From 22b2ea97bc3de5fcf31112a4fef7170a5a058bfe Mon Sep 17 00:00:00 2001 From: Hind-M Date: Thu, 8 Jul 2021 16:20:20 +0200 Subject: [PATCH] Fix issue #24 : Use GUDHI's DTM instead of defining a new function --- Tuto-GUDHI-kPDTM-kPLM.ipynb | 137 +++++++++++++++--------------------- 1 file changed, 58 insertions(+), 79 deletions(-) diff --git a/Tuto-GUDHI-kPDTM-kPLM.ipynb b/Tuto-GUDHI-kPDTM-kPLM.ipynb index c95a9d4..fc79ec7 100644 --- a/Tuto-GUDHI-kPDTM-kPLM.ipynb +++ b/Tuto-GUDHI-kPDTM-kPLM.ipynb @@ -25,7 +25,6 @@ "In this page, we present three methods to construct approximations of $d_{\\mathcal{K}}$ from a possibly noisy sample $\\mathbb{X}$. The first approximation is the well-known distance-to-measure (DTM) function of [**Chazal11**]. The two last methods are new. They are based on the following approximations which sublevel sets are unions of $k$ balls or ellispoids: the $k$-PDTM [**Brecheteau19a**] and the $k$-PLM [**Brecheteau19b**].\n", "\n", "The codes and some toy examples are available in this page. In particular, they are implemented via the functions:\n", - "- **DTM(X,query_pts,q)**\n", "- **kPDTM(X,query_pts,q,k,sig,iter_max = 10,nstart = 1)**\n", "- **kPLM(X,query_pts,q,k,sig,iter_max = 10,nstart = 1)**\n", "\n", @@ -77,7 +76,7 @@ "source": [ "In this page, we define two functions, the $k$-PDTM $d_{\\mathbb X,q,k}$ and the $k$-PLM $d'_{\\mathbb X,q,k}$. The sublevel sets of the $k$-PDTM are unions of $k$ balls. The sublevel sets of the $k$-PLM are unions of $k$ ellipsoids.\n", "The graphs of $-d_{\\mathbb X,q,k}$ and $-d'_{\\mathbb X,q,k}$ for some $q$ and $k$ are the following:\n", - " and " + " and " ] }, { @@ -103,51 +102,6 @@ "$$d_{\\mathbb{X},q}^2(x) = \\frac{1}{q}\\sum_{i=1}^q\\|x-X^{(i)}\\|^2.$$" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following implementation of the DTM is due to Raphaël Tinarrage, in his page **DTM-based filtrations: demo**." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from sklearn.neighbors import KDTree\n", - "\n", - "def DTM(X,query_pts,q):\n", - " '''\n", - " Compute the values of the DTM of the point cloud X\n", - " Require sklearn.neighbors.KDTree to search nearest neighbors\n", - " \n", - " Input:\n", - " X: a nxd numpy array representing n points in R^d\n", - " query_pts: a sxd numpy array of query points\n", - " q: parameter of the DTM in {1,2,...,n}\n", - " \n", - " Output: \n", - " DTM_result: a sx1 numpy array contaning the DTM of the \n", - " query points\n", - " \n", - " Example:\n", - " X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n", - " Q = np.array([[0,0],[5,5]])\n", - " DTM_values = DTM(X, Q, 3)\n", - " '''\n", - " n = X.shape[0] \n", - " if(q>0 and q<=n):\n", - " kdt = KDTree(X, leaf_size=30, metric='euclidean')\n", - " NN_Dist, NN = kdt.query(query_pts, q, return_distance=True)\n", - " DTM_result = np.sqrt(np.sum(NN_Dist*NN_Dist,axis=1) / q)\n", - " else:\n", - " raise AssertionError(\"Error: q should be in {1,2,...,n}\")\n", - " return(DTM_result)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -159,15 +113,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The points are generated on the circle accordingly to the following function **SampleOnCircle**. Again, this whole example was picked from the page **DTM-based filtrations: demo** of Raphaël Tinarrage." + "The points are generated on the circle accordingly to the following function **SampleOnCircle**. This whole example was picked from the page **DTM-based filtrations: demo** of Raphaël Tinarrage." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ + "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def SampleOnCircle(N_obs = 100, N_out = 0, is_plot = False):\n", @@ -206,12 +161,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -231,12 +186,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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KIMGWhKUap+lLmB+iUmBYgsahJ/xgHJqJhgTmHaHRxf83envrKtymD1MpUAHVEnTMUp+ba758i8/OvzHMkWJ0Nfyz0c6Wov3oKC9lPvV77PYOLAu3PKr47v2l4U0EvvqdIlWCCwB3jY9vvlrf3qJ1GIuKXuTz/D+xq2ox1WYJFgYNFUBT7idTHVKgCbZERiSPQ0NDBOziVwgiCl0sgodyXXRcugtNnCEnCiKga4qr+0+uG+gbkpOQTlacv3/5moMFuM3A3yyMvBtLiyjzuMNfTIwuhmA28xWNdJQS+BC4VvxMBMqUUvuAL4DpIpIqIqn4W9x90UEytRk+j4FphTY1aLoGmqBEsLqngu63b4sIrjhHyH2ijSrjICsOvoWhggfGxj8IEdBQNBxdBSEnYUy9ZVf1vZ2R3fyKwK5Z2ANzCJumcGiKBD2OLGcmZ/WczqNj/srtA65CC3FOpWBAQg63DTyHB4+9uNE28bqDJ4+/vO7zsNQsXPrhJ8g1hi/kcqUUy/Lz+feSJcxau5ZKr/ewx4pUKkoqmffmAr5+ZyHVFTWdLU6noQBLNe8VjbRViOgb+J28GSKSh7/HqB1AKfVv4FP8kUFb8YeI3hBYd1BE/gwsDRzqT7VO4mji+LPG8vIf3mm03Bnn4Oa/XsHzz3+NG6lnq3A4bZxx7tgOlLJ1eK0a5hc8x8byr/FYVSTZMpjc/XpGpJzGvuq1aGKv9zTvp/Gg7BADt7IjaCgsbOLEpjk4veeP623n1F3c1P8XVBrllPlKSdSTSLJ3QwvzND+l+0TWlm1i4YHleK1Dcrh0Bz8e5O9weEavkZzUfSCv71jMrsoDTMjox1m9RuEIGvQvGziGZ9YtxI3htwY1REGK00VWfGKjVYZlcdsHH7A4Lw+vYeC02fjL/Pn859JLGZWVFeabDU9FtZuHZs1n9g+bMUyLE4b15d7LppGd3u2Ij3WkfPX6Nzx26zPoNn+klWVa/Ob1uzjx/OPa/dyRSLQ+5TeHqGwqE4khoq/8cRbvPvGZ3y+gwBFn56wbp3L7369m9Ypd/P6X/oAnpcA0Ta69eQqXXXtSJ0vdPA568nl1x0/wWrVPg/57xi52Tu/5E1LsmXyS/3t8VnWDPWvvLQn6LCTashiYfDYHvXvIcg1kdMoZxNmSWy2nYZn8d/f7fFnwDV7LR6+4Htzc/3JGdBt8RMfZVnaA3y35nEX79qCs+j4BDeGV02YyuVduo/3+u2oVD3z9NTVGfRNgdlIS39x8Mx7DpNLjIT0h/rARRkoprnjwdbbvO4DP9M8yNRG6Jbj46I83kuBqv1lk4a4ibhx2VyMflzPOwWs7/0lKZvsrobaktSGiI0Y71JufdG/WtqNz8o/OENEYcN3/XcLEs49l3tvfo0zFyZccz4gT/IPP6GP68tanv2Tp91txu70cO6E/6RlJnSxx0xzw7KPYs4cMZ28+3/tokAKA2tBOn/LxXdHL3DrwPzi0eHxWDfVNPYKODQsTu5ZAN3s2I1PPYWi3GejS9reeTdO5Nvdirul7EaaysGl6i44zoFs6b5x+FZZSbC0t4v5l89lWdoDhad25d9xU+nVLC7nf22vXNlIAACU1Ndzx7od8u81f0TglzsV906cyfWjj/Ihalm/NZ09RaZ0CALCUwu318cmS9cw8eWyLrq05zH/re6xQtg0RvntvCefcdnq7nTsSUYBPdd0kz5gSaEOGjO/PkPH9Q65zuexMnjasgyU6cjaULeKTvf+m0izFLk4UJg5p+IQPtYqg0jgAwAU5j/DRnnupMQ4iomEpi0FJp5CdMJp+iSfh0lv/pN9cRASbtEwBBKOJMDi1O6+cPrNZ24ebVXtNk2+276wb0PdXVnH3h5/zcmICx/YOnaS2o+BASD9Tjddgc15xM6+gZbir3JhG4+gsyzTxVHva9dyRiEIwu3ATxpgS6KIopdhSuYtyXxWDk/qSbG9sww4mv3oLr+68D0+QScen3IDCjgoZegmQoKehiU6qow/X9P8PxZ5teK0qslzDsGlNmyxKPVspdq/EpafTM2ESutiP9DIjiktGjmTbN980mg2YlkIZZiBI1Y/HZ/CHz+aQYHNgobhw9HAuHjsCeyBwoH+PdHRNA+oPxnEOG0N6t7hJVrOYeM443nnko0YDvmgaE846pl3PHalYIR1EXYOYEohwdpeXMmvrWkrdNUztM4BTevdDa8KerJRiXfk2Ht/8H8p9lWjiL7Z2aZ8zuCznzJD7rC9byDt7/laXTVsfwULQVENFoNDQOCnz2kNbipDpGnjYa7KUyeLC+8iv+jpwBh1dnEzr/QzJjn6H3T9SuWzUKL7csoWVBQVU+3zE2fw/L80ruAlSDAqUBZsLiuu+8U2FRXy5cQsvXHkRIsKxA3vRJzOlkU/A5bBz1oT2nVEOOW4gp10zmTmvfYu7yoOI4IhzcOFPzqTPkJC5nF0afwG5rqsEYo7hCObTHRv5+defYioLn2URb7NzXFZvXpx+MbYQhehWl27lbxv+Q4VxEBo8vTs1B/cMu5ljU4cD/tIM3+x/hyUHPqHGqmhSDkHhFB8OzYGhvPgVgI1Te9zGMWnnHvF1bS//kB+K/o7ZIKQ0yd6HM3NmRXVZBqUUC/fsYVl+Phnx8Uzt358z/vUybqO+EpAGlh4FOGw6I3t2Z1BmBleMG02fbt14eNZ8vljujw46cXhf7pk5jez09jetKaVYNX8dc//7LbpN57RrTmHEidGZ2Nhax/DQ0S713IfNay95cr9tMcdwjLahxvDxy28+O5S4BFQbPpYW5vHxjo1cMGB4ve0L3Qf5/Zpn8VgeHFpj843H8vLx3q/rlMB7ex5jU8WSwKDeNAohwzWaUzLPp9RXQKazH30TxrZ4sN5W9l4DBeA/S7WxnwrfLpIduS06biQgIpyYk8OJQaVNbjlhPM8vWkZNIHFQGjx31X70GiY/5O1jZX4BH6zZwP/NmMofrzmDP15zRgdJfwgRYezUkYyd2qge5FGHv7NYzCcQo4NZWpCHHmKQrTZ8vL91XSMl8Om+7zFClFoIpsJXBUCpdz+bKhZjNIrrD41dXJzT60f0cOWG3cawqimuWYYmNjLijkNrwr5vhVE8gmCpxtE10c6dkybSu1syzy5cxoHqanolJbG9qKT+7ADqQlEtpXAbBn/6Yh5nDh9CvCO6fSXRjlKCV7U+0CBSiSmBCMWh62Hr3Dj1xoPCvpoDTSoBh9g5IcOflVvk2YMu9mYpgT5xw7ikzy/p5gjvjMyr+IyVxX9EqM2G1piQ9Q8y4saF3D4naQYVB3djqvqOR5sWTzdH6OiqaEZEuHD0CC4cPQKASo+XUx5/jmA3QSiTsy4aq/L3cUK/yCuYeLRhdWGfQNed40Q547N6Yw8R5x5vs3PF0NGNlo9JGYhLcwCCTwlKHarVYxcbma40ZvSYDECaoyfmYZ64u9kzubX/o9w04MEmFUCVbw8riv+AqdwYqgpDVeGzKlhU8BOMRsljfgZ1m0myoz828ZeO1nCgSxwnZN2PhMkI7kokOh28dPXFdE9KIN5hRw9TSdZCkeDsGqVFohm/Y1hr1isaic0EIhSbpvHi9Iu59vN3sFBYlr+48hVDRnNKr8YRNKdmjeftPXMp9pRiKPAqhUODJFscM/uczvQek3DpTgDSndn0TRjBrqq19WYDOg5mZN/E0KQJJNlDJ0Q1ZE/Fx6gwM5CC6vn0TjwrxLW5OK33i+yt+obC6qXE2brTL/kc4mztG/oYSYzO7sHXd93CxoIiVuTv46E539T5DMA/MUiNi2NUzyMvNxGjrZFAo6KuSUwJRDDHds9m6ZV3MGf3Nsq9bk7K7kvf5NSQ27p0J08e+wve3D2bb4tW4TYrcellpDsr+br4LdKcGpMyptZtf1nOvXy+73lWl87DVAY9XP04O/tH9I4/shILPqsCRahZhYXPqgq7nyY2eidOo3fitCM6X1dCE2F4z+4M79mdsho3//puMXZdR6FIdDp5/ooLozpSqqsQcwzH6FTibHbO6T+0Wdsm2xO4dcAFaLKb1WU7MZQPr38uy6w9/yHVnsaIbn6/gENzcl6vH3NO9o+wlIlNa5nzMSt+Mrsq/oep6leZVCi6x01s0TGPRu6YfDyXHTuK5Xv2khLnYnxOrybzQWJ0LGYsWSxGtFBlVLK67AeMBjZ/r/LyReGHdUqgFk20sJU5m0Nm3EQy446nqGZxnSLQxUW/5MtIsPc5zN6NcZvVfLHvedaUfYulDPoljuXs7NtIc/RosYzRQnpCPNOHHj7ZDgL5CLv3sGpfAdnJSZwxaCAueyyKqD1QCD7V/kNloOf6W0AusBOY2bDfuoj0Bf6H359rB54MVGpGRMYBLwNx+Cs336WakQgWUwJdjAqjHF1sjZQAQIm37at0iwgTsh5lX/U88io+RRMHfZMvIDPu+CM+llKKV3f8nkLPzjrH9fbKFTy/7Vf8ZPC/iNObLn1xtOD2+bjm7VlsKirGEyhZ/ec583jryssYkJ7e2eJ1OWodwx3APcAcpdSDInJP4POvG2yzDzhBKeURkURgrYh8qJTaC/wLuAVYjF8JzAA+O9xJu66hK4rYVV7CD/v3hm1UcjgMy8QK9M9NDxPJI2gMTGyeWelIEdHITjiVCT0eYXzWX1ukAAD2VG+k2JtXL3JJofBZHlaVzGsrcaOeZ5csY/3+/VT7/G0wq30+St1uzn75VT7btLmzxetyKARTNe/VSs4HXgm8fwW4oJEsSnmVqoutdhIYw0WkJ5CslFoUePp/NdT+oYjNBDqRopoqbpn9HhsOFmHTNCyluPe4U7h2+LHN2n9P1V6e2PoCe6r3oonG+NTR3NL/Ki7oNZP/5b+J1/InZQmCU3Nyds8L2/NyWk2xJy9kJU6f8lDg3tEJEkUm761bhydElU+fpfjlZ5+R7HJxUt9YbkFbcgSO4QwRCa5p82ygP3pzyAp0XAQoAEKGholIH+ATYCDwK6XUXhEZD+QFbZYHNKvQU1t1FpsBPA7owPNKqQcbrH8MqA1NiQe6K6VSAutMYE1g3W6l1HltIVM0cPPs91hbXIihrLpikQ8snc/AlHROzO7b5L6rSjfwwIbH6z6bymTpwVXk1xTw8Jj7SLVn8EXhR5R6DzIocShnZ19EhrN5jTE6iwxXb0JlTdnFSQ9X10siaylNWXk9hsk/vv+eCb171VUkjdE6lOJIQkSLm6odJCJfAaEcXL+tf06lRBoWGKlbtwcYLSLZwPsiMqu5woWi1UpARHTgaeB0/NpnacBGVddFXSn186DtfwIE16OtUUqNba0c0caOsoNsPFjkVwBB1BgGz69d1qQS8JheHtzwT5Sq17ESC4sizwHWlW9mdMqxjE5p3owiUugTN5RMV28K3Yd8AoKGXXMyNnXqYfY+erhg+DCeW7oUb1DDmbrRQmD53nxG/vsJzh40hPunnk5czGHcKvyO4bZRqEqp08KtE5FCEemplNoXMO/sP8yx9orIWmAysAAIrnLXG8hvjkxt4ROYAGxVSm1XSnmBN/HbtsJxBfBGG5w3qjngrsEeohIoQGF1Zdj9fJbBZwXfYmGFrPHvswz2uQvbSswORUS4NvfPjO42FZs40NAZkDiWWwY8jEtP6GzxIobbjp/AwPQMwD/4BysASxTKAV7L4n+bN3DKq89T7jn6GsG0NR2UMfwhcF3g/XXABw03EJHeIv5UexFJBSYBmwJmpHIRmSj+5JJrQ+0firYwB/UC9gR9zgNCegYD4U39gLlBi10BG5oBPKiUej/MvrcCtwLk5ES/vXN4WmajWQD4awZN6xPa9PFlwWL+tfV/gcgfIU4npCLIiY/emu8uPZ7ze9/J+b3v7GxRIpZ4h53/XXMlv/liNu+vX48RsA8pTfmDBoPuiaKaaq778F3+d+mVnSNsF0AhHdVU5kHgbRG5CdgFzAQI2PtvV0rdDAwDHgmYigR4WClVa06/g0Mhop/RjMgg6HjH8OXALFW/zkBfpVS+iPQH5orIGqXUtoY7Bpwrz4K/n0DHiNt+xNsd/Hr8Kfxt2aHG5A5NJ80Zx40jGpsU15Ru46kts/BYtRFEOi7d8NemD7o/s1yZDE6M2c+7Orqm8eCM6Ryf05unFy1md1kZhh76Z7G+eD87SkvolxI62zzG4emIEFGl1AHg1BDLlwE3B97PBhoXDzu03RHX/m4LJZAPBGcFNWWLuhz4cfACpVR+4P/tIjIfv7+gkRLoitwwYhyDUjN4bs0SiqqrmNZnADeNHE+qK67RtrPy5gYpAAChwuckTvdh1/ymoTR7GveP+nWs1MBRgohw0YgRXDRiBH/+Zh4vrv4h5HYOTSe/ojymBFqIAqxY7aAmWQoMEpF++Af/y4FGc08RGQqkAguDlqUC1YHEhwzgJOChNpApapiU3ZdJh4kEAijylDVaphC8louhyX04O3syJ6Qfg94GDdZjRB83HTOO/6xZic+yGgVY+SyToelHT3G+tke6dHvJVisBpZQhIncCX+APEX1RKbVORP4ELFNKfRjY9HLgzQZpzMOAZ0TEwu+kfjA4qijGIcalDmFXVUGjTGBddO4bcQdxgQqhHUF+TT5bKraQ4khhZPJIbFos3aSzyU5K5r8XzuTK99/2K4IAcTYblw0fhdOm8/bmNRxwV3N8jz4ck9kzNmNsJgraLDooEmmTX69S6lP8acrBy+5r8PkPIfb7HhjVFjJ0dS7uPYUvCxZTadTUNY9xaQ6uyp3RYQrAUhbPbn+WFaUrQPnrDjl1J/cMvYcerq5f2yfSGZ/di3nX3MQjixbw7e6ddHO5uGnMsQzrnsnEt/6FpRRe08Su60zK7ssz0y5ADxOhFuMQSknMHBSj80lxJPGv8f+Pt3fPYdnBDaQ4krikzzQmpo/oMBm+LfqWFaUr6jKRUeCxPDy55UnuH3V/h8kRIzy9kpJ59PQz6z5bSnHCW/+i0neopadhWHy3dxeztq7lssEhfYwxGhDrJxAjIkhzJHP7wAuBzin/MK9o3iEFEEChKPIUsd+9n+6uyM5IbmsqPB7mbNuG1zQ5pV8/shIjr8DdhoP7Kfc2zhOoMXy8uWl1TAk0A38/ga5rOospgRjNxrBCt6TURMPXoF9xiaeS13d+x4KizaQ7E7k6dzITMwd1hJgdwrzt27nz44/RRbCUwpo7l7snTeLGcaH7KncWTcVSqybXxjhErLNYjA7ii30reWX7XA54Kxie3Ic7Bs9gUFJ2Z4tVx/Hpx/PR3o8aDfgu3UVPV8+6z6XeKq5c8CRl3mp8ymRrBawq2cWPB0/n8tyTOlrsNqfC4+EnH3+M26ivFB9ZsICTcnIYkhk5kTjD07qTYHdQ3aBCbZxu49JBMXdcc/CHiHbdmUDXVW9Rxus7v+HBde+yo2o/5b4aFh3YzK1L/s32ysgpATE9azo943ri1PyOaJvYcGpObu9/e73GNP/d8V2dAqjFbfp4etOX1BjeRseNJHymyZebt/L8kuUs3LU7ZFXTudu3h+z65TVN3t+woSPEbDaaCP+adj7xNjsu3f/MF2+zMz6rNzMHx5RAc6itHdScVzQSmwlEAF7L4IVtX+G26j+teUwfz22dzV/HXt1JktXHqTv5/bDf80PpD6wvX0+6I51JGZNIddRPQvq+eEs9BVCLrmlsqShgdGpklv3YW17OzNfeosLjwWOYOHSdgelpvHbFpcQ7DhVh85omVgjloJTCYza+7s7muKzefD/zdj7asZHimiqO79GHE3vmxEJEj4BYj+EY7YZhmby9cyHVPhNLCaIptMBvU6HYUJ7X9AE6GJtmY0LaBCakTQi7TaYziU0hlhuWSZojcgvB/erjL9hfWVU3wBuWxcaiYp5YsJB7pp5ct90pubkhlYDLZmPGoMj0e6S64rh22DGH37AVWJai3O0h0enApnedQdNfSrrrKsyYEuhETGXx02Uvs6ZkN2ZtETBLUKKo/Q1lx0Vfqv/V/Saz7MD2ejMbm2gMTs6md0Jktj+s8npZnr+30eDuNU3eX7uhnhLonpjIryZP5uHvvsMXmBW47HbOGTyY43q1vnjfjvKD/H3VPBYV7ibFGcfNQ4/nioFjI/rJ/X8r1vHwF99S4fZg03SuOWEsPz31xC6Th9CVfQIxJdCJfLt/I2tL9wQNlv4bTSm/aSFOt3ND/0b1pCKecen9+dnQs3h802doCIYyGZrci78fe1VnixaWphq1hHrqv+HYYzkxJ4f316/HY5rMGDSI43r1avVAnV9VxgVfvESVz4uFotRbw/0/fMWuyoPce0xk3gtzNmzjTx/Nxe3zO8p9psV/Fq5AKfjF9EmdLF3r8VcR7RrKLBQxJdCJfFO4gWrDG6IctBCvO7lnxAUclz6wM0RrNRf3PZ6zex/LtopCUh0JZMdH9owm0elgZI/urNpbUC9w0q5pnDl0cMh9hmRk8OuTTw65rqU8t2ERbsOHFSRFjenj1U3LuWPEiXRzNC4u2Nk8NXdhnQKopcZn8Nqildw57QQctuh0mNbiLxvRdZVA172yCMZSFs9v+ZqP89biszS8poYVNPLE6w5+P/JSpvcc22kytgUu3c6IlN4RrwBqeeisM+gW5yI+0Ikr3m6nd7du/OLkEztMhmVFefjC9JnYVnagw+Q4EvaWlYdcbimLyi7R0MY/E2jOKxqJzQQ6gX9s+JK3di3BY/mbwwAYloZNs9AEdE3npMwhnSvkUUj/9DTm33YTn2zcxO6SUkb0yOL0QQM6tFdvv6Q0NpbsrzcTAL9vomdCcofJcSQMycpk6c7GAQxxdjvd4lydIFHbE8sYjtFmVBse3ty5OKAAghFQNlKcTv4x7joceuT/aUzL6jKOv1oSnQ4uG9N58fO3DT+BOflbcJuH7g+npjOpZz96xre/EvBZBrP3bmBJ8Xay4rpxYc4x9Ijr1uQ+v5g+iRtemlXPJBRnt/Hz00/qEvdHLDooRptS6C5Hl9A/jG72eD6b+itsWmTbUN/fvo4HV8ynoLqCDFc8Pxs9iasGHxPR0SvRwsi0Hjw96SJ+t/RzDrirADgrZxh/njCj3c9dbXi45rsXyKsqodr04tB0Xtr6HU8ffxXHZfQLu9/YPj158fqLeXT2d2zaV0SPbkn8eOpEzhgZ2pcSjUSrqac5xJRAB5Pl6oYZwuYrwIiU3hGvAD7euYF7F31GTeBJtdhdzf3L52GhuHZIZNXNaS7Lt+Tx/OdLyCsqZUz/ntxy5kT6ZnWeH2Nqr4F8l/1jDnqqSbA5cNnsh9+pASXeSlaWbCfB5uLY1AHNuq/+s30RuyoP1M1SvZYJmPx6+bt8Nf0X9bLCG3JMTjb/uWnmEcsZDXRgj+FOoU3Um4jMEJFNIrJVRO4Jsf56ESkSkZWB181B664TkS2B13VtIU8kE29zcEW/ibj0+j9sp2bn9sFTO0mq5vPIym/qFEAtNaaPx1ctCFliIdKZvXwzdz71PxZt2EVecRmfLdvElQ++zrZ9neuEFRHSXQktUgCvbJ/LRd/+lQfWzeK3q17jgm8fYGvFvsPu91nemhBmSqg03OysjEyndEegAENpzXpFI62WWkR04GngTGA4cIWIDA+x6VtKqbGB1/OBfdOA/wOOByYA/xdoOdmluWvo6dw+aCqpjng0hCHJPXj6+GsYkdL6RKO2xrAsvty1hX+tXszs3VvIq2zc5hLgoKe6XkeraMCyFH97e149W7ZlKWq8Pp784LtOlKzl/HBwG6/umIvXMqg2PVSbHkq8lfzihxewQsxAgwnnh6oxvdy36l2qja4Q6dMyYtFBTTMB2KqU2g4gIm8C5wPNaRN5BjBbKXUwsO9sYAbwRhvIFbFoonHDwMncMHByZ4vSJMU1VVz8yesUu6txGz5/ATJLA2ncxzYjLgFHB0bRtAUlldVU1DQe2JSCVdv2doJEref9vEWNalCBfyBfU7qLManhbfsz+47noXWfU2MG7++f3a0ty2P6nL/z3Rm/a2uRIx8VMwcdjl7AnqDPeYFlDblYRFaLyCwR6XOE+8boBP5v0VfkV5ZT5fNiKkWV4cNSCq3BE0+cbuP/jT2lk6RsOQmu8G0505LiO1CStqPScIdcLvgVQVNc1PdYpvYYiobgH/z9CkDX/AGSlUYNT22c3abyRgO1TWWa84pGOmr+8hGQq5QaDcwGXjnSA4jIrSKyTESWFRUVtbmAXQWlFEsObOChDW/y2KZ3WF+2s8XH+XL3FowGJgRTKXQ0BiSnYRONnMQUHpx4JpcOjL4OVS6HjbMmDMNptzVaftOM8AXyIplTs0bj0h2NlhvKYlRKbpP7aqLxt3GXkOJyIqLQNAuHzcCuW9g0C7umeGXHfKwoM/u1BVZgNnC4VzTSFuagfKBP0OfegWV1KKWCvUrPAw8F7Tulwb7zQ51EKfUs8CzA+PHjo88D2QEopfjr+tdZcGAtbtOLIMwuWMblOdO4tt8ZR368MMsFYc75t7ZO2Ajhnsum4vUZfLViC3abjmlZ3DTjeM48bmhni9Yipvc8hg/zl7CtsoAa04uGYNds/GzIeSTYws98gunpSqbMV4UtMAMIjvxVSvHitnncPCgy6xi1B129qUxbKIGlwCAR6Yd/UL8cuDJ4AxHpqZSqDU84D6jtvPEF8ECQM3g6cG8byHRUsqp0GwuK1+IO9AFWKDyWjzd2z2F6j+PoEZdWt+3KA/k8tnY+m8r2k5uUxl0jTuaE7ofsxSLCtN79mbNnW12FU/BXAz0tZ0DHXVQ747TbuP+GM/nVpVMoLq+iV0Y34hxHHpETKdg1G0+Pv525hav5pmgd3WzxnN9nIoOPoEPdvaPO5brvn2mkAAh8fmXHfG4cOLXJkNGuhEIwrK57ra1WAkopQ0TuxD+g68CLSql1IvInYJlS6kPgpyJyHmAAB4HrA/seFJE/41ckAH+qdRLHOHK+L16Lx2ps9xWEpQc3cm4vfw2cpUW7ufHb/9ZlpR7wVHHrd2/x2PEXclqvQ+Uq/nzC6awpLqTc66bK8JFgs9PN6eIPx5/WMRfUgaQkxpGSGHnF2VqCTdOZ3vMYpvdsWf+AMak5DEzIZFfN/pDrPZbBv7d8xh2Dz26NmFFFtNr7m0ObJIsppT4FPm2w7L6g9/cS5glfKfUi8GJbyBFJKKVYtj+fuXlbSbA7Ob//cPokNp1+31ridCcaGib1bbaaaPXsxH9dNbteWQIAt2lw/8ov6ymBrPgk5l9yC5/v3MzWsgMMTElnRt/BOKOgpEWM1vH8ibcyfe5fQqxRaGLxXt73R48SUDFzUIwjRCnFz775iM92b8Zrmtg04cnV3/P3E8/kvP6hUijahtN6jOOdPfMxGzjulFKcmDGy7vOmstBPeHury/GYRr1B3qnbOH9AY5kr3R7+9fViPlmzCU2EC8YO59aTJ+Cyx26prkCKI56ZORN5e/fCwJLaiCHQNb+Z8Wiho3wCgbypt4BcYCcwUylV0mCbvsD/8Af12IEnlVL/DqybD/QEagKbT1dKhf6xB9F1DV2dyLtb1/Lh9o14DRMUGKbC4zP41YJPqfS1X8JNn/ju3DnoQhyajXjdSbzuJE538MdRN5BgO1TNMcOVGHL/eJsDRzPKCximxVUvvMVri1ZSWF7JvrIKXlywjBtfnhWVWcNHM27TzTt7PuRnK37LL1fexyd7v8QIZA3/bOjZ2HUTTRSChSYWdt1EBLrZI7dNaHvQQdFB9wBzlFKDgDmBzw3ZB5yglBqLP8n2HhEJdvhcFZSUe1gFALGZQLvwl6XzUCjqZ1QplILv9u5iRt/2K6x1VvZEJmWOYvnBzdg1nXFpQ4jT60eF3DFsEvev/LJeUlCcbuemIcc3qwjcvE3bySspxxvUVN1jmGwqLGbpzjwm9OvTxN4xIgVTmfxx3d/Jr9mHT/kH/rfzPmB12XruGXoXNk3n0j4nMStvQb39NISfDDqnM0TuFBSC2TGO4fM5FC35Cv5IyV/Xk0WpYKefkzZ4kI8pgTYmr6KMMo+bRim1CIZlYeuA0rrJ9gSmZoV3Cs7sN5Yybw3/3PBdXevEawaO545hzctgXpNfQLW3sTnAa5iszS+MKQGgtKqGD5atZ8f+g4zp25MZY4dEXNTRDyWrKXDvr1MAAF7Lx6aKrWyr3MHApP7cNeQ8Ml3JvLxjDjWml2RbPD8edDZnZEdnscCW0kGO4aygKMoCICvURoFk20+AgcCvlFLB6e0viYgJvAv8RTVjah5TAm3Mw0u/9ferDXHPKAWTevbtcJkaIiLcOvRErh98PMXuStKdCUfk7O2dmkyc3UZNg5aCDptOdkpkNj7pSLbsK+a6f76NzzBx+ww+XbGJf325iDfuupL0CMpE3lSxFbfV2DxpKostASUgIlyVO5Ur+07BUCZ2zYalLPKq9+HUHWQ60ztB8o5FHZljOENElgV9fjaQ4wSAiHwF9Aix32/rn1MpEQk5gCul9gCjA2ag90VkllKqEL8pKF9EkvArgWuAVw8ncEwJtCFVPi+f7tgcUgEAnJ07pEVVIdsLh6aTHX/kEUtnjRzCI19+h9tn1CWUaSLEO+xMG9q/bYWMQn731hf1ahLVeH14DZPHP/uOP82c3omS1SfDkYZDs+Nt4OS1iY00R0q9ZSKCXWysKdvIU1tepNqowcIi25XFr4beQXdXRgdK3vGo5iuBYqXU+PDHUWHjq0WksDanSkR6Ak3a9JVSe0VkLTAZmKWUyg8srxCR/+Kv63ZYJRBzDLchRdVV2EQDk+DSK6BAR7j/xCPP2o1EEl1OXrt5JkN7ZGLXdey6xqheWfz35stw2I7O5wqlFMs37eG1L5ezeWeR//ExCNOymLNmaydJF5qTMo5Hl/qBAILg0Owcm9q4DEiR5wAPbXiaMl8pPuXBVD721ORxz+q/HLZCaXTTPKdwGziGPwRqy+lfB3zQSBKR3iISF3ifCkwCNomITUQyAsvtwDnA2uac9Oj8xbYTPRKS/G+UgKH8KlYAC07p059uzsjqt2paFi+t+IGXVqyg0uPhhD45/HryZPqlHr6a96DuGbx3x9UcrKpGREiNj45Eq6L95Xz0/nJ2bC9i2IhenH3uMXRLaZ2JprLGw+1/f4ddBSWYloXms7Br4EtSoB0aGDqyV3FzSLIn8tthv+DJLc9R4i1FoegZ14OfDboNu9Z4xjqn8DsM/H7J4PiBGquaT/d9xTnZkTPLaWuOYCbQGh4E3haRm4BdwEwAERkP3K6UuhkYBjwSMBUJ8LBSao2IJABfBBSADnwFPNeck8aUQBvi1HUuHzyG19evwKNManO24mw27j4u8spG/37OHD7YuIEaw2/b/2r7Nhbl7eHza6+lR2JSs46RlhA5Nu7DsWXTPn5x12sYPhOfz2T5sh3Mensx/3z2Rnr0TGnxcZ945xu25RfjM/x/cAGwwFYNRiAa12nTuWDCiFZfQ1szIDGXx8b+hWLPAXRNJ80R/gFgT3UeSqlGpSQAvite0mWVgFJgWu2vBAI11hoVZVJKLQNuDryfDTSapimlqoAWeetj5qA2YldpKdNffYW3Vq5B8+robh2nsnFCdh/eOvcKhqd372wR67G/spL3NqyvUwAAllLUGAYv/bCiEyVrPx79+6fUVHvx+fyhrV6vQWWFm2f++VWrjvv54o11CqAWAXSff/CPc9gZ3bcnPzp9YqvO016ICJmujCYVAECf+F4hFQBAma8k9IouQlcuJR2bCbQBllJc9e477KuoOGQKFtB9On+YeBpDMiLPabbl4EGcul4v1h/AZ5r8sC86G6o0hcfjY9vWwkbLLUuxbMn2Vh3bNENH4YkId593CsN7ZzGyT1azcjAimbN6nsoHez8NsUbhtcpYWbqMsSlhfaJRi6LDzEGdQmwm0AYs3L2bwvJKlInfBGQBJngMg9dXr+pk6ULTJzm5kQIA0EUYmJYWYo/oxqbraGFyNJyuxvX3j4RJo/uha/UHCRHhuGF9uOzEMYzK6RH1CgAg2Z7EhdlnUr/IuEJQ6OLhy4JPOku0dqbDHMOdQkwJtAGvrFiBZSl/6V0ORYgqEwqrKjtRsvDkpKRwfO/ejVpCOnSdm47teolAuk3j5ClDsdvrX6/TaeOcc1tWbbOWX14xhdSk+LpkMJfDRrcEJ7+5tutVW52cOYEUO9jERMPCqRkk2jxoAuW+8s4Wr91QqnmvaCRmDmoDvtmxs9GyWkUwNTd8T9fO5p/nnsd9c+fw8aZNWErRp1s3HjjtNAamd40EoM2bC1i1ajfJyS4mTx7CT38xg4KCUrZv3Y+maRiGybjx/bnqukmtOk/31CT+99cb+WLxRjbt3s+AXunMmDiMxLjmNXGJJrq7snDpGor6bSx1dIYnjwyzV/TTlc1BMSXQShbv2YPPbNx4vZZzhwwJvSICiLfbefiMGdx/6ml4TJNkZ9cYtCxL8cADH/L9gs2YpsJu13jqydn87aHLeeKf17N1SwF780vo1787fXLaRuHFOe1ccPKoNjlWJKOLjcv6XMN/d72EV3lwaQYJmg9NNAYkZGEpE00iKxS2tfijg7qu0aTrXlkH8dT3i/xvGk4FFXRPSCDBEfkDq9Nm6zIKAGD+vPUs/H4LHo+BYZjU1PiorvZy3+/fxbIUAwf14OQpw9pMARxtTEyfxE8H/z/6xcWRZnfj1H3YNQ9zC19m1u6/dclKsl3ZHNQmSkBEZojIJhHZKiKNyp+KyC9EZL2IrBaROYGa2LXrTBFZGXh92BbydCSbi4vrZQYH/z8+u1eHybG7opSffvshx73zJGd89AL/2762S/4Ym8Onn67C7W5c4M7t9rF5074Qe8Q4UhJ0G5YqhaAGRj7lZlvlCvZUbwi7X7SilDTrFY202hwkIjrwNHA6kAcsFZEPlVLrgzZbAYxXSlWLyI/wN5q/LLCuJlAbO+qo8HgoqQ7YRkPMBK49ZmyHyJFfVcY5n7xEpc+LhaLIXcVvFn/BjvISfjE28pLU2hvTCheySaOGOzFaxo7KVZjKaLTcpzxsq1xBTkL7NU/qaBTRO8A3h7aYCUwAtiqltgdqXb+Jvy52HUqpeUqp6sDHRUDvNjhvp7Ng525/dI06FBUkgZpBSQ4Hx/XpmMt8Zu1iqg0fVpAmqjF8PLt+MRXe9mtiE6mcMX0ULlfjsge6TWPo0OY3XI8RHpeeiC6Nv2ObOIjXm5dtHk2oZr6ikbZQAr2APUGf8wLLwnET8FnQZ5eILBORRSJyQbidROTWwHbLioqKWiVwW6KLhjSwC4qCqf06rprm4v17MEIU8LJrOtvKD3SYHKHweA2eeHke0695glMue5S7/vg2O/PaV6bTp49k1Kg+dYrA4bDhctm5774L0fWYG6wtGN7txLDZwyNTTu5YYdobBcqSZr2ikQ6NDhKRq4HxwClBi/sGamD3B+aKyBql1LaG+wZqcj8LMH78+IhQuifl5gRMD4IE2d/j7A5mjum4SJG+SSlsLi1q9CTi8Rm8v24jf9w3n17Jydxy7DjG9OjZYXIB/PbhD1i+Zg/eQO+B5Wt3c+tv/st/H7+BjNTQbS5bi65r/PXBmaxcsYsfVuwkpVs8U6eNIC3t6GqJ2J649ESu6Hsfb+26H69VFeikB2m2MpYVPcnkHr/pUlFCMXNQ0+QDwa2kegeW1UNETsPfOOE8pVSdjSKoBvZ2/O3UWpe504EkOZ08cs4MnDYbTpsNXdNw2excMmo4E3NCm4JKPTX8Y9W3nPfpS9w87x0WFuxqtRy3j5iIq0FTGAc6UmbnzTVrWFVYwGdbNnPFu+/w8aaNrT5fc9mVf5Af1h5SAOCfKXm9Bu99vrJdzy0iHHNsLjfdNIWLL5kQUwDtQN+EkQxNSCLdVkG6rYJsewkOqWFX5ddsKvuos8VrU7pydFBbzASWAoNEpB/+wf9y4MrgDUTkGOAZYEZw8+NAPexqpZQnUAv7JPxO46jhjCGDmNerJ59t3EK1z8fUAf0Y2j0z5LZlnhrO+uQFDrqr8Vj+kg3fF+zknmOncu2QltdcOTazF4+edA6/X/Kl3zmsFL1IJV9V4gucRwFuw+C++XOZMWhwh7S53JV/AJuu0dAr4TNMNm0vaPfzx2hfqo1iSrxbcWo+BAtbwCtlqhrWlbzFsJQLOlvENqGr1w5qtRJQShkicifwBf461i8qpdaJyJ+AZUqpD4G/A4nAO4EaKruVUufhr439jIhY+GclDzaIKopolu7O48lvF7HzYAnDe3Tnp5NPCKsAAF7auKyeAgCoMQ3++sM8BiSnMyYjm0R7y+L1z+w7lDNyhlBQXUGyw8nZr72GESISxmua7C4rpX9q+PpABaUVCEJWSuvMNX17pWGYIXwVdp3BuZFVVTXGkWNYHhQKOwZ2Ca5DZVLj2xUoO90FBk+Fv0dIF6VNfAJKqU+BTxssuy/ofcgiKkqp74GoTLP8avNWfvH+Z7gDpZgLKyr5fsdu/nPVJYzpFdruPjd/az0FUIvbNLj1m1koFHeNmsxtw09okUyaCNkJ/h6/aXFx7Ckva7SNYVkkh2lus3lvEb969VPyD/r365uZwt+vPZv+WS1LqurbK53RQ3uxakMeXt+h67bbdC6aETVWvxhhSLJno2FiF7ORk9iOj6KalXSP7xp/52g19TSHWKhEC1BK8Zcv59cpADhkbnlwzjdh9+seF+7JWlFt+HCbBk+s+Y6v8ja3WsZbxo0nrkE/Y7umcXyv3mTEN24EU+n2cMPT77Bj/0G8honXMNm67wDXP/k2Nd7GiVfN5cFfX8DZ00bidNgQgdHDevHvv1xBZnrXCyM82hAR4rXQFVhFoKBmYQdL1F40LzIoFh10FOE2DAorQlcHXV8Yvjf0jcOO4/uCndSYwUk2/keM2iepGtPHcxsWc1rvwa2S8cyBg9hUXMyzy5fi0HV8lsXI7lk8fuZZIbf/fMVmjAalpRXgNUzmrtnK2eOGtUgOl9PO3beczt23nB6V5oHSg5W88I/ZfD93A7pN47Rzx3LtHdNwxbWu/HRzKXO7Wbh7N06bjRNzcnBGWA/nVGd/ityhmxAl2LpQTkYXnglE1h0VJdRGA1X7Gj8hp4d4yq7lxB65/PrYqfzth/mIQLUR2L/BuHjAXdVqGUWEn59wIjcdeywbi4vpnpBAbkr4zlH7yyqo8TbOAPUYBoWlbVMOuyMUgM9nsuyHnVRWuRk7OofMjJbPODxuHz+96hkO7K/ADPg2PnprCRtW7eHRV25u9+t5Y9Vq/jxvXl1vYhHh+QsvYHyvjitHcjhGpd3GvL0/ouEoKdjonTilU2Rqc1TMMRyjAZoIF40ezn+XryLY7Rlnt3HbiROa3Pe6IeO5dMBoVhcXcPPXb1Nteuutt2sap2QPaDNZk50uJvQ6fObyqJyexDvsVDcw/ThsNkb17dFm8rQnW7YWcve9b2H4TH+UimFy2czjufHalpXO+ObLtZSXVtcpAACf12DHlkLWrdzNyGP6NrH3IYpLKtm6s4gemcnk9m6ef2VTURF/mT8fj2niCZqh3fTe/1h8+2247I2zdTuD7vHjGNztCraUvY3CADQ00Rmf+Rucekpni9d2xGYCMYIpqKjk3dXraBj3ckr/XGaOPXxN9Xibg4k9cvjj+On8ftnnuAPmIYemk2R3cnsLHcOt4cShfemflcaWfcV4DP+g47TbGNa7O+MHRH6VD9O0uOd371BeXlNv+TuzljJmZB/GHZt7xMfcvC4fd03j2Z5lWezYXHhYJWBZikef+4pP563FbtcxDIvB/bN46DcXkpQQ2jlfy6x160J2flPA1zt3csagQUd0Le3JMZk/p3/yeeyq+IwaYzfprhH0Sjips8VqY2IzgRhB/ObjL6jxNTadzNu6A1MpbM00E1w8YDQ5Sak8v3Ex+6rLmZTVjxuHTSDDdSixqczj5pVNy5mbt5XucYncNPw4js/KabNrqUXXNF748aW8On85Hy5bjyCcP2E4154yLirs+Os37A1dOdTj46NPV7ZICfTpl4HTZcfT4Li6rtGzd9NN2QHe/2Iln3+9Dq/PrIuO2rB1H3996nMe+PUFTe5b6fHnezREKRXSDNnZlHqWsbfyJQSNUvc8tpY+weiMP5OdGNoHFXV04bqDMSXQAhbtygu53GOa7DxQwsDM5odUHte9D8d17xNyXZnHzZkfv8iBmqq60NJv9+7kt+OncfWQtg+9i3PYuW36RG6bPrHNj93euD2+sLVsqqu9oVcchmlnjeHVf87F6zHqynLrukZqeiLHTDy8ye7tT37A7an/sGAYFgt/2EF1jZf4JpzLpw8cyMebNjUa8A3L4sSctn8IaA1Vvt1sOPgQlqqfFri6+Pekx03AqWd0kmRtRBfPE4iFiLaAUE9otTRsON4aXtqwrJ4CAH/00P3L51JjRN7TYGcycnivkIlpLpedaVNaFtmUmBzHY6/eyrAxfdB1Dd2mMe7EgTzy8s3NKkRXVR2mgqtATYhZC0DewTJ++d9P+O3rn4NH4QhkdgsQZ7Px0xNOICuxfWoutZR9lZ+jVGPTFQgFVXM6XJ72IFY2IkY9ctNS2H6gpNFym6bRN+3wZoLmMidMcplNNNaX7GdcZuREiXQ2cXEOfv7TM3js8S/wGSaWpXC57AwamMWpU1te275PbgaPvnwz7hovmq7hcDT/JzNhbC6zv92A1aC/QXpKAmkpjaPIisorufSp16l0+01BqkZhi9PJ7p7ChH69mTlqJMdkR17YpYUPFcJeopSJUl3kYSVKB/jmEFMCLeCBs6dz9Wvv1CvLoIlwz6kno7Wh/TzYNxCMzzJJdca12XmikbLyGgoLy+jZM4WkRL+T9YzTRjJ4YBaffrGa0tJqJp04iEknDm6T8tEtyQu49cpJLPphBzVuL16fiaYJDrvOr390Rkg/y6sLVlDj9dXNNAXBqrE4mF/JL646icykyCyClxU/ja2lzzZarvCR5GhdvkvE0IXNQTEl0AKO7Z3Na1dfyoNffcPmomK6JyXyyyknccbQto3YuGnYcSwq2E2NeehpShdhULcM+ieHr/3TlTFMi0ef+ILZc9fhsOv4DItzzhzDnbediqYJ/XIz+fFtp3a2mABkZSTz2uM38N5nK1ixfg852WnMPGdc2DDRFbv24gth0nLYdLYVHohYJZBozyXco/Lu8ndIj2s6bDoakNhMIEZDju2dzdvXX96u55iUncvdx5zM31d8jV3TMSyT/t3SeWHaJe163kjmhVe+Yc789fh8Jr5AxM2nn68iIz2RK2dGnkM7tVs8N13evHDJfhmprN6zr1F7TJ9h0TMluT3EaxMqvTsJpwSKar7tUFnaBSUQpSUhmkNMCUQ4Nw0/jssGjWbdwULSnfEMTInySItWoJTi/Y9+wNMg4sbtMXjnvaURqQSOhOsmj+PT1ZswrUPX57DpHNO3J30zUjpPsMMgmo1wSsBUXaS9aReeCcSig6KARLuT47NyjmoFAP4G8qFyAQAqKt0dLE3bMzArnaevPZ/eqd2w6xp2Xee04QN44przOlu0JnHp4TPKHV0la7gDmgyLSJqIzBaRLYH/w0aZiEiyiOSJyFNBy8aJyBoR2SoiT0gzE3xiM4EYUYNN1+ibk8HOXcWN1g0d3LFtM9uLiQNz+PxXN1Ba7SbOYcdlj9yfqMcoYPvB+yitmU+KZuJVGjXKgQpk1wp2+iVf37lCthUdMxO4B5ijlHpQRO4JfP51mG3/DDQsWfwv4BZgMf7S/jOo3889JLGZQIyo4q47TsfptNUlhmma4HLauTNCnMFtgYiQmhAX0QrAUh7WFFxESc28QM0ghV1MEsWDYEOwkRU/jX7dru5sUVtPbbJYc16t43zglcD7V4ALQm0kIuOALODLoGU9gWSl1CLlz2x8Ndz+DWmTu0xEZgCP4+8s9rxS6sEG650BocYBB4DLlFI7A+vuBW4CTOCnSqkv2kKmGF2TY8bk8NSjV/PamwvZsbOYQQO6c80VJ5Lbt31NZTt3FDFn9loMw2LSyUMYPqJXVJTTALCUyXdFH7Gw+GPcVjX9EkZyZs/ryHS1PM/kQNVnGFY5/p+tHwE0LHTcWCRy0L2MGmMv8fbQGfHRxBFEB2WIyLKgz88qpRrHz4YmSym1L/C+AP9AX18OEQ14BLgaCG7W1QsILmWQF1h2WFqtBEREB54GTg+ceKmIfNigTeRNQIlSaqCIXA78DbhMRIbj70k8AsgGvhKRwSp0+mHEUFJdw5PfLuTzjVtw6DozjxnFzRPH4wiU/I3RvgwakMUff3tBh53v3XeW8MJz8zF8JpZSfPjBD0w/YyQ//fmMqFAEH+Q/w6qSb/EFnLSbK5azs2odPx38OCmOlinPat8WLFUdcp2OwsCN1/Kyquh3nJD9SsjtoormK4FipVTYhuEi8hUQyony23qnU0qJhFQ9dwCfKqXy2urea4uZwARgq1JqO4CIvIl/WhOsBM4H/hB4Pwt4KuC0OB94UynlAXaIyNbA8SK2JZHbZ3Dxy/+lsLwSXyBZ7N8LlvDDnr08f/mFnSxdjLamuKiCF56djzeo14LH7ePLL9Zy2vRRjBgZ2RVWK3wlrCz5GiMoc1ehMCwfC4o/4uzsG1p03HjHYDRJwFKNe1+YdVZmi1LPKgyrGpsWvs9GNNBWeQLhWu0CiEihiPRUSu0LmHdCdag6AZgsInfg79vuEJFK/JaY4JuxN5DfHJnawifQC9gT9DnUNKRuG6WUAZQB6c3cFwARuVVElonIsqKiojYQu2V8sn4TB6tq6hQA+DuNLd2Tx7qCwk6TK9qwLNWonEIksnjRViREPSivx8c3X2/sBImOjP2ePGzSuPeAicGe6k0tPm56/AxsWjf8FmA/SoGFYNQbViL/b9wsOsYn8CFwXeD9dcAHjcRQ6iqlVI5SKhe4G3hVKXVPwIxULiITAw/Y14baPxRR4xhWSj2rlBqvlBqfmZnZaXIsz8sPXcpXwdp94VtLxvBTWFjGvb96kxnT/sqZpz7IH343i5KS1ndSay/sdj1kdVIRfwmISCfNkVVvFlCLhkZ35+Ft9aZZwMGSX7O34DgK9k+nqvo9lFJo4mR0j/dIj5uOYAd0fNipVC4O1d7XSHUeE/WzgGaHh7Ze3z0InC4iW/Db+x8EEJHxIvJ8M/a/A3ge2ApsoxmRQdA25qB8IPhuCjUNqd0mT0RsQDf8DuLm7BtR5Kal4rTpuA3Tr/gD97uJomdyrHl6U7jdPn5y20uUllYHZgGKhQu2sGPbfl587fY2qfHT1pxw0iAef/TzRsvtdp1pp43oBImOjFRHdwYkjmZb5ep6ykAXO5Myz29yX9MspmD/aVhWGWBgmnmUlP4Kn28TKd3uxWHrzpDuTwPgsypZtPdaNCMPU7nRxYVNi2d05v3teXkdRwdMaJRSB4BGYW5KqWXAzSGWvwy83GC7w3e1akBb/OqWAoNEpJ+IOPA7ej9ssE3wNOcSYG4gjOlD4HIRcYpIP2AQsKQNZGo3Lh49Al00lIZfAQReHmXy3rp1nSxdZPP1vPVU13jrmYFM0+JgSRVLl2zrRMnCk5QUx72/Ox+n04Yrzo7TZcfh0Lnh5lPo1797Z4vXLC7vezdjUk7GJnY0dDKdvbiu3+/o7mran1FR+RyWVQEc8ocoVU1F5TOYVv0qunYtkeO6/53e8ePIsGfTN2EKk3u9S7y9a1S6Fat5r2ik1TMBpZQhIncCX+A3EL6olFonIn8ClimlPgReAP4TcPwexK8oCGz3Nn4nsgH8ONIjg9IT4vnJKRN5cN639R4OFPDVlu1sKipmSObRndkbjl07i0O2a/R5TfbsOsDEEyKnZWIwk04ewhuzfsKi77fg85kcP3EgGZntM+szLIuvN+9gxZ699OyWxNmjhpIS13QrysPh0Jxc1OfHnN/7NgzLh1NvXgVaj2cB0Lghj4gDn28DuvPEumUV7gVs2389Cg92FDU1m9m4bz7Den6GXW9+k6WIpYu4NkLRJnkCSqlP8WeoBS+7L+i9G7g0zL73A1E1Z8wrKw95TygUS/fkx5RAGPoP6E5cnIOamvoDi92uk9u/8/w8zSE5OY7pM0a36zmqvT6uefltdhwoodrrw2Wz8djcBbxy3SWM6NkoZPyI0cWGrjf/J2+z5eD1raBRb0XlQw8qFaGUYnvRjwB33eRY4cOy9rGv9BFy0h9oteydiaiuXUU08oywUUCS0xmy7bRN08lIiHInWDty8inDSEpy1bP922w63bOSGTe+fydKFhm8uHA5W4sOUO31z5bchkGlx8svZn1a196yI0lKvA1/nmcwduyO0dhth/5eHmMnSpUQ5CKr+7+kulkBKpFPx0QHdQoxJdACluzKC9NKTjF1QL+OFidqcDhtPPXMDUw+ZSgOhw2Xy86pp4/gH09fi9aGbTmjlY9Wb8BjNLaGFpRXkl9W3uHyOBxjSEt5Ck1LRyQecOJyTiYj/eV623mNvMCgr9ACL2orCKnoL+wHdFR0UKcQucVJIpSiyirW7i1ELPzO4SD6JCXjtEXOV6qU4uMVG3npm2WUVrk5cXAOd5x2AtmpnVebPi09kd/9IZZUF4rwXekUNq1zntfi488iLu4MDHM3miSjh7Dva2JDx8LRwGbiURqaltJBkrYvMXNQjDrK3G5smuaf+jaIDHD7jMPu35E8/sUC/vjeV2zaV0xheSUfLt/AJU+8TlF5ZWeLFiMElxwzEleDhwgB+qal0qMTw49FdOy2fiEVAIDXtxqHKESo93KKRZw9t2OFbQ9U144OiimBIyQ3LRV7oEZQUIQodk3jlAgyBZVVu3n12x+oCVJMplJUe7y88u0PnShZx+PzmXg8kd3wfFNBEV+u31r3IKEB8Q47KfFx/OPSsztXuMPg8a4Ju84urYtsihhi5qAYtdg0jT/OmMY9H3+JxzBQgEPXSXY5uf3EyOmlurWwGLtNb2Rj9pkWS7bnhdmra1FWXsOj//ichQu3YFmKwYN6cPcvz6R/v8iK7y8sr+TKF96myhuImlIgutC7WzLv3HplRJkYQ6GUiS4KG7WRQf54bxMhznnEuUuRSZQO8M0hsu+uCOWs4UPondKNl5YsJ7+sgkn9crh6/DGkxTcv/rojyOqWhC+Ek1EE+qR16wSJOhalFL+8+7/s3nMAw/DP0zdu2sddP3uNV1++jdTUyGna/vrilfjM+n8r01TsPlBGXkkZAzIjO87e8HyLHerKawhgV4AoEl1ndqJkbUdX9gnElEALGZ3dg8cuiNxpeu+0bhyTm83yHXvrDTBOm40bThnXiZLVZ8HcDbz4xGwK8kvIyk7h+jtP5eTTW//0uHZdHvv2ldYpgFp8hsVnX6zmystPaPU52or1Bfvxmo0Vtk3X2FFcEvFKAHWgUX0lEbApkK5iDurCxHwCXZh/XH0uk4fkYtd1XHYb6Ynx/O3yGYzsHb4nbEfy7Vfr+NtvZpG3y/+0nr/7IA/f9z7zPl/d6mPv3VsacrnXa7BzZ+dVoQ3FqOyskL0ofKYV+QoAQhbYg0CTGa2LJE7GfAIxQrGhsIhH537Hqr0FdE9M5I7JEzhr+JDOFquOpDgnT153HuU1bipqPPRMSY6oePwXn/gKj6d+RJXH7ePFJ75iaiuzc/v3zyRUpWqX08bQIdmtOnZbc8WEMbwWMAnViuy06ZzQvw/9MsL2Go8IDGNv2HUiYLd1ASWgojfypznEZgItZPP+Yq54+S2+2baT0ho3m4uKufejL3llSeRF3iTHueiV1i2iFABAQX5JyOX795W1OkN20MAejBiejcNx6DlH04S4eCdnTB/VqmO3Nd2TEnnrlis4YUAOdk0j0engygljeOKyczpbtMPiqXk/7CBik8guBXJExGYCMRry+NffU+Pz1fu71/gM/jF/IVeMGxNrNdkMMrKS2b+vrNHy5JR4/t+PXqVwbwlDR/bm6lunkJN75E+UD/zlUl5+9Ts++3wVPp/JxOMHctutU0lIaFgKofPpn5nGi9de3NliHDGGsSOoj9ghNMBuy+kEidoeIeYYjhGC1XsLQip+SykKyivISU3paJGijuvumMYT93+Mxx1U596uU+32sXr5TgCKCstZ8t0W/vHSTeQOOLLQTofDxq03T+HWm6e0odQxghE0NCTQZF4FLRdcrkal8aOXLqwEYuagFtKrW+gwS0tZpMXHisg1h9POGcuP7zmLtIwkEEjqFofdZccICm21LIXb7eXlf83tREljhEIphVXzHg4CGfRB/2xoxCde39kitg3qUCXRw72ikZgSaCF3Tp6Iy15/IuWy2Th/1DASnY5Okir6OO3sMZwwbQg2h47PMHDXNK5frxSsX70nxN4xOhPTuxJwIyI4RceJhgMNJxo2caJpke3UPiKsZr6ikJgSaCGTBvTlz2edSmp8HE6bjtNm46IxI7hvxrTOFi2qeOnpOXz18SoMn+lvOBPGIZyWEWvdGWkoVd+xLyJoIkjYQnjRS1eeCbTKJyAiacBbQC6wE5ipGtwZIjIW+BeQDJjA/UqptwLrXgZOAWq9g9crpVa2RqaO5PxRwzl35DAOVlWT5HJGfHp/pGFZFh+9s6SeTwDwK4KggcTpsnP59ZM6WLoYh0MkfOa5Zh/bcYJ0BFE6wDeH1s4E7gHmKKUGAXMCnxtSDVyrlBoBzAD+ISIpQet/pZQaG3itbKU8HY4mQkZiAgJs2l/M/opYhc7m4vOaeBvkCQTPBOLiHbjiHFx72xSmTO8iNWi6EO6y34VsrgRCQuo/OlaY9qS54aFRqiha++h6PjAl8P4VYD7w6+ANlFKbg97vFZH9QCZQ2spzRwxvr1zDX2d/Ayh8psWEnF48duHZdGtlb9iujsNpo3uPFAr2NsgXUIpho3rzi/+7gB49U3A4YzOsSMMyS7CMdYG4oPqjn0gKuq1P5wjWTkSrqac5tHYmkKWU2hd4XwA02QhVRCYADmBb0OL7RWS1iDwmjXvZBe97q4gsE5FlRUWRk/a/aOce7v9yPlVeL1VeH17TZPGuPH763sedLVrEIyL8+Ndn4XTZ6y1zuuz86O4zycnNaKQAvF6DuV+t4/ln5vHl56sjvkR0V8Vb/W7de2n4T7qg0j6aZwIi8hUQqtjMb4M/KKWUSHh9KSI9gf8A1ymlav3o9+JXHg7gWfyziD+F2l8p9WxgG8aPHx8xX/dzC5fVq9kP4LMsfsjby77yCnp2YjOQ9sTrM8jfX0ZacjzdklpePXXCpMH89elref35+eTtPMCgYT256tYp9B/U+JYrKaniztteoryshpoaL3Fxdp7/91yefOYGsrK6fmXUzkYZu1EVD4N3MTZVjoWOQYhKtbbIyshuC7py2YjDKgGl1Gnh1olIoYj0VErtCwzy+8Nslwx8AvxWKbUo6Ni1swiPiLwE3H1E0kcAhRUVde+DNZNNNIorq7qcEnB7fTz0yhy+XLgJTRMsSzFpbD/+77YziXPaD3+AEIwYm8MDT1172O3+9eRsiosqME3/L7KmxofHY/CPv3/KXx++okXnjtE8lFmAOnAhqCrAQgOcYkND8Kr6D0E255TOELH9iOKn/ObQWnPQh8B1gffXAR803EBEHMD/gFeVUrMarOsZ+F+AC4C1rZSnwzmxXw52PZArqR16VVo+aozIajfZWnYVlDDjZ8/wybfr8RkmHq+BzzBZsGoHf3r283Y///ffba5TALVYlmL5sh2NlsdoW1TVC6BqCA6GFxHsNC6P4og/twMla3/kCF7RSGuVwIPA6SKyBTgt8BkRGS8izwe2mQmcDFwvIisDr7GBda+LyBpgDZAB/KWV8nQ4N08cT5zD7v8mG9wNt7/7ITW+rmOz/u0zn1Bd1TiZy+sz+XbFdsoqatr1/OHiz6WLxqZHFN7l+PuFNUYLGv50x2Q0vQtUDm1IF/YJtEoJKKUOKKVOVUoNUkqdppQ6GFi+TCl1c+D9a0ope1AYaF0oqFJqmlJqlFJqpFLqaqVU1MVXdk9K5OIxIwhVoNO0LOZt3d7xQrUDB8ur2bb3QNgb3W7TKGlnJXDK1GHYbPVvWV3XOP6EgRFXIbXLYcsl3HChUICgO88gPu25jpSqw+jKyWKxjOE2wGua9TLGVeBflc/Lwt3tV+5AKcWSwj28uWUVy/fntbr88uHOJYCS0HpAROjVvX2ds7f/+DR69U4jLs6BzaYRF++ge/dkfn5312hhGMlIws344zcOoZTCxArcDw5cyb9CtC5aN6sDZgIikiYis0VkS+D/sHU3RCRZRPJE5KmgZfNFZFOQxaVZFRe7YCxXxzNlQD9mrV5HjeHDskGwmfSt9Wv41SmTSHa1bc5AmdfNlV++wY6Kg/4BWoTBKRm8dtrlJNrbvlRyercEcnqksm1PMRgEnv386LrGnZedjN3WvuWzE5NcPPfyrSxbup0d2/fTp086x08ciG6LPcsEU2McYNWBf5Nf/S26OBmUfBHDUq9Ca0XoptiHQ+qTWKU/B8sfDGFg4qlzClsYnnno9sFtcAURRsc1lalNvn1QRO4JfP51mG3/DHwTYvlVSqllR3LS2K+nDZjcP5f0hPhDCiDIN2CI4uEFC9r8nH9YMpvNZUVUGz5qTINqw8f6g/v56/J5bX6uWu6/9SySEpw44m2owPW5XHYe+PHZXDStdZ3AmoumCROOH8BlV5zAiZMGxxRAA3xWJZ/vuZYdFZ/gMUuoNgpYW/IC3xX89vA7HwZxnoIRfxvVSlGlPEEKAMCGSBedBUBH+QTOx590S+D/C0JtJCLj8OdkfdnqMxJTAm2CJsKUwf0OKYAGfLlta5ueTynFx7s24rPqP554LZP3d6xr03MFM6BXBh89dAt3XzWVmy+ayCO/uIC5//4xU8YPardzxjgytpd/gteqRAXF75vKw77qhZR5d7b6+Pb481Ahhw2FzdV1zXJH4BPIqE1qDbxuPYLTHDb5VkQ04BHCh9O/FDAF/V6aGS0RMwe1EVP65/LqmpUh1x2oqcZt+HDZmhdH7zZ92DUdXcLraFOFnp82VAxtTUKcgwsmd71koPamoKKSRTt3k+BwcPKA3HYrNri/ZhWmcjdaLuiUeDbRzZHb4mNbVhnV1f/Dq/dBGVuwSxya6IBJXMqTXTMqqJbmP+UXK6XGh1vZBsm3dwCfKqXyQozxVyml8kUkCXgXuAZ49XACx5RAGzG5by4u3YbbbBxGZ6H407fzeGDq9CaP8f3+rTyw9mPyqkpw6jYu7Xscdw07HbtW39YuIpyQlcPCgt11bjnwh+qdkt2/bS4oRpvx9HeL+PeCJeiaVldu+YXLL2Rsr55tfq5kR1+0KjsWDUOTFQm2lp/PMg9QvP8MLOsg4AZ0TOUhKeFW4pN+imiJrRE74mmryJ82SL49AZgsIncAiYBDRCqVUvcopfID56gQkf8CE2iGEoiZg9oIXdO4/7T6f9/aKCFLU7y3cT1GE0/pa0vz+dmyN9hddRALRY3p4+2dS/nz6o9Cbn//8TNIdriI0/16PE63keqM4/+OC3uPxegElu7O49mFS/GYJtU+H1VeLxUeD7e89T4+s3HJhdYyqNsFjRzAgo0Ee08yXC2fwVVWPIllFeFXAOCvCu+lqvoNkJaXDYkKFB3VVOawybdKqauUUjlKqVz8JqFXlVL3iIhNRDIARMQOnEMzk29jSqANuXDYcBwOrW7wB+r8BIZlNfmjf3bzfDxm/ac3t+Xj0/xVlHmrG22fm5zK1xfexv87ZgozB4zm3mOnMv+C2+idGKuhE0m8vXItbl/j2aFpWSzZndfm54u3ZTGt11Mk23PRsKNho2f8BE7t9c9WJdTV1HwIjWYXoFQNprGjFRJHPrWN5jsgT6A5ybfhcAJfiMhqYCWQDzQraSNmDmpjJvbuwze7dzYyIfZLSSXOHt4nsKOyOKTZ0a7ZKKgpp5ujceRFN4eLG4aFNT/GiACqfb6w5uRQyqEtyHCN5Jy+b+E2S9HFjl1LaNXxKqs/wbAKQxSIAKVMROta9bFC0gGJYEqpA8CpIZYvA24Osfxl4OXA+ypgXEvOG5sJtDG/mzSFBIcDu+b/ajUBhwumDunLjvKDYfcb3i27Xvp9LYZl0is+pb3EjdHOnD1sMPEhlL/Psji+b+92PbdLT2m1AlDKoqjkLgxlhUxGtDvGoutNVpDvEohSzXpFIzEl0MYMTEvn8yuu46qRYxicmYY9zcCWZPH6tmWc9dnz/H7p5yF/TLcOPgWn3qBxvW7nyn4TSbTHmtNEK2cMHcS4Ptl1ikAXwWWzcd/0KSQ62z6pr60pq3odS1Vh4q8cpJSqe1lopKQ929kitj+xzmIxjpReScn8fvJUJr3/FN4aE4J8Ae/tWMOkHv04o8+QevsMSOrOSyfexMPrP2dNSR4pjnhuGDiJK3KP72jxY7Qhuqbx7MwL+HrbDmZv2kqyy8UlY0YwKDM6wikPVrxYlx7uw//S8C+yaX3R9cxOla+jiNa6QM0hpgTaiTUH91Hh8zRaXmP4+O+WHxopAYDhKdm8eOKNHSFeVLApr4i/vTWX1Tv2Ee90cMnk0fzonBPavTxFW6NrGtMGDWDaoAEs3b+Hv6+bT35VOSf1yOWW4RPIjIvM8Mpq7zbKfdsxcYBSuDBxiYUVqB+VlHh9Z4vYYRzVTWVitAyvaRIuGCNULkGM+uw9UMaNj7xFdaB9ZEWNh//OW0FecRkP3Xx2J0vXMv63fS2/XfwZNYG//5ayYt7dvppPz76JrPjIcq56zRLWFdT6KP01QqoRfMoiCQMl8SQn3NCZInYsXXgmEPMJtBNj0rMDTbjro4uQ7FLsqoycPsmRyGtzfsBr1A+p9fgMvl69jYKDFWH2ilx8lskfln5ZpwBql5V7PTy99vtOlCw0O4rvDLwLvocFHxoe5aB76iNo2lHyDNnM8NBoNRm1Sgk0t/SpiJhB5U0/DFreT0QWi8hWEXkr0IWsS+DQdR494Txcuq0u41dQiO5jTdVmrv7+KWbvW93JUkYu63fvxwjRLcxh19lZGD7KKlLZWV4SstSHoSy+3ht5PScqPavCrlO2QSQnXNBxwkQCXdgx3NqZQG3p00HAnMDnUNQENZQ5L2j534DHlFIDgRLgplbKE1Gc2nsQX559K1N79yXBZZCY6KZbUg2a5sOkhr+snYXb7Dqdx9qSYX0ysemNb0+vzySne9gy6xFLijMubF2nDFfLwjg9ZhVF7h14zKrWiBYSXQuXdCi47CPb/HyRTAcmi3UKrVUCzSp9GopAhbtpQG3f4SPaP1ronZiC5qgiLt5NvMtLktODy+bDZTPQ9Ur+vSV0WYijnatPHYejgQPYadeZNLIf2enJnSRVy8mMS2BiVk5d/kgtcbqd20ZMPKJjWcrkq33/4unNV/L6zl/y9OYrmVPwbyzVdmUoclJ/F3Zd37So6wLbasRSzXpFI61VAoctfRrAFSirukhELggsSwdKlaorSp4H9Ap3IhG5tbY8a1FRdNnT43UHoIiz+RCh3uvzgkXsrCrobBHbBI9p8M8fFjPlv88z+fXneGTJd1T5Gvckbg69Mrrx/M8vZVRuD0Qg3mnn0slj+OsN0Vuu+IlJ5zMuszdO3UaS3YlLt/GTUSdxfI9s3tj1JX9Y+ywvbv+QIndJk8dZVPwWq0u/wFBevFYNhvKyquRzFhW/3WaypiWcSXr8pQ2WCv3SHsOmR2Y0U7vRxfME5HAtCQ9T+vQVpVRK0LYlSqlGc3UR6RUocdofmIs/NboMWBQwBSEifYDPlFKHnWuOHz9eLVt2RM1zOpXvizZx76pX0DV3yIihk9KH8qfRR1J2PPJQSnHVx+/wQ8Heuugnp64zICWNDy++BpvW8ueN2s5pkU6xu4pHV3/N7PzN2DWdmf3H8KPhJzZKAsyrLGV/TSWDUzKpMiv56Q+P4DY9eJWBTXRsYuOhMT9hUFKfkOd5YtNM3GZj57hLT+KnQ1quCJSyKKxZRJlnKwn23mQnTMa0qjhY9Qk2LYW0hBmIRFd4LoCILG+qvPPhSEzro0af/rNmbbvw7btbda7O4LDu/TYofUpQidPtIjIfOAZ/vesUEbEFZgO98Rc96nKckDGY8Wn9WFG6IcRaxYrSDXy0dw7nZjcqGxI1LC/Yy8rCffXCXz2mya7yUubs2sYZ/VreeCYaFECN4ePCL19if00lRsAB/OyGRawozueVqVfU27Z3Ygq9E1MA+MeW16k0qutKghvKxFAmj295g6eO/X8hz+U2K0Mu94RZ3hx8ViXz8m+mypePqbzo4sChJzOt10tkJV/V4uN2GaL0Kb85tNYcdNjSpyKSKiLOwPsM4CRgvfJPQeYBlzS1f1dARLhnxKU4woTUaZqXt/d8itmGNt2OZuX+fSEdn1U+HysK93aCRB3LBzvXUuKpqVMAAB7LYHlxHmsPhjf3/VCysV5PiFp2VO7DbYY2pXV39gu5PNPV8l4Saw48RYV3J4aqRmFgqGqqjSKW7v9Ti4/ZlYg5hsPTnNKnw4BlIrIK/6D/oFJqfWDdr4FfiMhW/D6CF1opT8SS6Uzhxv5nBaKuDxkR7ZqJLgpDGZT5oi/+vZaeiUk49MamgjibjV6J7efItZRiVUEBi/L24DY6L9JqxYF8asJEeq0vCa8EnFroqGhNBFsY08upPX6ETZwciuEXbOLktB63H4nIABx0r2Pp/j+wvfy9EI1oTPbXLMFU4f06lrJYW7aBLwvmsb58U8i6WFGPApRq3isKaVW2R3NKnyqlvgdCdrNQSm3H3/3mqGBmzhS+Lf6ObRX7UYBD9ysAERCEJFvrKj52JqflDiDOZqPa5633XGvTNM4bNKxdzrn5QDE3vP8/yj1uRARLKe6fdhrnD22f8zVF/6R0nLoNT4NscE2kzvQTirN7nsQ7eXPwWocGYLvonJQxFpsWWgn0SRjJVbkP833xGxS5d5LpyuXEzCvJcg04Ipm3lc1i1YHHMJWHJu0dSoXsnV1pVPHn9Q9R7DmAqSw00ejh6s7vht1NvK1rNZ3vymUjYhnDHcyN/S6im1OItxvYNL8CcGoOzuo5BbvWvB7EkYhTt/HO+VcwIqM7Tl3HqdsYkJLGG+ddRjdn21dBNSyLq9+bxb7KCqp8Piq9Xqp9Pu6dM5vNB4rb/HyH45L+oxu1AbWJRqYrgYnd+4bd77Kc0xmfOgyHZided+HUHAxM7MOdgxpG5tQnK24gF/b5PbcOeoEL+/z+iBWAz6pk1YFHA/2IwykAjQzXWHQtdLXTV3b+l33uQtyWB5/y4bE85Nfs5fXd7xyRLJFOV88TOEryviOHY1KH85OB1/Lyzncp8Zbj1B2c03MqgxLieX7bfWiic1zaaYzodgJaE43mI5F+Kal8fMm17K+qxFSKnontVw9n4Z7duI3GNZh8psmba9Zw35Sp7XbuUKS7Enhj2tX8v8UfsbWsGAQmdu/L348/F60Jx7Zds/H7ETeRV72fnVV76RmXwYDE9u0zAHDAvRrBBjQucgigSxw2cTG++30h1yulWHxweSM/lqFMFh5Ywi39rwu5X1QSxaae5hBTAp3AiRnjOCH9WNyWB7vYeG3nX/lo73p8yv+D3FO1kU0Vy7mkz087WdKW0T2h/ePIS93ukPZnUymKaxq34+wIhqdm8fGMmyn3utFFI8He/CooveO70zu+e5vLZCmDUs86BI0U5/C6EM8aoxRDhc40TrL3Y2jKdfROPA2bFr5/sApRBgMIWR4j2onWp/zmEFMCnYSIEKe72Fqxil3VG+oUAIBXeVhb+j2TMs6jR1xu5wkZwRzXqxdGiGikeLudaf1aHiXTFiQ7IqMJUFHNIpYX/gqlDBQKmxbHcVn/IN7Wj0X7/1LXLjJ4oqJhZ1zmb8iMO7bJY4sII7sNZ03Z+kP9tAENYWxKyxvaRyxdWAlEl70hAjEti0V79zBv93YqvYeiKDaVFfDs5q95aet35FeHzwDdWrkKr+VusFQBBhvLl7SP0F2AHolJ3HTsOOJsh/wocTYbg9LSOWvQ4E6ULDLwGAdYWnAXPqsMQ1Vhqmo85gEW7budZUUPojAxAmogOLjFoXc/rAKo5Ybcq0iyJdZFODk1J0n2JK7te3m7XVdnEfMJxAjJ2qJCrv/sXdyGgeDvG/vnSaex28znzR1L8Fkmmqbx9MZ5/Gb02VyU0/jHlaB3Qxc7pvJHhzjER5LNjYZidckLHPQs48zs3xJnC1fQ6+jl7hMncVx2L15fs4pKr5ezBw3hkuEjQoaqHm3kV32KonHeicKisOabwCfBQK8LW1YIutb8cN7urkweHfsA3xcvZk9NPn3j+3BC+gRceuS3zTwiFGBG6QjfDGJKoIV4TZOrP3mHUk/9p/jffjebhIxqDM3vtDQt/w/xgdWfMCVrCGnO+mGgY1InM6fwDUxAF5Nutpq66bnCJL96FR/k/YbLc59u92uKRk7J7ccpufWTp/bXVLDiQD5pznjGZfRp0jHbVfGaJVgh4vstZaAR7KuQgKXD/x3lJEw7ovPE6S5OzTqlxXJGC9H6lN8cYkqghXyXtzOkTdpnmlRWCK4GD+6aaHxduJkLc46ptzzZnsZVuffw5q5HcGmNzUYWJgc8Oyn27CAjTKZoa7GUxSf7PmF24WyqzWoGJAzgipwryE3IbZfztRdKKR5ePZ8XNy/GoekoIMURx2tTryInMfrKT7eGjLjj2V72OqaqqbdcYaBLAoKBov79a5M4hqZe2ZFiRg9dODoo5hNoIRVebz2HWC0KUFbjJ08hZL4NAIOSxvKbES+RHdcnZIE5TWxU+tqvcup/dv2Hj/d9TIVRgalMNldu5sGND7KvZt/hd44g5uzdwitbluK1TCoNL1WGl33V5dzy7dtdM5O1CdJdE0hzHYsuh6J7lAJDCdXmATRMdHT8aYo6dknizD7/waZFhlM70ujKPoGYEmghE7P7hKyV47LZiI8PFbpoMaVH4+bytehiY2DSSeghmquZykumq+UF2Jqi0qhkQfECvFZ904HH8vDPrf9kS8WWqBlAX92ytFHpBgtFflUZW8s7PoGsMxERJvR4kiGpP8FSOqYSvMqGV9VO/hU2sTM27cec1OMvXNT/M5IcoauWHvV08VLSMSXQQrISErlj7ATibIcsavE2O2Mze3DLyONxav62kk7NhlOz8cex55PiaDqVfkzqeTi1BDQOOTZt4mJUyrkk2A6ZMzxmOXlVCylyr2v1AF3oLsQWprBdnjuPRzY/wnPbn4sKRVDuDZf4JFS2sK9BNKOJjbzqJbiVDY9yYAae/GtRKHKSppKTOA1dojdbvb0RQEzVrFc0EvMJtIKfjT+JCT378MaG1VT6PJw7YCjnDhiKXdc5t88Yvi7YhF23cXrP4WS6Dp8969KTubLfMywpfo0dlYtw6okck3YJw5JPr9tmzcH/sOrgC2hiRymLOFsap/f6B0n2sP14miTTmYnPCl94zWN5+KH0B1aXrWZMypgWnaOjOLPPMDaXFeGxGmYSC8NTw/U7ahqv5eXdPR/wbfECDGUwNmUMV+RcSqojpdXytjc+q5qC6vBhxgoTR9g2kjGCkSh4CGopMSXQSk7slcOJvXIaLc9NzCB3YMYRHy/BlsbUHj9lKo2zhfdWL2XVwZcwlbeusmOFby9f5f+SC/q+0aK6+8n2ZCakTWDZwWV4w1SL9FgeFh1YFPFK4OqB43hv52ryq8qoMX1oCA5d5/7jzmzU2KU5KKX4+8Z/sK1yO75AA7zFB5ayoXwTfx/zF1x6ZNrPvWYlS4seYk/lnECZakFDNfJJZcdPxqG3X2mPLkMUm3qaQ0wJRBEbSt8JFPwKRlFtFFHi3Uaac2CLjntD7g0k25P5qvArDNW4Hg8QFXWMEuwOPjj9Rv63cw3z9m0lKy6JqweOY0hKy8ox7KjayY6qnXUKAMDCosasYUHxQk7N6tj6RM1l3t67KPFswiJY7vqKIF7vwYSs0HWBYjSkY2oHiUga8BaQC+wEZiqlGoUMiogJrAl83K2UOi+wvB/wJv6y/MuBa5Rqog54gMj/Zceow2OWhVwuaHitlvcisGk2LutzGU8d8xSuENEhTs3JpIxJLT5+R+Ky2bli4LE8O3kmfx5/ZosVAMDu6ryQyz2Wh22VO1t83PbkoHsjpd6tDXoD+GPTFKCLi3hbD6bn/Ae71rXKPbcnHRQddA8wRyk1CJgT+ByKGqXU2MDrvKDlfwMeC7TsLQFuas5JY0ogishJPAVdGmdjWhgk2lpfedKpO/nxwB/j0Bw4NSc2sWEXO1MypzA0aWirjx9tZLkykRCBvQ6x0zsuuxMkCk+Vr5CFhX9lTv7PwjaBSbDlcFz333JW33dx6ikdK2C00zFNZc4HXgm8fwW4oLk7it8WPA2YdaT7t8oc1Jzpi4hMBR4LWjQUuFwp9b6IvAycgr/pPMD1SqmVrZGpKzOk2wVsLfuYSmNfoBGI/76rsjRe2Ho1g5IncWb2b5FWmG5GdhvJo2MeZXnJctymm1HdRtEzrmdbXUJUMTRpCOnOdApqCjGDSjDYNDuTM0/qRMnqU20U8fHua/BZVSgMNGiUb6KLkwHJ59E3aUanyBjVKI4k8idDRJYFfX5WKfVsM/fNUkrVJucUAOGiGVyBcxj4OzW+j98EVBro1w6QBzQrWqS1PoHa6cuDInJP4POvgzdQSs0DxkKd0tgKfBm0ya+UUrOIcVjsWjxn57zA1vJPWX3wdSqMA1SbOl50QLG+/Fu2VlzMrYNexdUKh1+CLYGTM09uO8GjFBHht8N+xQs7XmVl6WqUUvRLzOXmfteRZG//ctnNZV3JfzCs6kCtIAGUvxlYQBEIGjZxMbDbBZ0oZZTT/If8YqXU+HArReQroEeIVb+tdzqllEhYA1NfpVS+iPQH5orIGg49SB8xrVUC5wNTAu9fAebTQAk04BLgM6VU5xR87wLYtTiGdLuAuYUv4rXsmP7nvrr1XlXFGzt/yQ0DmvvwEaMpkuxJ/GzwjzEsAwsLR5iewB2NUor97jXsqfyeHRVfNXACH8pQ18VJz/gTODbjLpx6LBy0pbRViKhS6rSw5xApFJGeSql9ItIT2B/mGPmB/7eLyHzgGOBdIEVEbIHZQG8gvzkytdYn0NzpSy2XA280WHa/iKwWkcdEQhi8A4jIrSKyTESWFRW1XwmFzqLCV8VXhQv5bN+3FLkPNrmtobyYyofVQAEoBYals8+dx0f5j7HfvbN9hT4KqE2Ss2m2iFIA3xbczxd5v2B1yevUGKUNHlQlEAfk5Jycdzi5599ItEeWDyPq6BifwIdAbUu264APGm4gIqm146SIZAAnAeuV/0adh/9BO+z+oTjsTKCNpi8ENNso4IugxffiVx4O4Fn8s4g/hdo/YFd7FmD8+PFdKmp3cfFqHt78EhqCheKF7e9yRc5ZXNxnesjtHVocSfYsDngL65YpRVBJAGFN6TzWl33LWT1/yqjUKe1+DV2N7RVLmVv4LAe9ecTr3Tg+4zLGp13QolyMtia/ejE7K+djBMKFLQTdnw5Qh4ad7q6xJNhbliTXENOycJsG8TZ7RHwHHYoCOqZZ2oPA2yJyE7ALmAkgIuOB25VSNwPDgGdExML/EP+gUmp9YP9fA2+KyF+AFcALzTnpYZVAW0xfAswE/qeUqotdC5pFeETkJeDu5gjdlag0qnl480t4G2TtvrnnM45JHUb/xND1XE7t8TPe2X1voIidYKjaSV1tdXgLQ3n5cO/DbCpfwnm9f4JDD98qMMYhdlWt4v28+zECzvdqs4zv9r+Cz3JzYuYVnSwdbC//qk4BACgEE8GGQhMHoMiOP56Tsv7Q6nOZlsWjK77j5fXLcZsG3eMTuW/CNM7MDV8Hq6shqA7JGFZKHQBODbF8GXBz4P33+B+mQ+2/HZhwpOdtrTnosNOXIK6ggSkooDhqw5suANa2Up6oY9nBdWgh/gw+y2D+/qVh98tJGMeU7rdR5whsYBqCQ1Uj11Ys4NFNN7Oj8qj7elvEt/tfrVMAtfiUh8UH3qlr/tOZaGKj0d8aHUji2Iy7uLjfR0zNfhiH3nrn9QPL5vPiumVUGT5MpdhXVcEvvvmEBXt3tfrYUYVlNe8VhbRWCTwInC4iW4DTAp8RkfEi8nztRiKSC/QBvm6w/+sBz/YaIAP4SyvliTpMZRI69EBhqMadoYIZl34xV+Q8Soazf6N4dqXAQMMKzBBqzEpe2flbZu15JCqKwXUmJd7QSWJKmdQYLU/KaysGJp+JLYT7TAEDk8/C1UY5AG7Dx+sbV1Jj1s8irzENHl+5oE3OERXUmoOa84pCWhUd1JzpS+DzTkLErCqljqyNUQRjmBbv/rCWd5avwbAszh8zjCsnjMVpb/orHpc6HFM1vnscmoOTMo4JsUd9eiWM4Pr+/2Zd2dd8kv9EXcN6E61+mGDg/7Vl35IbP5rx6aeHOWLHU+gu4oXtb7GmbCM2sXFK94lc3ffCTmtTmOboQ37NukbLNdGJszW//eKRYimTvOr1eKxqesUNZU/1Rkq9++juyiU3YXRd/keP+DEMT7mEdaXv4DcG+UOEp2X/GbvWdia/Ynd1WPv/jvLGDZC6MrECcjEOy8/f/oQFW3dS4/M/NT1RvJAv12/ltZtmomvhJ1wpjmRu7HcxL+18D9My68IQp3afwPDkAc0+//Dkkymo2cbiA+9jKSugABr/gJVS/HfPi7yX/w4DE4dzVc7tOG2dVwitwlfFPav/RpVRjQrMfuYWLmBXVT5/HvXLTpFpcvdrmbX7vnomIbu4OD59Jrq0z09mv3sHb+3+PV6rBlMZGJYPSwkWOjpCd1cfru33EE7dX+phfObtDO52DnlVi7BpLvomnoxTb1sF1T0uMaypYERay8txRCVdWAnEyka0Aev2FvJdkAIAcBsGmwuL+WbLzsPuf1b2ZB4bew+X9JnOBb1O5c8jf8KPBl5+RFEYIsKpPW7k+n6PYpM4wvcxA1MpqswKVpYu5lerb2T5wUXNPk9bM2//93it+l3afMpgR9VutlV2jt05J2E0F/b5PenOHAQhwZbKyd1vYGLGZe1yPkuZvLnrd1QaBwNKwIcIaKIQFCYWBe7dzC18ud5+yY7eDE+9hMHdzmlzBQDg0HV+MubEej0zAFy6jV8cGx21pNqGZoaHRqmiiM0E2oDlu/KxrMY3QLXXx5Ide5g6pP9hj9E7Posr+57Talmy4wdy68AneGf3Q+x1b69XPkAp8FiHnIoi/pnBizufZHjyGOJsHR89tL1yd6PIKPA3PcyrLmBAYt8OlwmgX+I4bkp8pkPOtatqDR4rdP6kiIVSOgrFmtJ5nJl9R4fIVMttoyaQ5ornqdULKa6pYnhad35z3FRGZxxFpUQUEKUNY5pDTAm0ARmJCdh1Da9Z35HrtOlkJXV8eYE0Z09uHfgob+1+kI0Vi+oeULyWTo3VuIOUoJhd+BHnZl+KTxnYxdZhseC5Cb1ZcnAVvgZRNx7Lw86qPUxS49FFD7N35FFtVPDpvpdYW7oQUAxLnsDZvW4k0ZYScvv97r3M2v04PuVpVO9HpH5lSqsTPI8iwszBo5g5OGRU4lFDzCcQo0mmDR3Anz+eC9QfyHRN49wxwzpFJhHh8r73srViJV/vf4e8mr1UWw17EfhRCOvKNvNl4d2U+8pJsMVzQfa5TO9xarsrg2lZJ/F+/pf4GvQGVsAn++byyb65JNkSmN7jFC7ufSY2LXIVgqVMntn2Gw56CuvKOKwtW8ie6s38bMiT2LRDCrjcV8prux5jR9UmwCQ1xC9RKbDUoe9/QOKx7X0JMcLRhZVAzCfQBrjsNl658VJy0lJw2W3E2e10T0rguWsuJD2xc2u2D0way00D7ufuoU+ii63evVz73mPqbKnMo8xXhkJRaVTxdt57zC6c2+7yJdsTuX/0r+gdolKpCvwrNyr5cO+XPL315XaXpzVsrlhBue9ggzo+JlVmORvK/W0e99bs4auCj/nH5nvZWbU5cIUa1ZajnllZqdqGVv48EB1bh5uCYgRQgKWa94pCYjOBNmJwVgaf33U9Ow+UYFgWAzLS0bTISa9PsCVy58Df8/iWP6CUwlCC23T4DQzKgUn9WHCv5eX9/I84PWtau88GesX1YGS3IeTV7Au7jdfysfjASoo9B8lwprWrPC2l0L0bn9W42b3XclNQs4sN5VtYdOBrLOVD13z1zD9uy4mhdFyaF5uyUHX1f4Q0R09u7v8oLltCx11MjCCi1+nbHGJKoA0REfplROYABdA/cTAPjnqBP637KxsriwNVJnUMZeLSDGxafZtzpVGFqUxsgbBIt+lhn7uAFHu3Nm+0nuFMxS72Rr6BYOyanbzqgohVAhnObOyaA28js5vw8b5PsAJP9VoY276hbFSZGk5R9E0YwlnZ15PuyMalxwb/TiemBGJEEvtrKnhzxzK2VhRxTFpvLup7DN0czYvs2e8pYXt1ObXtBg3lLzzstmwkiLfe02mKvRs2zX+LfJD/Ge/lf4IuGoZlMrLbUH4y6Bbi2qjZ+pTMicza8ym+Jn5rhjLoGZfZJudrD4YmjydBT/bH+Aea0CjlTyT1WqCLQoSAMgiFwi46CbY4LulzF6mOoywWP1JRgBml6cDNIOYTiDLWl+7jrK+e4oUtC5i9dwNPbJjHWbOfYl9183pKfFO0BMMKXY7iUBE6f8byZX0uBmDxgeX8L/8TvJaXGtONT/lYW7aBf7ehjb6bI5nfj/gpmc507NI4gskudkYkDyHLFblKQBcbtw38K/G2rDr7vtuysd+TjIUWpGAFU0m9h0sNDacWx/m9rueXQ/8dUwARhQJlNe8VhcRmAhHM8sJ8HlryDesPFNErMYmfjTuJZ3fMo8o41EPWbRp4TZOH187mkQmXNHE0Pz7LqJeYVYtd7KTak/BY5aQ707i094VMSPc3SPpw7+d4rPp9a33K4IfS1VQaVSS2ka16cFJ/nj72z+z3FLO7ah/v5H3Mzqq8ulIS1+ce/vo6EsMyWFO2ilJfKf0TBtA3IReb5mJblYFPpQS2CuRkKA27suoUgak0FAobinRHJiO7HcepWReQ0I5lKWK0gpg5KEZHs7wwn6s/eZsaw++w3XjQw8/nfYyWWtloWwvFN4Vbm3XciRlj+bJwQaNBHeD+UfeS5kxptLzMVx7yWLpoVDVQApsrdjNrzzz2uQ8wJmUgF/WeQpqj+QObiJDlyiTLlclx6aPxWQa6aGit6Jvcluyp3sW2yi3YxM67ebPwKR+mMhERhiUN57zsC9FFx6fqm3wMpeNTFnb8isAmdgSNa/r+iLGpR1z9t0P4fPFGnvt4EftLKxnSpzt3XTyZUQOOoiSxWmqjg7ooMSUQoTy0+Js6BVBLjWEQp1TIihBOvXl/ymFJAzg58zi+KVqK1/IhCDZN56qcc0MqAIARyUP5rngRVoMZhF2zk+FMr/v8XdEqHtr4Gt7AbGNHZT6f7l3Ead0ncsBbzohuuczoOZ74I6hVZNc69xZ1m27WlK5i4YEFrCtfXW8Wpait/yqgYEPFegaWDwpUhm2M19Kx2+wMShzMyG6jOTZ1IimOyHRyvzlnBU++9x1ur/8eXLEln9sfncWzd1/KiH6hekx1cWIzgRgdzYaDoVpoCpbXhsNlBRy6fpyajZm545p1XBHhRwOuYEr3CSwqXolds3Fy5nH0TWhU5LWOS3qfy7KSlXhML2bA4enQHFzb97K6bF5TWTyx5R08QSUgPJZJpc/DrD3fYqFYULSO/+6axzPH3UW6M/LNHitKlvP89n9hqNAmNDjUzQEEr+Vl4YHvmdr9FOYXfYO3wWwr0ebivOwLOC3rjIjuzmWYFv/6YGGdAqjF7TV49D/zGJeWQX5+CWOP6cuZZ40hMbHzChB2GDElEKM1bN9dzIJl27DZNKaeMIQemYcfAHsmJlF+sHHMuVYTz+DuCeyoLEYTwVQWEzP7c/vQk5stj4gwPHkgw5MHNmv7TFcGD43+Pz7Y+xnryzeT6UznvOwZDEseXLdNkbsEt1lfXsPUIdAyE8Bt+fB5K3hh2+f8v+Ez621rWiYLi7fxXdFGyrzVjEzpw4zsMaQ7W1Z2QynFuvIdLDmwgTjdybSsY8ly+Z+6y32VbK7YSbI9kUGJfUMOyGW+Up7f/q8mQ1b9CqA+pjK4IucykmxJfFHwJVVmNX3ie3N5n0sZnjw8ogf/WkoqqvEZjWcztmqTnfN3sEd2YZoWK37Yyax3lvDvZ28kNbULh7EqBWbTvT2imZgSaGf+/do3vPPJDximiSYaz72xgF/echpnTxvZ5H4/H3cSP5/3ST2TUJzNxo0jxnH3cZNZW7qX3VUlDEnOYmBy+0fMpDvTuLHfVWHXx9tcWEGzk9qM14aYymJB8aFa/TWGl4fWfcIHeSsCykKhieLLgjU8vvFz7hwynWv7T250nCqfmyc3zWb+/2/v3IOjqu44/vnuJpsEAiEBhATkJWBEoD4yxSJ9KBYVLRQrWu3LFmqZafUPa22njjMd207VGXWm1tZai4/aAi2t03RkakXbsZX6iBDlVQQUBRrC0xSFbLK7v/5xb+Imu5tdSNjdbM5n5s7ee+7J3t/vZO/9nXvO7/x+zVuImXH+8AksnXwR4wYP59mmRh7ftYb32ls64+0sf/tpJg8ey8xh43hu/4sUB4qImVEZGsqd02/itNKuwzINh185sQbCm1yfVfUxAgqwYMyVLBjT+4CAuaBicGlCHCPMGNTcBjGI+m0aDkeIHvmAJ3/zL266+dLsC5pNCvhNoFezbZIWS9osKeYnQ05V7zJJ2yTtkPS9uPKJkl72y1dJCvVGnnzjPzv2sfrp9YTbIkSjRnskSltbhHsffpYjLcmjRnZw2cSp/GD2XKpKywgFgwwqKuZr08/nlro5SGJG5RiuGDs9KwYgE4YWD+a8ytrOhWU9URIXQ+fmhiep39vYZb4h5rtPRonx0Jtr2dLSNdPXgdb/Mfe5u/j9uy+zP3yUg23v80zTJq795wNc/cK93LftjxxqO5IQcG37+3tYvWcdrbEox6KttMbCNLce5IdbfpEgYzgWTjm2H0/Hs7IkUMKo0tHMG31Z2r/Jd0LFRSz+1EcoDX34v1TEUJLmiERirPvX9ixKlyNcKOmUbAKuAlLG3JUUBB4EPg3sAV6VVG9mW4C7gfvNbKWkh4AlQOId2U9Z++J/CLdHEsoDgQAvNuzkyrk9R2a8tnYmi8+cQUu4lfJQiOI8Dp4GcNtZX+DOTcvZevQdihWkJRbxHuhxD/iSQDFXjpkFwI6jzWw8sqdbZjV/lN3PitZmEep3r2daxdjOGne8vpq2WGK7xoDdx44ytCRMcQ/dm7ZogLKiqP83RnPrId491sS4QR96vpw9dAZrmuoTxvW7c25FHRWhSqYOOZNzhp3bubiuv3PT5+ZQHAyw4vlG2iNRKgaVQqCdaJJFU2WDCqrvloT+GxcoE3qbXnIrJM9gFcdHgR1m9pZfdyWwUNJW4GLger/e48APKCAjkKpVJBJft1MQkKgszX6c/5OhvGgQ95zzLZqOH+RguIVhxUO4Y+PjNLd6qQhjZpxXNYXrxl8EwK73D3pZ1xKeK/LNhmc+jke7Pog3HO4p2Yx5cXfMUraxl3f5w25tUAGORY53qTN+8ARmVc3mlcP/JpwkHlB1SQ1fmvBVJg+ZmnCuEAgGAnzzqjl8Y+FsjofbKC8r4dZbfsfGN3Z3MQQlpcUsWpRyEKAwMLB+uhAsE7LRbRkD7I473gPMAoYD75lZJK48pYuKpBuBGwHGjRt3aiTtY+bOqeVPf20k3M3LIhqNcWFd5qkj+xvVZSOoLhsBwKOzbmVjyy72HT/M5CE1TCr/sLc9qXwkkViym8s6zUBpoJi51V3nT4IK0N7DUE0kGqQ4kPqmlbr26mJmTCo/PaHeF8ffwHmVdbx0aB1CzKiYyZQhZzIsVJnyuwuNomCAIYM875/b71jIbd9ewb597yGJSCTKxRdP44rPpM+F3e8p4LARaY2ApLVAMsfg283sz30vUnLM7GHgYYC6urp+8W5We8ZoPr+gjpX1DURjMQJ+1/S2ZfMYNjS3IaazhSRmDpvIzGETE85NGnIadcMn0HDobcKdwzu+570gFCjighGTmTOya297XvV06vduSHVFLyZSLJAQEM9z5BSDg95+AFEcKGLZGdcQCiRJtiNxdsUMzq4Y2AlVOqiqKudXy5eybVsTB/b/j6lTqxk1uiLXYp16zCBpZ6UwSGsEzOySXl5jLxDfzRrrlx0Chkkq8t8GOsoLiq9fN4d5Hz/LdxENctHHpjJy+JBci5U33Hf+dfxs21qe2r2e1mgbo8sqGFVaTk1ZJfNqZnDhyKkJq4W/P30hG468w+5jh7uUFyvAwtPP4dnm1yhWKTGLElAYZAQJUhIM8bVJlxNQOw2HN1MVqmB+zSeYXN4/3izzAUnU1tZQW1uTa1GySz+d9M0EWR8oJ+kfwK1m1pDkXBHwJjAX7yH/KnC9mW2W9Afgj3ETw2+Y2c/TXa+urs4aGhIu5RhgrDuwnfo962mNtnPRqFouqZ7B4KISWto+4PX3dlFeVMpHKifSHotwtP0YVSVDCeZJ+AlH9pD0mpmd9MRFRXCEXVB2RUZ1//bBE726Vi7o1ZyApEXAA8BI4GlJjWZ2qaQa4BEzm29mEUnfAp4BgsByM+twFP8usFLSj4ANwK97I49jYDF75BRmj5ySUF4RGswnTju78zgYDFEaLHQPFsepo/+6f2ZCb72DngKeSlL+X2B+3PEaYE2Sem/heQ85HA5HfuICyDkcDsfAxQDLQtgISVXAKmACsAu4xsyOJKkXBTb6h++a2QK//DHgk0BHcpEbzKwx3XXdAKnD4XD0hGUtqcz3gOfMbArwnH+cjONmdo6/Leh27jtx5xozuagzAg6Hw5EGi1lGWy9ZiLdoFv/zs739wkxwRsDhcDjSkfmbwAhJDXHbjSdwlVFm1uTv7wNGpahX6n/3S5I+2+3cjyW9Iel+SSWZXLRPXESzjaQDQE+xA7LJCOBgroXoJYWgAxSGHoWgA+SXHuPN7KQjLUr6K54+mXDQzFJGEexp8S3wuFlnXlIkHTGzhOXpksaY2V5Jk4DngblmtlNSNZ7xCOEtrN1pZnemE7hfTgz35h/a10hq6G9+wd0pBB2gMPQoBB2gcPQA6OmhfhLflXLxraRmSdVm1uQ/0Pen+I69/udb/hqtc/Ee+B1vEWFJjwK3ZiKTGw5yOByO/KAe+Iq//xUgISyPpMqOYR5JI4ALgS3+cbX/Kbz5hE2ZXLRfvgk4HA5HAXIX8HtJS/CGu68B8HO1LDOzpcBZwC8lxfA68Xf5YfkBfitpJF4A40ZgWSYXdUag9zycawH6gELQAQpDj0LQAQpHj6xhZofwwut0L28Alvr764CkEQ3N7OKTuW6/nBh2OBwOR9/g5gQcDodjAOOMgMPhcAxgnBE4QSQtlrRZUsyfsElV7zJJ2yTtkJRq+XdOkFQl6VlJ2/3PpKmyJEUlNfpbfbblTEa6dpVUImmVf/5lSRNyIGZaMtDjBkkH4tp/aS7k7AlJyyXtl5TUC0UeP/V1fEPSedmW0ZEeZwROnE3AVcALqSpICgIPApcD04DrJE3LjngZ0RcxSrJOhu26BDhiZpOB+4G7sytlek7g97Eqrv0fyaqQmfEY0JMP/eXAFH+7kQLKH15IOCNwgpjZVjPblqbaR4EdZvaWmbUBK/HiguQLOYlR0gdk0q7xuq0G5vp+0/lEvv8+MsLMXgAO91BlIfCEebyEl0mwuof6jhzgjMCpYQywO+54j1+WL/RFjJJckEm7dtbx05a2AMOzIl3mZPr7+Jw/jLJa0ulJzuc7+X4fOHDrBJLSU3wPM0tYxZePpIlR0omZmaRUfsLj42OUSNpoZjv7WlZHUv4CrDCzsKRv4L3dnJQfuMPRE84IJKGn+B4ZsheI77mN9cuyxqmMUXIq5M2QTNq1o84eP791BXAoO+JlTFo9/IVDHTwC3JMFufqanN8HjvS44aBTw6vAFEkTJYWAz+PFBckXehWjJIdk0q7xul0NPG/5tyIyrR7dxs4XAFuzKF9fUQ982fcSugBoiRuGdOQLZua2E9iARXhjm2GgGXjGL68B1sTVmw+8iddzvj3XcnfTYTieV9B2YC1Q5ZfXAY/4+7PxUti97n8uybXcqdoVuBNY4O+XAn8AdgCvAJNyLfNJ6vETYLPf/n8HanMtcxIdVgBNQLt/TyzBi1ezzD8vPC+onf5vqC7XMrstcXNhIxwOh2MA44aDHA6HYwDjjIDD4XAMYJwRcDgcjgGMMwIOh8MxgHFGwOFwOAYwzgg4HA7HAMYZAYfD4RjA/B8OCoGYy7W9mgAAAABJRU5ErkJggg==\n", 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" ] @@ -248,10 +203,14 @@ } ], "source": [ - "' Compute the DTM on X ' \n", + "' Compute the DTM on X '\n", + "\n", + "from gudhi.point_cloud.dtm import DistanceToMeasure\n", + "\n", "# compute the values of the DTM of parameter q\n", - "q = 40 \n", - "DTM_values = DTM(X,X,q) \n", + "q = 40\n", + "dtm = DistanceToMeasure(q, implementation = 'ckdtree', metric='euclidean')\n", + "DTM_values = dtm.fit_transform(X)\n", "\n", "# plot of the opposite of the DTM\n", "fig, ax = plt.subplots()\n", @@ -292,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -325,6 +284,7 @@ " Var[i] = np.mean(np.sum((X[NN[i],:] - Mean[i,:])*(X[NN[i],:] - Mean[i,:]),axis = 1))\n", " return Mean, Var\n", "\n", + "from sklearn.neighbors import KDTree\n", "import random # For the random centers from which the algorithm starts\n", "\n", "\n", @@ -486,12 +446,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -548,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -756,12 +716,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -820,12 +780,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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PP8F+t9/K9tIiVmVuxxERyTlDDiIhJrbpSi26LeHcY2+KjrLRD6Ju1phM/75g+0/oIJks6vFO9jL+OeXbWiVfQ6TTjfHA/dhaoOhVFad7A9Xe34iJOohY+5EAuLzZbMq9AkOrABCUHsY2EBARRt1WjNcLo24r4dOP+2MXwaVKSdlzba7on/34M07+6nMefWsRsR4PAMklxVTffSdvl+ayKnM7dy5ZSVJhCVl9+zDm0nPQEZdz39FnkOhoLMGVRXdDAU8XttF3lKIPlpgiVIaaoHdTRG7ANPuQmtqcpDMWLSXLmUFCblXQY5KR2aw6KqtWUlDyKG7fbjwqeIkCsRNrP5J9E+eRW/E/zHwxJlFo7Rf+00Y3v24xc8L88quXTZs9HHJoFKAYRv20na3nsx3pvPXhylolX0OM282J45/nTLeHWLd5LKWwhGdeXEjxq28x6fpLuG/8LGIio9pcJovwRMPcNNMUHRXrJpO66cFSMBMvhNrfAFWdoarDVHVYYmKrVjNbhGCQI5WiAcHNEzo4Jfh+Nah0vkNOwTVkZJ/Ixs1Xc8qffqAk34tDDBziIi+nnNOPX86GX+/H6dmOskexepHat/2o24rr1H3jrUW1P67o6LYPn97DbieptDjosfiKqlolX4MACRVO7p36P36c8lyby2MRxij4mrGFKx2l6JcDV/q9b/4IlKpqNrAOONCf6s+OmbmlqYw/Fu3EuUkX8s5tw3DFRNTZ73XYsY0ZW/tZ1aC0+lvyKz8kq+B6Nm6+mROOnUd29lamTKwgI8PHpIkViJhDxlmTytid4WX82FfoGT0MG3uyLxoIFSr8+NOe3nwNv/7qY8MmNxBF3z5jaWtGDBtKTp/4Fp/ncHs46OkJTRe06DaYK2Ob3sKVNglTLCL/w0wC3Q8zNeCjQBSAqk7z5xSdgumZUwVcU5MKT0TOxUzXFgHMUdXRTbU3bNgwtWLdtA9by39h07R7Ofn5j0nIraR6UCLR457HlmZma3R60tmQczVeoxhFMbSKqQ/nsHhBBRf/I4YVb1fjckFMDKz9PBFVOOXEfFwuiI4RfvttK9nGCNy+Qsy81RAh0Vx51k62bKluIM/BB/dm48ZfiYwc0ObX6jUMFt15HxdNfQFHgPnG54ih1GYjoTK4GQtARRAj+E/ba7jYUPw2v5atIlKiGRr/dw7qdRqhU+uGJ7uLS5m5Zh3f7dxNSnxvrj/tOI7ZZ1Bni9ViROQ7VR3WmjqOPMquS1c2HcbmoMHZrW6rPeiS8egtRd85qCrrdv8VpzedmqmUwjwvl5+yE7dLiYgAsYHXA1F2uPQyB2rAokVOPG6Istu4fuQoJkx6jIySCRRVfYhNHAzsmUZqws0YQRSnzWbD52vfpedFM2fheOxRYrKzkdRUdPRoFm35kfPHTcBRz3xTg5Gaii29Yawsn3pZuON2+i75kj9P+IWeOdWUJzlIf+BijrylfdxU24P0whIumbqA07//kttXrSSprJic3vHk3/cgQ+9rP3fX9qAtFP0RR9l10TtNm4wPT80KS0VvrYy1CIqqkln5KdvK3kbVYP9e55JgT8blyyVwvvyVyYUYhvnZ5wP8Otnjhjded9b+b/41mD1nOmdel86R+17IHwatIdIW6z/3xo66tAYkXD8Srt+T31yAS0kjPSmVfvc9QGxpWR2vAcPhwDZmTNC6tpV9Sr8lX3HGIz8SVW2+uHplOTnkrv+xybuBrPMjiY5M5OCEexjQ4y/teFWtY9KHn3Pad1/y2MpFOLx+j6TSYuIfeQAjZSC2EZ2e77pDMf3ou9aILBAr8YhFUL7MG81nOY+SWfkpu6s+54vcp/i+4HmEPfb7wjwv771Rjjd4pxe3B+o5tODz+Zj1/JdsKZ7O51lXYWiIk8OAfUbdQo+SUmT+fDQ1FRWBffbBNnNmyDUFOyu/408TNtcq+Rqiqg32G/8LBi6c3kzW591Oeum8jriMvWLd9kz+vXplrZKvweFxY9x/fydJ1bkYKk1u4Yql6C0aUOTays7yD/Gqs3afV51kObdgsGfCNLA3Hww1oL41xuuBbz4qw8BFpWcX2ZUftbn8bU5aGpKebtrkd+5sdOFYXGRfeuY0nGsAiMnec+8K8zz86aiRZGcHdTLrdBLiYkkqC+6RFLE7k0dmvcvwO6dz+WPzeO+rzZ0aMqMjqOnRN7WFK5bpxoLK6lUUl03F68vGEXMSBUYqGiQkq1fdxNjPwOX+BEPdfPFhZdDe/KBBg8jM3ON3v6tsKRsLn8YX8OIA8KmTfOdXDIob3ubX1Fkc0eccypMc9MpyNjhWnbTn5/ba5AJyMtw8+vj9zJj2SrvIoqr8XLaNTGcOKY6BHNbrgGZPCI885ThyeseTHMT9NDeuDzp/AXO+XcmAymLynovnk+tv58znH2vjKwgfFMHXhfvFXVdyi1ZT7d5KZsENZBVcQ3rGp5zyx6/5bcd87M4JRAfRBzaJIi7mBP4wcCED4y7hkw3Xsbt0IV6fE1Wt3QKVPEB0RF+CPWo2onBEDGynq+scetuTqH7yPjz1XFR9DmHL3f0Bszf/4eJSVGH+q4vIycnZU85XjMv9W51FZXtDpdfJnRvG8cmE2znm6PM4NP4gigclUD1vbrPOP2/owWy6+d84o+ouCnPbo/k05VAe+GwRSZXF2ICBFcX8efIYque2zwsrXLBMNxZdCre3mI2ZJ/BzzhmUV70DuJk6sYLMDB9TJ5YAbpIiCxucJwj79jybuOjDOLjfkxw5YDrJvS4lwhbTaHuJsX8m0hZD/YXQIpGk9rqo7S4sTOh/7SNEzJqLb3AyKoJrUBwbxySRc0FvwOzN75nANnjyyScxjEq255zHr1lH8FvuyWzO3JfdhXfstUlkzo7F7PPmaq4f9xGJueXYFBKyS4i4YRQsWNDk+SLCWWMeRWbOxD0opXZ+Yvp5V3PSrs04fPVs914Ptoce3CtZuwKK4NaIJrdwxVL0vzPKXT+wfvdxVPpy8WgEZRrFzmxYuqgKVViyqIr8PBcD7D2w23oSJT2IspnbqUljcUT2bXGbNoniz0lziYvalwiJIUJisUckcNyAiTgiu1ePvgZb2hVE7NqNGAaRuwop/79jgT29+RqTl9vtZu7cuazbeD7VnvXmuUCsGBjORWTnDMPl+qLF7X9W8B2XT/uCGFfdRWhR1W54sPkKOeaqq7BnZtTOT6SfMZwBlcFt91FhOt/QFpgLpmxNbuGKZaP/HaHqZUvedSg+AnvX0yaVUzOnahgwdWIFTz8zhEv2W0iecwOKQf+YoUTY7Hvddpx9CKcPfpMKTzqGuugZdQAi4fvDaEsibHZOSllOhXs7Nz11I2g6BISB8Pl8vPDs1zw8ujcRKHH+ryYvz8eFF23gzWUXsc8+fyc+YUaz75lPffTLqwh+cNeuvb6WK885jry4eAZWNFT20s1jUIXzZGtT/D5+aRYAVLh+wFBXnX0FeV5WvFEZ4OsOSxc5cVddjk0iGRh7LEmxx7VKyQcSF7UPvewHhbWSV1XW5q3nju8ncd0345iz/R3KPJWtrjfOvh+r3t+Mu94iLLfbzScfmpO3DgHxby+8YIaTmDixgurqd6msmNHsto7ucxgF/UNE2GyFQj7qgGQK7nmQ6si6z4M6YmF0k4vauyyqgk9tTW7hSvhKZtHmmK6Rdb/yOZNK0HoukoZh47lnPulAycKDH0vS+e/3c/nrqsdZPeFh7hv+EDP/eD/n/flfzBtzJZXe4G6TLSEzM7POxLWq4vNVseqbJIDaVQq5uT5e95vTXl9UxcaN1Rx+xO1s/W0yVdVrUG08ssoN+/2TpTedhiu67qBdYx2tVshHPHwn9rmz8aYMrrXdy8wZbZavIFwxkCa3cMUKgdBGVHs9vJu+hayKcob2G8ifk/fB1omxTfKqvuG3sqV4jUoGx51Nas9zAIPvMoZh6J4h/d9PyCA/t6ErZX0Xye7Op3k/s3rCg4yc8wkD88pQ6r4Sq6MjWT/+Hv54e/v0WrMK/0tJ1ev0EsUmcP/9pSx8vQq3G+x2GDIkgq1bfaRdEcfjo/tis/UiOXEp9qgDQtZZ5XWyZfoY9h8zjbjsQnRwihmcrpsr5Pq0RQiEA4+M1effCn2vazh//5/CMgSCpejbgN9KC5n1wH+49fUVJBUWk903noVXXcrNT0/C0QkxyzcVTePXknn41OyBRoiDhOhDOSX5JUqdq9lWcBuGeqkJKhYp0RzQdwK9e3Qff/aWoKo8/8il3PzMMhz1Ji8DKU5KID6roTdSW5FbMoaK8pcozXPz5xPzcLkalomJgdWfJ9IvMQIfQo+4O0juc3eXC5jWkbSFoj/gyFh97q2Dmix34f4bwlLRW5OxbcCSxx/g4VkLa+OXDyos5qYps/kkIZHzHnyiw+So8GTyff6zZFd9Tk08GgF8OClybSarcjUpcX/hqOSPKahYhtcopo/jVHrFnBjWNvP2ptLrIm3G+40qeYA+OcG9TdqKAX0eoH/v+7ju0SNQzQtaxmfA5IkVPDG6NxGqFJZPxG2Usm/fuiMNl8/Fiqx3+azgSwBO6vcn/pY8nOiI6Ha9hu6ML4z95Jvi9/vrbiMKnJWkvbqoQZKKWLeHY1+Y2mFyVHnz+CDjSrKralzxBBCK8rzcdvpGCvPK2F25FoDoyGQG9bmFfRIeorfj5N+1kgeIiYiif35Zk+W8KcntLouIjQ8+KMPtDn7c44Yli5zk5+0xtxVVLsTl3WNmM9RgzOZnKJg7hQfPncrzx47n1OOv4O1nR2A0Ydu3CE7NytimtnAlfCXrQiQVlgTd37+wqMNk2FLyGj7DSd1MjMLSqVnkZbpZPCWH6IjeHSZPVyLSFkH5wMZD0PocMUSNfbrOPlVlc8kKFu24knnbLmZV9lgqPMF74i0hcML2pptuwm6vt8rWgMkvVPgTXZgZukqr9/jabyz9mZRla7h67Gr65VQiCv1yKvj7Y2+SOeuZVsv3e8VQW5NbuBK+knUR+jl6kNcvIeix8gFtnywjFAXODXUCjgEU57lZvaQQVVi9pJDYqhPrHFdVtpX/xNu7X+aDnEUUunJoLarKmpxfueWrBVzz+Rxe3/ENbl/jJpFwoMf453DH1HMZFPO1qampRMyc1WAS84u8KXyRN5lidzpVvkK2ln3IkvSROL11TTyqSm51BhlVW/EaLQttsHz5ctzuupPlHjd89KELl//naxBNpG3PS3x75Q4uevHLBkneo6u99HvcSoG4N5hBzX7nPXoROUdEfhWRbSJyX5Djd4vIev+2UUR8IpLgP7ZTRH7yHwufGdZmkF1ZxnN33Yjd6WyQNrg62k7M008HPa8t8BoV7CqZwQ/Zl7Mp71Z6RDiQel/n0qnZ1IzU1bAx8ek9YXENNZif/jzfTx3FScfdwlnJl2Lbd392zHikVXJN2PwhHz37EA+efwuzT76OU044m5mPjcJjtG/ykNYSOeIK7LPmYKSaLoNGaioybz6iiqSnN1DyTm8xm0uX49U9LpeKD49RxU/Fi2v3FbpyWPnccOz7HUJK3EFUpMSza+ZjzZarpnfv81WyI+fvbN41kJ/Tk/jg64EYKngRkCj6OE6rPaevPYG+ucH9/h1ZBc1u22IPiuDRiCa3cKXVil5EIoCpwHDgMOByETkssIyqPqOqR6vq0cD9wBpVDbRrnO4/Hnaz1aFQVWY/9F9umjyXhEpnrQetAtV9emOfNZvoK69qcb1uXwFbi57m693nsz73eoqcXzYo4zUq+C7rQtJLp1Dm+o6Cqg/weD4l1ran52z25gvwesxXkMftZe7cubUBtDaXfUf0wmVc+PjXxGdXIQrx2VUM+vcY3M0MfFWfHGcphXNm8MCUt0jOL8WmkJRfyrXPvMrPLz67V3V2KGlp2NJ3IYZhZo9qxA2x0PUbEbLHo6o0z8VDZ31DUV4l2c4NgPky/WxSGmc9/FHtPe6TXcnA25+i9OVJLRLNZotln/5v0avnfVQTg48Y3MSBDOTQ/vOxyZ5J1uMShlE0oGfwigYPblG7Fiaq/O4XTB0PbFPV7arqBhYCFzRS/nLgf23QbqfyQ0EW18xf2mASVgBnTDS2ESPq7FdVvi78lCc23cld669j4pYn2Vn5W50yLm8+X+/+Owd6dnUAACAASURBVJll86j0/EqRcy0/5o1id9nrderZVTwelzcbI7A3qS562Vz0iByIjSiWTc2Feg+ez+fjySefNOUv+YyzJv2Avd7w3l7tgwcf2Kt7sq5gJ7e++hEOV72AVy4PqaO7gKJvAXFR/fHpnhfrOy/uojCzmpUv7qJXlJlXdWflZk6d8FXQexz10OMtblNESO7zb4am/Mx+ia9wcP/5/CHlK3pEH1mnXExENDJmDO6Yuq69hsOBhMiMZdEUTS+WCucFU22h6AcBGQGfM/37GiAisZgJwpcE7FbgAxH5TkRuCNWIiNwgIt+KyLf5+fltIHbryHdWklQQ3N2uT25D+T7Je5et0x/i1r9M45lj5nDFqeP4bOI1ZFTtqC2TXjoDr1GGBsRBMbSabcVP4zNcVFatJH33EHLL59cpU4NN7Jw44CHO33clG9dE4Kln23W73bz11lsAREokfXKCJ7+Oysxt+gYEu257LAMKSoMfyw3tf/5zQR7XrlzKsJdf5IIl8/kk/beQZcOFPvZUEmMOxkYkpXkuvlyWiyp8sTSHAa7TAajwltI7xD12ZO39RL3NFkNvx0n0jBmGOaBuSMI1t2KfNbfWFNVUZiyLxlE6pkcvIgki8qGIbPX/jQ9Rbo6I5InIxubU2xaKPthrLNQqrL8Dn9cz25yoqsdgmn5uEZFTgp2oqjNUdZiqDktMbDpJb3tzdL8ksvv2CXqscmDdSViv4SVn9nguefJzEnLMIXxCThWXPPkFv0zbk5atqPpzlOATl+Wub8kvGklerpNLTs2gML+hold82CPiiY7ow+7M3Q2W2rt91bz903w+yF5AP3t/SgbGBr+4vRze/zFxP/ISg98Tb0rQdz+bCvL4x7LX6PnGYt6880GW/d8VHHzMcXz1TPvNb7QV5wwaw+AeJ7DyxczasMOiEUx9xpwL2afHwSHvsXtQ//YXMMAU1VRmLIum6aDJ2PuAj1X1QOBj/+dgvIzZaW4WbSFZJhCoGVKAUPFKL6Oe2UZVs/x/84BlmKagsGdAbE+++vdNOO11h8fOaDuR48bV2VfmKWb4lG+DeEH4GPbsO7Wf7RHBX2CKh8qy8USgTJ5YQVaGl1cn1e8R2oiJTCE26sCgdRS781j57Nnse/h5nDVoBMOOuZatpwzCXS9BhuGI2evhfZQtAh09murouvfE64ghauy4oOeM/2otZ33xDWNfW0xKUQk2YFBRMUMfehhj/vy9kqOjiI7oydCI2/j6zUJ8/rkQt9vDnLlzeO/nOWwpW8u2+y5pcI89MZFEjB3fGSJb7CVK00lH2ijxyAVATQaXV4ALg8qjuhZo9rCwLRT9OuBAEdlXROyYynx5/UIi0hs4FXgrYF8PEelZ8z9wNtCsoUg4cPFDo9n09FPkJfbFEChNGoBOn05MvUnYuKhexOcE94Lok7Mn7sw+va7FJo46x4VIKvOqOPH4d/hirYsF85yownuLyynK9yAoghAbtR9HDpgZcin8hqk3MfzRz+lTOylYxdFvbWf7P46jOqW/39NkMLYgboQtIWnkzdhnz8GdMggVQVNTiWykzh/zc7hn+bsN5jocbg/6wN7NFXQkZtKQuouQ/uGq5ujjbmBY4sUcPG4Rmf88gfLk3qhAdUoizJhB5IiWT9RbdB4KeDSyyQ3oV2Ni9m8hzdEhGKCq2QD+v20y9Gt1CARV9YrIrcD7mMH35qjqJhEZ5T8+zV/0IuADVQ3UeAOAZX7lFAm8pqrvtVamjkJEGHbHPXDHPQCEWo5kt0VTmdyXHrsb2qm9KUnU9H/7xp7K/vH/4bfiCQgRqLpxiIe5k3PYleHjxpuLa21iaihLJufy0FMJ9I67joHxj4VU8j71MvSZd4NOCg785EdissyvpK2mkmxpI7CnjWi6IDCwR0+Si4IvOLN1gaBqpp/7nmWslwPTDehRZd7rXtlOHIu+xjXtBeSqW2k8F5dF+NLs5N8FTXkPishHQLCMO+2WossKatZBGAvmY1x/HZHOPUrB54gJuhDHZzgpc67CW3oHxbmVDP1TFtUhAlyt/WIfjh26DZst9Dvbpz5sEZFIkK9aBcTovGfgve1bOPK4PzKoKMjE9j77mLblLsK6wmUcdGQavbMbJgZ3pfQjOqPznQh+j7RFULOUI3rr7Yv+3GS5ew9/r1VticivwGmqmi0iScBqVT04RNkhwApVPaKpesPX8bObYUsbQeTMOWhqaq1JI5iSBxCjjKiyW3FQzeNjSoIqeTDjxs+Z+ZdGlTxAhERQmRR8vOFMDr6qt6M4Z7+D2H7PnQ3mOjS2ayWyyHdlsan0G3rlNFTyAPYgozmLroXP36tvbGsDlgM1dr2rCDB1twZL0XckaWlIejpiGEFXWwKoGjjzh4N6yc0zeH1pcPc8ALfb4O3lzbN02caOxxNT94XgiYkkcmznxz45+d4Hsc+eg3dwQCKLGV0nkcUvZT+w6vlLuOCkSSH9zYzB7R8QzaL9UJWOinUzDjhLRLYCZ/k/IyLJIrKyppCI/A/4EjhYRDJF5LrGKrXCFIcZ1QWXgxaSm2cw9MTd+EIEG7Tb7YwcOZKpU5sXITP2yhswIhy477+HqMxcvCkDiBg7HlvaFW0o/d4TMWIEjAht13d7vExd/gXLPvsJp8vLHw5I5t7LTmf/5H4dKGVDDPWx6aX/cOETXzeYA6nB57ATMSb83UUtQmNOxrZ/iANVLQTODLI/Czg34PPlLanXUvRhRFnhSCI9X4PA2AmlVIbuzNcufmquogewpV2B3a/YOz4dSuu4f/ZK4pYuZuGXKxhYUUxOXDwzPzifUf+bzID4EMv9O4B8VxZnTPw2qJJXwEgdZCr5MBudqCrf5+/m58I89uudwJ+SOjcjWvgjYR3ioCksRR8muKrX4nW9RySR5OT6mL+wokGZmBhh29aNDEo5LEgN7YfHqGZHxQYMfOzb42iiI0IstGollS4301d9w8r1vxBhEy489nCuPWUY+SUVxC1dzH2rFuLwmm6YyRXF3PPxa6x+PJXhL3Rccpf62G0x9AnhOotARHr4eQ5Vedz8Y+UCLp80nX+t/oYIQ/HZhNJrriZ+1pzOFi8sUWgrP/lOoeu+oroZzooXas27T08oxRNkgaxhRDJmbMclMwHYVv4t7z13CgMOOYOD+5xI9eB+ZM5qXYTLYHh8PtJeWkj+9Bm8MvYe3r13JBf841zm3vRftmcXctNXK2qVfA0Or4fjX32pzWVpCfH2RMqTegU95h7UcWGqW8KT6z7hsonTueKTr4k0FAEiDaXP7LkYN93U2eKFLb/7MMUWrccwSjBQsnK9zHu9EiOIbd7t9tTGqukIqrxlbH7pJv76yPf09i+06p3tZMBtY6h6dVrTFbSA1Zu3c8Taj3lkxUIGlRVjA5JLi7nq1Wn0ensZ/cuDxxVKKOl8b5aIMU83mOj2OuzYx4Vn7PfFv/3EiNXfNPAREYDp0ztBovCnA1fGtguWog8DVA2iov8KwOgXijHqrW2IjIK/jUhgza6zWb91UYfJ9WvZF5zywqYG9ueoah+2Bx8Oed73Rdu5Zd0Mzl8zhru+f5lfy3Y32db6Xdnc9PHbDXvtHg8HTH6Okvjg4SF8g1KacSXtS4+rRhE562W8g5NREXypKUTOnIOEmV2+Bq8a2EKsn5EuuK6mozCwNbmFK5aNvhOpql5DXtGtGEYBIEQQwXsfVDfIF+r1wJcfluF8IoMfcm/lhKTX6BV9SJvLU1D9M+vyn6OgejNRtljioo7k6BB+4dG7gyewWJu7iTUvPMRDcz5hQH4ZuYm9mH3tGVx070QO75Masu2U+N4klQXvtffIy8U+9xU8N1xPlHvPogLD4SBy3NgWXGH7IWlpRPoVe/imnzBJcnTe5HVXRRU8Rvgq8qawFH0nUe3eRE7BZQDk5fq49OIiFi1L4It1+9Irsg8ejeHH6rIG0SwNdbOjdDZD+7et/3uZexcfZt5cmzHJY1RQ6v6OiqRoemY1XLHlS0lu8PCoKt9OeYK7JqzA4TLlTsor484JK3jNEc/hj4Se6Dvv6IPJ7R1PUmkQZT94MParroBIGzz4ILprF5Kaim306LDzZukKTD/9Iirsd9DTHSQCao8eYRxVvfMwTTddV9F3Xcm7OAXFd9b+P2ViBRkZPiZPrECpJLbPVKLjJxMhwSKjGFR6tre5PJuK5+HTuj98Q92s/28qnnrRF72OqKDRF6t9Hv41471aJV+Dw+XlvKlLG22/lyMGY/QYqqPq5m2tSZbh9nh5re8hjEh7kisfeIVFM5bhvfSyllyihZ8j+yWx/enReOppdMNmw2bZ6EPSQStj2wVL0XcCpVXv4XRvQNXszS9eZEakXLLISX6ej2rX5/SI2hcjSHIRIZI+0Ue3uUxFri0oDX3Bd184mKyJt1A1KB4VqBzUi48eP4LJx77G8ozHKffsid9ij4ikf35Z0Pr75wdPSBLIoFtGETN3Dr7BdZNlGJf/i9vHL2HbuIk8M/HfvDL6Sk65+EwWjPgvXTFWUzgw9I67iZw3H+/glNqQHLZXX7VGSCGoca+0JmMtmoXbm8sv+beS44slyxfL+Bec1MQU8xkweWIF0dHHYI/oQ0rPf2Kr06sXbBLDvr2vbXO5EqIPQgKsyyV5bu48cz2FeZX0v/YRHBmFLNg2irX/HsKfJ2zmtsNWctoJ4/hm0vl4DNOOHyE2KpOCR1WtTg4WrC8IaWlE7KqbLGPdpl0M+vAd7v5sIUmVpkfOwMpiLl38EunPday7aXdC0tKI3JXRaEgOixo6LARCuxC+knVTNuZejVsBhII8H++8UYnHP/nqccOSRdWUlZgTrYck3MtB8f8lJnIQkRJHouNU/pi8EEdU8GxNreHw+CuIkD1mkzen7qYg08XyqbtQdZNZ9SOJS77hL49spFd2NaLQK7uaUx5aR/asR2vP6zH+OTwx0XXq9jqicTy99zljf9y6m5HfrsDhqzvCifF56De+6wQ+6wp4DS9LMt/g9h9uYdR3I3l+yzNkO0PlEfp98XvPGWvRTKrcv1Hl2Vn7+ZXJxWi9EMGGEVWbwFvExj69R3Dq4A85c8g3HDPwReLs+7WLbL3sqRzW52JsQEmei0+X5qMKq5fk8O5Pt1HoSudPL2wmqrqug39UtY/EJ2bVfraljSBq1myMgCidkTNnt8rVsG/vHgyoDOGRU7B3+W0tgjNj+0uUvvwij5z7Ci8dN5srT32c95+/khJ38PtfQ7ZzF58XvM8PxZ/jNkKEW+3CmF43EU1u4Yql6DsQpzcdm+zp7X7+YSWeemb4wATeHU2+cy0Om4t3XsyofQEZPmXW858SFxlHzyBx1gFisuolDklLw9ZElM6WcNYfDyYvLmiOZDRl7/LbWjQk35VHzMKlpI3+lH45lYhCv5xKLn9qNb9OfzToOYYaLNz1Imte+BeHHfUPju57EpUpfSmcO6GDpW9frAVTgIicIyK/isg2EWmQzFZEThORUhFZ798eae653YkeUQeiAROsS78awtod+7N2x/5s2H0ehmGgqmR2UmYln1FNcZ6HVUuKqFm35PXAJ0vyoaQnlUlxwU8c3L6Llnr2iMH7xFNURzb0yLGN3bv8thYNyXJmceHU4LmNDxk3L+g5G0q+RBa8xsVPfEV8tvlyiM+upOfN92AsCO+cvy3ld226EZEIYCowHDgMuFxEgkXd+lRVj/ZvT7Tw3G5BTNRgfGUncNmpuyjM3+OCGCE9OKT/3JCpADuKQXFnsXhKHkZ9c5IPnh83F/u4CXgd9ROEOJAx7b9oKeU/NxP98hy8gwK8RGbOtCYQ25ABMQOJz20YTA+gV3Zwr6mvij7mrMk/BElT6cW4/942l7GzsLxu4Hhgm6puV1U3sBAzk3l7n9tlqHD9yKbsi/ku41hefHYN2Zle5k12YhMHCY4z+EPyW9gjgy/x70gO6nMN6z4pp14UArweZfny5divGEnkzLm1WbLMBCEdp2wlLY3ITMtLpL0YGDOQ8qQ+QY8Zg4M7APgMD/E5weNpR2Rmt5ls4UBX9rppi5Wxg4CMgM+ZwAlByv1JRDYAWcBdqrqpBefiz6Z+A0Bqauil9OFGYeXbbCu4HYCCPC/LXt+NGsrKxaVMHb+BgQOa6XbYAdgjepK7u5iMivfId35DbOQg9u11MbFRSXsKpaWFbQwXi9YT+/QLeG+4oU5uY8PhIGLMuKDlj40/hZKBPYjPDhKqeXD3mT9RFbxhrMiboi0kDzZeqb+K5XtgH1UdCkwG3mzBueZO1RmqOkxVhyUmdn7vt7n8VnAPYCr5S8/YXWsW8fnctd414USELYYhvS7kuAFjOLzvLXWVvEW3J3LEVXVyG9csWgs1ejou4XS+veuvuOutnjYcMciY7jV/8ns33WQCga/uFMxeey2qWqaqFf7/VwJRItKvOed2Zdy+fAytxqfC1HHFVFZorVnE41bmzp1LTk5Oh8u1qyqTCVte5Nbv7+aJTU/zU+nPHS6DRRgTkNu4ZtFaKCJtkZz5nzfIm/w4VYP6oiIYqSnYQiS+76pYNnpYBxwoIvuKiB24DDOTeS0iMlD8M40icry/3cLmnNtVUVV2Fk/BRSQ5ecr7bzYc2vp8vg7v1e+s3MVjm8Zi/99iHj1vGg8feR9Jh5zAr9Me71A5LLou2dnZ7L///rWdFJvYSBn5ILGZBYhhYEvP6FZKvobftaJXVS9wK/A+sBlYpKqbRGSUiIzyF/s/YKPfRj8JuExNgp7bWpnCgULnJ+RWvgkIr0wuCpFIpON95l/PWMqxK39m5Li1JOZU+H2lKxjyn6e6nTucRdtR5c3lm7zxvJ1+CTfeexY7du4IS9Nje9HV/ejbJEyx3xyzst6+aQH/TwGmNPfc7kBW2WsY6qQwz8t7b5TXORYdI2zbtoWUQQcEPbfUU8YHOav4rWI7g2MHcfbAM0mM7tsmcv1WsZPR04L5SnsxHngA0ka0STsW3Ycqby4rd43AY1RRlFfFe4t+Rg1l9pxZPPzwwwwcGD4OBe1JOPvJN0XXnUYOc3xqmmpemVzYwC9djUjGjgm+cjCnOo+7NzxMwdzJXHfGI/xr30uRIUPInfNCm8gVb+9NvxC+0pIRfomsLTqfjUWv4DGqULwsm5qF+kenPp+Hx594rFNl6yhUwWvYmtzClfCVrIuTGHsuNonhiw8rG/ilN5b7dUH6Ioa+8xPXjl1dx7QSf8s9sGBBq+W6cNB5FA4IvsJVupDbqkXHketch+KlOM/N2iX5eD1mx8XrUV5++eVOcSjoDLqy6cZS9O1AbuUa0itW4VNh8VcHsXrHgazecQhrdx5Jbvm7jYY52FS2mX9OW9fAtGKv9qAPPNBq2f7U93gyHroFV71k1hobC6OtSJDhzq+781n5/S/8sjuvw9qM9S/mC+zN11DtdHHffd06cgnQ9W30lqJvY7YWz+a7vHvYlvEVl5+6md25io9YkuIu5dikZfSPO6fR86Nt0SFNK2RkBN/fQv5wyzgiZs7G5086Ya5wndEtPSW6C1UuD9dOfYP5o+7kD6f/mYNSBlCQkIjrlVfqlCtzuZjz43fc8fE7vPTD1xQ5g69abQmH9rmSCInh+4+La3vzgSxe/Ear2+gKqEqTW7hi5YxtQzxGOVtKpmGoi9en5JGb4WH+5DxueXJfiEgi1r5/k3WcOeBUCgfMpF9OQ2XflqaVyBFXwogr26w+i/Zlwoq1JL37Ng+8vxCH3xbYr7gA9w03QmQkpKWxu7yM85fM5/TPvuCuZe+QXFRCTt94sseMIemGUU20EJrkHn/kD/1uZ9rnEEE5oBTnerj5jJ/xuBSvz01OTk63n5S1JmMtACh1/YKNKIryPHy8uBhV+HhJMYV5leRWfdqsOi5MPo91d11imVYs6rB83WZuWbuiVsnXYHe74MEHAXjqi1WcvPYznpi3iJSiEmxAcmEx8bf/u9XzOwf1/geH9r4I0Qi8amPh1LyASVkfDz92T6vqD3dULRu9hZ/oiH4oXl4PiABp+JSFk/NxRA5oVh2RtkiG3zmH6pcm40pJskwrFgC4vT4GlgdP/qG7dgGwOmMHd731LrHuepm4XO42md8pcW3Gi0FBno+1SwrqTMrOe+V/3XxSVvAZtia3cCV8JeuC9LTvi6somY8XF9eJ5/7xkiJ6OIe3qK7eV48iOiOrWcvQLZpHV04kfvwBKeT0DJ58pcakZ4+IILmoJGiZtpjf6R19EF4iWDY1u8GkrM/n44knnmh1G+FMV7bRW4q+Dalwb2bJ1Dwa6BMjginPLOsUmSxg1fLveemQS8iz98EQoSg2gU+vvI/C3LLOFq3Z3H/xGcw4/XyckXXzARgOR61J7/8OPoLshMZfBq1h/96XAxJ0UtYMZd05mdE6AivWjQWqyrbCx9mQfQnvr/wGj7vuj8Dt9nZaesDfO2veWc/3Nz/ONVveZIC3DBuQ4CzmpHlPE5k8kKyxkzpbxAZ4fQbrvt/Jx2s2k1dgrqoe0j+efy94iS/vepCivomoCL7Bg+tElrzruJNYenUaTnv95DBtM7/TIyqZXlH7MOWzP7Bg6/HM23I80385mRc3n8ob2y8iM3N3q9sIW9S00ze1hSuWom8DSqu/IrdiMYZW10kP+NnOw/H4yjs1PeDvnVeee48RuauJUW+d/QL0Npz0ffiuNlmI1lbs3FXIpJOvJfWkYzj9tMPQ1FQ+uv4hVJX4OAdnjH2UhII8xDCI2LWrjknPERXFbc9NJn/iC1QmJ9Vm4mrL+Z3j+t9HhERTbUTiWOrmn6d/y6jD1vCXE9/jpxdvbJM2wpWOSCUoIgki8qGIbPX/bTBEE5HBIrJKRDaLyCYR+XdT9VqKvg3ILp+LoQ0TZwsRlDg/6wSJLGrIyyom0RvaRBPt82Dcf38HShQaVeXtEXdz89evMcBZjA0Y4CzhpLnj2fpE85Ntp466mR67s9olE9cAxzGcljSZ+GUu/v7YT/TJdiIKfbKdHHznbHJmd0/PMO24ydj7gI9V9UDgY//n+niBO1X1UOCPwC1NpWC1FH0rUfVSVb2aYPlSFF+DfRYdy4BB8eRH9mq0jITJaGvr9jz++e2bxBj1vGZ8HhIntH9e3uZSrVGcMXFzkDyxPno++mwnSdX+dJDp5gKgZhXcK8CFDeXQbFX93v9/OWbk3+C5Hv1Yir6VVLu+IVaCD9pU3fRxnNThMlns4eq7zmX+gNOoltBrA8Mlxk91tYdEZ3AXyj6lBR0sTWi86qZXiDyxsVkhvH66AR3kdTNAVbPN9jQb6N9YYREZAvwB+LqxcpaibyVqVNFXDBKK3Fxxajpa4AIMQOkfvT+RtuABxCw6hpOHH8XxM57glUMuotQW02DcpQFeK53NwQcOJN8R3GumKjF8Vp0Ojj2U0oGxQY95BjWql7osZo+9WYq+n4h8G7DdUL8uEflIRDYG2S5oiUwiEgcsAe5Q1UZdyCxF30qk7HHibMoLE0vIyPAyf0oJR9mVpEiDpF7XdbZ4FsDJ5w7lxp8X0dvnpOC5qTgTAyYqG8mH2tFE2yMpuPN+qiPqes24Iu3Yn3m6k6RqiN0WTdnj/22QJ9briCRyXPc13TTTvbKgJre1f5tRvx5V/YuqHhFkewvIFZEkAP/foNHrRCQKU8kvUNWlTcneJopeRM4RkV9FZJuINJg8EJE0EfnRv30hIkMDju0UkZ9EZL2IfNsW8nQUXufHqJFJTp6Xea9XYijMf72SwjwvfSP6EhfbwLxm0ckk/vdmHHntM1HZFhz+5N2UPz+ZsoT+KIKzfxIRs2cRdVV4xSVKvf5Jqqe9gDOlLyrgHjwQ28w52NKu6GzR2o0OstEvB67y/38V0MAv25+WdTawWVWfb06lrVb0IhIBTAWGA4cBlweZAd4BnKqqRwFPAvXfcqer6tGqOqy18nQknopnAWXchBIM/7fsM5RxL5QQgwdpxC7cVckvr2RHfhG+YLkRLdqExNtvpFdhLqIGjtwsIq9svvJUVbbkFvB9+m6qPd6mT2gFva66FUdGAWIo9l3Z3VvJIxiGrcmtDRgHnCUiW4Gz/J8RkWQRqcnEdyJwBXCGv4O8XkTObazStpDseGCbqm5XVTewEHPmuBZV/UJVa2aZvgJS2qDdTsfryyE71+zNu93mPrfb7NXn5Hcvq1hhRRUvXXsbnpTB7NO/L/kJiWwa33yXP4v2J7O4lGeuHEXcwQdx9JAUihL78+3o8Z0tVrdBm7G1ug3VQlU9U1UP9P8t8u/PUtVz/f9/pqqiqkf5O8hH+1OyhqQttNEgIDCQRiaNu/pcB7wb8FmBD0Tku2ATFzWIyA01Exz5+fmtEritcCuMe6G0tjdfg89Qnp4UfLKqqzLvpju5et50kstM/+6BpUXs9+C9ZE+d1uS5Fu2PqjLv1ru47fW5JJea31FyaTGHP/4QGVNe7Gzxuj7Nn4wNS9pC0Qf1LAxaUOR0TEV/b8DuE1X1GEzTzy0ickqwc1V1Rs0ER2JiYmtlbhNsUYex4gNnbW++BrcbVry3s9n1OH0uilxlYRt065esfC59+/UGIXIdXg8xjz3aSVJZBLI+I5ur3lmCw1PvO/J4iHvi8U6SqpvREV36dqItjMiZwOCAzylAVv1CInIUMAsYrqqFNftVNcv/N09ElmGagta2gVztis+oZrPLydwvDsbAfGNGoBxmd9E77mriej/cZB1On4sPnruDPz7/Gol5ZRT0703p4/dzwI33NnluR5JfVsFBpSH8uwvCY3QFsO799ayY9gGVZVWc9s8TOfvq07BHRzV9YjegxFnN0FDfUZiMgLs64dxjb4q2UPTrgANFZF9gN3AZ8K/AAiKSCiwFrlDVLQH7ewA2VS33/3820CVinW4vnUuZO702voWBGQtju5HKSb0ebFYdb4+/hfMff4UYlzlplphbSs9/P0R2pIOk625vL9FbzGEpA8jpFU9yWUNFUtF/AD07Qab6FXF8MwAAIABJREFUzH34fxQ+M4WbXetJpIqCVbG89sxfSPt5MVH27q/sh6YMJKd3PMlBlH3VwIH06ASZuhMKGEbXVfStNt2oqhe4FXgfcynuIlXdJCKjRKQmf9kjQF/gxXpulAOAz0RkA/AN8I6qvtdamTqCzIo3MXA12F/pLcVtBO9ZBZJfXcKpE9+oVfI1xLi8OB4Or3dd37hYvrv+5gYhcquj7ESM6/yl+QVZReSPm8ytrq8ZQBU2oL9Wcdlv77DlP092tngdQkKPWDbefDvOqIbfUdS4cZ0kVTdCAZWmtzClTfz//DO+K+vtmxbw/0hgZJDztgND6+/vCmj9zAt1DzZ5fp6rmEPzgi9m651TGHR/Z/K3Z57kh/jeDH5uPH2LCyhPHIBt3Fh6XnN1Z4vGT2s3c7XvR2LqxRaKwcegl6fA1PB6cbYXZ495jM19+9B/7BjiCwuoGjCAyKfHYQ8zH/yuSphOoTWL7uUD2IEkx52HDXu9vUKPqCFER/Zr8vzU2AHk9w8ebKs8qenzOxoR4ZgH7yaxKB/D6+PdWSu44XuDf9wwnSkvr6KsorrVbeTsLmbcQ0u47K/PcMM/p/LB2z80a4K6Z0Ic/bQy6LHeVU2PrroTh955B30L8rCpQVxONjFXXdX0SRbN43c+Gfu7pK/9UNLxYX67ghBBhC2Wo/s3b6l6z6hY1t07kt73T6pjvqmOjkTDJPZKKB5+Zjlxby1mwoZ36O8sIW9BPK8suJgb3plGtH3vHqn83FJuHjGdE9LXMXH3xyS6SylY3ps1l93EaS83bh76wxlHUGjrQaLRUNl7kwbR/S30Fu1PeLtPNoXVo98Lylzr2VJ4Jw4qicFDFN7/Z++8w6Oqtj787unpvRdQBNGrV/Ri13ux10+9xUqzAiqCDRUrFpqIgIAgINhQulKsSBGxgoJIlZ42yaRnMpl6zv7+SIEkE9Imfd7nOU+Sc/bZe0+SWbPP2mutHyahkBp4MSGGng3u57JH32DPG8+RFx+OKqAoIYqyWdMJu7vOdII25+DRXIJXLuPxLUuItxeVx9SXFfLAhg/YPWbyCe9NTy9g+fItrPl8O8XF1ev3L/3wRy5I38LII6uJcxWX+9mdxVzw4WQc7y44Yb9anRY5bhzOGpnIisGIvh3ViPHTwenAK3q/oW8C6UUzUaUDIUAvVEzCgw4HebYvcCvFDe5HCMHZw8cQbS5Eo0rCs/KIvGdY/Te2IXv2Z3P/ji8IUGrXTD95dt1lN+bO28jCG4dzyYCruf7Gs3HEJ/LXmGPtd247yuD0dZhkjX5VN5oX6g9VjX16BPoPFuCOT0QKgZqSinb+u+2ulk1n5nDpNj45+izvHBjCV+aZlLg7UVinBKmKeo/2it910wTK3Ie8ntcIAy4lG702rJVn1HrERocQU4ffO7TI+xv7zz/TKZg+h0d3LqsS1YhzFBH26jO4ukVhuGcwicmRxLi8f0jqs2ulZXhFM2AAmgEDAO9ZfH5aju2FX5Ex73mun7KL0GwHJfEBbH7sAy5+dDVh+s5Surjj/lf5V/RNwCAE3hWl3Jh0naKMT53848xU8oMjvV5Tk7y/9m/W7mLwX1/WVk5S3aijnwXg1kEXk2f0/gHZXoRB/HhHkW4y573I1S9uI8zsQEgIM9u56sXfOPzOk209Pd/hd910HVS1hGD1LwSQZ/Fwx7+Okp/rQSCJ0Keg1XTu1BStVoNh0kScuuoRR6opoM6YekVRiXV4Vx4yWswAnPq3JIqefA6npvrWqQwIbDfCIH68U+gyc8nUnRgc1UOO9Q6FHuPrLZXecfAb+q6D07UNk8ZDks7Bwun5mNM9fPhWAZHCRajMaevpNRqXy8Pmtbv4fMmvpB30qnFQi7Bh92N8bz5KSkqVgIdmXt0CHpdfdhq5pnCv12TysaeAXq+NQv/+fJTk8n7p1g0xd06n8rMf2JnBO2NXMfOlFez4+WC7rW/UGAK1YYSa7V6vBZu9h712ODp4wpTf0DcSVckCCUUWD2uWliIlrPjIStZfdrQd7Ld5aF82s864k143Xsx1t5+P6bRefH7LyIYZn/790aalNUjA4x//6M6v/74fR43VumI0oRlf/SlAM2AA2vTyfjlypFMZ+cWz1rPy2oe5ZcxAHnzlv8T/8xy+unlEhzf2gbowyhK9u908ye1HArG5tJLwSIvQwUxT26PVJiLRMnlqKepxf9jhjxRhMJzTdhNrJFJKvv7vYww98BmxleGM7mKuWDWLPU/5NmV+5+FsNlx0CW9fPYi8kCgkAk9yMtp353UqQ34iLFmFZLw2lYezviDOU1Lx+y7hsjWzyRg7ra2n12wM46fgCajxQR5gRD++E0kLqqL+o53iN/SNRKf/G0dzXCxbUob7uPLE+/YpHD58HQ5PDkeL3+dw0VxKXX/V3VEbc3hfNv/d/yUmWaPWjnSTMMt3b84N2w6wfOjTjBp9D49+9S5uqfLqVYPI3LKjyxh5gC0b9zIw9zsvv28P4ZPHtdGsfId+4D14Zo3DlRSAFOBI0mF+43xcd1zd1lPzGULWf7RX/OGVjaSgZCozp1VfzVfSf+BI3v4ypuIRTuFQ0dukhNxJr6inWnua9eJ2K0TXEc4YbivwyRhSSn55fjxPb1hUFXefUFrIqA0f8+noKLotOHGCVWfCYNIT7fZe2yi4KM/n40kp2Z6fxc5CM0mBYfwzoQc6TdPWdU7FCoBRW3edUrdSyB+XfYjyw/GuGjOW7Ds4O3EtQnTwNWU732ytjw7+2299Su1fsn6to9pqvpK/9maRZ7EhcSLxoEoH6dZPKHJsa/2J1sMppyWQb/DuV7VHxflkjPySMgZv+rRWclWAx83ly9/zyRgdhQuuOJ08vffaRkriiQTZGo9T8TBgw8d88sqTXH7RVfRL6UVefDSF8+c1qp8SVyar0oax8OBNLDx4EyvThlLsSvfa1lK6HIm7xlkPLsVCsePHJr6S9kQDNmL9m7GdCS2bfo3jzoGB6GvUNNPpYeH06qszVToxl65pxfk1DK1Oi/XpF3CI6n5Vl9aAYfIkn4wRZDIQV+o9uSrW6punho5CSFggJU8+h6NGmQaPwYjudd/uicze8xOJn61mzDvLScorQiMhPreQwIcehoULG9SHR3WyKv1BLI7dqHhQ8ZDr2MPq9IfwqLUL2NndB1Fl+fk8i4db/5lOvsUDqDg9Gb58eW2HP7yy6xAS+D8Ar6t6jxt+XFta6x7RTjPqTn7lCVzTZ1IaGYtE4IhNQLdgHrrBA33Sf4BRT0mk96xIR1yCT8boSJwy7imYM4fSiPLftzshCV0LlGlYenA7zyxYRaCr+grb6HShPju6QX0cKd1UYdCPt14Sj+rkcOnGWu1DjH0QFdVc33urCHO6hwVvFSGlh0DDaU18Je0MtQFHO8Vv6BtJVOhDaDVxbPo1nn1pCeVHejKZ+c/z7eGz+OSnU6q11wgT8cE3tNFs6yf04QcIzs9BSBVTThaagb4x8pUEvjkJl95Y7ZzbaCTAR08NHYmCXCsfzfiWslInEklhnpU1i35GUeq3EGm5RUxa+R3D563kg+9+w2qvLXpTyYXf/kBkqfe4dpHesNW11W3GI2uPkZdTzOVnDSI7O7va+TDThYCLPIubzyvCjr9YVkqhxY5edIIkQn8cPQghrhVC7BNCHBBCPOPluhBCvFVxfYcQ4pyG3tve0GiC6Z6wkcjQJ9DremM0XEhi1DwSI1/l9OixaIQRgQGBDo0wkRJyJ+Gms9t62m2GYfAgDAverUqCUlNS0b/7LqILRdxU8s2/H2XAjiXEuourwiuv/Pwdtg8/sTDKL/vTmHPvCPoP/DdvPXALV910FdMHPEy+taxWW6vbyaOLvq7zGbKh5SSiTaeiE8Za5794O4vMtDxefbW6cpfN+R1BGsEHbxUhKyIVVEXy/vRCiu3tz3XZFDpy1I1obrKGEEIL/AVcRblQ+BbgTinl7uPaXA88AlwPnA9Mk1Ke35B7vdG3b1+5devWEzVpMxyeHCy2r1Gkk5jAfgQ3omyxn85LSaENR1wisV4ib/JM4UTbve9lSCkZ/78HeGzVBwR4jrli7Do9Xz/8JLdMrR6aub84lx4RsWi8vK0lID76yKurSEpJmVKKXmPEo9rYnDOdo7ZvAVn1oVGSq/LMFT/jdqqYTCYOHz5MfHx5lE2+9T127HuJ6y5Jw3ncg4DRJPh1+/P8/dS2U/kSQvwmpezbnD6MqSkycdSj9bY7MuLJZo/VEvhiRX8ecEBKeUhK6QIWATfXaHMz8IEs52cgXAiR0MB72x0u1cnW/K9YdHQ8X2bNI8+ZWXXNpIsjNWwQJ4U/4DfybUBJmYNlP+xg7te/8PvBzHaTdep0uOsMr4yqow4QQHaRlXu+XVHNyEN55NKF771Tq31iYBjmKO/lJkrDQrwa+b0lf/Dp69fgTI1HrzPiSk2GjxfjlhpUKSrChTVsnieoDKByuVzVVvXBpsuYMy2vVtixqkpmTNlT5+vz0zr4wtAnAcfHXGVUnGtIm4bcC4AQYogQYqsQYmtubtvVuXYoNmYfeJS0eS9xzYWvcm3yA+hO6oX53a4hQt2e2X4oi8m3DuXi6/px37UXkHD2mbx/3+N4GuADb2mi48MoMNZlgGPqvC/AoCeuxPtqP6a4duRSkN7Ab489iN1QPZrKbtBT7CW6J9N+lN9nPsyNY9YTaS5DSAg3l9HvxX2cstqCghY3OgotWj7/ZAuqWv67VFWV+fPnV/nqna4tbPi2doCC2wVrVq2t8/V1JDqy68YXht6bO7DmS66rTUPuLT8p5RwpZV8pZd+YmLrfGC3NT3kriV3+Ozc9v4UIs73qjREz7CXUhR+22by6Ooqqsuax53nmm09IsBaiARKshdz+4Uy2vdb2G79CCMqefbFWOKtTo0dzgvDK8KAACiK8awjb64hcunH0WH567TnMMRGoAiyxUWRPm0zykIdqtd2Qs4prp2/D4KgurG5wKFzw5jHdhdUz9+FxV3+qOH5VX2r/ik1bqocd6w1w16BAftl+eZ2vr8Mg6fIlEDKAlON+TgZqKkXU1aYh97YrfinYwI0Tt6HzVP880nkkcsSINpqVn30Zudy38TOvLo6TprVOvRVFUfF4lDqvp774GI6pM7CGxyCBsqg4mDuXoCH3nrDf/Y88jkujrXbOpdGSOeppr+01QnD5qJdIsBSgUSWxOXmcNOwRr21znGYismtv6gKEZB9ztv+xLg+1hl9GVVVWrCgvQ6zRRGHJVlhxXGkQtwuWLykjL9d0wtfXYejicfRbgJ5CiJOEEAbgDmBVjTargEEV0TcXAMVSSnMD721XWN1ugoprZgCWoymo29fqp+Wpy8URVZjfouOWljr49LYnyAuOQqPXURAaTe5bs722DR8xhJBCC0JKAvOyMd47+IR9SylZv/Ng7dKIUvLV7/uaPfeTgnpRGB/o9Zo1oTzqRqCl71UpGAzVMwQNBgP/+c9/AIgIfsBraRBVhdnTvb9fOhpd2nUjpfQAw4GvgT3AEinlLiHEMCFEpQDqF8Ah4AAwF3joRPc2d04tiUnrPY3dT9tyanIMllDvylf2+JYrlSulZNG/R3Ld8unEOcrF0iOt+YQ8PoKyeQua3b/TrXDP2hUYZPV9BoNUuXXNomb3f1nsjXzzSF9cpupPDG6Tjl8fOwUNOk4Kvoi9G8twuao74F0uFytXrgRAasJZu9bt1Uf/+Zqfmj3PdkEHXtE3O7yyLWjL8Mo1mUu5stddmMo8ta7J4GCE1doGs/IDcGTKDOKeerya+8ZpMKKbNw/twAEtMuau3ZlE9z2TOC/hkbboeIJyzc3qX0qJ1Gi8rshUQOOD92+u08yuWU9y1usrCc+24UyKxTjhTbjrLqB8f6E+9hTM5EDR+6hUt/QaYeSypCUEG7o1e55NxSfhlSkpMnnkY/W2OzTqiU4bXtmlsKtBuHXe//Hd+pb9dR6w5LMtLQuHu/aHjB/o/thw5Jw52OISkELgTEzCMP/dFjPyAOkZBcTUEQMfmNd8xTEhBLZY708kjnjflJGIMSbQ79GFRGSVIlSJKT0H0b8/QogGGXmAIueuWkYeQIMeq/ugT+bZljTEbdOpXTddjWK3jSCrd5+jvqhlVvOZhSVMHjSMwF49OatbEoUxsWwZO7FFxuroBN5zN0HZWQhVxZiZ0eIZuCefFEOJ3ruP2x5Yd1nfxhD85hu4jdU3ND1GE4FvtH00USVhht5o0Nc6L3ETrO/e+hNqCbp41E2X4sywXuTHen8De5ITfT6elJKFj4zioUXzSSyuCBssLuSMl18gbfrbPh/PT+OIjAquU0NOUX0Tvy/690f/7jxkamqVRq+unalznRR2OxpRfbNWIwxEms4mxHByG83Kt7TGil4IESmEWCuE2F/xNcJLG5MQ4lchxB9CiF1CiJfr69dv6BtJ38gzWDvyehzG6uVm3SYD+vG+X2Xvysph4JqlBNSIYQ5wuwl5pd6/r58WpthqJ9TjvYBYkKN2JdMm078/4ujRBmn0tgUBujguSVxApLEPINAII6nBN3Ne3JS2nprvaJ3N2GeAdVLKnsC6ip9r4gQul1KeBfQBrq2IZqwTv8JUI9EKLf996gN2hJxEj3GzicguwpEUh3HCGy3y5iuw2Tm92LsPODyv7TKE/ZSTmhhJbmAEcWW1/0alkbF0pRitMGMvLk16DylVoOH+/Q5B6/ngbwb6VXz/PrARqJYwIcsjaCpXEfqK44Sz86/om4BRa+Dc4eOJzCpEqJKA9Gw0/Vtmw+/vyQlkh9V6egPAFucbJSg/TUev12Ie+TQObXX/tEOrR4wf30azaluE0HQuI19Jw1b00ZWlWiqOIY0cJa4ix4iKr14FHYQQWiHEdsACrJVS/nKiTv0r+nZOeKCJrcNHEvH62GruG4fegG6ib5WJ/DSNPuOeJi08kJDxrxJelEtpVBxi/DhCHjhxxmtnwuo6yp/5b5Jr34JeE0SPsDvoGT4Yjeg8JkY0bMslr77wSiHEt4C3UKrnGjoXKaUC9BFChAOfCiHOkFLurKt95/krdGKufO0l9kaEETN+HBH5udji4tFPmIBp8ImzKv20HqlPPQJPlZcZ8E2sTcfB7rGwIXMAHtUGSBTFzt7CeZS4jnBunL/YX02klFfWdU0IkSOESJBSmisq/Frq6atICLERuBao09D7XTcdhN5PPEpUngWNlIRkmzHd7TfyftoHB4oWoqpOjncTK9JBpu0byjzNzyVoN7TOZuwqoPLNPRhYWbOBECKmYiWPECIAuBLYe6JO/Ybejx8/zaLAuROV2rklGmHA6jrk5Y4OSOslTE0ArhJC7KdckGkCgBAiUQjxRUWbBGCDEGIH5fXC1kopTyjj5Xfd+PHjp1mEGnpQ4PiDAouD527fz9glPYmI0aNKN0H65Laenu9ohagbKWU+cIWX81mUK/QhpdwBNEqf1L+i9wEe1Y1brVus2Y+fzkzPsP5ohIGlM7KxZLhYOiMbjTAQbfoHwfqU+jvoKHTgomZ+Q98Mit0FbJhyG9bkcHQ6EyVJ4ZS8P7Otp+XHT6sSbOjGKeJlNiwvRErYsLyAgLJLuSC+dXQAWgNBedRNfUd7xW/om4giFTZOuY2Ln11BRIUEW2hWMaZhI3F92PzytH58h5SSv0oy2V54GKfSOWqjtzdmTPwAZEWpY1XPqll2dJqAtp2UL/EXNeua7CvZxj+n/uxVgk0+6y1ruWuRZtvPnIOv8PLOe5n+12j2lWxrk3kctVl466U7Cev5N/4edTJFiTHsmDm2TebSGVE9mRzZcQ7vvbcQl6v8Q9TlcrFgwYIqPdlOQ1d13TSwAE+KEGKDEGJPRQGekcddGyOEyBRCbK84rm/OfFqTfFcO4dk2r9cMmScMfe30HLHt5Z2DYwhe8jkjrl7M8N4TiO19CUfmvNSq81CkyrIJDzPk9eXEWYrRSIizFNPriTHkzK9eEM6uuFh2dAujty1l1l/rybGXtOpcfcHO7BzuWbyC86bN5t/vLWTd/pYvD+zOvZrxkw+g1JCWUhRPlZ5sp6GrGnoaVoDHAzwhpTwNuAB4WAhx+nHXp0gp+1QcX3i5v12SENCNojok2Nxh3s93FdZkfcjfPj/A/175rcqtFWEuI3HkOOTCha02j+2FhxgwZy0Bzur1+01ODwEvjKn6uchVxn83TmfHzAk8cs0DDO19BWr3VI7OeavV5tpc/jRnc+dHSwhfsYJPxzzL8nsGcNp55/LrhJYrZ63YlgN21nxTRo2ae7hc7ir1qc5CV3bd3Ex54R0qvt5Ss4GU0iyl/L3ieyvlkoFJzRy3zekR9Dd+efxCPF4CVLU2O64P57b+pNoJ2Y6jXDd9pxe3lgf57GiklGSWfsOmzMGsS7+FnflTcCreC7c1h2J3GTG5xV6vhZiPFYSb/dcGzv7yR0a/tZrE3PKVf4KlmLgRT/rsg8np9rB1bzo7D5lriWz7gkkbN3Plll8Y++kSkorKy1knFhVy5osvorbQh6tiexcPCpu+jMdYUaHYaITD25NxZJ1GRkZGi4zbZnThFX2DCvBUIoToTnn85/EFeIYLIXYIIeZ7c/20V4QQGAdchzu4tqXXuiXiuefbYFbtgxBdBOHZZV6vifQMvs+6l62WZyh0/kGp+wiHiz9mY8YduBXfukvODOuOJcZ7/Uh74rFSI+uyd/PwB+sIcFZflpqcbtTRo5s9j2+37mPi9feSfO5ZnN4jkdzwaMx1iIc3lV3ZFp785gsCa5WzdiF98Bq8oShHAZgwpZhK0TO3G8ZNKUKITlYIQnbyqBshxLdCiJ1ejpsbM5AQIhhYDjwqpax8R88CelBeU9kMTD7B/UMqK8Ll5raP8rx6jRFTsXdZP11G+5hjW3Bl3P/qdGs5Eg0UOrdRrnhajoobl1rE4ZIlPp1HjCmUnU8NxWGsXlnSadJjmPB61c9GjY74PO8rf00zV6VHswvZ/MxYRm1YRHxp+Uo7zlpAxBMj8Hz4YbP6Pp6E0BASirw/FTX3NXhDSomKjewchQ8XlVKpsaKq8MGiUnJLb/L5mG1OZ17RSymvlFKe4eVYCeRUFN7hRAV4hBB6yo38QinliuP6zpFSKrK8gPVc4LwTzGOOlLKvlLJvTExM415lC9Er9CpKE0xer7mTIlt5Nu2Hf0T+i5wXH8Rl0lY7rwbo2fXEsZV0gcXN0Mv2UJjrRpVOLPaffT6XK594nbSpYymIj0IKsCXFoZkzD92AgVVt/i/5THJjvK9ARWpqs8ZfuflPhv6yhoAaYZ0mjxvP076Lznr44vPJDvf+QNzc1+Cdcst2/Gq+Ercbxr6Z3gJjti1d2UffkAI8AngX2COlfLPGtePVjf/NCaqvtUdiTaeS/cJduE3Vf41lAn64P4Ri5/42mlnb03vYG+jmLUBNTUYKAd26sXPCaWTeHF7VZsmMHCzpLhZPzwEEgbraYteqVJB1SPU1lF7DRhFpzkOokqCMbPQDB1VdcygufinaxJaLulHzyVsGBsDY5oViFlrLiCv1vtI2Zpub1ffxXNe7F4efHIVdX/3pRQYGNvs1eKPY/hV2KVj9ZRk1FRNVFT79tHNtxAKde0VfDw0pwHMxMBC43EsY5etCiD8rivNcBjzWzPm0Osb+t/LbuFMoTTQgBeQEanhAwoT9No5YP2/r6bUpmv4D0RxNR6gqHDlCwX+OBVsVWNysX1aAlLB+eQHFuXBy2F1V1w+VbuebyVdSkhQCWg2OlBjUhb5zdVSyKfc3zvp8K1d+ubfam0ECRXf9t9mqYRefeTKWYO8rbSXJt3VgLn5uNIb581FSUqo+XMWcOT5XPpNSkl30MnmKhxuvC8BQXSoWg0HPf/7zH5+O2eY0xMh3VkMvpcyXUl4hpexZ8bWg4nyWlLKyAM9mKaWQUv69ZhillHKglPLMims3VW7sdiQU6SLr5hi+3HQGc384kxRF8jGwcXkeZh+u2DoDPcIGoBXl2ZJLZuRURZ+oCqybl0y48TQAMsr28efMofR7fiPhZjtCgikjD/WB+8HHEST7Sg5z5zubMdUIwRSA6cu1ze6/39mnsOr6u7Drqq+03QYjugm+V6DSDhiANi2t6sO1JeQtJU7cihk3sPobOy5X9eudMrSSru266fLEB16IpDyMcPkMM7JyU0qBqRM/xql43+TriiQHX89JobdTlAvrlxXiqXBbe9ySpQvXVWVSbrIs5l/T/qwVnqmzu5DP+jaCJCkwjmiL1es1U1bzE990Wg33LJzGzmdeIT88GonAkZCIbv677U7gu6EIjGhEEADf/prAjrSkqmNP5gVIKTtfaCV+Q9+lCdDFcEbEQxRa3GxYno/HXf7X9rglG5ZlsWnvjDaeYftBCMHfoh7lxwX/OFYXpQJFUaoyKfOcaYRl2713ku5bA3JF3Pnkx9Yh4Z3StMqLf1nyeH71Wu7+YBlzNm/B7nFz7qvPEFWYi5AqpqxMRAc18lD+d4wOGYYQATXOBxAb+mgbzaoV6KquGz/lJAT9i2UzcqtW85WoimTKhHfbZlLtmM/XfF1VF6USl8tV9bgfZzqJ4vg6CmKl+NavHaYPhnFjcZlqbmIGIMaNa3R/6/cdZMHDj/PgwNuZP/hWbrzxGqbeN5x8m/e8go5KbOgjRAcPQSMCEZjQiBDiQp8kIui2tp5ay9GBDb1feMQH6DWBbF1XULWar8Tjlvz6bScr7OQDjn+stzgOsa1gDTZPIT2Cz8OtOvln7B18N3IV1435rZr7RgkwoB3XML/20dJN/J43D6vbTITxJPpGDyMh8ByvbWPuHQ7GCNRnRyPSMxCpqYixYxvtWlFUle/GjOXFlYuqhNwTiwsZtfQDvkmO5+aJrzWqv/aMEBriw0cRGzYSRS1Ep4mkPIq6k9LOXTP1IZobutYW9O3bV27durWtp1GNtRkPkOfYVeWvB9AKE+fGPMXJoTe04cwCubB0AAAgAElEQVTaL7uL1nN47igumbKb0GwH1vgAfh91EReNXEOO4zD733mCcyZtJCzbjjMpBuOEKQ1yeewv/oofLZNQ5DExGK0wcnXSpDqNvS84nF+I8ZQeJHpJXMqJiCSuIL/FxvZTN0KI36SUfZvTR2Bsiux12+P1tvtj5uPNHqsl8K/ofcQl8eNZlzmcMk82oEHFzckhN3BSSPsuyKmqktV/7mHRlh04PR5uOLM3d517FgGGll2deVQXR+Y+zdUvbkfvKPd5hZrtXPzsRtICn6HH0KmkPPZFVcCt97S02kgp2Zo3C0U60KCiQSIRqNLBlty3uanbvJZ5QUCI0UBkHdmpMYUFLTaun9ahPZc4qA+/ofcRAbpobkj9hHznLuyePCKNpxGkj2vradXL8yu/QX78MW+sXU1CcSHZYRHM/s8dDJ87Hb1WW38HTSTbsZ9Lpu6qMvKV6B0Kca/Mh6FTm9SvRzpwKAXoKp6shICiHCev3bWb5xdJ6NbsqddJdHAQeVHRROfn1brmSEigo9c0VaXKX9adZDsyiTcl0SvkDDSi62zzdWTXTdf5K7UCQgiiTWeQEtyvQxj5Q3kFqAsX8uLKT0gqrqh4WFzIsI/mseuNKS06tlETSIjZe2RNkNl7uOOJkFKSZvudTTmzcapaPFKDEOXXVr6dSV6Gk1UzDzU7y7Y+jK+/jqNGBpHLaCRg0qQWHbelsXlKmbj3aX6fOZy/97mVU8PPwpoUgePD+W09tdahKydM+akfKSWKbJ/ydb8fzWLEt2uqNg4rCXC76Ta5ZQ1TtLE7pQlBXq95kuO9nq8LKSXfmCeyd9Z9nNv3WYae/h3/u/x3ElcWUmRx8f2KXKSETctzScs64Ivp10nIvfdgmj8fd3J56QclJQXDu+926HBKgBUZ75Py6U/875UfiTTbEBLCzCXohg7zeRJbu8Vv6P3URJUKe2fdjzU5CI3WQGlSMLnzmx91sbs4g5f+WMKwX+by/sHvKHU7mtxXZHAA8cXefcrheS1bfVMIgRg3AXeNwmdKgAH9+MaJSmeU/YH4eDGXvbCD0CxHhX6vk3++cIDiUQeqwl6lKpkwts4Cqb6jf3/06eWlH7RpaR02Mep4thf9wvUztnlJYnPDc8+10axaD39mrB+v7J41mB6PLyA0qzyFPzjLRvjDL1G0oOkr5a+ztrNs/AiGXf0Ab184hGsuupnZL99NsatpMdqXntIdS7j3Kpu+rsPijeDBw9HNew9PSgJSCNTUZLRz5zfaMB4s3cwFU/Z68ferDPzJWi2J7f33Puh8WqatgEQlog6NAdLSWncybYRQZb1He8Vv6FsAp1JK6tjlXg2P4YWmrerdqoct019l1NTVJFhK0EiItxTz8Bsr+HX6K03qU6/VIsaPx6Gv7lNWTAEtUofFG6L/AHRpWQhVRXM0vUmrX50wEmL2/mRTM7f1+AzcrogiPXxl/pgxuwbz7I7bmX3gBbLsh+u977TQPhTWoTFAi5RBbmf4ffR+amJ1W+o0PAFZTVNROlRq4f7562rpnwY43fSZNKdJfQLEDRuCccExn7JMTUU7b26Hcjf0DrsSax26ADXXmsdn4HZFlqTNwPr+DEZetZSxfZZw+z8n88NbAyhw5ZzwvluT72HdiAtraQz4opRzR8HvuvFTjVB9fJ2Gx5ZgJM/W+PLFIboAYuvQP422NE9vVRznUxZHj3YoIw8QbTyJgpeG1dIFUANMdP/oI6SU1Y7OWHCrIRS789F+spibX/6ViIqqoBFmOzeP+YVDc07sZw83RHHTqDUcnfoMtqSoikVBCmJOx1oUNAv/it7P8Ri0gWQ937+W4XGbNBweFcGB/KcocfzWqD4TAyMoiPVe19yZVFuwo6vRfcgUlDmzcKXEVhkhzdx5rWKEpJQcyM9nZ04OnpoqHO2IXGcWV79VuyqowaHQa/zSeu83ak30HPoaQRl5FYuCzrHR3FD8K3o/tTh12FzSptxPSaIRKcCaaGTP+Dis/w5AlXYyS95pdJ+GCa/jrKF/6jYZMU3o2DHavsI0cAiGtJwqI1R82w1klB3Frbrqv7mJHCooYPzQoQT27Mnp8fFYoqPZPbVpyV4tTbQhgbBsm9drIWbfCrN3Sjrwir5ZmbFCiEhgMdAdOALcJqWs5UcQQhwBrIACeCprQTT0/o6IEILYex5i9/U/ocjSWtednsZHKoTefT9SH4B79NPoMrJQU5LRjxvfoVZVNo+L6bs2sSptJxLJjSl/Y8Tf/kWI3uizMeyKne+m3su5b6wmKcdGYXwQ5heG87cHJ/hsDACPqvLek0/yzEcfEVhZxKywkIinniI/OJio++/36XjNJdwQTWliOMGZRbWuqSnJHO99V5R8yqxvoLj3oTdeSkDwfWg0dZRz7grIjl0Cobkr+meAdVLKnsC6ip/r4rIKdanjC/405v4OR6C+B5JjyUgCSahQSNR6iBVW3M7fG92n6N8ffVpGeYx2B3t0VqWk/4YPyJ8/h6X3juGHmx/n7qtuZ/YLD6HUrPHcDDZNvY/Lnl9KVHZ5Yk+k2UbPx98gbV7jyw6fiM1HjzLss8+qjHwlAW43uuef9+lYviJgwjQ8AdWjrNQAE9pxxz4EXc7NFOT0wVH2AW73L5SVvkF+9tl4PF1zbwP8cfQ3A+9XfP8+cEsr39+u0WqCSQp9EI0IQCBJ0bqJ0yrYct1cdMEv/LXnBqxFL7T1NFuNH3IOcdoX3/Ly7M9IyitGIyEpr4jhUz9kz0zflFwocRfT941VGL34ocNeet0nY1SSV1ZGfKH3B9BQS/PVqVoC7YBB6ObOh27dqnRla+5llOTfAxVS6Tk5CudelENOjg1L3m3klczA5tjc4qUk2iVS1n+0U5pr6OMqdV4rvsbW0U4C3wghfhNCDGnC/QghhgghtgohtubmtmzWpi9JDnuEU6ImEK2PxyhAI2DyVCvp6QpvTrXitM3H5fi5rafZKuwsNDP8o68IrCE6EuB0kzrON/sMVk8JkTne/dChZt/KOp6blIQ5wvsGuT2+cWUcWpX+/eHIEa+6svbST5EcS4yaPNVKWprC2ClWitxHsRS/TlrePRyx3IKq1qEC1klpjRW9ECJSCLFWCLG/4qv3f7DytlohxDYhxJr6+q3X0AshvhVC7PRy3NyI+V8spTwHuA54WAjxz0bcC4CUco6Usq+Usm9MTExjb28zhBBEB/0fMbowNAKycxQ+WWxDlfDxYhs5FoXCgnvaepqtQnJQOAn53o1tSLZvVsCxxngK44O9XitLjPLJGJV0Cw/nhyFDsOurb5A7DAYMEyf6dKzWQPHkUFrySNXPOTkKixaXISV8urSMXIsCKEhZhsO1k3zrrLabbGvTeglTjXFnjwT2NKTTeg29lPJKKeUZXo6VQI4QIgGg4qvXd6uUMqviqwX4FDiv4lKD7u8UCB1SSiZPtVKZKa2q5SsmqRZjLVvdtvNrBa5O6k1OtPcFimyiPmtN9Bo9lhcfqZXY4zLpkC2Q2HPr+PHsHjuW3OhoVMAaH49m7lx0Awf6fKyWpqTgAQxoMKFDh6bW/+rsaceqikocFNnqD8nsTAi1/sMHNMidLYRIBm4AGiSw0FzXzSpgcMX3g4FaKYdCiCAhREjl98DVwM6G3t9ZMAXeU7Wad1VE+7lc8MmSMnIsCvnFnT9E0qjVoZ8wAYex5mZgAJom6LPWRe9h48idPpaSxHCkAFtSFK7ZMwkePNRnY1QihOAfo0YRk5uLRkpCzGYMgwb5fJyWRrF9SrCyiyKL4KyLsji4W7Josb3qf9XtOn5VX0kHDkNpAg009NGVLuaKY0g93dakoe7sqcBTNPCP0FxDPwG4SgixH7iq4meEEIlCiC8q2sQBm4UQfwC/Ap9LKb860f2dEVPQf5k8zUnNukeqCm9OK8XlOUBGfqcKOvJK9L1DML07HzU15bjNQN9nVybd/zShmYUIVRKUkUfw4Ma+3xqPw+1h2a9/Mvz9lbz86bfsM3eMvSSPOx215EmEEIyfWsTRNA+Dh1tQa2wuHr+qFxgJC/pfW0y3bZA0dDM2r9LFXHHUqk/SXHe4EOJGwCKlbHDWpV8zthVJSkogK6t25cS4eA3f/RqHB0FU8HDiI0Y3qD+HUsjvuVNJt20EIDX4cs6OGkmO8ygFznQijSmkBv4dUanA4afFKHO5uXPmJ5yxaR0PrV9NQkm5WlfOqNGc/dyotp7eCXFkn4VWlvLHLifnXpV5wrax8Rq+29IDg+5kuseuQKNp/7pZvtCMDY5IkX0uH1lvux9WjGrWWEKIfUA/KaW5wp29UUp5ao0244GBgIdylc1QYIWUckBd/fozY1uRzEwzhSUfcDg9lSPpCRxKT+Cv9AQ2/RpHTo7CtZfksO/QTKT01NuXKj18k34fR0u/RZEOFOngiPUblh25iV1v30ePM24jNaQPtuRQXB++2wqvrmuz+Oc/+Nt33/L8mk9IKjmm1tX75edwf/BhW0+vTlQlDynLs2IHDz+2RWYwwNDBIdizTsLtOoRHsVJg/Zg/90wkKeptTor7vEMYeZ/SOpux9bqzpZSjpZTJUsruwB3A+hMZefAb+lYnPGQgIaFP45DglqDK8nTht6eVkpmuMHtaES7PoXr7ySjdiF3JQ3LsQ0HiofvKLK56cRuh5so6+KVohj7YdVSA2ohv/tzPwxvWEOCpnTwln23YE1proyh55OUPQ0rJ9p1Odu87NneXC95fbCWr8Hx0+pPQaoKJCL6T2PAnCQm4EiFaTk+4PdKKCVMNcYc3Gr+hbwMiQu7DgxYPAgWBJUfls6WVYWw2ft79ECWOH+u8v8ydwR95Y1Bk7VLIfd5Mr1UHv6VVgLKKS/hy919sTcvsmok0QIjJSEKJ9+QpfVZWK8+mfqRUyc79L2WuXwAYNLx2mWJVhVde/wJVbbyGb6dD1i864gvhESllvpTyCillz4qvBRXns6SU13tpv1FKeWN9/foNfRugEUbCgwZVPenNmlY9jG365F/Yn3svRfYNXu/fbhmJrOPNF2T2XsBL+lgF6FBBAesPHeLJlV8y7YHhnHXxBZzTLRlLVAyF83zvKsosLmHDwUMczC/wed++4K6L+pATVkdui49CR32Jw/kzHiUT8HAo28nev2q7C10u+PprGw7HV7U76Ip04KJmfkPfRiRGvEZY4G3k5kg+W1qG+7gwtjVLbRTkWMkoqF0vxe7JwuY+RGluGY9dvoOi3OqG3ZZgqHUPgPCRCpDN5WLmyBEYTzmFfj168Oxd/+OV5QtJLCr3S8cV5hPw8EM+cxV5VJXHVn/B1Ice5tRz+3JSdBS5MTE43n+//ptbkX6nncz2oY9g11VPnlIDAhA+DB31FR7lCJWWaeLUYgw1/m0MBhg8KJDftqagqv7KltC1a934aSJCCJKjpvDJvGu9hFxKFrxVhE45zNGcm1GOW72rqhOBho9n5JGb4WTlzHQqlxMmjY4fH+tTS3DblypAn73wPPfOmk1SYblhjywrw1ijBrvJ5cIz2jd+6Xd++RX94kW8vHQxiRVjxuTloRk6tN3tO1w38WXcs2djT0isUutqidBRX2DQn06loV+71lkVL1+JywVff+MABCbjv1p9fu0OSfmGWn1HO8Vv6NuYNWu+qVrNV+J2wfq1DoQAh+sPcgqPxdcH6rtRnGtg7bJipISNywsgv4horYu/R9xJv8c3kjntMexJET5XAXIrCv3mziOgRrVGb2h9pOL00bY/GPn5mloVIg1OJ/LZZ30yhi8Jve9eArIy271al9HQB4P+bMDEz1tiOZweT1p6AhkZCWRWHL//dhKBQXeh05/S1tNtH3Rg102z6tH7aT4ZGRlkl7xHZvFEAmUxmuNC3i05Cv3/m8HHK5YTGXQrJlM/hNDw+dwEKhfRqiJZNKOQp8b3onvYPeg0AXQfMgmG+D7T1qOqJNRRrbEWPvJLl7lcJBTVMWZ6uk/G6KrExXxEUfFkSssWIaUbo/FKAgMuwulYhxB6AgPvwGjs19bTbDe0Z9dMffgNfTsgLmQwUpZRXPJatfNvTyslI13h7WlWJo+7m5DQJ7Ha/ssnH36Jx13+X+dxw9plJcyaOBOdJqhF5xmg15MTFUVcfv4J2ymmALQ+8ktf2C0Vc3gESV6Mva/2HboqGhFAZPjzRIZX3wsKDmqfTyFtjS+iatoKv+umHSCEICHsIYIDrqXyT2LJUfi0IuRyxdIycnPtlFrHMeaFO1Br+MRVFcaN9W2t9bqwvzymVrVGl1ZLSXAwUgg8yclo5/nOLz263794+/9uqjWmEuC7fQc/fuql9apXtgh+Q9+OiA0fg0YTBgjenlZatbcjVZgw3sqFF1tYuXozrho7Zy6Xi5UrW6ceXPeHh1M6cyZFsbGoQlAcF4djzhxCrVaEqqJLT/epX7pbRDiPzZrJhmdGkxcdfezDpJ1ucrY3Cp172Jk/i90F87C6fBti25UoT5iS9R7tFX+tm3aGR8nnj53/5uLzv8fpPHZeqy1fud83KJip4yPRBz+NIeShtptoE9lpzmH5jl2UOV1cc1pP+p1yMhp/LZ4WYUvOS6SVfoWKgkCDRuj4e9RjnBJ2a1tPrVXxRa2b0NBk2ffc4fW227B+dLPHagn8K/p2hk4bxZy342upkilKeXG8jyrEStylb3S4LNQFv/7Oh4+N4v47/sf4m6+j93nn8t7IJ2tVSfTTPKSUbM64kyOlq1HxABKJgiKd/JH/Jg5PXltPsUPSkVf0fkPfDvn88x9rxTVXoqqSCVOKAQVV6ThizXmlNva+OZWXViwiqSK5KrGokDtnT2fPm1Pbenqdit15z5Pv3OX1mkCDuWxzK8+oE+D30fvxNRkZGUgpceQ9wP7fkzAZj11zueDDilV9hZ5Lh+Cno+mM/Lp2PHyA203ixE4rQ9DqKKqDrNK692skKsL/tm8CrVPrpqXw/8XbMfqI2Uz0KlYimTBVQaMNb5uJNQGTTkd8HfHw4XkdQ6CjveNWCilybiHf4mLY5XspyvWS2CZVEoIaLdnsBxoqPNIuaZahb4hiuRDiVCHE9uOOEiHEoxXXxgghMo+7Vqs6W1dGo9Hw5bcGr+npX6ztWBuYl57cnexw70W/3ElJrTybzoVHtbIzZxg/pV/KbstwPpmeQ066m09nZFHTt3BOzLMYG7hAcKsezPZCHEodfsSuhGw1zdgWobkr+noVy6WU+6SUfaSUfYB/AGWUC4RXMqXyupSyyfWWOysZGeWlfz2ufTitc3E7fkJKSUZG9dK3HrWMQscOytwnVghqK0x6HfaXX64VD+8xmTBM8LtumsNuywgK7N8jcZGbY+WrZVakhHXLC3HllWISbkzCzRlht3NSaP1qdVJKPjr0PeOfvR3R/SQMeiMlibGoCz9q+RfTnunAK/rmZsbeDPSr+P59YCPw9AnaXwEclFIebea4XQ6tvhdafS+v1w4WfcC+whkItKh4CDeewblxUzC0M9dOjxGP4AoPxz76GUxmM2pyMrrx4/3x8M3A4cmi2LkVSbmb5v3p+agVvj5VkSyekctjr/WkV+QokkIaFlb5ReY2Ds6ZwlNTVxPgLC9fHGrOxX3//WgQXffv1X7teL00d0XfUMXySu4APqlxbrgQYocQYr43108lQoghlcrqubl+n24lOWXfs69wJop04JE2VOmkwLGV79KvodS5s8n9ulQ7Wfa/KHH7NhTPMGggAZnlRb+0aWld12j4CJeSi6D8KSnf4uGrpVYqRa48bvh2uYPehpUNNvIA7x7cwJAF66qMfCV6R/ssJNdaCFWt92iv1Gvom6tYflw/BuAmYOlxp2cBPYA+gBmYXNf9Uso5lcrqMTExjRm6U3Ow6D0Uaa9xVuBQy/gj+w4c7sY/PP2Yu5ivJ19C0Cl9CDHGYEsOw/3hAt9M2E+zkNJDnu0bjhbNxGL7HJMutUpO8vjVfCWKovLaa69566pO8pxW4nLrqEHfVQvJSUBtwNFOqdd1I6W8sq5rQogcIUTCcYrllrraAtcBv0spqzTLjv9eCDEXWNOwafupxKl4X3ELQJEuMkvmcHLkGITQe21Xk70lmyl4bxLXvLgdQ4UkYVBmCZ6hQ0Fj8K/A2xCXJ59t2bfhVgpQZBlaEYhOE0JSyAAyrQv5ca2NGpK1VeUxZs6c2eBxeocmkhMTSoLFi7Fvh2pZrYGgfSdE1UdzXTf1KpYfx53UcNtUfDhU8m+g6b6GLkpswCUIags1S8BmsdHvnIls+j2FvRm9KLZ9Vm9/P+ct49Ipu6qMfCU6uxu1nYpcdwVyiiayLfMCHJ40FGkDJIq04VRysbkP0Dt6Il//fgs/pf2LvbnPYXdnIaWs2LhvXGLdiN7XMefuK7Abq68DlQBTu1TLajW68GbsBGCJEOI+IA24FcoVy4F5lWK2QohAyhXNh9a4/3UhRB/K7dIRL9f91MMp4feSUboal1pI+Tq+/J8tXJQxc3oRmekKs6dZeWGslsyCh9Fp4wgyXVhnfzaliNDs2qLjACK9/WbiKlLh04x1fJW9Gafi4tzIMxjQ/f+INIS19dSahaIUcjj7IlS1GKcMovxvXK0FBfbvOSN2FjFB1/pkzDPCU9A+O50lwTFcO2MJsblFuJISMU54vWs/0bVjQ14f/qJmnQCnks+WrEGUuNPQoBCgcSFzS7n20hycTjCa4OvNccTEajHoTuWUhPV19vVF1jQu7juaMHNNvz/I1NRy1aQ2xKW62Fb4G0XuQroHnUyv4FMRQjBxzzxMi5dz5+zNRFtKyYsNYcWDlzHwuUUE6QIaPY6UkkO2Q2TZs0gISKBHUA9EPcXX/rJu4Ze8VdgVK71DL+S8qBsxaZunEXAk+1Jc7oPkWhRu+08B05elEBVTc32m5Z/ddiJE7Sc7P74pahYWmCgvOPWBett9s/0Vf1EzPy2DURvFRcmfcnrEXUTodJiEh9lvWasyalUVZk+z4lB17LUXsuTgZXx6+EZ2F36IKpVqfV0ccyc/PHZmLd1ZNcDY5o/tZnsWSybcQM8zrubqxBuI6XUun79xO0dtmZgWL2fohG+JzSlFIyE2x8rd479gz+xXGz2OXbHz2p7X2Dh1CKf//Xp6hPakOCkC1wk2pL+zLGLP28P5v4sn80CvaZzV5x42Tv0/nEpZk1+vRzHj9hxECJg5rRRzuocP3qop+qIlMuBSv5FvBTp11I2fjoFGGOgeMZrzU3cQrc7is6VlVVq0bhd8utTOr1kRlKgGPLIMu5LLnwXz+DW3erJSmD6WSx/9nD1vDMKaGIwU4ElJQDP3XejfH7daxl9Fy9hkfprfc6didbVeFMaPbz3Ira9uIDK7FCEhMruUq15cwZ7ZL3HX7B8w1QgHNDk99Bz3TqPHWZy+mPjl6xkw9juiKsYKNxcjhg7zKkhe5imhYMFkrhvzG+FmO0JCmNnO5c9vIm3uc01+vR7FAggsOQorlpSL0Hy1zEpBrhuQCMCgjaZX1CtNHsNPQ2mAf74de0f8hr4TMnnSalRZ3c2gKJLlM6tn0yrSwZGSz9mf+yjm4rdwebIBCNFH8/eH5xOSaUWoEl1aFvTvj1Mp5ou0/mzLn06GbSP7ipfyRfoAzGU/t/hrKnQV0G/qOoyO6k8gRofCeZOXEGWxer0vNLuBGrfH8VP+T/z77S21xtLbXfBcbcOdad/P5dN2Y6jR3uBQSHh1foPGLHRs47fsoXy69TJSuodzMO0XDLpTAA0zjxOhUVXJoum5BAkXySH/4fzkdRh18Y1+jX4aicRv6P20L1atWoXbVf2fzuOG374t8tLaQ7ZtDdnF09lt7kepc0ud/e4u/BC7JxdFlm/WSjwo0sFPOa8gZcs/tkbm2Lyej8i2UhTvPQtYTWl8HR1FKkTVMZZMq63SFKQLIzTbu4smyFxHPPpx5NjWszX7PvLs3/Pu1O1kphXz2HM3YvNk4CwdwIol1Z/OVi61YXLcyclRE9AIQ8NfmJ/m0YHj6P2GvhNSWeZYSomqKiiqnZ+yX2Pm5tp7RBLQCwWJk7zsYk7vdRF/7LoVq20RUjqrtU0v3YBK7YqIbtWG1d2yETkRhkiK40O9XrMnxmCaMBmXqbrRUwMC0I5rfB2d00NPJz/O+yaqN0HyBFMPrAnBXtsryYlezzuVEg5b13LEup7dea+iSgf5FjdrlxUjJXy9LJ8f9r7C228VI2X1zVep6pn1lvcnmBOx35rF+F1LGPnbHD46soFST+0Ndz914xce8dNuEUKDRpg4LaI/mhpJUwKVQOHEIBQMKCx4q5iMdA+TXv+c3MInSMs6HUfJTFS13LjrNN6jVyRqndd8iTL2VVym6kbPZdKjHz+JwEH3Ypg3HzU1FSkEdOuGpom6sgNSB7Bm+EU4a4wlA70Lkgsh0I2bhLtGezXAiG78MdF2s9lMjx4n892eGSw9fBM/5kzkh5yxpLscOFUdH0/Pq1anZtaktaxatQqXq/reg8vlbrRG8Hc5f7Jk/IPcc/kDTDl3KFeefwtzXxlEkcv7k4sfL/hdN37aO2GG7lyWOJVQfXcEWgQQqrGTpCsEJFaLm+VL7UgJy5fYybW4MWdb6X3mSPbv6E5pwSP0DPk/tMJUrV+BlkjDqQTqWr4sRdQ9I5Bz5uBIjkUKgSs5Ad28+egHVuTs9e+P5ujR8uiHI0eaHPMda4rltqc/Y9/kJ7AmRiKFQE1NQcyp+4MjcPAw9PPeQ0lNQgqBTE2t2sAGUKWHkc/+l8OHD/PKa6+hSBceWYZH2pEIDmfrWbusuFqdmq+X5bN169aqp7Pjj8YkQXlUhV+mj+HxN78g3lKCRkK8pYQHX/+MX6e/1KTfUZdDSlDU+o92ij+Ovhnsz8pj8+7DBBj0XNWnJ1GhzYuZbi08qp086yeYSyYipR0dKhOfK2DpEjtuF+gNcNsdASDh44/s3DsoiEljw1GlYLc8n0xXDpqKXLsAXTRXJM0kUFdfPbuuzRiiYX4AAA6OSURBVLe7XuGGf4zB5ZTojYJJ688hPOaYq+n9lw7y/TJLtRIGBoOO++8f0qjyBd44VJpNUI9TifNS0iA3LpyYJmxYdyR8EkdvipcXpQyqt91XByb54+g7C1JKxi9bzwf3P841/7mG2/51Nq7kFHaNf7Otp9YgdJoA4kIHEWbqhxAmci1ali+1V9vwW7bYztLF5Sv8hYttWHJVNEJyquZX/hnxL86PfY7LEqdyY+qSNjHyUkoyStezMfMh1qbfzb7Cj/Go3jN62xpVenhj/Cwqw6xVFVbNrL4i376+yEudGk+jXTTeCNaZiKmjSFm0xdsGvR+v+F03XYtf96djX/A+z65dRKK1XOg6wVrIyS8+g/P999t6eg1CCB0nx7xD77hVfDS7Zy25Qrcb3BWuYVWFSVNLyn3RqKiOT0gN/icxAWfVmy3aUmzPm8rPOS+RY99CgXMXfxa8zbqM+1GkF/m8VkBKFZdirZWABpCReZj1y3LwuMt/yYpb8v3yXIpyjyk3vbX5QvLteyhx/oVbsTW5To03Yk3hFMZ5rwDuSErwet5PDSSgyvqPdorf0DeBz7fsYdj3qwmosQQL8LhRR3eset0Bht6s/Wpv1Wq+ElWFyohJl6t8VZ9jUSrCiRVUtXyFeNS2h3cOjOblnXcxZd8j7Cja3OJztrmzOVCyrCrME0CRTkrdaaSXrm3x8SuRUqJKJ3sLl7Hk0LUsPXQdSw5dw66CjzjeJTp+7JvUjD5VVVm1qtcKE3+L6E+kqTchhp7oNIE+n6thwiScpuqb8W6TEdOEST4fq3Miy98Q9R3tFL+hbwJSQrzVu1/TlG1u5dk0n8pwTFVVsJa8y92DQjDUCM9WVZg0pQQ3KkKY0GgiOGrby4JDLxOx9FtGXP0Zj542g9TTr+HAO0+16HxzHdvQoKPQ4mLE5X9WiWB7pB2z7YcWHVtRS7E5fudIwUR+Sj+Hrw79g615b+BSS1Dx4FZL+aNgHnuLllTds3r16qrVfFU/bsm2dYV0C/onVydN4+yo+uuoNIeQwfdhmLcAd0r5ZrGSmoJ+3ruIrlykrDFIWmUztiE63BXtjggh/qzQ2q53w9Jv6JvADef2JifE+6OwTO649bqF0BAcci9r14V6FyT/xo5HGAkLfRohtHyT/RGnrznILa9sI6Ii9T/cXEbqo2+iLvywxeZp0kYAghUzzeRmOKsyfgVaAloo+kdKSU7xW2z8/Ux6n3o+Bw5OwyDzKVGNtRTmFOngz4JjdXEqP0izbb+wPuM+Vh2+hu+zRnDw6B/0S5xAbMCZLTLnmoj+/dGnZZSrex31q3s1mtbx0derw30cl1Vobde7+es39E3g/F6p/Dx4GHZd9UdhxWRCM77j1+s+tsJXsVnfx5J9KRmZJ/Pb9ouIDJ9CSPA9AOQ40rhq+i6vqf882/QaL/URG9CXkjzBxuV5SAnfLc+jKNeNRug4OfSWJvcrpYqUEpc7jTRLf/amn8Ke9B4ctdxJnnUOOSUzeGdaLpnpHuZOL0GHJFHnfZPTqRbV8tfHBZ7HZUnz+L/uX3FJwjQijL2bPFc/bUDrGPqbKdffpuJr0/+hj8Nv6JuAEIJ/Tx9HweSpWGPjyx+FU1LQzpvXqVZJQggCgwcRE7eJpMSDJMR9T2Dgsf+7cH0M4dnesysbW7teSslR2y7WZ3/ID7nLT6hVm5Ody8irtqIqlclF8OnMXM6PfYVQQ/eKxKQeZGdnexlHqfjqxGZbTF7eIMw512E2X8D2bUmc1F3P1h3ncThtHVddcgSLxYbNuYnc4lexZFtZtdSGlOVlCPJzFUI0DrRect+DdAlo/BUlOxENLmoWXaltXXEMaeRADdXhlsA3QojfGjJGc4VHujRJIx6CEQ8BeNF46vxcEX8HxfGzCTfXrvPirVRAXUipsjz9DfSfLOf/27v3GLnKMo7j39/spbtbti3tbmkp14QiUCMFkYuo1EBKIWrBgBaIEmOsGDGQgECoSkVMMGBst4E2yyVUDNJ4KVatxa0CNRGkYoBy6SJCxV7oLlvYS2+7O/P4xznbznZnd84w27mcfT7JZGbnnJl53/dM3555z/s+zwVLNzHx3b10TavltUXzaL2kk95UN5OqZ3Jm48001p7BLbfeSHd3z4HX9/cZG377PpX3nEJHxVPctOi7vL3lbe5YfAsrlq+kvWcVO7p+Rl+yjQr6qVMt9YkU7+7s5vLLO3igeRLfWPgB55xTxTv/S7JsaTdmpCVtmYSZ8UBT16DQz81NXdz2oyOpJEky7ZypQuP4eMN3PnzDutJjQLQwxO9lG0qRtB7IFIkul5/B55vZdklTgRZJm81sw7Cfmc+CKUlXAouBU4GzzSzjRQFJ84ClBP3hg2Z2d/j8ZGAVcAJBhqkvmVnW1RulsmDKwZbm73H0DXcPGr6xujrU3Bz5183mrmdpXX4jlyx+YdD79Nck2Pjj43nnC1OAYHbKCalvcs6pXyF1yCzG6upqLrvqRBZ8u4IFn36d3v3GuBqxfuM11Ex4HmMgbo/RkOinGuP22zt59Bd7OHlmBa1vJKmogGQSxo0LTs56ew8mbcHg4k8FiVwGjKuB32+Yjk2ZwPupepLUMaHqOGY3XMcx48//UO3pRt+oLJiqmmqfnHJF1v3W7Vye12dJagXmpOXhftrMPpLlNYuBHjO7d7h98h26eQX4IjD8/yRBRoT7CJKDnwZcJem0cHMuFx5cCTph4V1UPbiS1HHHHogxk0snD/DS+09xwdJNQ8b6K/el+NhPtx34O2n7WXznTUM6eQiSYP913X94pGnrgXgxyaSx5CdPpHXyQSK+aoy2tiSrwhjvrW8kw/2DfQ5dQ7BiaTfLl3YPmSadSsGKpt001pzCxTOauPqkZ/jc8Y96Jx9LBQuBkDUPt6TxkuoHHgNzyZJvO6+hGzN7PfywkXY7G3jTzN4K932c4ILDa+H9nHC/lcDTwK35lMkVnq65Jq9pehWqZOIwY/11Ow5O//mgbT8tv2oftL26Rjz0zEwaGuvY097JVZ/ZMihezB9+vZuv3zCJhqnB4NrAN3XJkp5hr52l/0IPkrbsob4+MWStQV8v/OOpes44OnvSdVfmjIKE4iZaHu6jgNVhv1sJPGZm60Z600JcjJ0BpKch2ho+B9EvPCBp4cAFjvb29uF2c2Xo9CMvpGta5kVCe6YfnND/m/t2HDhbH5BKBok4pAQrl3Vk3P5Q08Fl/inEtp3B2fyhU0iHk0rB/Mvm5h1czJW5AqyMNbMOM7vQzGaG97vC57eHnTxm9paZnR7eZpnZ0JCqh8ja0UtaL+mVDLf5Ecue6XQ/5xYxs2YzO8vMzmpsPPyREl3hnHTEmbx1+5fpPSRPbX9NgpdvOpg45IW/dA6JB9PfB8+19DC9bi5/b9kzZHtfH2xoGfxr4d4lu3OaCdfXC+vWbor+AhdPZRzrJuvQjZldlOdnbAXSVxEdAwzktNspaXrahYe2PD/LlSFJnHH9w3QeMRv7/l1Ub3sPO/YYdiyay7sXbYFUF5OqT2bz2w9QX3U0z+24lv3JDiwIyMCUmk8wq+GHPPvaEezofhxIIBJAgo8etZxdu1exa/cajH5EimfW7x/xbH7GjBl+pu4GM4s666YkjUqYYklPAzdnmnUjqRJ4A7gQ2AZsBK42s1cl3QN0mNndkm4DJptZ1vXzPutmbDNL0bHvefb2b2Ni9SwmpC082tv3Dh/se5bKxEQm186hIhHEz0+l9pG0HioTU4oWiM0Vx6jMuqlosPPGfz7rfk92P1KSYYrzuhgr6XJgGdAI/FHSi2Z2cfqFAzPrl3Q98CTB9MqHzezV8C0yXnhwbiRSgobaczNuq606jtqqoXP4E4kaEtRkeIVzURiWzDDdq0zkO+tmNbA6w/PbgUvT/l4LrM2wXwfBmb5zzpWugTDFZcpXxjrnXBQlHIY4G+/onXMuCwPMz+idcy7GzPyM3jnn4q6cL8aOyvTKQpPUDvy32OUINQDDx9QtD3GoA8SjHnGoA5RWPY43s7xWWUpaR1CnbN4zs3n5fNbhUJYdfSmR9M9SnDebizjUAeJRjzjUAeJTj7jwxCPOORdz3tE751zMeUefv+ZiF2AUxKEOEI96xKEOEJ96xIKP0TvnXMz5Gb1zzsWcd/TOORdz3tHnSNKVkl6VlJI07PQxSfMktUp6MwzBXDIkTZbUIunf4f2Rw+y3RdImSS9KKom40NnaVYGmcPvLks4sRjmziVCPOZI6w7Z/UdIPilHOkUh6WFKbpIz5SsvlWIwF3tHnLt+E6KUgl6TsnzWz2aUwJzpiu14CzAxvC4HlBS1kBDl8P/4Wtv1sM7uzoIWM5hFgpMVBJX8sxgrv6HNkZq+bWWuW3Q4kRDezXmAgIXqpmE+QjJ3w/rIiliUXUdp1PvBzCzwHTAqzl5WSUv9+RGJmG4BdI+xSDsdiTPCO/vAYKSF6KYialN2AP0t6QdLCgpVueFHatdTbHqKX8TxJL0n6k6RZhSnaqCqHYzEmeFCzDCStB6Zl2LTIzH4X5S0yPFfQeawj1SGHtznfzLZLmgq0SNocnsUVS5R2LXrbRxCljP8iiNHSI+lS4AmCIZByUg7HYkzwjj6Dw5wQvSBGqoOkSEnZw0xhmFmbpNUEQw7F7OijtGvR2z6CrGU0s660x2sl3S+pwcxKJVBYFOVwLMYEH7o5PDYCMyWdKKkaWACsKXKZ0q0Brg0fXwsM+ZUiabyk+oHHwFyCC9HFFKVd1wBfDWd8nAt0DgxTlZCs9ZA0TWEWc0lnE/xb7Sh4SfNTDsdiTPAz+hyNQkL0UpAxKXt6HYCjgNVhX1MJPGZm64pUXgCGa1dJ14XbVxDkJr4UeBPYA3ytWOUdTsR6XAF8S1I/sBdYYCW2jF3SL4E5QIOkrcAdQBWUz7EYKzwEgnPOxZwP3TjnXMx5R++cczHnHb1zzsWcd/TOORdz3tE751zMeUfvnHMx5x29c87F3P8BF7YyDqevZb8AAAAASUVORK5CYII=\n", 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TKY8w6p8jmXnSZRx21Mm88sSdhCORfQ9Bp3sjVbWv4nT/HHAbV+1L1JZdjebdhgkNI4pJ0yrIyvZy7W2lZGdrPDm9CFQVrupxaN4cUHUY8VJo1zjopGwKi3zZqAvyvme/fRLYsu1OiksvwuX+FI9nCzW1C8kvPBKXe2NPnn6YPoYCNKWCWkKVLlH0SqnPaLtS0r+BF5SPb/BV6EkFzgY+8JcNKwc+oO0HRkhT6XbwVvbPPLPlE+Sllxj9zFukFVdiUJBaXMkF4+fw0oSb+ap4K3oft/ntCZo3F0f1HOqqZuCse4/con+TW/wfiipGkVt8ATlF56Prf6TWV8qDo+oJfBUjwYSBwiKNF5bXoCvYus2LrmDZ8jrsRb5AFh3fXwWMn1bO7mwvT0wtQynl+55Vw8QJ8wGFACL+ShjKS1HpNQ0P4IKCAvbZdwg/brqI33KH8Fvu/uyy/x85pXdTUft2+EG9l6IHuYQqPWVHSKdpebBc/7rW1rdARG4QkfUisr64uLjbBO0o7+VuYuKDV3Lc8NMYeehfeXza69hcnibb2Fwe/vfQ8+x72ImsmHhzv1X2Sik87g1UVzxCReGJbP/leA45/Faydz5JUdn1OD0bUKoOpWpRyoHLvZHiynEN++taDtA0EnHitAr0ZkpW1xVPTv+jnKcABXZvwwPhheU1/LTJyZJXqtEVrFxRS1FRywhHXbejabkAPD72IXbvymbyU++hKQ9OvY5q13eU164gp+xmNucdjsdb0nUXK0zIo1BoQS6hSp8xGCul5iqlhiulhicmdjiauVsodtbwyZTHefTZN0krrsCgwKQH/qcLkFxUyfljF7H9+ck9K2g3U+dYR0HxZeQUHIm9+ALctQtQei6Tp1eRna0xeXoVLnSaV79TuKiue7XhuxgGQqMiYPXK2+1uejy3+49Rvfgr1TV+IGi64qpbixu+6zrMmB6gDoQCxERBQQFLFi9FKXhtRS0Fdh1EfKN/fw0tTa9gZ/GeFEwK09dRCjxBLqFKTyn6PJrWgczwr2ttfZ9ibd4W7lj2QYsRfFtYXR5Sxj7djVL1LGWVT2IvuwGHax1evRi38lCtdAoLNV5aXus3tdRSHGBEDaDUH1rcYBiI2Xom4KvmNn56eYvRfD2+UX0dBqwtHghuN2ze5mnyfeUKR4tRvdG0DyZjKuPGjUPX/aYgHebMbPlQEAGXZwtevWIPrk6Yvo2gBbmEKj2l6FcBV4iPE4FKpVQB8D7wN399yIH4yqy930MydRlu3UtKScUe7zegsLVKbH0Lr1ZEZfVzKFXXZL0OPDm9ivqXG12H52YEqqxmIDKiacGjyLhpmKx/A4y8u9bRYjRfj9sNaz60YYmbwKRpla0+EBpk8o/qlfK/V0gUyYMWUVBQwKJFi3C7feY0jxveWllLSWsPJt0ReL1SlDp+Ylv5QnZXvYVHb7Osb0hT7anjk6If+Lz4R+q8zt4Wp9dQgK6CW0KVLlH0IvIy8DVwoIjkisi1InKTiNQX4H0XX63QHfjqM44EUEqV4as7+r1/Getf16f4S8oBFCbEBWzTjYZWLXeejLRuk6mr0fVaSsvvJzvvQHblppGdfyzVtSsBcLq+AzG32KfIrvHKiromI+pXV9T5ladvtC5iwyCxJA4c32RfMUQSHT+X2OQfyM76Fc1rR9c1n798syU3Nx9T5H945wPV6gOhHrcbPvzAQmTkRQyMm05m2ibM5n39o/mmcya6Ds/PqG6yTikwGOIwGVNaXiPl5auC29k15yIyD7uZIXHn48kcRM2Sp1psGwwerYrsOf/CkWFBGQRXZgzuF57pUF97ykf275k77iIOOeKvnJJ8DDUZyWyfM6lHjh2K9PURfZf40SulLm2nXQG3tNK2EF8R7z7LsJhBvHfPSAY++nQT843bGoFl/gJ21xaRcvsDWBu1eW0RWCY+2Rvi7jEe707sRWdTUFjJhReU8dob8SQl5VNScT8KHbMxcGa/Z2b4Rs6N0XWYPxOemnEHbu/vRJgPZ0DUJRhb8WU3GOMxBOnnnptXhrf6afS6ZaCciGlfTLFjMUSc2O6+q1atwt3sKeFxw8cfOBj9RBwiPiWPGBgy6FlEWv6od1e9QcTy9zhq9E5MTt+JR+a78N48CmVKR136HzRVjcmQEHD/xiil2PXcGex7/waMDl9fEbk1aDfdgWaIxHjZNUFdk45gd5bx4+zHuOWptVhdvrmSJHsVsXc+TK0tiagru+/YoYgvYCp0lXhQBBohhfpy7LHHqlAk6/lZqiI1SekiypmRrtSLLza0uV5YrOoyUpUuoryDM5u0hSJez07ldqxVXs9OVVj0T5WVm6Iuu9ymRFCXX2FTWTkpaldOitqdd5TSda/anX+0+j0nVf2ek9KwJKcYFL7fSZMlPT2tW2XXdV3pursL+tFUnWuL+t0+Qm3OPVHtLLpWOVy/t7r9upz/qZo0s1K+Z0KTxZURrX7I2k/9kLWv+jnnWFVW826bxy6t+07VpVsC9uXJTOj0ubXFiuwPlT05JuCxa9OTu/XY3QGwXnVC3xx8uFltyMoMaunssbprCadA6EIG33Ar3HArABHN2iyXXwmXXwnUGy1CE69jDY7Kh9H0YpAICgpcnHNBLnPnDWDlCgdK+SY077gzmsREI169EIDUhJUUlozw7YcR8LJp021EWU/CYv0bBkPPxcH5RsstTUl73o8Bm+Ug9kl6Mcg9FJEFgSfkzXk1KFwAePQidpfdidmUSHVZOn/605/48ssvSUn5wxxU6/mdgfmB7VDG3O5173RqLhKKqgO22fKLuvXYoYhC0PqOg2JA+rb0YVpFKUWt6ycqHR/h1crb3V5z/4yj8Ajc5Tdj1IuxACblZPL0EnJyNG6/rbLBDNPYTdFoSEbEiMW8L5kpX5OW+BYpCUsYkraZQfHTsUb+t1UlX+XeTlbVKxTWfoiugvdYClWGRP8LR6olYJs7renjXSkHuWVjuHfUyezatZMxD1+GanQNosz74UwL3JeW0b21LY4fdCglSbGtHDtgmEu/R1cS1BKqhBV9iFPtyeOn0vl8UzSF3NqvUe0EWSmlqHF+x6b8P/Fb0aXsKrmNX/KOp6BiZqv7eB1rcJdeAKqawiIvh52ch71Yw27XeGlFLUrB9u1aCzdFezEMjL2/oR8RIcJyGLaIkzCItQ0ZNX4sup9dz55N0iFXkBxzFq7MGJxLpu3ZxQkxhg34D9mjTsFra/qz0mxC/v0DGq1RGNHJz/uF117ZjVKw7MWP+H7TxSj/03Sg9VhyHjwCzSbN+jIgE7p3bufAmCH8cN8VOCOavvB7bRGYJu59E7L1Nvq+PBkbVvQhzO7qj9g46yz2O+JWTki5l7gD/sqvs/+O3iiYqDE1zq/ZnHcC24suwq3loKtadFWNwoW9ejaVjk8atlXKQ3XVZOwFh+Eqv5n6AO76fDKTplXw5PTKVl3GdB2ef/YQYqP3PHgot+YtDC+9yqGjs7DleRAFtjwX5pvvQy1btsf9hQoGMXPgLeuonf0o7ox4lAj64AxyJiVRfn5Uw3biX56f0dj1VDHlqXVstV/Id5tvY999B2P7v5fJm/pPHOlmlIArIxptzoxunYit5+y7Z2KfNYmqtASUCO7MNEzzFsCIEd1+7NBD0JQhqCVUkfoRRF9i+PDhqr/XjPXqTr6ZfiwnjtmKyfnHKN5rNVA66z6Sr2s6snJ7c9lWcAaaqvOr7Jaji1jrX9kvyZcctKLsZpyO9zHgIlrMiAgFdi+HnpiH06WwRvhGMi5X6zKmp6eTm5u7x+f2Zd4lHH3860TmtzTX6IPTMGT1uZi5NimomIa9eg668vneG1CUFnn5+58Km1zfCKvwxufpLJhRyevLqrnq2r+xcF6fCysJOURkg1JqeEf3P/AIq5q7anBQ2/5l2G+dOlZ3EbqPoL0cu2MjR0/Z2UTJA5icOrGPPdti+9KaZa2O9Oupj+bUvLk4HWsAJ6qRl/+kRukD3B7wNNPDFouFkSNHNvJf/0PJe/U6Cmo/w173dbv2dh0PtlYmLSWnoM19+yIpA+4kY+B4rKb9MBoGYjMfztwZdS3elnRd8cykMt5Z6XNLfenFD8jL39k7QodpQCnBrYxBLaFKWNGHKEaxEFkQOBrRmt/SI8LlzQJajxYSrMTZzgXA692OiG+ir76oQn6hh6XLaxvs8LruWxrjdrt56623WvSdU72Gn2YcwYAD/kZS9Mk4M2KoWvREq7KkR/291YlGMjMDr+/DiAgJ0RdySNpHHJmxkf2SV/DJh3V4mv27PG746N26Rrl5FI8+fm8vSBymOToS1BKqhBV9iJJkO5y61MATmlpGy6jM6IiTEbE12H9BUWz38q9T8yktMmIxpZMYcxkARtPQJh4edcrDxOkt0wdYLOYmI/jmo3iAGk8OhfNv5ajRO4nMdyHKFyQUecujaC8uCij/kNj/kf3g0WjNJi2VzYpMmND2hekHGA3R7Nr9PZtzj+HXnANYnzWM77KG8O536ShdGh4AHjcsW/ouhYWFvSvwXo5vMGQIaglVQleyvRyDmNCeeAyvtbkHhxnjxJZZLwdG/R9mQyKCGQO+f+yCmdXk52i8NGcoB6WsxmiIBsBk2gdLxInUe/srYPXaugDZIT0BR/CNya5+h0Mn5zREgtZjcuio0Q8G3MdosLL/LV9Q/cx9uDMGoAT0wRnIvPl7zWRfZMRRHJT2PfskvcbggY9hEBsLZrZ82OqaYty4ca30EqZn6PuTsaErWRhir34AmbcAb2aS34MjHeO8RUgAZWg0RLJ/yjsMirkaszGd8iIrq/y23peXfcpvu5qOrgfGz8cWeSE+ZW/gl41n4nL90CKirr3JVo9eg62gtcCe1usGGMRE3DWTsORUILrCkJWz1yj5enwBWYeRGHMFqTEj+exDRwtzTmvmsjA9hwJ0DEEtoUo4MjbEMV52FVx2FRDIj6YpJuNA0gc+jK7lMm7Gy01c9x4fO5p5cw4h2vZXX1+GSAYMfJrYuCcBb4PNfk9JiTwVR6qFyABRnCozLYStlqFFWtxt5OVeSo1rPUZDHDERxyPh+sIhgxbCwVDBEL6T+hmaVs6u3e/yxsrqJrbeN1ZUsWVHy/z3IoYOK3mAJNsJ5I4+vUWQkG4zY+hAYI9Dq+OLGddSlhaNMghV6QOpWvJch+XrS5iNCQyMPIdY64ntKnmlFFXOL8mvnE1p7Zvo+t6bRri7UQgeZQpqCVXCir6fUFBQwL777ktu/laem1kVwHUPpk/5ocuPKyLsP3I1Vc88gCs9BiWgZaZgmLdoj00xSik+nPo/jn9wCfEFtYiC2PwKrDfdjmtpn05w2qXoupMt9v/wW/H15FVOZXfZaH7KPxGHe0dvi9YvCU/GhukSyt0F5NVtxdPBUZlSHsaOfZzdu3fz5MQlfPxBbWDXvbWBin50HhED8ddMICK3CtEVxuyCDtnbd9Vu55RpH2JxNi32YXF6UaNHdZW4fZ6C6jnUuTehqzpAQ1d1aHo5mwvPprL2nd4Wr9+hEDQV3BKqhO67xl5Ajbec9bNGcPTTn5BW6KAqxUbpYyPZ54bgasm63NvIL7uF3NxfWbTIjq7D4sVL2PDzZLA+g1L1VZAMGCSKfVJCO8rS7ixgWGHgikwReXtf1sTWKKl5rSET5h8IOl5yy+7AaBxAtPXUXpGtvxLKE63B0FUVps4RkW0iskNEWvjUicg0EfnJv2wXkYpGbVqjtlVdIU9fYf2s/3Hy6LUMKHAgCgYUOMi8YzrFCye2u2+N4zN220/H5dnMszOqG0w1Xs3FrKnbyRj0LDbLsZiM6QyIvIB9UtZgMQ3p5jPqHMnWNMpTogK2udKTeliaUKb1tCVKOSmunNwkTiJM51CKsHuliBiB2cC5wCHApSJySONtlFJ3KaWOUkodBcwCXm/U7KhvU0r9q7Py9BXKXHkc/fSnLcwUZqdG5CNtT2LquoPckqtQKIrtGm+srGs08apYvHghtZVHMCx5FQekfUf6oJlYTEO76Uy6jmFR+/PlXWfhtjYNJXdbTRgm7H1ZE1tjUNT5CM0n0BUCGARycr5h6NBINm25Bl2vC9RFmD3ANxlrDGoJVbriEXQ8sEMptVMp5QZeAf7dxvaXAi93wXH7NHVaFbGFgQtMR+ZXtrqfrtwU1SxD+ZOiPjujpsXEq6ZpfTLIRkQ48+5lfD/pKspSo1AC1WlxOOfMxHL51b0tXsiQGjsSm3l//7f6wl1gxYsBnbkzqsnJ8TJp0ivkFZ6Irlf1mqz9hfBkLKQDOY2+5/rXtUBEhgDDgI8arbaKyHoR+UZEzm/tICJyg3+79cXFrQfi9BWSrMOoSrEFbHOlDwq4vqD6dbbOPIC4Q0Zy0JBshp1kJ25Vy5wpbre3zwbZ2IyRnHLHfOLzaxBdEZNXTuyVN/e2WCGF0RDJISmrSI76D2YMWNCIxItRFJV2jVdX+iqBvbrCQWFhIYXFbZZ0DtMOiuCKjoQLj/zBJcCrSqnG9ooh/rSe/wOmi8i+gXZUSs1VSg1XSg1PTEzsCVm7FYvBSsmjN+NpZqbwWI1IADNFhXM95Qvv5MBR2Vj9OdwteTqzPZA3YwBbs1PZkp3K7/l/Qtf1DqUPDtN3EDGSGT+ZIfFPEWkeiogBM4pnZv7xhqfpMHNGDW7Pr3g84SyYnSE8ooc8oHHKwQz/ukBcQjOzjVIqz/93J/AJcHQXyNQn2PfGKZTPHkttui/fizNjEPrcOURcfl2LbbMqFzDs6QKMjqZ2GoMDEp+qRgEmQzpDklb7a6aG6e+ICAOjL2L/1C9IjbmGsiKNlSscTQLlXl3hoLjYgFcLP/g7igJ0ZQhqCVW6QrLvgf1FZJj4QiwvAVp4z4jIQcBA4OtG6waKSIT/cwJwCrC5C2TqMyRdM5qoXF++F2tOSUAlD+DSCrHmB843b8rXSR30HPumfY3RGLjWZ5j+TUz0DcwKkONe02Hm9BIs5kMC7xgmCIIrIxjKpQQ77UevlPKKyK3A+4ARWKiU2iQiY4H1Sql6pX8J8IpqWtLqYOB5EdHxPXQmKaX2KkUfLPHWU3CmrcaWF8BtLjOTAZFtzX93Lbl1efxWs4M48wAOH3AYJkM4HKO3MZnS+WhdJB530zgEjxvWfSAosZJX/TpurZSB1uMYEHFk+M0vSBSEtEdNMHTJL1Qp9S7wbrN1jzT7/liA/b4CDu8KGfo7gwdczc77n2f/B39vYr7RbRYME9r3u+8KdKXz/O/zML28ggue/Y5B9hrKU2IwjJ9E3NUje0SGMK2Tl1eE15tLedWTOJyfYjAMIDb6RnTTEWybeTj7TM7Dmu/BmWYma/RpDLl5DT7v6DBtoZSEtFkmGMJDsT6CxTiIYSO/oijiFuLHvY0l34mekYRx4tQeS+/7WfHnmF9eyeUTPiXC7/8fX1CNe+SdYBmw16UZDkVMpgwS42c1fFdKZ+usQzlodFbDAMGW5yHz3nWUR9xN/LUzekvUPkVPBEOJSDywHBgK7AYuVkqVN9vmKOA5IBbQgPFKqeXt9d23H1N7GRGmRFJvXEFErsOfU8beo8r146JPOf/ZbxqUfD0WpwdtVOAiI/2ZGo+T9/J/ZFXu9xQ7Q9NXvca9jaFP/d5iEt/oUEQ9Or+XpOpb+PLR90gpwQeBdUqp/YF1/u/NqQOuUEodCpyDz1Mxrr2Ow4o+TNB4lIdB9sC5aAy5TR2tyt01PLNtDf/7cia3fb+Qb0p+6wkRe4wvi7cy9eFLOfrov/KPwcejDRnMV9MfaX/HHkahsOYHTodgyQ9HzQZHj1WY+jewxP95CXB+8w2UUtuVUr/5P+cDRUC7/uZh000Isb7sS94vfIsqTwVDovblX2mXkBEZOvlpTow/gdLkaBIKA2TBbFTUu8Jdy4gvZ3H8mu+YsvgjkourKEocwFej7uDkOx/vQYm7hxqPk4+mjOK+6e9gc/k8oVKKKol7cBKFMSmkXBs68xUxloNwpUVgzWueBA20jISwAggCn3tl0KP1BBFZ3+j7XKXU3CD3TVZKFfg/FwLJbW0sIscDFuD39joO/59DhA8L36Fw4dPcPGs9A+11lCdH8u5t73LGXctItWX0tngAnJ1yFqvu/Bv/emwVEc4/XD11mxVDo6LeL+3+guPXfMcDM5orwom4B+2D5fIre1z2YPHoGh/n/0Z2bQWHxiVzYtLQFt4pXxRv4fpFHzecWz1Wl4fIRx6HEFL0Iga0Jx5GG/lwE/ONZjNimDilFyXrO9TnugmSEn8AaEBE5EMgJUDTmCbHVEqJSKvZ60QkFVgKXKmU0tsTKmy6CQE8ugf7wqe5aNyXxBfWIQriC+u4eNyXbJkTOrbvCGMEF9y3nJzpj1CTNgglgjY4A0Ozot5fl/zGjYs/CqgIGT2mebchQ35tJePvu4rDjj6Jaw4+iSGHHcP0UTdQ522aY8KjayQVB85HFFMQeuk5oq4ag3p+Dt7MhEaFYZZgGHFFb4vWZ+iqmrFKqTOVUocFWN4C7H4FXq/IA+bmFpFYYDUwRin1TTDyhxV9L6MpjfcLP+bsWT8EmOTUOObp0MrcbDKY2O/Gh4nOK0F0HWOAot6JETEkFweenDTn5feEmB3ijQkPcv8zy0krqcCgIK2kgpumLeGDpx5tst1JiQdQlDggYB+e9NSeEHWPMV1+A6bs4obCMIEKzHcWpXScWhW6ChzY11fxpSnukcIjq4D6190rgRYJq/xBqW8ALyilXg2247Ci70U0pfPE5llkzZvKoEB2b2BAYXUPS9V5Rgw9tVVFKIMH97A0wVHrcXP+3FeIdDeduLS5PRw//fkm6xIiYtk56nacEeYm691WC+ZJT3ValiJnAQt3TmPUz9fzxOa7+LLkQ5rGGYYe2yvf48vpx+IdnIQYzbgyB6EvW9rbYnUZPZTUbBJwloj8Bpzp/46IDBeRehepi4E/A1c1quNxVHsdhxV9L7Kh7GcSX13DtRPXteqY5c0IzRFiWxw7aB+yxtzVQhGqSBuMH99LUrWNQpFaWhGwLbmkvMW6k+8cS+Xs6VSlJaFEcGekYZ6/sNMj5TJ3CVO2PYTp5ZXcd85LjDlsOocccT4bZoeO3b85WTWfUzD/Pk4Y/TPR+S5EQURuGer662DZst4Wr9P4sld2f64bpVSpUuoMpdT+fhNPmX/9eqXUdf7PLyqlzI1qeByllPqpvb7Dir4XWV/2Mxc99yVWV+BXXc0WgXni0z0sVddwwu2PYpg3H3dmOkoEhgxB5s4L2aCqaHMEJYmB00NXJQeubpV87Uhi8+yIrmPJyesSc8hH9rc5/J2tXPLEd8QX+OZrBhbUcsR980K2QPqG0kUcM3UHZmfTOUGjw40aPbqXpOo6fCkQDEEtoUroStaP0ZXOz8/exSWnjSTBHthkowDjvAUhqxiDwXL5FViycxFdh927Q/5c1PjxOJq9hTgjzFgm9Vx1q5212zlv9k8BCqRrGMY83GNy7Ak1nkKiC1q6bwKQkxN4fZ+iZ0b03UnoStaP+WH2LRx0zyziC2pbj6UbPDjkFWN/I/m6G5G586hNS0WJUJeeimn+AiKv7LnqVkkRKQwsDBzIZMotCLi+t4mP2Jea1IjAjZmZgdf3MXooMrbbCCv6HsalOdlnwtIWI7bG6DYb0sgvPVTR9Hbdd/sc1iuuJCovH9F1InPzMV12eY8e/4zkf7VaIL0nJrKVclNb9wZl5fdQWTUVr9a+l9TxCTfxw9374rE2VSe6LaJP3Mft0YNeN91GWNH3MBWeUgYWBk4joAA1eDCGeaFrywZ4K+tXHrvnCgqT49ENQk16KqofTLqFApmRw6gdOwq3tWkso4qM7PaJbF2vxV50LuUV91Fb9xJV1TMptJ+K0/VVm/sl2Q7loJHL+eXJM6hJs6IEPJlJGPq46bExfd10E46M7WHizIMoT4kivqClsq9JiyMmK6sXpAqe1dmb+WLqEzw+5/UGV8To/EK8113nu5n64A/7u7xcZn/3LVmVFRyTmsatx5/IPgMH9po8mdeNQdmGoo8eheTkIoMHI+PH79G1rfVWkFP3KxGGSIZEHYkhiHTE1TVz8Xh/B+rt7S6UgtKykaSl/IBI64os2XYYybevhdt9382tbtn3qK8Z25fpkkeQiJwjIttEZIeItAjlFJGrRKS4kd/ndY3arhSR3/xL6MbGdxERRis7R1+Bu1mtWLfViOuJ0EuK1Zypv3zKnS+taeFvbnI6+6SHxbvbt7FyzGjGX3s9H119HfdcOoLn77qD30pLe1UuGTECQ1Z2hyayvypezkfTziD14L8xNPZYajJiqVw8vd396hxv8oeS/wOlqvF6dwR9/P6GArzKENQSqnR6RC++ygWzgbOAXOB7EVkVoFLUcqXUrc32jQceBYbju54b/Pu2dFzuRxxzyzNsNthIf2IucYU1VKXG4hg7hpSr7+pt0Vrg1XU+LviNnVWl7BubQF5tBamlgcP/+5qHha4UXz/1JI+/9AqRHt+DK728nEdfeoWXBiWw/5SpvSzhnpNV+zNli5/m7Ed+wuJ3d4zNr8Nz870ocwIy4rJW9/VX9WyBUnVoFQ9gGvQiYgg8f9DfCWWzTDB0hfTHAzuUUjuVUm7gFXzpNoPhbOADpVSZX7l/gC/Hcr/GIAYOGzmFgfnViK4YkFdJyrX397ZYLShx1jLp/ms49KgTuf7QUzjkqBP4++c/UjCob0W9tkZpXR03vf5mg5KvJ9Lj4bzFi3tHqE7yY/m7nDptU4OSr8fs1NBGtX2PRUdegYitxXoTgkn7Ba3olC6Vtc8QZFRsKJt3ukLRpwONh3K5/nXN+Y+I/Cwir4pIvc9VsPuG6QXemTSGe2a91CT3y7i5b/LR0QdSZ2lqhfXarCEb9doaMREWUssDvzymlPXNl0qXVktsoTNgmzG3sM19o6L+h816Dr7SzyBAsV3jlFOKKSzyAjVoVX3vLaez9GDhkW6jp95H3gaGKqWOwDdqX9LO9i0QkRtEZL2IrC8uDr0MgaGCUoovi7fz2M+vM/6Xt/i5vGPmFKUUZ81egq2ZLT7S7eH0H7cz/fbLyEuIQxd8/ubNMlj2BawmM5VJgaNenWl9L/UEwMEDTqUqpeWoHIDMttNdixgYFP8sCcYkBoiFOEMEc2c42ZXlZfBRWfy82YWqew69H7rVtkd4RA95QOOoiAz/ugb8ORzqZ3nmA8cGu2+jPuYqpYYrpYYnJrZbUGWvRCnFQxtX8sHkUdxw5tWMOvJ8Eg86nHVTOjZJ2lrul9TSCkY/vZD04nIMuiIyN7/PKfl6oidPxh3R1DbtsVqxPdU3U08cOuCvbLz/L3iaTfb7fNqDKyJvNmUQaTBTXgRLVvgit5WC/91Q6PtQ+2yXyx3K1Bce2dsV/ffA/iIyzJ9C8xJ86TYbqM+x7OdfwBb/5/eBv4nIQBEZCPzNvy5MB9hQtgvzy8t5YMYq0oqrMChILark5DGTKV/UtMjNxtI8rvrsRU56eyqXfryYr4t2NWkXEcqTEgIep7X1fRHz5ZdjWbAALTMTJYI+eDDm+fO7JY1vT2AUM6fcsYrCWQ9Qlx7nzz+ftkc+7RLzGADjp5Xj8fyRNXPb715+3uLCW/ssQdS66DcoBK9uCGoJVTotmVLKC9yKT0FvAVYopTaJyFgR+Zd/s9tFZJOIbMTnaXuVf98yYBy+h8X3wNj6jG1h9pxP7Fu4YdGHLQp+2FweLA//kVP9++JsLv/sBeJfe5NXrxnLsjOuZshhx/DLM5Ob7GeaOKlF7hdHhBnzxCe77yR6gxEjMGb7XBkNWVl99u2kHqOYyLxuPJG55f7883l7dE7GiGMoKM5kySvVaM0CuH2jehfu6n52D7RDX7fRd0nAlFLqXeDdZuseafR5FDCqlX0XAqGZlq8TKKVwuL+n2vEhBolmQNQFWEzdm/cj0hhBSknggh+R+faGz5N+/oAzP9nAE3NWNfjDpxVXEH/vaBiY2qAUBlx9LR6ThbpRD2DLL8SRloJ54pPYLu/ZtABhep4Js/fB4/2kxfptv3vZuNnBIYcsISI24E+6/6H2qGZsSBKOjO0GlFLklt5GrXM1KBcKEyXVM0gbOIUBUed323H/nn4U9sQBpBa19HNXmRkN441tlXZmvvRhi6Anq8uDGj26idnCfPnlmP2KPbLRttUuF7O//Za3tm3FKML/HXIII48/HqupP8VE7r28/c77LUbz9Vx5SzHff2zpWYF6kT0sDh6ShK5RqQ9TWbsCl/N1zMqJGYUFD0ZVR3753Wh64LTEXcGQ6ARyx9zTwtyi2awYGk3EJVijOxX05NV1Ll6+nOL581j5wIN8dv0N/Pcf/2TOnXeFfCWkME3R9FryKqbyc/5p/JJ/BgVV89CVm++//77Vfbb95gVDfA9K2fuEJ2PDtKC88nFEKURoWIyAEZ1a5+fdeuzjbn8Y9fzzONJTGyYXjc1cH0ce9CcKE+IC7h9M0NO6nb9zxLoPGffKcjLKyzHgiyi9ce5cdsya1UVnEqa7UcrLVvvFFFQ9j8ubhdP7O3mVU/it+DrGjh2LxdJ01G6xwPVXRlOVOxRz9EO9JHXPoxA03RDUEqqErmR9FI83B6UqkGYPdxEw4EGCSC7VWSKvvBpbbn6rk4sXDTuaLffd0WLkH2yGxJ8LC7nt7XdaRJTaPB5SJgbnwtffKXc4mP/jekatW8uKzb/gaHatQoEKx4c4vbtQjfLbKOWkxvU9q1a9jtvtbrK92w2r33dijn0SS9T/9bS4vUpfn4wNK/oupqrqSXxWvZYIiqiIU3tWoEByiHDGfY9hnr8Ar9+t0Ffqb25Q3hkZsQNIayWiNNpuD7h+b2JbaQlP3nIT5575N8afeTannHoaT95yEyV1gQuK9BbVrg3oqqVMSmls2DIRpVTDous6uu4ir8CDOfJCHJ4duLy5vSB1z6NU2HQTphG6XouzbjUARXaNv55STHGRb0ZLKYiy/RODoZWoxV7AdNnlmLL3PEPiPw48kMLW0vj2k4pCneHtxx7mkRdfJr3Mb9YqK+f+xUv54InHe1u0JliMaYhYW6wXsWAxpTZbJ4hYqHJ+yca8E9hc8A9+zf8Lv+Sfg8vbt5LZdQSlJKglVAkr+i5E14swGEyYgWdm1JCTozFrhm/y1SBGEgc+1bsCdhExEb7KQc5mNty+UhmrO1BK8V1WLgu/3cCly5YHTJR22vPzekm6wCREnY+0cLwTDBJBnO30Ftu7vLn8VnQNSi/ESC1GXGjeTWwtOA+lWq+Y1vcJJzUL0wijMRVQlBTpvLrCgVLw2goHZUU6Mda/YjQEzvrYW2i6zryN6znpxec5fNFMbnj/TXZVBpfMK/Wmm7AuXNgQUcqQISFfGQvAXlbNs699wd0z3mTRO99SUe3odJ81Lhf/t/Al3nhgDOecc1arZq1QS5RmMg7koKSXiDANQcSKEIHNfBAHJ6/EECBlcXHNKxhwINBkUaqCoqoFPSx9z9LXR/RhP/ouJYLIyBFMnzGVei9DXYdnZjqYN69FPZZe56HPP8Dz4lJWvr6atLIK8uPjmPWff3LXtNmkRMW038GIERhDXLE3ZmuWnRXX3sf1375Dck05RdEDefbkf3HVshmkJXT8IfzUus/Zb+0aHn6j5Ui+MdXJyYTWox6iIo7g8NRPcGu5CGYsppRWt3W6tyKogFOOFXVvkDzghu4TtBdRCjQ9dJV4MIRH9F2E5t1NefFfyNm1hBXLa6l3WHC7YcUKN6Wlg3pXwGYU1dbgWrqUsS+sIKOsAgOQUVbBo0te4Zun+2d4+0d3P8Z9n7xCao3Pdp5SU85d617i03vHdqrftzdt5c73V7ep5F0RFiKfDs1EaSJChCmzTSUPYDMfEHh/QNPaToHc1wl73YRBKZ2K0ovRvTuZOr0EvVnQkKYpxo0b10vSBea38lLuffPdFtGxkW4PJz/7fC9J1X043R4ueH85Nq2ZS6jm4a+vLepU315dkdqKyUsB7ox0LAsWNkQY91WSYq9FAiozhagyah3v9bhMPYGi75tuwoq+C3C7vsSkF2NFeH+tk2bux7jdbt56663eEa4VMmMHkFIaWDkllvRuvdTuwGQ0klwb+HyTajpnO//rfsMoiAvshSRDhmDJye2z2TAbYzYOIjnmNhq7Dxfbvfzj1EIqixxUVPfX9MXhydgwgFa7GCM6IsL2H9KpyR9MdV4m5XkZVJRc48t9kxtaPseDY+MoSwycbtib3v+KfJmMBirjA9cxqE1M7lTfo8/6C/P+cQEOc9MANN1m63NVt9ojPvrfRBosGNExoLNgZhV5ORrPzKxB0/pvQSClgltClbCi7wKU+1MEKLRrHH5SPvYiDRHBJAbMES3d1EKFmABFNzSbDfOkSb0kUdey7Xc7y9/8nvfW/UpdnRvb5KdxmZu6hLrNEdimdM52nhIbzf0L5vDTo2OpSEpqSD3RF7yQ9hSzaRhmsRBp0Kkt9vDGyroG77KqymPb76CPEjbd7OVorm8An9130rRKsrK9TJr2R8Iwa2SwddJ7nogrrsSyYAFq8OAGF0ljP1BOuq54fPLbvPa/ezjtf2dz9pmHU52YQnFJNRGLFuJJz0CJ4E3PwLJoAaYusJ1HWsycNOZB4uz2fpPXPhAiZgbFPYGIjVnTa9D9o1hNh+lTtvZLf3qf1004181ejbfGl8Sr0K7x4nLfjb90eS32Ig2DIQmDIbqXJWyHESOQrKw9jo4NZT76fCuWlcu5e8MKUhw+D5vkunISR92NrsCcm4PoOqbcnH5xvj1NTNSF4JnFayudePzzUR43vPjix/y0+bJ+mcE0bLoBROQcEdkmIjtEpIXDuIjcLSKbReRnEVknIkMatWki8pN/WdV831BH925DECZNq2wY3ei6YtK0SoyWE3pMjty6Mkb/tJy/rZvIfz+fybt5P/XLH1wwvPPBz1z9y2qszTxsrJoH7wMP9JJU/YuJE5e08C7TdcXkp97F4f6ul6TqPvZ604340jHOBs4FDgEuFZFDmm32IzBcKXUE8CrQOBeAQyl1lH/5F30IXa/Go5VSWKjxYjPf+ReX11JS9fcekaPAUcFlX87G8NLLLP7fJF4+7Q6OOeYvrJvasaLgfR1d10lyVARsMxfk96ww/ZR33l7bMJqvx+OGdWtrqHV81jtCdROK4JR8v1b0wPHADqXUTqWUG3gFaGKYVkp9rFRDmrxvgIwuOG6v43F9hldMTJxe0dJ3XldMeOqdHpHjhZ2fc+oHPzBm5mrSinxFwVOKKjllzBScLyzuERlCiXNOP4ziyHDSte5k8/bZbMvZl63ZqU2Wz74bjMnYyrXvw6ggl1ClKxR9OtA4fV2uf11rXAs0jqywish6EflGRM5vbScRucG/3fri4tBx49IxsHptXQDfeXrMd/6Hsl3cvOSjgEXBDWN6t0CEy+1l5uKP+dsVszjtkmncMXYlu3O710//b389lA/PuQynsVmlLevem3Stq4mJ/AcECp4SISby/J4Wp3tRoHQJaglVejTXjYhcBgwHTmu0eohSKk9E9gE+EpFflFK/N99XKTUXmAswfPjwkHh4miP+jFIaGzf4QscF/1NdIhkQvxhLxCk9IkdGZDwpxYGLgpvz8rlg7SLSI+O4/uATOHJQWo/IVM+YyauIe+d1Xti4mqS6Cooi41j0wb+4ftVsEgZ2z0S1yWjgf6/OYNekfUmcMpHosiL09AyMkyaGJ1+7CKNhABkJS8kruQpdVVM/nrWgUVn5GPEDZ/RIkZ2eIpTNMsHQFSP6PKDx+3CGf10TRORMYAzwL6VUQ0kbpVSe/+9O4BPg6C6QqUcwGGKIGTgTsAJWFEbAitV2MWbLyQH3cWlV/FS6gHeyr2Fd/n0U1G3otBxX7fNnihIDp8sqj7Iya8TdzDz1/0g46FB+mNFzqZKz8sqIe+cN7vluBSl1vnw6KXUV3PX1y2x8qHvlEBH2GXUHMSWFiK5jzMkOK/kuJtJ6IjHmfYkQiBCFTRRGceNwvEtN7bLeFq9LCXvdwPfA/iIyTEQswCVAE+8ZETkaeB6fki9qtH6giC8fqogkAKcAm7tAph7DajsPl/4GJ/ypmuq6GxmY+DYxceOR5rUE8Sn5VdlXUL1kMn85aRmnZ0wmZv9TyJt3R6dkOHzgYEoeGYWzWWlAl9FAtNNNRolPyaaXVHDw/Q+hvfhip44XLFl5pVz/8+oW+WWsmoejlz3XIzKE6T40zY7Huwmj6BgFtmxys8/QQjZtrqKmZm5vi9dlhHPdAEopL3Ar8D6wBVihlNokImNFpN6L5mkgGljZzI3yYGC9iGwEPgYmKaX6jKKvc35DdtFFPDDmDHZnFfPk5F8wmZs7HP3BlooVpLyxlZPGbCc6340oiM53kXz7MxQvHI9L63ipucNueQDLgoV4M33BQIWJA6m1WbF4mwaw2Nwe9NGj2uyrsKqawqqaDstSz5D0eBJbyS8zsLL/5dPZ21DKAf60xQbg9tsr8Xrhjtsq0LRd/ce9VwFKgltClC7xo1dKvauUOkApta9Sarx/3SNKqVX+z2cqpZKbu1Eqpb5SSh2ulDrS/7fPVC+ornuf3JIRZGV/xmvLS1A6LFmygl1Za1vdJ7f2K46esguTU2+y3uTUSbj2IZyZCWyfc3uHZTKMuAxTti8Y6OalU4irCfzgMOW2sKwBsNVezJPX3Ig+ZAhJA2IoGpRA4ZyOZ7Ickj6IigGB8+noGf3C8Wqvxmgc0pCfftOvHrZv9w0qtm3T2LLZhdv9be8K2IX0hOlGROJF5AMR+c3/t1X3JRGJFZFcEXkmmL7DkbEdQClFUcXDKOXg2Rk1TQKlHn3sxlb3s5kGEVXgDtgmwIACB8PuepaCBZ2vLXr9wSdSkBAX+FiDB7dYV+NysfSu+7jtxUWkVfiiSZPKShlw++24X3ihw3JEz5iCx9I0n45us/kmRsP0aUQEA74J9dtur2jSdtttFbicn/S8UN1CcB43XeB18yCwTim1P7DO/701xgFBByyEFX0HUMqBVyugyK7xxsq6JmHgK17JorAwcBGGQ+L+S21qyxJtjTE7NWIendppGc/NPIiN99yKw9LUbq8iA2dUXL15O7e8t6pF8Qybx433wY5Xx7JceQXmhQtgyJA+VXKwnvLKWsbPfo+zr5jFeVfPZtbij3E4Az+su4NKl5N3d23jo5zfcWne9nfoYczmA/m10Wi+nm3bNLZs7SemG+gpR/p/A0v8n5cA5wfaSESOBZKB1s0HzQgr+g4gYkUkoslovh5dp9UiI6mRw6l87Ea81rYve1R+YFfJPZNROO/Bcai5c3FlpDcoWZkbWMnaq6pJqQhsT7e18uAKmhEjYPfuHsmn43F7+W7dJj56Yz0lBRWd6svl8nDtA8vQlr7Iklcf4Z3Ft3LRLf9h2X/v6hH787KtP/H47ddy5HEn8ZfB+1GanMTvz87q9uPuCTGx93F7s9F8Pdde2/E3wZBC7dFkbEJ9vI9/2ZP6islKqQL/50J8yrwJImIApgD37skphBV9BxAxEBN5Ces+cAUIA1dtBkqlXz8D5s3Hm5na6gDAmR7fZbJGXnkVETm57SrZI9JTKWyleIY7rWd97zvKjl9zeXbf/zD0nJP5y/8dhz54MJ//774O97fu620c+/Pn3Ld+JSmOevfQci5bPY/syUGZRgEorqrh8227+d0e/AT01rJifpj2NE8sXkl6qc+UllZaTtpd9+BeGjoK1Go9mR079IBtW7Zs72FpupHgR/QlSqnhjZYm7kci8qGI/BpgaZ5NoLV3hJHAu0qpPSpwEVb0HcDlLWRX9Zu89s1QPtu1D5/t2ofPdw1jR+GN6LrebpER02VXY8rOJ2fuA3isTYNKPFYjMqHn7den7jOE5Rde2qJ4hstiwfJk6NeQ1TSdNf+4lRvz3iXJW+WbY/BWc9wr09n9yOQO9bl1RyHX/vROQPfQhMnt/490XfH46+uYevlI9jvhGIalJFAcn0jdosXt7rvyt1+467WWpR5tbg/aqLa9pnoaTdNxu7dSWTGeX38dwdChCeTmbkLT+lPKYglyaRu/Y8phAZa3ALuIpAL4/xYF6OIk4FYR2Q1MBq4QkXYLSIQVfQf4reQBNOX0f/P9gxWC3fkZEPzNPfj6SVQ9O57a9AEoAUfGILS5z2G9/I+3vRpPHa9kreGeHyczftM8fq3c0aXnUo/RYOCmZ6fz2YNjsA8chA5UJ6dgmD+/T5TB27JhFxfnfYxVNbVjW5WXuGkdK6QyOD2+1eRokcXtm7OWf7MR9wtLeOTdV0it9I3KE8tLMN10EyxrO6Co2u0irTTwsa35BQHX9yZO1zdU1szlyadWkZVVwujRJ1Bb90Zvi9V16EEunWMVcKX/85VAC9OAUmqEUmqwUmooPvPNC0qpdifRwoq+A1Q4A7mNCZpy4/Ds2qO+Bl39AFG5FYiusOWUYL38+oa2Gk8dt/84iYIFM3jg3LGMOvwGkg48hp9mP9LJMwiMzWzm7LGPklxWgkEpYgoL+kxBa5fDQ4I38NzGgJqO+eyf/edDKI7qeHK0pV/+yMiP38HmbToqt7hd6KPbzix69pD9KRgU+Nih5prq8e6iovIx7PY6ViyvRilYsaKGrdtu7x/lBXvOj34ScJaI/Aac6f+OiAwXkfmd6Tis6DuAauPRLXRdfo9V+Z9w+Dvfc/NTH5Jkr8agIMlezUH3TMS9dEn7HexFHDJ8GCWm2IBtzoSUDvUZE2XFMGkSLlPT8oPKFlxytGqHi9SqwBPckpMTcH1OZSW3rnmbe9asYeoF51HXzGvKY7VinBharql1dasALzOm1zT4kus6zJxRicP5bq/K1lX0hB+9UqpUKXWGUmp/v4mnzL9+vVLqugDbL1ZK3RpM32FF3wFspqEB1wsmrObAbR3h+7JfGTH3S6zNslJaXV5kzN6Za741bFER2Efeg1Oa5ulzG82YJ3c8r07irTcQsXgheqNyixKke+ifDhxKYWzwbwRFtTX8c/lSTC+/wjsPPszT85fhNJupiI5CieDKSMc8f34IuqZ6sNs9rFzhaFKTYcXyGgoLS3pXtK6ij+cpDiv6DnBAwiSkReJPA8PiR+Pzfuoa4syxJBRVB2wz5YaenbYnqSqt5rcfdlJTUduw7vAZj1D91HSqBySiAGdiKqZFCzBd2Unz04gRGDpQbvH2s09h7pn/xmEKLl3ywp9+4PSvvmHCyyvJKPd5+cTX1hHhclM9fz4RObkhqOTBZj2bmY1G8/X4Kk592TtCdTXhFAh7H7HWYzgi5SViLEdhkEhspmEcnDiL9NgruvQ4/07/CyVJMQHbAkW37g1oXo3Vf70aR0IK+x67L7XxSaw953p03WdOS7z3FmIqihClsBblY+jFOYbUuBhuXzKbz+4ZTUl8AkoET0YGxvmB3wjWF+Rx96rVAYLWPFge6Z55ma7AbNqXDz5wBKzJsOrtoGN6QhpRwS2hSo/mo+9PxFqP4ai0V7v1GEcNPIj1D91G7L1PNTHfqEgbEiC6dW/g0/+7jTM+WYrV792UrOr48/uL+PZ/0Zz0yrRelq4l8dGRnD3pMZj0GADmNrbdJy6etPKKgG0R+aFbAtHj3cnGDakICrtd4x8XlPDOmwkkJRoQCTxv0qdQAiFcVCQYwiP6EGf4reORefNwZ6a1G93a31FKcdg7LzQo+XqsaOy3cl4vSdV1XH/McAriA9v0Q/kNTjA3zEROmV5NTrbG1OnV/lTdzrZ37iuEbfRhupuIy6/Ckp3XIykEQhld00lQtQHbBumB1/cl9o8fRM2jj+K0NPPyiYwMmJ8oVDAYUwGw2zVeWV6HruDl5XXYizTE0HVR3r1KWNGHCdMzGE1GysyB5ywqIvqBiQA48PY7iFi4EC0zs9Eb3NyQfLh7tQLsJVeRU3AodUrx5LQqNL/nsabB1Om1REa3ns21TxFW9GHC9By194/B2SxWwYkR55hHe0mirkdGjMCYnR3Sb3C6clJQ9Hcczg8BL0V2LytXOKifR/Z44OXlDiqr/9GrcnYJ4cIjPkTkHBHZJiI7RKRFOK6IRIjIcn/7tyIytFHbKP/6bSJydlfIE6b/MuSJB6gYP5mKyDgUUBk5kOonp5L28N3detxdu4uZt+hTnp33Eb9uzu1T1ZN0pbMqby03b3iQK7+9gye3zCbf0bmMpHWO1eh6FfUpP2bNqGkYzdejaRpjx3Y8xXUosdd73Yiv1Pts4CwgF/heRFY1Kwl4LVCulNpPRC4BngT+KyKH4KsxeyiQBnwoIgcopUI6G1Ktt5r3Cl7lp4pvMYmZkwadzhnJ/8RkCDsx9QQpo++E0XcCMKAHjrfyje/5fdw0rtryHknOCoptA3n3wus5b8mkgLWBQ415O19Ce3EpY5/7ikFFNZQmRfPayLe58IGXSIjomA3d7dmOajRf8sEHLpplesDjgbfeepXnnlvaGfFDgxBW4sHQFSP644EdSqmdSik38Aq+BPqNaZxQ/1XgDPH9Qv4NvKKUcimldgE7/P2FLG7dzZRtD+FcuoC7z17Ko0c8w3HHXs4n00Pv9TpM5ykuqWbHuGncufFVUpy+IKZkRzlnvDSN3KeDT1XcW1S4K/G++ALXTPyIRHsNBgWJ9hqunriOzc891uF+LeYDEYlq+L7qnUFENKupY7XC26sHoveDifK+PqLvCkWfDjRO3JHrXxdwG38x8UpgUJD7AiAiN9Qn8y8u7r1EST+Uf8V+q37k4nHfEF9QhyiIL6jlz2Neo3TR9F6Tq6+h6wq9edWWEOTb73/nmq1rsOotUxUPePKJXpIqeHIdBfx3zjct0mhEOL0c/lTHR9qRtvMwGOLAP18yq5UiPDOmVxFM+t6QJ2yj7xmUUnPrk/knJib2mhy7arZxzqwNWJxNrUsWp0bUI6GVbCoUKSqsZMU5Iym2DQSjgYoBidTOXdjbYrWKyWQk0RE4MVlMWehnZkyKSGCQPXAajbjCinb3d3qL+Ll4HB9mn81nuf8lt2Y1SikMYiU1aTWRtnMBCx8EKMLjdsOHH2gYDJGdP5HeJFiPmxAet3SFUTkPaJyhKcO/LtA2uSJiwmdaLQ1y35Ai0ZrKwMK6gG0ReaH/w+9NnE4Py/92M9dverVhhBxXVYJr5E3oNguGyy/rZQlbcsqJ+1NsiyM5QF56b3p6m5GuoUCSNYHKlIEMKGj5sNIy0ttUAC6tlE9zLyLxjSxOnpyPrcCDI/VN8h/9L+k3vIDJmEzSIF+gWn5eNUXF5+PVslDKgYgNkSiSE9/ppjPrYUJYiQdDV4zovwf2F5FhImLBN7m6qtk2jRPqXwh85C+VtQq4xO+VMwzYH/iuC2TqNk6IP42KlKiAbY4BfXzk0s189sEm/rv9vRZmkAjNg+e+B3pJqraJibFSft9DOI1NVbo3wor5yY4VNOlpIp+chsfaNAhLt1kxTWy7ctjOimUkvZHNEWOyicz3IAoi890k37kM79Km6dENhhgS4ucSE3EaVtN+RFv/TmrSR5hM7eft7wuIHtwSqnRa0ftt7rcC7wNbgBVKqU0iMlZE/uXfbAEwSER2AHcDD/r33QSsADYDa4BbQt3jJsY8gOwxI/GYWtrjzLUOShaFVvHmUCJrVzEJroqAbRZ76GbjPOjxe9Cffx5HUipKBC0jE9OC7kkX7NV11u7cwaQvP+OFn3+kwunodJ/my6/EPH8hqlGqZcO89uUvdX7HgZPzMDmaDmdNDh0Z83CTdR7Xl9SUnI24PsSq7UKcb1NdfC661rGiLyFHHzfdSF/yB65n+PDhav369b12/CW7X+KCo64httLVos2RkYQtx94LUoU+6979mcP/7zSSAih7V3IaEYUhbbXrduo8Hv772nIOWruWO958m7TyCgrjB6I98QSZN4/scXk22B/gmNSnAnqTKBFfQBe+HETVhUdiUBUAiIg/zkCQyBFExbVfpKU7EZENSqnhHd3fmpGpMu64K6htf7//nk4dq7voM5OxoUSk0UZMACUPYA3b6Vvl1DMOYeXBf8dpaFaAvJPFQfoL835YzwFr1vD4i6805KNPKysn8c67UO3UmO0O9o27EkeqJWBb4yRrmnc3BioRkYa4At9fheZoUfa0bxL2utn7iFz+YuuNQdQS3VuxRJi49IM5rPnHzRRFDEAHKgckos95HsNl4TiEN7dt5q4A+eitbjfaqFE9Lk9cxCG4xt2NZmuqJlSkrWmSNS23wWxRaNc4/KR8X0IzEQw0c8Xpq/Rx001Y0e8hVZ4KTpr6fkDPYAVB1RLtKZRSvL5jE+e8uYgTXnmWez9/j7yawAW0e4r4hGjOf2sGSc4KDEoxoKII23VX96pMoYJBpNV89Mbc3J4Vxs/AayZimLcYfXB6q2myRcyIgCBMmlZJVraXSdMqfW2GuF6Ru6vp6wFT4Zj9PaROqyW5sI1IvxBKQPX0hs+xz5/L/FdXk1ZaQf6gOGZd/E/umvwsyZHRvS1emGZcfMjhFMQPJL2spStkb+ajlxGXIyNar9SlPL8iCIV2jReX16IreHF5LQ/eFUda+j49KGk3oULboyYYwiP6PSQxIoWKlMBKsi59UA9L0zqVLieF8+YwbtEKMkp99t6M0goeWfAKX0/pG26BXYXH48Xl9LS/YS+ypaSYusWLsTqdLSwAus0W0vnoNc8m/2i+At3v3KHpiknTKkD6ictx2HSzd2EUI5WP3YPb2jRVrttqQiaETmTstvJi7n1tDZHupgou0u3h5FlzekmqnqWqoo7X/3EbZdEJmG0WyqIHUTT12d4WqwWFNdUsvu8ebnx+HoPqHA1mQQWoQYMwzAvtimJKaRTavSxdXttQN9bt9o3qi8r6yZxVWNHvfQy94TEqZz9NTdpAlIAjPQF97nNEXnF9b4vWQEpUDCmlgUP3E0vKeliankcpxcpzb+G8954n2V2JAYivLSP2vjtDLuXC0p9/4va33mkxCSuA12YLaSUPIO6veHJaZYvcRZqumDhlWy9J1bX0dRt9WNF3kMRr7iI6rwzRFbbcYqyXX9fbIjVhcEwcpUkJAds86Wk9LE3rfP7FNq68ci5/O/spLr/ieT75dEuX9LtpYzb//PHNlsnIdA+MHt0lx+gqNhUVkVoe+KFsygv92AKDquDttXU0e3nE7Ya33/60d4QK04Swou/HRD01GVez3LFemxXLpLZD33uKzz7byoQJb7P/+nW88OlEliy9iYPPOZlfR3fep74gt7zVKNzI0qJO99+VHJGcTMHAwEXBvekBk7mGGIpv1mRgtfqMTjarkLNxCO78fcjK+rWXZesiwqabvZcK13Y+L7idt3adztqc/5JTs7a3RWpC5JVXErFgAfpgX/1RNXgwpiBC33uKefM+5ZSs77l36xukuPy53p0V7P/UQ9DJAKFh+yVTEhG4LIkjIblTfXc1lx1xFLPO/yd15maBZBERmCeF9sS57vWlrhg/rbzBdKPpivFTywHBaAr8VtmnUOFcN3stla4dfJR3DeZX3ubMP33BWUNWEH/gvyiYd0tvi9aUESMwZPnqj0pWVsgoeYCCwgqu+31twCRnqpPmlf0OSmXdn/7bMgrXYMbwZOhMmgMkRUVz/eSpLLnlZvIGDvQFkiUnh/wkLIDmXEWe3cOSV6qbTMQuWV5NQXHgQu59kvCIfu/k1/LnSHsrj+Gjs4jyZ/aLyneReMcc9GUv9LZ4fYLExJiAeW8AyM7hohue57HJb5OV27HEWP9Z/Qxfj7ibYmucT3nGJuB65lms11zVUZG7jX3jB3HztBmkl5X5AskKCzFf3rrveqige3YxYVo5WoCJ2AnTK3tJqq5FCE/G7rWUOTdx+OQ8TM6Wmf1CbbIvVLnm6j9TbI0L2KYJLJ93Ezc9cgUvXXQHu7JL9rh/S4SZv74wiURHuU95VhYTe3NoTZr3dRTC6rUOPIEmYtf0I++u8Ih+7yTKlEZkQeAgHMnJ72Fp+iZnnXUYBbfd3yLXuwJMSmEAUhwV3PX9Cr69N3QDhvZWlFJoztf47L0UrBF/TMTu+jGDmvyh5Obu7l0Bu4ogR/PhEX0/5JD466lLjQjY1pvh6n2NwyY+wKZTz8ErhoZBUfM8QlbNw+nvLgmwd5jeRHdvRCkXk6ZVNomInTC9AoWx3+S5AUAPcglRwoq+g6REnkTd2FvxtsjsFxnS4eqhxrrbHuXQz9dgUrrPFtrKdom1gf3Mw/Qeuirz57epaTIRu3R5LfaikK4ftMfs1SN6EYkXkQ9E5Df/3xbOwCJylIh8LSKbRORnEflvo7bFIrJLRH7yL0d1Rp6eJvHayRjnLUEfnNEos9/ckPeUCBV0XXHkC7Oxau3noXEmh06QVxgfSmKZOL2CZvOw6LriyRn9bAy5l9voHwTWKaX2B9b5vzenDrhCKXUocA4wXUTiGrXfp5Q6yr/81El5ehwZcRmGrByU5sD123t4Lzmzt0XqM7i9XpKCGKl7I6zYpoQLk4QaFRWjeXeto2E0X4/bDe++X9c7QnUHwSr5EFb0nU1T/G/gL/7PS4BPgCZVnpVS2xt9zheRIiARqOjksUOGypqXKK58zPdFebBGnEjqoOcw9icbZTcQYTZRHBNPUnVL7wxNDBhQkJmJacKE8FtSiKFp5Xi9m9iw3hd8ZkIQQEOhJI7UtM29K2AXE8pmmWDo7Ig+WSlVX9W5EGgz5FBEjgcswO+NVo/3m3SmiUjg2U3fvjeIyHoRWV9cHDrl+uqcX1Jc+TBK1fgWXDhcX1FQemNvixbyiAgVDzzUwuvGaTRTMGVWwCAvt8fLmu+2MvP1L3jn68043d6eFjsM4K57FVDY7Ronn1xEfpEXDwodEOmHZS76+Ii+XUUvIh+KyK8Bln833k75qgG3eqoikgosBa5WStXPT48CDgKOA+Jp9jbQrP+5SqnhSqnhiYmJ7Z9ZD1Fe/SxKORq+F9k1zjglj5ycr/B4Qz8hVUdxe738XlxKeZ2j/Y3b4IAxd2GfNJWyuAR0oHxgIhVTZpJxV8ti2GVVdVzw6BK+eXgiF175L847+VAqE5Mpnzu/UzKECQ7Nu5vKshspKTiM2uonMALTp9eQnaMxfXpNw3YW8xG9J2Q30e9TICilzlRKHRZgeQuw+xV4vSIPmC1KRGKB1cAYpdQ3jfouUD5cwCLg+K44qZ7EqxU0+f7cjBpyczRmz6hC0/c8yCfUcXq8jFr1Pg9feg22A/ZnQFQkZYlJuJZ0PBp4yL23El9ejEEpBpYVkXLHTQG3m7zyE47+7hMe+Ohl0mrKfblxqsqIvPXWTufGCdM2mpZPefG5uJ3volQ5Ci/Fdp0VK+pQCpavqKOoSMMA2CLO6G1xu5YestEH49zi326wiKwVkS0isllEhrbXd2dNN6uAK/2frwRalHwXEQvwBvCCUurVZm31DwkBzgf6XKq7SOupgBkz4CzSeM1/47+2ogp7fk5vi9el7CotZ9zl13HfJf/HpFeXklbhU7bxJcXIDTd0u7L95KffGfntamzeZrlxPK5O58YJ0zaOmuf9b65/DFunzKhu8LjRdXhmei1WjERE/rN3hOwmZA+WThKMcwvAC8DTSqmD8Q2O203H2llFPwk4S0R+A870f0dEhotI/fv0xcCfgasCuFEuE5FfgF+ABOCJTsrT4wyMGYnJEEmkCFNn1DS58R9/7HKU3jnTRijx+gNjeOj1l4h31LW4qS1uF9qoUd16fIMIKTWteOnk9K+HaqjhcX8H/PGAtds1Xlle18R/ftmKOsoqjsNg7AcZK5vTMzb6f+NzasH/9/zmG4jIIYBJKfUBgFKqRinVrotTpxS9UqpUKXWGUmp/v4mnzL9+vVLqOv/nF5VS5kYulA1ulEqp05VSh/tNQZcppWraOFxIYjImkxB1CfYi1eLGf+mVSrKyVvSugF1EaW0dl772CrbmSU0aYcjN7VYZzjr2AOzRgfO2h6ORuxejcR8aq4sp06sD+M8Lk2f3QyXPHgVMJdQ7jfiXG/bgMME4txwAVIjI6yLyo4g8LSLGANs1oZ9FNfQSys3U6ZUtbnyPRzF+/IzuO6xSbKn6jXX2L9hW9TtKdd+0v1KKlIp2fN4zu7c+6N0X/ZkVf7sYh6lZbpwQL57dH7DF3Az84RT3/lpnAP95nVWr3u1ZwXqK4Ef0JfVOI/5lbuNuusC5xQScCtyLz4llH+Cq9sQPK/ouwGI9g/fXulrc+LoOq97eiK53fbrWWm8dL0+6mMQDj+X01FOJP/BoVky6FIfm7PJjASRER1ESP6jVdq/VikyY0C3Hricm0sptK58j+4mnqElKaSimIn0gb3tPUuWp4JXs53n4lxsYu+lWPrS/iaY654ZqNh9GbPxckBiUgp/WJ5Ofm0p2bop/yaSy6llyu/mtrldQXed10wXOLbnAT0qpnUopL/AmcEx7xw0r+i7AEvEXfvlpOEV5aVx1RSQWi3+9Bf5+rpW6qq4v3ff5jDv5z+NvklBYjShILKzm/Mdf46uZ93T5serRxj+Bw9wy06Q7biCm+T1TucpgEA584E6i7QUhWUylt3FqdUzZNgrvi0u46+xlPHz4bI49+jI+n3FFp/uOsJ6OJeoOXBhxofA2GnCKmDBIZKePEbL0jI2+XecW4HsgTkTqfcxPB9qNTgsr+i5AxIDFcmbACaqXl9eRlb2qS4+nlOLYp18mwtV0lBbh8nLkU0u79FiNSb3pJmTePGpTU1EiONLSUEuXYikvCyvbEOHb0k858O1fuHjcd8QX1CEKBhbUcvKoFVQufqbT/UdF/RshgElYKWy2v3e6/1Clh5KatevcopTS8Jlt1vkdWQSY117HYUXfRVisp7cyQQWTp+5GV8F733h1F7pqO/vfoKLA89bx9uqgj9MRrFdeSVR+PqLr2PLyMFx2Wbcer79QWFvN67//yvtZ23F6uy+ad1ftVs6Z9SMWZ9P7x+LUsD7cOac2Xa+kru4NjKZhgBGwIRKNiI1B8c9h7I/eNvX0wIg+GOcW//cPlFJH+B1ZrlJKuVvv1UdY0XcR5ojTAtrp3W5Y876D4opH2+0jp/Z7vpp2Mo7MAYjRhDMzHn1ZyxG6iFCVEtj7pDolvkPyh+k+Zv70JU/feyMnnPBnzhp6IGWpSex6rvOj60AkWdMYWBjY286S1667datoWimF9tOpqpqM17ulfi3RUVeRlvIzNts5He67L7BXpykO8wcGg5HfdyzHnpdGkX+x56Ziz03ly++Tqa5diWpjQqzIsYUdc67huNHfEpPvQhRYc8tR118bMBBJjR+Py9o0p4jLaur2CdEwe8Z39hyyn5/NuIWvkl7qCzBLKykn5c678b7Y9Wa2kwedSUVKVODGTnhFVVXPQtOLUdRP9muAm9q6lxGxdbjfPoEiXHgkzB/Yov5DnbLgVQpdKbxAjfL9JBRe2nrD+qF0KcOn/obZ2fRuMTo86KNbBiINvPpm1Ny51KUnoQQc6ckwdy6xV4WTqYUSL2/byJ0r3yPS3TT+wOb24H2wtcDHjhNnGYT3icfxNBsEqEhbpwYBDsdbgAe7XeNPJxdT5C8sopQDr3dXZ0QOecLFwcO0wGw5mRolVCmo9St5ALNpHwyG1r0SKtzZRBe4ArZJTmCXNevlVxOZa0d0hS23kIjLr+6s+GG6mDqvh7TSioBtEfkFAdd3lsRr7sE8fzH64MxGBXE67oLqrFuNrtsBmDG9hpwcjRn+JGZKaRgMMV0me8jSM1433UZY0XcxiXGPYZAowOeGqJQRh4qEiHOp8+xudb8E6wHUtFKDlsyMrhc0TI/wz2EHUTAo8HyK6s4AsxEjMGRlI7oOu3d3WMkrpVNTeTcmfGkPVq5woBSsXOGgqEjHYjkKo7HN7OT9AlEqqCVUCSv6LsZi3p/ByR8xIOoKMB6M9zXFASdlM2TQKAzDDiB/zn8CRrAeO+gK1t+9Px5r03+JZrMgEyb2lPhhuphzhxzIqutG4LA0jT/wWq0Y+sB8iqfuZZSqwQDMml5D/a2r6zBzei0J8e169vV9gh3Nh66eDyv67sBsyiAx7nH0lXkcODofa57HN7ma5yH57jeoXhTA5h4xlMNueY2fnzyL6jQrSsCdkYBh3sKwj3ofxmgwcMOEGex4ehLlyYkoETwZGT0WYNZZPLWLAdi0ycMLSx1NYkRWrHBQXNy/ioC3Rl+30Ut35kfpLoYPH67Wr1/f22K0SZXrZyz7Dsea1zIJmDsjCktOn8vf1uNsLini0c/X8UNhPlFmCyMOPZK7jj8Fi7HdHE4hy4bSLBb99hUFjkpOTNyHq/Y7iURraNq4Nc8OnCVnopTOcX8tYOv2pl5jFouR6667kdmzZ/eShMEhIhuUUsM7un9UQqY69B93BbXt90vu6dSxuot+WPMrNNCVm4j8wJkezXm1PSxN3yOnqpKL3niZM778lk9XvUdaeQUF8QNZdt3VXP3klN4Wr0Osyt7INzOeYNTSD0gtqaQwYQCzrzyHkWPnkmSL7W3xmqBpZThLfAVE7EV6CyUP4HZrvPXWWyGv6LuEvjcebkLYdNNNxEYcgSvNErDNkx6F27OjhyXqWyzYuIG/ff0dk156lYzyCgxAelk5l0yfRfmCvlc60KNrfD9zAg/Pfov04koMCtKKK3lg1ut8MX1sb4vXAnfFbQ2fJ02rbJK/6borY3DXvoVSqn8mMWtOkGabUDbddErR70HpK61R0ZFVjdYPE5FvRWSHiCz3V6PqFxjEgnvcPWi2piU6NJtQfF8Eu+1/o6o2UM6iMAC/Fhdyz5vvEulp6X9ue/Sx3hGqE2TVlDLyhbXYXM3Ox+XhlOkLe0mq1tHdPwFQaNd4cXlN0wIjy2sprepzVT87x14+GRts6StHo6Ij/2q0/klgmlJqP6AcuLaT8oQUsVdPQJszA3dGtG9yNd1I4aQYai+wgHJQWH43ej+qQNWVHJqYTFp5RcC2iPz8nhWmC4izRJJcUhGwLbG4vEN9OrVaipy7cWntFhjacwwDAN9ovnn+Jk2HcePGdf0xQ5RwwFQQpa9aw18n9nSgvo7sHu3fV7BccRv2DeeyPSuV3V8n4rwgEiNQatc485QsNm9/oLdFDEmuO/JYCuL7TzWpBGs0ZUmB8/m70lL3qC9daWycfQ2uzEQSI4fhzEzg59nXtJsIb0+wxD4MwLtrHQELjLz11t71Niq6CmoJVTqr6IMpfQVg9ZfV+kZEzvevGwRUqD8SwOQC6a0dSERuqC/PVVxc3EmxexZfAJXCCIj4ltkza8jN0Zg0cRFuz7beFrFLcGlenvv1K/761hz+/OZzTPnpU2o97SbWC0hmbBz6+CdwWppa81RkZJ+tJhX55NO4Ipqej8cagZrwBK9kvc/jvz7Pop2rKHa2PcLfPucODrn3BQYUOBAFAwocHHzvC2yfc0eXyWq2nYvRejHbf0inJn+wfxmCu/b1vcc2X08/8KNv171SRD4EUgI0jQGWKKXiGm1brpRqMQwTkXSlVJ6I7AN8BJwBVALf+M02iEgm8J5S6rD2hO4L7pWNqXF8REHp1RiUGxEosmv85ZRiXC6wWuHr7y/kqMNW9raYnUIpxWXrXib1jbe5c/ka0korKEiIY9mVF3L3U89jMnRwTLFsGWr0aCQnBwYP9in5EPU/L3XVMHPLR6wr2IrZYOQ/g4/hhgNOxWJs5Ny2bBneUQ9izM1DZWZS/fhobjpgN8et+YkRc78ksaiakqRYtPHjSL329oDHqUyPYkB+S3NNVVoksZ3w6FJKp871GW7PZsymoURZz0LptXgdqxHDAEy2cwmiPGnI0Vn3yuj4THXEWXcGte3XK+7tm+6VSqkzW2sTEbuIpCqlCtoofYVSKs//d6eIfAIcDbyGr1KKyT+qzwDyOnAOIU+U9a9ERpyM0/kJAM/MqGmwe2o6TH76PWY9M5eBMXtSRzi02FCcR9qb7/D4/NcaEnill1Rw26wlbB58EEfc3sHKVyNGICGq2Bvj8Lr576fzGP7+Fyxfuq7BfXLJyEu5/rHn/thwxAhM/vMR4JnNCzj25R8Z+fQ6rP5CMkn2Kty33gvWQQEfarEFgW3yMa2sDwZNrya3+AI83iyUciESgdEQR2bSKizRoX/9u50QHq0HQ2dNN+2WvhKRgSIS4f+cAJwCbPYXv/0YuLCt/fsDIkJy/FRELBTZNV5d4aDeouFxw6sratm248k20xiHOhtL87lzeeAsjUMmPtVLUvUc7+T+wglrv+LR2W83cZ+8bNICcue1nnv+x/KtXD7vqwYlX4/F6UEfPTrgPjWpgQOsWlsfDKWVE3B7dqBULeBFqVq8WiH2sns73Gd/Ym+fjG239BVwMLBeRDbiU+yTlFL1NQ4fAO4WkR34bPYLOilPyGIyphI/4EFmNRrN16Pr8Mz0YjS9pHeE6wJSImNIbcWrJNbefXMqulL8XJbHt8W7cWqBA9R6go3lOYx84YOA7pMDH299TiHCYCGxKHBVMMnJCbjeNW4MHmtTE4rHasQ9bsweSg1u90+Ul92Fq24ZZXYHZ5xSRHFR/aSuRp3rc3QVOKsq+Mw9+XXr2VzxGgV1PwTM49TnUYBSwS0hSqcUfTClr5RSX/lLXh3p/7ug0f47lVLHK6X2U0pdpFQbd1Q/IC7mZtZ9oNF8ftLjhg/X1mEwBPYy6QucmbE/9oTWsjR2T/bN36qKGP/A5SQcdBjHJQ+jLDWJDTMndcux2mNYdAKpJZUB2yLz7a3ud17qKZQkBR6Jt+ZdlHDNA9Q++zS16QNQArXpA6h99mkGXbNnHly1NS9QWvIfHI6VGPEye4bPQWD2jMbpOVqfZXRpVXw/48/E7n8qB8dfSMz+p7B+5mm4tf6X3kP04JZQJRwZ28P8vut9fsvdh+05qXyxPonMwUa++mEwv24Zh0FaSVPcB4gwmjBOnISzmVeJbrNh6Ibsm15dZ9nYO7l35grSiiv8ppIKDrn/EQrmP9d+B13MBYOPxp4QF7ixjXTEFw/+G1/edTHOiJaFQtryLoq7+i6icisQXRGVW0Hc1cHlYqlH16uprHwMpRyAjt2usWJFHUrB6yvq/KN6AzbLCRjEGrCP3+dczTGjviY634koiM53cvSDX7Lz+X4VDhP2ow+z50RZ/0LywOkYjanMnlFLbo7GvNnpYNyH7fb/8lvRCMpr30apEB4etELSdTdgXbAQLfOPgheGeR0veNEW3xTv4oYX3gtoKrE98liXH6894iOi0Cc80eJB115lJ7PBxAUPzKfuuZk4M1K7pFBIMLjdGxAxYbdrnHxyERMnVTVJQfzsDCdGQzzJ8YHzCimlGDxhNaZmFdFMTp2M8asC7tNnCdZsE8Kmm3D2yl4iPz+ffffdF6fTSYTVyDtfDCE+0ae0DBJJnO1chiZM62UpQ5fVOb9y7pDDMQS4fZWIr+BGb7BsGfroUUhOrs/00svuoEp5cbl/AjESYT6iwT2ytvZVKituZ9SoSl5YWofRCFqjeCur1cLvv28hLW2fVvpVYDQEHMUqIaSChzrrXhkTl6GOPi24GIXPV90fku6V4RF9L/HEE0+g+5WRrmvMnfGHHVdXdZQ7VlPn3tJb4oU8wxMGU5gwIGCbIy1Q2EcP0UWVnboCh/NzsgqOoKDkUgqKLya74Gicrg1oWgWVFXdjt2ssX+FzydSaBdXqOowf33qWUBHBmRZ4bsGZFlqZOLuEPh4wFVb0nURXGrl1G9ld8x3uRjlHqlzb2V4+lx0Vi6jzNA0PKCgoYNGiRbj9seUeN6xaWUdJQ8Fl0HSdiroPe+5E+hjJtlh+umckjoimlZucERYsk57sJalCB69WTGHpleh6OUrVoFQNml5MQcklVFY8CHiZ3qhiVHPcbnf7aQ4mTMDbzPvHazUiE3pnQrw7Cdvo92KKnL/x8dSTiN3/JIbEnoBz8CBy5t3P5tKp/P7cOWQcdiv7xl8DQ/ehZP4fk2Xjxo1rGM3Xo+uK+TMrcSkj5jc8HHpyFqnxt+PKiMa7dG5Pn1qf4LwHJrB76iRKkxN83idpKRjnzcd02eW9LVqvU1v3BgSc59GpdX7QMJpvnMfGaoVffj4VpVRQaQ5sV9wK8+bhyUhECXgyE2HePKxX3Ny1J9PbKEBTwS0hSrjwSAfRlIefZ1/KaQ/9iNk/IRWb78R2+xTcnyZwwOvFmBy+f3xkvhvL7TPxRByM+fIbWLVqVcNovh6PGz5Z62TMMS4OHW3H6N83Iq8W7caRYIgK2dD/3uTgkXfDyLsBiPKvK3FV8WtFNnGWKI6IG4JB9r7xjKaXoWjprayUByURAUfzug7TZ+jM34N0/6bLrobLrgbA3M62fZlQHq0Hw973C+gisms3cMLUzQ1Kvh6zU2fYK0UNSr4ek0NHxjwEQG5ubsOoSSlFZd2n/JR9KCu/OYADni5uUPL1GB0a+uj7u+1cdKXxWdFKnt5yBWM3/YeFO0eR7/i9247XXSileG77Gp597AoOPuJPHDFoH0pSB1G26PneFq3HsUX8CZHIJuuK7Bp/PSWf8hIraz9wBshKCWvW7OpBKfsQfdzrJjyi7yAurZbogsC55KWVbLHG3MCRr7G2P3NExo98m38J1oLAE7CSUxBwfVewOn8u3hcXc/2MXxhQ6KAyxcbHd37MqXe8SkJE9wQ7dQdfFG+hdPHz3DdtNbaGvDEVuG6+DWWJ7hM5c7oKa8QpWC0n4HR/i1K+uaNnZtSQk6MxbepOflyfgo4J8PnLi0SRkPgeZvPQ3hQ7ZAmP6PdSMiKPpDo1cCCJai3BX2arWZgRMZMYeSbOtFZegNvYtzPUeavwvriIvz+2gTh/2tu4Agd/f3Q9Pz1zDTl1m/tMWPvK7K+4dsFHDUq+ngiXB++o1mri9E9EhJSEF4iPfQADBor9OZaUguUr6rAXeTGKhZiY0QyMf46U1I1hJd8awXrchPDPJKzoO0i0OQH7w1e2yDnitZkov+IUvLaml1a3RbTrjZAZeyk779+nRflB3WZusq+mlVPj+AiHq/O5RcrcBZw+YxMWZ9PXEItT44x7PyB2v+FseGZEn1D21V4HycVVAdtMuf0yMWqbiJjwuj7FIopnZ9Q2CYiaNr0GhcIWeR4229/pR1U8uxwBRFNBLaFKWNF3gv1vmkPV7LE4/DlH3JlJGOYtZNDCL/A+NwVPxiCUCPrgDAzzFrQ7mWoxxrHfyM8pmPp/ONMjUALezERk3qKGfUurnuH3/GMoKL2ZnOL/sqvwFNzerA6fQ5wlmdjCwOltBV9RiyPvX0Hhwic6fIye4vTkwylKbMWHu400BG3h1t0sy3qVG9bfzTXf384zv82nzF3RcSF7EF2vxen8rIWHjdvtG9UX2V19Or9STyJKBbWEKuHI2D5ErfMz8kqu9ucnqceAxTSMoSmf4avOuOfUZcQTmVfe9jbpcUTmtr1Nb1PndbFw3DVc9+RKrI1SI2g2K8Z58/fYa0kpxbjNU0h8dQ0XzvmWQfYaSpOjefuWP/O/Ua9hNQY23fU2ml5FbtkYKutWo/AwcUw5b6yobTL5arHA5ZcdzPwFm1vvqJ/Q2cjY2JgMddzwW4La9qNPRocjY8N0jvLqhQ1Kvsiucdafiigu8uDRCnB5Oh5Fa31yBpqt7Vd3W35Fh/vvKSJNEVz3yGJ+eWoM5am+tylPZkaHlDzAztoskl5byzWTPiWxsAaDgsTCGkaMX8tvz4fuG87OossblDzAxx8GqvsKa94PnG0zTHP6fq6bsKLvQ2h6WcPnZ/0pZZ+dUYNgRNcD26aDwTDicozzFqIGZ7Y6n6Rl7FkB697CajRz3O2PMjC/BNF1zNk5HY4/yK7L5cLnvibC2Wxy1+ll6Pg5XSFul1Pn/gWHZ0uDkgdY+20aP2VlsD07jfy8fSgoGI7XW0LuXjhv0VHCkbFheowY23kIVorsGm+s9KeUXVlHUZEDi2lI5zofMQLJyqZowRMtJpg1mwXjxKc7138fJDkikUH2wLnVowvKAq7vLRzeQn4qHsv3hTeiq8AF2ZVxGAPiniY5+QuMxkE9LGEfZ28e0YtIvIh8ICK/+f8GKgz+VxH5qdHiFJHz/W2LRWRXo7ajOiNPfycu+nLMpkyem+FoqFKl6zB3RjkVRSdQVXpTp9MbJ18zBjV3Lu6MJJQI2uB0jPMW7lU+6PUcHHsAFSmBE6d1VzGVjuDwFvFx7n/RXlzIcSet58ihWRx8cgFxb/5RKFzEyoCoS4mM/D+kD9c96BVU2OvmQWCdUmp/YJ3/exOUUh8rpY5SSh0FnA7UAWsbbXJffbtS6qdOytOvMRiisOgLeeNVZ5OasytW1FBW5EW5VlNZcCi63jnbq+Xya7Dk2BFdx5iVu9emXhARIiZNwWPtmWIqHWVHxWKS38jmyDHZROZ7EAWWPI3MByv8yt6AQWwMiv5fb4vad9nL/ej/DSzxf14CnN/O9hcC76n6UL0we8z48VPQ9WZ+9jo8Nb0Ku13n6JN/Y+emf/SSdP2PyCuuxTx/IWrw4G4vprInKKUodfzEr6UzyKt5n4Mn57VIu2FwKFKfqibWdjYHpKzGZAy7UnaUvu5e2dkUCMlKqfrY/EIguZ3tLwGmNls3XkQewf9G0FrdWBG5AbgBYHArtTT7Mi6tiuyaz9CUm4yok4k2B86pHighmtsN777vRCnIztaYNOVHZk67i4joGzGaD+oJ8fstSilkxIiQMl0ppdhQ9Ai89DIHT87m0AJPq6NJc77GsMRw9tNO0wNKXETigeXAUGA3cLFSqoVPs4g8Bfwd30D9A+AO1Y6ffLsjehH5UER+DbD8u/F2/gO1ejARSQUOB95vtHoUcBBwHBAPtFrdWCk1Vyk1XCk1PDExsT2x+xTZNZ/x/YwTST3kQg6M/w8MHUr23MCpXusTopUUnkRFXgaVeZlU5mXy8btJvLS8Fl3BsuW15GStpLr4nzhr3+jhs+kf7Kz+no+m/pWq9EiUQXBlJqGWLettsQCwO76Cl17hqNE7ifKbalqLoGitwPieoisdl+bsExHSXY4C9CCXztGuKVxETgZOAY4ADsOnO09rr+N2Fb1S6kyl1GEBlrcAu1+B1yvyoja6uhh4QynV4PellCpQPlzAIuD49uTpb7i1arLn3sSJY7YRne/yF1l2kXbHXKoXT251v5i4SeiA8j9bn5pe1WSC9unpFYCTuorbKSq5AV2vba2rMM3Iqt3Iljk3ceqYzxhQ4Ct8HZFbjH79NRACyj63eg0HT87C5Gxb6bZXYDwYdKWz4ZnbqEiPxWK2UZE+gN1zx3aqz76GEJzZpgtMN8GYwhVgBSxABL7s0PYA2zWhszb6VcCV/s9XAm2VpLkUeLnxikYPCcF3Ur92Up4+R27tVxw1ZWfAIsuWh1svKm2J+DPWmIcBocDu5aXltU1C3Jctr6XA7sWLhtf5DkWFx+F2ftWNZ9J/+LzoBf40rWUKaqPDjRo9upek+gMRE5EFnoBtCrq0wPj6Z27h8PueI76gFlEwsKCatDvGkj9/L6vipevBLZAgIusbLTfswVHaNYUrpb4GPgYK/Mv7Sql2oyU7q+gnAWeJyG/Amf7viMhwEWkoXyAiQ4FM4NNm+y8TkV+AX4AEIHTDDbsJHS9RBQGnJbC0k5bAFnMDUYNe5+kZRprXYtZ1eHJ6FTpgEEBVUFZ6IVVlt+6dr997QLk7l9hCZ+DGnJyeFSYAQ2L+iSO1lUjmwZldVq/WrbvZb+LSgAnvoh8NHa+jbmfPTDcl9SZm/9JkgqSzpnAR2Q84GMgA0oHTReTU9k6hU5OxSqlS4IwA69cD1zX6vtsvVPPtTu/M8UMJTWm8X/ANawq/RlMapycfxz/TTsViaLvuTnrkSdSmRhCd31LZ6xmptJbxuB5TxHDWfKgChri/v9bJpAlN/cDrHG9gtpyCLfrSYE6rR3B4ctheNpYyx9cYxEJK9PnsN/BejIbI9nfuBuItmVSlWBlQEEDZdzA5WjAopaG714OqQczHoLnXo7QsjOaDMFhORvyVshJsx5DzyH+x3LUMk+OPtw7dFtGlbp81nkoGFgY2+cUU7F3pE7rKo0YpdWarxxCxi0iqUqqgDVP4BcA3Sqka/z7vAScBn7d13HBkbBcxYfNitsyZwJjzxjLruAc5dfj5rJh4NVo7AUw2UzyVj92E19r0X6HZzBiCjEbNzc1F13XqKsZRljeY0twMCnJT+XF9Sycou93LIYddwc6fD6Wu7GY0rXc9XT1aBd8XXIjp5dWc+Kdt/HnYjww+8gmynmv199DtnJp0BV/cdQieFv8TCzKhdXNaZ9A9W3EWnYy7/Frc5bfgLDoGT8UNeKvH4yq7EmfxeSi9umH7zBtfwDtnGp7MBJQIanBmUBlS94RY80DKU6ICttWkxnXZcfoEPRMZG4wpPBs4TURMImLGNxHb7aabMMBv1TlELn+dW55aS7K9GoOCJHs1F45bzq657Svr9Oun454zFXdGPEpAy0zFOG/RHrn0iQi2AQ8RNehtnFhaveemTa8hO9vLpKnZ6M7V1NkPxlX7dtDH6Wrya14j4Y0CDhpdiC3Piyiw5XkYct831C3pHTvw4KgjOOTmuXwx4TQqU60oAVdGIoZ5C7vFf14pDVfZFaAXgaqlwF7LYSflYi/y+r1pNJS2DXd103oG1itux5xdjOg6kpXd5bKZDCbyHroRd7OUGG6rEde4R7r0WKFNjyU1C8YU/irwOz5z90Zgo1Kq3R9wOE1xF/Bm3iecfOy/SLJXt2irTkskJq8tZ6Sux+PdTVnJjSjtlybr7XaNE08uwukCq1XY9E0aSYkGNCAmeRMGY0yPygnwa9Hd7HvMLGx53hZt3sxETNk9e+16A6/zSzzl1wE+U9EdD5awYGkN110RzfSJCYDPu0oRRVTqph6VTSnFb88/TNLYmQworKY6dQDOcQ+TdM09PSpHZ+hsmuIBtlR10j7XBLXt+5snhNMU91cGmmNJKGqp5AGiCwLXie1OzKahJCWvwWo9r8n66dNrGrlgKh4ZX84RJ+dTVOTFVfssSil01bO+0tGWg7Dmt1TyAMbcYpQK3BaqaFoZRWW3sytvX3blDcNeOhJNa/0e8Hh2UFNxB/mFNRx6Ui4/b3Kx1B8PsXR5LYVFjc+/56+FiHDATU8Ql1+F6IrYvIo+peS7ir4eGRtW9F3AiYMOozQpcGUjvZeSX4kIcYPmM3DQcqyWk6goiuOVZlWGXnm9jt3ZGk9Or6LW+RW5BUeRnbcvOQWHUlU9v0cUflrMhbjSAnuQeNKM/JK7D7/mHkVhxRQahWCEJEpp5Bf/i5q6N1GqDqWc1DreJq/oPFSzjJKaVkRp8QWUFv0Fl5bPpOkVZGV7ufrWYnT/ddd0xaRpFQ37GCLajYsJ013szdkrw/iIMFpgwnhc1qYeNrrNhrGXk19FWE8lLvE1Zsw9qYULpqb57s1ly2vZlbsBTS8CdHS9nPKqCVTXLOp2+SzGeJgwCa1FjV2h8P4YUDqaXkJR9RyyS+/qdnk6Q53zI7xaIdD4geRF08uodawBwOPZSk3Vc5QWnYPHvQHQKbRrvLjc97a1ZZu3ycN46fJaCoq8gBnrgM4FP4XpIArQVXBLiBJW9F1E4jW3Ypm/CG9mht8LYnBIJL+q5+2332/hglmPrsPMGU3zqyvloKJ6So+M6q1X3EXl9H/iTjf6au+mG8mdNIDKC/7w+FDKSWXdGtze/G6Xp6N4PFtRqqVLplK1uNxbqKwYQ2nRefy+4wmOP/Fniop8LrXTGpnUmqPpiien60QkbUCM/Sv1R9+hxyZju42wou9CZMQITNk5fi+IrJBR8vBHjhxNq+KXjacQ0SgludsNr65wUFzUNDBG18tpPDr16A5KnVup83b9vIN2ydls/3oov2als+3rlCZKvh4RC07P9i4/dldhNu+LyB91ZIvsGn89pZjiIp2amlnU1S4GnEybXkF2jsbU6TUtCnc3x+2G1R8IRmMrRc/D9AxhRR+mp6nxlPB18WLeyX2cDaUrcWqBJ4ID4dXyeGrKxhb3pG9U37SaktGQjIjPfv5r2Qt8N/0YrPsehc2SiCMjFu+LCzt9LvUMjLoIEZ8bX7Fd47w/FVJsb/rgUXiIMA/rsmN2NZHWszAa4qmPQ3xmRg05ORqzZlRjQgP0BsWuFCxfUceEidUtRvMWC9x00+UopVBKkZub2+PnEqYRCtD04JYQJazo+xhFzt/4aubfOPSom/n74MfY/4gr+HL6GVR7gnNDrKt7jQ/WthxBut3wwdo/onNFbAwc8BAAWdUfUbV4IieM2U6UP/GaLa8aueHGLkvyZTImMCzxJczGTJ6fUUtejsbzM6v9MeCCSATREScT0dmSid2IiJm0pHcwG9Mpsmu8usKBUvDaCgfFxRqCNDHT6Dq8vTpw4e633/6o508gTCsoUHpwS4jS2Xz0YbqRrNptvFfwEvmO3cRZEjgr+WKqFo/mrw9tbEi4FZvv5M8PbWBTxC0cdevKdvtUysV365NpmUYjApGBePVyTKYMBsY+SFSkr4DJpvIX+HOAxGtGhxc1elSX5WqPjDiWWF5j1av7oBS8tdLBDbfHkZgUwcDIC0kf+GiXHKerUMqNy7kOXbNjthyD2XIEBrFh1O08O6Om4a1J1312+LvuiG5ipnG7wWqFXzYexeDB5xMdcyuGcC3X0CSEzTLBEFb0IUpW7Tbm/j6WQ1fv4L+zfiWusI6KlDlYHZ4WWRXNTp19J66GW9vvN9L2d2rrlhGoyFdq8nsYjS0Lnji0MqIKWjEi5zQ1K5Q4t/JL2ctUe/JJjTyaQwf+l0hT8MrriSeeQPcPeZVu4rWF/2D27Gcb8rz0Nrp7C5rne3Qi2P7bY/zz/B2seiOFpGQLEZZTiYq9j6IiYcUKRxOFvmKFA4dDBUg+Z+K5509m9uzQeogBrMnfyNzfPqbIWcWBsanccdA5HDGw+3L9hCz1Xjd9mND49YRpwbsFL3Ho6h1cOHYDAwvq/Cli67BWBPYljy5wBNWvxXI8kbYLEInEV67CiGAlLnZUQCUPkGIbTm1r2RIbJfnaXf0pm2f/h+OOe5J/DpvPwUfdzY8z/8Lm0qfYWHQvWZXL8LaRF7+goIBFixY1VNByu90sXvwCdnvvRccqvRZX3SrqSq+itmAYuzafxYGHXkvejnuZOS2XnGwvU6eXgXLgcn+O2/kp06aVBJwDWb3aGcBM4+Wtt9rK7t07vLL7a76eMZZnLnqUz859lHH/vpfXJt7Jpoq9dL4gPBkbpjsocOzm3Fm/tkgR21olIVd6cKNmEWFg3NMkDnqJ6KjriIm+maSkd4mJubHVfY4cdB0/37tfi8Rrui2iIcmXrjTy5t/JSQ9tbVJA5cQHf2W//UdzRMoUkg69mu3PHIfLW9zyfAsKOPDAA9H1pm8rmqYxbty4oM6tq3E51lBmPxJ35e0o18eAzqRplWRle3lkQnmD7/vyFXUUFWmgHDgdK/ngQwLa3WNjjVRWzUHX9YaJ1lCcbPXqGtvnTOXBGatIK67CoCCtuIoHZ67is6mPMf6ntdzwxXIWbv+Gak8r6Zz7G31c0Ydz3fQAO6rtfGrfitlg4qzUQ0m1xbW7z9Rt93DXwVORAP8eRVOF77WZMMxbgGHEFV0lcgtqPXYK5t9J2vhV2PLrfCmUJz7d4EJa7clHhu5LdH7bP3zNJuRP/ReZN73ZZP3NN9/EnDnPB9wnPT19j5WhUgqvez0u1zpEorDaLsBo8kUpe7Uy6tw/YjLEY7Mcha/uTVN0rYhy+8kYcGLGgIhQaNc47MQ8nC4wGsFgAI/H5yVz6SWRTJowAKNxHxKSP6OmehY1NXNRqhKT6RAGDHgIS8SpAY8VahQ7q/AOGUxqUctUxGXRNhzWCFJLKygcFMe8K//BrU/MYZA1cJbLUKDTuW7MSerkhIuC2nZN4bMhmesmrOi7mZlb11K88HluXryOlJJK7IkDyBtzH8NvH9Pmfr9Wfkv6waczsKClLV3Fx6NFWTHmFqBnpmGc8GSv++y7tCos5gEBH0zNcaRbsOX6PHx0vY5ftt7NCcc8j8sFEVb44IskEpOMKEwkDhhFQmzL+rm6VkN11QTczvdR6FgjTiYy5naMpmE4696ktvoplF4E+N6IFGAwHo7XfCwlta/43UZ1TMYkhiW+jMXUNFWFo2YBdVUTMeLChCAi3PlgGS+8UhPQ591qhW+/ymTYvncQE9u3c8G4NS8msxlDEIMMh8XMu4/cyX/GPNVT4u0xXaLoB10Y1LZr7M+FpKLvlOlGRC4SkU0iootIqycnIueIyDYR2SEiDzZaP0xEvvWvXy71Ttv9hE0VeZQsfJ7RM98mrbgSg4LUokoOvf9xapa07YN+2IATKH30jhYpYlVkJDJzJqbsPETXMWbl9rqSB4gwxuJMCy6ox5r/h6bMLbmCSRNfbOJy+NyMGgQQvBRXTsbh3thkf6/XTlHh4TjqFqPpBei6nTrHG2z55XT2GRbL77/di9ILAA27XeO4k+0UFWno3l/Q6xZhwImuqtFVLW5vFruLr2who2+y+o/5kPo0BW1FF0+fqRMVfVNQ1yCUsRhN1KQkBWxr/j5ic3s4Zcb8gNv2K/q46aazNvpfgf8DPmttA/FFwcwGzgUOAS4VkUP8zU8C05RS+wHlwLWdlCekeD//Z25avA6bq+kEqs3lwTCm7RE9wH43TsA0fzH64MxGdUDnhoRiD4Rp4lS8tvYdubzp8QC43FvJzvmeN1bW4vErUI8bXl9Z1xClq3BRUbO8yf5V5bcBLStyTZleQXa2i6nTSxutqyYnW2Pq9GpAYQCimrx26Li17BYRt5aIv8D/t3f/MXJVVQDHv2d2fvbXdpfF0t2lVZIaA2LUEIOaSCyJQUhaQRONg9JYgxj9gxgMJGhi/IOtaIGaWAxttal/9AcYYo0b29Ji/MOA8IcWgQBt45ruLrtdbJva7jLbmeMf7253ZufNzNvOzsybt+eTvOzsm9vOOa8zt+/due8eSZJ301AHnjxfdeJFLgeHjyixWHiHMOZj2c+3Mp1OleyrlP4HJs42PqCWCrjOTYhn5tTV0avqm6r6Vo1mnwJOqOop9Zbw2wdsdAXB1+MtpA+Vq563MeG6Cf+Sa5mRmoXbAYhl7yU29J8FqwPaSIlvbCa+YzeFNX2oCIXulRQSpeeA+Uycji1PAJC7fJLt28751rvdfuUu3QKFOVNBc7mXy1575o7TgsLe/ZcYG7vM2Fiefftn942P50HK5xQLHeQLpXcXx5M3k8rcA7KEHAUGD5ff2ATe9wezX6oO1zxG7SKWvZfEzl3omjVX1m66sGKZb9vJ1f6ztSJDQbUQaAurZsy66QOKKyqfdvuuAc7p7ILjM/t9icj9M5XVz5wpn7URRnf03czYtZ2+z7Vq+eKGy2aJDZ1GCgVi751Ffvs78tdf53X8a3rp2LGbWNYbKkkmPsyxI7Nn8zOmc3DsiPelrrCEFUvuKm0g5ZV0595xuvWp/7H1qQtl+2CmhnMxJZO8qWzv0s4tLO/aQSJzD2+98T2mLv6B/PS7oZ4xs6CyWWRoaHbtpm3bmEqVjq7m0ikyj/+iRQE2UZsvgVDzOltEXgD8/st+VFWbNgHYVVN/BrwvY5v1uvW4sbOPwz/8Lit/tLVk+OZyJk28xcsXN4tks3S4q5C547upxDpePf5VLk39DXVDMcX/sEqapenPsSxdWn8+k97I5OTscM7chcFyOe8MHqV0/f0Dl3jwweWkezJ44+8xRFL0dj1GrGgxsiuxi5BM30YyfVsdRyA6Vmz6FppIkXvkYRLDI+T7+0gObAn1VeaCUPXOFNpYzY6+WtXygIaB4tvp+t2+94CVIhJ3Z/Uz+yPlCw8NMN69lvyPf8LS0XEK/f3EBwai/+EIqLdnFxPnfsb5i3sp6CSJjtV0xHqJx/vpXLqBZen1ZXfFrujaQi73Mvn8vwH/ZX6nfe4rKxTgV9tv4rEnslyYPEq8YxU9yzeRSX6sQdlFj2SzJN17d1HdVh/iL1qDWJDplSLyF+AhVS2b8ygiceBt4Ha8jvwV4Ouq+rqIPAv8XlX3icivgeOqur3W67XT9ErTOFNTLzJ16QA3fnQPoz7TUP1czZx8097qnl7Z0aO3Zu6q3RA4fHFPJKdX3i0ip4FPA38SkUNuf6+IDAK4s/XvA4eAN4EDqjpT4fhh4AcicgJvzH5XPfGYxSWd/jwru59mZORiybh5tc06eTN/7V94pK6rL1V9HnjeZ/8IcGfR74PAoE+7U3izcowxJpwisKjZohpmM8aY+VJA8/ma7cLMOnpjjKlGNdRFRYKwjt4YY2pQG7oxxpiIa/Mz+rZcvVJEzgBDrY7D6QEmWh1EnaKQA0QjjyjkAOHKY62qXnu1f1hE/oyXTxATqnrH1b5Wo7RlRx8mIvJqGOfNzkcUcoBo5BGFHCA6eUSFVZgyxpiIs47eGGMizjr6+j3T6gAWQBRygGjkEYUcIDp5RIKN0RtjTMTZGb0xxkScdfTGGBNx1tHPU70F0cNARLpF5IiIvON+dlVolxeRf7jtYLPj9FPruIpIyhWaP+EKz3+wBWHWFCCPTSJypuj4f7sVcVYjIr8RkXER+VeF50VEfulyPC4in2x2jMZjHf381VsQPQweAY6q6jrgqPvdz6SqftxtG5oXnr+Ax3UzcNYVnH8SrwB9qMzj/bG/6PjvbGqQwewGqt0c9EVgndvuB55uQkzGh3X081RPQfTGRxfYRrxi7NBeRdmDHNfi3J4DbneF6MMk7O+PQFT1r8B/qzTZCOxRz0t4FeVWNyc6U8w6+saoVBA9LFap6qh7/C6wqkK7tCvI/pKIfKk5oVUV5LheaeOK3pzHK2oTJkHfH192Qx7Picj1Ps+HXdg/B4uGLWrmIywF0etRLYfiX1RVRaTSHNu1qjosIjcAx0TkNVU9udCxGl9/BPaq6vsi8h28q5T1LY7JtCnr6H00sCB601TLQUTGRGS1qo66S+nxCn/HsPt5ytUF/gTQyo4+yHGdaXPa1SvuxCtEHyY181DV4ph3Ao83Ia6F1vLPgfHY0E1jvAKsE5EPiUgS+BoQilkrzkHgPvf4PqDsKkVEukQk5R73AJ8F3mhahP6CHNfi3L4CHNPw3RVYM485Y9kb8Oott5uDwDfd7JtbgfNFQ4ammYIWVbbN24C78cYa3wfGgENufy8wWNTuTuBtvDPgR1sd95wcrsGbbfMO8ALQ7fbfAux0jz8DvAb80/3c3Oq4Kx1X4KfABvc4DTwLnAD+DtzQ6pivMo8B4HV3/F8EPtLqmH1y2AuMAtPuM7EZeAB4wD0veLOLTrr30C2tjnmxbrYEgjHGRJwN3RhjTMRZR2+MMRFnHb0xxkScdfTGGBNx1tEbY0zEWUdvjDERZx29McZE3P8BHr09+cvZVdEAAAAASUVORK5CYII=\n", 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" ] @@ -860,12 +820,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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kf/NPttvtQYoKv0Ib7scq/VVcGdKkAcfSV01oSYB8mtdAGE0Ha2B0lC6x9FX19XZSmh4O3OekI35XRLJFZCR2EY4X1S6Th4i8iP3weKgr5Eo2IbOGtbXvUhkugAf/zQFXfYEvZPsCBxQ0sNPFj/MFf2bQiZeRm/mrLcbqt6L5aOOzYDWCbwJatxAi34AIoODdiZLQLPbd73e89dZbDB8+GK2Zi10RE8T5F8vMeeWsWRdl6qwyHllRi6WwdHk1NfUma9ZFmX5zGbfNGYIHDyKCRt6CyNvMmreBNeuizLq5gtvnDgWimBX/wjP0dZpKB2h0HVb1DDT8JuAD706IdyySsT8SOGzjemm2HLowYPMDYKKIbIWt7I/CTgOeNJKlddz8WKPaaG+FiJwqIqtEZFVpaWm3CdpRvq9+lTfn/ZrcHf/MnsNP4OCpn21U+E34QhY7n/002dseyDd3/YnNKyObOqgqGv6YaNUMoiX7YZXtj9bMRevmoZVnQ+QToAG0HrQBIp8x/ap/sGbNGmbMmAFmHsRNyW9b+UuX12ApPPifGkzTtrCipvLQ4/YD4L7ltRSWRIliOm9XSmFxI8uc7ZYtr9n0NmCVgFUAQEH+N0yYMJHCvJexHzr1EP0ADf0Hq+oczJJJWGZZd16+NL0MRTETXNrdl1286Szs2gNfA484NQuSRsqYmqo6X1UnqeqkoUM7PKO6W6iLbmDN/HPY/8ov6F8QQhSMODpLgH4FjUy86Dk2LLkmmWJ2O1bjq0Q3nIRZ+ivMDf+EhmUblWnMWrSsAlhYXM+yf3+EZVksWbKEopIwLf3yscycV45l2fswTYjYLwREIvZ3ANNS5syrtD9jAQaz5lVs2s5SZt1cEbNXu1DU9KtPZ826MLNuLscVrcKqOKHN65Cmb6EKkQSXxPanz6jqtqq6jarO6l7pW5MspR/Pj9Xj/q2u4Iea19lr3vetLPu28IYs+l19WzdKlVzMmnlYlWdD+DWwymhLabekmTI2TWbOug3J+C1Nilidf7DJyg+3UwY7HLat/aKSKIpSWP1/LIvZLhyOsfY94xHPCAoLC1n24Jut3wRaEv0WtaoSPr80qY5gJrikAslS+iuA48RmL6BKVQuxX3F+59SgzMEuN/d8kmTqMkyNkFUY2uztMvL7huJQsxStW2C7ajaTwuJoC2UcZsmSJZQ0XAAZB9Fc8cOMGCu/PZqsffHuwuxbyrEsT6v+WTfX4smxq9rNmDEDy4rtq2i5y03EOVdVxQqvIlp7N2b9o6hV67peKhAxqyisfYaiuueIWm2WbO7TKGBpYksq0CVKX0Qewi5svJ2I5InISSJyuog0FV9+Brt+6mrsepxnADgDuDOwBzc+AKY3DeqmEuOz9qJ2pHuJXPUYcT191uiR3SdUF6NWHWbVFUSLfkG0aCLrP/sl22w9gqKiIjTyIYh/M/doK+BZ86o3KtombGv/Jrw5d+IZ9g7G4Kcxhr6NMfwbnn6pv6uVbxitb+VwGFY+34A3ey4rVqwgHI627n8pA/FuRWFhIUuWLCEcNjf2xbX2ZSAYw1s1q0aJVJxEZMMJmDU3E626lnDJPliRzxO8Ji32Z1XROP8wrNE+1BCsMVlY9yfn7bCgZiXf3P4zsrc/guH9DyMyNoeqxdOScuzeSNrSb4Gq/lNVR6qqT1VHq+oiVb1HVe9x+lVVz3R8WLvEFv5W1cWqOsFZOlrYuUfJ8Y+h6MpjiASaX04z6EOW3Uf14plEW/RZQT+eOTckU8wOo9E1mKV7ow0PY9e7V2bd/A1r1hRz7VUn2Eow8ThmkFFIvzOQwB94+kUlHG6+bTgc5qmnnrJXNQZh+LbH8AxDxCAvL88eKG6xmKaJZYUJV80iVLgjoYKtaSw5mPVr3sDw7RB3u7w825toW/nNnz7u1r6BDLzFNYLHrF+ONr5nD1BjAvWgNUQ2/Ms5Xsh+K0ogtE9Vabx3X/znPY+RH7XHifLqkNPOQx9YnPCl7ggNkXzKF53FjtPWE8wPIwrB/AhZZ80lev/89nfQx7AnZ6WVfpoWTDx9AfV3zSU0OgcViI4ZiWfBEpg8mYEnXo4sWER0zDBUBGvsaIwFi2Hy5J4WOy4aXYMVetlW+FWXgtZRWBxlu73W8umXMVEw979I8YaxIP3B9ab32e0yALy7IANm4Rn2Ep7+5+LJvpW8/Io4yjhvs2UW8eEbMA3/8C/wj/gG/9AXMDL2Smhb+02g+StEOAwrXwyCbz8wRkPGQRiDn8cTcK87bjU8Cri4fbSC6IID0TH9wTcMHRvAXHJJm/KY4ffwz/oaaWj+gJAGhWltb9tZiuqeY8INhXhaHNvToHD55d167N6IAhE1ElpSgXQahi5k4IkXw4kXA60vrOeYE+CYEwB31dhbMBueR6uvAS0HAtgWq60MZ82rYM26KMedWRwTBWMxY8ZM7rztfsyKk5xBXMMOuQwchuHfEwkchBjZSTsH2wr3bdY2HXnItCJOCK7xnzK8F29S4JIXRs+8EcsYgHH8Fa7bWNHv8RTEGUjOixNZ1EVErXoChRHXPk/elheuqghmH7KP00q/j6KqVDZ+QdiqJCdjF/ye7DbXt8KfY1UcB1oT01q/8VPTgKul8NW3mxRCOAxLly7jqquuZvjwl538N7Xg+zkiGW0esy78DTWNq/B5hpITPABjs8cFehdG5pGY1T/Q0tr3zCl3tdj1ilnU/OFDUAt/5t/xZ/4DEfthZXi3RXO9SL6L4h89uLtOAYBh/X5DKNdHML+14tcxub3aaOkuLO07Z913Hl99lEh0LRuqbqCsYhr1DS+3O6FLValo+JAvbt+VjG0mMSxrP6Jjh1Mw/6S421gNz2Nt+FsLhd+c2LDKlpimyYwZMxARxLcj4t+zTYWvavJd6bkU3HMg2TucyKCsQ4mM6U/jfTe3eW69HU/mUYj/FyCZdoMEQYJIgfukDckLkbnrSrKGr8C73Yk03rv/Rn+/x78n4ct3RIPNlY0GBWZf363nMTBjF8qu+BNmi2NbQR9GNx+7N5L26adJGrX1T1NxzyT67zSVwYPn4Jt4KJX3/hp7Ul9rKkPv8cPt25GZuyc7n/sZmQX2IFxmQZhh5y2lasnVG9dVjWDW3Eq0aA+sqjNpa6J5y7DKlsQOvCZCSd1/kIceY+vLCgk4g5QZ+WG8p1+MPvhgwvvpbYj48Q26H1/OfDxZ5+LtPw3fkJfQ3Dgv1AKefBNR8ORHybjgXWrunURlxcVEI1+QcdobhG85FGuUFxWwRvdD770VOWZKt5/L6NMeo/7OqwmPHogKmGNGYjhjVFsegqlGQksqIKmYAGzSpEna12vkWlY9ZXeNZ8glpRgx3gIrKITvPIfAibc0Wz8UzWftnXsxYWp+qwG4JhpHZZGRZ1vzZuW5aOhloP35BWddVsqSh2oJhzc9GPx+PyeffDJ33nnnZp/bZ4VHsO0eKwnkt7aArbG5GGtTbn5em0QXHYPn7H83c/GogLj8mdQDWGDmeolOP43AlDuSJ2gfRUQ+7Ezmy+1+FtD5K8YmtO5vtvq+U8dKBqnxaNoCCYXfJ2duRTOFD2A0KN6rFrRav6j6YcbdUBRX4QP4C+yJQmrmo6GXSEThA6x8vr6ZwofW1n3YauCHmndZU/shproPAjZhaZiMeC6P9YUJyZRKeKbcj3Xn2VijA47FHogb4Sqm/TDw5kfxn3UX1gMpGcXcp1AVwupJaEkF0kq/lyLixxsnesOTX9+qrSG6jox40R4O0VH2AGDB+vfYbq/V8dMMxOLbnby8tW2GVX5d9Qov37QPQ7f/LeMGTKJu9EDKl8yNu8uh/Q4nHM/lMWaMe3sKIyJ4TrwVY30DYimythRrVPsxFEaDIpdPTYKEadrDQhJaUoG00u+lBPx7YsZRjDp6WKu27MBeNObGD1M0gx5kjj0IN3PuE05SMbc0A86Na4xCclbgHbwc8eTG3W9luIA18y/goKs+ZUBBA6J2GukBZ1xBNI6VOqL/cRRN/VmrgULNDCCzZ8c9Vl9BjCyYdW2rQVpX1pd0v0Bp2sQeyDUSWlKB1JByC0TEizXraqxW0Rs+ZE7rKJdhWYeTf+mE1ooUMAdlwfwFeI+ZQmFhIUuXPRYnqVgGRv9r8Qx9G++w1/Bk7NiunF9Wvcw+875xSSNtYk27zHUbjxFg7BnvUX/nRUScgUIdOxqZv3CLGSj0HD8NFtyHjh1pn388z0AffPNJPfrWQG5qSLmF4j/+Cpi/CGvMUEcxjkIWLEFcFKPHyGTsGW9TdsuRNI7KsGcFj/ISuSOX6Jdbo0cEgebpBkzLYNbN1YAB3p3wDPo3Rr+jEU/rN4l4NJq19C9yHxvw5cWveyDipf+J1+NbX+m4PNZvMQq/CZl8DLK2ALGU0D2TWz/gt5A3n96OAhZGQksqkI7e6YNEKs7CCr0MNMa0BikLzWDCjpMJhTYp6WAwyA8/fMPIkYlFJ7RkTe2HDNpuXwYUtE4/YI4dhWdtF8x03UKw7r8HLr8aySuFMWNshb+FPQi7g85G70zYJVOvf3K7hNb924RP0tE7aZKLWpVYoZdorvABGpg+/ZLWScVMk5kzr+vw8cb1241vLz2MSKBF2uKgH8/szd9vyKzng9uPpzK3H2oItaOyqV12V4flSyWMY0/HWFeMWBaydm2bCl9VKa5/n68rFrO25hlMa/NTe6dJDEWIqDehJRVIK/0+hlrlIO4Duk8/v94lqdjmTaxqiYgw6exHKbt9GvWjBsYkm9v8hHKqyhu3/p2fX/Ig2YX1iEJWQRX+088hfH/3ZpZMJUwrxCv5U1h37zGM3flfjB34BxrHZFO/7JaeFq1Pkh7ITdPlmNE1RMMfodbmFyEBe3atOjVlxTM6zloGa746u8syWsYiYjDy5Olk5tn+ee+6gg65JdbVf8MeN76KP9Q8ht/fxqDwlsg3lffR79E3+cW01fTbOOu6keCJ51N7yp96Wrw+hyKYmtiSCqSVfg9imaU03LMbjJ+IJ7A71tgBhBeflvj2ke8Il/6ecNH2hIt2IFJxJmg9nv4XA8GYNQ2QTLxZ53T5OXQlZY35DCxqPQcBICM//qDwlsbampXsfONavKEWSdwU+i16muol1/aQZH2XvjSQ21WVsw4VkW9FZLWItDLJRGSeiHziLN+JSGVMnxnTt6Ir5EkVGhf8jsAFn+Bx8s948qP4zlpAdNk17W5rht4iUnYYGv0G+wU0ihV6gUj5UXgyj8Wbcxvi2w2MXIzAn/EPWYl4OzZYmyyGZoymakSma1/jqKFJlqb3oiiZcVIfi4L/yhuw2pkVnSZxVEmHbMYiIh7gTuAwYEfgnyLSLMBbVc9X1V1VdVfgduDxmO6Gpj5V/XNn5UkVzOhP+Gd+4Zpy17jixja3VQ0RrTiJ1nP5TTSah4bfxRM4EP+Qx8gY/ia+nJsR77iuPYFuYEzmdqy66DeEWwwKhwMejNnxZ/huaYzL+j31I+Onoc7Ir0M8fiJjBqTTOHQB9kCuJ6GlM4jI30XkSxGxRGRSi76pjlH9rYgcEtPepsHtRlc8mvYEVqvqj6oaBh4GDm9j/X8CD3XBcVMatcox4qRNkPz4RahVw5h1D2AXN3EjjEZ/6ryAPYCI8OtzH+XT64+hcmQmKlCbO5DwPbfhP7b7M0umCtvnnMiPl+5OPBeyYFv8vrwa5LgpWP86Oany9UWSNJD7BfBX4PXYRseIPgrYCTgUuEtEPIkY3G50hdIfBayP+Z7ntLVCRMYBWwH/i2kOiMgqEXlXRP4S7yAicqqz3qrS0tT373q8O2LFTbOQ7doerX+McPEkzJqbiK/0QXyJxRT3RgKeTPY4eynZBXWIpWTlV5J1/Bk9LVavwmsE2fnsNyg5blK7lYlFQe5dBCmcsrqnUQRLE1s6dRzVr1X1W5euw4GHVbVRVX8CVmMb25trcAPJH8g9CnhMm0JNbMY5kxmOBm4RkW3cNlTV+ao6SVUnDR2a+v5dMTIxp5/gUiTDAJf4div8PmbV1XZVqlYx+DF4xtm+/DR9GhEPw5a8z4YFF9AwKmjP2I63roLVzXV1+zqbYekPaTJOneXULjh8PMM6YYM7lq5Q+vlAbIKQ0U6bG0fRwrWjqvnO/z8CrwK/6AKZUgL/lAWYd19hF8cQsMZko/Pvxjim9X1i1i7Eteh2LMZIfIMfd2rEpunriAiDT76JYF49P5bOoHFUfJ9yX0xZnSwUsNRIaAHKmoxTZ5kfuy8ReUlEvnBZ2rXQu4qumEL2ATBRRLbCVvZHYVvtzRCR7YEc4J2YthygXlUbRWQIsA+wRdVj8x4/HY6fDrRdMF3NeD9aL+LbFU+/YzEChyGSGrMC03QtowdOYe3FdzLx/CLX4iyMadcATBOXriuFqKoHdWCztgzrRA3ujXRaQ6hqVETOAp4HPMBiVf1SRKYDq1S1KQzzKGy/VOwtuQNwr4hY2G8dc1X1q87K1BeRjH3R6PdAy5qFXnyDliBGv6TJ8n1pGR/mFTA0qx/7bT0enyc1ikf0ZTK8uQw/bSXFqw5k+IPVzRS/FfTBrGuorXsY0ywjkPErMvy7pd8IE0Sh05E5nWQF8G8RuRnIBSYC72Pbie0a3C3pErNQVZ8BnmnRdlWL79e4bPc2sEtXyNDX8fabQrjhUbCqAScGW4J4ss5JmsI3LYuLVj6H/+GHOfe5pxlRWUFxziA8c+Yw7LSucF2m6QwDA5MILPmKkn1OJnvm//AXhLFGD8GccR6VldPI2W4D3oIo0VwvVVf8ioGnvYIdAJKmLVSlyXXTrYjIEdgh7UOB/4rIJ6p6iGNEPwJ8BUSBM5vGRd0M7vaOk/YFpAjiGYJ/yDNEa+9BG18HYzCerFPwBA5MmgyPffYl/uUPc/V/HiYzYj94RlZsIHTO2ZDVL50RsheQ4R3F8NOfhdPt74ZabLhzK4ZcUrKx9KYvP8qAC96kwX8OmVM2v8bxlkgyJl6p6hPAE3H6ZgGzXNpbGdztkRpTyNIAIJ6h+AZeiX/Yi/iHPJxUhQ/w0Mefcc6zT29U+E0EwmGil215uXEazHreK3+Tt8pepTLsVoWs5wlHviJ7boFrrWX/1emJW4lg59PvO+US05Z+moQJR01GVrorN09+8/GjDbX1LH3zI17/7ieGZPXjxH13Z5+JvX9WcKJ8XvUxH99xHn+880NyiuqoGNGPL644g53P6G1xCNpGreWOJfjb8pCUSbGQCGml34uINjxJuOYO1CrF8P0c/4DL8PjaL1mYLP6003YUZeeQ66b4Y8r6VdQ1cMTtD/Cr99/gzv/9l5HVFRQNzOH1cy9kv2svT6LE3UODWc/Hd57HP2a+RYaTEXRQYR1ZF97MhuBoBp3YexLb+X07Yeb68Oa3zsWjoweniG3as9ghm33nSvWdx1eKE669l+jifxHY7VUycz8j4+f/JrLgQKzIdz0t2kaOn7Qb/z7yHzT4mufrN4PBZmX9lr35Ib96/02ufno5o6orMIDcqgr2mHMtjcvuS7LUm0fUMnmn7FOeyHuZTyu/xa2y3OdVH/PHOz7cqPCb8IdMAlfOSJaoCSFiYM26olUpRivoca21nKY1ycq9kyzSSr8XoNqIdd+1ZFxcjJFvIgpGvknGRcVEl/yrp8XbSKbfx7n33ME3s2ZTMWwYKkJ0zBg8CxY0G8R94/u1nP2/pwlGm1uXwUgEuXxassVOmJLQBhbNOJIJO+/L4WMPInf7PXhw9tGEzOYzoKNWlJwi9/xIwYKyZIi6WfiPvwruvQdrzGBnEuBwZMEyZPJxPS1aypBOrZymy1CNEq27D//sUteMm94Zb/aQZO74PB5+cfFF5BTbZf2869a1itoZ1r8fI6vdff++goJkiNkhXpl3HsfPeZqhxTUYCkOLazhyxmO8e1vzQeqdBv6MihHuYbLR0bnJEHWzMY49FWNdGWIpxroipBsirVQt1KpE1X0MIVWxUyuni6ik6QJUTcIbjkeXXYPkx8u42XIyVu/nxH13p2hgjmufjO2dOf0bzEYOuPVJAo3N/w6Bxig7X9+8VONAXw6FV5zRKgV0NOjHO6fzA7kNkTV8VXIm76ybxAd5B1FY/ZCrm6k3Ea1/jMjdW6Njh4LHh47NQR+8v6fF6jKSkXAtWaSVfg9iNb6MLH8V38WF8QfUxgxPpkhdwp5bj2HN+Re38v1rMAizWoUa9wpUlSElNa59g4qrW7XtdMb11N11M/WjhqACkTG5eBYs7rQFHYoW8HHBERj//g+/2PtTJo19mZwdj6dkwVGd2m93YoZewFp6Lr6L1mE4BYFkfSWcclKfyO5pZ9lMOPdOryc1pOyjmKGX8M4ubuXWaUKDGcjsm5IsVdew99VT8SxcRHjUaFQExo1DWvj+exOZ3gCVI7Jd++pGDnFtzznxHDLzShFL8a3L7xKXSV7VAgY9UczEaSUEHAUayI8w5LxHid6/sNP77w4iNbe63sfSEEGn9d4xnESx0zAYCS2pQGpI2cdQtYjW3Ik2rEQK3PPiKyALFvVaJZkI/uOOxZ+3HrEsWLOm15+LzppFY0bzKObGgA9fF7hsEqW68UPG31iKp4UC9TQoxuVXJk2OzUHN/Lj3MevXu7enFGlLP00nidZch1l7F9AIuXHCvMaO7fVKsq8x+MQzYMECGkYPR0UIjR6Jd8EiAsedmDQZgt6tyIhXUS2vOGlybA6Gdwc03n08Zox7e4rRl2bkppV+klGrDqvuPppy40en5rQupJIZaBb33lsxTaunRehyMo49geD6IsSyCKwvwHPMsUk9/piBp9CY63PtS8YguGoYq2ElZtU0zJrb20jpvQnfgEuITh3uUhDInxL3cXuko3fSdAq1iiAm57311/5EbxiMjvLY1Y/GjkXmL+zVVv4Lb3zNTb+dQumAwVgi1A3PRfvAgF1vICtjZ6IzLsEMNv9pamb3D4KrVYdZfgRW1eVowyNo3d2YZb/Dany3ze0M/y/wnLKS6M2/xBrts+/jMUORBYt79X28OfQl9046DUOSEWMkaHP/p/XX/oT/OgAj4wB8g3rnYF0TL7/9Le9fOpsL319O0LQnX/UrKSR60sn2zZSCP/Kvq7/jifxnKAmVMrH/1vx11B8ZGey5qKmsE2ei/h3QaZfB+nxk7Fhk1qzNuraWWUYk/C4iA/Bl7J1QcR2rfilE17CpHGcYFKyqC5ChbyISX6l5/LvhOf2djdk9+xJNNXL7Cl3yaBKRQ0XkWxFZLSKt0i2KyAkiUioinzjLyTF9x4vI985yfFfI05sRIxOj33FAsEVPBp6s3pOzJR4LHn6Lkz99eqPCb8LbGErJSI13y1bx6i1nccpvr+Tm3Wfzf/uex4objiWvvmcnkcnkycjajg2C19fcTt3dO+KdeAS+zP2xxmZi3tf+YLQ2rMS1/rLWgPlj4sL3MRSIqpHQkgp02tIXuwrDncDB2IV5PxCRFS4VsJar6lktth0EXA1Mwr62Hzrb9s48tV2Et/8lmEYOZt0CsCoR7/Z4B1yJ4f9ZT4vWiqhp8e77P7AubwPjxgyisKSKYfWV7iunWKSGpRZf3nM1U+a8QkbIHjwdWlTLCXNe4cXMaYy+aGnPCtgBIo1vY943k6xLyjaGUHryIujpl6GeXGTyMfE3lgz3dm3AqrwUY9B9Sa3Q1ptIFddNInTFmewJrFbVH1U1DDwMJFrk9xDgRVXd4Cj6F4FDu0CmXo2IgTfrNDKGryJj5Gr8Q5/GyPhlT4vViorKOu458BQmHvhLjvq/vZjw21/yu+8/oCSY7bp+b51tG4/qSC2H3/n6RoXfREYoyq9ueryHpOocobr7yZxT7prSg2kXt7mtBI+m9Ruo0xf9HC3Zt6vETC0SnI2bKi6grlD6o4BYEy/PaWvJ30TkMxF5TESa4rgS3TZND/C/067k5DfvZ3iDnSlzeEMFF376GG8N24EGT/MIk2hGoNfOto1HpjfA4OJa175Bxe6zc3s7qjUYcWPm2w75NDL/jgQOoqVakI2hiLVY1VteZs6+VkQlWe8sK4HxqvozbGt+2ebuQEROFZFVIrKqtLS0ywXsK6gqHzz3MTeedBe3/ms+X73bsdTMqso+K5cQaOG7D5gR9in5mkUHnUBRZg4W0DB8JN5FvTviyA2/4ad25GDXvsZRI5IsTdfgD/4JKzeO13bM6Da3FTHwZM9DyEZa/NtI/b1YVt8L1W2PtKXfnHwgdgbGaKdtI6parqpNI0QLgd0T3TZmH/NVdZKqTho6dGgXiN33UFXmHnsbr/3lLI5dfDFn33MaQ/b+BW/8rWMDxMMaKuO2n/XcfEbUbcBQJVhUkHIKv4ngdTcTCfibtUWDGWTMvbGHJOocGcEjaLziZ3Fi5ucktA/xjtyo7IuKTSbu9ROffhli4l4/UVQSgbq7ukP0XktTEZW00t/EB8BEEdlKRPzAUcCK2BVEZGTM1z8DXzufnwd+JyI5IpID/M5pS9MBPnvtK3yPPcJZje8xnHoMYJjWs8fjd1F5y93N1v3m8zwuO30Z/zjwei6YsohP3m8enSEiVA10zzlTnd13HrreY47Dt3Ax1tgxqAg6dizeBYu6JfVwMhDxEzztXaJ3nos1OsuZ+zFy82Lm+1+98ePMeeWsWRfl2DOLWbMuysybN0DdvahuOda+IkQtI6ElFei0lGonzz4LW1l/DTyiql+KyHQR+bOz2jki8qWIfAqcA5zgbLsBmIH94PgAmO60pekAb6/4gGMbPyFAc59uABP/jGs2fv/8o7VccupSsp99itvemM2NS04md9/d+O6KG5pt57luLiFPcys45PHjuW5ut51DjzB5MsbadYhlIWvXpuxbSxMiPnwnzsNYX4NYiqzdvDcxI2M3MCZQWBxl6fIaLIUvvw1jKdxzXxWffVWF1qTmm1BHSYZPX0RuEJFvnLHPJ0QkO6ZvqhMS/62IHBLT3ma4vBtd8mhS1WdUdVtV3UZVZzltV6nqCufzVFXdSVV/rqoHqOo3MdsuVtUJzrKkK+TpDagqVvgDItXX28nVonndfsxgVoCh1Lv3bdg0DjL/5ufYu+Ajzlv/NMMjVfYbQbiKcXMub5YKd8BpJ+FdvJCG4SNRxPbdL15I/1OndPeppOlpBj/IzHnlWFbzKCBVOOaMYqjfgmZga9LcOy8COztjn98BUwFEZEdsD8pO2NGNd4mIJyZc/jBgR+Cfzrptkp6R2w2oKpGK89HG54Aw4MWsvQPPwOvxZv6p24570DH7UTYzk2HaWvHrmNEb7ZCfvi/misL/EdDmg7QZlp0KN9a14T3uWLzH2flnYoP5ahsamf/Cezy76lsMQ/jznjty0sF7EvCnb6m+QHFJiKXL6wm71PD58tswn31Vya6pOda92SSrMLqqvhDz9V3gSOfz4cDDzrjoTyKyGjtUHpxweQARaQqXbzlHqhmp4YRKMcyG/6CNK7EVPkAUaMSsugS13EMEu4LR2+ZScNK5hGie8dDMCGDM2TSIlzM4i6GRKvedJDDBKmpanHDLcjbcs5Blt17Ks9NP4a///CNLppzX6ys8pWmOWnVEauYRKvkNoZKDiNQuQDXMjBkzsNrwUR9zRkkSpex5NsPSH9IUZegsp3bwkFOAZ53P8ULbOxTynjbLugGzeja2fdASxQq/hSdwiEtf17DrgtnU77ENocsvJ6O8BB09Gs+cOc18ukefvB9lLw9kWLi14k9kgtVrX/zITm++zGUvPbyx+PnImgpOWD6fH3+xLdtc2PvTSaSx6zM3lv8Dja6mKf1CtOZmrMY3WbHiZcJuZr7Dl9+GKCoqYsSIvm/uK4KZ+CBtmapOitcpIi8BbhftclV9ylnncmxLsVt8aGlLv4uxonmgcaxooiTjOZt56kkESu30wIZL4fJDj9idH44/h5DRopxhZmZCE6y+WFfEaW+s3KjwmwhGIwy/PrGwwL5O2KxgbeVSviq9kvya/2BaDT0tUiusxpdR8yea59sJYUU+YN2PK+1xKcvi9JP2w998PB+/38+MGTOSKW6P0lUDuap6kKru7LI0KfwTgD8Ck3XTa3O80PaEQ95jSSv9LiZacxNNVn5hcZQdfrWeopKmaf6KkbFPj8nWhIjwq/nT8S5ZhBlbznD+/ISiPEYNGsCIGvf0SP1Ke2ehj2RSG/6O7+/YnWE7n8oOw2cyaId/8v0duxM2y3tatGaY4Q/BZfwHNbEinwD2vbLyuR9a+fbD4TBPPZWaqSo2F03SQK6IHApcAvxZtdkfZgVwlIhkiMhWwETgfRIIl3cjrfS7ELXq0NCzG7/PmVfJ2nVR5syrBEACv0ck0EPStcZ73LF4OlDO8NDdtqNkQI57Zx+plNQZCucfw/ZT1xDMjyAKwfwIEy/7huIFvSvqSYxcwOV+FD9ibPJA5OXloaq25R96C7N4b8zCXVi3ahBW6Z/QaGol2usIqpLQ0knuAPoDLzrZiO+xj61fAo9gD9A+B5ypqma8cPn2DpJW+l2JVbqxQEphcZT7ltdiKdy3vJaiEsU3MLVy08QjK5gBs2cT8jV/57eCwT5RKakjqCrlDR/wY9UyRs/5xLXG7ZCZz/WQdO54Mw9vVtDHRkAyMAK/bbW+mvloxen2fU4IiID5LVp2BKpx8v30CZKTcM0JWx+jqrs6y+kxfbOckPjtVPXZmPZW4fLtkVb6XYln08TjOfMqsRyXnGkpc24LIMaAnpLMFdO0ePjJDzhyyj0cdtStXD77CdYXJJbVesSZpxNYshhzzJiN7iFjwYJeP7GpIlzOyvzl3Lv6Rp4veoraaOcTq0WsWt4q+Ad59/6DkTueQqAg4rpeoCD+wGhPIEYOGYMeRDzjsC3+DMS7PRmDH0Fc0ixr/SO45tunGq1b2r3C9jBJsvSTQjp6p0vx4wkeRd6aZdy3vHajHzQchvse+olrZvWuaIeb736RyP33c8fn/2VYQyUlK7K5b+WfOPHpOxk6uH/7O5g8GU8vV/KxrK//iddvOZHD7lhFTlEdFSP68fTZe3LwBcsZnNHx1BLflN9E1qPvsdO09Xgb4oesRkfl4F79tucw/D8jY+grqJmPiBfxtHF/Rr7DLSpNAQmthKyTuk3OnkQVTCs1FHoipC39LkKjazHLDoWG5cydV77Rym/CNLVXRTuUbaglvOw+LvjwEUY0VGIAIxoqOeeDh/l46nU9LV638Mmd53HkjDcZVFiHKAwqrOOv01/n07vO79R+C+r+y7Y3FLap8M2gB8+ceZ06TnchIhje0W0rfADfRPftATX7dtx+OrVymmaoWpgbjnVKyjWw8vnqONEOT/WIfG6sXV/OyV8965o6effl9/aQVN1H2Aqzz80vkxFq7nv2h0x2veHJTu1bMQkWurt0FLDGjsRYsAzjmBSvBpp5IrgoNkVRrcAKvZh8mZKAknbvpGmBht8Bq5imV9+1H493egQJHo1n4LU9JVpcRg4fyNB6d//9oOreFVrYFXjEQ05xnWtfTpF7e6IMC+5Pw8jPyXTx5cu4cciaNZ3af2/B8ORgZZ6O1t+9UfXrRndPBKtuPkbg4J4SrxtJnbTJiZC29LsAq+4+wC16QcHqna+9uSOyqYyTOtkc1feKl3nEQ91I9zDThlz365AoOw6+lB8vnYAZbP5z0sxgylUTaw/J/BOKz7buY/4BYJX1rHDdiGpiSyqQVvpdQfj1+H3+/ZMnx2aSdcuNhH3NozSsQBBvH0mdvLZuDS8UPcdbZW8SMhvwz72JSKD5UGok4CNjbudKAAa8w9n+rFVU3n4W4dEDnbz8Y5D5vT+aabPxjAPJaK7sAfAi/r5bQ7cvuXfSSr+TWI3vAe7+XAAJdl9Wzc7iP+F4/EsWoWPHbgq7XJj6ispSi/k/3s3Lt0xh918cyd7D9qVu9DAqIhX4Fi4hOmYUKoI5ZhS+hUvwHHNsp4/pNTIZfNKt+NdXOnn5W6e/6AuI+JD+V9F8Upej7Lzb9sl4fTt6x0hoSQVSQ8pejFV7x8bPhcVRtttr7aa0C8ZQDKNfD0mWIJMnI2vXbvas3N7MBxvex/fQo0ye+TqDi+xIncFFteSceSkWinddHmJZeNbl9YnzTTaezL/gGbQUjBE4sTtAFK29Dqvy7D6ZaTXt3mlBe9VbROQCEfnKqQjzsoiMi+kznSnHn4hIu3kjeh3RTYXHZ82rYM26KLNudgZIfXGT7XU5hXkbmHvpI/zzt3M5/W+38/LTn/TJH18ivFH2Gn+6432XSJ0o5tRLe0iqPoYEwKqiWdy+NqDhNyDyYY+J1V2k3TsxJFi95WNgklMR5jHg+pi+hphpx38mhVCrBtRW8IXFUZY5peWWLa+hqCSKkXlcUuQoKazkrH/chfHQQ9zy5hzuevwcdvnbb3jzxMuTcvzehqUWg+NE6njzCpMsTd9Ew+/g6tbUEFbjm0mXpztRElP4W4zSx67gslpVf1TVMNBUvWUjqvpKTNa4d7FTgKY8Gn4LsPPPzJpXsbG0nGkps+bVYmTskRQ5Hl3yBr/M/5Bz8p5meKR6Y/nDPe6/kdDipUmRoTex95Bfs2F4lntnOiFc1yADQNzmF/sRIzvZ0nQ7muCSCnSF0t/c6i0nsakiDEDAqTDzroj8Jd5GInJqUzWa0tLSeKslH/FstPJj0y4se7iKoqKipIjw+YdrOL7gfwQ02qw9YEXwXHFFUmSIRygaZfp7L7PT/bewzdIbOfrZ5Xxf2b3zAH41eG/ev+hPNAaaT0OxgoEtNiFcVyOBw3CbqGX39d7ghQ6hoJYktKQCSR3IFZFjgEnADTHN45xKM0cDt4jINm7bqup8VZ2kqpOGDu14npSuRPz7gJrNrPwmTEuSlnYhd8wghkaqXfu8hQX869z7uGbWU3z9bUFS5Inl9P89SeXixTx//rV8f+LFXH/s6SyYeh7F9d1XNtIjHg694EHKbp9F/aghqAjW2DEYCxamB267CDEG4MlZCNIfkJgghjBWzew+F8WTdu80J6HqLSJyEHA5doGAjan6VDXf+f9H4FXgF10gU1IQoz/GwJtY+XzrAtLhcMQ17UJ1pJ7FP7zAye/dxiWfLOGjDas7LcffT9yPMv9A175qX4Cr55/LVVf8hUG/2Ikvr7jBdb3u4Ieqcgb/5wlmLn2U0eV2fp/R5ZVcs3g5H9x8fbvbdwYRYdTJl5CZV2pXEOujIZQ9ifj3BM/WQGwQQwkaegGrfnkPS9e1pKN3mtNu9RYR+QVwL7bCL4lpzxEnh6uIDAH2oZ1K7r0NI3gIeXn5mLVLMWvuwgp/vbHgRF5eXrN1qyP1nPDuPAoW3cnMP1/J3N2mMGqH3Xnvtms6JcMOPx/DhvOn0tii/GEYg2A0zIiQrXCHN1SyzdzLMe9/oFPHS5TVlRu44D/PkhluPuCXGY6w1+13J0WGNN2HmiUQ/ZrC4kiLIIYatH5JT4vXZfS13DudVvrxqreIyHQRaYrGuQHIAh5tEZq5A7BKRD4FXgHmqmrKKH0Nv090wzGY5X9Fw28hGfshvu3jrv/oujfZ7dn3ufDmZxhRUo2hMLykmp9fMovv7riF2jYKUbfH9nMvxbdsMeZou/xhab9B1PsC+Fu8ZgfMCDp1apv7Kqqsobiy8+6XbQYOYmS5e36fwaV9L7/PFofadX9bBTHcXAHmmr4TMqyASmJLCtAlPn236i2qepWqrnA+H6Sqw1uGZqrq26q6i6r+3Pl/UVfIkwyshpcwN0yB8LtgFaGNr2CWH4WGP4m7zdtl33DyolcJNrYYcG2MMvHs86kaOYIXZ03vsEzGMcfgWW+XP7xyyjwGRFzqnwKeAvfayd8VlHLTP05Dx41jaE5/SnKGUHxXxzNuTsgeTPmwOPl9RveJAK4tG89YCovDrYMYltdQVBJBw6t6Vr4uJO3e2cJRVaya6dgl4za2Ag2YNfHz1gzO6M+wUvcBVwFGbajg19Nn8vktncsFA3DUkXtSGnRPMCZjx7Zqqw018u9/XcwZjy9hZHWFHfZZWc7Ac88hvOy+Dssx8MabCGe0yO8TDOKdM6fD+0zTOxARZs2rcglisK19Db/RQ5J1NYlF7qSjd/o0ISeVsguR+HWJ/zF2X0qHtl0yMRiOMGJ25xXi/vtux9fHn0XI09zPr0H3zI/Pffwdp726gmC0RX79aJjoZa0mWSeM/9jj8C9aBOPGpVRZxSZC0Q2sKrmalT/ty9M/HcBnZTcRtRqSdnzLqqSh4b+EQi8TE//Qa1j5Qp1LEAOseL4OPH0oW2sfCtRPK/0OkQEuNUQB8AyOu9Xugyaw5vLzCGW0XcZgcGnnU9SKCL+5ezo6fz7hkaM2KlyJo3BLqmoYXu3ufw8Wd3K+weTJsGZNUvL7RK0oX1Z9xKoNb1IZ3tCpfZlWiFfyj0EfvI/f/vo9/rDNq0z4+TS+u/N3SfFX19XeT9VdE/FN/AsZmQdhjskisqzj7r/uYP1P/yNSOIFI4TbNlrUfT+g7ufU1PZC7xSNiQMbfMFUw1cJUy1ECQSTz9Da3/eU512IsWEjj6Ny4hkH18GFdJmtwygn4C/LaVbi7jB1J8QB3d1B4ZG6XydOd5NX/xH+uO5jcHfZj9yH7Yo0fy8d3nN3x/dW+wNDHv+cX09bSryCCKGQWhNn20repWZr4JK+IWUx1wyuEIt8nvk3ka8JLL2DgJWV486OIgjc/iudf16AP9p7IGCNjL6eiVpMhYwB+ZMBsxBjUg5J1MUmw9EVkhpOf7BMReUFEcp12EZHbnNxmn4nIbjHbHC8i3ztLQqXZ0kq/A6hZhNnwKLGFUywU07c/RuY/2t3ef+zxZKzP5/3r59Lgb+5+afD7kS5w72wue28/jv/86Z80eJvL0+jz47++99fMtdTi7dtO5ojpb5ATUwN3p4vvpmBhx+oDVDR+xQ43rsUbav5r9jZYBK++pd3tVS3Wl0+l8M6fEZj4OzIytiUyJhPrgYXtbltft5z+cyswWniSjAZFp3bc3dYdeAdMwzN4BZJ5GpJxCJJ1AUbgNz0tVhcjCS6d4gZV/Zmq7go8DVzltB8GTHSWU4G7AURkEHA18EvsdDhXi4i75RZDWul3gEjlJYBLZEz4ZdwraLnzy4svpeCmmygfOhRLoGr4cCL33MPAKVM2rlNVH+Kel97ln7c/xLnLVrDqx7w29thxPIbBSYtv4a0LL6c4ezAWUDNsBMbChUgK+N9/qvuOg297D79LDdwBV3dsIlh/33gy49S+9ea1H3JaXns/+uASRl9Wit+x1n15DXDq6fDgg21uq1qDp8D9XpK8XpSGxMEKf4DWL0UbX0XrbsMs2Q+zYWVPi9V1WAkunUBVY6M8+rHp3eFw4D61eRfIFpGRwCHAi6q6QVUrgBeBQ9s7TlrpdwANvxunpxEr+tNm7Wubs85mcEkJhqUMLCpiwIknbuyrqg9x5C0PsO72u7jpijOZd8LhjPrFz3jnmu55Ewj6fRw092qGV5RhqNK/uBDfcZ0vMJIMIlaY7Di1bvsVuo9VtMeY/n+gYWScsZsEEreV1ixixPVlGA3N3xSMBhOd1vZciUDgUMzcOGM/Y3rXAKlG16A1s4FGoAG0HgihVZehZh8ooZjEOH0RmSUi64HJbLL04+U329y8Z0Ba6XeQ+I90wdNlR3nwzY/Z473XufKZh8l1wihHVlew66yrOxVG2RfZqt+2VI5wL1gTHjW8Q/v0e/ojs+diBpv/TTUzmFDiNsuqxhfHWme9+xtbJLqO4vLTKNpwNlWXZWMFmysSDfqQ2b2rnKUVegb3N1xBG19ItjjdwmbE6Q9pSgzpLKfG7kdEXhKRL1yWw+3j6OWqOgZ4EHvSa5eTVvodwbNVnA4f4h3fZYd57ZufOOvVp1uFUQajEbh8Wpcdpy+Q4QlQfvX5hAPNFXQk4MM7p+P5hoLHn4dnwTJ07JhNEVAJ1r7tH/gNkdw4RoDLm0LULCa/+Hfw70cY9cvvGXROGZoBZo7XNiTHjkAWLOl94a4awd0QMp2+PkDiA7llTYkhnWV+s93YE1V3dllaJup6EPib8zlefrOE8p61JK30O4Avey6bohWaMPD0n2ZH9nQRg7OCjIgTRukrSH7GzN5EbaSWNXVrqYtuGluZcNoM6u66mfpRg1GB8OgReBYu6nwN3MmTkbXrNjvkdET2JRRfOrK1tZ6Z4fqmUFUzn+DjpQy9tBJfvoUoeCoVCZlYy+5C1hb2PoUPGIGDcB/EjIB3u2SL0z0kwb0jIhNjvh4OfON8XgEc50Tx7AVUqWohduqb3zk5zHKA3zltbZJW+h3A8O+Ob/BDiO8XIJng2Qpv9h14sxKKmEqYY/fdLW4Ypdus2i0BU01emXcaobEjGdd/PA1jhvPGLWdiqW1p5px4Dpl5ZYil+NcXYkzuuTEJvzeXkWd8QtWtRxEZnYkKWGNzkfmLXJV3KPwBg66rdI3YkcuvTZLUHcC79caPLetEWw0P95RUXYpoYksnmeu4ej7DVuDnOu3PAD8Cq4EFwBkAqroBmIGd9PIDYLrT1iZtzxJKExfDvzv+If/p1mP8auI43jj3QrLnXNvMxaPBIOIyq3ZL4P3bL2DvaYvJCNlKZUhRLXtOnc+n3n784qzuTdfcEbyeweSc8m84xf7eli3o826Dt8B9vEjySlzbewMa+Ykm905snejb5w6F0Ks9KluXoAJJSLGgqn+L067AmXH6FgOLN+c4aUu/l7Pv9MuRBQtozG1/Vm1fR1XZds4mhd9ERijKuFn39JBUXUd2/9OJxhkD6NVvduIF1LVOtB3R0wdIp2FIk0wCJxxPRn77s2r7OhYWg4rdUz7nFNckWZqux+/bDp05DSvY/Gepme75knoNxghU46RYNtqdK5QapJV+mjTJxyMeKkcMdO2rGpGdXGG6Cf8J05EF96FjR292tFCyUbOIyIZTiZRMIr84wrKHW6dYLq45smeF7CrSSj9Nmp6hfvrlrQqeNwa8NM68uock6npk8mRk7fpe/Wan2ki47K9Yja8AUebMq8BqkYTOtIRZNyWeb6jXksTJWcmgS5S+iBwqIt86CYFaJQYRkQwRWe70vyci42P6pjrt34rIIV0hT5q+y6iTL6b6zpuozh2ECtTkDqLurnkMn3Jetx63JryarzfcypdlN7Ih9ElKVYVSNSmuvofP8/fkk/U7sLrkREKRHzq1Tyv0LGg1TZOynn7BrU60xYqnnuzUcXoLSYreSQqdjt4REQ9wJ3Aw9jTgD0RkRYuyhycBFao6QUSOAq4D/iEiO2LX1N0JyAVeEpFtVTXxBDY9gFoVRGtuwQo9B/jwZB6FJ+tU7BLBabqboVPOgSnnANA/Ccf7seoBqpZcxXY35BEsjNAw0s/6K//MmNMeQaT3W3frNkxDH7yPba8vxV9gEs79nsJLXiD3jA/wezuWQdWKfO+kW7D58aNNA82CYIgABvh276z4vYMUUeiJ0BWW/p7AalX9UVXDwMPYEwtiORxY5nx+DDhQ7F/L4cDDqtqoqj9hx6Hu2QUydRuqIcJlf8GqfxisUrAKMGvvIrLhtJ4WLU030BAtpmrJlewybQ2ZMemVcy94nLplvb/6V8QsQR9cypjLisnINxGFjHyTMZcVUrO442mnDd+2IO5pLzY9Bi2IfIxa7jmRUom+ZOl3hdJPJOnPxnWcQupVwOAEtwVARE5tymdRWtpzWQathpVglQOx08tDaPh9rMgXPSVWymGptXFCVW+mpP4NtruhAG+LpGneBgv/lR1P75AsQpHvyb1+A54W8nsalAEznu3wfo3AoSADIaFcU73/bahd0j795KOq85vyWQwdOrTH5LDCHzZ7rY1F00q/XYoaKrlvxmkUj8gBj4eKkUOoXbZZc0uSiiE+goVh1z5ffmVyhekAfu9YfAVR1z5vfvtlHxujxXxTdjVvrz+A9wuOoKh2JaqKSAb+IY9jBH4H+LCVv4GBxLi8DPDthhiZXXU6PUOikTtbkKWfSNKfjeuIiBcYCJQnuG2vwk6o5pZu1wRjZJKlSS1CZpilM07l77MWM7KkGkMhp6gc72mnYz34QE+L58rwzANoGOk+VqNjen9FsQzvGKKj3N0w7ckfNst5v+AvmA8s5Be/epM9Rj9J9vZ/o2TBMQCIZxi+nDvJGPkt/uEf4fFthxhZgGG7fozBeAb2vlnSHSKt9JvxATBRRLYSeyTzKOwEQbGsAJoS0xwJ/M+ZWrwCOMqJ7tkKuzLM+10gU7fhCR6J+yttBLPh8WSLk1K8WPg5Jyx6gWBjc8sz0BghfNmlPSRV2/g9A2iccSHRFhOmrKAfY3ZqKDTPnNuxgs1jNjQz0K7866uWMejxPLafVkjQKQITyI8w5LyHiN6/oNm6YvTHGHgH4t8b8WyNZPwOY/DTiHd0l59PTyBWYksq0Gml7/joz8LO7vY18Iiqfiki00Xkz85qi4DBIrIauAC4zNn2S+AR4CvgOeDM3h65I54hePqfR2s/paKhF7Ei37hslQbgp9oShpVWufZl5BcmWZrEyZkyG+69l+iYoagI1tjRGAsWd0v8vGqUDfUvsK5iLkU19xE1Kzu9T+OYEzEWLEXHjo2Z8LWwXfkrGt9j6xuLXMcD5PKrmrVp4ztQ/mek8X+I+SMS+i+UHYFanStO32voQ5Z+lyRcU9VnsDPBxbZdFfM5BPw9zrazgF48x7w1aubh/hdWNPwB+LZPtkgpwYT+IygZOpARJa0Vf+OokQR6QKZE8R57Mhx7MtB9w5KmVc/Xxf8g+OhHjL6+2Amv9BGdNYPA8Z18E5o8ebPLXgY8owjEGQ8w8oo3flZVtOIcmufZiYIWoTW3IgN7cYbQBEilyJxESJmB3F6F9Mf1py9eMIYkXZxU4cARO3P/yYfSkNHc1ghl+PDP7f3F17ubwuoFBB5ZxfjLCmPCKyP4/zUNbaembncwduAUGnN9rn2xCeA0uhY7IM+Fhqe7QbIeIB29s2Vjhd8j3rucEfhtcoVJITI8Pk68agErrjyVomEDsQQqRw7Bmn8vxuRjelq8Hqes7knG3FDayp1iNFgwLfljHgMydqZx+gWY7SWAs9oq6JPOstnbSCv9zUTNUoh85t7pGY1InELaPYCq8vjqLzn0ySX88uG7uOiNZ8mvre5RmYZk9Ocfl9/JiOJKDEvJLigl87gT299wC0Aw8MetqdszldIGTpmLsWAp1tiY1N6tEsDZb26FxVEm7vXTxgIqABjZSZW3u+hLk7PSRVQ2E7WqbDeOusRua/txz8nkhg/foHjhfBY+9l9yyyspGJzN7f/3J86/8S6GZ2b1tHhpWjA06/8I575ORn5rP3pP5tOXyccibVUgi3wJwMx55axZF2XmzRu4Y+4wu88YlwQJuxlNncicREhb+puJHafvFrftw8g4IMnSxKeqMUTRgnuYseQRRpdXYgCjyyu5atHDvHPT3J4WL6mYVoSI1bvdDLXhbwjdvwSpM1t5CTQz0Lvz6Ue/pLA4ylKngMo9y6r47KuQ3WcEe1a2riLt3tlyEfHiHTgDCLJpMNcPxkC8WWf0oGTN+bailIv+8xyZ4Uiz9sxwhL1vT/0qU4lQH63mvdv+j9rRA/F6A9SOGkDV0lt6WqxWNEaLWXf3oYy75H38lbrxrlJABw9OKLyyR1GTmfPKNxZQUeCYM5zoHt8OPSdXV9KHlH7avdMBPME/IJ7RmHWLUTMPI+PXePodjxiDelq0jYzo158R5RWufUPL+kjsdBuoKu/ediS/vvx/+EO2nzyroIbIvy4i5OlH4NhTeljCTayvfoCtbihoNYArgNUvY7NDLZNN4brXWLq8pllq5S+/DfPZVyF+9uuDe06wLiRV/PWJkFb6HcTw/xzDf2tPixGXsf2zKR02hKElZa36IqNyXR1UPcGbpZ+x4If/UhTawPBADidt9Xv2H75rp/ebV/8Vu9/45kaF34QvZGJOmwa9SOnXhr8iUBBx7ZP1vXfSWhMz5/2w0cqP5Zgzivns8948+2LLJO3e6cP0u/5GGjOaRxNFg4FeExP/esmnzP7qQbZd+TrL/nEvS/e+nO1/vj9f3tV5/3VFpIgBRe4D6xn5rR+EPUn/jF0IxYmH1zG9P5/TyufrWhVQAdvaLyp2f5ilHH3IvZNW+p3AinxNZMMUGot2J1x6GGbDf3tapGZkHn88GYsWYY0dg4qgY8fiXdB7/MMLfvwv+7zwGRfe9BIjSmowFIYXVzPhgmuhk5ORhmWMp3qE+yBieFTPZWl1Y3T/o/np4lGYweaTe6ygt9fn97GiRaz7eGtOP34ARgtt4vfDrDl39YxgXYkmN/eOiFwoIioiQ5zvIiK3ORUGPxOR3WLWPV5EvneW4+PvdRNppd9BrMi3RMr/jtX4GmgFGv2WaNUlRGuX9LRozZk8GWPtOsSykLVre43CByhqKOekhW8RaJGALaMxgk6b1ql9jwhuw+eXHEwk0Dw5XiTgwZjdO950msjwDmPcv15i/Y370jDKhwpERmdDL3pAxyVkz7h98plarBZKLxyGp556qgeE6gaSZOmLyBjgd8C6mObDsJNRTgROBe521h0EXA38Erv41NUiktPeMdJKv4OYNfOcuPyYv7Q2YNbejLrF8KdpxdBANsNKa9w716/j1FVXctO3i8mrL+rQ/vc651G+u2kK1bmZqED9qGwi996B79jeNxmsn38bxp/xGsG8MGIpvvUVGJMTMtx6lugaAA7+zab0zX4//Ov4gZilfycvL6+HBOs6hKROzpoHXELzR8jhwH1q8y6QLSIjgUOAF1V1g6pWAC8Ch7Z3gLTS7yBW5FPiJV3D7JiS2tI4cavDKB02wLXPEuGePWdy7P7n8sT1J7KufvNnpHoNPzudMZ8B+XWIpWTmVZB53OmdFTtNM4TC4ij//s+mh3c4DEuXV1NUuWvPidXVJG7pD2mq8OcspyZ6CBE5HMhX1U9bdMWrMJhw5cFY0kq/g4gnTp5wNaEXhW72Zg4eMYnCKy8glNF8EFMBj6UYCsOKazll7kt8fOcVPSNkmrioKoSeZOqsMswWrh3TUmbe/GPPCNbVJGjlO5Z+WVOFP2eZH7srEXlJRL5wWQ4HpgFXuUjQpaSVfgfx9j8He4JWLAGM4BFO9aA0ibDLGVfw7V8PwDRko7HUMldhoDHKPjf/pwekS9MWGvkMaOSxp2tb9YXDsGLFc8kXqruwElzaQVUPUtWdWy7Aj8BWwKcisga7iuBHIjKC+BUGO1R5MK30O4iRsS+egTNBBmGXTwxgZB6Jd+A1PSxZavHaLZew3eP/w2PZM1HjJacdXNyzieLSuGBVUlgcJRxu7ub0eCD/0237hD+/ie726avq56o6TFXHq+p4bFfNbqpahF1h8DgnimcvoEpVC7ELV/1ORHKcAdzfOW1t0imlLyKDRORFJ1zoRbeRYxHZVUTeEZEvnXCjf8T0LRWRn0TkE2fZtTPyJBtv5hH4h7+Pf9jr+Ed8TFn9v5gwYQeKitI+/USw1GLn6xa2it5xo3HUiCRIlGazMAbYrp0WiUFNE6bN7mPBDD0bp/8M9pvAamABcAaAqm4AZmCXrP0AmO60tUlnLf3LgJdVdSLwsvO9JfXAcaq6E/bI8i0ikh3Tf7Gq7uosn3RSnqQjYiAeO+57+rUXsGbNGmbMmNHDUqUGESvKkJL2LfhoMIPA3BuTIFGazaL6Wh7/b2vXDsBjT5ckWZhuJFGF34VK37H4y5zPqqpnquo2qrqLqq6KWW+xqk5wloTixTur9A8HljmflwF/cRH+O1X93vlcAJQAvWt2TCeJ1i1n7We7snTZcizLYsnieyks+K6nxer1+A0fG4YPdO0zDSNmQtmi3h+vvoVhmZUQ/YrsAe4qJDu73XDxlKIv5dPvrNIf7viWAIqA4W2tLCJ7Yucl/iGmeZbj9pknbVQgEZFTm8KgSktLOyl212E1voNZPZ05N+dvzD9iWibXXvnHHpas9yMiVF4zjVCr8oleiu+d5zqhLGJFeLf8XR5d/yhvlb1F2OpjboRUoeEJANZ9vDVm4cTmS9FefcqfD/S0e6dLaVfptxNitBFVbfO0nckE9wMnqmrTOPdUYHtgD2AQELcmnKrObwqDGjq097woRGvvpbC4hvuW127MPxIOw33/Xk1h/ic9Klt30mhGWV1dRkVjfaf2M+G0Syi943oqRg5CBSpHDqbqrnnknnxOq3WrI9VM/XwqX959OQfseSJ7D/s1taOHULPs3k7JkCYxNLqWSMVZNBbtTqRmDqaadthmS7w7JV+4biaZaRi6m3aVfrwQI1V9Cih2lHmTUnd15InIAOC/wOXOjLKmfRc6/qpGYAn2VOLUwipizrxKrBY3v2kpM2bM6SGhuo+QGeGyD1ZwxQVHk7nNRAYG+1E+YiiN9y9rf+M4jDn5fHIKyhFLyS4oY/iUs1zXe2jdQ2y3YhXHzHqNIUV1iMKgwhoCp5/d6Vw9adpGzULCZYdjhZ4DrQCiWCimW5xixn5Jl69b6QGffnfSWffOCqBprvjxQKtEGyLiB57Ankb8WIu+pgeGYI8HfNFJeZKO+Pfh6RfqW2UZDIdhxcpXekaobuKnmnKmX3wsl/z2KK6/7VFyyyoxFAYXl8Epp3a74v2o8iOOuGsVGa3SJXc+V0+atonWLnTSjjRX8oq2tvaDf0ieYElANmNJBTqbT38u8IiInASsBf4PQEQmAaer6slO237AYBE5wdnuBCdS50ERGYp9vT4BUm6OvDfrNH786HGgqnWn9Ee1AZG+UTLuyTmXcMWdj7eqxgWQ0RjGnDYVTzcOuBoYDC6uc+9cv969PU2XoJFVgHuaZHVMXEHAvw+GZ3ASJUsSKWLFJ0KnlL6qlgMHurSvAk52Pj8APBBn+9925vi9AfEMw8g8Eqt+Ca2n5FlYof/h6QOWT3mojn8s/I+rwm/CWN+9g3d7DNqD8uH3M6SoteLvycLhWwLi2QqNfInbtFNb6RtIxsHIwBuSLlsySJXInERIz8jtEsK4zsHWOqzGd7rtqKpKQf1nfFn5Xwrrv3AfVOuqY6GMKHN5m4llzJi2+zvJUWOO4n/nHkhjoLmtopnB3l04vA/gyToFe+Z5a2zvrA/pfx5iZCZVrqSR9umnicXIOABwLwtnNTyMWl2fQqDRrOWdWw+k/8RfsuOgP5I1cQ/eu/VgwmbnomniMSSQRdnQ+InkooEAMnt2txy7iUxvJkde+gTFt8+gYdSwjXH8Mn9BOo4/hupIJQ+vu5crPz+V6V+exUvFT2Jq+7Oe28Lw7YQ3506Q/s3bN3qyLbTxtU4do9eiW1j0Tpr2MTL2A2NInF6LaHXXzyb99u4p7DH1NfoXhBCF/gUhdp/6CqvvTTiT62ZjzppJg0tGzHBONt6FySn4YYjB2JMvI5hX3CsLw/Q0IbOem76dSvSBZZx/yINcucud7P6LY3jj1uM6vW9P4Dd4s87CIAMDwSOGY+UDeKCPjF25krb008QiYkBG/OEJq/GFLj2eqjJ+zkp8oeamhS9kMWZW92WjHHnyv5D5C6gbNRIVITQqF33gfvwbKtKKt5fwXvlrbLfyc/5vxvsMKqxHFHIK69h76iNULb2j0/s3gn9ExBOj7DchGe3W70hZ0jNy07TCG/hN/E6rHNVQwvsyrRCqZpvr9C90319WnPauInDc8fTLK0Asi0BePsbkY7r1eH2F6kg5n1a8wtfV7xLpxlnEP9V9w6G3f4y/RVirP2QSuHJmp/atVjVWw0oKy4az3V7rKCrxgvQDAhjZ85C+GLXTRNrST9MS8e9LPL8+WESr2k/CtqHhTVbfvjORsf3B4yUyJgfrwftaH0uEhtz+LnuAhlz3SlRpeo7XSpbz8s2HMX6nP7J99q+oH51D+ZLuSSA3LJBLTpH7uI4/v+NJ0NTagFn2B7T2VmbduIo16yLMurkYyTwGz7B3MQIHd3jfqUDa0k/TCsPw4BkQL4JEsRoeR9sYTKtu/IyS+f9kq0u/IpAfRRR8eZVwykmuk5501mzXot/M7nuzgFOZtXVfsmHJzfzhmo8Y6LhbBhbWM+CMy7AevL/Lj7f34IOoHNHPvbMT0VVW7T1glVFYXMey5TVYCsuWV1G49t9925cPtgXfRUVUegNppd+FePsdQbywNogSb3ILwLrKuxh/QxGehubmgtEQRae1zljd7/izYP58wqOHoALh0UOR+fPJPO6Mjp9Ami7nw4oXOODWz1u5W3whE3Nq3FRTHSbbP5jozGuJuIS1dia6SkP/BSLMmlcRk1hQmXXTOjDXdkbkXk+SC6N3O2ml38WIfy/cJmSLd3ybM3PrIz+SURDnTWC9ewU037FT8K8vRSzFv74E77FTOiJymm4kYoYYWNTg2ufN655iO0OnXIhv4VKssWNQERg3rlNhrVbDc2CVUFgcZdnymmaJBZc9XEFRcfeECfcq0j79NPHwDrjcGdxqCm00AD+G/7dY0Z/ibpfl35nG3DgTpMfEKcKeptezU/a+VI1wn7Ck3fl3nTwZY+06xLJgzZoOK3xVC6v6UkCbWflNmJYwc/bdnZe3lyOqCS2pQFrpdzGGbwL+oc9iZB4N3m0BL4gHs/4BIqW/J1J1pevM2XHZZ7Dm4pGYweZvCVbQh6T99CnLjgN+xeeXHEq4xfiLGczASIG/q1W/HNROe7Hy+TqXxIIWTz3VKs9i3yKdZTNNe4hnFN4BV4JVDYSd7IQNQCNWw+Oucfv9/BMYdfqzrL/hV4RG+VCB6JjByIIl6Rj4FMYQD/uc+whlt19F/agcVMAcMwpPilQD0/pNg81rPx5PpHCbTUvxQahq3yuY4kJf8ul3Nstmmjho5HPQmmZthcVRfvuX73j1mUWM3fGQVtv0z9iJ/me+BWfa37f0P84Ptfnc9f1/+LpmDQEjgz/k7s1x4w/DZ6TWlTHEQ+7JV8HJV/F9zXe8UPQMG8LfsP36h/ndiEMZ6MvuaRFdMSM/gPl93H7pd3QSpelZUiXFQiKk1q8npQjTckB3zrxK1q6LMvvGj7hncc9IlSoUhcq58JPb2Ou5T7lk4dsMLamhbNgAnr7gKI64JDUrZb1T9hbf3nsFR93xAYOK69gwvB8rz96bP160nGx/76opa5oVaHlrw2QTQSR4bNLk6XFSxIpPhLR7p5sQ38+JVfqFxVHuW16LpXDfQ2soyHuv54RLAR5f/xp7P/855934MsOLazAUhhVXc9hVi6laOr+nxdtsolaU7++9mn/OfIPBTtWvwUV1/H3G//jy7qk9LV4rtPLcNno9yMDZGCn2xtVhEnTtdNa9IyLXiEi+iHziLL+P6ZsqIqtF5FsROSSm/VCnbbWItI7tdqFTSl9EBonIiyLyvfO/q7kiImbMiayIad9KRN5zBF7uVNnqE4j48WbfjD1L19espKJpmUy/4lCi9U/3qIy9me9r13P8gjcJNDYPYw00RglceW0PSdVxShqL+eMd77Wq+pURMtnxuod6SKo2iHwWv8+zFZ7gn5InS28geQO581R1V2d5BkBEdgSOAnYCDgXuEhGPiHiAO4HDgB2BfzrrtklnLf3LgJdVdSLwsvPdjYaYE/lzTPt12Cc5AagATuqkPL0KT+BA/ENfoKhi99aF05dXkf/9hZuVk2dLYkLWaIaW1Lj2+fMLkyxN58nyZpFTXOval13UsdTbIbOOooa1hLojnbYxMG6X+Ppe4fO26AWTsw4HHlbVRlX9CViNXU98T2C1qv6oqmHgYWfdNums0j8caKqIvQy7zm1COHVxfws01c3drO1TBfGOZvaNq1wLp8+ZV0i0qveH7fUEfxv9G8qGuecRSsUqWQN8A6kZme3aFxk1YrP2ZanJh3ecQsOYYQzvN56GMUP58I5TsNpJ0rc5SP82XE79U+9Nq7OIpQktwBARWRWzbG6u87NE5DMRWRzjORkFxNYDzXPa4rW3SWeV/nBVbTK7ioDhcdYLOBfgXRH5i9M2GKjUTQlp2hRYRE5tupClpaWdFDu5PP1cvmvh9JXP12M1LMeKfNczgnUxUSvCi8VPMfOr85n+5bn8t+ARGs2OvcmMCA7GnDWDcKBF/v7MzJStkuWfexORFucTDWYQnTWLR9Y9x8wv72HZT09R2ljR5n6+uvsCdrl4CTkbUyfXs8vFS/jq7gu6TFZP8FAIHNmiVZABN+HxZHXZcVKCzYvTL1PVSTFLswEoEXlJRL5wWQ4H7ga2AXYFCoGbuuN02h2JEZGXADdT5PLYL6qqInFfcMapar6IbA38T0Q+x7WSeHycizcfYNKkSSk1lr7ux/8SrTgN99w7YSLV15MxeGGyxepSVJV7friOnEef54w7PiKnqJ6KEYt44fwD+P1FT+IRT/s7acHIk86BwGB02jRk/XoYOxaZNavXxrdXRap5eN1TfLDhU3yGlwOG7cMRow7FZ9iKPnDsFDAyMKddhrE+Hx0zmrprL+fMbb9lj0WPcOq9bzGkpJbyYf0pmj2TEVPOcT3O6JmLXFMnj565CM64tcPyq1po+E2syDeIZyyegTPQ/pdhhZ5BjGyMwCFIB/6OfYGuCtlU1YMSOp7IAqBp0C8fiM2WN9ppo432uLSr9NsSUkSKRWSkqhaKyEjANXerquY7//8oIq8CvwD+A2SLiNex9hMSOBUxMvZH/Huh4TfcVwi/RrR2Md6s1M2d81Pddwx67AWOnPHORoU0qLCOQ656lvzs2Yw95cqO7XjyZKSXKvlYGs0w0z6byw4r32fOPe8xuKSW8uH9efr8wznikphsmpMn43HOR4C7v17Ibg99zGnXv7Jx0HpocQ3hMy+CjMGuD7iBLoXh22pPBLVqiJQfhZrrQBtBMqB6IP4hj+HdguLx45IEM7NJlzpfjwC+cD6vAP4tIjcDucBE4H3sW2iiiGyFrTuPAtr9Y3XWvbMCON75fDzQaj62iOSISIbzeQiwD/CV2rkIXgGObGv7voCI4Mu+DogXnGRi1t7aZurl3s7a+h849PaPXC3QIdfe1kNSJY83y95j56c/5OS5rzG0uBZDYWhRDb+/+mGKF8c//48rvuaY+e+0ilLyhyLotGmu29SMdK+lUDOy47UUojU3oNHVTsqFqP2/VUykMqEowD5PkgZyrxeRz0XkM+AA4HwAVf0SeAT4CngOOFNVTcdYPgt4HvgaeMRZt006q/TnAgeLyPfAQc53RGSSiDT5K3YAVonIp9hKfq6qfuX0XQpcICKrsX38izopT69FPCPw9L8w/goaAas8eQJ1Mdm+QeTEsTSDBd13XpZafFO9jk8qVtNoxk9d3d18V/MTR979divlnRGKMuDq+CmNAx4/Q0rco3pYv961OTTjila5fMIBD40zrtg8oQEr/CmRykuw6h+mtfvRRMNvodoYd3tVi1DoDWpqlxBqfNs1r1TKo4BqYktnDqN6rKruoqo/U9U/x1j9qOosVd1GVbdT1Wdj2p9R1W2dvoQGuzql9FW1XFUPVNWJqnqQqm5w2lep6snO57edE/m58/+imO1/VNU9VXWCqv5d27q7+gDerFOcJGwuiICRnVR5upJdBu5O5Qj3Ab7uyib5U20Rd1zzf+Rsuws/GzyRylFD+PyuzpUE7Ci5weFxlXegjYpVh474NeXD3C33eFFKw6ZcQu1dN1A7KhsVqB2VTd1dNzJ0ysWbJXO07kEi5UdjNTyOXe9h8zCtCirv3gnvhN+SNWAK3m32p+qenbGsjoWg9mbESmxJBdIzcpOMb8A0WpdVDGJknoDjBUtJvIYPY/bcVsU7rGCwW7JJmpbJk9efyanXPcXw4moMheHF1Uy84FpKFt/V5cdrjwOG7U35cHfl3VbFqiPHHMLbF/ydUEbroidtRSkNOvF8svIqEEvJyqsg58TzNktetWowq2dhJwKMp60MxL9H3PuyfuHfGXjRt3idSm/e/CgDLvyauoVHbZYsvZ1eEKffpaSVfpIxMvbDm30jGCMAD0gWRtbJiGcc4fKjCZcfh9nwX1RTxGyIYeAJZzrFO0ZvLN5hLOh48Y62+KhiNUfPfynOjN1ruvx47THA1x+dNdMlxLTtilU+w8vhlyyi/u5bCY0e2SVFTxJBIx+DtBHHIZlg5OAbONd9e1WC01/FaFXpTQlOf7ErRe15EnXtpIhrawtJntG78AR/jxE4DLQeJYNoxSlY4YXYVhdEwx9iBF7Bl9M9xbO7lcmTMZIQbVMTrWdoibsboX9hz8zjGDrlHMgYjDVtKrI+D9mMENNBJ54BJ3Z9qUvVKJHwJyAefL6fbQy5tMxy0DhjCZ4JeLNOwwj+vs1qb54C98lgnngV4FKYVLHiEyFt6fcQIoIY/SDyLhr5gCaFb9OAFXoGK/J1T4nX69kle2tK48zYDW3mDNcupYsqVnUFjaE3qL5zHJ5tfoUvsBvWmCDRZTOxzCrMqnj1ef34Bs7Ek/m3NhW+iGCNcq8IZo2KU5g9lUle7p1uJ630O4mqSX3oHWob/odlbbKcopGvqK+5jYbauzGj7lEYAGbjW6BuuVNMzNDL3SBx32BoxkC+vPTUVr7wxoAP35zre0iq3oNplhJa+Df6X1KAx/G5e/IjGP+6CnPR34k7cGsMxcjYM7GDzJ6D1arSm8Bsd5dQKpP26acBIBT+jOI7x+ObsB/9+h2IOTaH+sVnU1c1k4Z7DyBjhwsIDDgDxm9NePFZrvsQYxDgNlAWwaq9lXD5sai1oVvPI1X57fk3kHfrbCpGDkYF6kcNxzN/Id5jtqA873EINTxJv7kbMFrUZDcaFK55hR1+tZ6iktaKX4zEY/09x54D8xdijbGvvzVmMMxfhOdY93s9ZVHA1MSWFEBSMa520qRJumrVqh6VQTVM0Z1bMfySgmY/LCsohP6eRfDRWiRmkEuDgt57N8axpzXfj1lCuOQ3QLwcNV7EtyP+IU929Sn0WcpC1XxeuY5sfz9+njMOQ7Y826amai5ZOVNdrU8FvAKnHNefW+cMadZnZF2Ar3/fUtoi8qGqTuro9v0Hjtbd93ZPidGS1567tFPHSgZb3q+hi6gLvc6QuSWullTwwZpmCh+wv1/eevKMeIbhG3QvyADcx9WjaOR7rMi3XSd8C1RNyqtv5ceCXfg+bxzrS44gFG4jn3ovRVW589vnueOa49nh57/m50O2pmzkYDYsSb2iK53FH/g1Zq57nMY6sIv5LK9tYe1n4s06OSnypRx9KHonrfQ7iGVV440XpRAnw63kuc9MNTL2xT/8A8S7XZwNvWAWdUDKxCipnEZk2SzG7PkVE8auY8RuK6icfzDhyOpuO2Z38EbpN5QvuZdLb3maESVVTrWtSjL/dRb64IM9LV5S8fv3IXTFHq187o0euNKZzGun964CvCAD8Q35LyIt55CkgbRPPw2QGdibaG6cjIPxEhGOiZ/qWsSHEfgdrv59bUR87RbE6RCmuQF9YDHDLi3Fl28hCr58i2GXlFC94M+EGt9Pman1j6x9m1OWvEywVex+hOjULSuHjIjQ77TXidw+BXOUBxWIjPRwKnC/Y5TYxXwaKAtdjX/4exi+cT0qc68l0cid1PiZpJV+R/F6RtBwzf+5RC94iJywF9qiXYMZSDtRDZ5+x4LR0s0TxMicjHiGbtqXVYkZehUr/EmnFXIkuobB11W6uKlg8Jlf49lmH6rnH5ISir8mEmJ4qXvsvjevTyZwbRMRL/IXk+gHYwnnb8VZB2fycAuDxLRg9o1v04cqlXY5AoipCS2pQFrpd4IBJ/+byF1XEh2d5UQvDEEWLMa/8B303puwxgxCBXTsaGTBonZjtsXIxj/kaYzMo8DIRbw74B04He+ATWMB0dp7CBf/imjlOUQ2HEu49AA0uq7D5+D1jo3rphLAlx+l//kvEV7qnvGxN3HgiJ0pGTrQvbONVAhtETIj3PzVc+z/whz2fm4mUz96lJJQauSWsaw6NPzmxu9Pv1DvUswnwlNP9cnktl2KqCa0pALp6J0Uwmp8k0jFaaCxZrmBeMbjG/oidgXKzSc6ZgDePPd6tE2Yo7PwrG97nZ6mPtrIwukncer1jxBo3JQx0gwG8CxYuNkTpVSVk99ZzMgnnuGMZS8zoqyKoiEDWTrlUM6buYxMb+/MlaRWNdGqq7FCz+BeuMfGCByGL+fO5AnWQ3Q2emdA/9G6x6QzE1r3f69OS0fvpOk6zLplGxV+YXHUibUOo1YRGv2mw/v1zL0DDfraXMfIjzNlvxeR6c3g1KuX8Nn1l7NhxGBUhMiY0R1S+ABfVuUz6slnuPz2leSW2gPDuaVVnH/L43x6x3XdcAZdQ2TDCe0qfIxcvAPTk9gSo2/l3kkr/RRCrYqNn+fMq2Ttuihz5lUCBlgdt8Jl8nHIgiXo2DFxx6J0dLzyx72LgMfHnudczaDCMsSy8K1b3+FUCN9VF/OvZS8TbGyuPIONEXa4/vauELfLsSJfoNFvia/wA2Dk4h+6wk4DkiYh0tE7aXoEI3AoEKCwOMp9y2s3xVoXN4DXPfd6wkyejKxdR3jJ5a0GpzXoQ+Z0S43mXs2YzEEML3Uv5TywqHcVvFGzgEjlVCLlJ9jlDt3wjMObPQf/sJedmeBpEiZt6duIyCAReVFEvnf+z3FZ5wAR+SRmCYnIX5y+pSLyU0zfrp2Rp6/jyfwn4hnNnHk1WM4NZsdal2KV7k+04txOp2TOOGEmzL8Xa8wQZxA6F1mwJCXq1HY1kwaPp2xYq1saAKubCsN0BDWLCZf+EavhP6AbcM+PH8CT+Q88wcNTum5Dj6Dp6J1YLgNeVtWJwMvO92ao6iuququq7gr8FqgHXohZ5eKmflX9pJPy9GnE6EdZ5G7ue6RuYxSGHWtdTXFJGGl8Bqt4dyzL3TpNFOOYUzDWlSKWImvzezRTZE8iImRedyPhQPNwRisYxNMNhWE6SrT23k21bV0xQIJ4MvtWcZOkko7T38jhwDLn8zLgL+2sfyTwrKprWsk0CTBz1k1YVnP3i2kps26uQBCgFsqP7hnh+iBZx0/Bv3AxOnZstxeG2RxUFSu8ikj19VgNT9OWD9/IOBj/kKeQFC7H2dP0pZDNzir94THFe4uA9kb7jgIeatE2S0Q+E5F50sZ7p4icKiKrRGRVaWnPFMnoTiyrgvq6h6mvXYYZzYu73ooVKwi3CLYOh2HF83Z0jSBgfo9VeSka+a5bZd4SUFVnvGNtr8iR3yRTtPJiIhuOx6q7FzTe+EIG/mEv4Rt0N+LtPe6olGRL8umLyEsi8oXLcnjsemoH/Mc9axEZCewCPB/TPBXYHtgDGATEq+yAqs5X1UmqOmno0KHxVktJGhqep/qubcnY7liCA05Ax48ntOh413Xz8vJQVSIlvyFaOAGzcCJm4UTWfbx18xVDT6Hlf8OqX5GEM+h7vFq4mtkXn0jBsBwsQ6gdNbLX5O/RxtexGp9zwnfj/ez8iH9PxJPbJce01KLRDKXEzOwuR7GHSRJZOomInC0i34jIlyJyfUz7VBFZLSLfisghMe2HOm2rRSShXCPtKn1VPUhVd3ZZngKKHWXepNRL2tjV/wFPqOrG91BVLVSbRmAJkGD1hr6DZVXRuOgYBlxStrHYhTffxH/2/USXxU/bYAyYCYDGfc5aQCNUX4RVcQ5q1XW98H2Ud4rX8N+5V3DebQ8yqsyOz88qKCJ68knQCxS/2bAyTuEdAD/gx8jYF19O58NKLbX4+M4zqRo1AL8vSNWoAaxbcG2n95tKCIm5djrr3hGRA7Bd5j9X1Z2AG532HbG9JDsBhwJ3iYhH7NqXdwKHATsC/3TWbZPOundWAE0m6fFAW/O5/0kL107MA0OwxwO+6KQ8KUdj6GWy5rrlvlGMK9tQ+hn7IFnTsG9J95utsDjKxL1+omj902jpb7Aa3+tCyfsuN3/+Guf9+zkyw8395L5QIzqtF6SjEC92koyW9MMz4HL8w9/GN2jBZhVEicfHd57BThfdS05hHaKQXVjLiHNmULio71XHahPLSmzpHP8C5jpGMKraZEQfDjysqo2q+hOwGttA3hNYrao/qmoYeNhZt006q/TnAgeLyPfAQc53RGSSiCxsWklExgNjgNdabP+giHwOfA4MAWZ2Up6UQzUSt5C05LUdhWNknYgMehjxbIebEpg5r5w166LMvHkDaBVUHItVceGW+Yq+GfxUU87I8jjXfn380pfJwpP5V3BLgSyKJ/i3LovBj1hhtp79AP5Q81zh/pBJv6u2IKWfPPfOtsC+IvKeiLwmIns47aOA2Bsvz2mL194m7lUWEkRVy4EDXdpXASfHfF/jJoyq/rYzx+9NqEapr3uIhvoHQaMEMo+kX9YJ7eYnzwj8FjPXgzffJQn/mPYLfBv+3WDo02jD02jV5TQVWC8sjrJ0eQ2WwtLl1VxxwSBGDPNC49No/V5Iv7935DS7hfrIer4tn0l5wzsY4mdk1uFsO+hCPIZ74e3uZpsBQygcPJBRZS6Kv4OJ2xJB1UTDH6Jag/h2Q8MfgbkW8W2P+PdCnApghn9PjMzjseqWOFt6QBRf9p1IF16zmmgVOUXubsH+hZ0LC041NsN1M0REYhODzVfVjVV8ROQlwO2HfTm2Ph4E7IU9zvmIiGztsm6n6JTST7OJyg2nIQ+tJHtuOZ4CCzP3VWovv5es01dhu97c8XiGEpp+EsZZC+z6pQ4a9MLsGxMXIPAHiHwJ9UsAi5nzyrGsTRO4Zt68gTvmDgMUaq7Eqr0RfHvBwLkYnmAHz7rzRMxK3i/4PwY/sY59bighUBglNPIz1kx9jm3OeqtHZLpgl/255ehDufaex5u5eCKBDHyzZ3fLMa3IN0Q2nGDH22sUaEQAQwwUD3gm4hn8EGL0B8A34BI08/+wGl8DCWIEDkGMOBlGO8gAbw6VI/qRU9ha8deOzKZ/lx6tl5O40i9rK+Gaqh4Ur09E/gU87gTFvC8iFrYHJB/bU9LEaKeNNtrjkk7D0AVEwp8hD61kwCWleJ1CJN58k34Xfkpk6eXtbh+Yci96z41YY7KdWbAjkAVLN2sWrIhgDLgUBj9GYbGXpctrmk3gWrq8emNpvMLiMBN/+RFFeSuh9OdY9c926Ly7gvyaxxnyRAE7TiskWGAPZAcLIoy/5B3ql/VMUrNfDhvHny6bxW3nHkP+kGwsgdrcEXgXtp8euyOomkQ2HA9WiTPJyk6joDgho5hgfotV09wIEO94PP2Ox5P5f12u8AG8hpeCK08lHGhutIQDHsIzr+ry4/VekpZw7UngAAAR2RZ7VL4Me+z0KBHJEJGtgInA+8AHwEQR2UrsgghHOeu2SVrpdwHh8Ptkzd3gOhjrvfqehPbhOe4CjHUVzizYwg4rF8O3MzPv3r3VmFKTtQ8tfP0A1edidSJhW2eoDn/JNjcU4GlRU9jToPiv7Ll8P/uN3IbLrl/MqNIKDEvJyi/stlQUVuO7YNXEZE7dNMZjbRykV7ThyW45flvsePpNrLvlUqpG9kcFqnMHUnXndQw+8fyky9JjKGBqYkvnWAxsLSJfYA/KHu9EN34JPAJ8BTwHnKmqpqpGgbOww+C/Bh5x1m2TtNLvAgxjKJ4C98K47Q3Gdgcrn36FcLj5Ddg0gaulr3+jgqldgKqi2pjUgd7+/u0JFLoPZHvySrHv69Qhalawrux8Plu/LZ+tn8jasrOImGVx17ciP2JVXQyEWmROdd17d4jcJiLChNNmMbCgGrGUAfmVDJ1yYdLl6GmSEbKpqmFVPcYJid9NVf8X0zdLVbdR1e1U9dmY9mdUdVunb1Yix0kr/S4gEPwdVm6c4ZEeSMzVNIFLVTFDb2KWHY1ZuCfrPt7a1dcPYIbfJVyyF+GinQgX7060dmlSlP+o/kcSynUv1acGfHXrGF5duzerN9yBpfFSDfQOVE1WFx+B/vsBtv/Vj+wybjUjd72H4rt/haXNZ1GrWUq0/J9Y5YeCVdw6c6rzMJbYqKyM/ZJ5Omli2ZJm5KZpH5EgOns2Gmx+OTUz0G5d3O7GyNgHY/CDyLDnKSzG1defX9yIFfkMrFLAAq3ErL0Bs/6+bpfP78lBZl2HGWw92G2YsOMFRew//h1G/ewC8u75S7fL0xlqQq+Q+di3jLmsHH++iSj4801yL/mBhiVTAdDId5i1CzDL/wKRjwALEWHOvMoWmVMrgdhAXB+eATOSfEZpACdkUxNbUoC00u8ivMddDAvuQ8fmoiLo2LHI/I5VbOoOxMhm5l27brTymzAtZea8KqBF8VRtwKy5PSnWfuD48yiZdziWS5CTqK34gvkRRl34LOH7e295v4bwt4y4vrRZFBbYYzsZVy/GrLoWs/yvaO1NYBUDtkuwsDjKfY/UtsicWktJiWmXwDTGIUPfRzxDknxGaWySNpCbFNJKvwuRyZORtfmIZSFr1/Yahd/Eyv++7VIYG55+vtZ9Vq9WEJu9Ua16uzKT2Va2jY4RPeowpJ3JLZ4GxXN577V2A76t8cUZ2/HkV6INDwAhWvrmZ82rcHkYC3Pu/hWeYR/jHfYyHs8WFSDZ+0gr/TQ9iWkWUVN9AxXlJ1Nbcw+WVZnQdnl5eZjhb6gv2J76gvEbl9UfjXHSdrW4aY1h2JFgEKm9m8jdE2Hr3cA3HB2ThT6wuMvOaXjWETTmtl2nF8DI6/oHTlcxIHgQkTjjE+R6iZePcOXzdS4PY4sVT7+5MS4/TQ+igGkltqQAaaWfYkTCn1N7964Ed5xK9tBFBHY4i5q7d8GMtjsnA4Bow5O0WTB7IwE8/e2kp2bDM+h9M/FdXIiRF7FdLnl1cOppXZaAzO8ZjDXzGsxg27ekjO1kWchuRMSHMecWzECLsZ2gYE2Lnxph7cfjiRRuS6ToZ0TrHsSy6lFV8vLip9hOk0wU1EpsSQHSSr8XU9f4IT+UHMmXeTvwXdFBVNU/Q8Oio+l/STFeZ6DQm2/S/+J8QovdUzG3Jox7khA/GCOADMSzFd7sG/Fm/gWASO09eGcXIy181dIQRadN7cQZNifzhGkYC+7DGjvKfvNokU5IM4MwK6GotKSgGsYKvYhV/wAasXMFeiYfw9I9AqzFmVw12ot141D0r/EsdgFjNJJ5Ap6hr+DJPBqRnpshnSYOfci9k07D0Eupa/yQn0qPYsDjZYy5vgZfwTdEcl/DU2+6TgILTH8NTm1/v57AoZj1Dzm52GMRMoY8iXhc6uBYZUgcXzXrm1ujVvgzzLoFqLke8e+Ft99JiCfx+gcyefKmSVAPPmhntVy/Hhk7Fpk1q8fHSazw12hkFRBEa28AQk7aBAPJ2Jui6smc9UEDISAYEL777yg751Er/ICBMfAmjOAhLv09z9dVr/BO2YPURssYlrEN+w0/mdzgDj0tVvJpit7pI6SVfi+lqGo2Ax4vY/RlVRujQfz50bjZ8404mTpbreebhCdwOGboKdAQ9sueD2//C90VPmBk7I3mfoDkuxwjJgGZ2fAc0coLsNMIKBr5mnDdcozMI8EqQXy74cn8G2JkJSQrsQ+AHkKtOqzGV+zZsOHXaSuVoja+xYwZ3zSbBzHr5gpunxv70MsA3ySMwH5I4A+Ip/2kej3BRxueonjRtfxt3tcMKApRPSLA2+e/gpz1ECOD2/W0eMknRaz4RJBUTLM7adIkXbVqVfsrpjBf5u3IxL2+w++WfdMFa0w2xrqKhNZVVazIKszQc4Afb/BwDN/28fcdzSM6f298F+U1c/FoMANZYOejUTUJl+wFllvpPgNbWQbBGIB/yIrNsv57CqvhRayq84nvEmtOYXGUbfdaTyi0ad1gQPjuvbGOtZ+F9D8bI3OKHYrZS7HU5IWb9uLAKz/CF3MukYDBR3MOJPvYA6iPrGNQ4JfkDvgbvl4+2CwiH7aVBK09BvqH697D/pHQus/l396pYyWDtE8/CYQi31JSfQel1fcSTnDA1efNjRv+1/IxrUEPMueWhOURETz+PfAPuBL/gEvbVPgAhnc03tPexbztcKzRgZikcDEJyMyCNqo5NSmOBrDKida0zh5qWSZ5P/2HrbfKYf03J2PWLkbbSF/QHqqKhj/ErLkJs/Ye1Nx03dXagBn6H1b407jzENQsxao6DzvEMrEBOvfQS2XWLWDk3Idn+Md4+p3UqxU+QH20kr3nfdlM4QP4Qha/uPYlxv7sanbNvYdhO5/K6jv2JGzGq9HbR1AF00xsSQHSSr+bKaycS+k9+5G943kMyT4dxo+ndvHZ7W43fMCFROKldhg0CB070pkElossWIZMTnQgt2MYnly8Jz+Bsb7BPSmc0R80kZs+ihV6aeM3teqJVk3FLNmBmddMYe3aSmbNfYRozUwiJftg1i5w3Ytl1RKtuob1n+/JNuMD5H17Chr5DtUwZv3jmKX7Ym44Gq27G629EbN0f6KlfyFadTXh4n2IVp5HZMNkwqUHoi4PYg09s7mXiJXP17vmPFr5QhQjY+9er+ybCHj607+w5ZiPja9SCRbYEVzB/AjbXvYtpQtPT7KEPUAfGsjtlNIXkb87BXwtEYn7ShOveK+TEvQ9p325NAWF9xHqw58SvX8eoy4tjZmWHyXzrDsx77+3zW0HZh5GePppWMHmikIzM5HbbkPWFjiTwPJ7fHAT7Bm/RsavsQco21t5U2EZs+JUaHiCouIwyx6paZZ7Rolg1dyCRj5vtrkVLcEq+SU0PMCsm75lzbpGZs15BLP8j5ilB6PVV4JVRNOM100H+wJteBBoBK2130zMdUQqTmoto9axWQnOJJO1nx+CZdZuzHvUtKRa6KXX8NM4yj3EtOVjy9OgDJ6xsvuF6mnSSn8jXwB/BV6Pt0I7xXuvA+ap6gSgAnD59aUuVfVPMfy6ctdp+Vx+RbvbZ025A1lwHzp2NCoC48Yh8+f3CiXvhjf7ZsS/G5AB0h/79mqpJgJ4Mo8C7Dw0RD4Bos1cI7G5Z6ARq/6xZnuwqi4EGiksjrLMyRi6bHkNRSVhsPJpykfvimrzJGZYqLkeK/J9s9UkYz+g/cli+A5FgsdhDLwOz+AnEKNf+9ukAP65t2AGmz/A46m0jII2rnefIMG8OykS4dMppa+qX6vqt+2s5lq81ymG/lug6Re9DLs4eh9C4vrljbzE/KAy+Rhk7XrEsmDNml6r8AHEGIB/8L/xD30e36AF+Ia+iHgngPQDyQQCGBl748k6DQA1fwTxblTeLXPP2JkmtfVYQcQexG/5oJh1c/sD2SLiUk3YA9q8noD4dkaCf3HkbrUXMCZg5CzHO/gOPAOvwggchkgCD4kUwZh8LJ4Fi9GxYzfmkormZLiua47u4zmBFFSthJZUIBk+/XjFewcDlbopYXqbRX1F5FQRWSUiq0pLS7tN2K4kO/Pw+H75Me3WL05ZxDvWruPq3QrfkOfwDVqMd8BMfEOewDdo4cbUDuKdABqNOwA6Z14lSCYSOKzFETyuDwrb2u9IznlFfDu1ajUGzMDIvhMJHI4E/oIMvAVjyNt4R3yPd9hzGBm7d+BYKcTkycjatZtySd16S6tsqFbQi2fOvB4SMIlsSWkYROQlEfnCZTk8GQI2oarzVXWSqk4aOrT3h/sBBP0/o/7qI1v75YP+Hk+5nCxEBMO/B57Mv2D4msd3i3cC+Pd0BkCbbxcOw8rnGzAy9kEyftN8u8Af4kfKtGPtK4K10W1jAAE8A6Yj0tqKFRGMjH3xZN+EJ/tGPME/YniHJXLafRLfsadjLFiG5QQRWGNHYSxYikw+pqdF615UwbISW1KAdidntVXIN0HiFfUtB7JFxOtY+wkV9U01sk95iHDGHniumIWRtwHGjEJmX9er3TTJxJNzN+u+nYA2PGrPEjZGop7hiGc0RuAPSMb+iDS3TYyB01n5wq2uD4oVL1jcPjcDxOfMlHVcRHhBAhhZFyAawWp8BfEMx9PvWAzfLsk63ZQndsZ0asQidREpMkibCMmYkbuxeC+2Uj8KOFpVVUReAY7EqQcJPJUEeZKO/7gL4LgLelqMXolIBp4B02DAtM3aJr8ghBV6HSv0H7BCkHEwnuChiJGFWhVoeBVIf8S/BxAGq9LJGuq4J7JO6I7TSdNH0RSx4hOhU0pfRI4AbgeGAv8VkU9U9RARyQUWqurvVTUqIk3Fez3A4pjivZcCD4vITOBjYFFn5EmzZWEE9sMItC4hKEYOEjg4piUInnQSszQdJXXCMROhU0pfVZ8AnnBpLwB+H/P9GaDVbBdV/RE7uidNmjRpeifphGtp0qRJs+WggKZIioVESCv9NGnSpGkL1ZQpkJIIaaWfJk2aNO2gafdOmjRp0mxB9CFLPyXz6YtIKbC2p+VwGAJ0PAdw76AvnAP0jfPoC+cAves8xqlqh2d0ishz2OeTCGWqemhHj5UMUlLp9yZEZFVvL5rQHn3hHKBvnEdfOAfoO+fRF0nn00+TJk2aLYi00k+TJk2aLYi00u8883tagC6gL5wD9I3z6AvnAH3nPPocaZ9+mjRp0mxBpC39NGnSpNmCSCv9NGnSpNmCSCv9zaSzxeB7AyIySEReFJHvnf9z4qxnisgnzrIi2XK60d51FZEMEVnu9L8nIuN7QMx2SeA8ThCR0pjrf3JPyNkWIrJYREpE5Is4/SIitznn+JmI7JZsGdO0Jq30N5/OFoPvDVwGvKyqE4GXne9uNKjqrs7y5+SJ506C1/UkoEJVJwDzgOuSK2X7bMb9sTzm+i9MqpCJsRRoayLSYcBEZzkVuDsJMqVph7TS30w6Uwy++6VLmMOxC9FDahWkT+S6xp7bY8CBItLbijz19vsjIVT1dWBDG6scDtynNu9iV8obmRzp0sQjrfS7h3jF4HsLw1W10PlcBAyPs17AKUb/roj8JTmitUki13XjOk4ZzipgcFKkS5xE74+/OW6Rx0RkjEt/b6e3/w62SNIJ11wQkZeAES5dl6tqSpR0bOscYr84ZSvjxe2OU9V8Edka+J+IfK6qP3S1rGlcWQk8pKqNInIa9tvLb3tYpjR9gLTSd6Ebi8EnjbbOQUSKRWSkqhY6r9slcfaR7/z/o4i8CvwC6Emln8h1bVonT0S8wECgPDniJUy756GqsTIvBK5PglxdTY//DtK0Ju3e6R42FoMXET92MfheEf3isAK7ED3EKUgvIjkikuF8HgLsA3yVNAndSeS6xp7bkcD/tPfNQGz3PFr4vv8MfJ1E+bqKFcBxThTPXkBVjFsxTU+hqullMxbgCGzfZCNQDDzvtOcCz8Ss93vgO2zL+PKelrvFOQzGjtr5HngJGOS0T8IuaA+wN/A58Knz/0k9LXe86wpMB/7sfA4AjwKrgfeBrXta5g6exxzgS+f6vwJs39Myu5zDQ0Ah8P/t3KERwCAURMFLT+kohqZTSQQR+T1E3O4MCoOAJxiGZ87ElWQlWTN/5HuldM8eOv9es7F9wwDQxPUOQBHRBygi+gBFRB+giOgDFBF9gCKiD1DkBTxtKxvCb+1/AAAAAElFTkSuQmCC\n", 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" ] @@ -914,7 +874,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -939,9 +899,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "' Compute the sublevel sets of the k-PDTM on X ' \n", "\n", @@ -979,9 +952,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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