From 58c9b948647103e3511e208287b866591e685596 Mon Sep 17 00:00:00 2001 From: b1131ecdbc91571026ae3b991090f676 Date: Thu, 11 Feb 2021 14:52:55 +0000 Subject: [PATCH] version4 --- module3/exo3/exercice.ipynb | 187 +++++++++++++++++++++++++++++++----- 1 file changed, 163 insertions(+), 24 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 00ab287..6698a6e 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -486,7 +486,7 @@ "53 1821 54.0 NaN" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -555,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -580,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -640,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -717,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -774,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -824,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -845,9 +845,19 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3152: UserWarning: Attempting to set identical left==right results\n", + "in singular transformations; automatically expanding.\n", + "left=664742.0, right=664742.0\n", + " 'left=%s, right=%s') % (left, right))\n" + ] + }, { "data": { "image/png": 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\n", @@ -893,16 +903,20 @@ "source": [ "Deuxièmement, nous faisons le graphique des salaires des ouvrirers. Les graduations mises au points pour le graphique précédent sont réutilisées. \n", "\n", - "En rouge : la courbe obtenue en représentant le salaire au cours du temps\n", + "En rouge : la courbe obtenue en représentant le salaire au cours du temps : utilisation de la fonction `plot()` de matplotlib.pyplot avec comme paramètre:\n", + "* x = années\n", + "* y= Wages\n", + "* color= red\n", + "* zorder (permet de choisir le niveau du graphique lorsque plusieurs graphiques, inscriptions sont supperposé(e)s)\n", "\n", - "En bleu: la surface située en dessous de cette courbe (comme dans le graphique initial)\n", + "En bleu: la surface située en dessous de cette courbe (comme dans le graphique initial): utilisation du `fill_between`avec les même paramètre et une face de couleur bleu clair.\n", "\n", - "Ajout d'un texte dans le graphique au dessus de la ligne rouge" + "Ajout d'un texte dans le graphique au dessus de la ligne rouge : avec `text` avec un certaine rotation pour suivre la courbe, un point de départ x,y basé sur la courbe, une boxe clair (fond) pour permettre une meilleur lecture du texte, et une taille définie du texte), on le met à zorder=2 pour qu'il soit en dessous de la courbe rouge (le fond)" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -966,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1019,7 +1033,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1068,9 +1082,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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Plm4mzJMwFwO4Bwr2YLikcaqqqhJpnMrKyjrQmdi0Mz6fT0nj5PP5uKQkmcbJ5/OJNE7xFDuJ9EBExMzJNE61tbWx63h6IJ/PJ9I4TZs2TUnj5PP5RBqnCRMmxK7j6YFs/yQap759+8au4+mBfD6fSOM0bdo0zzRO8bQ08fRAtl0SjdMhhxySVE62XRKN08SJE5U0Tj6fT6RxmjZtmkjjZNsl0ThNnDixQzkxO9M4HXLIIUoaJ5/PJ9I4TZkyRaRxsu1KpHGy81SicbLjJNID9e3bV6Rxsp+XaJwmTJjgicbJpj6SaJzsdBJpnGpra0Uap0gkklRO8bZLNE52Gok0Tj6fT0njZMdJpHEqKytLKqf4/IovJ/u6d+/eKWmcBg8ezKFQyJHG6fDDD08qJ/va5iv0SuPU2XZa0Xb/JC78FMA7AO63da5xXCT0hvX37TjdO53osCoB/BNADYAAzB78bAC1AHww59muB3BPKqzi5mJZ8hVLl++67fq6b7AtZN9zjaXy3SlOJBLhoUOHJoVIJKLNXqQmzNXWTsdhXuMU3OK4OQTyK2uDGQMAEY0C8KWLeCo5BsCnzLzRwnscwOHM/ID9ABHdBeCZTqRRlKIUpShFSV+0t9PMfG38NRFFmdn7/I6L3nE4gFdgdlSvwGT+HeK2VxTwDoV5qFgJAIJJB3UxLLp765nLADycCsvpEMgPPvhAi1431kEHHZTxNPIVS5fvuu3KBpZX33XaVci+5xpL5XuqOC0tLUlBZz4i9ZeWtnZawD4MwDIAq6zrIQBudxvfzTrKdwGMhTkBdwHM5e/qzQcphJlfAzAHJq/hEpifmXcCuJGIlhDRYgDjrQxxlL179yrvPffcc1r0urG2bZM3e+ervfnou267soHl1XeddhWy77nGUvmeKo60T0tnPqYSne20IL8FcByAzVZaiwAc6cW4VL3iW250uQjFOS1Z8hWrOKeVG7sK2fdcY6Uzp1VSUsIjR45MCjrzES4IczMVALxm/Y1fJ7HIbXzlnBYRdQdwAIAIEQ2D+YkIAOUwPxmLUpSiFKUomsX+spL0XxNZTUSHw1wlGYS5H+w917EdesNpAF4E0ApzFcmLVngSwDdy1UvHB6dDIB9++GEtet1YBx54YMbTyFcsXb7rtisbWF5912lXIfueayyV705xmpqaeNSoUUmhqalJm73I7ZdWNYA/A/gcJmnuAwC6uo2vnNNi5vtgsvn+gJmPYubxVjiFmR/32LN2EAU9SBURvUBEH1p/K13gKO/16NFDi143luogt3y1Nx99121XNrC8+q7TrkL2PddYKt8BYPLkyeLcVSgUEmmcQiGJsi89e92IrnY6UZh5EzNPYeZaZu7GzGezyR7vGiBVrzhfcy97AIBPAUSs60dgHjh5IzoeLvarlD1ucU5rv8Iqzmnlxq5C9j3XWE5zWgDYMIykUFpayqNHj04KpaWl2uxF6tWD2tppAbsfgLkAllrXgwFc7Ta+m9WDLxDRdCJqsHrZKiKqct0ryuKHOVfmhzk/9hmAU2Auq4T199ROplGUohSlKHkt+UCM6yCZaqfvAnAlzMMlwcyL8R9ew9Tiolf8VAifeO1dEzAlepCtCc9sUcR1RePUrVs3kcapS5cuHehMbNoZv9+vpHHy+/1cUpJM4+T3+0Uap7Fjx8auE+mB7K/DRHqgxsbG2HU8PZDf7xdpnGbMmKGkcfL7/SKN0ze/+c3YdTw9kO2fROM0ZMiQDvRBNu2M3+8XaZxmzJjhmcZp+vTpSeXUp0+fmF0SjdMxxxyTVE62XRKN09SpU5U0Tn6/X6RxmjFjhkjjZNsl0ThNnTq1QzkxO9M4HXPMMUoaJ7/fL9I4TZ8+XaRxsu1KpHGqrq5OKidmk8bJjpNIDzRkyBCRxsl+XqJx+uY3v+mJxslmeJBonOx0EmmcGhsbRRon27f4crKvx44dK9I42Wkk0jj5/X4ljZMdJ5HGqUuXLknlFJ9f8eVkXwNgn8/HMIkbGAAHg0EmothXl92WGIbBRCTSOMVThyXSONlUWRppnFy10yna/06xLGkb9vNgsIoexHNmqGhNmJlbW1u16HVjDR06NONp5CuWLt9125UNLK++67SrkH3PNVZ8h5QYQqEQh8PhpDB69GgeN25cUhg9erQ2e5E+jZOOTus5AH1gbZ0CcAaA59zGd/UtSkQHE9FZRPQdO7iJp5AYPQgztwF4HObG5c+tc1Xs81U2pALavXu38t64ceO06HVjffDBBxlPI1+xdPmu265sYHn1Xaddhex7rrEAeQjQMAy0tbWJ+kWLFokLNBYtWqTNXheirZ0W5CIAfwDQn4jWArgUwA/cRk7JPUhE1wAYB2AggGcBnADgZQB/SsNYAFgFYBQRlQDYCXOF4psAvoK5zP4G6++TaeIXpShFKUreiGqeat++fcp7kr61tVXUW18ruiVj7TQzfwLgGCKKAjCYudVLfDeEuWfA5IZ6m5nPtc7XuturobYw82tEZNODtAN4GyY9SCmAR4joPJgZdma6aQBAdXW1Fr1uLL9fzvJ8tTcffddtVzawvPqu065C9j3XWIC602Jm8V4gEPDUmTnR2TnZ5SSZbKeJ6GOYZ3W9BGA+TB5C9/FT9dJE9DozjySihTC5plphLlU8yKuxuqV4COT+JUXfi74XmjjtrwqHw6J+5MiRov7FF19UprNnzx5PdqU6BDKTQkQhmIS8YwAcAaA/TBqn09zEdzOn9SYRdYG5THEhzJ739fTM1StOc1qTJ8srKL3qdWN98sknGU8jX7F0+a7brmxgefVdp12F7HuuseyvKSns2LFD1C9evFjU7927V6n3am+OZS/M5e57AezDf5gxXEnK4UFm/qH17x1E9DcA5Wyuq8+5OH0lfvTRR1r0urFUHW2+2puPvuu2KxtYXn3XaVch+55rLMD7nNaOHTtEth/VcGI67WCOZRtM5vjfALiLvbBhwN1CjCTKeCI6kpnne0koLm4zgP+LU/UG8AsAXQB8D+aeAAC4ipmfTSeNohSlKEXJpixcuNDTPJTTPSLyrNctGW6nvwVgNIAfAjifiBbAZF6a6yq2izX1T8eFF2AeBvlPr2vzFdg+AOsB9AQwE8B0L/Gd9mmtWrVKi1431qBBgzKeRr5i6fJdt13ZwPLqu067Ctn3bGEZhsE+ny8pGIbBXbp0EUNNTQ137949KRx99NE8adKkpBCNRrmsrCwp2JvFvdgLD4S5nW2nHXD7wzyPayWAnW7jpZzTYuaT4sIEAAfDHIPUIUcD+JiZV6YTub29XXnvoYce0qLXjfXFF19kPI18xdLlu267soHl1XeddhWy79nCAuT9WOwwp7Vr1y5xP9Znn32mbU7LyV4P0ql2OlGI6DFrBeHvAEQBfAfmZmZ3kkbvSACWaOpp7wHwI+v/mQBWAFhs6SsVcVzROEUiEZHGKRQKdaAzsWlnDMNQ0jgZhsElJck0ToZhiDROdXV1setxCfRAZpYn0ziVlpbGruPpgQzDEGmcWlpalDROhmGINE5NTU2x63h6INs/icapuro6dh1PD2QYhkjj1NLS4pnGKT7NeHog2y6Jxqm+vj6pnGy7JBqn5uZmJY2TYRgijVNLS4tI42TbJdE4NTc3dygnZmcap/r6eiWNk2EYIo1TYp7Z9EC2XYk0TuFwOKmcmE0aJztOIj1QdXW1SONkPy/RODU1NXmicfL5fEnlZL9PdjqJNE6lpaUijVM8XVIijVNdXZ1I42SnkUjjZBiGksbJjpNI4wSL4QJxjBeBQKDDdTQa7fAMEXFVVRUTERMR+/1+PuCAA2L0Tj6fj0855RQuKyuL0T1Fo1EOBoNJtE8qGiebNi4dGqfOtNMp2v1DAPjS7jdcJHArgNlWuA3mxuIHNHRYQQCbANRa17UwP0MNANcDuCcVRpHlXZZ8xdLlu267vu5M54Xse7awiIgjkUhSAMDdunUTQyAQ4IaGhqTQpUsXPu2005KCz+fjrl27JgW78/diL1wOD+pop3UHN0ZPiwtTAByhJWGTLfh5xb1esGjrnYJNBinJk08+qUWvG8v+5ZzJNPIVS5fvuu3KBpZX33XaVci+ZwsrFApxNBpNCoZhiPNW3bt355qaGu7Zs2dSGDVqlNhplZeXc01NTVIoLy/3bK+HTqvT7bTu4GbJ+32pnklTvgUgNuBKRD2YeZ11eRqApZ0BV23c86rXjaVaSZSv9uaj77rtygaWV9912lXIvmcLS3WsiGrFH2B+MEgr//x+P3w+n+s0nFYnOvniUrS202Q6XM/Mq9O2yEVPuwTm+GViWAJgcTo9JcyzWTYDqIjT3R+X1lMAeqTCKQ4PypKvWMXhwdzYVci+ZwvL5/NxRUVFUiAirq+vF0MoFOI+ffokhcrKSj7zzDOTQiAQ4B49eiSFQCDg2V64+NLS1U4LuAu9xokPbrgHn7P+3m/9nQJgB/5zEJhnYeYdALom6Kami1eUohSlKLmWdPZpqfZYpYOlWzLYTr9KRIcw8xvpRHbTaR3BzEfEXc8goleY+ZfpJKhTpE9oW0466SQtet1YFRUVGU8jX7F0+a7brmxgefVdp12F7Hu2sILBoHLoTtXRlJaWim3YAQccIHZmkUhExIpEIp7tzbGMB/ADIloBkzWeYK6qHuwmshvC3HdgLnd82bo+HMDtzDw0HWsddlr/ydL3grmk8ixm3uKEVVJSwjt27BDvbdy4ETU1NZ3W68YaMmSIeC5Ovtqbj77rtisbWF5912lXIfueLayamhqxQ9myZQsaGhpELMMwRAb8AQMGiHNRL730ktjJ7d27F6tXy1NEKntTEebqbKcF7J6Snl3uA3PzrXkegN8T0Qoi+hTA7QC+697EJMOWM/NQq9NrgTnU+BcAMwDMZea+AOZa147iRJh7wgknaNHrxlJxgeWrvfnou267soHl1XeddhWy79nC2rp1q7jxt729Xbm5eM2aNfD5fEnhX//6l/j8hg0bxM3IGzaouWadfHESne20gL0SQAOAo6z/d8BdXwTAHWHuQgBDiKgc5pfZl16NdJDYTmsiOgXmYZOAOV82D8AVGtMqSlGKUpSMiNMqQV1zWkQkfmllgnswQbS209bBwiMANAP4I4AAgAdgHlOSUtzMaQEAmHmbF8NcymT8ZzllLVtLKZl5HRF1SxXZqbDq6+u16HVjBQKBjKeRr1i6fNdtVzawvPqu065C9j1bWD6fz/OS92AwKHZC0WhUuRRepfdqr0fpVDstyGkAhsE85grM/BkRlbmO3Zmlh50JSN5pvTXh/hZFvBiNk02pUlKSTOOUSGci0c5I9EASjZN9LdEDSTRO8bQzifRAfr+fmZNpnOJpZyR6oEQaJ2ZW0jjF085I9EAlJSUiPZBE43T++efHrhPpgSQaJ2ZW0jgZhrHflJNND6SrnOy6uj+Uk+73yfZ9fyindN8nv9/PjY2NMUome6l7/HVdXR136dIldt2lSxfu1atX7DoUCvHQoUPZ7/ezz+djv9/P55xzDldUVLDP54thlJWVxeJUVFRwbW2t53KCSxqndNvpFG3/69bft6y/UXjYPpUK3ABweIY6rQ47rQEsh7XmH0APAMtTYTjRl5xyyila9Lqx7EqUyTTyFUuX77rtygaWV9912lXIvmcLKxKJcK9evZKCYRh88MEHi6GiooJbWlqSQmNjI5977rlJobS0lPv3758USktLPduLNBkx0mmnBczpAP4A4BOYx5z8G8DFbuM7Tn4x8z4AN7v+bPMmHXZaw9yoNs36fxqAJ1MBWBkgypo1a7TodWO1tbVlPI18xdLlu267soHl1XeddhWy79nCUjGwM6tZ3tva2sSFFV999ZWYRnt7u7hww+m0CydfXEqn2+lEYeabAMwB8BiAfgB+wcy3uo3vZk7reSI6HcDj7NRLeBAiKgEwAcAFceobADxCROcBWAXgTB1pFaUoRSlKpiXdhRheFlzY97IlGW6nlwCIwGSrX+LJrlT9EBG1whxz3AtgJ/6zEaw8LVM1SklJcZ9Wpu3NR9912/V136tUyL5nC6tPnz7igojVq1djwIABIhYRiYtUmpqaxA3DCxYsENNob2/H0qUyBWC6+7QyKUR0Psw9X/+E2Z+MBfBLZr7HTXxnhXpFAAAgAElEQVQ3h0CWMbPBzAFmLreuc95hAc6HQN5+++1a9LqxNm7cKOrz1d589F23XdnA8uq7TrsK2fdsYW3bts3zPq0NGzaI+vfee0/Ub968WRxO3Lx5s2d7cyyXAxjGzOcw8zSY+8BcL5tP2WmRKWcT0X9Z1w1ENDJtczWK04mdTz/9tBa9bqwvv5S3ueWrvfnou267soHl1XeddhWy79nC2r59uzjfpJrrMgwDW7ZsEfWrVq0SO6dt27aJaWzbpt6N5ORLDmUNgNa461YArlnf3cxp3Q5gH4CjAFwHYDuA38M8fTItIaIuAO4GcDDMMc3vAjgO5koS+2fZVcz8bLppFKUoRSlKNsUr+a3TPRVWlue0MtVOrwXwGhE9aeGeAuB1IvoJADDzb5wiu+m0DmXm4UT0tgW4hYiCHo1MlN8B+Bszn2FhlcDMjFuslSWuRLVpEQBmzZqlRa8b64ADDsh4GvmKpct33XZlA8ur7zrtKmTfs4VVV1cnLp4IBALKjql3797ivVGjRon6hoYGMQ0Vt6GTvS5FSzstyMdWsMVegehqg7GbTquNiHwwe0QQUQ3ML6+0xKKDOhLAOQDAzHsA7NH9C2LXrl1a9Lqx9u2Tsy5f7c1H33XblQ0sr77rtKuQfc8WFrN8oGM6h0Du27dPjKN63mkxnZMvTpLJdpqZr+0sQKqNYFNgrs1fC+B6mJvLzvS6oSwObyiA1wHcC+BtmJ+fUQAzYbIGLwZwD4BKRfwYIwYA5Q7+SCQi7gwPhULiDn7DMJRMC/aO/sQd/IZhiDv46+rqlDv4zSxP3sFfWloq7uA3DEPcwd/S0qLcwW8YhriDv6mpSWRasP2TmBaqq6tFpgXDMESmhZaWFiXTAgCRaSE+zfgd/LZdEtNCfX19UjnZdklMC83NzUqmBcMwRKaFlpYWkWnBtktiWmhubhaZFuy6msi0UF9fr2RaMAxDZMRIzDObEcO2K5ERIxwOJ5UTs8mIYcdJZMSorq4WGTHs5yWmhaamJpERw/Y9kRHDJgeQGDHsdBIZMUpLS0VGDL/fr2TEqKurExkx7DQSGTEMw1AyYthxEhkxiIhbWlrYMIxYGDZsGAOIXfft25dra2tj136/nwcPHhy7jkajfMwxxzAA9vv97Pf7+ZJLLuGqqir2+/0MgJubm7mmpiYWp7a2loPBoJIRwz4o1ysjRmfb6UwGtx1NfwAXWWFApxI0iRLbYQ47AuYn6HUAagH4YC4OuR7APamwiicXy5KvWLp8123X1/303kL2PVtYJSUlPGLEiKRg/yCSQnl5OR977LFJoVu3bnzppZcmhdLSUh49enRScGLESPfkYp3ttO7glg6+JM5Q9Ylj7mQNgDXM/Jp1PQfAcGb+nJn3ssnCcReAlCsUnQ6BPOuss7To04mzcOFC5YqhysrKvLM3W1i6fNdtVzawvPqu065C9j1bWF27dhVX9tkkt1Lo3r272Eb069dPfL6mpkZMQ7WnLJUvKURbO61b3Gwu/gXMXc+PwdwIdiqAR5n5v9NOlOglAOcz83Iimgnzs/M3bLEHE9FlMHv4yU44TpuLV69eLU5QetWnE0fFxgyYB7wtXrw4r+zNFtbgwYO1+K7brmxgefVdp12F7Hu2sIYPH45QKJSkX7JkCQ477DARq729XdxEXF9fj/Ly5K2wCxYsEA+H3LVrFxYsWODJXjebi3W10wLujQD+GyZZxd8ADAFwKTM/4Ca+my+tbwE4hJlnMvM1AEbBnOfqjFwM4M9EtBjm2OksADcS0RJLNx7AZalAnA6BPO2007To04ljT6RK4eOPPxbj5NLebGHp8l23XdnA8uq7TrsK2fdsYX3wwQfiV9DOnTuVbcHbb78txnnqqafEL62lS5eKOCo2jFS+uBAt7bQgx7J51NUkmF90/WBuOHYlblYPrgAQBmAvQwmh43JFz8LM78AcM42XqZ3BzDdxGrosSlGK8vUSu2ORRNchkKmwdEsG22l7r9JEAA8x8xdeViW66bR2A3iXiF6Auex9AoCXiWg2ADDzJd7s1SdOjjY1NWnRpxPH/sUkiWpvWS7tzRaWNHySD3ZlA8ur7zrtKmTfs4UViUREXkDDMJTtVGlpqdgJVVZWinGi0aj4fDSqHuVz8iWH8jQRvQ9zePCH1jYq12vz3cxpTXO6z8z3uU1Mt0SjUVbR+OdSKioqlPf69u2LN998M4vW5I+MGDGi6HsBSiH4ftRRR4n6t956C2PGjBHvqX7A9u/fX9S/8847yvSffdYbKUUuCXOt9CsBbGPmvUQUBVDGzOvdxHVDmHufU0jT4C5ENIeI3iei94joMCKqIqIXiOhD66+85ChOnDbOHX/88Vr06cTZsWOHOFbt8/nw4Ycf5p292cLS5btuu7KB5dV3nXYVsu/Zwlq8eLH4vn/11VfKOa0FCxaI+ocfflhM48033xSfd/pB4ORLKtHVTgu434A5H3aK9f9xAA4iom5u4mdvgLSj2PQg/WGuHHkPwAwAc5m5L4C51nXasmnTJi36dOOoOi0VM30u7c0Wli7fdduVDSyvvuu0q5B9zxZWW1ub50Mg9+zZI+p37dolth2q5/fs2ePZXpeSqXb6PJibladY4S4APwHwChGlnDNzM6elVRzoQU4BMM567D4A8+CBrj7fJJsTpkUpSlFyL17Jb9OJk612JcPt9D6YJBWfW2nVAvh/AA4FMB/A/Y6xvexEhvllVt6Z3cxQ04NsTXhuiyJ+jMbJplSRaJyGDBki0jgdeOCBIo1TJBJR0jhFIhGRxikSiYg0TtFolImIiYiDwSBXV1fHrv1+PzMn0ziNGTNGpHGKRCIijVNra6uSxikSiYg0Tk888YRI42T7J9E4TZs2TaRxikQiIo1Ta2urksaJiEQap40bN4o0TrZdEo3TjTfeKNI4RSIRkcbpn//8p5LGKRKJiDROra2tIo2TbZdE4/TPf/5TpHEiIpHG6cYbb1TSOEUiEZHGaePGjSKNk21XIo1T//79k8qJ2aRxsuMk0jhNmzZNpHGyn5donJ544gmRxsn2PZHGSSon+32y00mkcRozZoxI41RbW6ukcbrmmmtEGic7jUQap0gkoqRxsuMk0jjZ76nf749RLE2YMIF9Pl8sjBgxgnv16hW7bmxs5NGjR8euy8vL+Vvf+hYHAoFYuOaaa7i6upoDgQD7fD4eOXIk19fXx+L07NmThwwZoqRxKi8vTyqnTtI4uWqnU/QBSxKuCcBS6/+3U8Z3kcCDAMotg98HsA7A5Z3otFT0IJ4zw+4AJJkxY4YWfTpxysrKuL6+Xgz2S5ZP9mYLS5fvuu3KBpZX33XaVci+ZwurT58+PGnSpKQQDof5rLPOEsPAgQN5ypQpSWH06NE8c+bMpNDc3Mynn356UmhubvZsL9KncdLRad0O4BkA06zwlKWLAngxVXw335oD2dwIdiqAZwE0onNr9UV6EACfE1EPALD+bkgFpGKPBoAXXnhBiz6dOLt371aOY6sObMulvdnC0uW7bruygeXVd512FbLv2cLatGmT+L6r5roMw8D69etF/SeffCLqVScdb9igbiqdfEkh2tppQS6C+QU3FMAwAH8CcBEzf8XM41NFdjOnFSCiAMxO6zZmbiMi53XyDsLM64loNRE1M/NyAEcDWGaFaQBusP4+6QCT91Kc0ypKUQpHnI4gcTrQMV/ntDLZTltfenOs4FncdFp/gMmKsQjAfCLqCUB9vrM7selBggA+AXAuzPmyR4joPACrYPIdOorTIZC/+Y18+KVXfTpxampqxI2GgMkrpiMNnfZmC0uX77rtygaWV9912lXIvmcLa9CgQWJHU1JSoiQaGDlypNgJTZw4UdQPHz5cqfdqr0vR0k4nirXM/VcAusGczyKYfVky4aIgKTstZp4NYHacaiURpfyES4Ep0YMAZm/uBUd5b926dVr06cRRHeIGmEtjdaSh095sYenyXbdd2cDy6rtOuwrZ92xh7dmzR+ycmFnZFuzatUu8t337drEDVD3vtF/VyZdUoqudFuRGACcx83vpRHbDiPETQf0lgIWWUzkTn8/He/fuFe+pduF71acTJxKJoFevXiLWqlWrILF45NLebGFFo1Etvuu2KxtYXn3XaVch+54trKqqKhx77LFJ+jlz5mDqVHkJwDPPPCMS2j777LO4+OKLk/Q33ngjTjzxxCT9X//6V2zevNmTvblkxCCiV5j5iHTjuxkeHGGFp63rEwG8AeAHRPQoM9+YbuJfZ1ENDxalKEX5+kk681NO9yS9Kg0vZLN5Im8S0f8BeALm0nsAADM/7iaym5a1K8zDv7YDABFdA3MC7UgAC2F+6nkSIloBoBXAXgDtzDzCOq/lewA2Wo9dxcyOhFpOTOrf+c53tOjTiVNVVaWswF27dtWShk57s4Wly3fddmUDy6vvOu0qZN+zhXXggQeK73w4HFa2U83NzWKcESNGiPqmpial3qu9bkRXOy1IOYAdAOI/TRmAtk6rEUA8T0gbgJ7MvJOI1AdapZbxzJzIMXILM9/kFsCp0zrhhBO06NOJU1FRoey0pMPd0klDp73ZwtLlu267soHl1XeddhWy79nCqq+vF9/5YDCobAsaGxvFr6T+/fuL+oaGBhFLdWClk70epNPtdKIw87mdMcjN+skHAbxKRNdYX1mvAHjIYuZd1pnEOytOnFvf+ta3tOjTibNy5Ur4/X4xfPrpp3lnb7awdPmu265sYHn1Xaddhex7trBefvllcQ9Va2urcp/WP/7xD5Fj8M9//rP4/Lx585R6r/bmQojoZ9bfW4lodmJwDeRyB/MIAD8GcCmAEV53QAt4nwJ4C+bw4vct3UyYS+sXA7gHQKUibozGCYCSxikSiYg0TqFQSKRxMgxDSeNk00Ul0s4YhiHSOAUCgRiVS1lZGR988MGxazPLk2mcSktLRRonwzBEGqeWlhYljZNhGCKNU1NTk0jjZPsn0ThVV1eLNE6GYYg0Ti0tLUoaJwAijVN8mvH0QLZdEo1TfX29SONkGIZID9Tc3KykcTIMQ6RxamlpEWmcbLskGqfm5maRxsmuq4n0QPX19UoaJ8MwRBqnxDyzaZxsuxJpnMLhcFI5MZs0TnacRBqn6upqkcbJfl6icWpqahJpnGzfE2mcfD5fUjnZ75OdTiKNU2lpqUjj5Pf7lTROdXV1Io2TnUYijZNhGEoaJztOIo2TYRh87rnnxuiWfD4fT506lQGw3+9nv9/P48aN4/79+8euQ6EQT5w4MXZdVVXFl1xyCRMRBwIBDgaDfMstt3BtbS0HAgEGwBMmTOCmpqZYnP79+8fKVaJxMgwjqZzc0Dh1tp1WtN0nWX+nScE1jsvEfADqYA4VNgJo7GSnVWf97QZz/9eRAGqtdAwA1wO4JxWOXeklmTZtmhZ9OnGqq6t51KhRYrAb1HyyN1tYunzXbVc2sLz6rtOuQvY9W1h9+/bl8847LymEQiH+0Y9+JIYBAwbwpZdemhRGjhzJv/vd75JCc3MzX3jhhUnBicZJZS9S0DixxnZad3Cz5P1iANcA+BzmhJy9EWywY0SXYk3sbee4MVIi6gXgGWY+2Cluvh4CqTr0DQB27tz5tT8QTyWFcBigSoq+f719//73vy/qn3zySUyePFm8p5qTP/DAA0X98uXLRf3tt98OwJnWLlG8LnnvTDsd9/zTMBdciMLMJ7vBcTOn9WMAzcx8EDMPZuZBnemwiChKRGX2/zBXkCy1+awsOQ3A0lRYTpvqxo4dq0WfTpwlS5Yox7FVFS+X9mYLS5fvuu3KBpZX33XaVci+ZwvrmWeeEd/3LVu2KNuCRx99VJzTmj17NogoKfzlL38RcQD1FhsnX5xEZzsdJzcBuNkhuBI3qwdXw9xMrEtqAfzFWh3jB/AgM/+NiO4noqEwe+IVAC7oTCKqLzCv+nTi7Nu3T/krSvVrKJf26sSaP3++crVUJBLJmV25xvJa7jrtKmTfs4XV3t4u1ntmVu6jssl0E8U+7NFtGoD6q60TI1Ha22lm/le6xsSLm07rEwDziOiv6LgRLC1SK2b+BOYpmIn6zjDH5504Lcf/OgsRFTdWF6UgRfXOq/ROG5K96DPxzmWinSaiJXAeHnQ1gudmTusaRQLXukkgk+I0p9Xe3i4WpFd9OnEmTJigrHSbNm3CwoUL88penVjhcFj5y3LgwIFafE8nTq6xWlpaPPmu065C9j1bWBdffLH4zj/88MM455xzRCxVp1VfXy92dMuXLxefv+uuu0BE2Lp1q2t7c0HjZJGtK4WZV7rBSTmnxczXSsGtoZkUp31al19+uRZ9OnE++ugjcaza5/NhzZo1eWevTqx9+/Yp96jp8j2dOLnG8uq7TrsK2fdsYb3yyivifNP27duVc1ovvvii2EY8/vjj4vP20Hti2LNnj7KTdfIl28LMK52CWxzlNyUR/ZaZL1Wt+HC70kOBvQLJ9CBVAP4PQC+YY6VnMfMWJxyn1TIvvfSSFn06cbZs2aIcEti+fbuWNHTaqxPL7rQk0eV7OnFyjeXVd512FbLv2cJau3atOMKwZ88e5cjD6tWrxS+njz76SIyzdu1a5VyXqr1x8iWV6Gqn4/BeZubRRNSKjn2KtqNJ7rf+pk3XkUIS6UFmAJjLzDcQ0Qzr+ooMpZ1xKeRDIAt1Pq8ohStEJNZ7ld4WXXNaGXzntLXTzDza+lvWGYOUnRYzL7T+alnx4UJOATDO+v8+APOQIjOCwaDynr13obP6dOIMHTpUWYkaGxu1pKHTXp1YFRUVyi8tXb6nEydbWAsXLlSuIsuVXbnOR6/lni27dGIde+yxYrmXl5crO6BJkyaJX1RTp04V9ccff7yIVVlZqXznnHxJUzy305IQkQ/mCsWY4cy8ylVkh93QS2BSdYihMzuaIdODbE14ZosibozGiYiUNE6NjY0ijVO3bt1EGqdgMKikcQoGgyKNUzAYFGmc6urqYlQuNTU1fOyxx8aubVqVRHqg/v37izROwWBQpHG69957lTROwWBQpHGaPn26SONk+yfROB155JEijVMwGBRpnLp06cJ+v5+JiImIKysrORKJxK4lGqc777xTpHGy7ZJonOIph+LpgYLBoEjjdPXVVytpnILBoEjjdO+994o0TrZdEo0TETHMoQ8GEKPfgYLGacqUKUoap2AwKNI43XnnnSKNk21XIo1TXV1dUjkxmzROdpxEGqcjjzxSpHGyn5donKZPny7SONnvaSKNU2lpaVI52e+TnU4ijVP//v1FGqf4/EmkcTrjjDNEGic7jUQap2AwqKRxsuMk0jiVlJTwjBkzOBQKxSiWpk+fzoZhcCAQ4EAgwCeffDIPHz48dt3Q0MCTJ0+OXdfU1PB1113Hfr+fg8Egh0Ihvvfee7muro6DwSD7fD4+44wzeNCgQbE4Q4cO5Wg0GsvjRBqnSCSSVE6dpHFy1U6naP8vBrAJwLtWP7PES5+iXD2oa6WHAruOmT8jom4AXrCceIqZu8Q9s4WZK51wdB4C6bT8dNiwYZ6wqqqqMGHCBBHrmWee+VofAhkKhdC9e3cRa9OmTV/7QyANw0A4HE7S79y5U/zaKh4CuX+Vr+pejx49cO65yeTlN910E66++moR6w9/+AMuuuiiJP1dd92Fa69NXus2Y8YMXHBB8rao//mf/0FDQwM+/PBD1/a6WT2oq50WcD8CcCgzyydXphCn4cG0O6VUwsyfWX83ENFfAIwE8DkR9WDmddau6w2ZSl8SnXsdMjzGnPdSyPN5xX1qhSlO77zT4ZBeDo50ej4T7U0G2+lOEVY4rR5MXOERuwUPKz0E3CgAg5lb4+hBfgngKZhsvzdYf59MheXUOKi4wFT6QCCgxPOK1bdvX2Ulqq6u1pKGSp9rLKc5LV2+pxMnW1jhcFi1LyZnduU6H72We7bs0ok1fPhwsUMpKSlRdjSHHnqoeG/8+PFifRkxYoSor6qq8tx2pRKd7XQc5k+sfztFWOH0pdWpFR4OoqIHeQPAI0R0HoBVAM5MBeT0i/6www7zpA8EAsqOxitWt27dlLaVlpZqSUOlzzVWNBpVvkCqhTP7m49OWKFQSPRfVR+yYVeu89Frnc+WXTqxevbsKbYfoVBIWfa9evUS7/Xr10/U9+rVS0yjtLTUc9vlQrS103Fi9ymrrBC0gidRtvpEVG79rZKC14RsYeZPmHmIFQ5i5ust/WZmPpqZ+1p/v0iF5bS5WBpfdtLv2rVLuSnWK9aCBQuUm4tXrFihxV6VPtdY69evV+ajLt/TiZMtrO3bt4u+q/YUZsOuXOej13LPll3pYA0ePFh8r5944gnPhLmPPPKIqL/zzjtF/WOPPSbq165dq/yh6OSLk+hsp+MwJZKK62CehOyasMJp8P1BAJNgrhxhmMOCsfQB9HabyP4g6cxFLFy4UPyFU1VVVbBzWsU5Hedh66JkRlTvImAupNIlTvXb654r1T2b1V1XGvkmRPQggB/A3LS8EEAFEf2GmX/tJr7T8OAk6698uEseiFNBHXLIIZ70wWBQWRlVcQzDEOPU1NQobSspKfGUhld9rrGi0aiy8fDqu1NDpBqrz3V+hcNh5SbTXNmV67ritdzTSV/1LqaD5WSXz+cT02loaBDf+WAwqGwLevbsKd7r06ePqG9sbBT1paWlnn3PsQxk5m1ENAXAszD3eS0E4KrTSkmYCwBEdACAnui4EWx+Wub+B9MHc3/AWmaeZB0y9j0AG61HrmLmZ50wdB4C2bOneoX/ypXyQspoVF4xOm3aNCXW66+//rU+EG/UqFHKe+3t7Z58D4VCynu7d+9W3sul9O3bV9SvXr3a8fy3r7Nk4xBI1bsIqI/ncBoNUW2lqaioEPU///nPRf2tt96Kn/70p+I9VUej2jKyevVqUf/4448D8EbZ5JYwV0c7LWC+C2AozNG825j5X0S0iJmTWOUlSflNSUS/AvAKgKsBXG6F6V6MVMiPAbyXoLuFmYdaIWVGODUChx56qCf9559/rpyLUcXZvXs3AoFAUnj88ceVc1rvvZfocnr2qvS5xnr33Xe1+d7e3i7mbyAQyNv8WrNmjViHVPOv2bAr13XFa7mnk77qXXSqK8wslpXTD/kdO3aIadx2223ifNOGDRuUc1o33XSTqL/qqqtE/W9/+1tRv2jRImUH6JTHLqXT7bQgf4DJWxgFMN/aE7zNbWQ3g++nwjy5WNtPWyKqB3AigOsB/CTF42nJ66+/Lv6SciLZVRW86leXKg4zex5jVqXhVZ9OHFVeAer5AK954iQqLKf5g1zmlxMW4M3/bNiVLd9T5Usm7QK8v79EhEAgkKRvb29XpqFKR/XOO7UFqnv79u0Th5OdsFTvr9cyiZdMtdPMPBvA7Lh0VgEY7wUgFeXGcwBKvVJ1pMCcA6AFJofVM5ZuJszedzGAewBUKuLGaJxgUeNINE4A2O/3d6DUCQaDHB8nnh4IAFdWVnJtbW2McigcDnO/fv3YMAyRxsmOY+Pa2KWlpTEql/r6ev7Od74TuzazPJnGqaysTKRxMgxDpHEaOXKkksbJMAyRxqm5uVmkcbJtT8wvn8/H1dXVIo2TYRgijZPth2EYbBgGH3TQQVxbW8uGYTAAkcZpxIgRIo2TbUdZWVkHOqRQKMSNjY0ijZNhGCKN04ABA5Q0ToZhiDROI0eOFGmc7Pog0TiFQqFY/bFpdnw+n5LGqbGxUUnjZBiGSOM0YsQIkcbJtiuRxsmm8pFonOw4iTRO1dXVIo2T/bxE49Tc3CzSONm+J9I4+f3+pHKyaZzsdBJpnMrKykQap/h627Vr1w71pb6+XqRxsu8TEVdUVHSg4FLRONnPh8Nh7tq1a6ys/X4/33LLLRwOh2MUS7/61a9i7U4wGOSzzz6bDz/88Nh1NBrlCy64IHbdo0cP/sMf/sBExKFQiEOhED/xxBPc0NAQq1fnnXcejxgxIpbGYYcdxuFwOJZfiTROPp8vqZw80Dil3U4r2u6zYe79Ut3vA2B0KhwnGqdbrQI8AOYJlnPRcSPYJWLEFEJEkwBMZOYfEtE4ANOtsdJamHxUDHMZZA9m/q4TltOclmpvCCAflTBkiHo4ddGiRaK+oaFB1E+ePFmJ9eKLL+bdnJbXvHKSY489Vnnviy++8OR7jx49lPfWrVvnya5siWrie9myZZ6PPk9nziUfJRtzWqp3EQA+++wzUV9Vpd65s3HjRlF/4IHyurTLLrtM1N9888248sorxXuq8q2trRX1a9euFfVPP/00AODZZ92P1KWa09LZTsdh/hjAd2EuulgIc14sDKAJwFgLdwYzJ/NRxYnTGNabFvBTlnEL4hJLPobUvRwB4GTrrJaHARxFRA8w8+fMvJeZ9wG4CyZliKM47dNqa2sTx57b2trE5z/77DPlnNaFF14oxvnyyy/F5//xj38ox7FVizpUaXjVpxNHlVeBQMAz1vvvv6+c0/Lqe2trq+cyyUZ+OWGtWrXK05yWExYAsUxUkmvfVfe8lns66aveRXsoT8rHr776Snze6cfFF198IcZ59NFHxff9iy++ULYFf/7zn0X9HXfcIeoffvhhUb9s2TLl0Giq+uUg2tppW5j5dwCGA3gIQA2Ao63rtQCmMvPpqToswHnJ+32JOiKqBNDAzIvdGirgXgngSgtvHMwe/Gybz8p67DQAS1NhOc1PqQ4jVMXZsWOHsuDfeOMNUa86MXT9+vXKX1E7duzwlIZXfTpxnA5u9Iq1bds2JZZX39va2rTZdccdd+DOO+8U76nm7dLJe1U9UtU7JywAYiel+uGVjbqSDpbXcne6pypHJxo2+36i2Is3EsVpTkv1zq9atUp85/fs2aOch1qxYoV4TyK+BczOX3re7rAlSVW/VKKznU7A3QuTfPeFtAyDi4UYRDQPwMnWs+8A2EhE/2Jm3QsobiSioTA/O1cASKYz9iCqSVbVfjC8WyYAACAASURBVJl0Jv1VcfY3wlxVXqWLpZN4WCeWLh9TSab9V9XhQhCn91qV76p7e/bs8bSnzhZdm4vTIcBVbUbOYnvT6XaaiG4E8N8AdgL4G8zpp0uZ+QE38d28XRVsbgQ7H8AfmfkaIkr7SytemHkezEPEwMxTvcZ3OgSya9euYuXu2rWr+Hz//v2VlfGOO+4Q9fX19WKck08+2ZFvTJI//vGPWvTpxFHlVTpYI0aMUL5AXn3v0aOHsky82qXa9JsOllPeH3TQQWI60nElqbDKy8tF/8vLZa7qbNSVdLC8lrvTPVU5du/eXVlXVPnYo0cPsQ1xmkvt2bOniHXOOeeI73x1dbWyLfje974n3vvJT34idpznnXee+Pyhhx7q+T3xIp1tpwU5lpl/RkSnAVgDk7/wRQCuOi0367L9FgX9WQCeSdvMDIjT8GB7e7s49vz555+L8y3bt29XzsX8+9//FtNQ8RV+9tlnSizVwgZVGl716cRR5ZXf7/eMtXXrViXWsmXLxDxRLYJpa2tDMBgUg1e77F/oUtCZ96p5OFVddcLat2+faK9XLJ11JR0sr3Xe6Z6qHJ24Q1X5aA/1JQZ7qE8KqnQ+/fRTcb5p9+7dyjmtjz76KEbZFB+WL18uPv/JJ58o581UP8ic8jiHYv9CngjgIfbAXwi467R+CeDvAD5i5jeIqDeAlJNl2RCnsefW1lblJLbUCK5bt07ZqF1wwQViBf7iiy9ELPvIdSls2rRJtFc13+JVn04cVV4FAgHPWKoXy/6FKOWXSrZs2aJsiLzatWfPHm0+OuW9TV6aGFTzUE5YO3fuFO3duXOnNnuzUe+81nmne6pyVL2LwWBQmY9bt2711EYEg0Fs2rRJLN/58+eLdb61tVX5PsybN09sV5599lmxM5s3b56I8/HHHyu/tJzyOIfyNBG9D2AEgLlEVAPANV1MyuFBZn4UwKNx158AOD0NQzuIQA9SBeD/APSCOVZ6FjNvccLYt2+f8hdGMBhUjn2rhsJUWEQkNq7FOS3vWNI91co6J6xUG0C92qVTMj0PV5zT8j6n5SWOU11hi0VDiqNrTstJ75VIt7Oio51OFGaeYTEtbWPmvUS0A8ApbuM7HQJ5NYDbVZ9uRHQUgBJmTnfI0KYHsQfoZwCYy8w3ENEM6/qKVCCqX+rdunUTK1ckEhErZGNjo7KihkIh8Z5qzuWII45QdlrdunUT9RdffLEWfTpxVHmVDtaAAQMcO38pH5lZjNOnTx/PS3lVdlVUVCjLV2fe9+3bV7RZxaPohKU63E+1vygbdSUdLK913umeqhwPOOAAZV1R5WOPHj1ELFUbAZi+SPcmTJggdhzl5eXKDuX4448X75166qli53TccceJ78mgQYM8120PoqWdjhciKgFwEYBGmGQRdQCa4XL6yekn4RKYn3G7ALyF/2wE6wuT7PAfAGZ5MTbOaIke5BSYO68B4D6YE38pM0NVWCUlJcrGQ+roKioqPH+1lZeXi/ru3bsrsVQT8gMGDNCiTyeOKq/Sweratavj6iop7wOBgPjylpWVKcvXq12qE4XTwTr33HPx3e/K+ymPOuooMR1VfXAqx0gkovzh5QVLZ11JB8trnU+FpVqcoqorqnxUHdipaiMA505T6micWN5VzPCqwyHr6+tFvdNRSE55nEp0ttMJ8keYe30Pt67XwBzNc/cB5IJ6oy+Ac2Cu2b8UwHEAIm6pOxSYEj3I1oRntijidqBxsoNNi4I4apZRo0bF6IR8Ph8ffvjhsXtExNXV1RyJRGL0LU1NTTxs2DD2+Xzs8/m4qqqKTzrppA6Y3bt3j1ESAeCRI0dydXV1LJ3evXtzeXl5jGalT58+fMUVV8SuoaBxKi0t9UTj1NLS4pnGqampSUnjZBgGjxo1iqPRaMyXPn36eKZxqqmp4crKyhht1bHHHst9+/aNUURFo1GurKzsQHUUX44AuLy8PFYmhmHwsGHDuKamJmZXQ0MD19fXe6JxsutHfNnX1NQwESlpnFpaWkQaJ9tOu57Y14ZhcFlZWUxv51koFFLSONXX1ytpnOx6PXz48JjvhmFwOBz2ROMUDoeTyolZP41TU1OTJxonm2LIC42T/Y7F0ycNHDgwVo6GYfARRxzBlZWVsetAIBCjErPLqF+/frEyC4VCPH78eA4EArF3u0ePHhwMBmPpVFRUcGlpaSxObW0tH3LIITFMv9/PDz74IEcikRgt07333tuBxunCCy/ko48+OnZdWlrKl19+eYyyqaGhgR9//PEYjVM4HOZ58+Zxz549YzROP/3pT3nMmDExjKOOOipGGyfROBmGkVROnaRxctVOp2j/37T+vh2nW+Q2vqujSWwhIgMmD6FrRl4BQ0UPspWZu8Q9t4WZK1NgsWp5amtrK4YPH56kf/XVV1FfX5+k37p1K4477jgRa86cOeJxAdu2bcPo0aOT9IsXL8b06TIR/pVXXinuuFdR3XjVpxOnrKxMzCvAPNZBiqOat6uqqsI3v/lNEev3v/+9SIOzcuVKdOnSJUnf1taGww8/PEkPmDQ7XnwsKSlBv379RCy/3+8Jy+fzKamvAoEAJk2alKR/4IEHxHk4p3IsLS3FwQcfnKRfunSpuCJPheU0xzp06NCM17toNOqpzjvdU5XjihUrxHcRAObNmyfm47Jly8SjdP71r3+JbQQAbN68GWPHjk3SL126FLNmJQ88TZs2DQ8++KCI9bOf/Qw333xzkv6KK67AXXfdlaQ/55xzcOONNybpf/jDH+Lb3/42brnllqR7DnUiXRonz+20gL0AJhvGK8w8nIj6wFxF6Ipdw83m4k6dMimITQ8yEeZwYzkRPQDgc3u3tbXEfoMbMNWQQGVlpXgvGo2Kn/61tbWOQ41SnOrqajGO6hA3QM3zN2bMGC36dOKo8sopjs/nE/NEtXcNUA8PhsNhUe805OPVR6ehRlVjp8JyWvXYrVs3sey9+gGoh6JUZzp5LSunODrrndc673RPVY6qdxFQ56NqKFvVRgDmAa8SlmouNxwOK9uCgw46SLw3ePBgcahx4MCBymFD1Y8SpzxOIVrb6QS5Buam4gYi+rOV1jluI6f80iKid5h5KJmnTLbAOmWSmQenYWwi9jj8pwf/NYDNcRN8Vcz8M6f41hCWeK93795iAa9evVqsEC0tLcrKtWDBAk+VaOzYscpKdPfdd2PhwmTqRnuvVGf16cQ57rjjlL4//fTTYpyKigoxT7773e8qsW677TbxkMRt27aJWEOHDlViPfLII558HDVqlHLl1UsvveQJq66uTok1ceJE0ebHHntMXPrtVI7jxo1THl0xb94811iqsgIQW8LtFiudetfS0uKpzjvdU5VjXV2dsq5s3LhRvBeNRkX9xx9/rMyvAQMGiHFOP/108Z2//PLLxS8gQL0ASbUZWkUP98orr8AwDNxwww1J91T5mOpLK+HZcehEO63A7ApgFAAC8Cozy/siBHGzTjJARAGY52o9ycxtMMfwdcsNACYQ0YcAJljXjsIsH+Lm9/vx2muvKTcBSvsv/vrXvyr38axatUqM8+KLL4pp/PrXv1ZuTnz//fdFX1Qn/nrVpxNHlVd+v18ZZ8eOHWKePPTQQ0os1Wbhzz//XMz3+fPnK8vEq4/vvvuucu+NV6zNmzcrsZ588kmx3L/88ktPaQDA22+/Lfr+9ttve8JSlVU6vqdT77zWead7qnJUvYt+v1+Zjy+//LKoV7URwWAQc+fOFdO48sorxT1Ua9euVe7Tmj59uqi/4IILxH1aV1xxhfj8/fffr+ywnfI4TfHcTicKEQ0H0BPAOgCfAWgkoj5E5GqviJuH7FMmFyGNUyadhDvSg2yGOc7pSVRLiZ32Zqj2XHldqu2k/7rv01Ll4969ex33jKjy3muZeBXde9G87glKV3T4r8rf/VG8vou2qDgGVXuuVPnllI6ufVqp4nixSYfoaKcT5HaY7O6LYX5pHWz935WIfsDMzztFdrO5uMMpkwBWEpH7UyYzLKrCit/dHi8+n0+sqKrn7TjSvUBAZpYOhUKeK2M0Kn+pe9WnE8fJd1UcwzCU+ev0AqmWg6uWwnu1a+HChZ6XRHvNL5/Pp/yxFAgEPJGwOpVjIBBQ5osXLFVZOcXRWe+81nmne36/39O7aN/zUr9UbYRTOqq5q3g2GLdxIpGIWF9UvIvBYFD548Ypj3MoKwCcx8zvAgARDQRwOcwjsB4H4NhpuZnTqoW5H6uOmU+wEjiMmf+387Z3Tnw+H6s+f3v27Cnq169fL+qHDh2qTEcajweA5uZmUa+a2AeA2bNn590hkN/+9reV91Qrn/r37+8Z66abbsKIESOS9KrziwYNGqTEuvvuu0W96iU9+mj1j8OnnnpKeU8S1VEmgPoQzPvuu09Z91Ry5plnKu89+uijynuJoiorQD10p1N0HgJ58skni3ppda8tW7bIhA2qBSKq878A9Tt/0kknifpLL70Ut912m3hP1ZlJK2kBc1haErt9uuqqq8T7kniZ09It9joJSSfdSxQ3c1r3wuQerLOuP4C5XystIaIwEb1ORIuI6F0iutbSzySitUT0jhUmpsLat2+fcuz59ddfF/XLly9HKBRKCi+88IJy/uTDDz8UsebPny+Ob991113KcewVK1aIvpxzzjla9OnEUeVVMBhUxlHNQz3xxBPKuYVdu3aJeb9ixQoRy14gIQWVXe3t7WIaixYt8oyl0q9Zs0ZMIxQK4bnnnvM0p+VUjgsXLhTzRfUjymtZBQKBrNQ7r3Xe6Z6qHFXvot/vV+bjK6+8IupVbUQoFMK8efPENG655RbxfV+/fr2yLfj1r38t6q+99lpxTuvmm28Wn3/ssceUX1pOeewkOttpQZYT0f8jorFWuB3AB0QUAiCTdMaJmzmtamZ+hIiuBABmbieizpz1vRvAUcy83Vrg8TIRPWfdu4WZb/ICphr2+PLLL8V7X331lajftGmTsuBVcbZs2SLq165dq8RSkZ0uXSqfpeZVn04cVV4BUE7679mzRxwiczoA02bbTpSdO3eKwzeq/AWg/OW+b98+0a7W1lblPIXX/Nq1a5fSrk2bNon3VGeyOZXjtm3bRKxt2+QpZRWWqqyc4uisd6o6f9999+GBB+TTKFQjH6pydKorqny0TyRIFNX7DpgnF0v3VAc0pnMI5McffyzqVWls2LBBOZzpVF4pRGs7nSDnAPghzI8fAvAygOkwO6yUU09uOq2vrOWJDABENAqA/LPRhbA5HmnvjAxYIe3ViE4TpqpJVpVeVVGd7qnmL3K5EEM1r+P1MEsncZoQd8LyMvGdjl2GYYgNtM0OLkk6+eVUVzK9eEQ1P+YVB1CfgpwNMQxDSfGkEq/volOcdOqw0z2dCzFUZax6Xnd7o7udTsDeCeBmKySKfI5NAkAqyo3hAF6B2VG9AnN4cLBX6o4ETB/MU5C3A/iVpZsJc4JuMYB7AFQq4nagcbIpc3r27NmBgqmyspIvvPDCGJ1QMBjkiy++OEYf4/P5eNy4cVxfX88+n4/9fj+PGjWKJ06cGKNcqq+v58svvzxGAxUMBvmMM87gSCQSizN16lTu3bt3LJ1Ro0bxpEmTYjQrBx10EP/2t7+NXfv9fmZOpnEaOXKkSOMUDodFGqcPPvhASeMEizrGb1En2fkUCAREGifblwsvvJBrampivhx99NF85plnKmmcSkpKeNy4cR0ohn7+859zbW1tLA/PPfdcbmlpidE19e7dm0eOHBkrgy5duvCYMWNi136/nydNmsQlJSUxO84444wYFZTf7+fhw4fz1VdfLdI4kUXn069fP/b7/TEanrFjx/IBBxwQS2fw4ME8fPjwGA2TYRgciUQ60ElFIhGRxsn2tW/fvty7d+/YdXV1NU+ePDnme0VFBV9//fWxMpFonK6++moljZPP5+Py8nK+4IILYuVp54dE4xQOh0Uap0gkklRO48aNi9UvicbpzDPPFGmc7OclGqc//vGPIo0TEYk0TkTEVVVVHWjRysrK2O/3x9JJpHGqrq7m0047LVaOkUiEzz33XI5EIrH8Of/887mhoSF2PWjQIB42bFjsuqGhgU899dRYfSsrK+PLLruMw+Ew+/1+9vl8fMopp3DXrl1j6QwbNixWp/x+P/fr148nT54cu+7WrRvPnTuXo9FojJbpueee42AwGLu+4oor+MQTT4xdH3HEEXzdddfFrnv16sUvvfQSh8NhDofDHIlEeNGiRdy7d28Oh8McDAb5l7/8JU+YMCEW58QTT+STTjop9m4n0jiVlZUllZMHGqe02+kU7X9fmBRRywB8YgetNE7W+vlmmJ9yy629Wp0WIuoC4C8ALoZJyLsJZuW9DkAPZpZZSS0xDINVk9UbNmwQJ8xfeuklkURyy5YtSsqgOXPmiBOwmzdvxiGHHJKkX79+PU488UQR68c//jFWrVqVpJ89ezYuueSSTusBczGCRKq6c+dOcdHD+PHjlYsLevXqJabTv39/cbFLWVkZxo0bJ2JdccUVOP305FNtFi1aBGmTeGtrq5i/gDnxLtlVV1cnnk5dXl4uUvkAJsWSl/waNGgQevfuLWIBJst/osyaNQtbt25N0juV45FHHikekLlo0SLMnz/fNZaqrADgxBNP1FbvVPcaGxvFOl9RUaFcDHHFFVeIWEcccYRYjitWrFDWlfnz54v5+N5774kLg+bOnaskmt2wYQNGjkxmG9q6datYt8866yw89thjItZjjz0mLrZ56qmnMGXKlCT93XffjTPOOCNJf+utt2L8+PHiyQeqMvG4ubhT7bSA9zJMVoxbAJwE4FyYiwKvcRM/5UIMIroIJt/gu8y8FEApEf3Qi5EqYeatMNf/H8/MnzPzXmbeB+AuACl5qJhZOcH83nvvKTcOqjYgqiZyV65cKS5SWLJkiZiG6nA3n8+nXAH0pz/9SYseMId8wuFwUlANBanyKhAIKNNZv369mCdvvPGGMh93794t6levXi1Oer/77rtKLJVdX375pYj14YcfKn30ml9r165VLlx56623RHt37NjhuRyXL1+uXCjgBUtVVsFgUGu9U91T1fldu3Z5tktVjqp30c4vSa+qX6o2wu/3K9N5/vnnxUUSX375pXIhxt/+9jdR//TTT4sLMf7+97+L+tdee005POhUXm6ls+20IBFmnguzo1rJzDMBHOU2spsJg+8x8+/tC2beQkTfg7lBzLOQeUplGzNvJaIIgGMA/IosPivrsdMAuJpB9LoJUDXnkc6GUdX8hdNYtUrsFU6JojrsUPU8oPaxra1NjOPE26ZKp7S01FOe2PdUee9lzsFJvKaRKo7qeScsr/NwKlGls2HDBk91JdObT9MVnXNaqeqdl/qlen/sOE7thKRzaguke6o4Tu2NrjoXh6m1nU6QXWSSr39IRD8CsBaAfOiaIG48NYiIrIk5kHmSZWe21/cAcJ+FYwB4hJmfIaL7iWgozM/OFQAuSGmYw6bJ0aNHi/eGDx8u6o855hhlwQ8bNkyMM3bsWFGv4iEDTGJeScLhsIil+rWveh4wh8KkxkAVR5VXTnEGDhwovtgnnHCCMh9LSkpErCFDhog/Po488kgl1uWXXy7qe/bsKdp16KGHKn2sqakR86umpkZ8ftCgQcpGbcKECcrNzZKo/ACAww8/XLTZa11RlZVT+l71TvdUdb62tlbZaamwVOWoehcBdT6OGTNGfE9VbYSdjlS+U6ZMUZ56oOq0pk6dKt5T8XdOmTJF1E+cOFHZ3jiVVwrR1k4LcimAEgCXwBxiHA9gmtvIbjqtvwN4hIjugGnoD2Ay9KYlzLwYQNIECjNP9YqlWnUGqA91VJFRVlZWKhvIiooKMR0VO3pNTY2yEjl1DlIaO3bsUH7pqHwvKSlRdlpSHKcDMFVxysrKlHmiwjIMQ9mgS1jBoHz4JmC+wGeffXaSfvjw4WIDrSp3QJ1fqk7AiTFelY4qT1R+AMDZZ5+t7LSk/FKloSorwDy914tdzKw8ekaFpcqraDSq7LRUWE7v7/9v70rDoyi29nsms2QmCQkkhEASghAIAWTfBdlUQFZBkVUvm7sofl5F8KosckURAZWLoIjiAoiAKCCgyKKAooCyyr4m7GtIyDbn+9EzbZKp6syEZjKBfnn6IV3ddfqcOt1V033qvCW7jozlPSIiQliuda/I+omyZctK2f1lg1bZsmWFb2fR0dHCctk1tBaBlLVjYdCzn3bDNdj9ycybXUVpUOJZPsGbb1gvAlgN4HEoSyT/CMBnVt8bgdzcXOl37O+//174rXz9+vXCmMfChQul37HXr18vlOVmQC+4zZgxQxrTOn78uNCW9PR0YVyFmeFwODw22fnBwcFISUkRlsvqyNrKarVK6/zxxx/C8+fOnSttx7S0NGHbb9y4UehDWfuazWZpu8gSQ1evXi1NGJW1V0pKitBXv/76q7S9FixYINRXNAkDgNQOh8OBlStXCu8hmU9kcTOZr6xWK5577jlhHZleWhO3ZLJk9/zRo0el97BMlsyPWveKrB2XLVsmvO9kfYTNZsOSJUuEdaZMmSKMT506dUoa05IlJE+YMEFYLrvGF198IR1kZe1YTPgQwFkiWuVKUr6HiMSfIDTgDfegE8D/XNt1g4iCAawDYHNdfwEzv0pEZQDMA1AJymtnL2YW86/kQVHytGS/yLS+Vctkyer4GtMiIuEMNpPJJCzPzMyULruuFbcT1bl69aqm7bKZdXrGFnzN05K1iyyRVsvvsvbSyqHRuu98yZmR2aF1HZlPihKD81Uv2cBYFGjFjq5cuSIsL2pulS/3V1Fillqxqxudp3WDYlq69tMAwMwNicgBZfJGcyifB+cQ0UkoC0J6NcFPaikRzWfmXkS0HYKkMi76elqyTOseAH7kf9ZpGQHlLU8Kk0m8qCCgTPMV3XiJiYnC8ttvv13q+MTEROHDVaNGDaGsRo0aSTsuWWwjPDxc2EnIpq8zs7Szk8VoZNeIj4/X/LQiqiOLHdWpU0fajjabTXidypUrS+NmWp+WRHpFRUUJ9UpKStItplW5cmXpfVerVi2h72W+ktnhvo5IZ5lPZItDynwFKDE4X/TSImCVyXIvjVIQlSpVkn4e3Lp1q7COLP6qda/IfJ+cnOxTHwEoCzeK7u+mTZsKBxTZml0A0KxZM+GxFi1aCMtl59etW1fa38h84gV066fzgpnTAawhos0AfoWyAORDADp4K0NreH7G9b/n2uHXAY1M624AWrvKP4EyxbLQQUt2c3Xq1Ek64UL0MPTo0UPa2bZt21Yoq2vXrsI6Dz30kPRGlRF7JiQkCG+88uXLC2Vpxc3i4+OFesmuIWsrrTpNmzYVtmOvXr2k7SiLrbRu3VrYqXbp0kUqS9YuDRs2FNrSvn17nzuimjVrCs9v1aqVdNC6//77hdcpXVq8IrnMDkAJsItkyXwiy8Vq0aKFVN9Ro0b5pJfWbD+ZLJPJJBzsatWqJfVJWFiY8G1D5kfZswjI27Fz587COrI+AgC6desmlDV06FDpcyrz7yOPPJLfRqcTlhMn8Gy3bkLbH3nkEaGsBx98UGq7zCeFQc9+2g0i6gvlDasulEHRPXC1YGav2aSl37BYWU45CMBHrrn0+TZvLyBRPoiItkFZqnkVM/8KoJx7KqXr/0KnQObm5kq/1U+ePFn4fXvmzJnCb9Ljxo2TfhP/6KOPhHXefPNN4fnPPPOMNKa1d+9eoS179uyB3W732I4ePSqMLcjOt9vt+OWXX4RxAlkdWVuZzWZpnXnz5gnb/T//+Y/UdjcvX8Htk08+EZZPnDhRGrOUtcuyZcuEsYj3339faqOsvX755Rehr+bMmSPVa8yYMcJrHD58WNheMjscDgemTp0qvIbMJzLGdpmvrFarNBFcppcoSdgNmSxZfGzdunXSmFZ6erqwjsyPsmfRbDZL23HSpEnCclkfYbFYMGHCBOG9PWTIEGG8yc0vWHCznDuHmb16oeycOYh75RVU7tsXyU2bIunee7Gjb19hnUGDBgnztEaNGiX9ASvziTfQq5/OgxlQViueDeBxZh7BzIt8GbDgunBhlBtLAIT7StXhJZ1HBICfoCwCdrHAsQuSOvlonCwuypwmTZrwgw8+qO5brVaeMWOGSp9kt9t59uzZKp2RxWLhJ554guvUqcMWi4WJiDt16sSDBw9WKVKqVavGH330ERMRWywWDgkJ4cmTJ3NERIRaZ+zYsVynTh31Ot26deOyZcuqVCz169fnuXPnqvtKk3vSOLnpYoKCgjgpKYkTExNViqHSpUtz7dq1VQoeq9XK4eHhbLFY1Drt2rXjiIgItU7jxo05OTlZPV6xYsV8FFYOh4M7deqkUh2526tixYqqLYMHD853jdjYWJX6iIi4bNmyPHbsWLU9LRYLV61alStWrKi24ahRo7hNmzZss9kYADdr1oz79u2bjyqrQoUK6n5wcDC/9dZbHBkZqeo1YsQIbtiwoapX+/bt2Wq1qu0RFhbGjRs3VumAgoODefjw4SolkNls5nLlynGtWrVUGR07duTu3buz1WplABwTE6NS+7jpgSIjI4U0Tu77oX379tymTRtV96SkJI6NjVVtj4qK4sWLF3NYWJhKU+SmzXLvW61WLl++vGpLZGQk16xZk00mk9rGH374IdvtdlX3sLAwLlWqVD5Kqvj4eJUqqiCNk9ls9vDT2LFjuWzZsiodV0EaJ7PZzFWrVlX1CgkJ4ebNm6vXENE4JSYmCmmcADARqVRF5KLWIiIeOnQoh4SEqH7q2rWragsRcenSpblMmTLq+TabjV977TW1LUqVKsUffPCBSrNmtVp54sSJnJycrO6Hh4dzp06d1P1atWrxyJEj1furTJkyPGfOHA4NDWWr1cpExOPGjeNKlSqp7dWzZ09u1aqVWqdx48Y8cuRIVabFYuHt27dzaGio+qxv3ryZYEnAWgAAIABJREFUiUjdn/LCCzyrTh3+lYgZULeTQUG8zu7g+bcl8o5xE7iWi0LM4XDwkSNHuGrVqmy325mIePLkydy5c2dV5v3338/R0dFss9mENE4mk8nDT97SOF1PPy2REwSFFvApAF8A+APAdwBGQfkUqQ+NExHNd42OqwConDbMLOZy8RFE9KpL7lAArV1veOUBrGFm8eI1LphMJp46darw2MyZM/Hii55vra+//rqQ1uSDDz7A6NGjhbJefPFFPPXUUx7lM2bMwMsvv+xRPmnSJLz77rtCWW3bthUuUxETEyNch2vNmjVCqplt27ZJ1+367bffhDRSixYtEtbZt2+fsK0AZfaRqM727dsxePBgj/KvvvoK48ePF8rq2rUrJk+e7FE+efJkIQXNrFmzpGsEPfHEE8J22bt3L3r37u1R/u2330pnUr366qvC9lq6dKnwzaJ69ep49FFxespnn30mvI+6du2KuLg4j/L09HShHQCQkpKC559/3qP8hRdeEPpk4cKFwk9XlSpVEvoKUGbjff+9ZwZLVFSUUK/ff/8dZ8+eFcrq0KGDUFZQUBBq1/YMgZ8/fx7dunUTypo9e7aQ2isnJ0foxylTpgifRQAYM2aMsB0nTZqEl156SXi+jKpq+vTpwutMnjwZM2fO9Cjv2LAhNv373whbugz23zeDmHGpRi2kduiMPTEVENqyFbJLl1HPt4Ax7tEBmDNnjoesvn37CteR69+/P9544w3hmnEyn5CP62ldTz+tIbMcgPsBDAdwGzN7NYPJm0FLmPTFzJ/4qqRLXsFM65UAJgBoBeBcngBfGWbWnFpvs9lYNjjIFlJLSxOTCGvlM5w4cUJYHhUVJSyXxRYA5du3aFmNAQPE6Q8yfWWcbVp6yTob2QJ2gNLZi9CgQQNhuYjjzY2BAwfilVde8SjPzMwUnq+1sJ+Mnka2pIWoA3RDtj4VALzzzjseZbJF/QCgatWqwvLu3bujUqVKHuVaCzT26tVLWL5s2TJh+fLly4Xlss4cUBYpFOG+++6T1lm0aJH0mAihoaHC+0LG9QkAGzZsEJaLfty4ryGDbGkUWdxKtvYZIH+28vrRdOUKQn/4AaFLl8L+888IYkZa5USkduqG1I5dcLWy/F60EKO6QzxzUGaHOzWjVatWUrkFUdigpWc/nUdmbSgxLfdmBbARwAYoswe9Wim00HnZrsHpSwBbAWwB8GVRBywXygP4iYj+ghKIW8XM3wF4A8DdRLQPwN2ufU3k5ORIvz3LvmPPmDFD+q1a9k1c9o170qRJwvNfeuklaVzn4MGDQls2bNggjFNs2bJFWC473263Y8WKFcI4gayOrK0sFou0zmeffSaMkYwbN05q+5kzZ4TX+Pjjj4Wy3nnnHalPZO3y9ddfC2VNmzZNaqOsvVasWCH01SeffCLN43njjTeE+mZnZyM0NNRjk9lht9vx3nvv+eSTjIwMhIWFeWwyX1mtVuFbKQCpXlu2bJE+jzJZmZmZCAkJ8diWLVsmjWkdOHBAWEfmR9mzaDabpe04efJkn/oIi8WCt99+W/zMDxuGUsuXo8KTT6Fys+aIGTECQQcP44/uvfDzNyuxftlP2P/UcFytkggQAUQ4duyY+rd7IxCefPJJYUxr+PDhwvIxY8ZIY1oyn3gB3frpPJgNoCaA5QDaMXNFZn6Qmad4O2ABXuRpkbIy5QcADkBheb+NiB5lZvHPukLA8kzrcwDka6KLZUlnH7lXay2IM2fOCH9hpaamSmfgyOqcPHlSeI1jx45JZwzJ3irS0tKkeTEOh8Pr8wGFcVo0y0tWR9ZWWnXOnj0rbJMTJ05I2zEnJ0dYx9f2BeTtcuHCBeFMRBlfHyBvL1lCsMx2QPnVK7KfmYVvA4cPHxbaAcj9IvOJ0+kUXkNL3/379wvLZe2rlac1f/58LF682KOcmYWzBy9evCidiu8e6Ari4MGDwjbRuldk7Xjy5Emhr2T3I+DZT5ivXkXVDz/EZz/8APuKFcgsG40jfR9CaqeuuFS7Hnbu2oVa1WtA9O6UlZXlUU5E0sUhZYtApqSkSActmX8Lg579dJ669YukTAF4k5E2CUAbZt4PAERUBcBSKKNlsUOv5OLCkhN9qaOVYJqeni7scCIiIqTJxaLOQyspVStZVpaU6msSr1bCpl7EpYA84VvWLlp6ya4ha6+TJ08KbS9fvrxUlsx+IhJ2wjI7tHSW+SQoKEg4aKWlpUmfExlkep07d0563wUFBQlzxWR1tAhzte47PZ9fX+/HvNcpvWULkt96C9Zz57D7rg5I6/8vXGjQGHD536ulOgtObSdWryO6tuzHsN7JxYEMb2Ja65j5zjz7BGBt3rLigs1m43nz5gmPZWRkIDraczbmkSNHhEmjubm5UmLPXbt2CetkZWUJr8HM0hhZjRo1hLL69OkjfOBPnjwpTEjOzs6WJpM6nU5hXtDRo0eFdapVqya0A1AmI4jqREVFCdetCgsLk8aievbsKZygkpqaKowV5ObmSvWaO3eusF0iIyNRpkwZj3KbzSZNFt64caOwvcaPHy8cgF599VVpbMNisQjvow4dOqBDB8/8ydKlS0sTzm+//Xah/d9//73QJ6tXrxYOAl27dhX6ClDWp4qPj/cof/zxx4V6ffzxx9IfJbLk8XPnzgnXgYqLi5Pmr23cuFE4ALds2VLox7S0NOm9cvToUeGxCxcuCMsPHTokvVcyMzNRPiIClT74ALELFiAt4TZs+e8kXKpdV2j73n37UK1aNaGs7KxsWKz569gIKJ12GrGxsR7nHzx4EBUqVPAo3759O2JiYlC/vueLzLFjx4T+9XUiRiDBG66hnUS0jIj+5ZqU8S2AzUTUg4h6+HpBIoonop+IaDcR7SSiZ1zlrxHRCSLa5truLUxWbm6u9Dv22rVrpfEA0bf9H3/8UTOPRyTrp59+Ep6/bNkyaVyHiBAREeGx7dmzR/htf//+/dI8LVk8YPv27dI8LVG5rK0srpwgUR0Z/96qVauk7ej+xV9w27hxo7B89erV0naUtcuWLVuEsab169dLbZS1FwChrzZt2iSNEcnuo+zsbKG+MjscDodUZ5lPzp8/L4xpaXElVq5c2Se9ZG0SERGBnJwcYXlWVpYwPvXnn39K7+Fjx44J68jaRPYsms1maZ01a9b41EdYrVYcmDsX9YYMQeyCBTjY92GsW7AUl2rXxcWLlzziUyBCbm4uCBBuFy9dBBX4ByIsWrRImI+1ZMkSYbn7mRPhyy+/9LWL1r2fFsgWr8bqJbwZtIIBnIIya6Q1lJUry0BZcbIobBk5AP6PmZOhTKV/kohquI69w8x1XZt4ilQeOJ1OaUB8zZo1Pt3AWoPWzz//LKyzevVq6aAlI8l0Op3CB3vHjh3CwPfu3buF5bLz7XY7tm7dKuwIZHVkbWU2m6V1ZAPNqlWrpANNWlqasB1lPwpknYrFYpG2y+bNm4X3w7p166SyZO2Vnp4u9JVWp/bDDz8I2zErK0s4oMjssNvt0h8TMp+kpqYKryHzldVqBRGhTJkyHptML1mbRERE4PLlywgPD/fY3DyZokkdsud3//79wjoyP8qeRa0fsD71ESYTqn75JZ5fuBB0LQsbP/wMO0eNRq7DARDh0qWLwoEpNzdXOJiBCJcuXvSoQAC++eYbYd/x3XffCZ8r9wKUIsyfP78IXbS+/bQA04noNyJ6gpRVkX2CN4S5PlPHFyIvFYA7o/oKEe0G4Pku7CW0Ylq+fsfWip/4EifRiusA4un4qamp0u/+vpS7r+9rTEsr3uNrTEvr+7qsvYoSh5LppdcikEFBQUJfnT9/3udYKiDm7SvMj77EtEwmk/CTmqx9AcVG0Se6S5cuSeNmsnSSoKAg4SdFIhLqVVhMS2ZLUeJQ1xPTMmVkIGnMGET98gv2tL4Lh/87CTmlwj1jVjLCYmGp5BhBfYMSQUaYK7O9qNC7ny4guwURVQUwCMDvRPQbgI+ZeZW3Aoptg8IUfBRAKQCvQWEN/gvALAClJXVURgxyZcjbbDbu0qULjxw5Ut2PjY3ljRs3qpnjoaGhvHXrVo6MjPwnQ33KFG7dujUHBwezxWLh/v3788iRI9XjderU4bVr16pMDeHh4bxhwwaOjo5W63z22WfcokULtc6QIUO4R48ebLfb2W63c7NmzXj16tXqPgDu3bs3BwcHq4wGHTt25Li4ODW7/oEHHuCuXbuy1Wpls9msZvC7j5cpU4aHDx+uZvBbrVZ+9913uUqVKmqdwYMHc6dOndT2aNq0Kffo0UM9Pzo6mufMmcN2u121b+PGjVy9enXVltdee41r1qyp1mnevDkPGzZMZQBISEjgNWvWcHBwMNtsNg4ODub//e9/nJiYqMp49913uWvXrhwcHMxExF27duVRo0apx6tVq8ajR49W9QwJCeH169erLBnBwcE8ffp0bteunVqnb9++3LJlS1WvypUr89tvv63qVapUKV6+fDmXLVtWlfv0009z8+bNVRkDBw7kJ554goODg9lsNnPNmjV5ypQp6vkRERHcsmVLDz9FR0ezxWJhm83GQ4cO5QEDBqh1mjRpws8//7x6jfLly/Pu3bs5IiKC4WJvGTFiBMfHx6tMCy1btuR27dqpttSvX5+HDx+u2hIXF8d//PFHPqaFp59+mhMSEtQ6Q4YM4datW3NQUJBqy3333aeyTERHR3v4ac2aNZyQkMBExCaTiWvUqMHR0dEqA0aNGjX4X//6l3qN+Ph4njZtGptMJpVVpnfv3hwSEqK2T926dTkhIUHdT05O5iZNmqi2JyQk8JgxY1Tb7XY7L168mKOiotQ2nDBhAtevX5/NZjNbLBa+++67uVOnTmqdKlWq8Pz589W2iIyM5M2bN3OpUqXUssWLF3PDhg3V/XvvvZcHDRqk7t9xxx08e/Zs9f6KiYnhbdu2cUREhPpcL126lGvVqsWVbDbeQsS5RDy/UzeOS6zG8YnVuP8z/+b3vlnF8a79pnd14BX7UjixVh21bOmuI9yyy33q/oTPvubHXnld3X/ouZd4ytfL1P3WXXvwmgOpbLPZVEaMixcvcvXq1VVGlFmzZvH999+v9if9+vXjAQMGcHBwsJARw+Fw6MGI4XM/7QNDRk8oKxfvBrAHQI/rZsS4USCiUABrAbzOzAtd2dFnodDbjAVQnpkHacmwWq0sS0LcsmWLMHlx7dq1aNasmUf5n3/+KWWYWLlyJZo2bepRvnXrVtxxxx0e5du2bZNyfiUnJ6NPnz4e5VFRUcLE2M2bNwvZBHbv3i1NpN2zZ48wKLthwwZhnXPnzkkTPefNmyesc+zYMTRp0sSjfN++fWjZsqVQVqtWrYRTon/++Wdh+/7111/C9gWUXClRuxw/fhyNGjXyKN+zZ4/Uxu+++07YXu+//74wiJ2cnCy0HVAm7Yjsb968uTDJNyUlRWgHoCzPIdJ5/vz5Qp8sXbpUmNxst9ul+j7//PPCiSPVqlUT6vXFF18I2wRQppaLEuu/+OILjBs3zqP8zJkz0iT15cuXCwmLc3JyhG2yefNm6b2ybt06YZ1NmzYJ6/z0009o1qwZgvftQ5VnnkXQ5cvYMvFdnG7dDunpGQgN9Xxjzsi4hrBSYR7lu3fvRnJyslCvK1euICwsf51gE+Hctg1CdouVK1eiTZs2HuVLly7FnXfeKUxeX7lyJe655x6Pcm8nYujRTwtk1oay+GMnKExLHzHzFiKqAGAjM8vZGeBFTIuIbvOmzBeQQnX/NYDPmXkhADDzKWbOZWX9rplQ1lzRRFGSi4uSnCirM2XKFGG5jFQzKCgIV69eFcYD5s6dK/y2v2DBAmFAXHa+zWbDp59+KozRyOpoJRfL6syYMUMYI5k4caLPycXTp08XypoyZYrUJ7J2mTVrlpQwV2ajrL3++OMPoa9k+molRF+6dEmYXCyzw+Fw4N133xXKkvnkhx9+EMa0ZL6yWq3Yu3cvIiMjPTaZXrI2cU9QEZVfvHhROKnik08+kU7EWLJkibCOzI+yZ9FisUjbUXZ/TZs2DaV/+w1JgweDmbFxzlc40+YuEBFOnT4lnAyRmpoqjGllZ2dLJ2KkpnjWAQFjx44VxrRef/11Ybn7mRNBRoPmz35agPegkFXUYeYnmXmLS3YKADl9iwveTO7/GgrJYV4sACD+iVQIXFPmPwKwm5kn5Skv7/qOCgD3AdjhjbyixLR8jcUUpY5WrpIoJuBrPlZh+T2ymJYst0krduRrPpRWTEtUR2tdNF/zx7QWwNQrplVYDEHmez1jWiKfBAUFefxyd8vRimmJUgS0csG0YlqiqfhaOWqy5GLZcib+yNN64MIFVHrqKVypmoTfp8/GtZjyauyJIM6h+ueoUAHJ+Z7HqJDsLj8uAqlrP50XWulSzOxJulgAWotAVodCuRFeYGp7KSgzCouKOwAMALCdFNp7ABgJoA8R1YXy2nkYgJiRNA+CgoKkncfdd98tdORdd90lrHPPPfdIHd+uXTthHdk1OnToIJ3N43A4hA99y5YthZ1EixYthB2U7HxAWY5AFOCW1ZHZoVWnbdu2wo7wnnvu0VwAU9SO7dq1k8qS+VfWLm3atBF2hDK/A/L2qlevntBX7dq1k3a2svsoNDRU2AnL7NDSWeaTxo0bCycvyHwFKLlgohwumV6yNgEUPkrRoBUSEiKUJWt3QPmcKqojaxOte9jbOnT1KsLHjcNrqak43aottk2ahtzQ0HzDSKlSpYSDUHh4KeGYFRQUJB2GwsM9J3MQEe69917hM9SxY0dhv9K+fXvpM6fFK1oIdOun3SDJgsJQWo7Zy4WFpTEtIuoGoDuArlCWJ3HjCoC5zCwOJvkRdrud//77b+Gxy5cvCx/GU6dOCcvT0tKkCaMnTpwQ1rl8+bKwztWrV6WyateujQkTJniUly1bVviL98yZM8LZXZcvXxaeDyi2iI6dPHlSWG42m6XJp7t37xbWycnJEdbJysqS2t6yZUshn9+ZM2eEsq5cuSKVtX37dmG75OTkCPXNyMiQ2nj48GFhnV9++UU4G65q1apSWenp6UKdmzZtilmzZnmUZ2VlSRNsbTab8Dp79uwR6rt3717hgFKmTBmpvosXLxa+nSUkJAj12rp1qzQZOj09XThovfDCC0KCY2aW3sMHDx4UXj8kJERoy6VLl6T3yunTp4V1zp8/r9axbN6MUsOGwXzkCA4OfAT7nx8JFgyC7tzQgnA6nbAIynfv2YPk6uKYVk5ONszm/INpsJmQQNeEyc2pqanC8hMnTkiT/c+cOSOs421MS08QkWasir1cp1FrEchvXNPdOzPzwDzbsEAYsAAlO132Hbt///7C8ocfflj4bb9v377S+MnDDz8slNWvXz/h+ffff780T+vkyZPC7/7Dhg0T5qUMHz5cGFuQnW+32/H4448L4wSyOrK2slgs0jqDBg0Snt+7d29pO8oWQhw4cKCwXEsvWbs88sgjwniPzO9Wq1XaXm+99ZbQVwMHDpTqJbuPUlJShDEamR0OhwMDBgzwySevvvqqMKYl85XFYsH7778vzNOS6SVrk4iICLzxxhvCPK0TJ04IbX/sscekMa0XXnhBWEfmR9mzaDabpe3Yv39/mHNzUeq//0WZ7t2Rk+vE7599jeU9+wAWizB2dejgQWH5gQMHhLlYmZmZ4oAWwVUnfxmB0L17d2Hf0bNnT2Gs2P3MidCxY0c/9caFg/9ZQLgGey4q7LWi3nwI3UpET0L5VKi+y/s6Y+RGwdd8Gb2/iesZ05LlHRUlT0sWO9KLe1ArdqSVo6ZnnFHPPC3R9bViWkXJ05LlHemZpyV6a9KKHQUFBQl/ocv0KkpMC4A0XqsV0/Il/lqU57fatWuIaN8e5p07cfzB/tj70mvIDQ0F/t6jGbcSHVMnUghryCHK03Lr7HGIxNyDhT1zAYj/EFEmM68GACJ6EQpxxXRvKnszaM2BMn++PYAxAPpBmVNfJBBRPIBPAcQAcAKYwcxTiKgMgHlQcgIOA+jFzBe0ZGkF8GNjY4U3cVxcnPAGlp3vriO6jkxWXFyc9CayWCzChz42Nlb4fT8uLk748MrOd9cRdTiyOlq2a9URtYmWLKvVKm0vmU9k7Shrl7i4OGFHGBsbKx20tNpL5CvZ/eCuI7LfarUKY1oyO7RkaflENGjJfOU+JvpEp3XfyQatChUqCActme1a93BsbKy0ji/3kLtOvnZMS4Pl/ffx+b59cJaJxLaZn+JsW2VaOLn0lQ1aVqtFOFnCYrFCNDyZ3G9dAlisVs+JGESIi4sTDk6xsbHScq2+qyjQs58WoCuA74jo3wA6AKjuKvNOt8LytIhoKzPXI6K/mLm2axrkCmZu66Oibnnloczt30JEYVCWXO4O4F8AzvM/i4uVZmbxcrouhISE8Llz54THZBMhZPbKzgdcVCw+1NH61VO/fn2sXLnSo1zWcWnEHKXXkB2TyZL92gXkS6nIHhKtWUxNmzYVLu5XFJ9cu3bNp+tr+SQ7O1tYfvXqVWG57G1C6zqNGzfG6tWrfdJL5pesrCyfymX3FqDk6Ikgi1vJFiIE5Pdd+/btsWbNGo9yLdtlz5xskNN6HtT7KyMDQTNnwvTmWzCdPYNT93bF32PeQHYZcbzPJ0iuv0cjT0sEuzkITSqIfxTInhOn0wlA/BVDhsJiWnr20xL50QB+cMkdxD4kDHvDPeh+oi+SQnQYDmWULRKYOTXPvPwrUN7aYgF0A+BeXPITKA2kiczMTGmc4oEHHhB+3+7Vq5fw+7bsfLPZjAcffNCna/Ts2VMa0zpy5IgwHtC/f39hnGLAgAHC2ILsfLvdjn79+kljV6JyLdtldXr37u1Tm5jNZhw4cEDY9r62rztOIWqXPn36CGNaMr+7Y5MiG4cOHSr0lUxfLZ0PHTokzNOS2eFwOKQ6y3wycOBAYUxL5it3PE+UpyXTS9YmERERGDJkiDCmdejQIaEsWbtr3fdFeX773n8/LB9+CEvNmjC/8AIuJiXj94XL8M1zLyEnMsozPiWJW2kdO3DggDB0pfzoEwe19h844FlOQI8ePaQxLVG523YRuncvtBu94f20G0R0hYguE9FlAPsBVAPwAAB3mdfKFUa1MQRAaSiEuQcBnAbwWFGpOzToQS4WOHZBUkelcQKgUpMMGTKEZ82ape7b7fZ8dCbh4eHMzGyz2fLRmfTo0YMdDgebTCYeNmwYT506VT3etGlTTk1NZZPJxA6HgyMjI5mZOT4+Xq2zadMm7tixo1pn5MiRXKFCBXW/devWvGvXLnVfaXLmmJgYtWzXrl0cGhqq7o8fP55HjhypXqNjx468adMm9Xh8fDw3aNCAIyMj1bLU1FRu2rSpWmfq1Kk8bNgw9XiPHj04MTFR3a9SpQozM4eHh6v2ZWRkcL169dRzZs2axVFRUep+v379eMGCBeo1atSowczMISEh7HA4OCQkhBs0aMA1atRQ6yxYsID79eun2l7QT/Xq1ct3TbefqlSpouqV108Oh4OHDRvGcXFxHn5y61XQTw6Hg5OSkjz8NH78eLVOQT/FxMRwgwYNPPzUunVrVa+8fnI4HNyxY0dOSkrK5ydm5sjISHbfq3n95HA4OC4uzsNPK1euVPXK6ydZm82aNYuHDBmi6pXXTw6Hg4ODgz38xMxco0YNtU5ePzkcDo6KivLwU0ZGhnp+Xj+5z0lMTPTw09SpU1Xb8/rJ4XBwUFCQh5/cz5P7Onn95HA4ODQ01MNPzMxms9nDT2Xtdn7MauWjZjMzwL8FB/MDFeK595PD+dO1v3Fclaocn5jEjVrfxT8eOsM1Gjbh+MQkjqtSlZf8dYA79x/I8YlJHJ+YxOM/nsvP/vcdtc7Dz43gmd+vU483bHM3/3joDCfeXkctW7EvhVt0vk/dn/jlYn7itf+q+72eGM7vLV6h7rfp2pM3HD+n2p7XT+77oaCfhgwZwgkJCR5+cu+bTCYPP10njZNX/fSN3Px6sQLGhkJ5Nezh2ve5MdwOEaFBgwa6lOsty+HiAruR1whUWXrZrrde/pDlq+166nVL2Z6RwbxwITt79WKn3c4M8Mkq1Xjr7Ln848HT/OOhM+r23rK1+fYLKy9KnbcWrvBJ1obj5/ziEwBX2U/9tEAmAegP4D+u/XgAjb2t701MqxyA8QAqMHNHUujpmzHzR16+zIlkWgB8ByU2NslV9jeA1syc6vqeuoaZk7TkOBwOli3/LctP8LVcb1l16tTBn3/+WWL0DUTb9dbLH7J8tV1PvW5627OycGnhQpRavhxYtAh05QqyI6NwqmMXnO7cHWfrN4TZ4jkRRZQnpVVelDq7du1EjRqeHIqyOnaLCYnW3BvuE2/ytPTqpwVy/wdlckdbZk4motIAVjKzJ2moAN7EtGYDWAHAvWTmXgDP+qJkXsjoQaAkMD/s+vthAN8UJisnJ0d6bNq0abqU6y3rzJkzN/wagSpLL9v11ssfsny1XU+9bkrbL10C5s4F9+kDLlsW4X36IHfxYqR27IKtn36Fnzdtx96xb+Jik+Y4ffasUNZpiV6y8qLU0eqjZHX84ZPCoGc/LUATZn4SwDUAYGX2oXh6qwDeDFpRzDwfysgIZs4BIJ7a4x3c9CBtKf/ql28AuJuI9gG427WvCdkMIwD49ttvdSnXW9alS5du+DUCVZZetuutlz9k+Wq7nnrdNLanpsI6axa4fXtw2bJAnz7IWfUDUjt0wdJXx2P9b7uwZ8IUXGjZOh+bxaWLF8V6+VhelDo5Gn2UrI4/fOIFdOunBcgmoiC4KJ2IqCxc44s38CZP6yoRRea5QFMA4rvQCzDzz5Dn23ny8RswYODWRWYm8O234I8/Br7/Hi85nUgPMuPMwEdx9u4OuFSvIRAUhMO7dyFZI3XDgG+4wf30VACLAJQjotcB3A8v2N3d8GbQeg7KK2EVIvoFQFnXRYodWnkJ48fquEk4AAAeiklEQVSP16Vcb1mxseLFPwNV30C0XW+9/CHLV9v11Ksk2v7uoEHAsGHgzz8HnT+PrJjySH3saRy4qwOobgOPvCjZNbSO+VpelDpWjT6qOPuC4gQzf05Ef0AZ/AhAd2b2mrCi0EGLleSyVgCSXBf4m5nF2ZgBBFnyqa/lestyJwLeyGsEqiy9bNdbL3/I8tV2PfUqEbZnZgK//AKsWAFetgzNduyA02rFmbs7IvWBPjjfojUQFIRLly4iQpDI69SYUCY75mt5Uev4KssfPgkARAFIZ+aPiagsEd3GzIe8qejVysVE1BzKXH11kGNmT9pmL0FEswB0BnCamWu5yl4DMBSAOzo5kpmXackJCgpiWVyrYcOG+P3336+7XG9ZISEhQqaFQNU3EG3XWy9/yPLVdj31CkjbmdHz9tvx9SOPgFesANasAaWng81mXGzQGH/Vbwx65AnkRORnet+9exeSk2t4XENWXpQ6esrasnUL6tfzXBVbVsduMeHpbvfccJ94wYihSx8tkf0qgIYAkpi5GikrFn/FzOKlpwug0DctIpoDoAqAbfhnAgZD4aUqKmZDWb2yoIx3mHnidcg1YMBAIMLpBHbsANatA69fD6xbh69PngSeeQYZt1XGufv74HzLNrjY9A7khoYqHXqEeMkWA37BbNy4Pvo+APUAqCsWu6iivII3Ma2GUKjkfX//lYCZ1xFRpeuVo8Vd1qtXL13K9ZYlWzspUPUNRNv11ssfsny1XU+9/G57bi5w6JAySO3YgcVOJzgyEuSaLZdVIRYXmrTAkeQayL23K67Fey6zVFqyzpav5cUty6zRR8nq+MO/hUGvPlqCLGZmInJP7vNtXS8vspe/gkKcqDcjRiUAO/LsvwaFNfgvALOgEDGK6qk0TkQkpXGqWbOmkMYpL+VJXnogu90upXGy2+1CGie73S6kcXrxxRelNE5ms5mZPWmc8lL75KUHstvtQhqno0ePSmmc7Ha7kMbp888/F9I4ue0T0Tj17t1bSONkt9uFNE5Hjx6V0jgRkZDGae/evUIaJ7deIhqn0aNHC2mc7Ha7kMbpm2++kdI42e12IY3T0aNHhTRObr1ENE7ffPONkMbJfa8WpHEaPXq0lMbJbrcLaZz27t0rpHFy61WQxqlq1aoefmJW6IHcdQrSA/Xu3VtI4+Q+Pzw8nNnp5DsSEribzcYvWSx8oGVL3hcRwVcBhWzHte03W/iLUuH8dvOWvCoP9VGNBo35x0NnuFHru9SyT9f+xr2fHM7xidU4PjGJR0yezq/+72P1ePdBj/K8TdvV/TrN7+QfD53hOs1aqmXzNm3n+wY/ru6//N6HPGLydHXfTePkvkZBGqf4xGpSGid3nYI0Ts3uuVdI43Rnlx5SGqfBL74ipHFyt3lBGie73S6kcZo4caKUxiksLEx9nnylcSpqH+1F3/88gA+g0AIOBbARwNPe1tdaufhbKJ8BwwDUBfCby1D3YOc1lbxEfiUA3+X5XloOwFnXNcdCGSg11+wyYlolK95jxLRKaEwrOxs4ehTYvx9vDh2KFzp1ArveoihPrlFaRASyatVFWlJ1XK1WHWnVkpFetRo2790rjOsEahzKiGmp51TCdfbRGrLvBnAPlMl9K5h5lbd1tT4P+jW2xMyn3H8T0Uwo9CEGDBi4kWAGLl8GUlKAEyeU/1NS8OLRo0oS7/79oCNHQK4fhy8AyPnyS6RVq460Tt1xtVp1dfvr1ClpZ2+g5ON6+2giehbALwC2ugYprweqvNAatOrluYCci0QnEFF5Zk517d4HYIcXdaTHEhMTdSnXW5ZsjaRA1TcQbddbL3/I8tV23fS6cAEdIyKAr77KNzDxiRPglBT8fPAQIFgfrEtoKK6cPI2MGrWR0aErMirdhoyKlbCHghDTqLFw/SjbRTHngEnynNps4rWxtI75Wl7csmS2a9Xxx/1YFBSljy6AOABTAFQnor8AbIAyxmxk5vNe66HxeXAigOZQVpUs8gUksr+EsrxyFIBTAF517deF8up5GMCjeRpIiJCQEJYt1Beo0HqVv9lh2H4Dbc/MBLZvVyc/qJ/vTpzId5rTakVWTHlciy6HzOgYZMaUR5br/8xyMcgsF4Os6HLIDQnVTTWtz203O3y13W4xoVmsfCKIXvBiyrsufbREthXKBL/mAJq5tovM7FVDSbkHmfl5Zm4OZbnlkQDOAxgEYAcR7fJV0QKy+zBzeWa2MHMcM3/EzAOY+XZmrs3MXb1pDK3EuQ4dOuhSrresffv23fBrBKosvWzXWy9/yPLV9kKvn5MD/Por8N//gu++GxwRATRqBAwcCOd77yHteApONr4D+198BcvHvIlfl63B+j/2YM2e49iw9nds+Wopdr7/EZb3fghHH30Kp7r1xMWmdyDjtirIDQnFvn17JXaIy7WOXZOsfl0UWXrq5Q9ZMtu16vjjfiwMevXREtihrM0V7tpSAPzqbWVvpryLLrDdZzX9jLMSZmdfy/WWJWN9DlR9A9F2vfXyhyxfbfc45nQqb1KrV2Pkpk3gMmVAV64AAK5Wr4ELfR7CzvKxCG/XHhkJlYA8U60P7t4Fm+TXvkwvX8u1jsm+5hRFlp56+UOWzHatOv64H4sDRDQDQE0AV6AMUhsATGKF5d1rSActvS5gwICBIoAZFa9dA6ZPB69eDfz0E8jVAd0eUwEpbe/GhWYtcKHpHciOUtZLOrB7F5IrVylOrQ0Y0EJFADYA+wCcAHAcgJxSXwKtmNb3UL5n7oAyYG2EMmf/upOMJRQhZQDMg5IbcBhAr8IGSK1FINPS0hAa6vld3tdyvWXVq1cPW7duLTH6BqLteuvlD1le2c6sfPKbOxf89deg48cBAJnlK+B885a40KwlLjRrgYyYGJhMnkmrTmeuT+VFqVMUWbt27UKNGp5vesWtlz9kyWyX1bFbTLg93HrD78ci0jj53EcL5BKUl6Hmrq0WlNDTRmZ+1RsZWjGtDgAa4Z+p7/8HYDMRrSSi0b4oKsBsAAU/to4A8CMzVwXwo2tfE9nZct7e119/XZdyvWWdPHnyhl8jUGXpZbveevlDltT2ceOAbduAESPAlSsDzZrBOX06zibfjk3Pj8LG1Zvwyy/bsHviezjZ80FkVohFaqo4lOBreVHqFEVWdo74OS1uvfwhS2a7Vh1/3I9eYDZ06KMLghXsALAMwHIok/uqAHjGWxmai0DqcQGJ3HVQRte86AbgE9ffnwDoXpgcGXs0AKxaJU4B8LVcb1mXL1++4dcIVFl62a63Xv6Q5WH7nj3A6NF4dOpUoF498MSJOF+pCnZNfA/rf9uF7TM+xR9t70HGbVU8ppfL2tHXcn/JkhEAFLde/pCltVBtcfYFhUGvPjoviGgYEc0lomMA1kF5k/sbQA8A3k+Z1KDaGAZgLoBjUOg25gB4AkAdAKai0HcUQhFyscDxC5J6Ko0TACmNk91uF9I42Ww2IY2TyWSS0jiZTCYhjZPJZBLSOFWoUEFK4wTXb4GC9EChoaFCGieTySSkcWrQoIGUxslkMglpnBITE4U0Tm77RDROUVFRQhonk8kkpHFq0KCBlMYJgJDGKe8189I4ufUS0TjFxcUJaZxMJpOQxikpKUlK42QymYQ0Tg0aNBDSOLn1EtE4JSUlCWmcAHD14GC+PGoU/x0SwgxwLsB7b6vC87o/wLVvq+JBDxRXpSo3b9/Jgx5oyrc/8j0P9PWgB4qrUpXjE5N4yEuv5aMHat6hM/946AwnJCVzfGISJyQl84+HznCbrj3VOu8tXsFDXnpNrdP3mRd44peL1f17HujLK/alqOcn3l6Hfzx0hpu37/QPXdIHn/HDz41Q95/97zs8/uO5HFtZqdO5/0Be8tcB9XhSvYZSGif3dQrSOLXv85CQxqlm42ZSGqfHR08Q0ji5r1GQximuSlUpjZO7TkEap4Zt7hbSOLXofJ+UxqnXE8OFNE7u+6sgjZPJZBLSOOWlpitI42QymdTnSQcaJ6/6aI0+fxKUtRivixZQK6Y1Ca7crOuY2iiFgCLkIjNH5Dl+gZk1aZ6Dg4NZNu193bp1uPPOO6+7XG9ZSUlJ+Pvvv0uMvoFou9563RBZzMCRI0re1F9/Ydu4caibkQEAuFSvIU516Y7T93bD+ZAQhIaKCa7T0q4Ij+lV7i9ZO3bsQK1atQJOL3/Iktkuq2O3mJB9YMcNv7eLSOPkcx99IyCdPcjMz/lTEQCn3BnXRFQewOnCKsgGXCBwv4nL4nCBqm8g2q63Xtclixk4fVpN6o1dsgScnq4k9qalqadVSKiMAw/2xanO3fOxmmddkOfpZ0naS69yf8mSPafFrZc/ZGn1UbI6/ri3iwif++gbAc2Ylp+xBMDDrr8fBvBNYRW08ineeustXcr1lnXq1ClheaDqG4i2662XV3WcTuDYMWDNGhx44QXg6afBbdqAo6OBmBjgrruAZ59F+d824yKCcLzHg9jz+tv4fcFSrP3zAD5953848vgzHstwnJJM0NA6ple5v2TJJiMUt17+kKU1EUNWxx/3dhHhcx99I+BNcrHuyEsRQkTHoVCEvAFgPhENBnAUwAPFoZuBWxSZmSpZrJuj77ljx8BdugAHDgAHD4Jc7AYjAeR+PBtp1arjarsOLlbzZFytloQ/z5xFco2axWuLAQPXiUDuo4tl0GLmPpJD7XyRo7UI5EMPPaRLud6yIiMjb/g1AlWWXrYXWic3F7h2DcjIULZr1/B/bdoA3377D5O5izAWJ05g/cFDQLAneekDwXZcPXAI6QmVkdGyHTISKiEj4TYcCw1DaO26QtLYSMnXILNZ/KjJ2kTrmF7l/pJVnLYXtyyZ7Vp1/PH8Fga9+ugbgWIZtPSC1qDVsWNHXcr1llWqVKkbfo1il8WsDBw5OcqWnQ3k5KCa3Q7s3fvPYOIaUB4gAmbNAq5cybf9KzUV2LQpnwxkZwPZ2Rh68SL4k0+AjAywSxZlZOCpjAzgGc+MjD4AMFFJOWSTCdlly+JaufLILBeL9Fp1kVs+1kUY+w9x7FW7HbZgu4csS+Y14YAFAOECxnQACJIkq8rO1zqmV7m/ZBWn7cUtS2a7Vh1/PL8lGdLZgyUBxiKQBcpdg8WdjRph3YoVQHq6smVkAOnpeHLwYLz/1lvqYOEeON5/+208OXiw8omswPbDsmW46847gcxMcFYW4Nr279yJKvHx6nl07RqQmYncjAyYr/OectpsyA0Nw1WTCbbQUHCQGU6LBRwUBA4yg81BuJKTi+DISDhtwcgNtsMZHAxncDBOp6WhdGwcnDZlPzc4GM5gO46cP4+yDRohs1wMsqPKgvP8AvbHIoGyxQD9sXhhcS+QWJy2F7eskrwIZKAi4N60iOgwFL7DXAA5zNyweDXyHcSsDAp5OnlkZQGZmajldAKbN3sMDvecPw/Mnq3Ucw0AuHYNw44fBx57TFmo7/Jl8KVLwOXLWLJ3L5yxsaAC8okZ6wCgXDkPvd4HgO6e+YBPAsDYsXDabHBarWCr8r/TakPd0FJI238ITosFTqsFTqsNzpBSCKpdH2ciI+G02sBWq3K+LRhnLl9CmZjyyuBiMcPpGmQ4yIzDp04hrlqSMsDYbOpgsy81FQm16yAnNAy5IaFgiwWAvp3Hod27EHyLLo9hwEBREKh9ccANWi60YeZC6Ym1FoGU5UbcXrPmP5+a3J+wcnPRrEoVIDVVKcvNVWaLuf7uWKGC8pkqb5wkIwPPBgUBI0YAqanglBRwSgooNRWbL1wA7J6flQAX/37jxh7l4wFg4ECP8r4WK7IWLkJuaBhyQkORExqGnHKxSI+ugJNlIl2DixVssSpvIxYrzmakI7x8BTjtduTa7XDalP9PXLiA6Ntug9M1WOTaguG0BePQqZOomFhV+Mnr8OFDqFTptusuB4Cdf26DpU5dj/KM0odwLa6iR7ld0oZax3wt95csk0k8Udcfet3Kthe3LJntWnVkfZev5YUd8xJe9cX+RMB9HnSN7g29aajbTSb+s1q1fwahnBxQ3gGpwABEGpQqRYXTYkF2dDlci45BZnQ5ZEWXQ3bpMspbi8UKtrjeTqzKgHL09GlUqFzF9UajvM04bcpbitNmc23Ban1o3PQlDcZigIbttxpK6iKQrnMOw8u+2J8IxDctBrCSiBjAB8w8I+9BInoECpUTqpnN+O5ECnIAlE+shpDSZfDnH78hhwihkWXRqM1d+H7hfOSCQBYzOvYegFXfLsbFy5fgJKDNfQ/gwL6/sWfnDjjBqNOiFUIiSmP1sm/hBBCXWBWtu/TA/ya/iUyTCaawUnjqjUl4Z/xrOH76NC6YCP/++AssWzAPv6xYBly5gn4du+DSlSv47pMPAQANW7VF76FP4Pn+9wMASpUug6nzl+C5fj1x/rSStzTxswX4eMpE7Ny8CQAw6P9GIDMzE5+/9w6YnWjRoTPu7dUHowYPAADExMVj4IhX8d7Lz+PKRYXZ//2FyzDjzXH4c9MGMDvxxMtjcfpkKr7+aDoAoG3X+5CQfDs+njAGABBfJRFjp8/Go13vwrX0dBCZ8OHyn/D2yOexe+sfAIBnxk7A1l83Yt13iwEA7R/og7pNmmHC88PA7ETVmrXx8pTpGNThTjhznTAFmfDilBn4atpk7N+lrMT94sSp2PbrRqz46ks4nU50e2gQKiclY8p/XgQAJNdrgC7/Goo3n3kMAGCzB+ODJT/gP4/9C0f37wWRCa+8NxM/r1yG1UsWAQB6Dn4MbDJh4cxpAIA6TZvjkRdexpM97gWzE6VKl8G7X32HEQP74OTxYwCAR14Zh52/blD8BKDfU8Nhs9kw6+03wOxEo9Z35fNTmehyePSV1/HBmFH5/DR35jRsXvMDiEz5/AQAd7S/FzWbNMeMMS+rfnrj4y/x9AOdcen8eZhMpnx+AoAeQ58AOZ35/NTinnsx5qmhYHaiYmI11U+ZGQr7ywtTpuPb2TPz+eng37uxZM4sEJny+QkA4hOrYuz/Ps7np1nfr8O4Zx7Dvp1/gciUz08AcGfn7qjXpFk+P/3f+IkY3KEViEz5/HTswH4AwMAXX8GR3dvz+Sk6pjzeH/sfmEymfH4CAEdYGKYtXJ7PT69/NAfL5n+Jn7//DkSmfH4CgJqNmmLgM8/n89Okz7/GsAe74fL5c/n89Pva1QCAzg8PQXhYWD4/3durD0YO6gciUz4/Xbl4EcxOTFv0fT4/PT5qNE6fTMWCD6eByJTPTwAQE5+AN2Z9ns9PHy7/CXOnTcaRPbvy+enbz2YDAJq374SWd7dX/ZRYoxZenzYDQUFBCA4OBhEhLS0NNWvWxOHDh3Ht2jXMnz8fixYtwqJFShv37dsXa9euxQnXCtVJSUnYsGGDOjMxMzMTOTk5SExMVBONFy9eDABmIsob7JpRsK9FIX1xcSEQ37QqMHMKEUUDWAXgaVbIGz0QVb4Cz9/4l1BOoAZyfQ1KF7e+gWi73nrd7JMRbmXbi1tWSZ6I4Utf7E8E3LcnZk5x/X8awCIAngEgAwYMGDBwQxGofXFAvWkRUQgUBvkrrr9XARjDzN+Lzo+Jr8hfrN8ilMVgEDwnFvharrcs2S+yQNU3EG3XWy9/yPLVdj31upVtL25ZWm9tojp2iwmNypUSJiXn5OT4VK51zItFIH3qi/2JQHvTKgfgZyL6E8BvAJZqNVJurnw9rePHjutSrresrKysG36NQJWll+166+UPWb7arqdet7LtxS1LZrtWnX//+9+6lBd2rBD41Bf7EwE1EYOZD0JZr8vL8+WDVlraFV3K9ZaVK1m4MlD1DUTb9dbLH7J8tV1PvW5l24tblsx2rTrr16/XpbywY1rwtS/2JwLtTcuAAQMGDBiQokQPWlrcgxUrJuhSrrcsm9V6w68RqLL0sl1vvfwhy1fb9dTrVra9uGXJbNeqM23aNF3KCztWUhFwgxYRdSCiv4loPxGN0DpXaxLJtWsZupTrLcsp+VwQqPoGou166+UPWb7arqdet7LtxS1LZrtWnd27d+tSXtixwuBLX+xPBNSgRURBUCjyOgKoAaAPEUnTybVuiNOnxYtq+lqut6xsycKVgapvINqut17+kOWr7XrqdSvbXtyyZLZr1Xn33Xd1KS/smBZ87Yv9iYCaiAElD2C/KwgIIpoLoBuAXaKTc3NyEGYVfyI8l3IcYXVuv+5yvWWlHj6IsCaNSoy+gWi73nr5Q5avtuup161se3HLktkuq2Mzy0MefoZPfbE/EWh5WvcD6MDMQ1z7AwA0Yean8pyj0jgBaAAgXSIuCAo78fWW6y3LCkA0DzZQ9Q1E2/XWyx+yfLVdT71uZduLW5bMdj31Koq+DgB/5NnPR+PkTV9cbGDmgNmgLN/8YZ79AQDe1Th/hq/HfC2/AbLOlDB9A872ALdRVscn2/XU61a2PQBkCW0PVP/mOe5TX+zPLaBiWgCOA4jPsx8HIEXj/G+LcMzXcr1lXfTDNQJVll62F6VOccvy1faiXN+wPfBkyWwviix/6OuGr32x3xBonwfNAPYCaAfgBIDNAPoy885iVUxHENHvHCCLqfkbhu2G7bcaSqrtgdwXB9REDGbOIaKnAKyA8i12ViA0ks4ICHr/YoJh+60Jw/YShkDuiwPqTcuAAQMGDBjQQqDFtAwYMGDAgAEpjEHLgAEDBgyUGBiD1nWCiGYR0Wki2lGg/GkXBcpOInozT/lLLlqUv4mofZ7yBkS03XVsKhGJF/QJIPhiOxFVIqIMItrm2qbnOf+msJ2I5uWx7zARbctz7Kb2u8z2m83vgNT+ukS0yWXj70TUOM+xm8b3AYHinnNf0jcAdwKoD2BHnrI2AH4AYHPtR7v+rwHgTwA2ALcBOAAgyHXsNwDNABCA5QA6FrdtOtteKe95BeTcFLYXOP42gFduFb9r2H5T+V1mP4CVbv0B3Atgzc3o+0DYjDet6wQzrwNwvkDx4wDeYOZM1zlukrFuAOYycyYzHwKwH0BjIioPoBQzb2Tlbv4UQHf/WFB0+Gi7EDeZ7QAA1y/mXgC+dBXdCn4HILRdiJJqOyC1nwGUcv0djn9ymm4q3wcCjEHrxqAagJZE9CsRrSUiN/lYLIBjec477iqLdf1dsLwkQmY7ANxGRFtd5S1dZTeT7W60BHCKmfe59m8Fv7tR0Hbg1vD7swDeIqJjACYCeMlVfiv53i8IqDytmwhmAKUBNAXQCMB8IqoM5TNAQbBGeUmEzPZUABWZ+RwRNQCwmIhq4uay3Y0+yP+mcSv43Y2Ctt8qfn8cwHBm/pqIegH4CMBduLV87xcYg9aNwXEAC12v/b8RkRNAFOTUKMddfxcsL4kQ2s7MZwC4Pxn+QUQHoLyV3Uy2u5kEekAhc3bjVvC70HbXZ+Kb3u8AHgbwjOvvrwB86Pr7lvC9P2F8HrwxWAygLQAQUTUoTM9nASwB0JuIbER0G4CqAH5j5lQAV4ioqSsm8BCAb4pH9euG0HYiKkvKGj1wvXlVBXDwJrMdUH5d72HmvJ9+bgW/AwLbbyG/pwBo5fq7LQD359Fbxff+Q3HPBCnpG5RPIakAsqH8ehoMpaP+DMAOAFsAtM1z/igoM4j+Rp7ZQgAaus4/AOA9uNhKAnnzxXYAPQHshDKTaguALjeb7a7y2QAeE5x/U/tdZvvN5neZ/QBaQFnq408AvwJocDP6PhA2g8bJgAEDBgyUGBifBw0YMGDAQImBMWgZMGDAgIESA2PQMmDAgAEDJQbGoGXAgAEDBkoMjEHLgAEDBgyUGBiDlgEDhYAU/ExEHfOU9SKi74tTLwMGbkUYU94NGPACRFQLCtNBPSjLj28D0IGZD1yHTDMz5+ikogEDtwSMQcuAAS9BytpgVwGEALjCzGOJ6GEAT0JJqt4A4ClmdhLRDCjLV9gBzGPmMS4ZxwF8AKADgMlQ6HuGQklU3c7M/f1slgEDJQoG96ABA95jNBRWhywADV1vX/cBaM7MOa6BqjeALwCMYObzLj6+n4hoATPvcsm5ysx3AAARpQJIYOYsIorwu0UGDJQwGIOWAQNegpmvEtE8AGnMnElEd0Fhsv/dteisHf8sQ9GHiAZDecYqQFkM0D1ozcsjdieAz4joGyi8jQYMGNCAMWgZMOAbnK4NUJaXmMXM/8l7AhFVhcL43ZiZLxLRZwCC85xyNc/f7aEQrXYD8DIR1WLm3BumvQEDJRzG7EEDBoqOHwD0IqIoACCiSCKqCGUF2ysALrtWqG0vquxiP49j5tUA/g2gLACHXzQ3YKCEwnjTMmCgiGDm7UQ0GsAPRGSCMpniMQC/Q/kUuAPAQQC/SESYAXxBRGFQfkBOYOYrN15zAwZKLozZgwYMGDBgoMTA+DxowIABAwZKDIxBy4ABAwYMlBgYg5YBAwYMGCgxMAYtAwYMGDBQYmAMWgYMGDBgoMTAGLQMGDBgwECJgTFoGTBgwICBEoP/B6PftUQp70IwAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax1 = plt.subplots()\n", "ax2 = ax1.twinx() # deux axes Y différents pour un même X\n", @@ -1107,6 +1134,118 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# autre graphiques possibles (étape 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "nous allons d'abord calculer la quantité de blé que chaque ouvrier peut acheter avec son salaire moyen par semaine " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "quantite=data['Wages']/ data['Wheat']" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "poids=quantite*6.8" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "ax2 = plt.subplot(111)\n", + "ax2.plot(year,poids,'*--')\n", + "ax2.xaxis_date()\n", + "\n", + "ax2.set_ylim(0,5)\n", + "ax2.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax2.yaxis.set_major_locator(MultipleLocator(1))\n", + "ax2.yaxis.set_minor_locator(MultipleLocator(0.5))\n", + "ax2.xaxis.set_major_locator(YearLocator(50))\n", + "ax2.xaxis.set_minor_locator(YearLocator(5))\n", + "ax2.grid(which='major',axis= 'both',linestyle='-',color='grey')\n", + "ax2.grid(which='minor',axis= 'both',linestyle='--',color='grey')\n", + "\n", + "\n", + "ax2.set_xlabel('year')\n", + "ax2.set_ylabel('Poids (kg) de blé / semaine que peut acheter un ouvrier ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,0,'Wheat')" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x=plt.scatter(x=data['Wheat'], y=data['Wages'],c=data['Year'], s=30)#,cmap=cm.tab20c)\n", + "plt.colorbar(x)\n", + "#plt.xlim(0,100)\n", + "#plt.ylim(0,100)\n", + "#plt.axis('equal')\n", + "plt.gca().set_aspect('equal', adjustable='box')\n", + "plt.ylabel('Wages')\n", + "plt.xlabel('Wheat')" + ] + }, { "cell_type": "code", "execution_count": null, -- 2.18.1