6bb5gWA6O/H6pburC/rEHqcIhcprKpA/tP2/+mxR4SOes/TGVjY4MUTt7ffDQqdaYufFZaDwC4bZ78L6oGPw2WpsUD6KsbIvIG/yiqgiAACyZGIDE8QOpwhrRkZiyC9FpUNHWg4GyT1OEQjQkTHC/0XvF52ARg7vhQTIySdt+p4RJbjh8fr0NLZ4/E0RCNnSAI+EfvUI8SGhoAEKDT4j9mxQGwDxkTKRkTHC8kztj4z7nKuKgCwPT4EFwRHYRuq407G5NXOFTZjMqmTgToNMiW2SKblyNu3bDrWC26eqwSR0M0ekxwvExZfRuOV5ugVatw08w4qcMZNpVK5Rimer83QSNSMvHv+MZpMQjQaSWOZviuTA5HnNGAVrMFe0svSB0O0agxwfEy4q7h10yOQnigTuJoRuaW2faW44HTDahv5Z44pFwWqw0fHKkBANzSm7grhVqtwi2zexsbh89LHA3R6DHB8SKCIOD9YvsFSbxAKcn4iACkJYbCJgAf9n45EClR3plGNLSZERbgh6uvkPcyDQP5du/145OSerR2sSaOlIkJjhc5er4FZxs7YPBT44ZpMVKHMyriMNV7HKYiBROHp5bMjIOfzJdpGMj0+BBMjApEt8XGfeJIsTzyyduyZQuSk5NhMBiQkZGBgoKCQY9dvHgxVCrVJbebb77Zcczdd999yc9zcnI8cSqyJiYFN0yLRaBeOWP+/d08Kw5qFVBc2Yxzje1Sh0M0Yl09VuQesxfKL1VgTyog1sTZh4zfO8zGBimT2xOcN998E+vXr8emTZtQVFSE2bNnIzs7G/X19QMe//bbb6OmpsZxO3bsGDQaDW677Tan43JycpyOe+ONN9x9KrImCAL+ddQ+rPPtWcopLv530cEGZPYuZ/+vY5xNRcrz5akGtJotiAnR48rkcKnDGTVxmOpAWQOaO7oljoZo5Nye4DzzzDNYs2YNVq1ahWnTpuGFF15AQEAAtm3bNuDx4eHhiI2Nddx2796NgICASxIcvV7vdFxYWJi7T0XWDle1oLqlCwE6Da6R+dYMQ8mZYU/QmOCQEol/t0tmxMl6a4ahTIgMRGpsMCw2AbtPcJiKlMetCU53dzcKCwuRlZXV94JqNbKyspCXlzes59i6dSuWL1+OwMBAp/v37t2L6OhoTJkyBWvXrkVjY+Ogz2E2m2EymZxu3uZfx+y9N9elRsPgp5E4mrHJnh4DlQo4XNnMTf9IUXqsNnxSYk8GcmYoZ+2bwYjnkMvGBimQWxOchoYGWK1WxMQ4F7zGxMSgtnboD0xBQQGOHTuGe+65x+n+nJwcvPLKK9izZw+efPJJfP7551iyZAms1oEXpdq8eTOMRqPjlpgo3921R0MQBMcFaIkXXFSjgw2Yl2TvkeOFlZQk73QjWjp7EBmkU/TwlGhJb2/qF6caOJuKFEfW5f1bt27FzJkzMX/+fKf7ly9fjltuuQUzZ87EsmXL8MEHH+Crr77C3r17B3yeDRs2oKWlxXGrrPSu/Y5KalpxrrEDeq0a102JljoclxAvrExwSEnE4akbpsVCo+DhKdHkmCCkRAWi22rDpycHrpskkiu3JjiRkZHQaDSoq3Mev62rq0Ns7OV7Gtrb27Fz506sXr16yNdJSUlBZGQkysrKBvy5Xq9HSEiI082b5PYOT107OUqxs6f+ndg1/tW5Ji76R4pgtQnYfcJ7elIB+2yqJRymIoVya4Kj0+mQnp6OPXv2OO6z2WzYs2cPMjMzL/vYv/3tbzCbzbjrrruGfJ2qqio0NjYiLk65s4fGwlHUONM7LqoAEB/qj9mJoRAEcB0OUoSvzjahoa0bRn8/x0xAbyD2pn5WWo/Obu5NRcrh9iGq9evX48UXX8SOHTtQUlKCtWvXor29HatWrQIArFy5Ehs2bLjkcVu3bsWyZcsQEeF8oWhra8ODDz6IgwcP4uzZs9izZw+WLl2KSZMmITs7292nIzvlDe04Vd8GrVqFb6Uqc3G/weT0blDIGRykBOLf6fVToxW5uN9gpseHYFyoP7p6bPiyrEHqcIiGze2fwjvuuANPP/00Nm7ciLS0NBQXFyM3N9dReFxRUYGaGudl+UtLS/Hll18OODyl0Whw5MgR3HLLLZg8eTJWr16N9PR0fPHFF9Dr9e4+HdnZ0ztjIyMlHEZ/P4mjca0bptnrifJON6LNbJE4GqLBCYLgmD11o0JXER+MSqVyrIz+CRsbpCAeKdhYt24d1q1bN+DPBioMnjJlCgRBGPB4f39/7Nq1y5XhKZp4Uc2a6l0XVQCYGBWE5IgAnG3swBffXMASBe2OTr7l9IU2nGvsgE6jVuTeU0PJmhqD7QfOYs/JethsgqLX9yHf4T39qD6ouaMbX529CMA7ExyVSoXre8/rkxLO4CD52n3C/veZOTHCawr9+5s/IRzBei0a2sw4XNUsdThEw8IER8H2ll6A1SZgSkwwEsMDpA7HLcTE7dOTdbDaBu7VI5KaOFSc5WXDUyKdVo1rpth7psReYyK5Y4KjYLsdF1XvWPtmIPOSw2D098PFjh4UVVyUOhyiSzS2mVHY+7d5far3fhZv6G1s7GFvKikEExyF6rbYsK/0AgDvHJ4S+WnUuE5sObLAkWTo05P1EAT7bKP4UH+pw3GbxVOioFGrcLK2FZVNHVKHQzQkJjgK9fXZJrSaLYgM0mN2QqjU4bhVXx0OExySn89K7T0a13txQwMAQgN0ji1U9vCzSArABEehPv/G3ntz7eQor5/RcM0V9pbj6QvtbDmSrFisNnxxyr42jNjT6M2+1TsEt7f3+kMkZ0xwFEpMcK6ZHClxJO5nDPDD3PGhAHhhJXk5XNWM1i4LQgP8MMvLe1IBYPGUvrWpunq4qjHJGxMcBaozdeFkbStUKnjlmhsDES+sn5eywJHk4/PeOriFkyK9YnPNoUyOCUKc0QCzxYaDZxqlDofospjgKNC+3l6MWeOMCA/USRyNZyzu7f7fX9YIs4UtR5KHz3uHp66d7BsNDZVK5fgs7i1lbyrJGxMcBdrXe1G9xkcuqgAwLS4E0cF6dPZYUVDeJHU4RLjY3o0jvYveXeMjPakAcO3k3joc9qaSzDHBURirTcAXp8T6G9+5qKpUKkcrmS1HkoMvyhogCEBqbDBijQapw/GYhZMioFWrcLaxA2cb2qUOh2hQTHAU5uj5FjR39CDYoMWcxFCpw/Go61LZciT52PeN7zU0ACDY4Icrk8MB8LNI8sYER2HEi+rCiZHQanzr7RMLOU9faEfVRU4XJ+kIgtCX4PjQ8JRIrMP5nLMaScZ86xvSC3zuo61GADD6+2F2ghEAcKCMMzhIOidrW1Hfaoa/nwbzksOkDsfjFl1hX54iv7wJPVabxNEQDYwJjoK0dPTgUO+eN76w/s1AFk2yn/eXZQ0SR0K+TOy9uSolHAY/jcTReN7U2BCEB+rQ0W1FcWWz1OEQDYgJjoLsP90AmwBMjApEQph37h4+lIW9Cc7+sgbYuLs4SaT/SuK+SK1WYcHECADAl6fY2CB5YoKjIL5a1NjfnPFh8PfToLG9G6V1rVKHQz6oo9uCr8+KPam++1lc1K+xQSRHTHAUon9Ro6+2GgFAp1UjI8U+g4MXVpLCwTON6LbakBDmjwmRgVKHIxmxN/VQZTNau3okjoboUkxwFKKsvg3VLV32L/gJEVKHIynW4ZCUxO0Zrp0cBZXK+7dnGExieACSIgJgtQlcfJNkiQmOQohj/hkTwuGv872ixv7ElmP+mSZ0WziDgzzLF1cSH8xCNjZIxpjgKITjouqDa278uykxwYgM0qGzx+qYVUbkCZVNHShvaIe2X5GtL2MdDskZExwF6LbY8FVvF7C4/oQvs8/g4IWVPO/AafvfW1piKIINfhJHI73MlAioVMA3dW2oN3VJHQ6REyY4CnCkqhmdPVaEBfhhSkyw1OHIAutwSAp5p+0LTGay9wYAEBaow4x4++Kb+0/zs0jywgRHAcSL6lUpEVCrfbeosb+FvT1Zh6taYOIMDvIAQRCQd6Y3wUlhgiNy1OGc4uriJC9McBTAcVFlq9FhXKh9iq7VJiD/DGdwkPuVN7SjzmSGTqPG3CTf255hMP3rcASBi2+SfDDBkTmzxYrCc/ZCWrYanS2cZP99sA6HPEFsaMwZH+qT2zMMZl5yGHRaNWpNXTh9oV3qcIgcmODI3KGKZpgtNkQG6TEpOkjqcGSFdTjkSay/GZjBT4MrezccZWOD5IQJjsz11d+E+/SiYgPJTImESmVfBLG2hTM4yH0EQcBB1t8MiuvhkBwxwZE5sVtcnBZNfYwBfpg1rncGBy+s5Ean6tvQ0NYNg58aaeNDpQ5HdsTe1IOnG2GxcvFNkgcmODLW2W1FcUUzAHaLD2aBWODIKarkRmJP6rykcOi1rL/5d9PjjTD6+6HVbMHR8y1Sh0MEgAmOrBWeu4huqw2xIQYkRwRIHY4sXdU7XMC9cMidWH9zeRq1Clcm2zfB5WeR5MIjCc6WLVuQnJwMg8GAjIwMFBQUDHrs9u3boVKpnG4Gg8HpGEEQsHHjRsTFxcHf3x9ZWVk4deqUu0/D4/LO2HslMidGsP5mEOlJYdCoVai62InzzZ1Sh0NeyGYTcLC8by0qGthVKfYEJ58JDsmE2xOcN998E+vXr8emTZtQVFSE2bNnIzs7G/X19YM+JiQkBDU1NY7buXPnnH7+1FNP4dlnn8ULL7yA/Px8BAYGIjs7G11d3lVo6mg18qI6qCC9FjN663Dyz3ChMXK9k7WtaO7oQYBOg1kJRqnDka2MCfbr1FflTbDauB4OSc/tCc4zzzyDNWvWYNWqVZg2bRpeeOEFBAQEYNu2bYM+RqVSITY21nGLiYlx/EwQBPzf//0ffv7zn2Pp0qWYNWsWXnnlFVRXV+Pdd9919+l4TLvZgiNV9rFsdotf3lUT2DVO7iPuP3Vlcjj8NBzVH8y0+BAE6bVoNVtQUmOSOhwi9yY43d3dKCwsRFZWVt8LqtXIyspCXl7eoI9ra2tDUlISEhMTsXTpUhw/ftzxs/LyctTW1jo9p9FoREZGxqDPaTabYTKZnG5y99XZJlhsAsaF+iMxnPU3lzN/ArvGyX0OciXxYdGoVZjXux4OP4skB25NcBoaGmC1Wp16YAAgJiYGtbW1Az5mypQp2LZtG9577z28+uqrsNlsWLBgAaqqqgDA8biRPOfmzZthNBodt8TExLGemtv1TQ/nRXUo85LDoVLZl9LnjsbkSlab4Piy5mdxaOIwFYeLSQ5k19+amZmJlStXIi0tDddeey3efvttREVF4c9//vOon3PDhg1oaWlx3CorK10YsXsc5KyNYTP6+2FaXAgA4CBbjuRCx6tb0NplQbBBi+nxrL8ZSkZvoXHB2SbYWIdDEnNrghMZGQmNRoO6ujqn++vq6hAbGzus5/Dz88OcOXNQVlYGAI7HjeQ59Xo9QkJCnG5yZurqcawlwQRneMSWY0E5W47kOmKhf8aEcGjUnMk4lJnjjPD306C5owen6tukDod8nFsTHJ1Oh/T0dOzZs8dxn81mw549e5CZmTms57BarTh69Cji4uIAABMmTEBsbKzTc5pMJuTn5w/7OeXu67NNsAlAckQA4oz+UoejCI46HO4sTi4k1t9wevjw+GnUSE8S63DY2CBpuX2Iav369XjxxRexY8cOlJSUYO3atWhvb8eqVasAACtXrsSGDRscxz/22GP4+OOPcebMGRQVFeGuu+7CuXPncM899wCwz7C6//778atf/Qrvv/8+jh49ipUrVyI+Ph7Lli1z9+l4REG5ffdw8Uubhib+rk7Vt6GxzSxxNOQNrDYBX5+zfxbFHkIaWgYbGyQTWne/wB133IELFy5g48aNqK2tRVpaGnJzcx1FwhUVFVCr+/KsixcvYs2aNaitrUVYWBjS09Nx4MABTJs2zXHMQw89hPb2dtx7771obm7GokWLkJube8mCgEr11Vn7hUFcGZSGFh6ow5SYYJTWtaKgvAlLZsZJHRIpXGltK1q7LAjUaTA1LljqcBQjo7e3K7+8EYIgcJFSkoxKEASfqwQzmUwwGo1oaWmRXT1OV48VM3+5Cz1WAZ8/uBhJEYFSh6QYG987hlfyzuHuBcn45S3TpQ6HFG7HgbPY9P5xXH1FJP66OkPqcBTDbLFi5i8/RrfFhj0PXIuJUUFSh0ReZCTf37KbReXriiub0WMVEBWsx3iufzMiXA+HXIk9qaOj12owJzEUAIepSFpMcGTm696L6vzkcHbtjpCY4JysNaGlo0fiaEjJBEFggjMG/YepiKTCBEdmCs7aixqv7F0RlIYvOtiAlKhACIJ9HQ6i0aps6kSdyQw/jQpzxodKHY7iXNWv0NgHqyBIJpjgyIjVJqCod9bGlZxBNSpcD4dcQey9mTnOCIOfRuJolGfO+DD4aVSoNXWhsqlT6nDIRzHBkZGSGhPazBYE67VIjZVX8bNSZLAOh1yAw1Nj46/TYFZCKADgIBsbJBEmODIiXlTnJoVx1dRREpeKP3a+Ba1drMOh0SlggjNmXA+HpMYER0bEBIcL/I1enNEfieH+sAnAoYpmqcMhBWpoM+PMhXYAcOyOTSMnXse+PscEh6TBBEcmBEFwrGDMVuPYzEsSL6wXJY6ElOjr3kL/KTHBCA3QSRyNcs1NCoNKBZxr7MCFVq4uTp7HBEcmzjZ2oKHNDJ1GjVkJ3LV4LMS9cArZcqRREHtS2XszNiEGP0yJsa8Azc8iSYEJjkyIF9VZCZy1MVbiF9OhimZYrDaJoyGl4VCx64iNDbFXjMiTmODIxFe9s344PXzsJkcHI9igRUe3FSdrW6UOhxSk3WzB8WoTAA4Vu4LY2OBwMUmBCY5MfNVvBWMaG7Vahbnj7RfWr7jgH43AoYpmWG0CxoX6Iz7UX+pwFE+shzt2vgWd3VaJoyFfwwRHBupbu3C2sQMqlb0wj8ZuXhJbjjRyBRyecqmEMH/EhOhhsQk4XNUsdTjkY5jgyMBX5X2zNoz+fhJH4x3Se7vGC89e5FLxNGziUDELjF1DpVI5enEK2dggD2OCIwMsanS9tMRQaNT2peLPN3OpeBpaj9WGQ5X2L2EOFbtOX6Exh4vJs5jgyIC4ENY8XlRdJkCnxYx4+3YXbDnScByvNqGrx4awAD9Mig6SOhyvIfaGFZ67CJuNvankOUxwJNZutqCkxj7ThzuIu1a6uOAfp6jSMIiJcHpSGFQqbpXiKlPjQuDvp4Gpy4KyC21Sh0M+hAmOxA5X2WdtxBsNiDNy1oYriS1HzqSi4SjqTXBY6O9afho10hJDAfCzSJ7FBEdivKi6jziTqrSuFSZuvEmXIQiCY6g4fTw/i652Zb+ifyJPYYIjsf7d4uRa0SEGJIb7Q+DGmzSE6pYu1JnM0KpVmJUQKnU4Xic9mfvDkecxwZGQzSagqPeLdy5bjW7hmKLKrnG6DLGhMS0+BP46bpXianPGh0KlAiqaOlDf2iV1OOQjmOBI6ExDO1o6e2DwU2Na74wfcq10LvhHw+AYKmZDwy2cNt7kMBV5CBMcCYkX1VkJofDT8K1wB7HQuLiyGT3ceJMGUVTBoWJ3475U5Gn8VpUQ62/cr//GmyU1JqnDIRnq6O7bYJOfRfeZ51i2gcPF5BlMcCRUKLYa2S3uNmq1qt9Kqmw50qWOVLXAahMQG2LgBptuJPbgHK82ceNN8ggmOBJp7uhGWb190StOEXcvcbo4VzSmgbAn1TPGhfojNsQAi01AcWWz1OGQD2CCIxFx2vKEyECEB+qkDcbLiYWjhyqY4NCluBaVZ6hUKsxNCgUAx55fRO7EBEciYlEjZ22436zEUKhV9rVOals4RZX6CILAAmMP6mtsNEsbCPkEJjgSYbe45wTptZjcO0W1mC1H6qe8oR0XO3qg16oxLY5LNbjbnPGhAOwJjiBw401yLyY4ErBYbY4xaCY4njGnt+VYxJYj9VPoWKrBCJ2Wl0N3mx5vhJ9GhYY2M6oudkodDnk5fqIlcLK2FR3dVgTrtbgiOkjqcHzCXEfLkT041McxVMyGhkcY/DSYFm8E0Pe7J3IXjyQ4W7ZsQXJyMgwGAzIyMlBQUDDosS+++CKuvvpqhIWFISwsDFlZWZccf/fdd0OlUjndcnJy3H0aLiN+sOckhUGtVkkcjW8Qe3COVLVwwT9ycAwVsxbOY+b07izOOhxyN7cnOG+++SbWr1+PTZs2oaioCLNnz0Z2djbq6+sHPH7v3r2488478dlnnyEvLw+JiYm48cYbcf78eafjcnJyUFNT47i98cYb7j4Vlyl0LAsfKm0gPiQlMhBGfz+YLTYu+EcAgJbOHnxTx6UaPG0Oe1PJQ9ye4DzzzDNYs2YNVq1ahWnTpuGFF15AQEAAtm3bNuDxr732Gn70ox8hLS0NqampeOmll2Cz2bBnzx6n4/R6PWJjYx23sDDlXKA4a8Pz1GoV0thypH7EOrikiABEBumlDcaHiDOpjleb0NXDBf/Ifdya4HR3d6OwsBBZWVl9L6hWIysrC3l5ecN6jo6ODvT09CA8PNzp/r179yI6OhpTpkzB2rVr0djYOOhzmM1mmEwmp5tU6k1dqGzqhEoFxxcueQZbjtQfh6ekkRDmj8ggPSw2AcfOt0gdDnkxtyY4DQ0NsFqtiImJcbo/JiYGtbW1w3qOhx9+GPHx8U5JUk5ODl555RXs2bMHTz75JD7//HMsWbIEVuvArYHNmzfDaDQ6bomJiaM/qTESe2+mxAQj2OAnWRy+aC5nUlE/4gJ/c9iT6lEqlcppujiRu2ilDuBynnjiCezcuRN79+6FwWBw3L98+XLH/8+cOROzZs3CxIkTsXfvXlx//fWXPM+GDRuwfv16x79NJpNkSY74gZ7DVqPHze7tMato6kBDm5nDEj7MZhNwuHeIirVwnjd3fBh2n6jjTCpyK7f24ERGRkKj0aCurs7p/rq6OsTGxl72sU8//TSeeOIJfPzxx5g1a9Zlj01JSUFkZCTKysoG/Ller0dISIjTTSqHei+qc3hR9Tijv59jWj5bjr7t9IU2tJot8PfTYErvIpDkOezBIU9wa4Kj0+mQnp7uVCAsFgxnZmYO+rinnnoKjz/+OHJzczFv3rwhX6eqqgqNjY2Ii4tzSdzuYrHacLTKPuY8h/U3kmAdDgF9X6wzE4zQargcmKfNSjBCo1ah1tSFmhYu+Efu4fZP9vr16/Hiiy9ix44dKCkpwdq1a9He3o5Vq1YBAFauXIkNGzY4jn/yySfxi1/8Atu2bUNycjJqa2tRW1uLtjb7dM62tjY8+OCDOHjwIM6ePYs9e/Zg6dKlmDRpErKzs919OmNSWteKzh77An8To7jAnxTmcC8cQr+eVDY0JBGg0yI11t5zVnSuWdpgyGu5PcG544478PTTT2Pjxo1IS0tDcXExcnNzHYXHFRUVqKmpcRz//PPPo7u7G9/97ncRFxfnuD399NMAAI1GgyNHjuCWW27B5MmTsXr1aqSnp+OLL76AXi/vmgrxS3V2YigX+JOIWGh8uKoZFi7457OKOVQsOfamkrt5pMh43bp1WLdu3YA/27t3r9O/z549e9nn8vf3x65du1wUmWfxoiq9SdFBCNJr0Wa24Ju6NkyL5waLvqbdbEFprX2piLREFvtLZe74MLx6sIKFxuQ2HHz2ILGlwvVvpKPpv+Afdxb3SUfPt8AmAHFGA2KNhqEfQG4hDhcfqzbBbOGCf+R6THA8pKWjB6cvtANggiM1sQeNY/++SexJ5edQWskRAQgL8EO3xYaSmlapwyEvxATHQw5XNQOwLwsfwfVXJOUY+2cPjk9iT6o82Bf861188xw/i+R6THA8RCww5kVVenN66y7OXGhHc0e3xNGQJwmCwMU2ZcSxs3hvrxqRKzHB8ZDi3t4CTkuVXligDhMiAwHwwupralq6UN9qhkatwsxxRqnD8XniLu7swSF3YILjAYIg9I37s9UoC1xJ1TeJn8PU2GD46zTSBkOYlWCESgWcb+5EvalL6nDIyzDB8YBzjR242NEDnVaNaXGcliwHfQv+seXoS1hgLC/BBj9MjrYv+MfeVHI1JjgeIBazTo8PgU7LX7kciEOFxRXNsNkEaYMhj2GBsfzMTQoFAK6HQy7Hb1sPKBaLGrmomGykxgbD30+DVrMFpy+0SR0OeUCP1Yaj53v3guNQsWyI10UOF5OrMcHxgEOO+ptQSeOgPlqNGrMS7EWmbDn6htLaVnT12BBs0CKlt8icpCfWwx2pakYPt08hF2KC42ZdPVacqLYvC88ZVPIizuBgy9E3HOpXf8O94ORjYlQQgg1adPXYUFrLBf/IdZjguNnx6hZYbAIig3RICPOXOhzqR0w42YPjG/qGikMljYOcqftvn8LPIrkQExw361vgLwwqFVuNciLWYZyqb4Opq0fiaMjdxGJ/DhXLj2NFY/amkgsxwXGzQ9xBXLaigvVIDPeHIABHKlukDofcqKWjB2cce8GxwFhu5jrWpWIPDrkOExw3Y7e4vIkzODhM5d2K++0FFx6okzYYuoT4OTzb2IHGNrPE0ZC3YILjRvWmLpxv7oRKBcxM4LLwciT2rBVzkTGvxoaGvBkD/JASZZ/ZJm5MTDRWTHDcSByemhwdjGCDn7TB0IDE4sbiymYIAhf881biXnBc4E++0votvknkCkxw3IjLwsvftPgQ6DRqNLV3o6KpQ+pwyA24F5wycGdxcjUmOG4kFsyxwFi+9FoNpsXb9wfjMJV34l5wyiDOpCqu5PYp5BpMcNzEahNwpMo+M4fTUuWtbw2OZknjIPfgXnDKMCU2GHqtGq1dFpxpaJc6HPIC/LS7yTd1rejotiJQp8EVvbvlkjyJPWzsGvdO3AtOGfz6bZ/C6eLkCkxw3EQc7piVEAoNl4WXNfGLr6TaBLPFKnE05GrF3AtOMfoX/RONFRMcN2H9jXIkhvsjPFCHbqsNx3v3DSPv0NVjxYka7gWnFGncWZxciAmOmxQ7VjBmt7jcqVQqx5cfp6h6l+PVJvRYuRecUogNwtK6VnR2szeVxoYJjhu0dvXgVH0bAE4RVwp2jXsnsSc1LTGUe8EpQJzRgOhgPaw2AUfPc/sUGhsmOG5wpKoFggAkhPkjKlgvdTg0DGJPmzjjhrwDe1KVRaVS9RX9s9CYxogJjhv0bzWSMsxKNEKlAiqbOrkXjhfhYpvKI9bhsDeVxooJjhuw1ag8IQY/TIwKAsALq7e40GpG1UX7XnCzuBecYnC4mFyFCY6LCYLgmAHAVqOyzOGCf15F/IK8IjqIe8EpyKwEI9QqoKalC7UtXVKHQwrGBMfFKps60djeDT+NCtPjuSy8kqRxZ3GvwqFiZQrUazE5xr44ajFr4mgMmOC4mFikOi0uBAY/jcTR0EiIC/4d5l44XoFDxcrlKPpnbyqNgUcSnC1btiA5ORkGgwEZGRkoKCi47PF/+9vfkJqaCoPBgJkzZ+Kjjz5y+rkgCNi4cSPi4uLg7++PrKwsnDp1yp2nMGziB5IXVeWZHBMEfz8NWs0WnL7QJnU4NAZOe8GxB0dxuLM4uYLbE5w333wT69evx6ZNm1BUVITZs2cjOzsb9fX1Ax5/4MAB3HnnnVi9ejUOHTqEZcuWYdmyZTh27JjjmKeeegrPPvssXnjhBeTn5yMwMBDZ2dno6pJ+vJazNpRLq1FjprgXDi+silZW34Y2swUBOo1juIOUQxwuPlrVAovVJm0wpFhuT3CeeeYZrFmzBqtWrcK0adPwwgsvICAgANu2bRvw+D/84Q/IycnBgw8+iKlTp+Lxxx/H3Llz8cc//hGAvffm//7v//Dzn/8cS5cuxaxZs/DKK6+guroa7777rrtP57LMFitO9C71zy0alKlvDY5mSeOgsRFrN2YlGLkXnAJNigpCsF6Lzh4rSutapQ6HFMqtCU53dzcKCwuRlZXV94JqNbKyspCXlzfgY/Ly8pyOB4Ds7GzH8eXl5aitrXU6xmg0IiMjY9DnNJvNMJlMTjd3OFFtQrfVhvBAHcaHB7jlNci95nCKqlfom8nIoWIlUqtVmJVo703lZ5FGy60JTkNDA6xWK2JiYpzuj4mJQW1t7YCPqa2tvezx4n9H8pybN2+G0Wh03BITE0d1PkPpPz2cy8Irk/iFWFprQrvZInE0NFp9BcahksZBo5fGZRtojHxiFtWGDRvQ0tLiuFVWVrrldeZPCMePvzUJS9Pi3fL85H6xRgPijAbYBHAvHIVqM1vwTe+wBncQV645XNGYxkjrziePjIyERqNBXV2d0/11dXWIjY0d8DGxsbGXPV78b11dHeLi4pyOSUtLG/A59Xo99Hr37wk1Y5wRM8ZxxVSlS0sMRU1LLYorm3FVSoTU4dAIHalqhk0A4o0GRIcYpA6HRkksNC6rb0NLZw+M/lyskUbGrT04Op0O6enp2LNnj+M+m82GPXv2IDMzc8DHZGZmOh0PALt373YcP2HCBMTGxjodYzKZkJ+fP+hzEo0EN/tTNq5/4x0ig/RIDPcHYE9aiUbK7UNU69evx4svvogdO3agpKQEa9euRXt7O1atWgUAWLlyJTZs2OA4/qc//Slyc3Pxu9/9DidPnsQvf/lLfP3111i3bh0A+26z999/P371q1/h/fffx9GjR7Fy5UrEx8dj2bJl7j4d8gHc7E/ZirlVitdwfBZZh0Oj4NYhKgC44447cOHCBWzcuBG1tbVIS0tDbm6uo0i4oqICanVfnrVgwQK8/vrr+PnPf47/+Z//wRVXXIF3330XM2bMcBzz0EMPob29Hffeey+am5uxaNEi5ObmwmBgdzSN3cxx9qnFdSYzalo6EWf0lzokGiZBEBxrGLHAWPnSEkPxz8PVbGzQqKgEQfC5NelNJhOMRiNaWloQEsL9ouhSNz/7BY5Xm/CnFXNx08y4oR9AsnC+uRMLn/gUWrUKxx7N5nYpCldUcRH/+acDCA/UofDnWZydSiP6/vaJWVREI5XG9XAUSaybSo0LZnLjBabFhcBPo0JTezcqmzqlDocUhgkO0QD6NvtjobGSiLUac7jAn1cw+GkwLV7cPoWfRRoZJjhEAxB7cI6eb0EP98JRDO4F533mcME/xWkzW9DS2SN1GExwiAaSEhmIYIMWXT02lNZyLxwl6LHaHIszssDYe3C4WHneKz6P2Y9+jIf+fljSOJjgEA1ArVb1LRXPC6sinKxphdlig9HfDxMiA6UOh1xETFZPVJtgtlilDYaGRRwqjg6WdmYzExyiQTg23mTXuCKINRqzuRecVxkfHoDwQB26rTacqHbPRsnkWnJZqoEJDtEgHIXGLG5UhL4C41BJ4yDXUqlU3HhTQUxdPTh9oQ2A9LVwTHCIBjG798N55kI7WjqkL5ijy3MUGLP+xuuwDkc5jlS2QBCAxHB/RAS5fw/Iy2GCQzSI8EAdkiICAACHuReOrDV3dONMQzsAIC0hVNpgyOWY4ChHcW+Pd5oMlmpggkN0GZyiqgziF9+EyECEBeqkDYZcTuxNrWjqQGObWdpg6LLktFQDExyiy+hrObIOR84OcYNNr2b098PEKPvMOPbiyJcgCExwiJRCLDQurmyGD27bphjFMpm1Qe7Tt7p4s7SB0KCqLnaioa0bfhoVpsdLv88jExyiy5gaFwKdVo2LHT0419ghdTg0ALm1Gsk9WIcjf+L08GlxIbLYC44JDtFl6LRqR0uEF1Z5Km9oR0tnD/RaNVJjpW81knuICc7hymbYbOxNlaNimQ0VM8EhGoK4cSM33pQnMfGcMc4InZaXNG+VGhsMg58arWaLY50VkhfHDCqZDBXzakA0BPHDyh4ceSrqTTy5wJ9302rUmDUuFAC3T5Ejs8WKY+ftK03PkcEUcYAJDtGQxC/OEzUmdPVwLxy5EYtO5ybJ46JK7jOHjQ3ZOlFtQrfV5rR+mNSY4BANISHMH5FBOvRYBRznXjiy0tFtwcne3d45g8r7ccsG+TrUb6sUuewFxwSHaAj998Jhy1FejlS1wGoTEBtiQJzRX+pwyM3E4eLSWhM6ui3SBkNOxKFiOfWkMsEhGoa+NThYaCwnfcNToZLGQZ4RZ/RHbIgBNsGe3JJ8HJLhZrdMcIiGgT048tRXYCyfViO5Fz+L8lNv6sL55k6oVcAsJjhEyjIrwQiVyr5S54VW7oUjB4Ig9LUaWX/jMxyFxqzDkY2i3vdickwwgvRaaYPphwkO0TAEG/xwRXQQALYc5cK+LLwZfhoVZowzSh0OeYij0Jj7w8mG+F6IQ/lywQSHaJi48aa8iMNTclkWnjxjZoIRGrUKdSYzalo6pQ6HABw61wwAmCuznlQmOETDxM3+5KVveEperUZyrwCdFlNiggHwsygHPVYbjpxvBiC/zyITHKJhEntwxKnJJC1xRhvrb3wPVxeXj5M1rejqsSHEoEVKZKDU4ThhgkM0TJNjghGg06CNe+FIrqvH6lh0ca7MWo3kfuJUZBYaS69//Y1aLY8F/kRMcIiGSaNWYVaCvZiV6+FI63h1Cyw2AZFBeiSEcYE/XyP22h0534weq03aYHycnGcyMsEhGoG03vVW2DUuraLeosY54+WzLDx5TkpkEIINWnT12FDau1UHScOxgrEMe1KZ4BCNgNhKYXGjtPq6xUOlDYQkoVZz+xQ5aGwz41xjBwBgtowW+BMxwSEaAXHs/5u6VrSbuReOVIoc01Ll12okz+DGm9ITf/eTooNg9PeTNpgBuDXBaWpqwooVKxASEoLQ0FCsXr0abW2DF2c2NTXhxz/+MaZMmQJ/f3+MHz8eP/nJT9DS4rzniEqluuS2c+dOd54KEQAgOsSAeCP3wpFSTUsnak1dTjVR5Hu4LpX0xJ5Uua1/I3JrgrNixQocP34cu3fvxgcffIB9+/bh3nvvHfT46upqVFdX4+mnn8axY8ewfft25ObmYvXq1Zcc+/LLL6OmpsZxW7ZsmRvPhKiPYz0cXlglIbYaU2ODEaCTz7Lw5FlignP6QjtaOnqkDcZHyX0tKrddHUpKSpCbm4uvvvoK8+bNAwA899xzuOmmm/D0008jPj7+ksfMmDED//jHPxz/njhxIn7961/jrrvugsVigVbbF25oaChiY2PdFT7RoNISQ/Hh0RpOUZVI0TnW3xAQEaTH+PAAVDR14HBVM66ZHCV1SD7FahNwuLf+Sa5DxW7rwcnLy0NoaKgjuQGArKwsqNVq5OfnD/t5WlpaEBIS4pTcAMB9992HyMhIzJ8/H9u2bYMgDL7wmtlshslkcroRjZaj0Liy+bJ/d+Qeh3ovqtxBnOZwwT/JfFPXivZuK4L0Wkzq3adPbtyW4NTW1iI6OtrpPq1Wi/DwcNTW1g7rORoaGvD4449fMqz12GOP4a233sLu3btx66234kc/+hGee+65QZ9n8+bNMBqNjltiYuLIT4io14xxRmjVKlxoNaPqIvfC8aRuiw1Hz9trn+YmMcHxdeIwVRHXpfI48Xc+O9G+N5gcjTjBeeSRRwYs8u1/O3ny5JgDM5lMuPnmmzFt2jT88pe/dPrZL37xCyxcuBBz5szBww8/jIceegi//e1vB32uDRs2oKWlxXGrrKwcc3zkuwx+GkyPDwHAC6unnagxodtiQ2iAH5IjAqQOhySWntS3P5yN26d4lFh/I9fhKWAUNTgPPPAA7r777ssek5KSgtjYWNTX1zvdb7FY0NTUNGTtTGtrK3JychAcHIx33nkHfn6Xn36WkZGBxx9/HGazGXq9/pKf6/X6Ae8nGq25SWE4XNWCQxXNWJo2TupwfIZj/6lELvBHwNS4EBj81Gjp7MGZhjZMig6WOiSfoYS94Eac4ERFRSEqauhirszMTDQ3N6OwsBDp6ekAgE8//RQ2mw0ZGRmDPs5kMiE7Oxt6vR7vv/8+DAbDkK9VXFyMsLAwJjHkMelJYXh5/1kUnmMPjicVKaDVSJ7jp1FjdkIo8subUHjuIhMcD2nu6MbpC+0A5F0L57YanKlTpyInJwdr1qxBQUEB9u/fj3Xr1mH58uWOGVTnz59HamoqCgoKANiTmxtvvBHt7e3YunUrTCYTamtrUVtbC6vVCgD45z//iZdeegnHjh1DWVkZnn/+efzmN7/Bj3/8Y3edCtElxC/YEzUmdHRzwT9P6Ws1yveiSp4lDlOxseE5YlH3hMhAhAXqpA3mMty6iMRrr72GdevW4frrr4darcatt96KZ5991vHznp4elJaWoqPDvtRzUVGRY4bVpEmTnJ6rvLwcycnJ8PPzw5YtW/Czn/0MgiBg0qRJeOaZZ7BmzRp3ngqRk/hQf8QZDahp6cLhyhZkToyQOiSvV9/ahaqLnVCp7IWNREBfY4MJjueIPalzZLg9Q39uTXDCw8Px+uuvD/rz5ORkp2m2ixcvHnLabU5ODnJyclwWI9FozU0Kw4dHalBUcZEJjgeIRY2To4MRbJDfsvAkDXE23ekL7Wju6EZogHx7FLyFoydV5jMZuRcV0Sils+XoUX2rpoZKGgfJS3igDimRgQC4L5Un2GyCY4hK7j04THCIRkkc+y+quMgF/zxAnJLPAmP6d3NZh+Mxpy+0obXLAn8/DVJj5V3UzQSHaJSmxoVAr1WjuaMHZxrapQ7Hq1msNhypagbAHhy6FAuNPUfsJZuVYIRWI+8UQt7REcmYTmufogrwwupuJTWt6OqxIdigxcQoeS4LT9IRE5ziymZYrDaJo/FuheeUM5ORCQ7RGIhd40VMcNzq63NNAOzDU2qZLgtP0pkUFYRggxadPVacrG2VOhyvJn4W58m8wBhggkM0Juwa94yve3+/Sriokuep1SpHjwK3T3Gfi+19C/ylK+CzyASHaAzm9taDnKpvQ0tHj7TBeClBEFB41v6llZ4s/4sqSYOzGt1P/N1OjJL3An8iJjhEYxARpHds+niokhdWdzjf3IlaUxe0apVj92iif8feVPf7qnd46srkcIkjGR4mOERjxDoc9xK/sKbHhyBA59a1SUnBZicaoVYBVRc7UW/qkjocr+ToSVXA8BTABIdozBwtR479u8VXZ+2txvQkZbQaSRrBBj9MiQ0BwDocdzBbrDhyvgUAMI89OES+wTFFtYJTVN3h695W4zzW39AQ0pNCAXCYyh2OnW9Bt8WGiECdY1he7pjgEI3RFdHBCNJr0d5tRWkdp6i6kqmrx/E75QwqGgo33nSfr/sNT6lUyliqgQkO0Rhp1CrH6rqsw3GtQxXNEAQgMdwf0SEGqcMhmRN7U4+dN6GrxypxNN7FsVSDgnpSmeAQuYDYcvyaCY5LFZ4VFxVTxpg/SWt8eAAig3TottpwrLdehMZOEARHr5iSauGY4BC5gDht8qvyJokj8S5KbDWSdFQqlSMZLjjLz6KrnGloR1N7N/RaNWaMC5E6nGFjgkPkAnPGh0KjVqG6pQtVFzukDscrWKw2FFc2A2APDg3flRPY2HA1cXr47IRQ6LUaiaMZPiY4RC4QqNdiRry9ZSMW49HYlNS0oqPbihCDFldEc4NNGp75vb2pX5+7CJtNkDga7yDuP6W0lcSZ4BC5iDhMxa5x1xDXv5mbxA02afimxgUjUKdBa5eFsxpdRKl7wTHBIXKReazDcalChV5USVpajdqxuvhXbGyMWWObGWcUtMFmf0xwiFzkyt7u21P1bbjY3i1xNMomCEJftzjrb2iEHL2pbGyMmdjQmBQdhNAA+W+w2R8THCIXiQjSY2JUIABOFx+rqoudqDOZucEmjYpjVuPZJggC63DGQsk9qUxwiFxo/oS+CyuNnmODzXFG+OuUM2uD5GHO+FD4aVSoM5lRdbFT6nAUrW+pBuX1pDLBIXIhdo27hjg8pcRWI0nP4KfBzHFGAPwsjkVXjxVHq3o32FTgZ5EJDpELiQnOsfMt6Oi2SByNcolfSlcqbFoqyUf/YSoancOVzei22hAZpEeSQjbY7I8JDpELJYT5IzbEAItNcCxSRyPT1N6Nb+raAPR9SRGNFJdtGLv83oZGRkq4YjbY7I8JDpELqVSqfiupstB4NMTemyuigxARpJc4GlIqcXuPMxfa0dBmljgaZRI/ixkTlNnQYIJD5GLzk7kGx1jklzcCsLcaiUYrNECHKTHBAICv+VkcsR6rzVHsnzEhQuJoRocJDpGLibMNiiouwmK1SRyN8uSfEVuNyryoknzMczQ22Js6UkeqWtDZY0VYgJ9it0phgkPkYlNighFi0KKj24oTNSapw1GUlo4elNTaf2dK7RYn+eCyDaMn9qTOnxCu2K1SmOAQuZharXL04nCK6sh8fa4JggBMiAxEdIhB6nBI4cRC4+PVJrSbOatxJMRr13wF96QywSFyA05RHZ18hRc1krzEh/pjXKg/rDYBRRUcphoui9WGr8+K9TfK/Sy6NcFpamrCihUrEBISgtDQUKxevRptbW2XfczixYuhUqmcbj/84Q+djqmoqMDNN9+MgIAAREdH48EHH4TFwuyc5GP+BPvY/9dnL3Kp+BHIP8MCY3ItxzAVe1OH7USNCW1mC4INWkyNC5E6nFFza4KzYsUKHD9+HLt378YHH3yAffv24d577x3ycWvWrEFNTY3j9tRTTzl+ZrVacfPNN6O7uxsHDhzAjh07sH37dmzcuNGdp0I0IjPGGaHXqtHY3o3TFy6f1JNdm9mCY9Vi/Y1yu8VJXsTe1HwmOMMmFvrPTw6HRqH1N4AbE5ySkhLk5ubipZdeQkZGBhYtWoTnnnsOO3fuRHV19WUfGxAQgNjYWMctJKQvg/z4449x4sQJvPrqq0hLS8OSJUvw+OOPY8uWLeju5g7OJA96rQbpvUub551ulDgaZSg8dxFWm4CEMH/Eh/pLHQ55iat6ewMPVTSjq8cqcTTKkO+ov1F2T6rbEpy8vDyEhoZi3rx5jvuysrKgVquRn59/2ce+9tpriIyMxIwZM7BhwwZ0dHQ4Pe/MmTMRExPjuC87OxsmkwnHjx8f8PnMZjNMJpPTjcjdMlPsvRB5Z5jgDIdjeIq9N+RCEyIDEROiR7fVhqJzrMMZis0mOGoHM1KU/Vl0W4JTW1uL6Ohop/u0Wi3Cw8NRW1s76OO+973v4dVXX8Vnn32GDRs24K9//Svuuusup+ftn9wAcPx7sOfdvHkzjEaj45aYmDja0yIatsyJ9ovDwTNNsNlYhzOU/svCE7mKSqViY2METta2oqWzBwE6DWbEK7f+BhhFgvPII49cUgT877eTJ0+OOqB7770X2dnZmDlzJlasWIFXXnkF77zzDk6fPj3q59ywYQNaWloct8rKylE/F9FwzUoIhb+fxr63Un2r1OHIWme3FUeqmgEoe9YGyZPY2OBw8dDE9W/Sk8Kg1Sh7orV2pA944IEHcPfdd1/2mJSUFMTGxqK+vt7pfovFgqamJsTGxg779TIyMgAAZWVlmDhxImJjY1FQUOB0TF1dHQAM+rx6vR56Pfe0Ic/SadWYlxyGL0414EBZI1Jjld0acqdDFRfRYxUQG2LA+HDl7VpM8paZEgkAOFzVjI5uCwJ0I/7q8xni+jdXKXx4ChhFD05UVBRSU1Mve9PpdMjMzERzczMKCwsdj/30009hs9kcSctwFBcXAwDi4uIAAJmZmTh69KhT8rR7926EhIRg2rRpIz0dIrdaMNF+YWXX+OUdVPiuxSRvieH29XB6rIJjfRe6lCAIit9gsz+39T9NnToVOTk5WLNmDQoKCrB//36sW7cOy5cvR3x8PADg/PnzSE1NdfTInD59Go8//jgKCwtx9uxZvP/++1i5ciWuueYazJo1CwBw4403Ytq0afj+97+Pw4cPY9euXfj5z3+O++67j700JDti13j+mUZYWYczKBYYkzupVCpHjwQbG4Mrq29DY3s39Fo1ZiWESh3OmLl1gO21115Damoqrr/+etx0001YtGgR/vKXvzh+3tPTg9LSUscsKZ1Oh08++QQ33ngjUlNT8cADD+DWW2/FP//5T8djNBoNPvjgA2g0GmRmZuKuu+7CypUr8dhjj7nzVIhGZUZ8CIL0Wpi6LCjhvlQD6uqx4lBlMwDlT0sl+WIdztDEntS548Og0yq7/gYYRQ3OSISHh+P1118f9OfJyclOq7wmJibi888/H/J5k5KS8NFHH7kkRiJ30mrUmD8hHJ+erEfe6UbMGGeUOiTZKa5sRrfFhsggHSZGBUodDnkpMcE5er4FrV09CDb4SRyR/Bz0spXElZ+iEckcp6he3oGyBgD2eiXW35C7jAv1R1JEAKz91nmhPjab4OjdWjgpUuJoXIMJDpGbiS3HgvImWKw2iaORny97E5xFXnJRJflyNDY4THWJkloTmtq7EajTIC0xVOpwXIIJDpGbTY0LgdHfz2mvJbIzdfXgcFULAGDhFUxwyL0cdTjsTb3E/t6GRkZKBPwUvv6NyDvOgkjGNGqVY8rlgdMNEkcjL/lnmmC1CZgQGYhx3H+K3EzswTlebUJLR4/E0cjLl2XeNTwFMMEh8gjO4BiY2GpcOInTw8n9okMMSIkKhCD0rdhLgNliRUHv78ObhoqZ4BB5gJjgfH32IrotrMMRsf6GPI1F/5cqOteMrh4bIoP0mBwTJHU4LsMEh8gDJkcHIzxQh86evj2XfF1tSxfK6tugUvUtpU/kbuxNvdR+R0MjwqtmMjLBIfIAtVqFq3rXluCF1U68qM4aZ4QxgGuSkGeIKxqfrG1FU3u3xNHIw5eOoWLvamgwwSHyEHFfqi/KWGgM9K+/8a6LKslbZJAeqbHBAPr+Bn1ZS2ePo1fZ2z6LTHCIPOSaK6IAAEXnLqK1y7dncAiCwPobkszVvUsS7PvmgsSRSC//TCNsApASFYh4L5vJyASHyEPGRwQgOSIAln4rhvqqsvo21LeaodeqMTcpTOpwyMdcM9ne2Nh36oLTdkG+aL8XNzSY4BB50LW9F9bPfbzlKPbezJ8QDoOfRuJoyNdcmRwOg58adSYzSutapQ5HUl/22yrF2zDBIfKga/olOL7ccmT9DUnJ4KdxFBv78jBVTUsnTl9oh1rVN33emzDBIfKgq1Ii4KdRoepiJ8ob2qUORxI9VhsOnrFvduiN3eKkDOxNBfb3rl48MyHUK2cyMsEh8qBAvRZXJtuni/tqy/FIVTPazBaEBvhhWlyI1OGQjxJ7U78qv4iObovE0Uij//o33ogJDpGH9RU4+uYU1S9P9e55MzESarX3LCpGypLSu/9Zt9WG/N4eRV/Sfyajtw4VM8Eh8jBxunje6UaYLVaJo/G8L07Ze64WeGmrkZRBpVLh2im+O0xVWteKC61mGPzUmDveO2cyMsEh8rCpccGICtajs8eKr89elDocj2rp6EFRhf2cxRoIIqmIjQ1fHC7eW2o/56tSIrx2JiMTHCIPU6lUPnth/aLsAmwCMCk6CAlhAVKHQz5uwaQIaNQqnGloR2VTh9TheNTe0noAwHVToiWOxH2Y4BBJ4JrJ9jFvX+saF1uN101h7w1JL8Tgh/Te4Rlf+iy2dvU4eo8Xe/FnkQkOkQSuviIKKpV9w786U5fU4XiEzSY4EpzFXtxqJGURGxu+1Ju6v6wBFpuACZGBSIoIlDoct2GCQySB8EAdZo0zAvCdluOJGhMa2swI0GkwL9k7ixpJea6dbE+2D5xuRI/VJnE0ntHX0PDe3huACQ6RZBzTxX0kwRHH/BdMjIRe651FjaQ80+NDEBGoQ5vZgqJz3l/0Lwi+05PKBIdIImKC82VZA6w279+2wVF/k+rdrUZSFrVahUXi7uKnvL+xUVrXilpTFwx+amRMCJc6HLdigkMkkTmJoQg2aNHc0YPiymapw3Gri+3dnB5OsiX+TX520vsTnE9P2ntSM714eriICQ6RRLQatePCuqekTuJo3Ouz0nrYBCA1NpjTw0l2rp0cBbXKXidW3dwpdThu9ckJ+7Xm+qkxEkfifkxwiCR0wzT7ReYTL09w9pTYW41ZPnBRJeWJCNIjPcle+O7NjY2GNjMO9fYWXz/Vu+tvACY4RJJaPDkaGrUK39S1oaLROxca67bYHDPFsqYxwSF5Ens0dvcm497o05P1EARg5jgj4oz+UofjdkxwiCRkDPDDlb1Tpr21Fye/vBFtZguigvWOqfFEciP2Lh48bf979UZ9w1Pe33sDMMEhkpx4YfXWBMdxUU2N5u7hJFsTowIxITIQ3VYbvvDCpRu6eqz44pR993BfGSpmgkMkMbEOp6C8CS2dPRJH41qCIOAT1t+QAqhUKmT19mzs9sLGxoHTDejssSLOaMD0+BCpw/EItyY4TU1NWLFiBUJCQhAaGorVq1ejra1t0OPPnj0LlUo14O1vf/ub47iBfr5z5053ngqR2yRFBGJSdBAsNsGxGJ63KKlpxfnmTui1aiycFCl1OESXJdbhfHayHhYvW9V49wn7teX6qdFQqXyjJ9WtCc6KFStw/Phx7N69Gx988AH27duHe++9d9DjExMTUVNT43R79NFHERQUhCVLljgd+/LLLzsdt2zZMneeCpFbib04u47XShyJa+X2ns/VV0TBX+fda26Q8s1LCkNYgB8udvSg4GyT1OG4jNUmYPcJ+2fxhmmxEkfjOW5LcEpKSpCbm4uXXnoJGRkZWLRoEZ577jns3LkT1dXVAz5Go9EgNjbW6fbOO+/g9ttvR1BQkNOxoaGhTscZDAZ3nQqR2y2ZYb/ofHbyAjq7rRJH4zq5x2oA9J0fkZxpNWpHYyP3mPc0Nr4+24SGtm6EGLTITImQOhyPcVuCk5eXh9DQUMybN89xX1ZWFtRqNfLz84f1HIWFhSguLsbq1asv+dl9992HyMhIzJ8/H9u2bYMgDL7UvdlshslkcroRycnMcUaMC/VHZ4/VazbfLKtvwzd1bdCqVay/IcVYMiMOgD3BsXnJFir/6k3WsqbFQKf1ndJbt51pbW0toqOdp6JptVqEh4ejtnZ4mfHWrVsxdepULFiwwOn+xx57DG+99RZ2796NW2+9FT/60Y/w3HPPDfo8mzdvhtFodNwSExNHfkJEbqRSqRy9HGKvh9KJ57FwUiSMAX4SR0M0PAsmRSBYr0V9q9mxvYiS2WyCY+j7pt7kzVeMOMF55JFHBi0EFm8nT54cc2CdnZ14/fXXB+y9+cUvfoGFCxdizpw5ePjhh/HQQw/ht7/97aDPtWHDBrS0tDhulZWVY46PyNWWzLQnOHtK6mG2KH+YSmw1cniKlESv1TjWifmXFwxTHa5qRk1LFwJ1Gsemor5ixAnOAw88gJKSksveUlJSEBsbi/p65xkhFosFTU1NiI0d+oL397//HR0dHVi5cuWQx2ZkZKCqqgpms3nAn+v1eoSEhDjdiORmTmIYYkL0aDVbcKCsUepwxqSisQPHq01Qq/oKqImUIqffMNXlyh+UQKwl+tbUGK/fXPPfaUf6gKioKERFDb0bcGZmJpqbm1FYWIj09HQAwKeffgqbzYaMjIwhH79161bccsstw3qt4uJihIWFQa/XD30CRDKlVquQPT0Wr+Sdw0dHa3BdqnJXG/1X7/BUxoQIRATxc0nKcu3kKPj7aXC+uRNHqlowOzFU6pBGRRAEn+5JdVsNztSpU5GTk4M1a9agoKAA+/fvx7p167B8+XLEx8cDAM6fP4/U1FQUFBQ4PbasrAz79u3DPffcc8nz/vOf/8RLL72EY8eOoaysDM8//zx+85vf4Mc//rG7ToXIY26a2dtyPF6r6GGqfx6xz5S8aZZvjfmTd/DXafCt3mGqfx4eeNavEhyuakFFUwf8/TRYPGXozgJv49Zy6tdeew2pqam4/vrrcdNNN2HRokX4y1/+4vh5T08PSktL0dHhvMngtm3bkJCQgBtvvPGS5/Tz88OWLVuQmZmJtLQ0/PnPf8YzzzyDTZs2ufNUiDxifnI4YkMMaO2yYG+pMmdTnb7QhmPnTdCqVbh5JhMcUqals+0N8X8eqYZVobOp3is+DwC4cXoMAnQjHrBRPLeecXh4OF5//fVBf56cnDzg+OZvfvMb/OY3vxnwMTk5OcjJyXFZjERyolar8O3ZcXjxi3K8X1yN7OnK61Z+v9je4r36ikiEB+okjoZodK6dEoUQgxZ1JjPyyxuxYKKyCnStNgEfHLEPFd/Sm6z5Gt+ZEE+kEEvTxgGwb76ptF2NBUHA+71d+uJ5ECmRXqtxDBkrcZjq4JlGXGg1IzTAD1df4XvDUwATHCLZmR4fgpSoQJgtNnyssK0bjp03obyhHQY/NWdPkeKJPR8fHVVeTZw4PHXTzDifWtyvP988ayIZU6lUjgvre8XKajmKF9WsqTEI1PvemD95l4yUCEQH69HS2YN93zRIHc6wmS1Wx+wpXx2eApjgEMmSeFH6sqwB9aYuiaMZHovVhvc4PEVeRKNW4du9n8W3i6okjmb49pTUo7XLgtgQA+Ynh0sdjmSY4BDJUEpUENKTwmC1CXj70HmpwxmWz7+5gAutZkQG6XxySip5p1vnJgCw18Q1tXdLHM3wvPW1fbX+W9PHQa1WSRyNdJjgEMnUben2C+tbX1cqYjVV8aK6LG0c/DS8tJB3mBYfghnjQtBjFfCuAhobtS1d2Ne7Ye93031730VehYhk6uZZcfD30+DMhXYUVTRLHc5lNbSZsafEvjXLbfN8+6JK3uf23r9pJTQ2/lFUBZtgX1NrQmSg1OFIigkOkUwFG/wc01T/9rW8N4h999B5WGwCZieGYkpssNThELnULbPjodOqcbK2FcerTVKHMyhBEBzXitvmJUgcjfSY4BDJ2O29F6l/Hq5GR7c818QRBMExPHU7L6rkhUIDdI5FN9/8Sr6Nja/OXsTZxg4E6vrW8PFlTHCIZGz+hHAkRwSgvdvqWCFYbgrPXcQ3dW3Qa9X4j1m+OyWVvJuYvL9bfB7tMl2A8/X8cwDsw9tcpoEJDpGsqVQqrMhIAgDsyDsny/H/HXn2i+qytHEw+vtJHA2ReyycGInkiAC0dlnwbrH8io0vtJrx4VH71gzfvypZ2mBkggkOkczdNi8BBj81SmpM+PrcRanDcVJv6sK/xItqZpLE0RC5j1qtwvczkwEArxyQX2NjZ0EFeqwC5owPxcwEo9ThyAITHCKZCw3QYVnvwnk7DpyVNph/83pBBSw2AfOSwjBjHC+q5N2+m54Afz8NSutakV/eJHU4Dj1WG17LrwAA/KA3CSMmOESKIPaO5B6rRZ1MVjbutvRdVFcuSJY2GCIPMPr74Ttz7Y2NV/LOShtMP7tP1KHW1IXIIB2WzIyVOhzZYIJDpADT4424MjkMFpuAv/bWvEjto6M1uNBqRlSwHjnTeVEl37Cyt7Gx63gdqi52SByN3bYvywEAd84fD71WI3E08sEEh0ghVi+aAADYkXcWrV09ksYiCAJe+Pw0AOAHmUk+u1sx+Z7U2BAsmhQJq03Ai/vOSB0OCsqb8PW5i9Bp1LjrKtbB9cerEpFC3DgtFhOjAtHaZXEMDUnl05P1OFnbiiC91lF4SeQrfrR4IgBg51eVaGgzSxrLn/aWAQBuTU9ATIhB0ljkhgkOkUKo1Sr88Fr7hXXrl+Xo6rFKEocgCPjTXnvvzYqrxnNqOPmczIkRmJ0YCrPFhpf3l0sWx/HqFuwtvQC1CvjhtSmSxSFXTHCIFGRp2jjEGw240GrG3wurJImhoLwJhecuQqdVY/XCCZLEQCQllUqFtb2NjVfyzkk2ZPx8b0Pj5lnxSIrw7X2nBsIEh0hBdFo11lxjb6n96bMyj/fiCIKA33/yDQD7lNlodomTj7pxWgwmRQehtcuCl77wfC9OaW2rY2E/MdkiZ0xwiBTmzvnjEWc0oLqly+NTVfeWXsDBM03QadW477pJHn1tIjlRq1X4WdZkAMCLX5zBhVbP1uI8mXsSggDcNDMW0+JDPPraSsEEh0hhDH4a/OwG+4V1y2en0dLhme5xq03Ak7knAQB3L0jGuFB/j7wukVzdNDMWsxOM6Oi24tk9pzz2ugfPNOLTk/XQqFX47xuneOx1lYYJDpEC3To3AZNjgtDS2YPne6dru9u7h87jZG0rQgxaxywSIl+mUqnwyJKpAIA3CipQ3tDu9tcUBAFP/Mve0LhzfiJSooLc/ppKxQSHSIE0ahUezkkFAGzbX+72C2trVw9+u6sUAPCj6yYhNEDn1tcjUorMiRFYPCUKFpuAX31wwu17VL1XXI3iymYE6DT4yfVXuPW1lI4JDpFCfSs1GldfEYluiw3/+85Rt15Yf7urFLWmLiRFBOBubstA5OR/b5oKP40Ke07W41/Hat32Ok3t3XjsgxMAgPuum4ToYBb5Xw4THCKFUqlU+PWymTD4qXHgdKPbpo0XnruIvx60bw/xm+/MhMGPS8ET9XdFTLBjJtOm94+jpdM9dXG//rAETe3dmBITjDVXc92boTDBIVKw8REBuL93JsevPypBfatrN+Ls6rHif94+CkGw1/0snBTp0ucn8hY/um4SUqICcaHVjM0flbj8+b84dQH/KKqCSgVsvnUmt0cZBv6GiBTunkUTMC0uBM0dPfjJG4dgsdpc9tyPfXACpXWtiAjU4ec3T3XZ8xJ5G4OfBr/5zkwA9i0c3j9c7bLnrjN14WdvFgMAVl6VhLnjw1z23N6MCQ6Rwmk1ajx75xwE6jQ4eKYJv9v9jUue9+2iKryeXwGVCnjmjjSEBbKwmOhyrkqJwH3X2YeqHvnHEZyqax3zc/ZYbVj3ehEa2rqRGhvsmLVFQ2OCQ+QFJkUH4cnvzgJgX779o94VTkfraFUL/uedowCAn3zrClw7OWrMMRL5gvU3TMGCiRHo6Lbih68Wormje9TPJQgCfv1hCb46exHBei2evysd/jrWwA0XExwiL/Efs+KxamEyAOCnOw/hkxN1o3qe49UtuGtrPrp6bLj6ikhORSUaAY1ahWfvnIPYEANOX2jHXVvzR7UYpyAIeGpXKbYfOAsA+O1tszAhkvtNjYTbEpxf//rXWLBgAQICAhAaGjqsxwiCgI0bNyIuLg7+/v7IysrCqVPOq0M2NTVhxYoVCAkJQWhoKFavXo22tjY3nAGR8vzvTVPx7dnx6LEK+NFrRdg9wiTn2PkW3PVSPlo6ezBnfCj+tGIuNGqVm6Il8k6RQXq8sno+IgJ1OHbehJXb8tHUPvyeHJtNwG93lTo203xs6XTkzIhzV7hey20JTnd3N2677TasXbt22I956qmn8Oyzz+KFF15Afn4+AgMDkZ2dja6uvpkhK1aswPHjx7F792588MEH2LdvH+699153nAKR4mg1avz+9tm4eWYcuq02rHnla2z+qATdlssXHguCgFfyzuI/nz+Aix09mJ1gxI7/mo9gg5+HIifyLpNjgvHamgyEBfjhcFULbvrDF8g73Tjk4y60mrFq+1f4U29ys/E/pmFlZrKbo/VOKsHNyy5u374d999/P5qbmy97nCAIiI+PxwMPPID//u//BgC0tLQgJiYG27dvx/Lly1FSUoJp06bhq6++wrx58wAAubm5uOmmm1BVVYX4+PhhxWQymWA0GtHS0oKQEG5SRt6nx2rDY/884Vi/JjU2GGsXT8RNM+Pgp+lr1wiCgH2nGvDnz0/jQO/F91up0fj9HWkw+jO5IRqr0tpWrH2tEGcutEOlAm5PT8R/LZqAKbHBTse1dPRg51cVePGLM2ho64Zeq8ZjS6fjjivHSxS5PI3k+1vroZiGVF5ejtraWmRlZTnuMxqNyMjIQF5eHpYvX468vDyEhoY6khsAyMrKglqtRn5+Pr7zne8M+Nxmsxlmc99OryaTyX0nQiQDfho1Hl82AwsnReLhfxzBydpW/HRnMR775wmkxgVjXKg/6lvN+Ka2FdUt9h5SnUaNR5akYtXCZKhUHJYicoUpscH44MeL8Oj7J/Dm15WO2+SYIKREBiFAr8HZhnacqDGhq8fe0zo5JgjP3Tn3kiSIRkY2CU5trX1565iYGKf7Y2JiHD+rra1FdHS008+1Wi3Cw8Mdxwxk8+bNePTRR10cMZH85cyIxZXJYXgtvwKv5J1DQ5sZ+8ucu8mD9FrcPi8RqxYmIzE8QKJIibxXgE6LJ787C7dfmYCtX5Yj91gtvqlrwzd1zvWjqbHB+K9FE7A0LR56LWdLjdWIEpxHHnkETz755GWPKSkpQWpq6piCcrUNGzZg/fr1jn+bTCYkJiZKGBGR50QE6fGT66/A/7s2BcfOm1De0I7q5k5EBeuRHBGImQlGBOll09Yh8lrpSeFITwpHvakLx2tMONvQjo5uK5IjAjExOhBTYoLZe+pCI7qqPfDAA7j77rsve0xKyuj2x4iNjQUA1NXVIS6ur1q8rq4OaWlpjmPq6+udHmexWNDU1OR4/ED0ej30ev2o4iLyFnqtBulJYUhP4iqoRFKKDjEgOsQATJE6Eu82ogQnKioKUVHuWfBrwoQJiI2NxZ49exwJjclkQn5+vmMmVmZmJpqbm1FYWIj09HQAwKeffgqbzYaMjAy3xEVERETK47Zp4hUVFSguLkZFRQWsViuKi4tRXFzstGZNamoq3nnnHQD2nZHvv/9+/OpXv8L777+Po0ePYuXKlYiPj8eyZcsAAFOnTkVOTg7WrFmDgoIC7N+/H+vWrcPy5cuHPYOKiIiIvJ/bBt43btyIHTt2OP49Z84cAMBnn32GxYsXAwBKS0vR0tLiOOahhx5Ce3s77r33XjQ3N2PRokXIzc2FwWBwHPPaa69h3bp1uP7666FWq3Hrrbfi2WefdddpEBERkQK5fR0cOeI6OERERMozku9v7kVFREREXocJDhEREXkdJjhERETkdZjgEBERkddhgkNERERehwkOEREReR0mOEREROR1mOAQERGR12GCQ0RERF7HbVs1yJm4eLPJZJI4EiIiIhou8Xt7OJsw+GSC09raCgBITEyUOBIiIiIaqdbWVhiNxsse45N7UdlsNlRXVyM4OBgqlcqlz20ymZCYmIjKykqv3OfK288P4Dl6A28/P4Dn6A28/fwA15+jIAhobW1FfHw81OrLV9n4ZA+OWq1GQkKCW18jJCTEa/9gAe8/P4Dn6A28/fwAnqM38PbzA1x7jkP13IhYZExERERehwkOEREReR0mOC6m1+uxadMm6PV6qUNxC28/P4Dn6A28/fwAnqM38PbzA6Q9R58sMiYiIiLvxh4cIiIi8jpMcIiIiMjrMMEhIiIir8MEh4iIiLwOE5whbNmyBcnJyTAYDMjIyEBBQcFlj//b3/6G1NRUGAwGzJw5Ex999JHTzwVBwMaNGxEXFwd/f39kZWXh1KlT7jyFIY3kHF988UVcffXVCAsLQ1hYGLKysi45/u6774ZKpXK65eTkuPs0BjWS89u+ffslsRsMBqdjlP4eLl68+JJzVKlUuPnmmx3HyOk93LdvH7797W8jPj4eKpUK77777pCP2bt3L+bOnQu9Xo9JkyZh+/btlxwz0s+2O430HN9++23ccMMNiIqKQkhICDIzM7Fr1y6nY375y19e8h6mpqa68Swub6TnuHfv3gH/Tmtra52Ok8v7ONLzG+gzplKpMH36dMcxcnsPN2/ejCuvvBLBwcGIjo7GsmXLUFpaOuTjpPpeZIJzGW+++SbWr1+PTZs2oaioCLNnz0Z2djbq6+sHPP7AgQO48847sXr1ahw6dAjLli3DsmXLcOzYMccxTz31FJ599lm88MILyM/PR2BgILKzs9HV1eWp03Iy0nPcu3cv7rzzTnz22WfIy8tDYmIibrzxRpw/f97puJycHNTU1Dhub7zxhidO5xIjPT/AvuJm/9jPnTvn9HOlv4dvv/220/kdO3YMGo0Gt912m9NxcnkP29vbMXv2bGzZsmVYx5eXl+Pmm2/Gddddh+LiYtx///245557nBKA0fxduNNIz3Hfvn244YYb8NFHH6GwsBDXXXcdvv3tb+PQoUNOx02fPt3pPfzyyy/dEf6wjPQcRaWlpU7nEB0d7fiZnN7HkZ7fH/7wB6fzqqysRHh4+CWfQzm9h59//jnuu+8+HDx4ELt370ZPTw9uvPFGtLe3D/oYSb8XBRrU/Pnzhfvuu8/xb6vVKsTHxwubN28e8Pjbb79duPnmm53uy8jIEP7f//t/giAIgs1mE2JjY4Xf/va3jp83NzcLer1eeOONN9xwBkMb6Tn+O4vFIgQHBws7duxw3PeDH/xAWLp0qatDHZWRnt/LL78sGI3GQZ/PG9/D3//+90JwcLDQ1tbmuE9O72F/AIR33nnnssc89NBDwvTp053uu+OOO4Ts7GzHv8f6O3On4ZzjQKZNmyY8+uijjn9v2rRJmD17tusCc6HhnONnn30mABAuXrw46DFyfR9H8x6+8847gkqlEs6ePeu4T87voSAIQn19vQBA+Pzzzwc9RsrvRfbgDKK7uxuFhYXIyspy3KdWq5GVlYW8vLwBH5OXl+d0PABkZ2c7ji8vL0dtba3TMUajERkZGYM+pzuN5hz/XUdHB3p6ehAeHu50/969exEdHY0pU6Zg7dq1aGxsdGnswzHa82tra0NSUhISExOxdOlSHD9+3PEzb3wPt27diuXLlyMwMNDpfjm8h6Mx1OfQFb8zubHZbGhtbb3kc3jq1CnEx8cjJSUFK1asQEVFhUQRjl5aWhri4uJwww03YP/+/Y77ve193Lp1K7KyspCUlOR0v5zfw5aWFgC45O+uPym/F5ngDKKhoQFWqxUxMTFO98fExFwyBiyqra297PHif0fynO40mnP8dw8//DDi4+Od/jhzcnLwyiuvYM+ePXjyySfx+eefY8mSJbBarS6NfyijOb8pU6Zg27ZteO+99/Dqq6/CZrNhwYIFqKqqAuB972FBQQGOHTuGe+65x+l+ubyHozHY59BkMqGzs9Mlf/dy8/TTT6OtrQ233367476MjAxs374dubm5eP7551FeXo6rr74ara2tEkY6fHFxcXjhhRfwj3/8A//4xz+QmJiIxYsXo6ioCIBrrl9yUV1djX/961+XfA7l/B7abDbcf//9WLhwIWbMmDHocVJ+L/rkbuLkGk888QR27tyJvXv3OhXiLl++3PH/M2fOxKxZszBx4kTs3bsX119/vRShDltmZiYyMzMd/16wYAGmTp2KP//5z3j88ccljMw9tm7dipkzZ2L+/PlO9yv5PfQ1r7/+Oh599FG89957TvUpS5Yscfz/rFmzkJGRgaSkJLz11ltYvXq1FKGOyJQpUzBlyhTHvxcsWIDTp0/j97//Pf76179KGJnr7dixA6GhoVi2bJnT/XJ+D++77z4cO3ZM0pqgobAHZxCRkZHQaDSoq6tzur+urg6xsbEDPiY2Nvayx4v/HclzutNozlH09NNP44knnsDHH3+MWbNmXfbYlJQUREZGoqysbMwxj8RYzk/k5+eHOXPmOGL3pvewvb0dO3fuHNaFUqr3cDQG+xyGhITA39/fJX8XcrFz507cc889eOutty4ZBvh3oaGhmDx5siLew8HMnz/fEb+3vI+CIGDbtm34/ve/D51Od9lj5fIerlu3Dh988AE+++wzJCQkXPZYKb8XmeAMQqfTIT09HXv27HHcZ7PZsGfPHqcWfn+ZmZlOxwPA7t27HcdPmDABsbGxTseYTCbk5+cP+pzuNJpzBOwV748//jhyc3Mxb968IV+nqqoKjY2NiIuLc0ncwzXa8+vParXi6NGjjti95T0E7FM3zWYz7rrrriFfR6r3cDSG+hy64u9CDt544w2sWrUKb7zxhtMU/8G0tbXh9OnTingPB1NcXOyI31vex88//xxlZWXDamhI/R4KgoB169bhnXfewaeffooJEyYM+RhJvxfHVKLs5Xbu3Cno9Xph+/btwokTJ4R7771XCA0NFWprawVBEITvf//7wiOPPOI4fv/+/YJWqxWefvppoaSkRNi0aZPg5+cnHD161HHME088IYSGhgrvvfeecOTIEWHp0qXChAkThM7OTo+fnyCM/ByfeOIJQafTCX//+9+Fmpoax621tVUQBEFobW0V/vu//1vIy8sTysvLhU8++USYO3eucMUVVwhdXV2yP79HH31U2LVrl3D69GmhsLBQWL58uWAwGITjx487jlH6eyhatGiRcMcdd1xyv9zew9bWVuHQoUPCoUOHBADCM888Ixw6dEg4d+6cIAiC8Mgjjwjf//73HcefOXNGCAgIEB588EGhpKRE2LJli6DRaITc3FzHMUP9zjxtpOf42muvCVqtVtiyZYvT57C5udlxzAMPPCDs3btXKC8vF/bv3y9kZWUJkZGRQn19vcfPTxBGfo6///3vhXfffVc4deqUcPToUeGnP/2poFarhU8++cRxjJzex5Gen+iuu+4SMjIyBnxOub2Ha9euFYxGo7B3716nv7uOjg7HMXL6XmSCM4TnnntOGD9+vKDT6YT58+cLBw8edPzs2muvFX7wgx84Hf/WW28JkydPFnQ6nTB9+nThww8/dPq5zWYTfvGLXwgxMTGCXq8Xrr/+eqG0tNQTpzKokZxjUlKSAOCS26ZNmwRBEISOjg7hxhtvFKKiogQ/Pz8hKSlJWLNmjWRfHIIwsvO7//77HcfGxMQIN910k1BUVOT0fEp/DwVBEE6ePCkAED7++ONLnktu76E4Xfjfb+I5/eAHPxCuvfbaSx6TlpYm6HQ6ISUlRXj55Zcved7L/c48baTneO211172eEGwT42Pi4sTdDqdMG7cOOGOO+4QysrKPHti/Yz0HJ988klh4sSJgsFgEMLDw4XFixcLn3766SXPK5f3cTR/p83NzYK/v7/wl7/8ZcDnlNt7OND5AXD6fMnpe1HVGzQRERGR12ANDhEREXkdJjhERETkdZjgEBERkddhgkNERERehwkOEREReR0mOEREROR1mOAQERGR12GCQ0RERF6HCQ4RERF5HSY4RERE5HWY4BAREZHXYYJDREREXuf/A+CjQlJMHec1AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# on trace une courbe sommaire\n", "\n", "plt.plot(t, s)\n", "\n", "plt.show() # cette ligne provoque l'affichage de la courbe" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# on peut évidemment décorer un peu tout ça\n", "plt.xlabel('time (s)')\n", "plt.ylabel('voltage (mV)')\n", "plt.title('About as simple as it gets, folks')\n", "plt.grid(True)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# enregistrement \n", "plt.savefig(\"test.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour aller plus loin : http://www.loria.fr/~rougier/teaching/matplotlib/\n", "\n", "Pour trouver l'inspiration : http://matplotlib.org/gallery.html" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }