diff --git "a/Chapitre 3 - Espace vectoriel/3.1. D\303\251finition d'un espace vectoriel.ipynb" "b/Chapitre 3 - Espace vectoriel/3.1. D\303\251finition d'un espace vectoriel.ipynb"
index cee7d92..9e641aa 100644
--- "a/Chapitre 3 - Espace vectoriel/3.1. D\303\251finition d'un espace vectoriel.ipynb"	
+++ "b/Chapitre 3 - Espace vectoriel/3.1. D\303\251finition d'un espace vectoriel.ipynb"	
@@ -1,2315 +1,65571 @@
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     "# Concept(s)-clé(s) et théorie\n",
     "\n",
     "Soit $ V $ un ensemble non-vide muni d'une opération binaire $+$ et d'une action sur les nombres réels $\\cdot$, c'est-à-dire que pour tout $u,v\\in V$, il existe un unique élément $u+v\\in V$ et pour tout $u\\in V$, $\\lambda\\in \\mathbb{R}$, il existe un unique élément $\\lambda\\cdot u\\in V$. On dira que $V$ est un $\\mathbb{R}$-espace vectoriel si les huit axiomes suivants sont satisfaits, pour tous $u,v,w\\in V$ et $\\lambda, \\mu\\in \\mathbb{R}$.\n",
     "\n",
     "\n",
     "1. $u+ v=v+ u$\n",
     "2. $(u+ v) + w = u + (v+ w)$\n",
     "3. $\\lambda\\cdot( u + v)= \\lambda \\cdot u + \\lambda \\cdot v$\n",
     "4. $(\\lambda + \\mu)\\cdot  v=\\lambda \\dot v + \\mu\\cdot v$\n",
     "5. $\\lambda \\cdot (\\mu\\cdot v)=(\\lambda \\mu)\\cdot v$\n",
     "6. $1\\cdot u=u$\n",
     "7. Il existe un élément neutre pour la loi $+$, i.e. un élément $e\\in V$ tel que $e+ u=u$ pour tout $u\\in V$.\n",
     "8. Pour tout $u\\in V$, il existe un unique inverse par rapport à la loi $+$, i.e. un élément $u' \\in V$ tel que $u+ u'=e$. \n",
     "\n",
     "Remarques: \n",
     "1. On écrit $\\lambda v$ au lieu de $\\lambda \\cdot v$. \n",
     "2. Les éléments de $V$ sont appelés des vecteurs (même si on ne les écrit pas $\\overrightarrow v$) et les éléments de $\\mathbb{R}$ des scalaires.\n",
-    "\n"
+    "\n",
+    "Commentaire: on parle de $\\mathbb{R}$-espace vectoriel car les scalaires appartiennent à $\\mathbb{R}$. Dans certains cas, par traités ici, les scalaires peuvent appartenir à un autre ensemble, comme par exemple êtres des nombres complexes (dans $\\mathbb{C}$). Dans ce cas on parlerait de $\\mathbb{C}$- espace vectoriel.  \n"
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     "import AL_Fct as al\n",
     "import numpy as np\n",
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NSAEBCRBzA4Kn2qoEXI+5riYwd/xsp9zzyQfkE3e/UxZ1tufm0JnhUbnjrk/Le976atm4blXZc+ue+x7wvnPLzTeU/V2bv0ACU8PokMDUgEgRRgVY2BnlpjJNAq4v7DQxUkwAAsTcANCpsmoBYm7VhBQQkAAxNyB4qq1KwPWY62oCUyUq33bbR+WWt9wgV1y6NTeHVGLzga9/T9737pukqamh7LlFArNsMne+QALTnbGOSk9Z2EVlJN3qh+sLO7dGO1q9JeZGazxd6Q0x15WRjl4/ibnRG1MXeuR6zHU1ganm9lzJRvVn69eskFe97GrJJjmfePoZ70fhcx+7LZfsnJxMyHs/fL88+J0fen/3htdcL1dfebG8/h13535srr/uKi8Rqj75z/7VrW8oKD8/iZpf/959h+WOuz8jL7/uuXLXx/9ZLrlg05xvjJ6biM0vQ9fPMG9gapAkgakBkSKMCrCwM8pNZZoEXF/YaWKkmAAEiLkBoFNl1QLE3KoJKSAgAWJuQPBUW5WA6zHXZALzOffdJ48fOVLVeFXy5R/dfLNcvnLleV89dxt5/vbxRV3t3huaN7ziGi/ZqJKJH7r3S3Ln7W+S5sZGLyG5Yll3bqv4t763Q15w1aXyic9/zasnu4U8m+jMPjtXHcUSmG++9SPy0muvmndL+lxvkpLArGSWGPgOCUwDyFShVYCFnVZOCjMk4PrCzhAz1fggQMz1AZUifRcg5vpOTAU+CRBzfYKlWF8FXI+5Licws8lFlaRU28jzt48/uWtvwRmZ+c92d3V4b0beedsbzzsn89y3OrNvUeY/m00wvvCXLztvG/tcb2DOVU/2h4IEpq/hQW/hJDD1elKa/wIs7Pw3pgb9Aq4v7PSLUqIpAWKuKWnq0SlAzNWpSVkmBYi5JrWpS5eA6zHX5QSmmkNffegRGTx41HvDUSUP1TbwbDIzfzt4dr6pbeQqgZl9GzP/AiD1zFwJTPUW5eFjpwqmrNpGTgJT10+xBeWoTPW5A33unn8SmBYMFE0oS4CFXVlcPGyJgOsLO0uGgWZUIEDMrQCNrwQuQMwNfAhoQIUCxNwK4fhaoAKux1yTCcxAB3qeyrNbw299241y7+e/Jre//bXereTFLvOZ663KbPFzJTDnS3Yu9PZksXqy9S1Uhi5zzsBcQLKUwSKBqWs6Uo4pARZ2pqSpR6eA6ws7nZaUZVaAmGvWm9r0CBBz9ThSinkBYq55c2qsXsD1mOt6AjP/jEo1m7JnV2YTg9kzMNXfqaSm+ly8ZWPBGZiqjK88+LD89vUvkIe++5j88MdP5W4xP/cMTPV9levqHzjknZmpztK86tkX5s7ZVC/xvfUPXpn73/NtVc/O/Gz585VR/U9IpgQSmCQwdc0lygmRAAu7EA0WTc0JuL6wYyqEV4CYG96xc7nlxFyXRz/cfSfmhnv8ot76ji/+mbT9xz1ldXPs12+RkRvfX9Z3wvaw6wlMNV5qG/mff/CzBbeMqz8/9xby/B3B5/6duoVcJT/z/3y+W8hXLe+WT33wXd75mfk7j9Xz7a0tcuGWDSUnMLMJ0ezu5XPL0DUfSWCWkMDM30I+15XxvIGpazpSjikBFnampKlHpwD/mNapSVkmBYi5JrWpS5cAMVeXJOWYFiDmmhanvnIFuu/+DWn82bdL+trUpS+WU7dlbpSO8ocEZpRHV1/fSGCWaanOEjh6/FTuVVz19dGJVJml8DgCwQq0N9czb4MdAmqvQKAxVut9ayo5U8G3+QoCwQkQc4Ozp+bKBYi5ldvxzWAFiLnB+lP7wgI1pw5J67ufKzWnjxR9OL14pYx/+AeS7l69cKEhf0L93PJBYCEBEpgLCZ3z99nDVe+8/U3eoarqQwKzTEQeD1yAhV3gQ0ADKhDgH9MVoPEVKwSIuVYMA40oU4CYWyYYj1sjQMy1ZihoiIgcHx+XgaEzMjg8JINDZ+TY8UPSvvcncnX/9+Q3D/+4qNHEe/9DUpe/1AlHEphODHPVnSSBWSbhXAlMtpCXicjjgQuwtSbwIaABFQiwnbECNL5ihQAx14phoBFlChBzywTjcWsEiLnWDAUNUTuHBp+Uf/zKJ+R5Y4fkolN7ZdnwITmz7pcktXmbdI2elOZH/mVOp5FXv0/GfuPdzhiyhdyZoa6qoyQwF+D71vd2SN+G1d7Bpupz7nX06s9IYFY1B/lyAAIs7AJAp8qqBfjHdNWEFBCQADE3IHiqrUqAmFsVH18OUICYGyB+RKsenpqUfcNDsm9kSPYPD3u/q/+9f2RIHn3dzVIjNef1/NSxhAyfScpz790mib7ZX73bJLnp8oJnF338D6T50QcK/mzieTfImbf/Y0Q15+4WCUynhrvizpLAXIBOXVH/+nfcnXsqe4NTU1ND7s9IYFY8//hiQAIs7AKCp9qqBPjHdFV8fDlAAWJugPhUXbEAMbdiOr4YsAAxN+ABiFD11z/wBS9RmZqZkXWdXbKuo1N6vN+7pKejS7Ykh2TZxkultqZG4uPTMrhrXAZ3q19xmZlJy7Oe3SEv+vVlRUVqpsZl6Z9eLfWHdnrPpVZvlRN//YikG1sjJLlwV0hgLmzEEyIkMDXMAhKYGhApwqgACzuj3FSmSYB/TGuCpBjjAsRc4+RUqEGAmKsBkSICESDmBsJufaXxZNJ7YzL7FuXLe7fIyrbMnRbzfX589LCXuOxubhGZmZaG/u3SsGe7xNTv/dvlmRf+ufyo6aUysGtcTh6dkvWbW2X95hbv96UrG0s2adj9Q1nyFy/ynj/5l9+VxOarSv5uVB4kgRmVkfS3HyQwNfiSwNSASBFGBVjYGeWmMk0C/GNaEyTFGBcg5honp0INAsRcDYgUEYgAMTcQdqsq/crOp3LJysxW72FR28DVW5PZtyhftmmzXLVq7bztrjt1cDZZuSOXuExuuCyzHbx3mwzGLpFvfr95NmnZKuv6WqoyWPzf93vfP/0rN1VVTli/TAIzrCNntt0kMDV4k8DUgEgRRgVY2BnlpjJNAvxjWhMkxRgXIOYaJ6dCDQLEXA2IFBGIADE3EHYjlaqt3OoNyk1di4vW9/Zv/2dum/e6zk4vcbnQ25bnFtj6rXul8cnvegnL5GzSMt3Q7Fs/XY+5JDB9m1qRKpgEpobhJIGpAZEijAqwsDPKTWWaBFxf2GlipJgABIi5AaBTZdUCxNyqCSkgIAFibkDwmqo9MzlRcFnO/rzLcw6NjcjHX/xyeeXmC6qqrXb4uMx0nn82ZSqZnj3Dclyu+83lVdVR7pddj7kkMMudMW4+TwJTw7iTwNSASBFGBVjYGeWmMk0Cri/sNDFSTAACxNwA0KmyagFibtWEFBCQADE3IHgN1f7Jf31Lvr5nl/R0dM5emtOVuzQn+yZlJdXE9j3hbQOP7VFnV+6QdFObd1GO+hwanMhdvKMu4Mk/x3L1ev/euDy3H67HXFcTmOrS6Hs++YB84u53yqLOs2eynhkelTvu+rS8562vlo3rVpU97e+5L3Oz/S0331D2d23+AglMDaNDAlMDIkUYFWBhZ5SbyjQJuL6w08RIMQEIEHMDQKfKqgWIuVUTUkBAAsTcgODzqh1PJrzbu/eNDEv2DUqVlHzLL20r2rjTExOyuLm6pGFtfFhi/Y9lzq2cTVrOLFqVO7tSbQfffnBN7k3Lto763DmW67e0SCxWGwig6zHX1QSmSlS+7baPyi1vuUGuuHRrbu6pxOYDX/+evO/dN0lTU0PZc5IEZtlk7nyBBKY7Yx2VnrKwi8pIutUP1xd2bo12tHpLzI3WeLrSG2KuKyMdvX4Sc82P6d/seFQGhs54W79V4nIskZh9g7Iz9wZlT2eXXLtuo5HGdb//ZZlzK2fPrpzpWFJQ73e/dlyWrGj0bgzvWBQz0qaFKnE95rqawFTzYq5ko/qz9WtWyKtedrVkk5xPPP2MN40+97HbcsnOycmEvPfD98uD3/mh93dveM31cvWVF8vr33F3bspdf91VXiJUffKf/atb31BQfn4SNb/+vfsOyx13f0Zeft1z5a6P/7NccsGm894Y/epDj8gPf/xUQcLVjyQqb2AuFElK+HsSmCUg8YhVAizsrBoOGlOigOsLuxKZeMxCAWKuhYNCkxYUIOYuSMQDlgoQc/UMTHJ6ejYhOSzXri+eePzqrl/IdHomt+17eWubnkacU0rNVFykpkb8vEzHl4aXUKjrMddkAvMDf7ZT9g/ESxgVvY/8yfu3Ss+G82+rP3cbef728UVd7d4bmje84hov2aiSiR+690ty5+1vkubGRi8huWJZd26r+Le+t0NecNWl8onPf81rfHYLeTbRmX12rjqKJTDffOtH5KXXXjXvlvRzt7xXuwV+PnkSmBrmJAlMDYgUYVSAhZ1RbirTJOD6wk4TI8UEIEDMDQCdKqsWIOZWTUgBAQkQc0uHV1u2s29N7ldvT3pvUA6L+u9j42PeTd6bFi2Wf7j+VaUXqvHJ+mN7JTa7Fbxhz3ZRZ1meuv3rMnXhCwpqOXFkKneOZW2dyG/dtEZjK8wU5XrMdTmBmU0uqiSl2kaev338yV17C87IzH+2u6vDezPyztveeN45mee+/Zh9izL/2exbli/85cvO28Y+1xuYc9WT/9OR/51qt8CTwPQx7pDA9BGXon0RYGHnCyuF+izg+sLOZ16K91GAmOsjLkX7JkDM9Y2Wgn0WIOaWDvzoof3y/u9/z3tzsqej6+y2744uWdvRWXpBmp5s2PXo2bMr+7eL1NZ628CTvWe3g6s/Gx9JyeDuuAz2j8vgrnGRWjl7juXmFmltq9fUInPFuB5zXU5gqlmmtmAPHjzqveGoEoFqG3g2mZm/HTw7I9U2cpXAzL6NmX8BkHpmrgSmeovy8LFTBZNabSPXlcDMT1qqN0CzW+B1/hTxBqYGTRKYGhApwqgACzuj3FSmScD1hZ0mRooJQICYGwA6VVYtQMytmpACAhJwLeaOJqZk/8iwd/ak9xbl7OU5ZyYn5Bu/87qARqGyaju+9BdSMzWeO7tyetn6goKGzyTlXz97UE4fTxQkLNV5lmH/uB5zTSYwbZwr2a3ht77tRrn381+T29/+Wu9W8mJvMs71VmW2b3MlMOdLds51kVAlb2Bmt43fdOPLvAuIsn3Q6U0CU4MmCUwNiBRhVMC1hZ1RXCrzTcD1hZ1vsBTsuwAx13diKvBBgJjrAypFGhFwIeaqC3Pe8Z0HvS3f8WTS2+qt3qJUv6vLctZ1dHr/e2PXYiPmpVTSsOdHkuh9TimPFn3mwDNxWbvp/HMEqy444AJcj7muJzDzz6hUUzF7dmU2uZg9A1P9nUpqqs/FWzYWnIGpyvjKgw/Lb1//Annou48VXKpz7hmY6vsqAdo/cMg7M1OdpXnVsy/MnbOp3tZ86x+8Mve/59uqfu6PjXqT9Fvf2y5benvmPS+zmh81EpjV6M1+lwSmBkSKMCrgwsLOKCiVGRFwfWFnBJlKfBEg5vrCSqE+CxBzfQameN8EwhhzJ1OpzNuTI8Oyf3hI3nDp5UV91IU5Pz56xEtSLmtp9c2y0oJrh49ntoKrcytnz7CcuuRaOf3uB+Ytcvh0UtJpka5uO24Fr7TvlX7P9ZjregJTzRuV/PvzD3624JZx9efn3kKefwv4uX+nbiFXyc/8P5/vFvJVy7vlUx98l3d+pkpmZreYq+fbW1vkwi0byk5gZsu584435W5Kr/RnYq7vkcDUoEkCUwMiRRgVCOPCzigQlVkp4PrCzspBoVElCRBzS2LiIcsEiLmWDQjNKVnA5pg7kUrKN/f2z273zmz7Vm9RnozHz54/2dkltz33V6Qt1lByn4N+UF2uoxKWXrJyz3ZRCcxk3zZJZM+u7Nsm6eaOgmYmpmZyF+8M7h6X+Ni0XPOKpXLZVV1BdyeQ+l2PuSQwA5l2oauUBKaGISOBqQGRIowK2LywMwpBZaEScH1hF6rBorEFAsRcJkQYBYi5YRw12qwEgoq5M3KPiDkAACAASURBVOm0qF/1tbVFB+Jt3/r67KU5mW3eatv36vbC5F7YRrJ25IR0fPHPvYSlSlwmey6aswsHByZmk5bjsn9PXNZvafXOstywuVVW9jSFrdta2+t6zCWBqXU6RbYwEpgahpYEpgZEijAqENTCzmgnqSxyAq4v7CI3oA51iJjr0GBHqKvE3AgNpmNd8TPmjkxNeW9Mnnthjtr2rf78v1/7Rtm0yJ5zJ3UMff3BpyW15oKqi/rx98/IT74/lLl8Z0uL93tdXU3V5UalANdjLgnMqMxkf/tBAlODLwlMDYgUYVTAz4Wd0Y5QmVMCri/snBrsiHWWmBuxAXWkO8RcRwY6gt30K+a+7P98XvYOnZae2QtzMr93Zv737J/V1oQ7IaduAPfOrlTbwfdkfp9p7ZLT7/6KpFZvqWq2jA2npK2zvqoyovxl12MuCcwoz259fSOBqcGSBKYGRIowKuDXws5oJ6jMOQHXF3bODXiEOkzMjdBgOtQVYq5Dgx2xri4UcyeyF+YMD2Uuzhkekpds7JPnr1lXVEKdU7mkJXq3Xzf/zxfPJi33/1wSubMrr/C2g08vWlXURZ1fObg7Lte8fGnEZpLZ7rgec0lgmp1vYa2NBKaGkSOBqQGRIowKLLSwM9oYKkOgRAHXF3YlMvGYhQLEXAsHhSYtKEDMXZCIBywVODfm/s2OR/O2fA/L6cl47o3J7NuU6zo65cUbei3tkb/N6vrkmyXVc5Ekeq/wkpdSU/wMz+OHpnLnWKrE5bI1jd4Zls9+/iJp5w3LigfL9ZhLArPiqePUF0lgahhuEpgaECnCqAD/mDbKTWWaBFxf2GlipJgABIi5AaBTZdUCxNyqCSnAR4HpmRnZNzLsvUF5Tc+GgprOjbkf/OEjuctyejq7ZFVbu48ts6foulMHpKF/h0xc9aqqG/XkjmEZ3JV507K+oSZzjuXmzDmWzS11VZdPASKux1wSmPwUlCJAArMUpQWeIYGpAZEijArwj2mj3FSmScD1hZ0mRooJQICYGwA6VVYtQMytmpACqhQYmpz0LsbJbvPePzKce5PywOiIqLcmX7XlQnnXtl8umsCsshmh+XrDnh25cyvV2ZU1iUmZfM7LZeiNH6+6D1+9/1Du4p3FSxuqLo8CzhdwPeaSwOSnohQBEpilKJHA1KBEETYJ8I9pm0aDtpQq4PrCrlQnnrNPgJhr35jQooUFiLkLG/GEvwL3/XSH/OuuX8xu9569LKczc2GOepNyvutyXIm5TT/6esGFO6nVW70t4Mnebd7vqZV9/g4QpWsVcD3mksDUOp0iWxgJTA1DyxuYGhApwqiAKws7o6hU5ruA6ws734GpwDcBYq5vtBTsowAx10dch4qOJ5PeW5Tqopzsm5Rq6/fKtnb50Atf4ouEKzE3tu9JaXr8P3OX7qSbS98aP3QqKQPelvBxWbSkgQt4fJmJ5RXqesx1OYF5z30PeJPl6isvlge+/j1537tvkqam+d903rvvsNxx92fkz9/5+/KPD3xLbnjFNXLFpVvLm3AhfZoEpoaBI4GpAZEijAq4srAzikplvgu4vrDzHZgKfBMg5vpGS8E+ChBzfcSNeNH/0b9T7n/icS9xOTI1lXtjUr05ua5z9k3Kji7pW9zti0TYY27t2Blp2LNdJi/Tl+Cdmpw5e/HOrrhMTk4XnGPZuSjmy1hQaOkCrsdclxOYX33oEW+irF29tKQE5pnhUbnr4/8s/+tNN8jffPoBEpil/5jxpBIggck8CJtA2Bd2YfOmvXoEXF/Y6VGklCAEiLlBqFNntQLE3GoFo/P95MyM7B8eyp1H+fqLn120cz89flSmUinvjMoVAVyYE7aYW3/w6cxW8D3bJda/XepPDEqid5uc+V//IjMtnVVNJPWW5SPfPCmHBycKEpYr1jZVVS5f1i/geswlgSly2YWb5DuPPC43/94rik6wbALz9re/1kt4Xnf15bJx3Sr9k9LCEnkDU8OgkMDUgEgRRgXCtrAzikNl1gq4vrCzdmBo2IICxNwFiXjAQgFiroWD4nOTfnrsSCZJOTyc2fbt/feQHBkb9c6c9M6e7OiSu655sc8tqa74MMTc9n/7gJesVEnLmdYuSfZtk0TvlZkzLDdcVh1A3rfTafFuD1e3hdfUaiuWgnwQcD3mupzAnGs6ZbeV33LzDd5fT04m5L0fvl+uevaF8qqXXe3DDAxHkSQwNYwTCUwNiBRhVCAMCzujIFQWCgHXF3ahGCQaOacAMZeJEUYBYm4YR626Nh8bH5O/eOS70tPZmbk4Z/aynJ6O6t4CrK5V5X87DDG341/+NHfhzvSileV3UkTGR1PS2l5f0Xf5kn0CrsdcEpiFc1Kdc/mhe78kd97+JlnU2S7n/m/7ZrCZFpHA1OBMAlMDIkUYFQjDws4oCJWFQsD1hV0oBolGksBkDkRGgJgbvqEcSyQyF+Xkv0U5e3nOsfFx2f3md4avUxW0OKh1bk0qIbE926VmakKmLtX/lurMTFoGd8dzZ1mePp6Q333zWlm7qaUCJb5im4DrMddkAvMDf7ZT9g/Ei06BP3n/VunZUPxnS1c5czUk+8Zl9oIedU7m4MGjkn0j07b5a6o9JDA1SJPA1IBIEUYFglrYGe0klUVOwPWFXeQG1KEOEXMdGuwIdZWYG67BvOz+v5fxZMLb4l1wWU5263dnl8Rq3dhDbCrm1p3cnzm7sn+7l7hs6N8hid7nyNRlvyqjv/WnWibQ0QOTswnLTOJy1fpmWb+5xdsS3kPiUouxLYW4HnNNJjBtGfOF2pFNWr7tdb/hbR936bbx+WxIYC40a0r4exKYJSDxiFUCphZ2VnWaxoRewPWFXegH0OEOEHMdHvwQd52YG8zgJaanM+dPzr45uW94WG7Z9jzpbCx+6Yra/r28tS2YRltWq58xt/Ubf5dLWkoqMXt25TZJ9F3h/Xe6vlGbxnf+/Zg885Q6vzKTsFS/GpvdSEJrQwxRQa7HXBKY50/W7Lbxm258mXzzu9vlPW99tTQ1NYRoVutvKglMDaYkMDUgUoRRAT8XdkY7QmVOCbi+sHNqsCPWWWJuxAbUke4Qc80M9N/+6AdesjKTtByW4/Gx3NmT6hbvdZ1d8tzVPXLx0uVmGhSBWvyMuY0/+7bUjZzwbglPrez1VevMyYQsWuJ2ssJXYMsKdz3mksCce0Kqy3x27dkvL7lmm9OX92R1SGBqCFwkMDUgUoRRAT8XdkY7QmVOCbi+sHNqsCPWWWJuxAbUke4Qcysf6LSkvWTk1HRKtixeUrSgu3/w37M3fHd6v69tD9eFOZUr+ffNSmJubOCn3o3g4y++2b+GzZZ8cGDC2w7+/JcUnxu+N4QKrBJwPeaSwJx7Ou742U65485Py6c++C7ZuG6VVXM2iMaQwNSgTgJTAyJFGBWoZGFntIFUhsAcAq4v7JgU4RUg5oZ37FxuOTG3+OiPJqZm35wclv25NyiHMpfoDA/L2o4O+curr5Vf3eDvW3ouz9H5+r5QzK0dO513bmXmDMvpJT3ereBDN39CO6m6bEclLLMX8HQsjsmGza1y7SuXaa+LAsMr4HrMJYEZ3rlrsuUkMDVok8DUgEgRRgUWWtgZbQyVIVCigOsLuxKZeMxCAWKuhYNCkxYUIOYWJ3r7t/9Tdp46KWqbt3pzUl2ck/m90/vvOkcuzFlwIgXwwFwxtzY+LB3/dLv3lmXdif3eFnCVsFTnVqr/nmlfrK2lE/HpgoRlKpGW9VvOnmPZ3lmvrS4Kio6A6zGXBGZ05rKfPSGBqUGXBKYGRIowKsA/po1yU5kmAdcXdpoYKSYAAWJuAOhUWbWACzF3MpXKvDE5UvgW5bXrN8rrLvqlqg0pIBiB+WJu6/+9L5O03HCZ7w378qcOeJfuqDctl63Wd7GP7w2ngsAEXIi5xXBJYAY29UJVMQlMDcNFAlMDIkUYFeAf00a5qUyTgOsLO02MFBOAADE3AHSqrFogqjH3zkcflsePHvYuzTk5Effelsx/i1JdmqP+bEs35xNWPYkMFFB/ZI/3VmWy52JJrrvYq5GYawCeKrQLRDXmlgpFArNUKbefI4GpYfxJYGpApAijAizsjHJTmSYB1xd2mhgpJgABYm4A6FRZtUBYYu5MWl2YM3v25MiwvO6i4m/XffEXT3g3e6sk5er2jqqdKMCcQE0qIbH+zJmVKmmpfk/HGrwt4FMXvkDi177BtwTm2HAqty28p7dFLrmSy5bMjbwbNYUl5vo1GiQw/ZKNVrkkMDWMJwlMDYgUYVSAf0wb5aYyTQKuL+w0MVJMAALE3ADQqbJqAdti7hPHj8r+kWHvzcnMpTlnt32rhGTP7JuUH3jhS6ruOwXYJdD5+VslNpuw9LaAz55fqf5bXb5z7kdHzJ2eTsvgrrMX7wydTsr6zWfPsexe1mAXEq0JvYBtMdc0KAlM0+LhrI8EZhnjpq6wf/077pbPfew2ueLSrblvksAsA5FHrRDQsbCzoiM0wikB1xd2Tg12xDpLzI3YgDrSHdti7ncGn5EvP/1k4WU5s4nL2poaR0bFzW62PPwFSS3b4F24k65fOHFYTcx9/JEzsuuJUe9tS/WmpTrHUv1as6HZTXx6bUzAtphrrOOzFZHANC0ezvpIYJY4btnkpXqcBGaJaDxmrUA1CztrO0XDIi/g+sIu8gMc4Q4ScyM8uBHumu6YO5FKelu9z70wR12is6S5Vf71VTdGWJOunStQN3Q0tx185DXv1wpUTcw9dTwhp48nvLctYw21WttFYQgUE9Adc8OmTQIzbCMWTHtJYJbgvnffYfnQvV+SW992o9xx12fklrfcwBuYJbjxiL0C1Szs7O0VLYu6gOsLu6iPb5T7R8yN8uiGv2/f+PJR2f3z0fM6kn2rUZ0xee5n80Xt8tLfXVFS5586eVx+/+tfkaHJydmzJzulZ/YMyszvnd7276b6+pLK46FwCsQGfiIN/Tu8syvVOZa1Y6czN4L3bZPR37xNa6fmi7mJyRlpaCIpqRWbwrQJuL7OJYGpbSpFuiASmAsMr0pe3nH3Z+TO294oi7ra5W23fZQEZqR/JNzoHP+YdmOco9ZL1xd2URtPl/pDzHVptMPZ18/dMyiHBicWbPxMTVqa10/L5a9qE/XmpDqP8r2//MKi3xtNTMlYIiEr29oXLJ8HoiVQf3iXdP7DLV7Scnrpei9hqS7cUb+n1lzgW2fzY+6BZ+IyuFv9GpeDAxPy//1Vr7S2kyz3DZ+CKxZwfZ3rcgLznvse8ObN1VdeLA98/XvyvnffJE1NxY/LqOQ7FU9Oi75IArPIYJwZHpU77vq0vOetr5aN61aJ+t9zJTCHxpMWDSlNQWBhga7WmDBvF3biCbsEmhrqvAZNJqbtahitQWABAWIuU8R2gWOHJ+UT798jqdTZty0n6qbk6c4DMhIbl+FYXEZicRmLTcja9k7p7V4s6zu7ZH1Xl/zxFVcJJ1DaPsLBtS/2+DckteVKSbctNtKIE0em5PDAhPz8Z8Oyd+e4qMt2Nm1tk40XtMmmra1SW8tsNTIQVFK2gOvrXLVWcvXz1Yce8bq+dvXSkhOYlXwnCr4kMIuMonr78s23fkQOHzt13lP552DGJ1NRmAv0wSGBlqZ6Yd46NOAR6WqsPrPtK5maiUiP6IYrAsRcV0Y6XP08emhS9jw9lvm1c0ymJs+PrT9Y8rR0JFukM9kiHclWecsfbpVfurIrXB2ltVoFaiZGpXbXY96v1K/dLOnOpVrLr6awf/jbQVHzeutF7d7FO70XtEl7B29bVmPKd80JuL7OVWslVz/ZZORlF26S7zzyuNz8e69YkKKS7yxYaAgeIIFZxiDN9wYmt5CXgcijVgiwndGKYaARZQq4vrWmTC4et0iAmGvRYDjclLGRlLeNNruddvh0eTuInntdt7zo15c5LOhm1+uP9EtD/3aJ7dnu/V5/cKd3bqW3HXzzVTJ5+fXWwKi3L5eubBRirjVDQkPKEHB9nevyFvK5pkn+UYZqN/DkZELe++H75YZXXFNwH0sZUywSj5LALGMYSWCWgcWjVguwsLN6eGjcPAKuL+yYGOEVIOaGd+zC3PKZ6XQuWakSl0cOTBbtzuKlDd5ba4f2Tcixg4XPbrqgTV791rVh5qDtZQos/sjvemdXpmNNubMrvcRl7xVlllT942o+qsT7lS8qbRs6Mbd6c0owL+D6OpcEZuGcI4E5988gCcwyYhMJzDKweNRqARZ2Vg8PjSOByRyImAAxN2IDanF3VJIy85Zl5k1LlcSc79PUUifrN7d4SUv1S50VqD6jQym5/yMDMjacOSKprbNebnrXBmnvcnd7n8VD7lvTmn/4r96FO9NLzCeuR4aSmeT7rsxcVjeHqzn6azeUdvM9Mde3aUHBPgqQwGz2Ubew6Ofcd588fuRI0fp+dPPNcvnKlUWf0VXOXJWQwCSB6dsPBFvIfaOlYJ8EWNj5BEuxvgq4vrDzFZfCfRUg5vrK63Thaht4/rZwtU282Gdd39mE5ZoN8/9j8ZlfjMmXPnnAK+rVb1krm57V5rRzJDqfTntvVKpt4LUjJ2Xk1X9pTbdSSfW2cCZZObB73Euer+/LJNbXb2mRRUuK38Z7bkeIudYMLQ0pQ8D1dS5vYBZOFhKYJDDLCB/lPUoCszwvng5egIVd8GNAC8oXcH1hV74Y37BFgJhry0iEvx2JqZmChKU686/YR50HmHnDMpO4bGjMXIZWyufxh894j13+gkWlPM4zlgnUnTkisf7tuaSl+u9Uz0W57eATV99oTYvVm8JfvPdAbp6uXl/dm1jEXGuGloaUIeD6OpcEJgnMUn5c2EJeitICz5DA1IBIEUYFWNgZ5aYyTQKuL+w0MVJMAALE3ADQI1Tlwb0TubfT9u2JF+1ZW0d9QcKyc3GsYglibsV0gX6x8amHpfPTfyy18SEvWZnsnb1wp2+bpBtbA22bqcqJuaakqUengOsxlwRm4Ww69/jCHT/bKa9/x93yuY/dxiU+On/wXCyLBKaLox7uPrOwC/f4udp61xd2ro57FPpNzI3CKJrrw6njiYJzLCfj0/NWXldXU5CwXLG2SVtDibnaKI0WVJOYkLoTg5JafYHRes+tTM3b7I33F13RKcWOLNDdUGKublHKMyHgeswlgXn+LMsmLdXfvPo3XiSj43FuIU+n0/Of7m3iJzUCdZDAjMAgOtYFFnaODXhEuuv6wi4iw+hkN4i5Tg57yZ2eGJ/2zv3LnmV55kSi6HdX9jTlLt5RW8Nra2tKrqucB4m55Wj5+2xs/1MS886vfEyG3vxJfyurovR9/fFc8v3owcmCebp8tb7k+kJNJOYuJMTf2yjgeswlgWnjrLSvTWwh1zAmJDA1IFKEUQEWdka5qUyTgOsLO02MFBOAADE3AHTLq8y/eOfQ4ETR1nZ1xwoSQa3tZm4DJ+YGM4lqJkakoX9HwdmVMx1LMtvB+7Z5N4Mn118aTOPmqHXHw6dzb1ouWaHOXD17UVSNP7n1BftOzF2QiAcsFHA95pLAtHBSWtgkEpgaBoUEpgZEijAqwMLOKDeVaRJwfWGniZFiAhAg5gaAblmVxw5N5pI8Knmpbl2e76Mu2sm/eEddxBPEh5hrXn3pn14t9Qd+nktUqqSlSljOdC0335gSa+z/+ZgkEzPenG1pqyvxW/4+Rsz115fS/RFwPeaSwPRnXkWtVBKYGkaUBKYGRIowKsDCzig3lWkScH1hp4mRYgIQIOYGgB5wlaNDqYJzLEeGkkVbtHajemst8+ZaT29LwK3PVE/MNT8MDXt2SKL3CvMVz1Ojuh28ti6g1yirUCDmVoHHVwMTcD3mksAMbOqFqmISmBqGiwSmBkSKMCrAws4oN5VpEnB9YaeJkWICECDmBoBuuMpUKl2QsDx2cLJoC7qXNxRsC29qtuPNtfxGE3Orn0R1J/ZJQ3/m7MrUik0y/pK3Vl+ozyUc2a/eFs6cyXrs8JS88/19Pteov3hirn5TSvRfwPWYSwLT/zkWhRpIYGoYRRKYGhApwqgACzuj3FSmScD1hZ0mRooJQICYGwC6gSoP75so2BZe7FpMtbU2sy1c/WqRRUsaDLSwuiqIuWX6pWcyyco92yWmzrDsf0xkZiazHXx2K3hi6/PKLNT/x4dOJ71k5b7dce8yqZbW7FzNvBGsjjQI24eYG7YRo71KwPWYSwKTn4NSBEhglqK0wDMkMDUgUoRRARZ2RrmpTJOA6ws7TYwUE4AAMTcAdB+qPHMyUZCwjI9Nz19LjWSSlX2ZJNDq9c0+tMjfIom5pfs2f//LsujeN0ly3SXemZXZC3dSyzeWXkgAT953115R8zj/4h11aVTYP8TcsI+gm+13PeaSwHRz3pfbaxKY5YrN8TwJTA2IFGFUgIWdUW4q0yTg+sJOEyPFBCBAzA0AXUOVUxMzBdvCTx6bKlrq8tVNBYmg+lj4zg7M7yAxt/RJVH98QKY7l0u60Y7zS0ttudouvrKnqdTHQ/McMTc0Q0VD8wRcj7kkMPlxKEWABGYpSgs8QwJTAyJFGBVgYWeUm8o0Cbi+sNPESDEBCBBzA0CvsMr9e+KzScu4HNgbL1pKR1esIGHZ3lVfYa12fs3lmFs7etLbDh6b3RJ+6k8fsnOQ5mnVqWMJObx/Qi6+ojNU7dbVWGKuLknKMSngcsxVziQwTc628NZFAlPD2JHA1IBIEUYFWNgZ5aYyTQKuL+w0MVJMAALE3ADQS6zyxNGpXMJSnQOYmJyZ95vqjcr8cyzVG5dR/rgUc2P7f55LVqrEZd3pw5lzK2fPrlTnWM60dlk73GobePbincHdcZmZSXtz9eWvWWltm/1sGDHXT13K9kvApZg7lyEJTL9mVrTKJYGpYTxJYGpApAijAizsjHJTmSYB1xd2mhgpJgABYm4A6PNUOT6aKjjHcuhUsmjj1NmV2Yt31O8ufVyJucv/qE/STa2Zcyuz51euu8T6ofYSlrsyF++cPDpVME+Xrmy0vv1+NpCY66cuZfsl4ErMnc+PBKZfMyta5ZLA1DCeJDA1IFKEUQEWdka5qUyTgOsLO02MFBOAADE3APTZKtWbaOqNtOzbaerMv2IfdTt4/oUm6vZwVz+uxNza4eMy07ksVMOsEpYPfulI7o3gdb3hOnvTb2xirt/ClO+HgCsxlwSmH7PHnTJJYGoYaxKYGhApwqgACzuj3FSmScD1hZ0mRooJQICYaxb96IHJgm3h09PpeRvQ1FxXkLDsXt5gtrEW1xbGmFuTmJSGPbNnV/Zvl4mrb5SJK3/TYmWa5ocAMdcPVcr0WyCMMVenictvYN5z3wMe5S033+D9vuNnO+WBr39P3vfum6SpqXBdop69+sqL5YpLt+b4zwyPyttu+6jc8pYbcn++d99huePuz8idt71RNq5bpXOoAi2LBKYGfhKYGhApwqgACzuj3FSmScD1hZ0mRooJQICY6y/68JmkDO4az71pOTaSKlphT29Lbrvt2o28uTYfVhhibt3xQe+yHZW09C7dGfixJLLbwPuu9P57unu1vxNQU+mpVHp2Ho/L8351ibS0uvv2b7WkxNxqBfl+EAJhiLl+upDArDyBqcblqw89IoMHj+aSoOf+bz/HzmTZJDA1aJPA1IBIEUYFWNgZ5aYyTQKuL+w0MVJMAALEXL3oycRMwbbw44enilagzgPMP8eyobFWb4MiWprtMbftPz8mrd/4u4KzK9U5llIbnsTf4X0TMqCS7/2ZYw7W97Xm3ghW56/yqUyAmFuZG98KVsD2mOu3jtEE5h89R6T/8eJd+vsfifRdXvwZTeVU+wamaqR64/JD935J7rz9TdLc2Cjv/fD9csMrril4U9PvMTRRPglMDcokMDUgUoRRARZ2RrmpTJOA6ws7TYwUE4AAMbd69IMDE7lzLPf1x4sW2NpRf3ZbeF+rdHXHqm+AgyXYHnPrjw1IavmG0I3MTx4dys3ltk41V1XSMpO4jMVIrusYUGKuDkXKMC1ge8z128NoAtPvzpRZfrEE5sTUlLc9/Imnn5mz1L+69Q3yqpddLZOTiVzSsrurI5fMXNTZXmZr7H6cBKaG8SGBqQGRIowKsLAzyk1lmgRcX9hpYqSYAASIueWjnz6eKDjHciI+PW8htbU1BedYruxpKr9CvnGegOmYG9v7eGY7eP92qTu5X07+7/8XyVF57Lunpbk1c/ZqxyKS634MMjHXD1XK9FvAdMz1uz/llk8Cs7ot5Mo7u218/ZoVHr9KbEbtQwJTw4iSwNSASBFGBVjYGeWmMk0Cri/sNDFSTAACxNyF0SfGpwsSlqdPJIp+aeXapoI312rrahauhCfKEvAz5taOnMidXRmbTVqmVvRKsu+K3BmWqdVnLygoq+E87LwAMdf5KRBKAD9jbhhAXE5gqsTjD3/8lHdpj/qo7d/qU+olPtnxVZf53HHXp2VmJi1/8kc3RurynmwfSWBq+GkmgakBkSKMCrCwM8pNZZoEXF/YaWKkmAAEiLlzow/2n71459DARNGR6VwcKzjHsq2jPoCRdKtK32LuzLSseNMaSfZty7twZ5vMtHSGEvjEkalc8n0yPi2//451oexHlBpNzI3SaLrTF99ibkgIXU5gZrd/P/idH8qq5d3yB7/za96W8XITmGqo1Xb0o8dPzfndkEyFos0kgalhFElgakCkCKMCLOyMclOZJgHXF3aaGCkmAAFibgZdXbajLirJ/IqLuoxnvo+6aCf/4h11EQ8fswIVx9yZ6VBdpFOu6vhoKnOJlLp8Z/e41JxzhEFLW3guESq372F5npgblpGinfkCFcfciDC6nMCMyBAa6QYJTA3MJDA1IFKEUQEWdka5qUyTgOsLO02MFBOAgKsxd3RYJXrOJixHziSL6q/Z2Dx7C3OrrOtrCWCkqLKSf0zXH96VO7sytme7DP/hRyWx5bmRw0yl0vL5wqtPagAAIABJREFUjw6KOp81/+KdJStIrts22K7GXNvGgfaUJ+D6OpcEZnnzxdWnSWBqGHkSmBoQKcKoAAs7o9xUpknA9YWdJkaKCUDAlZg7nUoXnGN59OBkUe3uZQ0FiaCmFt5cC2B6zlvlXDG3JjHhJStVojJ74U66qU0Sajv47Jbw5KbLbeqG1rYceCYuazeRXNeK6kNhrsRcH+goMkAB19e5JDADnHwhqpoEpobBIoGpAZEijAqwsDPKTWWaBFxf2GlipJgABKIccw/vm8hsp5190zKdnh84c/Nya+7G8MVLGwIYDaosVWCumNvxT7d7iUuVrMyeYTndvbrUIq19bvh0UsZGUrJ6fbO1baRhpQtEOeaWrsCTYRNwfZ1LAjNsMzaY9pLA1OBOAlMDIkUYFWBhZ5SbyjQJuL6w08RIMQEIRCnmDp1KFmwLV+cBFvvkJyxJDgUw+cqp8pyzK+eMuRE53zIxNVPwtnB8bFq2XbNYnvfi7nLEeNZSgSjFXEuJaZYPAq6vc0lg+jCpIlgkCUwNg0oCUwMiRRgVYGFnlJvKNAm4vrDTxEgxAQiEOeZOTWYTPZmLd04enSoquGx1Y8G28FisNgBxqixFoO70ocx28P7MdvDpRSvkzDv/OffVqMXcgwPqbeHMmaz798QL5umqdbx5WcqcCcszYY65YTGmnfoFohZzyxUigVmumJvPk8DUMO4kMDUgUoRRARZ2RrmpTJOA6ws7TYwUE4BA2GKuOucvuy18/zPxomLtnfUFiaCORbEAhKmyFIHYM49LQ97ZlTVTY5LozZxdmZz9Pd1wNpEXpZi764lR+Z9vniw4wqCuvqYUNp4JoUDYYm4IiWmyDwJRirmV8JDArETNve+QwNQw5iQwNSBShFEBFnZGualMk4DrCztNjBQTgIDtMVe9VZl/jqV663K+T319TUHCcvmapgBEqbJcAfW25eIPviqXqFRJy9SqLcWT0y2ZZPRovPjt8eW2JYjn1ZxubOJt4CDsg6jT9pgbhAl12i/g+jqXBKb9c9SGFpLA1DAKJDA1IFKEUQEWdka5qUyTgOsLO02MFBOAgG0xd3wsJYO7zl68o861LPZR22vXb27JJS5reHEtgFlkvsowxNzMlvC4XPPypeaBqNFaAdtirrVQNMwqgTDEXD/BSGD6qRudsklgahhLEpgaECnCqAALO6PcVKZJwPWFnSZGiglAIOiYq24Gz579p5I96ubwYp9FSxoKEpYtbXUBqFHlfAK18eHcuZVqS7g6w/LEXY/K9LINWtFsjLnHD6u3hTPnWKok/PI1mTNXt17aLrwNrHX4Q11Y0DE31Hg0PjABG2OuSQwSmCa1w1sXCUwNY0cCUwMiRRgVYGFnlJvKNAm4vrDTxEgxAQgEEXOPHpwsuGV5OpWet+eNzbVnt4X3tciSFY0BKFHlfAL1h3blzq5Uycr6o3sy51b2bZNE75Xef890LNEOaEvMfXLHcG4u544w2JJ5I7i5heS69oGPQIFBxNwIsNGFgAVsiblBMZDADEo+XPWSwNQwXiQwNSBShFEBFnZGualMk4DrCztNjBQTgICJmDtyJllwjuXocKpoT3s2ZbeEt8jaTS0BqFBlqQKL/u4PRaTGS1R6icuNzy71q1U9Z0vMfejLR2TF6iYvYbl4WUNVfeLLbgiYiLluSNJLkwK2xFyTfc6viwRmUPLhqpcEpobxIoGpAZEijAqwsDPKTWWaBFxf2GlipJgABPyIucnETEHCUm2tLfZRb1Xmn2PJhSYBTIQ5qqw/tldSyzfa0ZhzWkHMtXJYaFQJAn7E3BKq5REEqhJwPeaSwKxq+jjzZRKYGoaaBKYGRIowKsDCzig3lWkScH1hp4mRYgIQ0BVzDw1OFGwLL9aV1vb6goRlV3fmRmk+AQrMpKShf3vm1+zZlZNX/IYMv/4jATZq/qr9irlDJ5MyMHuOZUNjrVx/40or+0+jwiugK+aGV4CWh1HAr5gbFgsSmGEZqWDbSQJTgz8JTA2IFGFUgIWdUW4q0yTg+sJOEyPFBCBQacw9fSJRkLCcGJ+et/U1tXL2HMvNLbKqpzmAnlJlvkDdqYO5RGU2cam2f2e3gid6t8n0svXWoumKuVOT6m1hdelO5sbwycnp2bnaIhs2t0rHIpLr1k6CkDas0pgb0u7S7IgI6Iq5YeUggRnWkTPbbhKYC3jv3XdY3nzrR+TwsVPek9dfd5W87903SVPT2TN4SGCanbTUVr0AC7vqDSnBvIDrCzvz4tSoS6DUmDsZn85tC1dvqJ0+nijahBVrm2R9X2vuTcu6+hpdTaYcDQKxZx6X9n//gKhEpXfhTt82SceaNJRspohqY6461uCbDxz1br1X51dmjzBYsSY8BmakqUW3QKkxV3e9lIdANQLVxtxq6rbhuyQwbRgF+9tAAnOBMfrqQ4/I2tVL5YpLt3pP3nPfA97vt9x8Q+6bJDDtn+i0sFCAhR0zIowCri/swjhmtDkjUCzm7uuPz75lOS4HByaKknUuihUkgto66yEOSKB2+LjMdC4LqHYz1eqIuQM7x705q94Q5oOAKQHWuaakqUengI6Yq7M9pssigWlaPJz1kcAsc9xUQvOHP36q4C1MEphlIvJ44AIs7AIfAhpQgYDrC7sKyPiKJQL5MVe9leZtp/V+xUVdxjPfJ9ZQW3CO5bJVjZb0yL1mxPY94Z1dGZs9v1IlMI994hlJN0R3q36xmDs+mpK6uhppaqlzbzLQY+sFWOdaP0Q0cA4B19e5JDD5sShFgARmKUqzz0xOJuS9H75fVizr5g3MMtx41D4BFnb2jQktWljA9YXdwkI8YaPA2EhKhg8n5Sc/HvKSlsOnk0WbuWZDc+4sy3V9LTZ2yYk2Nf70/3rnV2Yv3JletCpzduXsdvBkz0WRd8iPuem0FCTeTx6dkle8dpVsvaw98g50MHwCrHPDN2a0WMT1dS4JTH4KShEggVmK0uzW8c/+y4NznoF5erT4GVUlVsFjCBgTWNzeIMxbY9xUpEmguTHzps/E1PwXmWiqimIQqFhgejote3eOy95dY97vh/cX3xbevbxRNm5plU1bW2XjljZpbuWNtorxNX6x/X//mqQ2b5PU5iu9X+mOJRpLD0dRp48mpP/pMdn181FvPq9Z3ywbt7Z581WdvcoHAVsFWOfaOjK0q5iA6+tc9XPLB4GFBEhgLiR0zt/PtYV8MsE/pstk5PGABZoa6oR5G/AgUH3ZAvV1mUPUUtPzb7ktu1C+gIAGgQMDcS/Rs+fpMen/xZjMzKTnLbWltU76ntUuvRe0Sd8FbbJ0BdvCNQxB6UVMjkvt7h0yc8k1pX/HwSf/66HjsuP7Z2Tzs9q95Hrfs9qkqZnkuoNTIZRdZp0bymFzvtGur3PVzy0fBBYSIIG5kNA5f69uJf/QvV+SO29/kyzqzGyb4QzMMhF5PHABttYEPgQ0oAIB17fWVEDGV3wSGDqVLNhOq84DLPZRSaCVG5q8reFqizgfcwL1x56RWP+O3FZwdZblyG//uYy98j3mGhHCms6cTEhPT+Yty9F48WMPQtg9mhxxAda5ER/giHbP9XUuW8gjOrE1d4sE5gKg9/3T1+W6qy+XjetWeU+qW8iPHj/FJT6aJyLFmRVgYWfWm9r0CLi+sNOjSCmVCCSmZmRwV+bSHXWO5YmjU0WLUZftqGRl5leLrFvZyv/ZWQl8Bd9p2Plo7uzK2J7toq6/VmdXJnu3Zc6w7Nvm/ZmrH3XTvZrDz3/JwlviibmuzpLw95t1bvjH0MUeuB5zSWC6OOvL7zMJzAXMdvxsp7z+HXfnnrr+uqsKkpfqL3gDs/yJxzeCFWBhF6w/tVcm4PrCrjI1vlWpwIG9KlmZSVju3xMvWkxbZ30uWamSlp2LYgXPE3MrHYXyv9f0+IPS+PP/yl24M71sffmFROgbp08kCpLvHYtjXlL9BS9bKuqW+2IfYm6EJoJjXSHmOjbgEemu6zGXBGZEJrLP3SCBqQGYBKYGRIowKsDCzig3lWkScH1hp4mRYuYROHUsIQO71VuWmV9TE/OftVpXX3M2YdnXKivWNhV1JebqmXYNz/xIEpueo6ewiJaSTMzInl+M5ZLvqUTaS1hm3whu76ovuefE3JKpeNAyAWKuZQNCc0oScD3mksAsaZo4/xAJTA1TgASmBkSKMCrAws4oN5VpEnB9YaeJkWJmBeJj0wXnWKoz/4p9VvU0FySCytmFTMwtf9rVDh+ThtzZlY9JrH+7pFZvlRN3/aD8whz7xpc/dSCXYF++unhyvRgNMdexiROh7hJzIzSYDnXF9ZhLAtOhyV5FV0lgVoGX/SoJTA2IFGFUgIWdUW4q0yTg+sJOE6O7xaQl7w3LuBzeN1HUoqtbbbU9e45la3vpb66dWzAxd+FpVztyQpq3/7uXqGzo3y61IyclOXtmZWL2/Mp0c+byRD5mBIi5ZpypRb8AMVe/KSX6L+B6zCWB6f8ci0INJDA1jCIJTA2IFGFUgIWdUW4q0yTg+sJOE6NTxRw7NJnZSutdwDMuqVR63v43NtUWJCyXrGjUZkXMLY2y61NvzVy4o36tvbC0Lznw1NhwavZt4bh0L2+Q517XbaTXxFwjzFTigwAx1wdUivRdwPWYSwLT9ykWiQpIYGoYRhKYGhApwqgACzuj3FSmScD1hZ0mxkgXMzKUzJ39pxKWo0Opov1du0mdDZg5H7BnU4tvNq7H3PqDT4vU1kpq1RbfjKNU8PR0OpewVPN46FRS1vedPcdSJTFNfIi5JpSpww8B12OuH6aU6b+A6zGXBKb/cywKNZDA1DCKJDA1IFKEUQEWdka5qUyTgOsLO02MkSomlcwmetQblnFRb1wW+6i3KvMTQY3NxW9h1oXlUsytmRr3toCrX7E9md9nWrtk7JW3SvwFv6+LNJLl7PzpqPzk0TPeXF6zsVk2zB5hoP47iA8xNwh16tQh4FLM1eFFGXYIuB5zSWDaMQ9tbwUJTA0jRAJTAyJFGBVgYWeUm8o0Cbi+sNPEGPpiDg1OFLydVqxDLW11BdvCFy0x8+bauW2Kesxt/p8v5pKW9ft/fvbsSrUVvHebTC9aGfp5Z6IDk/Fp2f9M3JuzDY1mkuvF+kXMNTHq1OGHQNRjrh9mlBm8gOsxlwRm8HMwDC0ggalhlEhgakCkCKMCLOyMclOZJgHXF3aaGENXzJkTiYJt4fHx6Xn7UFMjBQnLVeuCeXPNtQRmy//7rNROxb3zK9WFO6IGgk+BQGJyRhqagk9KljMsxNxytHjWJgHWuTaNBm0pVcD1mEsCs9SZ4vZzJDA1jD8JTA2IFGFUgIWdUW4q0yTg+sJOE6P1xUxOTBckLE8dSxRt8/I1TblzLNWba/X19iXPwhpz604ekIY922Xiqt+yft7Y2MADe+O5S6QODk7IG96zQZat0nc5lN99Jub6LUz5fgmENeb65UG54RBwPeaSwAzHPA26lSQwNYwACUwNiBRhVICFnVFuKtMk4PrCThOjlcXs3xOXgd2Zm8IP7p0o2saORbGChGV7Z72VfcpvVFhibsOeHRJT51fOnl1Zk5z03qg8/a4vW29sQwNPHpsqSL4vXtIg67e0zr4V3CK1tfYl14u5EXNtmFW0oRKBsMTcSvrGd6Ir4HrMJYEZ3bmts2ckMDVoksDUgEgRRgVY2BnlpjJNAq4v7DQxWlHMiSMq0ZO5eEf9npiambddsVhtQcJy2erwvMGW7ZStMTe2/0lp/v7/yVy4079dUmu2SqLvyswZlr3bJLWy14r5EoZGPPjFIzKwa9xLVnqX72xpkdZ2+5PrJDDDMLtoY7kCtsbccvvB824JuL7OJYHp1nyvtLckMCuVy/seCUwNiBRhVICFnVFuKtMk4PrCThNjIMWMjaQKEpbDp5NF27F6fXPurTWVEAr7x+aY2/7VuzNnV/Ztk3RTW9ipA2u/SsovXRm+5DoJzMCmDBX7KGBzzPWx2xQdcgHX17kkMEM+gQ01nwSmBmgSmBoQKcKoAAs7o9xUpknA9YWdJkYjxczMpGVwV+btSvXryIHJovUuXtpQkLBsbq0z0k5TlZiOubVjp723KhNbniszLZ2muhnJeo4dnPTeFL7yRYsj2T8SmM4NqxMdNh1znUClk74LuL7OJYHp+xSLRAUkMDUMIwlMDYgUYVSAhZ1RbirTJOD6wk4To2/FqCRlNmGpEj4z0+l562pqqSvYFt69rMG3dtlQsN8xt/7gL6Shf0fu7Mq6E/sk0XuFjL38nTJ16YttIAhNG0aGkmeT7/3j0tBQ651j+Ws3rAhNH3Q1lJirS5JyTAv4HXNN94f63BBwPeaSwHRjnlfbSxKY1QqKCAlMDYgUYVSAhZ1RbirTJOD6wk4To7Zi1Dbw/HMs1TbxYp91fS2Ztyz7WmXNxmZt7QhDQX7E3PZ/+0Duwp2Z1q7cuZVqK3hywy+FgcWKNqaSaW8eZy+RGhtKFVy8s2hJtJPrxQaBmGvFFKURFQj4EXMraAZfQaAsAddjLgnMsqaLsw+TwNQw9CQwNSBShFEBFnZGualMk4DrCztNjBUXoy7ayU9YqjP/in3UeYBewnJzJnHZ0Fhbcd1h/6IfMbf9K38tyXUXe4nL6S733g7UOSf++e/25+apOn+VT0aAmMtMCKuAHzE3rBa0OzwCrsdcEpjhmatBtpQEpgZ9EpgaECnCqAALO6PcVKZJwPWFnSbGsoo5uHcity1835540e+2ddQXJCw7F8fKqivKD5cac2tSidxblWOvuCXKJPQtBALE3BAMEk2cU6DUmAsfAjYJuB5zSWDaNBvtbQsJTA1jQwJTAyJFGBVgYWeUm8o0Cbi+sNPEWLSYU8cTMrgrc/GOOsdycmJ63udr62oKzrFcubbJRBNDWcd8Mbfu5H7vsh31K7Yn87u3Bbx3mwy/7oOh7KsNjVbzNnuJ1IatrbLlknYbmhW6NhBzQzdkNHhWgHUuUyGMAq7HXBKYYZy15ttMAlODOQlMDYgUYVSAhZ1RbirTJOD6wk4TY0ExE+PTubP/VMLyzIlE0WpW9jTNvmWZ2RpeW1vjR7MiV2Z+zG382bel5eEveBfuSDJReHZl3zZJ17t75mI1A6/eEPYS77vG5ejByYJ5unw1yfVKbIm5lajxHRsEWOfaMAq0oVwB12MuCcxyZ4ybz5PA1DDuJDA1IFKEUQEWdka5qUyTgOsLO02MBedYHhqcKFps1+JYQSKotaNeVzOcKic/5tbGh6Xp8Qcl0btNUit7nXLQ3dkdD5/23hRWicslKxplQ96Zq0JuvWpuYm7VhBQQkADr3IDgqbYqAddjLgnMqqaPM18mgalhqElgakCkCKMCLOyMclOZJgHXF3aVMh47NJlL8qhEj7p1eb6Pumgn/+IddREPn9IEYoM/9baAj7/45vO+QMwtzbDcpw7vm5ChU0lvzra01ZX7dZ5fQICYyxQJqwAxN6wj53a7XY+5JDDdnv+l9p4EZqlSRZ4jgakBkSKMCrCwM8pNZZoEXF/Ylco4OpTKXbyj3k4bGUoW/erajeqW8MxN4T29LaVW4/RztWOnC86tVInL6SU93vmV4y95q3c7eP6HmFv+dJmZTos6Z5VPcALE3ODsqbk6AWJudX58OxgB12MuCcxg5l3YaiWBqWHESGBqQKQIowIs7IxyU5kmAdcXdvMxplLpgoTlsYOTRcW7lzcUbAtvaubNtVKnaNd9b/MSl+ryHZWszF64o36faVs8bzHE3NKEj+xXbwufvUTqPR/eIvX1JDFL09P/FDFXvyklmhEg5ppxpha9Aq7HXBKYeudTVEsjgalhZElgakCkCKMCLOyMclOZJgHXF3b5jGrrbPbsP5XwSc+/K9zbWpvZFp65eGfREi6JqXRKtn77vkzScv1lZRVBzJ2ba/h00ktYDszeet/Skp2rmTeCG5pqy3LmYb0CxFy9npRmToCYa86amvQJuB5zSWDqm0tRLokEpobRJYGpAZEijAqwsDPKTWWaBFxe2J05mShIWMbHpouq5p9juXp9s6YRiGYx9Uf2ZG4ET0xI/No3+NJJYu75rF/42D45dTyRO75Azdmu7pgv/hRamYDLMbcyMb5liwAx15aRoB3lCLgec0lgljNb3H2WBKaGsSeBqQGRIowKsLAzyk1lmgRcWthNTcwUbKU9eWyqqOLy1U0FiaD6GNtu5wKrSSUk1r/d2waukpbqvyXW4N0I7p1f+dI/1jRbC4sh5p7PqraLr+xp8sWbQvUIuBRz9YhRii0CxFxbRoJ2lCPgeswlgVnObHH3WRKYGsaeBKYGRIowKsDCzig3lWkSiPrCbv+e+GzSMi4H9saLqrV31RdsC+/o4s21YmAtD39BWr7zGWnY86PMFnB1fuVs0nJ6yVpNM3T+YlyKuaeOqbeFx+Xyqxf57koF/gpEPeb6q0fpQQq4FHODdKZuvQKux1wSmHrnU1RLI4GpYWRJYGpApAijAizsjHJTmSaBqC3sTh6dyp39pxI+icmZeaXUG5X551iqNy75lC5Qf2iX1I6elGTvNknXm0/2RjnmquMMBvtnL97ZFZeZmbQ3V1/+mpWlDxBPWikQtZhrJTKN8kUgyjHXFzAKtULA9ZhLAtOKaWh9I0hgahgiEpgaECnCqAALO6PcVKZJIOwLu/HRVME5lkOnkkVl1NmVXtKyL3OhibArvMCr7swRie3JbAcfec1fa5pl/hQTtZibuSk888bw8cNTBccXLFvV6A8ipRoXCHvMNQ5GhdYIRC3mWgNLQ3wVcD3mksD0dXpFpnASmBqGkgSmBkSKMCrAws4oN5VpEgjbwk69iZZ/U7g686/YR90Orm4Jz75pqW4P53NWIDbwk8zZlf3bvcRl7fiQtw1cbQcfv/YmmelYai1XlGKueuPygU8fyM3TdX0t1rrTsOoEwhZzq+st346SQJRibpTGhb4UF3A95pLA5CekFAESmKUoLfAMCUwNiBRhVICFnVFuKtMkEIaF3dEDk7lzLNXbadPT6Xl739RcV5Cw7F7eoEkqWsV0//X1XtIytWx9wdmVqTUXhKajxNzQDBUNzRMIQ8xlwBCYS4CYy7wIo4DrMZcEZhhnrfk2k8DUYE4CUwMiRRgVYGFnlJvKNAnYuLAbPpOUwV1nt9OOjaSK9ranN/uGZYus3ciba6VMjaaffst703KmLbyXwtgec1NJ9bZw5hzLy57bJUtWsA28lLkZ9WdsjLlRN6d/egRsj7l6ekkpURNwPeaSwIzajPanPyQwNbiSwNSASBFGBVjYGeWmMk0CNizskomZgm3h6vy/Yp+lKxtnt9pmEpcNjbWaNMJbTM3EaGYr+J7tklx3iUxefn14O1Niy22MuYf3TeTm8sDucVnf15p7I1idv8oHARtiLqOAQCUCNsbcSvrBd9wScD3mksB0a75X2lsSmJXK5X2PBKYGRIowKsDCzig3lWkSCGphd3BAJXoyb6ft648X7U1re33BtvCubvM3Xmvi1lZM/ZH+3LmVKnFZf2indxt4oi/za/I5r9BWl60F2RJzf/LoUG4ut3WouaqSlq2yfkurxGLcEmXr/AmqXUHF3KD6S73REbAl5kZHlJ6YEHA95pLANDHLwl8HCUwNY0gCUwMiRRgVYGFnlJvKNAmYWtidPp7IJXkGdsdlMj49bw9qa2sKEpYre5o09Tb8xbR97UPS9s1PSDrWlElWzl64k+i9IvydK7MHtsTcJ3cMS3pGvDnbsYjkepnD6NzjpmKuc7B02HcBW2Ku7x2lgkgJuB5zSWBGajr71hkSmBpoSWBqQKQIowIs7IxyU5kmAb8WdhPj0wUX75w+kSja4hVrmwq2hdfV8ebaXGCNTz0sqeUbZXrJWk0zILzFEHPDO3Yut9yvmOuyKX03I0DMNeNMLXoFXI+5JDD1zqeolkYCU8PIksDUgEgRRgVY2BnlpjJNAjoXdoP9Zy/eOTQwUbSFnYtjBQlLtfXWyU96Jnd2Zax/u5x5xz85yVBJp/2KuSeOTmUukeqPy6mjU/KWP9tUSfP4DgJzCuiMuRAjYFLAr5hrsg/U5Z6A6zGXBKZ7c76SHpPArETtnO+QwNSASBFGBVjYGeWmMk0C1Szs1GU72XMsB3fHRV3GM99HXbSTORswc/GOuojHxU/dmcOiEpUN/Tu8C3fU+ZXJdRd5W8HVlvCJ59/oIktFfdYVc8dHUwWXSKnGqPMrN8yeZdnSVldR+/gSAnMJVBNzEUUgSAFdMTfIPlC3ewKux1wSmO7N+Up6TAKzEjUSmBrUKCJIARZ2QepTd6UC5SzsRodVoidz8Y5KWI6cSRatds2G5tyFJuv6WiptYiS+V5OYkKV/sk1qx4e8RGX+hTvpxtZI9NF0J3TE3Ps/PCDqfNazF++0yJLlbibXTY+fq/WVE3NdNaLfdgroiLl29oxWRVnA9ZhLAjPKs1tf30hgLmC542c75fXvuDv31PXXXSXve/dN0tTUkPsz3sDUNyEpyYwACzszztSiV6DYwm46lS44x/LowcmilXcvazibCNrcIk0tvLmWD1Z/8GlJrblA7wA6XJqOmHvgmbis3eR2ct3hKRRI113/x3Qg6FSqRUBHzNXSEApBoAwB12MuCcwyJovDj5LAXGDwv/rQI7J29VK54tKtMjmZkPd++H5Zsaxbbrn5BhKYDv/ghL3rLOzCPoJutv/chd3hfRMF22nT6fldmlvrCraFL1569v+EckEzduCp2e3g22X8ujdKctPlLnTbmj4Wi7nDZ5Jy/NCU9F3UZk17aQgCSsD1f0wzC8IrwDo3vGPncstdj7kkMF2e/aX3nQRm6Vbekyqh+cMfP1XwFiZvYJaJyOOBC7CwC3wIaEAFAsnxtDyzc0x2/nzES1yq8wCLffLPsVy9vrmCGsP5lZqJkcxlO+rXnu0S698hMx1LJNF3pST7MudXJtddEs7OhbTV+TFXnb+hqBbAAAAgAElEQVSq5q863mBg17jEx6blwss75MWvWh7S3tHsqAq4/o/pqI6rC/1inevCKEevj67HXBKY0ZvTfvSIBGaZqvfc94D3jfw3ME8MT5VZCo8jEKzA0s5GYd4GOwbUvrDA1OSMDOwak707M4kedeNysc/y1U2yUV1oMvsr1lC7cCURe6Lt/luk6Tv3S2rzNkn2XZn5ffOVMtO5LGI9DVd3Ro+n5CePn5G9u8ZlX/+4bNzalpunq9e5k1wP16jR2tameg9hfLL4/1mEFAK2CbDOtW1EaE8pAq7HXPVzyweBhQRIYC4klPf36jzMez75gHzi7nfKos723N8kU/PfZltG8TyKgDGBWH2tMG+NcVNRGQJ7d4/L7qdGpf/pMXlm11jRb3YuisnmZ7VL37PavN+7FsfKqCmaj9bs2i7pLdui2bmQ9mpgz7h89QuHpPcCNU/bpO9Z7VJfXxPS3tBslwRqazPzdGamyPkcLoHQ19AIsM4NzVDR0DwB12Ou+rnlg8BCAiQwFxKa/XuVvLzjzk/Lpz74Ltm4blXBt9hCXiIij1kjwNYaa4bC+YacPDpVcI6leutyvo9K+my6oE3WbMrcGL5iTVPk/eqOD3rbwNV28NrRU3Lmj/8h8n2OYgeJuVEc1ej3yfXtjNEf4ej2kJgb3bGNcs9cj7lsIY/y7NbXNxKYJVgWS16qr5PALAGRR6wSYGFn1XA41Rh13p/aDq7O/1O/hk4li/Z/1TqVrGzxEpYXX9YlNTUio/Hi3wktaHomd3ZlbDZpKekZSfZmzq30fm15Xmi7F7WGZ+ZwXH7lZUsk+9bEfH0k5kZt9N3oj+v/mHZjlKPZS2JuNMc16r1yPeaSwIz6DNfTPxKYCzjOt208/2skMPVMRkoxJ8DCzpy16zWpm8GzyUqV7FE3hxf7LFrSkEtYqqRlS1td7vEoL+zqjg/I8lsu9S7X8RKVveoMy22SWr7R9SlkTf/VTeH5c3nZmsazN9v3tRZPxHc38392WjOSNKRUgSjH3FINeC6cAqxzwzlurrfa9ZhLAtP1n4DS+k8CcwEndWnPZ//lwYKnVi3vLthKTgKztMnGU/YIsLCzZyyi2JKjBydnEz2Zm5anU/Ofn9bYVDubBGr1EpdLVsx/gHfUF3Y1U3FJN7ZEcUqEtk9P7hjOzWV1hEH+zfbNrWeT6wt1kJi7kBB/b6NA1GOujea0SY8AMVePI6WYFXA95pLANDvfwlobCUwNI0cCUwMiRRgVYGFnlDvylY2cSRacYzk6XPzG2p5NmS3hKmG5dlPpCbswLexqR05mtoPv2S6x/u0y9LZPy/Ti1ZGfC1Hr4MMPnpD2znpvvi5e1lBx94i5FdPxxQAFwhRzA2SiagsFiLkWDgpNWlDA9ZhLAnPBKcIDIkICU8M0IIGpAZEijAqwsDPKHbnKkomZgoTl8cNTRfuo3qrMnmOpEkHqrctKPjYv7GL7f+4lKhv6H5OGPTuk9szhs2dXzm4Hn2ntqqTbfCcCAsTcCAyig12wOeY6OBx0uQwBYm4ZWDxqjYDrMZcEpjVT0eqGkMDUMDwkMDUgUoRRARZ2RrkjUdmhwQkZ9C7fictg/3jRPrW2qzfWsm9ZtkpXd0yLga0Lu0Uffa3EDvzCO7sy2XtF5vd1l2jpM4XoFRg6qd4WHpeB3eOiEvG/c/NavRXMUxox1wgzlWgWsDXmau4mxUVQgJgbwUF1oEuux1wSmA5Mcg1dJIGpAZEEpgZEijAqwMLOKHcoKzt9IlFwjuXE+PS8/aiplYJzLFf1NPvSZ1sXdrUjJ2SmY6kvfabQ6gSmJtXbwtlb7+MyGZ+W9Vsyxxds2NwqHYv0JNcXaiUxdyEh/t5GAVtjro1WtMkuAWKuXeNBa0oTcD3mksAsbZ64/hQJTA0zgASmBkSKMCrAws4odygqU4kd9XalejNNJXxOH08UbfeKNU0FF5rU1df43k8TC7uaxETu3Ep1hmVqRa+M/N5dvveNCvQKjI+m5F/vPySHBycK5umKtU16KyqxNGJuiVA8ZpWAiZhrVYdpTGQEiLmRGUqnOuJ6zCWB6dR0r7izJDArpjv7RRKYGhApwqgACzuj3NZWtq8/c0u4+nVwYKJoO9WbavnbwtXFJqY/fizs6o4PzF62s8P7PTbwE0lkt4H3bZNE7zaZ7l5juqvUp0Fg785xb87W1vqfXF+oucTchYT4exsF/Ii5NvaTNkVPgJgbvTF1oUeux1wSmC7M8ur7SAKzekMhgakBkSKMCrCwM8ptTWXqsp387bTqDMD5PrGG2oKE5bJVjYH3Q/fCrmHXD2TR3/7+2ct2ZhOWUmc+ORs4bogaoN6unJyYke4qbgU33V1irmlx6tMhoDvm6mgTZSBQigAxtxQlnrFNwPWYSwLTthlpZ3tIYGoYFxKYGhApwqgACzuj3IFVNjaSKjjHcvh0smhb1mxozp1lua6vJbB2z1ex9oXdzLRIbZ11/aRBhQLptBQk3k8em5IX/foyufz5i0JDRcwNzVDR0DwB7TEXXQQMCRBzDUFTjVYB12MuCUyt0ymyhZHA1DC0JDA1IFKEUQEWdka5jVU2PZ0uSFgePTBZtO7FyxpkfV/mQhN1sUlzi93JvIUWdrFnHvfOr1RbwdWvY3/zBAlKY7NPb0VHD04WzGV1MVR2nvZssi+5vlDvibkLCfH3NgosFHNtbDNtQkAJEHOZB2EUcD3mksAM46w132YSmBrMSWBqQKQIowIs7Ixy+1rZkf3ZRI86yzIuMzPpeetTCcr1m2cTlptbRSUww/TJX9ipm7+zicrYbNIytbL37Hbw3m2SWr0lTN2jrbMCTzw2LI9+56R3S3hmvrZKY3NtqH2IuaEePmcb7/o/pp0d+Ah0nJgbgUF0sAuux1wSmA5O+gq6TAKzArRzv0ICUwMiRRgVYGFnlFtrZUOnkgXbadV5gMU+ait4NgmktoiH+ZO/sFvyF9dKurnNu2Qn0bdNkn3bZKalM8zdo+2zAiNnkqIujYrSh5gbpdF0py+u/2PanZGOXk+JudEbUxd65HrMJYHpwiyvvo8kMKs35BIfDYYUYVaAhZ1Z72pqS0zNyOCuzNuV6gKeE0enihanLtvJJizVllt1GU/YPrXx4TmTka4v7MI2jue299DAhAz2j8sv/+qSsHel7PYTc8sm4wsWCBBzLRgEmlCRADG3Ija+FLCA6zGXBGbAEzAk1ZPA1DBQvIGpAZEijAqwsDPKXXZlB/aqZGUmYbl/T7zo99s66wu2hXeG8M21+kO7cmdXqu3gE1e/Rsauf8d5/XZ9YVf2RAr4C6dPJArOsezoisn6LS3ynKsXS1d3tN6wXIiamLuQEH9vowAx18ZRoU2lCBBzS1HiGdsEXI+5JDBtm5F2tocEpoZxIYGpAZEijAqwsDPKvWBlp45lEj0Du9WbluMyNTEz73fq6moKEpYr1jYtWL5ND9Qk4tLQv0Ni6qKd2bMr001t3jbw7K/kxsvnbLLrCzubxnG+tjz905Fc8j2VSHsJy+wbwe2d9WHogi9tJOb6wkqhPgsQc30GpnjfBIi5vtFSsI8CrsdcEpg+Tq4IFU0CU8NgksDUgEgRRgVY2BnlPq+y+Nh0wTmWZ04mijZoZU9Twbbw2tqaYDtQRe3Nj/2btH7j7zLnVs6eXzm9eHVJJbq+sCsJKeCH/u1zh2T1OnVjeKssW90YcGvsqZ6Ya89Y0JLSBYi5pVvxpF0CxFy7xoPWlCbgeswlgVnaPHH9KRKYGmYACUwNiBRhVICFnVFukbTk3q5UW8MP75so2gC1vTb/HMvW9pC8uTYzLVJbVxy3lGfmKcH1hZ3hWUt1GgWIuRoxKcqYADHXGDUVaRYg5moGpTgjAq7HXBKYRqZZ6CshgalhCElgakCkCKMCLOz85z52aDKzlda7gGdcUqn0vJU2NtUWJCyXrAjHm2t1pw5528C97eD926Xu5H459vf9vuG6vrDzDbZIwWMjqczbwrvi0tRaK9e9cnkQzQh9ncTc0A+hkx0g5jo57JHoNDE3EsPoXCdcj7kkMJ2b8hV1mARmRWyFXyKBqQGRIowKsLDTzz0ylMyd/acSPqNDqaKVrN2kzgbMnA/Ys6lFf4N8KDH2zONeorJhz2Pe7zVTcUnMbgNPqjMse7dJusG/MzldX9j5MKTnFTk9nS64eGfoVDI3T9f3tUr38gYTzYhcHcTcyA2pEx0i5joxzJHsJDE3ksMa+U65HnNJYEZ+imvpIAlMDYwkMDUgUoRRARZ21XOnktlEj3rDMi7qjctinyXLG88mgja3SmNzbfWNMFzC0tuuKji7MrVqs9EWuL6w8xP7wDNx+Z9vnfSOOujZePbinTUbm/2s1pmyibnODHWkOkrMjdRwOtUZYq5Twx2Zzroec0lgRmYq+9oREpgaeElgakCkCKMCLOwq4z40OFHwdlqxUlra6gq2hS9aYveba3XHB2R62YbKYAx9y/WFnd/Mu58c9eZsQ2P4kut+21RbPjG3WkG+H4QAMTcIderUIUDM/f/buxcgya7ysOPfzPT0vKdn9v3e2dXuSkISsiEsIkQFGFJ2LCiqKGQoUiYUL/NwCoIpIoiBCklklQwUlB0wGAgpCCFRorhMoELZxlAqB5AgIIEes9r3+73zfnT39KTOvd0907MzPd23z32c+/27amtW2nvPPef3XX06/e2959hQpI2oBbTnXAqYUd9xbl6PAqaFuFHAtIBIE5EKMLFrjPvGlXzNa+Ez0wtrntjWJjUFyx17k/vkWvv0mHQe9det9F8Jf1zG3v55mX35mxqDieko7RO7oOzzcyWvKGnuUT7xCJBz43Hnqq0JkHNb8+Ps+ATIufHZc+XgAtpzLgXM4PeOpjMpYFqINgVMC4g0EakAE7vVuedmF5YKlqPTcu1yvm5ctu7qrnktPJNJZoUoc+65arHSFC4zl45761V661aW164sDW6K9B4McjHtE7tmzMwr4d4mUkem5ezJWXnze3bLvlv7mmmCYy0KkHMtYtJUZALk3MiouZBlAXKuZVCai0RAe86lgBnJbeb8RShgWgghBUwLiDQRqQATuyXu00dnvHX/vELP8dm6cRgc7pSRg+X1AW/tk4FcJtK4Bb1Y3/e/KNmjTyxtuLP/RUGbivU87RO7evhXL83XPC28YVO25ong9o5kFtdjvaEivDg5N0JsLmVNgJxrjZKGIhYg50YMzuWsCGjPuRQwrdxGqW+EAqaFEFPAtIBIE5EKaJ7YXblgCj3+xjvmZ36+tKZ9prOtpgi0dWd4O2wHvQHM05TFrfuDnu7UedondmsF64f/+4r8+mfj5XvVL7D3D7pRXHfqBmyhs5pzbgtsnBqzADk35gBw+cAC5NzAdJwYo4D2nEsBM8abz6FLU8C0ECwKmBYQaSJSAU0Tu+mJYvkJS79gOX69UNd650hPTSEo0sCsd7GFordeZWXtSvM6eGl4u1z594+td2Yq/lz7xG6tIJqi/ObtXamIcVoHoSnnpjWGGsdFztUY9XSMmZybjjhqG4X2nEsBU9sdH2y8FDCDudWcRQHTAiJNRCqQ5oldqbToP1056r8WfuHMXF3bDZsrr9r6T6719HVEGot6F+u4dtYrVi7fcKew/0XVdSvN+pULW0YS09+wO6JtYnfp7Jx3L7/0tzaETUv7IQukOeeGTEfzMQpoy7kxUnNpywLkXMugNBeJgPacSwEzktvM+YtQwLQQQgqYFhBpIlKBtE3sTJHSfy3cfzW8tLC4pmd3b0fNxjsbt2QjtW/2Yhs+/XtewdLbcOfAYVnMJu819mbHFPT4tE/sJsYKNetYmp3DTVH9d+7fFpSM8xIikLacmxBWuhGyQNpzbsh8NB+jADk3RnwuHVhAe86lgBn41lF1IgVMC+GmgGkBkSYiFXB9YmdeA1++juXURLGu394D5Y13DvXJrv09kVqvdbH28Uuy2DMoi9lk9CcRKOt0Im0Tu2LBPC28VHg3Bcx9h/r8JQxu7ZXhTckurrtwzySlj67n3KQ40o9oBdKWc6PV42pxCpBz49Tn2kEFtOdcCphB7xxd51HAtBBvCpgWEGkiUgHXJnZmo53lBUuz5l+9j1kP0CsCHfILl+ZJtrg/nSef9Nav7HzeX8OyfeKq3PhX35L5O14Rd9ecuX4aJ3b/5c9PV+9Ts/4qn3QKuJZz0xkFRtWsQBpzbrMGHO+mADnXzbhp77X2nEsBU/t/AY2NnwJmY051j6KAaQGRJiIVcGFid/b4rFe0PHFkWk4fnanrY3ZcXl6wzG3ojNRztYt1/fL7/mY7R5/wfi5s2OGvXWleBz9wWAp77oy9j651QPvEzrV40d8lARdyLvFCYKUAOZd7wlUBcq6rkdPdb+05lwKm7vu/0dFTwGxUqs5xFDAtINJEpAJJnNhdu5z3n7L0Nt+ZkbnZhTVN2jvaatax3L47eetCDn77k7LY1uavXXnwsJQGNkUa4zRezIWJnblvT476O95v3dktv/nyoTSGgjE1KZDEnNvkEDhcoYALOVdhWBhyAwLk3AaQOCRxAtpzLgXMxN2SiewQBUwLYaGAaQGRJiIVSMLEbnZ6ofqEpSlY3riSr2uwfU93+SlL/9Xw9va2SM0qF2ubn/GeqJy/85WxXF/zRZM6sTt11C9Yml8Xz8zV3KemiMkHgSTkXKKAQLMCSc25zY6D4/UJkHP1xTwNI9aecylgpuEuDn8MFDAtGFPAtIBIE5EKxDWxW76O5bmTs3XHbF4Dr7wWbjY26RvMRGpUuVjm4jHpPOqvW2leB+889ZTM/cZvy/UPPxJLfzRfNEkTu1/+eEye//WUV7Rcueaq5hgx9tUF4sq5xAOBVgSSlHNbGQfn6hMg5+qLeRpGrD3nUsBMw10c/hgoYFowpoBpAZEmIhWIamJ36dyc9zp45ek0s+vyWh+z0c7ydSxNUSiOT/a5fygXK/0Nd6QjI3mzZmX5VXDze2mL5+nPODySdM0kTezGrhfk/MlZ757t7e9IEhN9SaBAVDk3gUOnSw4LJCnnOsxI12MQIOfGgM4lWxbQnnMpYLZ8C6logAKmhTBTwLSASBORCoQ1sZscL5bXsPTXsZwYK9Qd1+79Zpdwf6fwPQd6IzVY62LtE1dk4K8e9oqWZu3Khc17E9EvOiES1cSuVFqMbYkC4pxOgbBybjq1GFVSBKLKuUkZL/1IjwA5Nz2x1DQS7TmXAqamuz34WClgBrernkkB0wIiTUQqYGtiVywuVp+uNBuXmCcu6302bs3WrA/Y3RPtk2vmFfD8gZdEas3F7AmEObG7cMY8LeyvY2mK7+//xC0yOBz/bvb29GgpTgFbOTfOMXBtfQJh5lx9mow4SgFybpTaXMuWgPacSwHT1p2U7nYoYFqILwVMC4g0EalAKxO786dma14LX1z7rXDv1dqRg2bTHX/jneHN2cjG2T5+yX8VvPzLrGNZ3Hmb3PjDr0tx562R9YML2ROwObEbv16obiJ16siM9PR2+Pfprf4TwWZJAz4I2BJoJefa6gPtINCsgM2c2+y1OR6BVgTIua3ocW5cAtpzLgXMuO48t65LAdNCvChgWkCkiUgFmpnY3biarylYzkwt1O3r8nUsd470RDquvr/5y+qGO+2TV29au3KxZyDS/nAxuwK2Jnb/82tn5cwxs36lX6w0v4Y28rSl3WjR2nKBZnIucggkRcBWzk3KeOiHHgFyrp5Yp2mk2nMuBcw03c3hjYUCZoO2x0+dlz/94rflwY++S4ZztUUQCpgNInJYYgTqTezmZ0vVV2lPHJmWa5fydfu9dWd3TSEo0xnfBjdDX35vtWhZ2H1HYrzpiB0BWxO7C6fnZPuebjudohUEGhDgy3QDSBySOAFbOTdxA6NDqRcg56Y+xKkcoPacSwEzlbe19UFRwFyH9Mb4pLzvgc/JU88ekxfefot84aEPUsC0fhvSYNQCKyd2p4/NlDffmZEzx2fqdmdgKFOzjuXgUPhPrmXOPivZYz+TmVf8ftRUXC8GgY/8/fdXvWpnxn+tu1Asrfrn//oFr/KK7y++dziGXnNJBNYW4Ms0d4eLAtq/TLsYM/rsC5BzuRNcFNCecylgunjXRt9nCpgNmvMEZoNQHOaEQNtcmzz++LXqq+H5udULQmYw5onKymu25pVb88RlmJ+2uWnJHvXXruw061cefVxKfUOSv+OVMvbOPwvz0rSdEIHR61flvv/+DZkt1t/FvnshK7tmNsneuS3y4rYR6ZB271597Vu2J2QkdAMBvkxzD7groP3LtLuRo+cUMLkHXBTQnnMpYLp410bfZwqYDZrXK2BeulF/5+UGL8FhCIQmMD1ZlBOj02JeCTc/x67VLwyZtSv3HeqTfbf2eT8l5LfCux/7lnQe8QuWmTNPS+Hg4ZpfpWEKUqHdHAlr+OLUlJyaGJNHR5+R//yrX9zUO1Ow3DmzyStcbsgPyrneq/Ky39wqr7/3Ftmyoytho6E7CPgCW4e7hbkCd4NrAn09Ga/L07NF17pOf5ULkHOV3wCODl97zjX/3fJBYD0BCpjrCZX/vF4Bc6FUZxvmBtvnMARsCpRKi3LkmSk58vSk9+v0ifqvhW/a2iWHXjAgh17QL4fuGJD+Af9LS1SftuNPijz59yK33SOLt98T1WW5TgwC+YUFOX7jhv9r7Iac8H4/Vv39TKF+cf0NZ/6JnO29Iud6rsq53mvykX/8cnnw1a+OYSRcEoHGBTra24S5QuNeHJkMgfY2/28vS4vMc5MREXrRqAA5t1EpjkuSgPaca/675YPAegIUMNcTKv85r5A3CMVhsQlcPDNX3nxnxvu5sLD2F46e3g7Ze3BpB+aNW7Oh9Lvj6mnvVfDZl70xlPZpNJkC12dn5NTEuJwaH5PTE2PeE5Wnxse935+bnLDW6Vft3S/ffB33ljVQGgpNgNcZQ6Ol4RAFtL/OGCItTYcsQM4NGZjmQxHQnnN5hTyU2yp1jVLAbDCkFDAbhOKwyATGbxT8guWoX7Ccmqj/iteeA5WCZa+89CUb5fy1Wet9NetVeutWlteulELeexV87D1fklJvzvr1aDA+AVOcNIVJr0BZLk5W/t3E/Hzgjm3o6ZG9g0OyZ3BI9uaGJNfVJf/x5z+V63O19+vWvn753u+9Vbb19Qe+FiciEJUAX6ajkuY6NgW0f5m2aUlb0QqQc6P15mp2BLTnXAqYdu6jtLdCAbPBCFPAbBCKw0ITKORL1U13TMHy8vn6RaLN27vKm+/4hctsl7+Ds/nYnNgN/tc/rm64U9x1u+TL61fmDxyW4vaDoXnQcLgCk/n5pcKkKVSWC5aVYmUrrxR6BcrckOwdzJV/VgqWOcl13bz+zQ9OHZff/87/qBnwN173RvmtvfvDRaB1BCwJ2My5lrpEMwisK6D9y/S6QByQWAFybmJDQ8fqCGjPuRQw+c+jEQEKmOso3RiflPc98Dl56tlj1SPf8Zb75EPvvr/6z2E8ydZI8Dgm/QJnT8yWXwufllPP11/Hsm8gI2aX8MqO4UMbO9cEsjmxG3j0T7yipSlYLvYMpD8oKRrhhanJ8uvd5klK/5Vv76nK8TG5Olv/fqvHMJDNVp+g9J+kzPn/XH6qsrLGTzOUf/7zn8qf/PhH3ikffdkr5A9f/NJmTudYBGIVsJlzYx0IF1cloP3LtKpgp2yw5NyUBVTJcLTnXAqYSm70FodJAbNFQHM6BUwLiDThCVy/nPcKlma38JNHZmRuZmFNmfb2tpqC5fY9je/ctt7Ern3quvdU5WJ7h8zf/U+JjqMC8wvFclFyvPoEpf8kpV+sNH8e9LO9f8B/1TuXq3nle89gTjb39gVttu55H/i773p//vlX3xdK+zSKQFgC6+XcsK5Luwi0IqD9y3QrdpwbrwA5N15/rh5MQHvOpYAZ7L7RdhYFTAsRp4BpAVFpE7MzC3Jy1C9WmsLl9Sv5uhLbdnfXvBbe0RFst7aVE7vM2Wf8dSvLa1d2XDntP1V56GUy+cZ/ozQ6bgzbPClZ3SzH2zRn6UlK84Rl0E9XR2bpyclc+RXvZa98d2ei3anejKOj/FDxQv2NyoMOmfMQCE2AL9Oh0dJwiALav0yHSEvTIQuQc0MGpvlQBLTnXAqYodxWqWuUAqaFkFLAtICoqAnzKrj3hOXotJw7WX8jndyGzpqCZf+gnaKR+R/E5Fc+Wd1wp9S/wdtsp/IqeGHfbyiKSLKHataarLzWbZ6cXFqL0i9WmrUqg3429vR6G+X4m+bkvN9XNs/Z0Z+85QC0T+yCxpnz4hfgy3T8MaAHzQuQc5s344xkCJBzkxEHetGcgPacSwGzuftF69EUMC1EngKmBcQUN2E22/F2Cy+/Fm4241nr09nVLiMH/XUs993aJ2YjnjA+5n8Q137w19KWn/UKlwtD28K4DG02KGB27TZFyuVPUnrFyvK/a7CZmw5ra2vzNsqpFiaXv/KdG5LBbDj3V9D+rnee9ondej78eXIF+DKd3NjQs7UFyLncHa4KkHNdjZzufmvPuRQwdd//jY6eAmajUnWOo4BpATFFTUyOF2sKlhM36r/vumtfT3Xjnb0He1uSaCvm/acqjz4uU6/70JptMbFriTnQyecmJ8pPUo77P8vFSfP767P1n8Std8HBrq5la1CWN8tZ9iRlsEUGAg0x9JO0T+xCB+YCoQmQc0OjpeEQBci5IeLSdKgC5NxQeWk8JAHtOZcCZkg3VsqapYBpIaAUMC0gOtzEQnGx+nSlecry4tm5uqPZuCVbLViaXcO7ezsCj96sVWmKlWbtys7yT/MaeOHAYRl/68MUMAPLNn/ibLEgp8aXnpr0CpTl9SjN7/MLa2/ItN7VdvQPeutR+pvmlF/5Lv+zeQ1cy0f7xE5LnNM4Tr5MpzGq6R8TOTf9MU7rCMm5aY1suselPedSwEz3/W1rdBQwLUhSwLSA6FgT50/PyslRf+Md80GehMwAACAASURBVGtxce0B9PR11KxjuWFztqXRts+MS+4r/9IrWkoxX7t25cHDsphZv30mdsFCcGVmuryrd+1mOWZdyovTU8EaFRGzIY4pTi6tQVl+krL877IdwYvcgTuVwBO1T+wSGBK61KAAObdBKA5LlAA5N1HhoDNNCJBzm8Di0MQIaM+5FDATcysmuiMUMC2EhwKmBcSENzF2rbD0WvjojExPFev22KxhaZ6uND93jvRYH13PY9/yCpfFbQcCtc3EbnW2hVLJX4tylc1yzPqU04X6u8TXC8bm3r7yBjkrnqQczMn2BG6YE+jGCvkk7RO7kHlpPkQBcm6IuDQdmgA5NzRaGg5ZgJwbMjDNhyKgPedSwAzltkpdoxQwLYSUAqYFxIQ1MT9XqlnH8urF+js9b9nRVfNaeGe2vekRdZ74pfdUZf62l0lhz11Nn9/MCZondmPzczWb5ZidvE1x0hQuz0yMN8NYc2xHW1v19W7/ScraQmV/dv0nYwNfXMmJ2id2SsKcymFqzrmpDKiSQZFzlQQ6hcMk56YwqAqGpD3nUsBUcJNbGCIFTAuIFDAtICagiTPHzCvhM3LiyLSY39f7DOQyNQXLweHOpkbQPnVdss//1N9wp7zpzsLmETHrV+YPHJaZV/2Lptpr9uC0T+zOTpqiZHmznHJx0t/he1xuzAXfMCfX1e295m129q6uRVl99TvXbBg4vkkB7RO7Jrk4PEECac+5CaKmKxYFyLkWMWkqUgFybqTcXMySgPacSwHT0o2U8mYoYFoIMAVMC4gxNGGeqjQFy8o6luapy7U+HZm2mnUst+3qDtTjIbN25ej/lY5rZ71CpbfhTrloWeofDtRmkJNcn9jNFAr+q95eUdL8rC1WFktrx3I9r10Dg0tPUnqb5vhPUprC5XC3/eUA1usPf74koH1ix73groDrOdddeXreigA5txU9zo1TgJwbpz7XDiqgPedSwAx65+g6jwKmhXhTwLSAGEETM1ML3tOVJ0f9jXfMupb1Pjv29lTXsTRrWba1td7J3h99Qwp7XyiFkbtbb6yFFlyY2F2anvKKlKdXPkk5MSaXp6cDj763s9Nfi9IrSpY3y/Fe+fb/ubOdDXMC44Z8ovaJXci8NB+igAs5N8Th07SjAuRcRwNHt4Wcy03gooD2nEsB08W7Nvo+U8C0YE4B0wJiCE2YncErT1eaJy3Pn6r/6vDQpk7vKct93gY8fdLb31ghK3Phee818M6jj8v42z8fwkjsN5mEiV2hVBKze/eqT1JOjIl5yjLoZ0tfv/+ad/nJSVOsrDxJubWvP2iznBezgPaJXcz8XL4FgSTk3Ba6z6lKBci5SgOfgmGTc1MQRIVD0J5zKWAqvOkDDJkCZgC0ladQwLSAaKmJi2fnykVL/9XwheLimi13dbfXrGO5aVvXur1oK8x7hUpv3cry2pWLnd3V18Gn/9n7120jCQdENbEz601WNsipPEnpP1U5JmcnJwJTZNrbvSco/XUoc97r3cuLleYpSz7pE9A+sUtfRPWMKKqcq0eUkUYhQM6NQplrhCFAzg1DlTbDFtCecylghn2HpaN9CpgW4kgB0wJiwCYmbhRq1rGcHC/WbWnPLb3VtSx339Lb8FUz50dl6Ivvluyxn920duXCpt0Nt5OUA21O7Cq7eHtrUVbXpfR39h6fnws8ZLPepLeTt1ekrC1W7hpgw5zAsA6fqH1i53Do1HfdZs5VjwlAZALk3MiouZBlAXKuZVCai0RAe86lgBnJbeb8RShgWgghBUwLiA02USiU5OTo0sY7l8/P1z3TPFU5cqhStOwT89Rl0E/2uX/wNtxZ7HD/6b5mJnZT+Xx5oxy/QFkpWFaepFww7+oH/Ow2Bco1nqQc6gq2UVLArnCaAwLaJ3YOhIguriHQTM4FEYGkCJBzkxIJ+tGsADm3WTGOT4KA9pxLATMJd2Hy+0AB00KMKGBaQKzTxLmTs/5r4aZw+Xz9zVv6BjI1BcuhjWsXGztuXJDO8mvgU6/9oJQGN4c7kAS1vnJid3F68qadvP0dvsflykzwDXP6OrPl17uXPUlZ3izHFC472oMXlBPESVciEtA+sYuImcuEIMCX6RBQaTJ0AXJu6MRcICQBcm5IsDQbqoD2nEsBM9TbKzWNU8C0EEoKmBYQlzVx/Uq+Zh3L2emFNS9gdgY3G+74v3rF7By+1qfzxC+qa1eadSzbp8ckf/CwFA4c9n7O3/kquwNJUGv5hYWazXKuzk/JM5evVTfRmSvWf/W+3lC29fWX16I061AuFSrNq9+be/sSpEBXXBfQPrFzPX6a+8+Xac3Rd3fs5Fx3Y6e95+Rc7XeAm+PXnnMpYLp530bdawqYFsQpYLaGODezUF3H8sSRabl+OV+3wW27uqsFS1O47Mi01T1+w6fvl66nfyjFzSPeK+D5csGyuOv21jqesLOvzc74r3iPj5d/VtakHJfzU8E3zMl2dJQ3yCnv6l3e2dvfNCcnPRn3X6lPWCjpzhoC2id23BjuCvBl2t3Yae45OVdz9N0eOznX7fhp7b32nEsBU+ud39y4KWA257Xq0RQwm0c89fzSOpZnT8zWbWBwuLPmtfCBXKapC3b/8vte0bLUP9zUeUk72Kw0aXbvXtooZ6zmte+JfP31QOuNZ0NPj78WZbk4aXb29nf4HpKdA4NJo6A/SgW0T+yUhj0Vw+bLdCrCqG4Q5Fx1IU/NgMm5qQmlqoFoz7kUMFXd7oEHSwEzMN3SiRQw10e8cmFeToxOV18NL+RLa57UmW2vKVhu2dFVc2zb7KRkjz7uvQ7eVpiTiTf92/U74MgRk/l5b/fuUxPjNxcrJ8ZlsYUNc8wr3V6BcjAnd27fLMOZvuoO34NdtcaOcNFNZQLaJ3bKwp2q4fJlOlXhVDMYcq6aUKduoOTc1IVUxYC051wKmCpu85YHSQGzZUIRCpg3I05NFJfWsRydlvEbhbrSO/f1eK+F7zvUJ3sP9tYcm7lwRLLPP1HdcCdzbrRm7cq5f/RaC1GMronzU2bDHLNBjnmCsnZnb/MaeNDPQLarugbl8icpK4XLdrNgaPnDxC6oMufFKaB9YhenPdduTYCc25ofZ8cjQM6Nx52rti5Azm3dkBaiF9CecylgRn/PuXhFCpgWokYBU6S0sChm/cqTR/xXwy+emasru2FztmYdy56+jpuO73r6RzL8Z2+TxWy3V7Csbrhz4CUWohZeE2ZDnKXi5LInKb31KcdkfmHtTYnW69X2/gH/Ve9czvtZfaoyNySbemoLv/XaYmK3njR/nkQB7RO7JMaEPjUmQM5tzImjkiVAzk1WPOhN4wLk3MatODI5AtpzLgXM5NyLSe4JBUwL0dFawLxweq78lKVfuCyVzCqNq396ejtqCpYbtmTXlW/Lz0r75FVZ2Lh73WOjPuDqjL9hTvVJSu/3417h8sLUZODudHVkvI1xlp6gNMVK/7VvU6w0f27jw8TOhiJtRC2gfWIXtTfXsydAzrVnSUvRCZBzo7PmSnYFyLl2PWktGgHtOZcCZjT3metXoYBpIYJaCphj1wo1BcvpyWJdPfMquHkt3Pzata9HZHHRW7fSrF/Z+fzjcuMD37CgH04TpcXFNTfLMYXLqXz9ndLr9co8KVnZIGf5k5TmiUrzhGUUHyZ2UShzDdsC2id2tj1pLzoBcm501lzJngA5154lLUUrQM6N1pur2RHQnnMpYNq5j9LeCgVMCxFOawEzP1/yC5aj/mvhVy7W3+XabLZTKViOHOqV7ulL/rqVz/+0vOnOE1LYe5e3I7j3OvjBw1Lcut9CBII1MT4/J6cnxpfWoazu8O0/SRn0Y9aa9J+grH2SsvLqt1mrMu4PE7u4I8D1gwhon9gFMeOcZAiQc5MRB3rRnAA5tzkvjk6OADk3ObGgJ40LaM+5FDAbv1c0H0kB00L001TAPHPcFCv9guXpo/U3lOnPZWpeC88Nd1Y1N//xvdJx+VTt2pUHD8tiV+PrNFoIjZybnFjzScrrc7OBL2F27fYKkuV1KM0r3pWnKs2r3kn/MLFLeoTo32oC2id23BXuCpBz3Y2d5p6TczVH3+2xk3Pdjp/W3mvPuRQwtd75zY2bAmZzXqse7XIB89qlvFes9DfgmZb52dKaIh0dbTUFy227u9c8NnPuOSnuvM2Cbv0mZouF8hOUyzbLqe7wPS6FUvANc3YODPq7eq/YLMf884aentDHFuYFmNiFqUvbYQlon9iF5Uq74QuQc8M35gr2Bci59k1pMRoBcm40zlzFroD2nEsB0+79lNbWKGBaiKxLBcyZqYWadSxvXK2/luP2Pd1e0fKO3CkZKTwlXceekMLI3TL92++1INdYE5dnpr3du5c2zVl67fvS9FRjjaxyVE8mU32CcvmTlJWdvbMdN++MHvhiCTuRiV3CAkJ3GhLQPrFrCImDEilAzk1kWOjUOgLkXG4RVwXIua5GTne/tedcCpi67/9GR08Bs1GpOsclvYB5crTyhOWMnD9V/7XpoY2dcmj/otzV+6zszT8l/ad+Jp1HH5dSbou/bmVl/cq9L7Qg5zdRLJW8NSfNjt6nJlY+STku04XgG+Zs7u3zX/XO3fwk5ba+fmtjcK0hJnauRYz+GgHtEzvuAncFyLnuxk5zz8m5mqPv9tjJuW7HT2vvtedcCpha7/zmxk0BszmvVY9OWgHz0rk5fx3LUf+18GJxcc1RZrvbvScs93m7hffK7mN/JUNffq+30Y7ZZMcULc3vTQGzlc/Y3NyKtSjLxcqJMTkzMR646Y629ps2y/HXosyJeZKyrzMbuO00n8jELs3RTe/YtE/s0hvZ9I+MnJv+GKdxhOTcNEZVx5jIuTrinLZRas+5FDDTdkeHMx4KmBZc4y5gTowVqhvvmILl5Fix7qh27+/1ipUjt/bJnltqN9XJXDohxa37AqmYQqT/JOW4X6ycGKu++m0KmEE/Q13dyzbIqd3Ze/dgLmizqs9jYqc6/M4OXvvEztnA0XEh53ITuChAznUxavTZCJBzuQ9cFNCecylgunjXRt9nCpgWzKMuYBYLizXrWJonLtf6bFo4J3f1PScvyD4tu2aekmv/4THp6mkPNGrzKvfpVYqTpmBpCpfmVfCgn10Dg94Tk0trUQ6V/zknw91ub5gT1CTM85jYhalL22EJaJ/YheVKu+ELkHPDN+YK9gXIufZNaTEaAXJuNM5cxa6A9pxLAdPu/ZTW1ihgWohsFAXMcydny0XLGe/nap82Kcm+wq/kUPvTcnv2Gdk19aR0ZEQWDpVfBS+/Du79yzU+ZlOc1TbLMZvomM10gn56OzvLa1Ga17tNcbL2ScpMe7CiatD+aD+PiZ32O8DN8Wuf2LkZNXptBMi53AcuCpBzXYwafSbncg+4KqA951LAdPXOjbbfFDAteIdRwDS7g58c9YuVJ45My+z0wpo9bWsTbx3L9//iVVIa3ipyxz3VNSyLW/fXnFcoLXiveC9tmuNvnlN59Xu2WAgssrWvX/aU1570N86pFCuHZEtvX+B2OdG+AF+m7ZvSYvgC2id24QtzhbAEyLlhydJumALk3DB1aTtMAXJumLq0HZaA9pxLATOsOytd7VLAtBBPGwXMudmFpXUsR6fl2uX6O29v3dXtr2Ppbb7TJ5lMm7TlZ2Ux2yPX52ara0/6xcnx8g7fY3JuciLwiM1TkuY1b6846T1FubRZjvln85QlHzcEmNi5ESd6WSugfWLH/eCuADnX3dhp7jk5V3P03R47Odft+GntvfacSwFT653f3LgpYDbnterRQQuYp48uPWF59vhsTdsDpRsyUvyV90q4+fWzTW+WyRe9vlqwvNE+Vd0sx7zevfy17/H54BvmmPUm/acnc+VXvcsFy9yQmHUq+aRDgIldOuKobRTaJ3ba4p2m8ZJz0xRNPWMh5+qJddpGSs5NW0R1jEd7zqWAqeM+b3WUFDBbFRSRRguYVy7M16xjmZ9f2vRmZ/F52Vf8lYyUC5a5xStyfvBuOb/9Tjm+94D8ZNtOeXa+UH2ysrS4GLjnZudufx3KpeLk3vKr37mu7sDtcqI7Akzs3IkVPV0S0D6x415wV4Cc627sNPecnKs5+m6PnZzrdvy09l57zqWAqfXOb27cFDAb8Hr0e4/Jxx/+qnfkfa+5Rz714bdLd3e2euZaBczpiaK3fuXJI/6TluPXV19f8tWz35SXz/4vOdb3AnlqaL/8zdAGeXQg+KY2fZ3ZanFy5WY5Zl3KDrNoJh/VAkzsVIff2cFrn9g5Gzg6ziY+3ANOCpBznQwbnWbjNO4BRwW051wKmI7euBF3mwLmOuBPPPmcfPYvHpEvPPRBGc4NyGe//Ih3xofeff9NBcxSadEvVo6aouW0XDhT/1Xu8c5pOdt7Veayx+XJwbzMddRf93J5V7f19XtFyqW1KP0nKs0mOpvZMCfi/4zcuxwFTPdiRo9FtE/suAfcFSDnuhs7zT0n52qOvttjJ+e6HT+tvdeecylgar3zmxs3Bcx1vEzBcmTXNnnD797rHbmyoPnkM9fkRz++JOeOzsnUWZHOhXnvVfDK2pV9i2PymaGveefOtxe8guW53qvez7Hs1JpXz3Z0lNeirOzk7b/2XdnZuzuTaS7SHI3AMgEmdtwOLgpon9i5GDP67AuQc7kTXBQg57oYNfpMzuUecFVAe86lgOnqnRttvylg1vGem8vLJz79NbnnRXdUC5jHT52Xjz30FXnwgXfK/r075JNv/mvZV/x1de3K3cXn5ETnXXIyc6f38ycDu+TJgTavYHmx53rN1Tb19spIbkhGhoZl31DtTzbMifY/BG1XG+jJyORsUduwGa/jAl2d/tIa84Wl9YMdHxLdVyJAzlUS6JQNk5ybsoAqGg45V1GwUzRU7TnX/HfLB4H1BChgNlDAvP91r5SX3H2bd+TKAuaN39kqJzvvKhct75Kf9++T0z3Xq09Z7tk4IPuHh2t+3VL+51w3G+asd4Py5wgggAACCCCAAAIIIIAAAggggAACugUoYDZQwKz3BOab3v8DWcwuSGZ7UTbv75T9OwdlZGhI9g0Nez/bhA1zdP8nlszR8zfTyYwLvaovoP1vprk/3BUg57obO809J+dqjr7bYyfnuh0/rb3XnnN5AlPrnd/cuClgruO13hqY5vS1diFvLhQcjUB0AqzHFp01V7InoH1tIHuStBS1ADk3anGuZ0OAnGtDkTbiECDnxqHONVsV0J5zWQOz1TtIx/kUMNeJczO7kOu4ZRhlGgSY2KUhivrGoH1ipy/i6RkxOTc9sdQ0EnKupmina6zk3HTFU8totOdcCpha7vTWxkkBswG/R7/3mHz84a96R973mnvkUx9+u3R3Z6tn8gRmA4gckigBJnaJCgedaVBA+8SuQSYOS6AAOTeBQaFL6wqQc9cl4oCECpBzExoYulVXQHvOpYDJfyCNCFDAbERpnWMoYFpApIlIBZjYRcrNxSwJaJ/YWWKkmRgEyLkxoHPJlgXIuS0T0kBMAuTcmOC5bEsC2nMuBcyWbh81J1PAtBBqCpgWEGkiUgEmdpFyczFLAtondpYYaSYGAXJuDOhcsmUBcm7LhDQQkwA5NyZ4LtuSgPacSwGzpdtHzckUMC2EmgKmBUSaiFSAiV2k3FzMkoD2iZ0lRpqJQYCcGwM6l2xZgJzbMiENxCRAzo0Jnsu2JKA951LAbOn2UXMyBUwLoaaAaQGRJiIVYGIXKTcXsySgfWJniZFmYhAg58aAziVbFiDntkxIAzEJkHNjgueyLQloz7kUMFu6fdScTAHTQqgpYFpApIlIBZjYRcrNxSwJaJ/YWWKkmRgEyLkxoHPJlgXIuS0T0kBMAuTcmOC5bEsC2nMuBcyWbh81J1PAtBBqCpgWEGkiUgEmdpFyczFLAtondpYYaSYGAXJuDOhcsmUBcm7LhDQQkwA5NyZ4LtuSgPacSwGzpdtHzckUMC2EmgKmBUSaiFSAiV2k3FzMkoD2iZ0lRpqJQYCcGwM6l2xZgJzbMiENxCRAzo0Jnsu2JKA951LAbOn2UXMyBUwLoaaAaQGRJiIVYGIXKTcXsySgfWJniZFmYhAg58aAziVbFiDntkxIAzEJkHNjgueyLQloz7kUMFu6fdScTAHTQqgpYFpApIlIBZjYRcrNxSwJaJ/YWWKkmRgEyLkxoHPJlgXIuS0T0kBMAuTcmOC5bEsC2nMuBcyWbh81J1PAVBNqBooAAggggAACCCCAAAIIIIAAAggggIB7AhQw3YsZPUYAAQQQQAABBBBAAAEEEEAAAQQQQECNAAVMNaFmoAgggAACCCCAAAIIIIAAAggggAACCLgnQAHTvZjRYwQQQAABBBBAAAEEEEAAAQQQQAABBNQIUMAMGOpHv/eYfPzhr3pn3/eae+RTH367dHdnA7bGaQjYFbgxPinve+Bz8tSzx7yGv/75B+Qld9+25kU+++VH5Kvf+m7Nn/+7j7xD3vC799rtGK0h0ILA8VPn5U+/+G158KPvkuHcQAstcSoC4QiYXDqya9u6uZOcG44/rdoReOLJ5+RtH3io2hjzXDuutGJHYG4uL5/49Nfku3/7k2qDzHPt2NJKPAJmfvsHH/mMnL90jdpCPCHgqg4JUMAMECwzsfvsXzwiX3jog96XaPNFxHw+9O77A7TGKQjYFahM7O550R3el2jzP8WPPfQVefCBd8r+vTtWvRj3sN0Y0JpdgeUF+Rfefks199q9Cq0hEFxg+V9qNvKXP+Tc4NacGb6AuZ9379zs/cVnZU6xbctG5rnh03OFBgTMnOA//bf/I+976+u9h0fM97KPPfiX8qWH/4h5bgN+HJI8geU51/SOOULyYkSPkiNAATNALFY+YbGyoBmgSU5BwJrAyqfUVhY0V7sQ/6O0xk9DIQrwBGaIuDRtRaCZJzDNBfmLTyvsNBKygPly/ZP/9zRvG4XsTPPBBCp/yfmh99y/5ttGzHOD2XJWPALk3HjcuaobAhQwm4zTasWgRp5wa/IyHI5AYIHVCurrTdxWvs7YyBNEgTvIiQgEFKCAGRCO0yITaKaAuXzZDnJuZCHiQgEE1ptDBGiSUxCwJtDI9zDmuda4aShkAZ56DxmY5p0XoIDZZAgrSeX+172y+rd8jfyPs8nLcDgCgQVMAfOR7/yw5kmJZr58VNZhefBj76q7bmbgDnIiAgEFKGAGhOO0yAQaLWAu7xA5N7LwcKEAArxlFACNUyITaOQto5WdIedGFh4u1KRApdDOusNNwnG4KgEKmE2GmycwmwTj8MgFgjyBubKTQb6ERz5QLqhOgAKmupA7N+CguTPoec4B0WGnBBpZW9CpAdHZVAm08qQaOTdVt0LqBsMr5KkLKQOyKEABMwAma2AGQOOUyASCrIFJATOy8HChFgQoYLaAx6mRCAT9Uhz0vEgGxUVUClC8VBl2ZwbdSvHSDJKc60yoVXaU+a7KsDPoBgUoYDYItfwwdiEPgMYpkQmstwv5yldnzOLn3/u7n8o/f8NrvD6yJEJkoeJCTQowoWsSjMMjF1jtSzE5N/IwcMEWBXhtvEVATg9VYL3Xxsm5ofLTeAgCX/7md+Q1975Y9u/d4bVu5hIXL19j47QQrGnSfQEKmAFjaB7t/vjDX/XOZp2KgIicFppAZUfGp5495l3j659/oGbN1j/4yGekssZlZSL43b/9SbU/y48PrZM0jECDAivvZ3PaO95yHzs4N+jHYeELLJ8TmKvt2LpRvvTwH3lfRlZ+mSbnhh8PrtCawMoNT1be0621ztkItCZQyannL12raagyLyDntubL2dELmL80etsHHqpemNpC9DHgiu4IUMB0J1b0FAEEEEAAAQQQQAABBBBAAAEEEEAAAXUCFDDVhZwBI4AAAggggAACCCCAAAIIIIAAAggg4I4ABUx3YkVPEUAAAQQQQAABBBBAAAEEEEAAAQQQUCdAAVNdyBkwAggggAACCCCAAAIIIIAAAggggAAC7ghQwHQnVvQUAQQQQAABBBBAAAEEEEAAAQQQQAABdQIUMNWFnAEjgAACCCCAAAIIIIAAAggggAACCCDgjgAFTHdiRU8RQAABBBBAAAEEEEAAAQQQQAABBBBQJ0ABU13IGTACCCCAAAIIIIAAAggggAACCCCAAALuCFDAdCdW9BQBBBBAAAEEEEAAAQQQQAABBBBAAAF1AhQw1YWcASOAAAIIIIAAAggggAACCCCAAAIIIOCOAAVMd2JFTxFAAAEEEEAAAQQQQAABBBBAAAEEEFAnQAFTXcgZMAIIIIAAAggggAACCCCAAAIIIIAAAu4IUMB0J1b0FAEEEEAAAQQQQAABBBBAAAEEEEAAAXUCFDDVhZwBI4AAAggggAACCCCAAAIIIIAAAggg4I4ABUx3YkVPEUAAAQQQQAABBBBAAAEEEEAAAQQQUCdAAVNdyBkwAggggAACCCCAAAIIIIAAAggggAAC7ghQwHQnVvQUAQQQQAABBBBAAAEEEEAAAQQQQAABdQIUMNWFnAEjgAACCCCAAAIIIIAAAggggAACCCDgjgAFTHdiRU8RQAABBBBAAAEEEEAAAQQQQAABBBBQJ0ABU13IGTACCCCAAAIIIIAAAggggAACCCCAAALuCFDAdCdW9BQBBBBAAAEEEEAAAQQQQAABBBBAAAF1AhQw1YWcASOAAAIIIIAAAggggAACCCCAAAIIIOCOAAVMd2JFTxFAAAEEEEAAAQQQQAABBBBAAAEEEFAnQAFTXcgZMAIIIIAAAggggAACCCCAAAIIIIAAAu4IUMB0J1b0FAEEEEAAAQQQQAABBBBAAAEEEEAAAXUCFDDVhZwBI4AAAggggAACCCCAAAIIIIAAAggg4I4ABUx3YkVPEUAAAQQQQAABBBBAAAEEEEAAAQQQUCdAAVNdyBkwAggggAACCCCAAAIIIIAAAggggAAC7ghQwHQnG9x83gAABItJREFUVvQUAQQQQAABBBBAAAEEEEAAAQQQQAABdQIUMNWFnAEjgAACCCCAAAIIIIAAAggggAACCCDgjgAFTHdiRU8RQAABBBBAAAEEEEAAAQQQQAABBBBQJ0ABU13IGTACCCCAAAIIIIAAAggggAACCCCAAALuCFDAdCdW9BQBBBBAAAEEEEAAAQQQQAABBBBAAAF1AhQw1YWcASOAAAIIIIAAAggggAACCCCAAAIIIOCOAAVMd2JFTxFAAAEEEEA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        "<div>\n",
        "        \n",
        "        \n",
-       "            <div id=\"d7aeea48-ebf8-4333-99be-44d2215ea213\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
+       "            <div id=\"a45e81e3-f02a-413a-8693-c81d4f6f9d0d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
        "            <script type=\"text/javascript\">\n",
        "                require([\"plotly\"], function(Plotly) {\n",
        "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
        "                    \n",
-       "                if (document.getElementById(\"d7aeea48-ebf8-4333-99be-44d2215ea213\")) {\n",
+       "                if (document.getElementById(\"a45e81e3-f02a-413a-8693-c81d4f6f9d0d\")) {\n",
        "                    Plotly.newPlot(\n",
-       "                        'd7aeea48-ebf8-4333-99be-44d2215ea213',\n",
-       "                        [{\"line\": {\"color\": \"teal\", \"width\": 3}, \"mode\": \"lines\", \"name\": \"Vecteur u\", \"type\": \"scatter\", \"uid\": \"6970a911-e01a-4ea5-9fc2-a2f14994e97a\", \"x\": [0.0, 0.1111111111111111, 0.2222222222222222, 0.3333333333333333, 0.4444444444444444, 0.5555555555555556, 0.6666666666666666, 0.7777777777777777, 0.8888888888888888, 1.0], \"y\": [0.0, 0.1111111111111111, 0.2222222222222222, 0.3333333333333333, 0.4444444444444444, 0.5555555555555556, 0.6666666666666666, 0.7777777777777777, 0.8888888888888888, 1.0]}, {\"line\": {\"color\": \"slateblue\", \"width\": 3}, \"mode\": \"lines\", \"name\": \"Vecteur v\", \"type\": \"scatter\", \"uid\": \"90f04ec6-1c68-4145-a772-4f2bff950ffa\", \"x\": [0.0, 0.2222222222222222, 0.4444444444444444, 0.6666666666666666, 0.8888888888888888, 1.1111111111111112, 1.3333333333333333, 1.5555555555555554, 1.7777777777777777, 2.0], \"y\": [0.0, 0.4444444444444444, 0.8888888888888888, 1.3333333333333333, 1.7777777777777777, 2.2222222222222223, 2.6666666666666665, 3.1111111111111107, 3.5555555555555554, 4.0]}, {\"marker\": {\"color\": \"black\", \"size\": 12, \"symbol\": 6}, \"name\": \"Origine\", \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"f71b09c4-400a-4044-b75b-43d270978fae\", \"x\": [-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"y\": [-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}, {\"marker\": {\"color\": \"teal\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"1029843e-65c9-4ab1-adde-b5bb60e76a06\", \"x\": [1], \"y\": [1]}, {\"marker\": {\"color\": \"slateblue\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"29f4d941-56bc-4e36-b268-2e093c2361f6\", \"x\": [2], \"y\": [4]}, {\"line\": {\"color\": \"slateblue\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"\\\"v\\\"\", \"type\": \"scatter\", \"uid\": \"a7838332-ec1c-465e-8dd6-73166e0a268a\", \"x\": [1.0, 1.2222222222222223, 1.4444444444444444, 1.6666666666666665, 1.8888888888888888, 2.111111111111111, 2.333333333333333, 2.5555555555555554, 2.7777777777777777, 3.0], \"y\": [1.0, 1.4444444444444444, 1.8888888888888888, 2.333333333333333, 2.7777777777777777, 3.2222222222222223, 3.6666666666666665, 4.111111111111111, 4.555555555555555, 5.0]}, {\"line\": {\"color\": \"teal\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"\\\"u\\\"\", \"type\": \"scatter\", \"uid\": \"7611a68d-a42b-4d14-aa85-18d577d6f48d\", \"x\": [2.0, 2.111111111111111, 2.2222222222222223, 2.3333333333333335, 2.4444444444444446, 2.5555555555555554, 2.6666666666666665, 2.7777777777777777, 2.888888888888889, 3.0], \"y\": [4.0, 4.111111111111111, 4.222222222222222, 4.333333333333333, 4.444444444444445, 4.555555555555555, 4.666666666666667, 4.777777777777778, 4.888888888888889, 5.0]}, {\"line\": {\"color\": \"orangered\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"u+v\", \"type\": \"scatter\", \"uid\": \"f23b8987-5ac0-4f03-bf2e-b4e941dc8c37\", \"x\": [0.0, 0.3333333333333333, 0.6666666666666666, 1.0, 1.3333333333333333, 1.6666666666666667, 2.0, 2.333333333333333, 2.6666666666666665, 3.0], \"y\": [0.0, 0.5555555555555556, 1.1111111111111112, 1.6666666666666665, 2.2222222222222223, 2.7777777777777777, 3.333333333333333, 3.8888888888888884, 4.444444444444445, 5.0]}, {\"marker\": {\"color\": \"orangered\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"ec54e94f-6ede-401b-8bbd-4054d363c978\", \"x\": [3], \"y\": [5]}],\n",
+       "                        'a45e81e3-f02a-413a-8693-c81d4f6f9d0d',\n",
+       "                        [{\"line\": {\"color\": \"teal\", \"width\": 3}, \"mode\": \"lines\", \"name\": \"Vecteur u\", \"type\": \"scatter\", \"uid\": \"f611b38f-3728-428f-9939-bd6760f14882\", \"x\": [0.0, 0.1111111111111111, 0.2222222222222222, 0.3333333333333333, 0.4444444444444444, 0.5555555555555556, 0.6666666666666666, 0.7777777777777777, 0.8888888888888888, 1.0], \"y\": [0.0, 0.1111111111111111, 0.2222222222222222, 0.3333333333333333, 0.4444444444444444, 0.5555555555555556, 0.6666666666666666, 0.7777777777777777, 0.8888888888888888, 1.0]}, {\"line\": {\"color\": \"slateblue\", \"width\": 3}, \"mode\": \"lines\", \"name\": \"Vecteur v\", \"type\": \"scatter\", \"uid\": \"b5ce3dea-f2b1-4d05-b660-b54c54378752\", \"x\": [0.0, 0.2222222222222222, 0.4444444444444444, 0.6666666666666666, 0.8888888888888888, 1.1111111111111112, 1.3333333333333333, 1.5555555555555554, 1.7777777777777777, 2.0], \"y\": [0.0, 0.4444444444444444, 0.8888888888888888, 1.3333333333333333, 1.7777777777777777, 2.2222222222222223, 2.6666666666666665, 3.1111111111111107, 3.5555555555555554, 4.0]}, {\"marker\": {\"color\": \"black\", \"size\": 12, \"symbol\": 6}, \"name\": \"Origine\", \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"ca0a0f3c-f4a1-49c2-aff2-8593a7e97aff\", \"x\": [-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"y\": [-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}, {\"marker\": {\"color\": \"teal\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"b79b1f88-5dc7-4e59-97aa-cb22f4f72018\", \"x\": [1], \"y\": [1]}, {\"marker\": {\"color\": \"slateblue\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"5c1d09b8-0306-459c-bceb-43ff23de9e00\", \"x\": [2], \"y\": [4]}, {\"line\": {\"color\": \"slateblue\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"\\\"v\\\"\", \"type\": \"scatter\", \"uid\": \"9750db43-b146-414b-ad10-18fa3ced8e14\", \"x\": [1.0, 1.2222222222222223, 1.4444444444444444, 1.6666666666666665, 1.8888888888888888, 2.111111111111111, 2.333333333333333, 2.5555555555555554, 2.7777777777777777, 3.0], \"y\": [1.0, 1.4444444444444444, 1.8888888888888888, 2.333333333333333, 2.7777777777777777, 3.2222222222222223, 3.6666666666666665, 4.111111111111111, 4.555555555555555, 5.0]}, {\"line\": {\"color\": \"teal\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"\\\"u\\\"\", \"type\": \"scatter\", \"uid\": \"358e8f4f-9ded-4a64-a0fb-c85cb60a3524\", \"x\": [2.0, 2.111111111111111, 2.2222222222222223, 2.3333333333333335, 2.4444444444444446, 2.5555555555555554, 2.6666666666666665, 2.7777777777777777, 2.888888888888889, 3.0], \"y\": [4.0, 4.111111111111111, 4.222222222222222, 4.333333333333333, 4.444444444444445, 4.555555555555555, 4.666666666666667, 4.777777777777778, 4.888888888888889, 5.0]}, {\"hoverinfo\": \"none\", \"line\": {\"color\": \"orangered\", \"dash\": \"dash\", \"width\": 1}, \"mode\": \"lines\", \"name\": \"u+v\", \"type\": \"scatter\", \"uid\": \"7df60de8-8f28-4f46-b1c8-5e3e638c07aa\", \"x\": [0.0, 0.3333333333333333, 0.6666666666666666, 1.0, 1.3333333333333333, 1.6666666666666667, 2.0, 2.333333333333333, 2.6666666666666665, 3.0], \"y\": [0.0, 0.5555555555555556, 1.1111111111111112, 1.6666666666666665, 2.2222222222222223, 2.7777777777777777, 3.333333333333333, 3.8888888888888884, 4.444444444444445, 5.0]}, {\"marker\": {\"color\": \"orangered\", \"size\": 12, \"symbol\": 6}, \"showlegend\": false, \"type\": \"scatter\", \"uid\": \"59d4ad2c-7dcf-469a-97ca-f9a26c3a2b73\", \"x\": [3], \"y\": [5]}],\n",
        "                        {\"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, 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[1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, 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\"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n",
        "                        {\"responsive\": true}\n",
        "                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('d7aeea48-ebf8-4333-99be-44d2215ea213');\n",
+       "var gd = document.getElementById('a45e81e3-f02a-413a-8693-c81d4f6f9d0d');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
        "            console.log([gd, 'removed!']);\n",
        "            Plotly.purge(gd);\n",
        "            observer.disconnect();\n",
        "        }}\n",
        "}});\n",
        "\n",
        "// Listen for the removal of the full notebook cells\n",
        "var notebookContainer = gd.closest('#notebook-container');\n",
        "if (notebookContainer) {{\n",
        "    x.observe(notebookContainer, {childList: true});\n",
        "}}\n",
        "\n",
        "// Listen for the clearing of the current output cell\n",
        "var outputEl = gd.closest('.output');\n",
        "if (outputEl) {{\n",
        "    x.observe(outputEl, {childList: true});\n",
        "}}\n",
        "\n",
        "                        })\n",
        "                };\n",
        "                });\n",
        "            </script>\n",
        "        </div>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#what they seee\n",
-    "u=[[1],[1]]\n",
-    "v=[[2],[4]]\n",
-    "lam=2\n",
-    "mu=2\n",
-    "o=[[0],[0]]\n",
-    "\n",
-    "#Initial settings, change to np.array\n",
-    "u=np.array(u)\n",
-    "v=np.array(v)\n",
-    "data = []\n",
-    "t = np.linspace(-5, 5, 51)\n",
-    "s = np.linspace(0, 1, 10)\n",
-    "peak = go.Scatter(x=u[0], y=u[1], marker=dict(symbol=6, size=12, color='teal'), showlegend=False)\n",
-    "peak2 = go.Scatter(x=v[0], y=v[1], marker=dict(symbol=6, size=12, color='slateblue'), showlegend=False)\n",
-    "vector = go.Scatter(x=o[0] + s * u[0], y=o[1] + s * u[1], mode='lines',\n",
-    "line=dict(width=3, color='teal'), name='Vecteur u')\n",
-    "vector2 = go.Scatter(x=o[0] + s * v[0], y=o[1] + s * v[1], mode='lines',\n",
-    "line=dict(width=3, color='slateblue'), name='Vecteur v')\n",
-    "zero = go.Scatter(x=t*0, y=t*0, name='Origine', marker=dict(symbol=6, size=12, color='black'),\n",
-    "                          showlegend=False)\n",
-    "data.append(vector)\n",
-    "data.append(vector2)\n",
-    "data.append(zero)\n",
-    "data.append(peak)\n",
-    "data.append(peak2)\n",
-    "\n",
-    "#axiom 1 and 2(similar)\n",
-    "trace1= go.Scatter(x=u[0] + s * v[0], y=u[1] + s * v[1], mode='lines',\n",
-    "line=dict(width=1, color='slateblue', dash='dash'), name='\"v\"')\n",
-    "trace2= go.Scatter(x=v[0] + s * u[0], y=v[1] + s * u[1], mode='lines',\n",
-    "line=dict(width=1, color='teal', dash='dash'), name='\"u\"')\n",
-    "w=u+v\n",
-    "sumUV=go.Scatter(x=o[0] + s *w[0], y=o[1] + s * w[1], mode='lines',\n",
-    "line=dict(width=1, color='orangered', dash='dash'), name='u+v')\n",
-    "peakUV = go.Scatter(x=w[0], y=w[1], marker=dict(symbol=6, size=12, color='orangered'), showlegend=False)\n",
-    "\n",
-    "data.append(trace1)\n",
-    "data.append(trace2)\n",
-    "\n",
-    "data.append(sumUV)\n",
-    "data.append(peakUV)\n",
-    "\n",
-    "fig = go.FigureWidget(data=data)\n",
-    "plotly.offline.iplot(fig)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "L'espace vectoriel des polynômes est "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Pour rentrer un polyôme ou une fonction, utilisez la syntaxe suivante\n",
-    "\n",
-    "$\n",
-    "p(t)=a_\n",
-    "$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
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-          -10,
-          9
+          0,
+          2.121105704108764
          ],
          "type": "linear"
         },
         "yaxis": {
          "autorange": true,
          "range": [
-          -1096.0555555555557,
-          825.0555555555555
+          -0.11464968152866242,
+          2.178343949044586
          ],
          "type": "linear"
         }
        }
       },
-      "image/png": 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",
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",
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-       "            <div id=\"c334bde1-2a28-4766-ad91-b6d40b056415\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
+       "            <div id=\"bb5dd909-07cd-4728-956d-04171f64a0b8\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
        "            <script type=\"text/javascript\">\n",
        "                require([\"plotly\"], function(Plotly) {\n",
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        "                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('c334bde1-2a28-4766-ad91-b6d40b056415');\n",
+       "var gd = document.getElementById('bb5dd909-07cd-4728-956d-04171f64a0b8');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
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        "            console.log([gd, 'removed!']);\n",
        "            Plotly.purge(gd);\n",
        "            observer.disconnect();\n",
        "        }}\n",
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        "\n",
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        "var notebookContainer = gd.closest('#notebook-container');\n",
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        "\n",
        "                        })\n",
        "                };\n",
        "                });\n",
        "            </script>\n",
        "        </div>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "import plotly.graph_objects as go\n",
-    "import numpy as np\n",
+    "#what they seee\n",
+    "u=[[1],[1]]\n",
+    "v=[[2],[4]]\n",
+    "lam=2\n",
+    "o=[[0],[0]]\n",
     "\n",
-    "x = np.arange(-10,10)\n",
-    "fonction=x**3\n",
-    "fig = go.Figure(data=go.Scatter(x=x, y=fonction))\n",
-    "fig.show()"
+    "#Initial settings, change to np.array\n",
+    "u=np.array(u)\n",
+    "v=np.array(v)\n",
+    "data = []\n",
+    "t = np.linspace(-5, 5, 51)\n",
+    "s = np.linspace(0, 1, 10)\n",
+    "peak = go.Scatter(x=u[0], y=u[1], marker=dict(symbol=6, size=12, color='teal'), showlegend=False)\n",
+    "peak2 = go.Scatter(x=v[0], y=v[1], marker=dict(symbol=6, size=12, color='slateblue'), showlegend=False)\n",
+    "vector = go.Scatter(x=o[0] + s * u[0], y=o[1] + s * u[1], mode='lines',\n",
+    "line=dict(width=3, color='teal'), name='Vecteur u')\n",
+    "vector2 = go.Scatter(x=o[0] + s * v[0], y=o[1] + s * v[1], mode='lines',\n",
+    "line=dict(width=3, color='slateblue'), name='Vecteur v')\n",
+    "zero = go.Scatter(x=t*0, y=t*0, name='Origine', marker=dict(symbol=6, size=12, color='black'),\n",
+    "                          showlegend=False)\n",
+    "data.append(vector)\n",
+    "data.append(vector2)\n",
+    "data.append(zero)\n",
+    "data.append(peak)\n",
+    "data.append(peak2)\n",
+    "\n",
+    "#règle du parrallelogramme\n",
+    "trace1= go.Scatter(x=u[0] + s * v[0], y=u[1] + s * v[1], mode='lines',\n",
+    "line=dict(width=1, color='slateblue', dash='dash'), name='\"v\"')\n",
+    "trace2= go.Scatter(x=v[0] + s * u[0], y=v[1] + s * u[1], mode='lines',\n",
+    "line=dict(width=1, color='teal', dash='dash'), name='\"u\"')\n",
+    "w=u+v\n",
+    "sumUV=go.Scatter(x=o[0] + s *w[0], y=o[1] + s * w[1], mode='lines',\n",
+    "line=dict(width=1, color='orangered', dash='dash'), name='u+v',hoverinfo='none')\n",
+    "peakUV = go.Scatter(x=w[0], y=w[1], marker=dict(symbol=6, size=12, color='orangered'), showlegend=False)\n",
+    "\n",
+    "data.append(trace1)\n",
+    "data.append(trace2)\n",
+    "\n",
+    "data.append(sumUV)\n",
+    "data.append(peakUV)\n",
+    "\n",
+    "fig = go.FigureWidget(data=data)\n",
+    "plotly.offline.iplot(fig)\n",
+    "\n",
+    "#multiplication par lambda\n",
+    "data=[]\n",
+    "peak = go.Scatter(x=u[0], y=u[1], marker=dict(symbol=6, size=12, color='teal'), opacity=1,showlegend=False)\n",
+    "data.append(peak)\n",
+    "vector = go.Scatter(x=o[0] + s * u[0], y=o[1] + s * u[1], mode='lines',\n",
+    "line=dict(width=3, color='teal'), opacity=1,name='Vecteur u')\n",
+    "data.append(vector)\n",
+    "peak2 = go.Scatter(x=lam*u[0], y=lam*u[1], marker=dict(symbol=6, size=12, color='orangered'),opacity=0.5, showlegend=False)\n",
+    "data.append(peak2)\n",
+    "vector2 = go.Scatter(x=o[0] + lam*s * u[0], y=o[1] + lam*s * u[1], mode='lines',\n",
+    "line=dict(width=3, color='orangered'), opacity=0.5,name='Vecteur \\lambda u')\n",
+    "data.append(vector2)\n",
+    "\n",
+    "fig = go.FigureWidget(data=data)\n",
+    "plotly.offline.iplot(fig)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Soit $\\mathbb{R}^n$ l'espace définit par \n",
+    "\n",
+    "$$\n",
+    "\\mathbb{R}^n =\\left\\{\\begin{pmatrix}x_1\\\\ \\vdots\\\\ x_n\\end{pmatrix} \\mid x_1, \\ldots, x_n\\in \\mathbb{R}\\right\\}.\n",
+    "$$\n",
+    "Alors $\\mathbb{R}^n$ muni de la lois d'addition $+$ et de multiplication par un scalaire $\\cdot$ définies ci-dessous est un $\\mathbb{R}$-espace vectoriel. Les éléments de $\\mathbb{R}^n$, noté $\\overrightarrow{x}$ et appelé des vecteurs, possèdes $n$ composantes $x_1, \\ldots, x_n$ \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "L'espace vectoriel des polynômes est "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Pour rentrer un polyôme ou une fonction, utilisez la syntaxe suivante\n",
+    "\n",
+    "$\n",
+    "p(t)=a_\n",
+    "$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
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+         "type": "scatter",
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+          -9,
+          -8,
+          -7,
+          -6,
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+          -3,
+          -2,
+          -1,
+          0,
+          1,
+          2,
+          3,
+          4,
+          5,
+          6,
+          7,
+          8,
+          9
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+          -512,
+          -343,
+          -216,
+          -125,
+          -64,
+          -27,
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+          -1,
+          0,
+          1,
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+          27,
+          64,
+          125,
+          216,
+          343,
+          512,
+          729
+         ]
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+       ],
+       "layout": {
+        "autosize": true,
+        "template": {
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+          "bar": [
+           {
+            "error_x": {
+             "color": "#2a3f5f"
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+            },
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+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             }
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+          "barpolar": [
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+             "linecolor": "white",
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+            },
+            "baxis": {
+             "endlinecolor": "#2a3f5f",
+             "gridcolor": "white",
+             "linecolor": "white",
+             "minorgridcolor": "white",
+             "startlinecolor": "#2a3f5f"
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+          "choropleth": [
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+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
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+          "contour": [
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+              "#9c179e"
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+              "#bd3786"
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+              "#d8576b"
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+             "ticks": ""
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+       "                        {\"responsive\": true}\n",
+       "                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('c334bde1-2a28-4766-ad91-b6d40b056415');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })\n",
+       "                };\n",
+       "                });\n",
+       "            </script>\n",
+       "        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "import numpy as np\n",
+    "\n",
+    "x = np.arange(-10,10)\n",
+    "fonction=x**3\n",
+    "fig = go.Figure(data=go.Scatter(x=x, y=fonction))\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "linkText": "Export to plot.ly",
+        "plotlyServerURL": "https://plot.ly",
+        "showLink": false
+       },
+       "data": [
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+         "line": {
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",
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+       "                    Plotly.newPlot(\n",
+       "                        '20ce7c17-3048-4838-8c7f-4d8e5bdc582b',\n",
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\"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"width\": 800},\n",
+       "                        {\"responsive\": true}\n",
+       "                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('20ce7c17-3048-4838-8c7f-4d8e5bdc582b');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })\n",
+       "                };\n",
+       "                });\n",
+       "            </script>\n",
+       "        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "xL=-5\n",
+    "xR=5\n",
+    "p=100\n",
+    "\n",
+    "\n",
+    "s = np.linspace(xL, xR, p)\n",
+    "t = np.linspace(xL, xR, p)\n",
+    "tGrid, sGrid = np.meshgrid(s, t)\n",
+    "data = []\n",
+    "\n",
+    "x = sGrid\n",
+    "y = tGrid\n",
+    "surface = go.Surface(x=x, y=y, z=0*y,\n",
+    "    showscale=False, showlegend=True, colorscale='teal', opacity=.5, name='Plan')\n",
+    "\n",
+    "axeX=go.Scatter3d(x=x, y=x,z=0*x, mode='lines',\n",
+    "line=dict(width=1, color='black'), name='axe Ox')\n",
+    "\n",
+    "data.append(axeX)\n",
+    "\n",
+    "data.append(surface)\n",
+    "layout = go.Layout(legend=dict(orientation=\"h\"),\n",
+    "    autosize=True,\n",
+    "    width=800,\n",
+    "    height=800,\n",
+    "    scene=go.layout.Scene(\n",
+    "        xaxis=dict(\n",
+    "            gridcolor='rgb(255, 255, 255)',\n",
+    "            zerolinecolor='rgb(255, 255, 255)',\n",
+    "            showbackground=True,\n",
+    "            backgroundcolor='rgb(230, 230,230)'\n",
+    "        ),\n",
+    "        yaxis=dict(\n",
+    "            gridcolor='rgb(255, 255, 255)',\n",
+    "            zerolinecolor='rgb(255, 255, 255)',\n",
+    "            showbackground=True,\n",
+    "            backgroundcolor='rgb(230, 230,230)'\n",
+    "         ),\n",
+    "        zaxis=dict(\n",
+    "            gridcolor='rgb(255, 255, 255)',\n",
+    "            zerolinecolor='rgb(255, 255, 255)',\n",
+    "            showbackground=True,\n",
+    "            backgroundcolor='rgb(230, 230,230)'\n",
+    "        )\n",
+    "    ))\n",
+    "fig = go.Figure(data=data, layout=layout)\n",
+    "plotly.offline.iplot(fig)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "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": "3.6.9"
   }
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  "nbformat": 4,
  "nbformat_minor": 4
 }