diff --git a/doc/conf.py b/doc/conf.py index e8371866..57e4ef26 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -74,6 +74,7 @@ nb_execution_excludepatterns = [ "udp_point2point*", "udp_pl2pl*", + "/udp_mga*" ] latex_engine = "xelatex" diff --git a/doc/notebooks/udp_mga.ipynb b/doc/notebooks/udp_mga.ipynb index 0ba368ff..5198243b 100644 --- a/doc/notebooks/udp_mga.ipynb +++ b/doc/notebooks/udp_mga.ipynb @@ -6,9 +6,14 @@ "source": [ "# Multiple Gravity Assist (MGA)\n", "\n", - "In this tutorial, we show the use of the {class}`pykep.trajopt.mga` to design an interplanetary trajectory through multiple planetary encounters, \n", - "allowing for propulsion manovures in the form of instantaneous $\\Delta V$ immediately after each fly-by.\n", - "\n" + "In this tutorial, we use the {class}`pykep.trajopt.mga` to design an interplanetary trajectory. The MGA encoding of an interplanetary trajectory\n", + "models multiple (pre-defined) planetary encounters, and enables for propulsion manovures in the form of instantaneous $\\Delta V$ immediately after each fly-by.\n", + "The encoding is useful as a preliminar mission design tool automating the search for good planetary geometries giving the possibility to design trajectories through a process\n", + "mimicking natural evolution.\n", + "\n", + "This encoding has also been used in the past to define instances of real-world optimization problems to be used in benchmarking optimization tools suitable for interplanetary mission design.\n", + "\n", + "We start, as often, with some fundamental imports:" ] }, { @@ -22,6 +27,13 @@ "import matplotlib.pyplot as plt" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will study the possibility of establishing an Earth return trajectory visiting venus in two different epochs and mars in between:" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -30,21 +42,29 @@ "source": [ "earth = pk.planet(pk.udpla.jpl_lp(\"earth\"))\n", "venus = pk.planet(pk.udpla.jpl_lp(\"venus\"))\n", + "mars = pk.planet(pk.udpla.jpl_lp(\"mars\"))\n", "udp = pk.trajopt.mga(\n", " seq=[\n", " earth,\n", " venus,\n", - " earth,\n", + " mars,\n", " venus,\n", " earth\n", " ],\n", " tof_encoding = \"direct\",\n", " t0=[0, 1000],\n", " tof=[[30, 200], [30, 300], [30, 300], [30, 300]],\n", - " vinf=2.5,\n", + " vinf=5.,\n", ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To solve this problem we will use an adaptive version of differential evolution, even if other meta-heuristic would also be possible. We run the algorithm in mult-start, to get a sense of the fitness landscape and complexity." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -54,33 +74,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "0\n" + "0 3781.7929788494157\n", + "1 3786.4688611249862\n", + "2 3789.963363947382\n", + "3 3782.106668119648\n", + "4 3782.236074958112\n", + "5 3783.869254685849\n", + "6 3785.423596516691\n", + "7 3783.4413313941477\n", + "8 3784.6750552765257\n", + "9 3789.1340656408825\n" ] } ], "source": [ "prob = pg.problem(udp)\n", - "uda = pg.cmaes(1500, force_bounds=True, sigma0=0.5, ftol=1e-4)\n", - "# uda = pg.sade(4500)\n", + "# CMA-ES is also possible\n", + "#uda = pg.cmaes(1500, force_bounds=True, sigma0=0.5, ftol=1e-4)\n", + "# But we prefer a self adaptive version of differential evolution here\n", + "uda = pg.sade(2500, ftol=1e-4, xtol=1e-4)\n", "algo = pg.algorithm(uda)\n", "res = list()\n", - "for i in range(1):\n", - " pop = pg.population(prob, 100)\n", + "for i in range(10):\n", + " pop = pg.population(prob, 20)\n", " pop = algo.evolve(pop)\n", - " res.append(pop.champion_f)\n", - " print(i, flush=True)" + " res.append([pop.champion_f, pop.champion_x])\n", + " print(i, pop.champion_f[0], flush=True)\n", + " \n", + "best_x = sorted(res, key = lambda x: x[0][0])[0][1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting the trajectory\n", + "There are several ways one can plot the solution, depending on what we want to 'see'. Lets start with one \"at-a-glance\" plot:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -88,36 +129,68 @@ } ], "source": [ - "ax = udp.plot(pop.champion_x, figsize=(5, 5), N=500)\n", + "ax = udp.plot(best_x, figsize=(7, 7))\n", "ax.view_init(90, 0)\n", "ax.axis(\"off\");" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we need to disentangle the sequence of the varioous legs we may also subdivide them in subplots:" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "(-1.2176827620115955,\n", - " 1.423795515464508,\n", - " -1.280132096084196,\n", - " 1.1369214963254848,\n", - " -0.1352995534223377,\n", - " 0.05462886550415741)" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" - }, + "output_type": "display_data" + } + ], + "source": [ + "# The figure\n", + "fig = plt.figure(figsize=(18,18))\n", + "\n", + "# The single leg plots\n", + "for i in range(1,5):\n", + " ax = fig.add_subplot(1, 5, i, projection=\"3d\")\n", + " ax.view_init(90, 0)\n", + " ax = udp.plot(best_x, ax=ax, leg_ids=[i-1])\n", + " ax.axis(\"off\");\n", + " \n", + "# All the legs\n", + "ax = fig.add_subplot(1, 5, 5, projection=\"3d\")\n", + "ax.view_init(90, 0)\n", + "ax = udp.plot(pop.champion_x, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... or show the various xy, xy, xz views as well as a full 3D one:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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8tR93dYHJskxJSQk5OTmkpKSQnJxMZmYmVb8eer2ewYMHM2rUKDp16tTuP091Ybfb0el0omZK4HHKy8v53//+R0pKCmq1mttvv53Ro0d7elntnsLCQj766CMyMzPRarXMnj2bYcOGeXpZ7YY2K/zaw/zdxuJu4VdUVMSBAwc4cOAAGRkZ1USURqMhKSmJnj170r17d+Lj471OKFQVqydOnKC4uFi5Ly4ujlGjRjF06FCRLqqBJElK+l0g8BS5ubl8+OGHnD9/Hj8/P+677z7RUepFmEwmFi5cqPgnXnfddUyaNMnDq2oftEnh117m7zYWdwi/8vJyDh48yO+//05qamq1+zp06ECPHj2UtGlrKv6XZZnU1FR27tzJwYMHsVqtQOXvdPjw4UyaNEnUAzqw2+3o9Xoh/AQeIzs7m7fffhuDwUBERAQPPvigmMDhhUiSxIoVK1i3bh0AM2bM4Morr/Twqto+bU74taf5u42lpYSfyWTi8OHD7N+/n+TkZMXHDaBr164MHjyYfv36tRlhZDQa2bt3Lzt37uTcuXNAZRp43LhxTJgwoV13qjnNm/V6vbDOEXiEvLw83nrrLUpLS+nUqRMPPvggwcHBnl6W4CKsXr2alStXAnDzzTdz+eWXe3ZBbZw2Jfza2/zdxuLqYvu8vDy2bt3K7t27qzVGJCQkMGTIEAYNGkRYWJhLj+lNyLJMSkoKq1atIi0tDYDAwEAmTpzI6NGj22XES5ZlxT9RCD+BuyksLOStt96isLCQ+Ph4HnvsMQICAjy9LEE9yLLMjz/+yJo1awC4/fbbufTSSz28qrZLmxF+7XH+bmNxRcRPkiSSk5P57bffOH78uHJ7VFQUQ4YMYciQIURHRzd3qa0KWZY5fPgwK1euVExKo6KimDlzJomJiR5enXsRc3oFnqK0tJS33nqLvLw8oqOjeeKJJ0SkrxUhyzLLli1j/fr1qFQqZs2axciRIz29rDZJmxB+7XX+bmNpjvAzmUzs3r2brVu3KuJGpVLRp08fLrvsMnr06NHuI6x2u52dO3eyZs0aysrKUKvVXHXVVYwfP77dfCaF8BN4AqPRyNtvv01WVhbh4eE88cQTwh+uFSLLMkuXLmXz5s2oVCruuusu0e3bArR64dfe5+82hqYIP4PBwMaNG9m6dauSzvX19WXEiBFceumlREZGtsRSWzUVFRUsXbqUAwcOANC9e3dmzpzZZmocL4ZT+Ik5vQJ3YTKZePfdd0lLSyM4OJgnnnii3WUd2hKSJPH111+zbds21Go1jzzyiJiu4mJavfAzm80YjUYh+hpAY4RfRUUFmzdvZvPmzcrUi+joaC677DKGDx/eqjpyPYEsy+zevZtly5ZhsVgICAhg5syZ9O7d29NLa1GcjT1C+AncgSRJfPTRRxw5coSAgAAef/xx4uLiPL0sQTORJImFCxeyd+9eAgMDmTt3rojgupBWLfwsFgtGoxFAiL4G0BDhZzab+e2339i4caPyu42Li2PKlCn07dtXpO8aSV5eHl988QVZWVmKgezQoUM9vawWQ5IkVCpVu+5sFriPX375hR9//BGdTsfjjz9OUlKSp5ckcBEWi4U33niDzMxMEhMTeeKJJ7zO67W10mqFn5i/23i0Wm2dws1isbB9+3bWr19PeXk5UBnhmzp1KgMGDBCCrxnYbDaWLl3Knj17UKlU3HTTTYwaNcrTy2oRJElCrVaLiLCgxTlx4gTvvfcesixzxx13iIkcbZD8/Hxee+01jEYjo0ePZubMmeJa7wJapfAT83ebRm0RP1mWOXjwID/88IMymSIyMpLJkyczZMgQIfhchCRJLFu2jG3btgGVLvXjxo3z8Kpcj5jTK3AHxcXFvPrqq5SVlTFq1ChmzZrl6SUJWohjx47xwQcfIMuysHlxEa3OaMw5f9dutwuvvmaSl5fH999/z8mTJwEICwtj0qRJDB8+XKTOXYxareaGG25Ar9ezceNGVqxYgcViYeLEiZ5emktphftIQSvDbrezYMECysrKSEhI4JZbbvH0kgQtSJ8+fZg2bRo//vgj33zzDfHx8XTu3NnTy2rVtKqIn5i/2zycET+z2cy6devYuHGjIqCvuOIKJkyYICI1LYwsy/z666/88ssvAMyaNYshQ4Z4eFWuw263o9PpRC2OoMX4/vvvWb9+Pb6+vsydO1d08LYDZFnmk08+4cCBA4SGhvLcc8/h7+/v6WW1WlpNxM85f1eIvqbjNBpesWIFRUVFAPTu3ZsZM2YIWxY3oVKpmDx5MlarlfXr17NkyRI6dOjQZjoRVSqV+G4KWowDBw6wfv16AGbPni1EXztBpVIxe/ZssrOzycvLY8WKFdx+++2eXlarpVVE/MT83eZTVFTEihUrOHHiBFCZ1r3++uvp16+f+H16AEmS+N///sfJkyeJjIzk8ccfbxM7WLvdjl6vb5fj6gQti9Fo5MUXX6S0tJQrr7ySGTNmeHpJLqO8vJzc3FxKSkooLS2lrKwMg8GA2WzG19cXPz8/AgICCAoKIjAwkPj4+HbhC1qTU6dO8fbbbwPw2GOPCX+/JuL1wk/M320esiyzf/9+VqxYgdlsRqPRMH78eCZOnCjSuh7GYDDw5ptvUlRURO/evbn33ntbdTON07xZr9eLGlGBy/nmm2/YvHkzMTExPPPMM62ynMBms7F//35OnTpFZmYmBQUFSqNiY1GpVPj5+REWFkaHDh3o2rUrI0aMwM/PrwVW7j0sXryYrVu3Eh0dzbPPPtsqPweexquFn5i/2zyMRiPLly/n0KFDACQmJnL77beL9IgXkZGRwXvvvYfVamXatGlMmDDB00tqMrIsI0kSPj4+QvgJXEp6ejqvv/46sizz6KOP0rNnT08vqcGkpaWxefNmkpOTFeeEulCpVKjVajQaDVqtFo1Gg91ux2azYbfbkSSp3gaqwMBAunTpwsiRI9ukFZfRaOSll16ipKSEyZMnM336dE8vqdXhtcJPzN9tHqdPn2bp0qWUlJSgVqu54oormDhxotgdeSE7d+7km2++Qa/X88wzz7TaFI6Y0ytoCSRJ4vXXX+fs2bMMHz6cu+66y9NLqpfU1FRWrFhBWloaNpvtgvv9/PwIDQ0lNjaWzp0706dPH2JjYxv8+ufPn+f48eOkpaVx7tw5CgsLKS8vv0AUqlQq4uPjmTp1KoMHD272+/IWDhw4wMcff4xarWbu3LkkJCR4ekmtCq8UflXn7wrR1zisVitr1qzht99+Ayo9+W699VY6dux4UQNngeeQJIl3332X9PR0hg0bxsyZMz29pCYhhJ+gJdi0aRNLly7Fz8+P559/nuDgYE8vqVYsFgs///wz27dvp6ysrNp9Pj4+dOzYkUsuuYRLLrmkRcpsJEni4MGD7Ny5k9TUVAwGQ7X79Xo9gwcPZvr06YSGhrr8+O7m448/5sCBAyQmJvLXv/5VnHMagVcKPzF/t2nk5uayePFicnJyABgxYgTXXHONcpIRws97SU9P5z//+Q9QWbScmJjo2QU1AafwE3N6Ba6ipKSEF154AZPJxK233srYsWM9vaQLKCkp4fPPPyc5OblaxM3Pz4+hQ4cyceJEoqKi3L4uo9HIhg0b2LZtGyUlJdXui4+P584772zVkbLi4mJeeuklKioqxOSWRuJ1wk/M320ax44d4+uvv8ZisRAQEMCNN95Inz59qj1GCD/vZvHixezZs4fExEQeeeSRVve3cs7p9fHxEcJP4BI+++wz5TvhbVGdiooKvvzySw4ePKgIPpVKRadOnZg2bdoF519PkpWVpbg62O125fakpCTuuusujwhTV7Bu3TqWLVtGREQE8+bNE5qhgXiV8BPzdxuPJEls2LCBtWvXAtClSxduv/12goKCLnisK4WfZDZjLSrCVlyMrbwcu8GAZDYj22wgSaBWo9JoUPv5ofH3RxscjC40FF14OCph9VErJSUlvPrqq5jNZmbPnt3qanKcws/X19fTSxG0AbKzs3n55ZdRqVQ8/fTTdOrUydNLAio7c5csWcLOnTuVbly1Ws3o0aOZMWOGV3/+JUli7dq1/Pzzz1gsFuX2Hj16cNddd7W6+mKLxcI//vEPSktLxTi3RuA1wk/M3208ZrOZpUuXcuTIEQBGjx7NNddcU+euR6PRNHpHJFksmDIyqEhPx5yZifncOcw5Odhr1LA0GI0GfWQkvh074puYiH+3bvglJaEWTScA/Pzzz/z666907dqVhx56yNPLaRSSJKFWq/Hx8fH0UgRtAGe0b/Dgwdx3332eXg4AR44cYf78+YpoUgEj+/Xj6tGjsefnYykowFJYiK2kBJvBULkhtliQ7XaQJFQaDSqtFrWvLxo/P7RBQehCQtBFROATHY1vhw74xsejaWFLFkmSWLlyJevWrVOaT9RqNdOnT291YyQ3bNjAd999R3h4OPPmzRMeog3AK4Sf3W6nvLxczN9tBIWFhXz++efk5OSg0Wi47rrruOSSS+p8vFNQ1/f7lcxmDCdPYkhOxnjyJBXp6VAlNVAVtY8P2rAwtEFBaAICUPv4oNLpQKUCSUK22ZBMJkwlJRjz89EYjahr8auyAed0OvICAymKjORsXh4DBgxg1qxZXpXacQfFxcW8+OKLyLLM3LlziYmJ8fSSGozzMyb8IQXN5fz588ybNw9Zlvnb3/5Gx44dPboem83Gxx9/zKnDh4mx2+lgs5Ho50eYzYbkKE1yJfqoKAK6dCGgWzcCe/XCr1MnVC1wLrTZbCxbtowtW7Yo0csOHTrwyCOPtJoGEIvFwvPPP09JSYnX1oF6Gx4XfmL+buM5ffo0ixYtwmg0EhgYyKxZs0hKSqrz8ZIkYbPZUKlU6HQ6pVPaOV7LWlhI6e+/U3boEMaTJyvTtVXQBAXhl5SEb8eO+MTF4dOhA/qoKNT+/rX+vSwWCxs3buTIkSPk5uZitVor75Bl/GWZMEkiwm4nSpLoYLfjV+UjaAfOarUc1+k4p9USFR3NoEGDmDhxYrvZyS1YsIAjR44wduxYrr/+ek8vp8E4N25C+Amay6JFi9i2bRt9+/Zlzpw5HluHLEkcXb+evd9+S6zZTFRtRssajRKt00dFoQ8PRxsaijYgAI2/f+WG2HFtkx0bYrvJhN1oxFZairW4uDJSmJeH6dw5rI5xmtUOERBA8IABhAwaRMjgwS6PCJaUlPDuu+9y7tw5oPVF/zZu3Mi3335LaGgoL7zwgrAtqwePCj/n/F2r1SpEXwPZt28f3333HZIkkZCQwKxZs+rdmTmFl7PGT5ZlbGVlGPbupWzfPipSU6s9XhcRQUDv3gT07Il/9+7oIiIa9LfZv38/69evJzs7+wI/KY1GQ2BgIMHBwURFRREVFYVOp0MFaEtKUJ05g096OgFVds+FajUH9HpStVo0Wi2DBg1ixowZbWK02cU4duwYn3zyCf7+/sybN6/VnMQkSUKn07UbgS5oGYqKivjHP/6B3W7nySefpGvXrm49vizLGM+coWj7drI3b0ZrMlW73yc2lsCePQno2hX/zp3xjY9H7cLPvK28HGN6OsaUFMpPnqQ8ORmpyhpUOh3B/fsTcdllBA8a5NJjr1u3jhUrVijRvx49erSKRjOr1crzzz9PcXExt9xyC+PGjfP0krwajwk/MX+38Wzbto0ff/wRgMGDB3PDDTfUKwpsNhuSJKHVatGq1ZQfPkzJtm2UHzlS2YQBoFLh17UrQYMGETRgAD6xsQ3+e9hsNn744Qd27dr1R2SPyu62qKgoevTowYgRIxpsG2DKzKRo82aKtm9HNpsByFer2eXjwznH5+TSSy/luuuu8/qTUVORJImXX36ZoqIiZs6cybBhwzy9pAYh5vQKXMF3333Hhg0b6N69O48//rjbjmszGCjYsoWCLVswZWYqt1uAcz4+9L7qKrpOmIDOzSlQ2W7HcPo0JQcOULxvH2ZHVA5AGxRExOWXE3XFFegjIlxyvJKSEt555x3FFiw8PJy5c+cSGBjoktdvKTZv3sw333xDWFgYL730Upu9PrgCjwg/MX+3cciyzPr165XO3UsvvZSrr7663g+23W6vbN03GjHs2kXxli3YqqQRfBMTCR45ksBBg9A4urlqpoHrwmKx8OOPP7Jz585q9gAhISGMHDmSCRMmNCvlZzcYKNiwgYJff0WqqADgtE7HDh8fzCoVISEh3H///Y1yu29N/PLLL6xZs4YBAwa0ikkFUClYxZxeQXMoKyvjueeew2q18tBDD7nFEsWUk0PeL79Q+NtvSI6mDbtKxRmNhlSdDjp14omnnvKKEgZZlqnIyKBo+3YKt23D6hwBp9EQPnIkMdOm4Rcf75JjLVy4kN27dwOV5s9PPvmkx2stL4bVauWZZ57BYDC47bPTWnG78BPzdxuHLMusWrVKmcQxceJErrjiinrFst1ux5STQ9nmzZTv2oXsiMZpAgIIGT2akNGj8YmLu+BYzh/n36U2Ebh27VrWrFlTTfB1796dm266yeV+ULbycvJ++IGiTZtAljFrtazX6ch2RJVuvvlmRo0a5dJjegNnzpzh3XffJSAggJdeesnrN0diTq/AFaxevZqVK1fSqVMnnn766Rb93FdkZZHzww8U7dwJjsugNjaWraWlnFSpsKhUbhsRV1xczIEDBzh79iwlJSUYDAbOnj0LgE6nIzg4WOmYj4iIIC4ujk4dO9KhvJySzZspP3Gi8oVUKsJGjiTuhhvwcUFjmNMnr/KlVdx7771ebTO1dOlSNm3axJAhQ7j33ns9vRyvxa3CT8zfbRySJLFs2TL27NkDwLRp0xrkU2TKzqZg1SqMBw4oJzTfxETCJkwgaOjQeq1TqgpAp+hTq9VkZWXx6aefVhs03rNnT2699dYW7wAzpqaS9emnWHJykIHf/fzYr9GASsXUqVOZNGlSix7f3dhsNp555hmsVitPPfWU10c2xbg2QXORZZl58+Zx/vx57rzzTkaMGNEix7EUFJD93XcUbtumnB+DBw3Cd/Ro/v3111gdzW0zZszgyiuvbJE1nD17lnXr1pGakoK9qAg/m40AWUbv+HFunWTAplJhASrUagwqFaVqNdYqgtjHx4eeISEMMJvxdaSoVRoNUZMmEXv99c1uBDl+/DgffvghdrsdlUrFAw88QL9+/Zr1mi1FRkYGr776KlqtlldeecXr09Oewm3CT8zfbRxOk9DDhw+jUqm48cYb6631suTlUbBqFeV79yontIB+/YiYPBm/7t2btHuWZRm73c6iRYs4fPiwcnt8fDyzZ89Gq9VSXl5OeXm5Utzv4+ODj48Pvr6+BAQEuCxFIlksnFu8mOKtWwFI8fNjk0aDrFK1ug7YhvDhhx9y6tQpbrjhBq83JhXCT9Bc0tLSeP3119Hr9bz22msuN0KWzGbO/fgjeT//rGRAQoYNI3b6dMwhIbzwwgtYLBZUKhX3338/AwYMcOnxU1JS2Pj995hSU4mwWIiw2wmVJJpSEVuhUpGvVpOv0ZCr0ZCj0WBTqYiw2xlttxPjqI/WhYaScMcdhF5ySbOip/n5+bz00ktYrVZUKhWPPPIIPXv2bPLrtSSvvvoqGRkZ3HTTTYwfP97Ty/FK3Cb8TCYTFRUVYv5uA3AKraNHj6LRaLj99tsvusOyl5dTsHo1JVu2KA0bAQMHEjVtGr5NrMmQJInU1FT279/P3r17q6V1m4JWq8XHxwd/f38CAwOJi4ujR48e9OrVq9HCsHDjRs59/TVIEpl+fqxxiL+2lvb99ddf+fnnnxk0aBB33nmnp5dzUcScXkFzcabphg0bxt133+3S1y7+/Xcyv/wSS34+AIE9exJ/++0EdOlCaWkp8+bNw+TonL333nsZMmSIS45rt1rZ+d13ZG/eTLTRSFAtl1tZrUYbFoZfVFSlJ6qfHyqdDpVajWy3I5nN2AwGbCUlijl0TSQgV6MhTaslTaMhTJYZZTYT4rgehAwdSqe77kLXjMkcubm5/POf/8Rms6FWq3n88cfd3nHdEJxNHvHx8TzzzDPifFQLbhF+Yv5uw5Flme+++469e/ei1WqZPXt2nTsr2W6neONGCn/+WWmA8Ovdm4hrryWwS5dGHTczM5M9e/aQnp5OQUEBFY7XcwdarZbg4GA6duzI8OHD6d27d71Ro9L9+8n83/+QbTbS/fxYq9GgcpyMvLkAuTGkpKTw/vvvExQUxAsvvODVJzCn/YMQfoKmYLfbeeaZZygrK+OBBx6gf//+LnldW1kZGZ9/TtGuXQDoIyJIuOMOQoYORaVSYbFYeOaZZ5Tr05/+9KeLGuE3FNO5c+z7/HM4duwCn9KK0FCiBg4kdtCgSm/UqKhGmTPbKyowZWdjTEvDkJJC+YkTWM6fV+6XgWyNhlNaLSGSxECrFTWgCgigy1/+QsigQU1+X1lZWbz22mvY7XbUajVz585tsGODuzAajcydOxebzcbcuXO9ZtSfN9Hiws8Z6QPEKLYGsHr1ajZv3oxKpWLWrFn07du31scZT57k/DffYHG09uvj4wmdPp2gPn0a5PtmMpnYsWMHBw8eJCcnRxnbUxfh4eHEx8cTHR1Nhw4dCAsLIyAggICAAHx8fKrVAqpUKux2OxaLhbKyMnJycsjLyyM/P5+ioiJKSkooKSnB7EhH1ESlUhEWFka3bt0YO3Ys8XV0qZUdPMjZDz8Eu53DPj7s0uvx8fHhxRdf9IoOvOZisVh4+umnAfjnP//p1f6Fzjm9zs+CQNAYjh07xvvvv09gYCCvvvqqSwIEJQcOkD5/fmWETK0mZupUOlx3HZoqKeRXXnmFTEdd3MyZMxkzZkyTjyfLMuUnTpDyzTdIKSnK7SYgJyiIpAkTGHjNNdWO7yrMeXmU7N9P8Z49lCcnK7cbVSrOaLXE2WyEOS714VOmkHjrraia+DtOS0vjjTfeQJIkfH19ee2117zufPvpp5+yd+9exo4dy6233urp5XgdLSr8ZFkmNjaWRYsWMXz4cHFBqIfNmzezevVqAG688UaGDx9+wWPs5eWc/+47yhxt9prAQMKuvRb/YcPQOsxz64qWWSwWNm3axO7du6s1aDjR6XSEhYVVE2Xh4eE89NBDBAcHX3TttXUEO0/edf3dJUkiLS2N48ePk5aWRlZWVq2RRj8/P/r168fkyZOJqOFVVbxjB1kLFgCwwdeXVJ2uVVmg1Mdzzz2HwWDgr3/9K3E1urC9CTGnV9AcnNYhrrhQyzYbWd9+S57jXOobF0fi/fcTUCML8s0337B582YAJk+ezPTp05t8zPLkZDK/+QbjqVNAZeo1U6PhfIcOXP3QQ8S5MSpmPn+ewt9+I3/jRsXuxaJSUaRSEeOIzFvj4xn697+jDQho0jGcQh2gU6dOzJ071yVrdxVHjx7lgw8+IDQ0lH/+859Ce9SgxZ1Ww8PDKSgoEL/4eti7d68i+q666qpaRV/Z/v2cX7IEe1kZqFSEXHopoVdfDb6+qNXqOkXfwYMH2bBhwwUTNVQqFeHh4fTq1YsxY8bg6+vLm2++qYi+/v37N7i2zBnxqyoAnV3BdfkCqtVqunTpQpcqJ2SDwcDu3bs5dOgQWVlZWK1WKioq2LNnD3v27CEoKIhRo0YpI9xCR43CnJVF/i+/MM5qJU+j4dChQ+Tm5raqObd1ERISgsFgoKSkxKuFH9Qt8AWCi2GxWDh48CBAs9OslqIizrz3HgaHAIuaNIn4W25BXSMideDAAUX0denSpcmiz3z+PJmLFlGybx9QOXf8pE5HSkgI1991F9e5uEGkIfhERRE7YwYx115L8a5d5Pz4I2RnEyPLmKi86Ouystj28MMMnDeP0CakQvv06cOVV17JunXrOHv2LN9//z033HCDy99LU+nevTs6nY7i4mJycnK83hXB3bSo8FOpVERGRnK+Sv2B4EKOHj3K999/D8C4ceMuGDdjNxjI+/pryn//HQB9bCwxd9yBPjHxghm8TiRJYv369WzevFkpWnYSFxfH2LFjGTJkiPKcc+fO8eqrryrTNyZMmMBVV13V6PdSVeA5xZ+zGBjqjwIGBAQwfvx4pRvr1KlTlbYHqanYbDbKysr49ddfWb9+PQMHDmTGjBlEX389xpQUjKdOcbnZzEpfXz799FP+9re/NXr93kZoaCjZ2dmU1FLQLRC0BY4dO4bZbCYiIoLOnTs3+XWMZ86Q8vbbWIuKUPv5kXjffYTVsoEuLCxkgSNL4O/vz2OPPdboY8l2O7mrV3Nu+XJkqxUJSNbp2K/XM/LKK3n+xhub/D5chVqrJXzMGMJGjaJo1y6yly4FR3OLDQiyWjny3HN0mDOHbk2wzpkxYwanTp0iPT2d9evX06tXrzpLk9yNXq+na9eunDhxguPHjwvhV4MWj/hFRkaS7/iwCS4kLS2NxYsXI0kSw4YNY+rUqdXuNyYnk/v559iKi0GtJmzSJMKnTgWNRhF9er1eEVYWi4WVK1eye/fuanV7ISEhDB8+vNaJGrm5ufznP/9ROndvuukml3hoNSUKWJPu3bvTvXt3AA4dOsTatWvJzMzEbrfz+++/8/vvv9OlSxduu+kmTG++SQezmR5WKyfz8jh9+jTdunVr9vvwJCGOLrzaUvPehPPvKhA0llOO6Fzfvn2b/Bkq3ruXM//9L7LFgm98PF0ff7xOA+P3339faU7461//2ugRg6Zz50j73/8wOur4sjUatvv4YAoI4KGHHqqWwfAGVGo14aNGETp0KLk//0zODz+gtVqRAX9ZJu/99zmXmcllTYjYPf7448ydOxeTycTHH3/Mv//9b6+p9+vdu7ci/CZMmODp5XgVLS78oqOjhfCrg9LSUr788ktsNht9+vRhxowZf0TL7HYKfvqJorVrQZbRRUfT4a678E1MRJKkWiN9zkhYVeuV+Ph4brjhhjo7m/Lz83n77bcVc857773X5f5MzY0COhkwYAADBgygpKSE77//nqNHjyq2M6+8/z6T4uPpmJrKcKuVMzodP/30k1tnfbYETmNsbxd+DRHxAkFtnD59GqDJm7T8TZs4++mnIMsEDxhA5zlz0NTRCLVlyxZlBu0NN9zQ6HKQwh07OLtgAZLZjFWtZrtezymtlsSkJOY9/rjXiJ7aUOv1xE6fTtjIkZz95BOlCcQXMK1Ywerycq5qpG2UXq/niSee4JVXXsFqtfLZZ59x//33t8DqG0/v3r1Zvnw5p0+fxmaziRniVWjx30RUVBQpVTqcBJXYbDa++uorysvL6dChA7fddpsigGzFxZxbsACT4/cWPGYMUTfeiNpROO8UaVqtFo1Gw/Hjx1myZAkGg0F5/e7du3PDDTcQGRlZ5xoKCwt58803FRF59913t7gppyuigCEhIdx9991YLBZWrVrFtm3bsNvtrM3L40a1mmBJoq/FwoGzZzEYDAQ0sYDZG3B28rrTXqcpeGDkt6ANUFFRoXTVNkX45a5aRdaSJQBEXH45nf70pzq7VU0mE9999x1QGZBojLmvbLeTuXgx53/9FYA8Hx/WabUY1WoGDRrEn//850av3VP4xsTQ/ZlnyF25kuzvvwdJwhcIXbeOVRoNV99xR6NeLyEhgUsuuYTdu3dz8OBBzp496xUWKnFxcQQFBVFWVkZqaio9evTw9JK8hha32BcRv9pZtWoV6enp+Pr6MmvWLGWnaDx5krOvvYYpJQW1ry8d7ruPmJkzFdFns9mQZRmNRoPFYuE///kPCxYsUERfQkICzz77LPfff/9FRZ/JZOLNN99UavruvPNOevfu3cLv+g+cQs9p8eOMAtrtduU91icm9Ho9119/Pa+88goDBw5EUqnY6/g99rNY0MoyP/30kzveTovhjN56s/9l1dF+AkFjSE1NRZZlIiMjGz32MWflSkX0xVxzDZ3uvvuiFiWffPKJssmdM2dOg49jr6gg5e23FdF3Kjycn3Q6jGo1l19+easSfU5UajUdrr2W7nPnonGMNfMFgtas4aelSxv9enfccYfS0f/RRx+5cqlNRq1W06tXL6By7JzgD1pc+EVFRYnmjhrs37+f7du3A3DLLbcoAq140yay3n0Xe2kp+rg4Os6dS1CVgdh2ux1JktBoNBw7dowXX3xR2S0HBgZy33338dhjjxEWFnbR40uSxFtvvaV0786aNcujsxedIlCtVldLBTvfb0ME4J/+9Cf+/ve/Y+3cmRKVCl+gu9XK/v373fMmWginMbI3Cz8QET9B02hqmjdvzRqyv/kGgNgbbyT+llsuuvE4ffq0cvEfM2YMUVFRDTqOrbycU6+9RunBg6h0Ok5068ZmqxVZpWLChAncfPPNjVq3txHUuze9X3oJfYcOAAQCfitXsm3Llka9jlarZebMmUBlWcrPP//s6qU2CWcwI7mKt6HATRG/goICcWFwcO7cOaWDd8KECfTp0wfZbidvyRLOL10KkkTQJZfQ8amn0EdHK8+z2+1K9Gfx4sVKbaBKpeKKK65g3rx5DU7Tzp8/n8LCQqDSOmbgwIEufpdNo2a6t7FRwPDwcJ548kn8HGPbelmtWCwWXn311Wpp8NZEa4j4gajxEzSNpgi/gi1byPzqKwA6XH89sQ2wYlm0aBFQ6QnaUJ9Aa0kJJ195BWNqKprAQNIvuYStubkADBo0iBu9oHPXFegjI+k1bx5+SUkAhMsyeZ9+SkZGRqNeZ9iwYcrUpJ9//rneoQDuwNlok5WVpWyiBW6K+IlUbyUVFRV8+eWXWK1WunfvzsSJE7FXVJD1wQeVc3ZVKiKuu46YO++s5jslSRJ2ux2DwcDrr7/OkSNHgErrkyeeeOKCTuCLsXLlSk6ePAlUnry8sdup6hSQpkQB+998M2g0REgS4XY7eXl5vPjii5xzTDlpTTiFX30j7ASC1obVaiU9PR1ouPArPXKE9E8/BSD6qquIvf76ep+TmppKrkOwTZ8+vUHfJZvBwOl//xtTRgbakBC0t93Gr4cOAZCYmNgq07sXQxsQQM/nnkPvMJpOtNtZ+9JLja4tdv5ebDab4kvrSSIjI9HpdFitVgoKCjy9HK+hxa8mMTExVFRUUF5e3tKH8mpkWebbb7+loKCAsLAwbrvtNqSyMjLfeouKEydQ+fgQ++c/Ez5pUrXIibODNy8vj7feeouysjIABg4cyPPPP98of6Lk5GQ2bdoEQGxsLHc0sojXEzQlCqgNDCTIYZya5Nh1WiwW3njjDY4ePer299AcWkvED4SBs6BxpKenY7PZCA4OblDqtSIjg9R33wW7nbDRo4m/9dYGfeYWL14MVEb7xo4dW+/jJYuFlLfeoiI9HW1wMJ2feopPli1TXuPJJ5+s9zVaI2ofH/q88AI4LKQGVlTw+csvYzp3jpKDBzE5uqEvRkREBEmOyOHGjRs9HmVTq9VK53Zr3Pi3FC0u/MLDw9FoNO2+zu/gwYMcPXoUjUbDHXfcgc5gIOONN7BkZaEJDibhiScIrJFydYq+kydP8sEHH2CxWIBK48xZs2Y1KgpkMplYuHAhAL6+vjz88MMue2/uoLFRwOAhQwDoZLMpPoeSJDF//nxF/LYGnOkSb7YiEGUcgqaQl5cHVFpO1SfgbAYDqf/5D1JFBYE9e5J4770NEn0ZGRlkZ2cDNCgzIssy6fPnYzh5Eo2/P92eeor/LV2qnHvnzJnj1d/F5qLW6xnw2mtIWi0qYNjZsxx76ilS3niDY3/9K6dffx1bPWUzt99+OwBms9krzrUdHPWLOQ0Qru2FFhd+Go2GiIiIdp3uLS8v58cffwRg/PjxRMkymW+8ga2gAF1UFB3/7//wddRGVMVut3P06FG+/PJLZRbqfffdx+jRoxu9ho8++kjp4L3//vu92m+qPmqLAjprIJ1RwIA+fQCIlCQ0ZjNPPfWU0nX2ww8/sHXrVk++hQbjrMV0Gjl7K6LGT9BYnKm3mvO3ayJLEun/+x/mvDz0kZF0eewx1Dpdg47hjPb5+Pg0qKwl96efKNqxAzQaujz6KKdLSkhNTQXgiiuu8Dpz5pZAGxhIr2eeQeZCgVB69ChpH3xw0ecnJCQomShvaPJwrkVE/P7ALYVD7X1s2w8//IDBYKBDhw6M7tqVzHfewV5ejk/HjiT83/+hq8V2xWazkZKSwjeOzjW9Xs+TTz7ZJJ+9devWKd2/EyZMUApwWztVo4BOAaiYWwcEoHE0x0Q5on7/+Mc/FE+/77//vlV0/Dovjhez5vEGhOgTNBZnMKC+z3bu6tWU7N+PSqejyyOPoHXYj9SHxWLh7NmzQOWGu74MSdnx42Q7fP46zp5NUJ8+fOVoIgkODvaqWbQtjTYwkFq/0ZJE6eHD9aZ9nQ00BoNBqUn3FM6InxB+f9Diwk+lUrXrBo8jR45w6NAh1Go1N4wZQ84HHyAZjfh27kz8Y4+hDQq64Dl2u52srCw+//xzZFlGq9Xy5JNPNtplHipb69esWQNUfgGaMn+3NVA1DewUgQGOgvEoSeL48eP4+fkxd+5cfH19Afjyyy+92t9JluUGXxw9jRB+gsbSkM+2MS3tDzE2axb+jZjlu3btWsVjcsqUKRd9rK2sjLT//hdkmfDLLiNqwgR++eUXpTb9zkZOtGjtmB1p+DrvdzTL1EX37t0JdAj0Xx3+h57CGfHLzc31eM2ht+C2iF97FH5Go5EVK1YAMHHgQKxLliBVVODbtSvxDz+Mxs/vgufY7XZKS0v5+OOPlfTuQw89VG86pC4WLFiALMuo1WoefPDB5rydVkHVKKAzfR5ut5OTk4MkSfj7+/PXv/4VnU6HLMvMnz/fa8ehGQwGTCYTKpWqyX9/dyBq/ARNob5Ur2SxkPbRR2C3EzpsGBGXX96o19+xYwdQOcGhvtKWjC+/xFpUhE9cHB1nz0aSJCVN2bFjR7ea23sDPlWsxGq9vwFBiEGDBgFw5swZjwquqKgoNBoNZrOZoqIij63Dm3CL8Guv0ztWrlxJWVkZXUJCSNy3D8lkwq9bN+LnzEHtiDpVxWnbMn/+fMWj77777iPB0WLfWPbu3auEt6dMmaKM/2ov+Dh2emGShDYzE1NODna7neDgYB599FGl4eO9997zyp2g8zsTEhKCroE1TZ5CRPwEjcFisVBaWgrUHfE7t3w5pqwstMHBdLzrrkZ9xoqKipT62Ppq+4r37aus61OpSLr/fjS+vmzYsEGpib733nsbfNy2gm9sLMH9+0PN9LhKRXD//vg60qcXw5ldstvt7N27tyWW2SA0Gg3BwcEAiitGe8ct7UlRUVGcOHHCHYfyGk6ePMm+ffsIkmUmFBcjGQz4JCYS9+CDdYo+m83Gzz//rFzwp06dSvfu3Zt0fJvNphhFh4WFudyvT5ZlZLMZW1kZdoMBu8GAZDQimc1IJhOy1YpktSLb7eCwJAFApUKl0aDSalHp9ah9fFD7+aHx90cTGIg2OBhtcDAqF3TOqR31fMGyTPChQ6QdOoR/nz7E3n03UVFRTJ8+neXLl1NYWMjSpUsbbOzqLlpTmlcIP0FjcEb7fH19a92QVmRmkuuIuHW6+250jgt3Q1m1ahVQedEfMWJEnY+TzGYyvvwSgJirrybA0byxbt06oDJN2NApH22NpDlzSPvgA0oPH1Zus6lUhI8bhyknp17xFxoaSmhoKMXFxWzYsIFLLrmkpZdcJ35+fhQVFXn9zHN34Tbht23bNnccyiuQJInVq1fjK0lcL0lQUYE+NvaikT6bzcbZs2eVUW6JiYnNEmtLlixRdqx33313o58vSxLWwkKs589X/hQUVP5/YSG2khJsxcXIjtdvCTTBwegjI9FFR6OPicEnLg7fTp3QhoU1WGScd3hvVcV44gQ5n35KwiOPMHr0aA4fPszp06fZtWsXgwYNUppnvEHIOG0ovP3CI1K9gsZSdVNT87smyzIZCxeC3U7IkCGEDh3a6Nd31u527tz5ok0duatXYy0oQB8RoZhBnzp1SolGTm/AVJC2ijYggG5PPYUpJ4c9//wnAcXFaCWJtPffByC4f3+S5sxB69hg18bw4cNZu3YtGRkZSumSJ/BzlFUJ4VeJW4Rfe0v1Hjx4kLzsbK42m9HbbGgjIipr+uroRrPb7ahUKr7++mugsoP3/vvvb/Lxy8rKOHjwIAADBgy4qMmzLMvYCgsxZWRgzsrCnJWF5dw5LHl5yA0YuaPS6dAEBqIJCEDt54fa17fyR6+vjOpptajUanCe3GUZ2W5HttmQLBYkkwmpogK70Yi9rAxbWRnY7dhLS6koLaXCYaXgRBMUhF/Xrvj36EFA377oY2JqFWmW3FyMtTVuSBKGY8ew5uWhj4nh3nvvZd68eZhMJhYvXszf//73alYxnhSAp06dAqBr164eW0N9OIvnvUEoC1oPzqaJ4FoieUU7d1KenIxKrydh1qxGv7YkSUrdrrPOrDasxcXkrFwJQPxttynTkn766ScA/P39GeAwgm/P+HboQERUFBXFxdU6fZ3WLt2eeqrO506cOFFpsklJSWlyBqu5COFXHbcKP+dFoi1js9n4dc0axplMRNtsqP38iH/wQbShoXU+XpZldu/erZwM77jjjmb57C1ZskRp6Kg5RNxWXk5FSgqmM2eoSEvDlJ6OZDTW+joqrRZdRAS6qCh0kZHowsPRhYejDQurHGMUFITKx8elf1NZkrCXl2MrKsKSn48lNxdLTk6lKM3Oxl5WRvmBA5QfOACALjqa4KFDCRk1Cr2j4Fi22ylcv/6ix7GcP48+JgatVsutt97KwoULKSsrY8eOHYxyzPqt2iji/H93UVFRQVZWFtD4AfbuRkT8BI3FOZGmphmyZLMpXbwdpk3DpwllDsePH1c+kyNHjqzzcbmrViFbLPh37UpolTRkWloaAIMHD270sdsipnPnMJ06daG9SxVrl7rSvoGBgej1eiwWC3v27BHCz0twW6q3vQi/3bt30yUnhy42G2g0xN5/P/o6Im5VJ044LVdiYmLo4zAfbgqFhYUkJycDcMkll6C1Wik9fBjjyZMYT57EUpv/kkaDT1wcPgkJ+MTG4hMXh75DB3QREZXROjeiUquVOj/fxMRq90lWK6azZ6k4dQrDiRNUnDqFNS+Pgp9/puDnn/Hv3Ru/bt0o27sXSz2eTfoq6dN+/foRFRXF+fPnWb16NaNGjarmC+hMUbgzCpiSkoIsy0RHRwvzZkGbwzmRpuYowoJNm7Dk5aENCSG6HguWuti9ezdQebGvq6HNWlLCecfmMG7GDOXze+rUKWVtV155ZZOO39ZoiLXLxer9YmJiyMjI4PTp065eWoMRwq86bhF+MTExmM1mysrKvP4i1hzKMzLIW76cQY7xPjEzZ+Lfo0etj3VOmlCr1fzyyy/KSKDmzs/9evFiou12Eu12hp44wem1ay94jD42Fr8uXfBNSsIvKQl9bGyDnfA9iVqnw79rV/y7diViyhQkk4nyw4cp3rED49GjGI8fV9K7an9/tMHBmHNyqu9U1WoCevVSooNO7rjjDt5++23MZjNr1qxh6tSpiviDP9Lx7ooCOtO83h7tEwiaQm0RP8li4ZzD/ip2+nQ0tdRDN4SUlBSgchRcXZxfvx7ZasW/SxeC+vdXbt+wYQNQKRSa4pvaFmmutUvPnj3JyMjwaLmXEH7VcYvwCwsLQ6vVkp+f3yaFn91gIOezzzAeO0Zfx23a8HAC6qgPcdq2qFQqdDqdskPt0qXLRevx6kK22zEmJ1OwcyejjxzBzyFWzBkZAPgkJODfsyf+PXrg361bnbWGrQ2VXg9qNXZHIXZVZJuN8ClTyF64sJrwC+jVi7ha7Bni4+NJSEggMzOTXbt2KXM9ncJOo9Eo84HdEQV07o5bi/ATET9BY3AKv6oRv4KtW7GVlKCPiCBi/Pgmv3ZJSQlQGcmvDclmI98h8KIdGzwnZ86cAWgXo9kaitPapfToUahqe6VSEdyvX73dvSNGjGDdunXYbDYOHjzIwBoz6d2BU/gZ6yhram+4Rfip1WplbJs3F6o3lZzPPrugkcBWXEzOp58S/9BD1W5XRoqpVOj1epKTkzGbzQBce+21DT6mLMuYz56lePt2yvbtw+7wJ/IDzEDE0KEEDRhAQJ8+aBtpheDtSFYrpbt2Ufjrr1gcDvIqHx/Cxo0jaPBg8r7/norTp8lZuLCaUaVft27E3Xsvmjq60CZPnsyCBQsoLy8nOzubuLi4avdXnQ0MLRcFdB4fvF/4tYfyDYHrqSn8ZEkiz2HfEj11Kuom2jlZLBbltXvUkW0p2bcPW0kJurAwwoYNq3afs866OeU2bZHarF104eEkzZlT73OrRl7XrVvnEeEnzlHVcYvwc04eaIvzei25uRiPHbvwDknCeOwYlrw89I5QeVXRp9PpUKvVyjibwMDABhk1200mSnftonjLFsyO+bsA6sBAjlkspGo0RA4cyOy77nLNG/Qi7AYDxVu2ULhhgxLlU/v7EzZ+POETJiiRzE5PPEHKs89iq+HSXpGaSvb8+XR89NFaX7937974+PhgNptZvXp1ncatLR0FPOw4ucbFxRFUy0g/b0ScWAWNoWaNX8nvv2POyUHj70/EuHFNfl1nYwZQ5/m0YOtWAMIvu6yaX2jVkV4X6wZujzitXX776SekpUsJApCki1q51IanPEmdwZXmNE22Jdwi/KDtWrpY63lP1vPnFeHnjBBptVo0Gg2SJJHpEG8XMxmFSuuBovXrKf7tNyRHnYJKqyVw8GBCRo5ke2YmWx2mo/fMmNHct+VVWHJzKVy/npIdO5AdtZDasDDCrriC0Msuu6AWyJqff4HoAxQrF0tu7gU1fk769u3L77//3uBC5ItFAauKwMawZ88eAIY2wb/MEwjRJ2gsNWv8nKnXyAkTmlzbB5DqsH/SarUXdAxD5UxeZ9QqfPToavcdcDgFaDQawsLCmryGtkzfMWP4bsUKhlksWIuKsBYXo6vDsaIqzrGtpbWU5bgDZw29j4+PR47vbbhN+LXVeb2aeiIyOkf3qNO2peoJ6dixY4pgGF9HTYutpIT81asp2bpV8dXTx8QQOnYsIaNGKWnLbd9+C1SG1dtCHaUsyxiPH6dwwwYMVdILPgkJhE+cSPCwYXVO97DUE1l2WrnUxuWXX87vv/+OzWajuLiY0Aac1KD2KKAzutsYEZifn8+ZM2dQqVRC+AnaLE7hp1KpsBQUUHrkCACRjZzHWxPnRrqubt6S/fvBbscvMRG/Gs0fGY6a6IBGRrHaE+Hh4ZzRahnmEFIlhw4ROXZsvc8LCQkhPz/fY7NynRE/IfwqcZvwc1q6tDVKd+4EQIYLukf9e/VCHx2t2LZoNJpqxcyHDh0CKscW+dbY5UoWCwW//ELhr78qEzL8unUjYvJkAvr1q2azkpubi8FgAP6Yj9hakUwmSnbupGjTpj8sWVQqAvr1I/zKK/Hv2bNeoaGvZ9LFxe6Pi4tTZvj+/vvvTZqeUjMK6LTsaYgAdM607NGjR6sQ8MLDT9AUnMX2JpOJgt9+A1kmsHfvejtE66PqfOvaKHFE9UJq8ehzRqPa20zzxlLh64vVaEQHFO/d2yDhFxkZSUpKilJD6W6cET+R6q3EraneI45dXVuhIiWFkk2bAMhXq4mq0vHk36sXHe6+u5pti1arrTayxlmPUrOTt/zoUXIWLcLmmGfp16ULkdddh3+PHrUKBmedoE6nU0aOtTbMOTkUb9pEyY4dSCYTAGpfX0JGjybs8svrjNDVhj4mhoA+fSg/dqxBVi41CQ4Opri4mFOnTjVrbF5jo4CyLCvCb/jw4U0+rjup2tQiEDQUZ+1qWWkphQ4xFtEAAVEfzgu8U1hWRbbblTRvSC01fM7NszdE/Gy2cjIz3yY7+2Mslmz0+jji4v5MQsLjaLWedWXwDwigsLiYGEnC6LDOqQ+nNY7JcW53NyLVWx23pnqdg7nbArIkcf6bbwBI1uk4P2gQw66+Guv58+iiotBHR9fazFEVp+2AU6xJVit5335L8ebNQKUlTPRNNxE0ePBFo1wnTpwA8Jgrut1eTk7O++TlLcBqzUGn60B09D106PAQGk3dJynZbqf84EGKNm/G6HgPUDmNI2z8+MpUdi0n8IYQd++97PrrXwl3pJSgbiuXmiQkJFBcXExObWbXTaQhUcAzZ85QUFCAj49PnVYU3oaI+AmaglP42c6fr/Ta1GqbNJO3Js755LpafEkrzp5FMpnQ+Pvj37nzBfc7rT48HWm32co5cGAc5eUHgMpggsWSSVraPPLzVzBo0GaPij+dTkeORkOMJGErLcVeUVHveTrQ0XgnVbWDcSOiuaM6bo34tSXhV7pjB+bMTCwqFXv0em4bNQp9dHStHbx6vb7WqIizzqVjx47YSkrI/OADTOnpAIRNmEDUddehrmeHkpaWpnyoJ06c6Mq32CDs9nKOH5+M0XgI50nKas0mK+ufFBX9RO/eay4Qf9aiIoq3bqVk61ZsjpmaqFQEDhhA2OWX49+rV7Mnhth1OtI0GsLtdqSEBLr9+c8NjhpGREQAf+wSXcnFooBOP8cBAwa0mp2pmNohaApO4RfiqMcN6tOnyZu8qjjPqbVd4MsdpugB3brVen5xPtfT373MzLerib4/kCgvP0Bm5tskJf3dAyurRKvVcl6jAYfIrjh7lsB6Mk01J7S4GxHxq45bhd/58+fbhO+XvaKCgh9+AGCfXo9/ZGQ1z6j6In1Q3UgyXKsl/fXXsebnowkIIPaeewjs2/eC59TGJkeq2dfXl44dOzbjXTWNnJz3q4m+P5AwGg+Rk/M+8fFzkSUJw9GjFP/2G+WHDoEjUqQJCiJ0zBhCx45F5xBcruD48eNEOk7k0VXm+DYE5+B4p+VES1E1ClhaWsrvv/8OwJAhQ5AkyetFlVO4CgSNxSn8Yhw1X66I9sHFhZ/BkZYMqCMz4jxP26tkCTxBdvbHXHg+dSKRnf2xR4WfRqOhpMo1zZSVVa/wq1rO4gnKHD63on6zErdH/NqC8Cv8+Wfs5eVU+PlxTKPh8oEDq4m7mrYttZHrMB7WyzKlCxdizc9HFxVFx0cfrbc5oSrOOsGkpKQmv5/mkJe3gIudpPJy5uNzoD/FW7diKyxU7vHv0YPQsWMr09hNNGu9GAf276e/I60Q0EgXfqfwc1daQqVSsXXrVqxWKx07dqRLly7Vuh6bagvjDrx1XQLvJjg4mAi7nQjH5irYRb55F4vambKyAPDr1KnW5zrP4S294asPiyW7Wfe3NGq1mrIq17uKKn6ydeHJiJ/dblc8hKPrGT/XXnCr8LNYLJSUlLRqjyTL+fMUb9wIwA6dDlmW6d27t3J/bbYttVFaWkqwJHFZRQXW8nK0YWF0evJJdI343VgsFqVLasiQIU18R83Dar14HZzVmkP+jz8CoA4IIGTkSEIvuwyfJoymaww5ycmMkGUklQqfBhhjV8UZjXDX7tRoNLJ9+3agcjB8XcbQ3iwABYKGYisvJ+PDD7m+Stbj7Pz5JM2Z02hD4Jo4vxs1o3ayJGFyTMPxrWOGr7dE/PT6OCyWusWUXh9X533uoKKiAptKhV2lQiPLmJzuCxfBk8KvoKAASZLQ6XQNtudq67itHS80NBSdTtfq6/wKf/4Z7HZISiJVlgkICFBSrHXZttTEbjDgs3o1NxsMxDqiStrQUNSNLDzdt2+f8u8BdcwFbml0uovMaZRBZfTDr3t3Yu++m27/+hcxN9/c4qKvsLCQMMdFRR0b2+jfq9PWwV0Ca+vWrZjNZmJjY5VNhDPSp9FoUKvVSi2g88fZHOINCCEqaAxpH35I2dGj1W4rPXqUtA8+aPZrOyN9NW1DrIWFyFYrKo0GnzoyKs7nOtOCniIu7s/UfWlWO+73HM7OXMkR2LA2wJvPk1HUvLw8oDL4JBwIKnHbb8E5r9f5R2iNWPLyKHMU4J91RJF69uyp+L7VZdtSk+z588HRxOHElJ5eeXsjOHjwIFDZhXax6GJLEhVxJ8h1XfhVxMT/mcT/+z9CRoxAXUunXUuwefNmYh0nmogmCGLn5sQdu1STycRvv/0GwBVXXFHr58YpAp33OWtInRsNTwlAbxGegtaD6dy5SkuVmmUUkkTp4cOYmtlJX6fwczSR6cLC6mwcCw8PB6DY2XDmIRISHicwcBAXXp7VBAYOIiHhcQ+s6g+czYQ4NtS2BkzjcKZaPXGdqir8BJW4TfipVKpWb+lS+MsvIEn49+3LAUd4u1evXg1q5nBiyc3FcOyY0tygUGWcWENx2o10qqNmpaWQZRnj6dOc++ILDP/JQl0QVlnmV+0tqfEPGEh8t7+5dW0AR48cIcGRrvFvwrB154nfHa3/O3bsoKKigqioqHqjtt4YBRTRPkFjMNez8Tc34vxXG87i/QrHWEsnivC7SKrP6TXn9PPzFFptIIMGbSYpaR56fQKgRq9PIClpnsetXOAPyxyn44S9Ad58TmNtT3TVOuvphfD7A7fK79Yc8bOcP69E+7SXXUbeokWo1Wq6detWr21Lzdep7/6GdqA6T1Bdu3Zt0OObi7WwkJKdOynZsQNrlb9j6K7bkC/Ppzx4C1Z7boN9/FqC4uJiNIWF+MkyslaLfxN+N4WOJpSa01RcjcViYcuWLQBMmDChUWmIqh3BnqwFFDWHgsbgU8/Ft7mTO5zmyzWNgm2O9K32IiM24x21fy1h49RYtNpAkpL+7tHu3drIzc1VNpd+AQFYHCl0WZIuasHl3EzXZqzd0jg1R0wzP1ttCbcKv9bs5VdUJdqX4kgjJCYmotPpGhTpc9KccWJVKSwsVL6AfZoQ1WookslE2f79lOzciTE5WYlUqnx8CB4yhJDRo/Hr3t1rLv6rVq0i0ZHmDerXr0kdw9mOIvC4uJYtot6wYQNlZWWEhYU1uTmn5uQPZxTQ+VlsaRHoLX93QevANzaW4P79K2fzVo1Oq9UE9+2Lb4eL1Aw3AGdHfs2In+QQcxer93WeR2VZJjU1lS6NdANoDzjHjKrVajRVrneSxYLmIhtlZ910UD2z7VsCkeq9ELdH/M7XE/HyRmxlZZTt2QNA+NSpbNm1C4AuXbrUa9tSE+c4McOJE9XrXBo4TszJUUdxtEqlUmpTXIUsSRhPnKBk1y7K9u9HdtZ0UGnDEjxqFMFDhqBu4YhYUzhy5AjXOoVfLfM468NmsymR1JZsmMnPz2ejozv82muvdUk9Yc0ooPPH2y1hBO2LpDlzSH7xRczZf9iS+HTvTtKcOc1+7S5durB169YLIn5O4ae6iPALCQlBr9djsVjYs2ePEH61cMphgh0cHIxUtWGjnhIT5znV3V21ZWVlFDmaT0TE7w/cKvxiYmKUHUNronT7dmSbDZ/ERPy6dCHXYU/SoUMHNBpNowtW4+69l+z58ytr/Rw0dJyYk3RHc4ir5krKsow5M5PSXbso3bPnj4kaVI5QCxk5kuARI9BHRrrkeC3B/v37CTCZCJMk0GgIbIJwO+yY5QktJ/xkWWbFihXY7XZ69Ojh8vFs7ooCtgVPToH70QYEEDpkCLnZ2eQFBbFJkrhxypRmW7kAyndJlmWysrKU9K3s2GTXNxEoJiaGjIwMTp482ey1tEXOnj0LVF777KdPK7fL9XieOptt3D1kwClU4+LivGIGs7cgIn71IEsSJY6uy9Bx46qZQcbGxjYpUqMJCKDjo4+SfewYSz/+mFK1mlumTEHTiA+ms2bCOQOxqVjy8ynbs4eS3buxVNmBq/39CR42jOCRI/FzRDa9nbVr19LNsQsN6NMHTRNc2p1j0wICAlqsA+3o0aOcOHECjUbD9ddf36K/25aMAooIoqCp2BxCQN2hA6U5OZw9e5Zhw4Y1+3UDAwPRaDTY7XaOHj2qCD+147ss12Mr0rNnTzIyMsjLy1NqZgWVlJeXKynbUSNHYtu/X7nvYo4Nubm5ihn+UBdNaGkoycnJQOXfVfAHosavHgyHD2MrLEQdEEDg0KGcz8/HZrOh0+mIjIxs1okhrk8fikJCMBgMrFu3rlEfTmfovCk1E7bSUsr27aN0zx4qHGOMAFRaLQH9+xMyciQBffu6zX7FFWRlZZGXm8t4R8dZyMiRjX4Nm81GiuP30b9/f5euz4nVauUHx7i/cePGEdWIKS3Noa4ooPN25wamMUJO2LkImordIfyCY2IgJ4eMjAyXvXZQUBDFxcWkpqYqt6kc5zLJcX6oi/Hjx7Nu3Trsdjv79+93u1DxZpylKSqVioG9enGkiohWXeRa4RxFqdFoiHRzxkgIv9pxu/BrbfN6izdvBiBkzBjQaJTC/+joaJdEhAYNGsS2bdtIT09v1A7TWbzsLGauD7vBQNmBA5Tu2YPxxIk/ajJUqsq6vUsuIWjIkCZFybyBb7/9lji7nSBZRu3n16Q077p165Sd6VVXXeXqJQKVDR1FRUWEhoZyxRVXtMgx6qO2juDGRgGdj28t32OBd+GM+EUkJMDBg5w9exa73e6SWteoqCiKi4vJcoxoA9A4ukntVaaF1EZYWBghISGUlJSwfv16Ifyq4BRwsbGx2KoEcNQ+Phc9DzjT5iEhIS27wBoUFxeTl5eHSqWiW7dubj22t+ORiF9rEX7WoiIqTpwAIGjMGGw2W7U0ryuYOHEi27ZtQ5IkNm3axIQJExr0PKeJ5sXG39mNRsoPHqR0377KesIqo4h8k5IIHjaMoOHDL+pt1RrIy8sjMzOTCY7dfPCIEY2e1gGVwg8qIwYtMcz7/Pnzyq552rRpHvG0qkp9tYD1RQFFxE/QVGyOjEVUQgIBAQEYDAZOnz7tkshMv379OHXqFIWFhdhsNrRaLTqH6LCVlNT7/GHDhrF+/XrOnj2rPL+9U1xcrPjhjRgxQhl/B6CtJ/hwzuF56+76Pme0r1OnTi1yPm/NuLWAITo6GpvN5nFn9IZS7tjh+HbtiiokBJVKpQg/V3UIBQYGKiJy3bp1mM6do/zIkXqNnJ3zJGumeu3l5RRv307Ge+9x6v/+j3MLF2I4fBjsdnzi44mcPp0uL79M0t/+RvjEia1e9AEsXboUP0kiyZF6CB07ttGv8euvvyr/7tWrl8vW5sRut7N48WJsNhs9evTw2Ii9uqg6HcQZBaxvOoiI+Amaiuw4f2n0eqWswjmJqLlceumllceQZfY76tC0DuFnbcC1Z/LkyUDlhJzVq1e7ZE2tne+++w6o3AyOHz+eisw/ZglfzBvRYrEodYF9+/Zt2UXWwBlp7NGjh1uP2xpw61YmODgYHx8f8vPzXW5B0hKUOWbh+g8erNi2OB3IXdkafvvtt/P+G29weXExafPmKbcH9OlD3L33XrTpQ61WYy0upvzAAcoOHKj02qvSYaWPjSV46FCChg7Fp4V96TxBdnY2aWlpDLFaUQN+XbvWOYS9LiRJYrMjpQ9wyy23uHiVsGbNGjIyMvDz8+Omm27yWsHU0CigQNAclO5aSWLQoEHs3LmTgwcPuuS74efnR3BwMKWlpezYsYPhw4crbgS2sjLsFRVK6rc2AgMDSUpKIi0tjY0bN3LNNde06yYPSZIUUd6/f3+0Wi3GM2eU+/UREXU+d8OGDUDleWVkE+qum4osy6K+7yK49dOsVquJiIhoFdM7rPn5mNPSKmvgBg5UbFucKVZXho5jY2OZCsRXScUCGE6cqHV+ryzLhNntDDSbCVq5kpSnnyb3668xHj8OkoRPQgKR115L5+efp8u8eUROm9YmRR/AF198gUaW6eNI84Y1oW5u5cqVyt/14Ycfdun6oNJSwJnivfHGGy+anvcm6osCGgwGrxWwAu/GKfxkSaJXr174+PhQVFSk2IU0F+fFPi0tDai0kHFG/UyO1OPFuP3224HKkpqqm8L2yKpVq5QM00033VTp81pV+F2kQc3pkhATE+PWlHlmZiaFhYVotVq3TbZqTbhV+KlUKqKiolpFZ2/Z3r0A+Hbvjj40VIl0OOcU6lzY8WrJzSWyvPzCP0aV+b2S2Uz54cPkLF5MyrPPcn15OcMtFrSOCKRv585EXX89XV56ic5//zuRV1/dZsWekz179pCfn093qxVfWUYXGdlo0+aioiK2bt0KVJq/JiYmunSNBoOBr7/+GlmWGTFiBAMHDnTp67uDqjOCnU0hP/zwA5deeqlyQRAIGoPKcT6VJQm9Xq9MzThw4IBLXn/cuHFA5eg2Z22anyMTYKqSpqyLhIQEOjimiKxcuVJp+mpvWCwWpQwmKSmJsLAwKtLTK5tkHOK9rjF7NptN+d1fcskl7lmwg12OIQv9+/f3eC21N+L2+HVr8fIrdxhNBwwejFarVUL9LSH8jA6TybrI+t//OPn442S+/z7FmzdjKyjABpzVaDCMGkW3118nae5cIqZMQd9OxtJIksTy5ctRyTKDHbV9YVdcUa9Ba83XeP/995Vu6lmzZrl0jbIss3TpUkpLS4mOjubaa6916et7ApVKRXZ2NnPmzOHZZ58Vhe+CJqEIP8f5dNCgQYDrhF+XLl3QOxq8li1bBoBfp04AGKrYvFwMZ9SvoqJCqXFrb3z11VfK5u6ee+4BoNRhcu/8G/olJNT63N9++02pDW5o06IrsNvtSqTRnenl1oTbhV90dLRSJ+etWA0GzI7JGMEDBlSr73AO8NY3oWu0Nuzl5eQ5Tkx1Yc7KArsdbUQEoePGEf/gg3wTHs6v/v7kREUpKYz2xHfffYfFYqGbzUaA3Y4mOJhQR1F3Q/nyyy8pcXT53XDDDS6fI7ljxw6OHj2KRqNh5syZbWLnabPZuOeee5g2bRp33HGHp5cjaKU4GwKsjsL/fv36odFoyM3NJScnxyXHcIrJY8eOIUkSAY4if0M9G20n3bp1UxoDNm/erIz+ai8UFBSwz1HnPnjwYCIctXwljoYZp2j3q6Nb9zfH4IPIyEiXXS8bwtGjRykvLyc4OLhF59i3ZkTErwaSJGFITgZZRhcdjU8Vw0lJkpTdj6sifpbz55Ec1gY1kQF1UBAxt91GlxdfpOs//0mH228naOBAtI45ue3tZASVY4N2796NSpa5xLGjDJ84sVEWLrt371bGs/Xr148RI0a4dI3Z2dn86Bjtd/XVVysTBFozsizz73//m9zcXN577z1R3ydoMjpHnavVcf7y8/NT6vL2V5kI0Ryuu+46oDICtGHDBgK7dwegIiNDsZOpjz//+c9KjeuHH37oknW1BiRJ4u2330aWZTQaDXfeeScAlsJCDFVM/306dKi1UebcuXOKgL/88svdsmYnO3bsAGD48OGiGa0OPBLx89YaP2fxusnRBh5Qw9bDWsX13VXCzzcxkchp0/Dr0QNNjYhTpkbDLzExhIwdiz4mptqF1s/xZXO2yrcXJElivqPhpa8s42c2owkOJqwRFi7Hjh1j6dKlQGWn+ezZs126xpKSEhYsWIDNZqNXr15cdtllLn19T7F9+3beeustFi1a1GDjcIGgNpw2UlXtVYYMGQLAtm3bXFI7GhoaqtTpbdy4EV1oaGXdsyxTduRIg17D39+fq6++GqicDuScutPWWbJkCYWFhQDceuutSsSuaNeuyqCIw5UjsA6rlG+++QaozIy5U/iVl5dzxPG3dfVmvi3hduEXFRXltRE/u92OSqXC7BB+/jWEnzPNC7istkmlVhN5zTUkPvkk3d94gy4vvkjCww9zcvRo1vj7czY3l08//fSC5zln9JaVlblkHa2FxYsXYzQa0coyIxzRvsirrkLtiIDWR3JyMp999hlQKd4ffvhhl1o1mM1mPv30U0pKSoiOjub2229vE5GxwsJC7rnnHl588UWGDx/u6eUIWjlKxM8hLqDSODkgIIDCwkKXefpNnToVqMyMpKenE+JI/xY7PFob+hpO8+E1a9ZwqoGp4tbKyZMnlYa3Hj16MGbMGKAy4l/gSN+qHNe/AEcUtSpGo1H5HY0aNcqtVjh79uzBbrfTsWNHEuqoPRR4SPh5Y8TPZrNVFqJWVGBxhKgDavj/VK3Rctp/uBp9TAyB/fpx7Z130rt3bwBOnDjBV199Ve1xcY6O3ZIGONG3FZKTk5Xi7ytCQ1EZjegiIwltYEQtJSWF+fPnI8syWq2WJ554wqXWKpIksXjxYrKysggICOCee+5pE47xkiQxZ84c+vbty+OPP+7p5QjaAE7vN3MVay+9Xs9YR+R+/fr1LjnO8OHD8XVsCj///HNCHVHF0gMH6p3bW5XHH39cOf9/8MEHbTbTkp+fz3vvvQeAr68vDz74oHKf4fRpTBkZoNNhcdTpB9Viyvzdd98p07muv/569yycSmG6c+dOQDR11IfbhV9MTAz5+fleNe7J6Uum0WiwOTyedNHRaBxRNSd6vV5Jsbpj+sg999yj7DQPHDigdKDCHy7oFoulWiSyrVJaWqpEPsN1Ojo5bAKiZsxQdp8XY//+/Xz00UdKzcqjjz5K1EX8p5rCypUrOXr0KFqtlrvuuksphm7tfPbZZ+zevZuFCxe2ayNbgetwdtiac3OxO+aOA4wdOxatVsuZM2dIbWD3bX1Mnz4dgJycHM7abOjCwrAbjUqTQkPw9fVVPD4tFgsvvfSSMi+9rWA0GnnllVeUzNcjjzxSrSkjb80aAAK7dq30i42Lw6fGOdRkMrFnzx6g8hrlzqaOkydPkpGRgVarZdiwYW47bmvEYxE/b/FFcjZsqNVqtFotFscMQp86ivGdg6bdteN7+OGH6dKlC1BpRvraa69hMpmqmVIePXrULWvxFJIk8c477ygnpJtjY5GtVvy6dyfIsYO/GD/99BOLFi1SRN/DDz/sslnLTrZv386WLVuAyskfSUlJLn19T3Hs2DH+9re/sXDhQpdOqxG0b3QhIZV1YrJMRRXT5pCQEKWUwDn1obmMGzdO6dhftHgx4Y7UZYHj+9pQunTpwsyZM4FKf86XXnoJm8NKqrVjsVh4+eWXMZlMANx7773VzmHmvDyKHRYpzrKaEMeovap8+umnynn6tttua/mFO5BlmVWrVgGVI/tc7dDQ1vBIxM9ut3vFvF5nM4dKpUKn06FWqzE7zD3rGvvlFH7uSrGq1WoefPBBZQdTWFjIyy+/zLlz55To45EGFiq3VubPn6/8vm8eORLb0aOgUhFz880XrZ+z2Wx8+OGHivO+v78/Tz/9tMtrP5KTk1mxYgUAU6ZMYXAjTaS9FaPRyJ/+9CcefPBBJk2a5OnlCNoY/g5hYXRM13Di9Hzbv3+/y8qCnGMYi4qKyHaUd5QeOoS5kfXmY8aMUbqFi4uLmTdvXquP/JWXl/P3v/9duSbPmDHjgnPYuRUrQJYJ6teP8hMnAAitYcqcmZmpXItGjRrl1glFJ0+e5PTp02i1WnGuagBuF36BgYH4+vp6vMGjqujT6/VKCsvp6u5Thzhwt/BzcuuttyrDw00mE2+//bYi/NpysfGaNWuUYdtDBw0i3FHjFzpuHL6OdFFtpKen89JLLynpovj4eJ577jmXz4hOT0/niy++QJIkhg4dyhVNGBnnjciyzDPPPIO/vz8vv/xym2hQEXgX/o4pOVXHf0Hld7VXr17IsqyMOmwuQ4YMUb77X//yC4F9+oAsk/fLL41+rUmTJjFx4kSgciP+3HPPeb03bV0UFBTwj3/8Q2kSnDJlCldeeWW1x5jOnaPQ0ewR1LcvksmELjycgG7dqj3uk08+ASpLom699VY3rL6SmtG+UEfHuKBu3C781Gq1x738aov0QeX4IIujxs/bhB/AxIkTufvuu5WOYme7vdFobLUnnouxdetW1q5dC1TaAF0ZHIw1Lw9tSAhRjl13TZwNFu+99x4Gh1fXsGHDePzxx11eb5Kens7HH3+M2Wyma9euLhkw7y389NNPLF26lMWLF7u1TkfQfnB2hJYdO3ZBzbdzA7V9+3aMRqNLjnfXXXcBlRvng4666PyNG7E1wRnh+uuvV2oHKyoqeOGFFzh+/LhL1ukuDh06xAsvvKCkd2+66aZapwtlLl4MskzI4MGUJycDEDZyZLUpSTt27FCu6TfddJNbJ/qIaF/jcbvwU6lUREZGelSoOGsQtFptNYNHe3k5ss0GKpXiU1QTp/DzVKq6T58+zJs3T2n6cLJw4UKvqZt0Bfv371fSpwEBATxwww0U/PwzANG33FKraWhKSgrPP/88vzusGnx8fLjnnntaZPeZlpamiL4uXbpUE+StnYyMDB588EE++OADutXY1QsEriKwZ0/Uej3WoiIqHJOSnPTp04e4uDhMJpMSzWkuXbt2ZdTgwUw2Gul6+jRQOX3ixPPPN9jQuSqTJ0/mvvvuQ6VSYbfbee+995TovzcjSRJffPEFH330kRIAufvuuxk/fvwFjy05cIDSAwdAoyF66lRKHTY7kVW8+UpLS1m8eHHl7ZGRiv2LOxDRvqbhkRY9T45tc9q2aDSaCy7UNkfDhiYwUJlDWBOnIWh6errHvuC+vr48+uijTJs2TbktJyeHf/zjH4roac0cP36cRYsWAZXi7f8ef5z8RYtAkggaMoTgoUOrPT4nJ4c333yT//73v0q9TZ8+fXjhhRcUSxxXkpaWxieffKJE+u655542MY4N/hjJdu211yqzSgWClkCt1xPUrx9QKTCqolKpuOGGG4DKcWnZjqa75jKysJD4GubQlvPnSf3Pf5r0eoMHD+bpp59WLGN27tzJs88+yzlH5sjbyMzM5B//+Idie+Lv78/f/va3Wrtg7SYTGQsXAhA9eTJlx4+DLBPYsye+VZrj3nzzTSWY8sADD7jlfTgR0b6m4RHh56lUb1XbltpGudgdwk97kakEHTt2xNfXl4qKCrKyslpsrQ1h3Lhx3Hfffcr/m0wmFi9ezKuvvkqyIyTf2jh27Jhi26LT6fi///s/KjZuxJyVhSYoiJgqYqSoqIgPPviAN954QznR+vn5cd9997VYBK6m6Lv77rvbjOiTZZnXX3+dvLw8MZJN4BZCBg4EUCJJVenduzcDBw5EkiS+/fbbZluAmc6do+zIkVoveuUnTmBq4ozgTp068frrrysWWyUlJbz00kvVNqKexmKx8N///pdXXnlFKRHq3bs3r732Wp3NbllLlmApKEAfGUnMVVeRv24dAJFVagCXLFmiXMtnzJjhcreEiyFJEsuXLwdEtK+xeCQ3FRUV5faIX03bltr8yGyOuj3NRYSfRqOha9euHD16lJMnT16QcnU3PXv2VKahqFSqSnf1ggI++eQTgoKCmDhxIiNHjmwV/mu7du3i22+/BVC89vR5eeQ6/KM63H472qAgUlNTWbVqFelV0kN6vZ6JEyfWmq5wFW1Z9EFlPdXbb7/N5s2bhR2CwC0EOyZpGFJSsBQWoq9RYnPjjTdy7Ngxxby9OR3zVc2ia6No1y5iHXV7jUWr1TJnzhz27NnDV199hdVq5fDhw/z1r3/lsssu4/rrr/dIrazFYmHZsmXVxuDp9XpuueUWRo0aVefzSvbvJ99hot3pnnso3rMHW1kZ+shIwhx2O8ePH1csrLp16+b2xraNGzdy9uxZ/Pz8lMZHQcPwiBpwt/Crq5mjJrYGRPwAujuKkr2lm9ZpLyDLMkOGDKk2zm3ZsmU899xzLFu2zKvHu61bt04RfXq9nieffJKowEDOffopyDLBo0ezs6CAefPm8eGHHyqiT6PRcPnll/Pyyy+3qOhLSUlps+ld+GMk20svvSTMTwVuQx8eTmCvXiDLFDhsl6oSERGhdNB+//33zTKr94mOvuj9+evXY3c0OjSV4cOH8+abbzJq1ChUKhWSJLF582Yef/xx3nvvPXIdxvMtTVFRER999BFPPPEEW7ZsUVKxI0eO5I033rio6DOfP0/axx8DED1lCoE9e5LrqKOLnjoVlUZDYWEh//3vf4HKLMsjjzzS8m+qCvn5+fz0009AZaONs/Ze0DA8EvFzZ41fXbYttSE7dkQqne6ir9nDMZj6zJkzWCwWj3c99uzZk4iICAoKCjh48CAvvPACqamp/PTTT5w/fx6LxcL27dvZvn07YWFhDBs2jPHjx3t83U6WLl3Kboc5qL+/P//3f/9HUGAgGR98gK24mHK9ni+OHMFy+LDyHD8/P0aMGMGkSZNa/H3s27ePpUuXYrfbFdHnLb87V1B1JNtjjz3m6eUI2hmR48dTfuIE+Zs302H69GrdolBpn7Jz504KCwv59ddfueaaa5p0HN/YWIL796f06FGoUZ8tAdaiIrK+/ppOju7fpqLVapk1axbTp0/n008/5dSpU8iyzPHjx3nhhRcIDQ2lX79+TJo0icjIyGYdqyrFxcWsWbOGAwcOVHOdUKlU9OjRgzvuuKPeaUKS2cyZ997DXl6Of+fOxN10EwWbNmHJz0cbEkLkuHGUl5fz8ssvK9fVRx55xK2NbbIs8/XXX2OxWOjevTujR49227HbCh5N9Trn+bUUDY30NZaoqChCQ0MpLi7mzJkz9Kwx09cT3HvvvfzrX//CbrezcOFC/vKXv9CnTx/OnTvH8uXLSUtLQ5IkioqKWLt2LWvXriUyMpIePXowYsQI4uswrG5JTCYT7777LnmOFExoaCgPPvgg+/bto2TtWnoVFGADftVqsTjqe2JjY7nqqqtapGmjJrIs8+uvvyqWMv379+e2225rU6IPKt32d+/ezYEDB1pFSYCgbRE6bBiawECsBQWUHjpEiCP960Sv1zNjxgzmz5/P2rVrGTVqVJPHISbNmUPaBx9QWmUTKfNH6it/wwYCe/cm3AWzXoODg3nssccwGo0sX76c3bt3Y7VaKS4uZuvWrWzduhU/Pz86dOhA165dGTBgAF26dGnQd1CSJLKysvj9999JTk4mJydHsWVxotVqGTp0KDfddFODZobLkkTaRx9hPHMGTWAgnR95BFmSOPfDDwDETp+OTaWqNuHjrrvuItHhx+gudu3axfHjx9FqtcycOVOcs5qASvbA0NwdO3Ywffp0Tp8+3aLCz+oYwq3Vahu0I8lftYr8H38k5NJLiZ0166KPdUapRowYwU033eSS9TaXZcuWsX37dqAy/F21rV6SJPbs2cPWrVvJycm5oFBao9EQFRVF9+7d6dGjB127dm1RgXPmzBk+/vhj5W+k1+uRZRmr1UqczcbUigpUwBZfX/KioujXrx8TJkwguJ40vKuw2WwsXbpU6ZIeP348U6dObXMnmaNHjzJ+/HiWLVsmuuIEHiPzq6/IW7OGkMGD6frEExfcL8sy77zzDidPnqRXr1489NBDzfoumnJyMOfm4hMTw8kffsC2dSsyoAJUPj70fvFFfOPimv6GakGSJPbu3ctvv/1Genp6nePeNBoNOp0OX19ftFotsiwrPyaTCYvFotTr1fbcxMRExo8fz+DBgxv8O5Jlmcwvv+T82rWotFq6z51LYM+eZH/3HTk//IA+MpIer7zCy6++qmTrbrrpphYtr6mNsrIyXnzxRQwGA9OnTxe1fU3EI8Lv9OnT9OzZk4KCglq7a12BzWZDkiS0Wi26elK3TpzCL/Syy+hwxx0XfWxqaioffvghWq2WZ5991iuK4SVJ4uWXX1bmCN9///1KPWJVLBYLW7du5dChQ+Tm5iriqyZarZbg4GCioqKIjIwkPDycqKgooqOjCQ8Pr/ekIkkSpaWlFBcXU1RUREZGBufOnSMjI+OC3amTYEniWqMRX1mmLDGRvo891qDdqisxGAwsXLiQM2fOoFarueGGGxgxYoRb1+AOjEYj48aN45prruG1114TXbwCj2HKzubY3Lkgy/R6+WVlqkdVzp07x2uvvYbVauXaa69lypQpLjm2LEnsffllNKdOIVEZ/dOEh9PnxRfRtWDtWHJyMjt27ODs2bMUFBTUeR6+GFqtloiICJKSkhg8eDD9+vVrtCCWZZnspUvJXbkSgKQHHiB89GjMeXkcmzsX2Wql44MP8t+1a8lxdD5PmTKlVrPnlubTTz9l7969JCQk8PTTT7eYfmjreET4lZaWEhISQkpKClFRUS5/fbvdjt1uV7z6GvpFaEzET5Zl3n33XTIyMpg4caLX7DzKy8t55ZVXsFgsqNVqnnjiCcV7sC7y8/PZtWsXJ06cID8/v8EnIKdQqPlfWZYb5XGo1WqJjIyka0ICvQ8dgoICfJOS6PTkk6jdnFY9f/488+fPp6CgAF9fX2bPnq3UdLYlZFnmscce49ChQ/z2229tLn0taH2c+fBDinbsqDPqB5XZoi+//BKVSsWjjz7qsu+mZLWy/+9/R5WVpUT+dB070vf551G7qYmroqKCtLQ0cnNzyc/Pp7CwEKvVilqtRqVSoVKpCA4OpkOHDiQkJCjWYs1BlmWyliwhb/VqADreeSdRV16JLMukvPUWpQcO4NerFwtLSigrLwcq5xXPnDmz2e+3sezbt48FCxagUql4+umn6XSRkZ2Ci+MR4SdJEkFBQWzYsIE+ffq4/LVtNhtqtbrRdX1FmzaR+/XXBA4aREIDjCgPHjzIl19+ib+/P88995zXXDyzs7N5++23kWUZtVrNXXfd1aiaOJvNRlpaGqdOnSIjI4Pz589TUVGB1WqtM8XQWIKDg5k0aRK9e/cmJCQE2W4n88MPMRw5gjY0lKRnnkHr5k6tU6dO8cUXX1BRUUFYWBj33HNPvaK5tfLDDz/wwAMPsHfvXjGdQ+AVmM6d49jTT4Ms03PePAK6dr3gMbIs88UXX7Br1y5CQkJ45plnXJZtsVdUcHDePMjO/iPtm5jIwL//3W3iz53INhtnP/+cgk2bAEi44w6iHQGMgm3bSP/oI9Bo+CEwkPOOjfzEiRO5/vrr3b7WzMxM3njjDSwWC5MnT1bG5QmahkeaO1pqbFtzmzm0DgNIWwPn8Pbv35/w8HAKCwvZs2ePW0fVXIy4uDjuvfdeFixYgCRJLFiwgGnTpjFu3LgGPV+r1dKtW7c6BYHRaCQvL4+ioiIluur8sdls+Pj4EBwcTHBwMHv27GHXrl1KBFCv13PbbbfRv39/5fVkWSZn8WIMR46g0ulIePBBt4o+u93Or7/+yoYNG5BlmcTERP70pz95Rfq+JTh79qwYySbwOnxjYwkfM4bCrVvJ/v57uj/11AWPUalU3HrrraSnp5OTk8Nnn33W7Ho/Jxo/PwY+/zyHX3oJKTMTGSA9ne1z5zL6tdewFBZizsvDJyYG31a+IbQZDH80uahUdLr7bmUMm7W4mMwvvwRgr1ariL6ZM2d65BpXXl7O//73PywWC7179642sUrQNDwS8QMYOnQoDz/8sDKWp7k0xralLirOnCH9tdfQhofT7dVXG/ScrVu3smLFCiIiInj66ae9qvg/NzeXd999F7PZDFSOm7vnnnsICwtr0ePabDbWr1/Ppk2bqqWN+/Xrxx133HFBo03+ypXk//QTqFTE338/Qc0waW0shYWFLFq0SPEFHDFiBNddd12D60JbGzabjalTp9KjRw8+/fRTUdcn8CrMeXkcfeopsNvp8uijhNbhKZmdnc2//vUvrFYr06ZNY+rUqS5bg2Q2c/zNNzEfP67cZlWr0VUpXwnu35+kOXPQBgS47LjuoiIjg9R33sGcm4tarydpzhxChwwBKusdT//735QdOUK+Ws0P/v6oNBrmzJnjFieFmtjtdt5//32Sk5OJjIzk6aefJqAV/s69DY+pFFeaOLvKtsUZZbKXljZ4PNDw4cPx9/enoKCAPXv2NOm4LUVMTAzPPvus4hWVk5PDK6+8wrfffltnc0VzyM7O5pNPPuGZZ55h7dq1iujr0qULzz77LH/6058uEH3FW7ZUij4g5rbb3Cr6Dh48yFtvvUV6ejq+vr7MmjWLm266qc2KPlmW+de//sX58+d59913hegTeB0+0dHEXH01ABmff47NYKj1cXFxcdx6660ArFy5kpMnT7psDWofH/o89RThEyYot+lq1CyXHj1K2gcfuOyY7kCWZc6vW8eJefMw5+aij4igx3PPKaIP4PSSJZQdOYIN2OTri6+/P88++6xHRB/A8uXLSU5OxsfHh7/85S9C9LkIj6R6AWXMmCtwupJrtdpmdflog4NBrUa22bAVFaGrMT6oNnx8fJgwYQIrV67kxx9/pHv37oQ34Hnuwt/fn7lz57Jx40Z+/vlnJEli165d7N69m86dOzNt2rRmjZ07e/Ys27dvJzk5+YLJIB07duS2224jug7H/JKdO8lZvBiAiKlTCWtgKrq5WCwWfvzxR2VQeWJiIjNnzvSqv1tLsG3bNv7zn/+IkWwCryZ2+nSKd+/GnJND9tKldRoqjxo1ilOnTrFz504WLFjAk08+Wee5prGotFqS7roLn4gIzjkmClVDkig9fBhTTk6rSPua8/PJ+OwzSg8dAhwRywceQFvlPPDrZ58RvmEDamC7ry8dBw3ivvvuc6s5c1V27drFhg0bAJg9ezZxLrbXac94VPi5IuJns9mQZbnBXn0XQ6XV4hMXhzkzE1N6eoOEH8DYsWM5cuQIaWlpLF26lD//+c9elfKFSh+6ESNG8NVXXylO8qmpqbzzzjtoNBqio6Pp2bMniYmJxMfHExoaWu09SJJETk4OKSkpnD17lpycHPLy8i5o9vDx8WHgwIFMnTr1ouKi7PffOff55yDLhF5+OZFuKtY9d+4cX331Fbm5uahUKsaPH8/kyZPbvC1AQUEB99xzDy+//LIYySbwatR6PZ3uvptTr7xC/oYNhI0aRVCvXrU+9pZbbiEzM5PMzEzeeecdnnzySZdu4GqzlamKOTfXq4WfZLVy/tdfObdsGZLFgkqnI/6WW4iaOFGZkHLkyBGWLVzIFXl5qIEUvZ6xf/kLQ4YO9di609LSWLRoEQBTp05t1oxmwYV4rMbv1VdfZefOnXz11VdNfo2m2rZcjHNffknJ1q1ETJlCVCO6l/Lz83nzzTexWq1cd911XHrppc1eS0thMpn4+eef2bt3r1L/VxsqlapBKW+9Xk9CQgKXXnopAwYMqPfxZQcOkPXxx2C3EzJqFB1mz75gTJOrsdlsbN68mbVr12Kz2QgKCuL222+v1eewrSFJErfffjs2m42VK1d63aZEIKiN9AULKNi0CV14OL1eegldHebtZWVlvPXWW+Tm5hIVFcUTTzzhstmtpnPnOFZLk4mT9bGxXP2nP7ncnaK5yJJE8Z49ZC9ditkxGSmwZ0863nUXfo4pTefOnWP+/PnkZ2czzWgkXJIo9fVl2L//TaCj0dETOEW8wWCgX79+/OUvfxHnLBfjMeG3YMECPvvsM37++ecmPb85ti0Xo3jLFnIWLcK/d286NXJu6bZt21i+fDk6nY4nnniiRTwKXU1eXh47d+4kOTmZgoKCOt3knajVavz8/AgNDaVz585ceumljZo3Wbp3L9kLFoAkETR8OHF3393ioi81NZXvv/9eGZDeq1cvbrnllnaT7vzkk0/417/+xYEDB1yWChMIWhp7RQUn/vEPzDk5BPXpQ7ennkJVR2S+sLCQt956i8LCQuLi4nj88cddVg92+vXXa53vC1ChUnFEpyMnJobpN9/MoBrj5tyNbLNRtHs3OT/+iCkrC6isXY+76SYiLrsMlVrNuXPn+Oabbzh58iRqWWZiRQUd7XYICKDfK6+g92DJS0ZGBu+++y4Gg4GkpCQefvhh/Pz8PLaetorHhN+PP/7IX//6V/bs2dPoInNXdPDWhensWdL++U/Uvr50f+utOk80da3rk08+4dSpUyQmJvLAAw94rD6iORiNRrKysigrK0Ov1+Pj44NerycqKqpZUzRKdu7k3MKFIMsEjxxJ7OzZjfr9NhaDwcCqVavYvXs3AAEBAVx77bUMGTKk3TQ2HDlyhAkTJrBixQquvPJKTy9HIGgUFZmZJM+bh2Q2E3PNNcTfckudj83Ly+Ott96itLSUpKQkHnnkkWYbHEMN6xMHfp06YSguRu2YkmQBTut0ZIaFccnVVzN27Fi3nvst+fkUbN1K/oYNWIuKAND4+xM1eTIxV12FxteXHTt2sHr1agoKCgBQyTJXWCwkWSyo9Xq6P/NMrd6J7kKIPvfhMeG3a9curr76alJTUxt1EW5J0Qcg2+2cfuop7OXldHzsMQIa2c1UVFTEm2++iclkYsCAAcycObPN1481hMJ168hzFEmHjBlDhzvuaLFInyzL7N27l59++gmj0QhU2rRcffXVbh//5kmMRiNjx47l2muv5dVXX203YlfQtijcuVPpoO388MOEXXJJnY91mtcbDAa6d+/OnDlzXGasX3W+r2+HDsh2O0U7d3Lm229ROcQUQL5aTZpOh7VzZy695hoGDhzokuPXxFJYSMnvv1O8Zw9lx4+D41KuDQkh6soriZo4kfOlpfz666/s378fi8WiPFev0zE9MJCQs2dRaTR0ffJJgqt4q7qbs2fP8u6772I0GoXocwMeE36pqal069aNgoKCBu+Matq2tJSgctb5NWRmb22cOHGCzz77DLvdzuDBg7ntttvabY2CLMucX76cwjVrAAgbP57om29uMdGXm5vL999/T2pqKgCxsbHccMMNJCUltcjxvBVZlnn00Uc5cuQIW7Zs8ZqpMgJBU8hctIi8X35BpdXS9YknLipS0tPTeeeddzCZTPTp04f77rsPnxacvCFLEmXHjpGyfDn2kyereaSVqVSc0+uRY2OJHzKEYZMm4d+EFLQsSZhzczGmp2M4eZKyY8eUVK6TwN69Cb/sMs76+rJ1xw7OnDlzQQ13ZGQkUydPJvbIEQq3bgWVis4PPXRRMd3SVBV9nTt35qGHHhKir4XxmPArLy8nKCiIU6dOERMT06DnOH3hXNHBezEMx46R8c47aAID6fb6601KRx45coQvvvgCSZK45JJLuPHGG9ud+JOsVnK++opSh21K1HXXET5lSotEnsrKytiwYQPbt2/Hbrej0+mYNGkSY8eObZcR1xUrVvDggw+yb98+unowfSMQuAJZkjjzwQcU796NSq+n+1NPEdizZ52PP336NO+99x5Wq5WOHTvywAMPEOqGhgVbWRm527Zx5tdf8Tl/nppnHjtQptFgCwzEPyqK4A4diIiLQ+8wSpbtdmSbDbvBgK28HEtREZa8PMy5uUg1G/FUKjQJCRSEhpIsy5wtLqa0Fg9anU5Ht27duPHGG+kQFcWZ//6X4t27Qa0m6S9/IXzUqBb9nVyM9PR03n33XSoqKoTocyMeE36SJBESEsLatWvp27dvvY+32WxIkoRWq21xg13Zbuf0X/+K3WAg4ZFHCGzA+mrj4MGDfPXVV8iyzKhRo5gxY0a7SbfZysrI+u9/qUhJAbWaDnfcQWgLjPsxGAxs2rSJrVu3KhuDPn36cN1117V5X766SE9PZ/To0Xz44Yfcdtttnl6OQOASJJuN1LffpvTQIdR+fvT429/w79y5zsenpKTwv//9j/LyckJCQvjLX/5CYj32LK7EbjJxdvt2ktetQ5WXR6jZTHOuXHaVihKdjvMaDVlqNVmAuY5gQlBQEL1792b8+PHKe7YZDJx5913Kjh1DpdXSec6cOiejuIO9e/fy5ZdfYrVa6dKlC3PmzBGiz014TPjJskznzp157733uNwxI7AuWsK2pT5yvv6a4k2bmtTdW5V9+/axZMkSZFlmzJgxXHvttW0+AmXOyiLzgw+wFhSg9vMj/s9/JsDFdgcVFRVs2bKFLVu2KOmMTp06MWXKFLp3795uBHZNrFYrV111FT179mTBggXt9vcgaJtIFgun//1vyk+cQOPvT5fHHiPoInXY+fn5/Pe//+XcuXPodDruvPNOhlSZVOFO7DYbx3buJHnnTkozMsBoxMduRyfLaAG1LCOpVNgBi0qFSaWiQqWiVK2mTK2mVKVCruX7rNPpCAkJIT4+nq5duzJy5EgCAwOrPcacl8fpN9/EnJ2N2teXLg8/THADrLdaArvdzg8//MC6desA6N27N/fee68QfW7EY8IPKsedPfjgg9x44411PqalbFvqw5KfT+rf/w6SRNIzz+DbjJ3irl27+NbR2NC5c2dmzpzplrSDJyjds4dzX36JbDaji44mYc4cfFxocGo2m9m2bRubNm1SGjfi4uKYMmUKvXv3btdCR5Zl/vnPf/L999+zd+/edmNXI2hf2CsqOP3GGxhOnkSl1ZJ4332Ejx5d5+MrKir49NNPOXr0KADTpk1jSguVnDQWSZI4d+4cKSkpZGZmkp+fj9VqxW63K/+12+1otVr8/f0JCgoiODiY0NBQoqOj6d27d72CqfTIEdI+/BBbWRm68HC6PvFEvcbULUV5eTkLFiwgOTkZgEmTJnHttde2uzIoT+NR4Td16lTGjx/PAw88UOv9Ld3BWx/Zn35K6a5dBA0ZQvz99zfrtQ4cOMC3336L2WzG39+fW265pUEp7taCbLOR9913FG3cCIB/z57E338/Ghd5aZlMJnbv3s3GjRuV0XDR0dFMnjyZ/v37ixMH8NtvvzFjxgy2bNnCUA+67gsELY1ksZD20UcUO+ajx918MzHXXFOnmLPb7SxfvlwZATZ8+HDuuOOONjuXGyrrIs+tWEHOihUgy/glJdH1iSfQh4V5ZD0ZGRn873//o7CwEB8fH2bNmuWx6Gt7x6PC78477yQmJoa///3vF9znadEHYM7O5swLL4BKRdLf/tasqB9Uph2++uorMjMzAbj00ku55pprWqXXX1Us+flkz5+P6cwZoHLubuS117qkczcnJ4dt27axb98+xY4gIiKCSZMmMXjwYCH4HBQUFDB69GiefPJJHmtGaYJA0FqQJYmsJUvIcwwBCBs1ik5/+hOai1g2/fbbb3zzzTdIkkSnTp248847iY2NddeS3YYlP5/0Tz6h7NgxACLHjyfhjjtQe6i7f/fu3SxatAir1UpUVBT333+/mL3rQTwq/J588kkKCwt59913q93uLtuWhpA9fz6le/bg07EjSX/7W7MNh202G6tXr2bLli0AxMfHc9ttt9HBi+c91oUsy5Tu3EnukiVIJhNqf3/i7rqLwGbWjtjtdo4cOcL27dtJSUlRbo+Ojmbs2LEMHz68zddJNgZJkrjtttuQJImffvpJiGFBuyLv11/JXLQIJAl9VBSdH3yQgG7d6nx8cnIyn3zyCUajEa1Wy1VXXcXEiRPbxDlFlmUKNm8mc9GiynOyXk/Hu+8mogUa6xqCwWBg2bJl7NixA4C+ffty1113tSs/VW/Eo8LvX//6F9u2bVOGMTuxWq3IsoxOp/N4NMxWWkrq888jGY1EzZhBxOTJLnndY8eOsWTJEoxGIyqViqFDhzJx4kQiIiJc8votjd1gIGfRIsr27QPAr2tXYu++G30jxrfVpLS0lF27drFz505KSkqAynnB/fr1Y/To0XTr1s0r6nK8jY8//pjXX39djGQTtFsMp09z5oMPsOTng1pN3A03EHP11XVu1IuLi1m8eDFHjhwBoGPHjsyaNYuEhAR3LtulmHJzyfz8c2XCSEC3biT++c/4eiCiKcsye/bs4bvvvqO8vByAKVOmcM0114iNqRfgUeH36aefMn/+fNY4zH3BvbYtDaV4+3ZyPv8clU5H0nPPuaxZoaSkhGXLlilFx2q1mhEjRnDllVe6bMi4q5FlmbLffyd3yRLspaWgVhM5bRoRU6Y0KbVrNps5fvw4hw4d4ujRo9jtdgACAwMZMWIEo0aNarONMK7AOZLthx9+4IorrvD0cgQCj2E3Gjn72WcUOXxD/Tp1ouPs2XX6/cmyzO7du/n2228xGo2o1WqmTJnClClTPB5waAz2igpyfviBvF9+QbbbUel0xN14I9FNPCc3l/z8fL7++muOHz8OVJro33777cJP1IvwqPBbuXIlTzzxBHv37kWlUnnEtqUhyLJMxjvvYDx+HF10NElz57qsaQEqnct/+eUXTp48CVQaVI8ePZrx48d7VWemtaiI3K+/pvzgQQD0HToQe9dd+DVyKkZFRQXHjh3j8OHDnDhxApvNptyXmJjImDFjGDBgQKs6+XoCg8HAuHHjmD59Oq+88oqIhgraPbIsU/jbb2QuXozdYAAgfMwY4m+9FV0dG8iSkhKWLFnCQcd5LS4ujtmzZ9OpUyd3LbtJSFYrBVu2cG75cmyODElw//4kzJrlkSif3W5n/fr1rFq1CqvVilarZerUqUycOFGcy70Mjwq/3bt3M2XKFNLS0pBl2SO2LQ3FVlpK2quvYissxL9HDzo++igqF3+YU1JS+OWXXzjjaJLQ6XT07duXQYMG0atXL499eWSbjcKNGylYuRLJZAK1moipU4mYOhV1A6OyBoOBI0eOcPjwYU6dOqVE9qCyWWPAgAEMGjSI+Pj4lnobbQpZlnnkkUc4evQov/32m9dExwUCb8BWVkbW0qUUbN4Msoza15foSZOInjIFbS2baVmW+f333/nmm28oLy9Xsi9Tp04lshnlKy2BZLVSsHkzOT/9hLWwEACfmBgSZs4keNAgj2wAU1JSWLJkCVmOMXI9e/bktttuE6UnXopHhV9aWhqdO3fm/PnzqFQqj3bwNgRTVhZnX38dyWQieNQoYmfPdnkoXZZlTp48yS+//EJGRoZyu6+vL/369WPw4MF069bNbYXI5UeOkLd0KZbc3Mp1JCXRYfZsfOsRaEajkfT0dNLS0jhz5gxpaWlIkqTcHxMTQ//+/RkwYACxsbEiWtVIli9fzkMPPcTevXtFCkUgqANDaioZn3+O0TG7W63XEzlhAtFXXVWrrUlZWRlLly5ln6N2Wa1WM2rUKKZMmeLx+mtrSQn5GzeSv2ED1qIiAHRhYcRccw2R48c3eBPuKmRZ5tSpU/zyyy+cOHECgICAAG644QZGjBghzulejEeFn9FoJCAggKNHj9KhQwevFn1Oyg8fJvODD0CWCRo6lNi77mqRL5wsy2RlZbF//34OHDigNDtU5dJLL+Wyyy4jPDzc5V8yU3o651eswOCwA9AEBRF1/fWEjBp1gdiVZZmCggLS0tIUoZfrEIpViYuLY8CAAQwYMEDsBJuBGMkmEDQcWZIo3rePnB9/pCItDQCVVkvYiBFEjB1LYK9eF5zTUlNTWbVqlVKnptFoFAHozlGQsiRRnpxM/saNFO/ejezIlOjCwoiZNo3IcePcbtEiyzLHjh3jl19+UVwXnAJ5+vTpF0wNEXgfHhV+kiQRGBjI119/zYQJE1pNO33pnj1kf/YZ2O349+pF/AMPoPH1bbHjSZJEeno6+/fv5+DBgxgctStO/P39SUhIICEhgY4dO5KQkEBoaGiTxKA5O5vzP/5I+f79lTeo1YRfcQURV1+NrNNRVFREfn4+hYWFFBQUUFBQwNmzZxVT5apERkaSlJRE586d6datm8d3zG0Bq9XK1KlT6d27N/Pnzxe7aoGggciyTOnhw+T88AMGRz01gD4ykvBLLyV8zBh8azTupaSksHLlSmXShEajYfTo0UyZMoWwFjJClmUZY2oqRTt3UrRrlxLdg8pO3agrryT0kkvcHuGTJIlDhw7xyy+/cPbsWaCyHn3UqFFMmjRJnN9bER4Vfna7nU6dOnH+/Hluvvlm5syZw4ABA1rFxcxw7BiZH32EbDbjEx9P7D331Jv+dAV2u501a9YoDvQajaZavZwTf39/QkNDCQgIICAgAH9/f+Xfzh+NRoPNZqv8ycpC/fvvaM+cQQXIgKFjRzITEsg2GiksLKSkpIS6Pi4ajYaEhASSkpKUH29qTGkLyLLMyy+/zPLly9m7d6/YWQsETcRw+jQFW7ZQuHMnUkWFcrtPhw4E9+9P8IABBPXujdrHB4DTp0+zcuXKag14/fv3Z8SIEfTt27fZQQtrcTGlR45QduQIZUePYi0uVu7T+PsTesn/t3ff0VWVaRuHf6ekV9IDBAKE3quCKAgKYsGODSvYQGccHafo6FR1vmmKCnZ0EBsoShUFKQoivfcAIb2TXk7b3x9JzoC0BFI597VWlpic8ibKzr3f8jxDiBw9Gv86HqSrD2VlZWzdupUVK1aQkZEBgLe3N5deeimjR49W1YUWqEmDH1T9Mtu9ezfTpk3jo48+YvDgwUydOpVx48Y1+xnA8qQkUl9/HWdxMSarlYgbbiBs9OhGPULvcDjIyMggNTWV1NRUUlJSyMzMPGE/3WkZBnFOJ31sNmKPC49HrFY2e3tTcIqfv7e3N+Hh4YSFhbn/2bp1a+Li4nTAoIF9//333Hzzzfzwww9qdSRSD1w2GwWbN5P3ww9VXS6Ouw6avLzwi4vDPz4e//bt8YuPJ7W8nMXffENiYqL7cYGBgQwaNIiLL76YuLi4M05cGC4X9sJCKlJTKUtKouzoUcqTkqj82dYYs7c3IQMH0uriiwnu3bvRZ/dsNhu7du1i48aN7N692115wdfXlxEjRjBq1Cjd2LdgTR78jpeTk8Mbb7zBG2+8QWBgII8++igTJ05s1jMbjqIiMmbNorS6aKZfQgJRt95a5xIn9clut5OdnU1JSQmlpaUnfdgLCgjLyCCuqIjA6r/QLiAnPJysNm2whYS4i2cHBQURERHhDnqBgYEtYkb2QpObm8uwYcN4+umn+eUvf9nUwxG54DjLyynevZuinTsp2r4dW17eKR9nDQqCoCAKXS4yiooodThwAk4gICSEdu3bExcdjbfJhKuyEmd5Ofb8fGy5udjy8zGOK1/lZjLhHx9PUM+eBPfqRUDnzo2+d8/pdLJ//342btzI9u3bqaiocH8tNjaWiy66iOHDh6vrxgWgWQW/GpWVlXz88cdMmzaNo0ePct999/HII4/Qtm3bZhk6DMOgcO1asubMwaisBCCwXz8ix4/Hp5mUJ3FVVlKyaxdF69dTsnMnVM8Imn19Cb30UlqNGoVXI25altqraclmGAYLFixo9gegRFo6wzCozM6m7MgRyo8erZqdS0rCWd2F4ryYTPhEReEfH49ffHzVjGJ8PNZGnuAwDIP8/HwOHTpEYmIi27Ztc3fZAAgLC2PQoEEMGjSINm3aNMvfvXJummXwq+FyuVi1ahUvv/wy3377LePHj+exxx5j0KBBzfJ/QltuLrkLF1K0fj0YBphMBPTqRegllxDYu3e91/07G2dZGaW7d1O8ZQslO3di2O3ur/l16kTI8OEEDxzo3scizdNbb73Fv/71L7Zt20ZkZGRTD0fEIxmGgbO0FFt+PvbqD9uxY7gqKzHsdmzl5eRlZ5OXm8uxkhLsgMNkwg6Um834REURnZBAfM+eJHTt2ujdmRwOBykpKRw+fNj98fNqEYGBgQwYMIDBgwfToUMH3WReoJp18KtRU9tu2rRpzJo1i969ezN16lTGjx/fLCuCV6ank7twIcVbtrg/ZwkMJHjIEAJ69cI/IaFBwparooLyw4cp3bePsn37qEhOrgqg1bwiIggaMICQoUPxad263t9f6t/OnTsZNWoUCxcuZNSoUU09HBGphfz8fA4cOMChQ4c4ePAg2dnZJz0mMjKSqKioE/ZL13wEBwefU+iqrKykoKCAY8eOcezYMfefMzIySE5Oxn7czT9UlWFp164dHTt2pHv37nTr1q3Z762X89cigt/x8vPzefvtt5kxYwZms5mHH36Y++67r1n2tq3MyKDwxx8p/Omnqr62Ncxm/Dp0wL9zZ7xjY/GOjsY7OhpLLfZOGIaBq6zsf3ecGRlUJCdTmZqKLTv7hKAHVW3Vgvr3J2jAAHzOsvFYmpfS0lIuu+wybrzxRl544QX9txNpoQoLC91LqomJiaSlpZ22QgJUnRo+vpVlt27d3E0Oaq4DNX92Op3ugFd+3AnlUwkICKBjx4506tSJjh070q5dO7wbeS+hNL0WF/xq2O125s6dy7Rp09i7dy933303jz76KB06dGh2vyANp5PSPXso3ryZ0gMHcJxm07DZ3x+Lvz9mX9+qD29vDIcDl92OYbfjstlwFBRg2GynfS9rq1b4d+tGQLdu+HftilcD1ZqShmUYBo8//jh79+7l+++/14lpkQtITWejmlqo+fn55Ofnu2fqzufXsq+vL61atSI0NJTQ0FBatWpFREQEHTp0ICoqqtn9fpTG12KDXw3DMFi7di2vvPIKCxcuZOzYsTz22GMMGzas2e5PsOXmUrZ/P+WHD2PPzsaWnY3juLpNtWEJCsKrVSu8oqPxjYvDNy4On7ZtsQYHN8ygpVHNmzePxx9/nM2bN9OxY8emHo6INJKaGbwtW7Zw4MAB4uLiiI6OBqp+39X8yq75s9lsJiQkxB32/Pz8mnL40gK0+OBXwzAMkpKSePXVV3n//ffp2LEjU6dO5eabb24RU9muigrs+fm4KipwVVTgrKjAqKzEZLVi8vbG7OWFycsLa3Aw1latGv2ovzSepKQkLrnkEt544w1uv/32ph6OiIhcQC6Y4He8wsJCZs6cyeuvv05FRQUPPfQQDzzwgFrKSLNnt9u56qqr6NmzJ++8846WZUREpF5dkMGvhsPhYP78+UybNo3Nmzdzxx13MHXqVLp06aJfqNLsGIbBX//6V+bPn8/GjRubdeFyERFpmZrnJrh6YrVaufnmm1m9ejUrV66kvLycoUOHcvPNN7NixYratTUTaSQ//PADr732Gh9//LFCn4iINIgLesbv5wzDIDU1lenTp/POO+/QunVrpk6dyoQJE/D19W3q4YkHy83NZejQofz2t7/lF7/4RVMPR0RELlAeFfyOV1JSwqxZs3j11Vc5duwYkydPZvLkye7TUyKNxeVycfvtt2MymZg/f36zPY0uIiItn8f+hgkMDGTKlCns3r2b9957j/Xr19OjRw8effRRdu3adV51lETq4u2332bbtm3MnDlToU9ERBqUx/+WsVgsXHvttSxbtox169ZhNpsZMWIE1113HV9//TVOp7OphygXsB07dvDcc88xa9Ys9eEVEZEG57FLvWeSmZnJjBkzeOuttwgNDWXKlCnceeedBAQENPXQ5AJSWlrKpZdeys0338zf/vY3nTQXEZEGp+B3BuXl5Xz00UdMmzaNtLQ0HnjgAR5++GFat26tX9JyXmpasu3bt4/Vq1erJZuIiDQKj1/qPRM/Pz8mT57M9u3b+eyzz9izZw+9evVi0qRJbNmyRfsA5Zx98cUXfPnll8yePVuhT0REGo2CXy2YzWauvPJKFi9ezLZt2wgNDWXs2LGMHTuW+fPn43A4mnqI0oIkJSXxy1/+kjfffFN9eEVEpFFpqfcc5ebm8tZbbzFjxgx8fHx45JFHuOeeewgODm7qoUkzZrfbGTt2LL179+btt9/WlgEREWlUCn7nyWaz8dlnnzFt2jQSExO5++67efTRR2nfvr1+qcsJDMPgL3/5CwsXLmTDhg3qziEiIo1OS73nydvbm7vvvpsNGzYwf/58UlNT6d+/PxMnTmTdunXaByhu33//Pa+//rpasomISJNR8KsnNfX/5s2bx+7du4mLi+PGG29k5MiRzJkzB7vd3tRDlCaUk5PDpEmT+Pvf/06/fv2aejgiIuKhtNTbgAoKCnj33XeZPn06DoeDhx9+mPvvv59WrVo19dCkEblcLm677TYsFgtfffWVunOIiEiTUfBrBA6Hg3nz5jFt2jS2b9/OXXfdxZQpU0hISNA+QA/wxhtv8PLLL7Nt2zYiIiKaejgiIuLBNPXQCKxWKxMmTGDNmjUsW7aMgoIChgwZwoQJE1i9ejUul6uphygNZPv27Tz//PN8+OGHCn0iItLkNOPXBAzDIDk5mddee42ZM2cSFxfHlClTmDBhAj4+Pk09PKknJSUlXHrppdx666389a9/1eyuiIg0OQW/JlZcXMwHH3zAa6+9RlFREQ8++CCTJ08mMjKyqYcm58EwDB577DEOHDjAqlWr1J1DRESaBQW/ZsLpdLJo0SJeeeUV1q9fz2233cbUqVPp3r27ZopaoM8//5wnnniCzZs306FDh6YejoiICKA9fs2GxWLh+uuvZ8WKFfzwww84nU6GDx/ODTfcwLJly7QPsAU5cuQIv/jFL3jzzTcV+kREpFnRjF8zlpaWxowZM3j77beJjIxkypQp3H777fj7+zf10OQ07HY7Y8aMoW/fvrz11luarRURkWZFwa8FKCsr48MPP2TatGlkZ2czadIkHn74YWJiYpp6aHIcwzD485//zKJFi9i4cSMBAQFNPSQREZETKPi1IC6Xi2+++YZXXnmF1atXc/PNN/PYY4/Rp08fzSw1A6tWrWLChAmsXbuWvn37NvVwRERETqI9fi2I2Wxm3LhxLF26lE2bNuHv78/o0aMZN24cixYtwul0NvUQPVZOTg6TJ0/m73//u0KfiIg0W5rxa+FycnJ44403eOONNwgICODRRx/l7rvvJjAwsKmH5jFcLhcTJkzAy8uLL7/8Ui3ZRESk2VLwu0BUVlbyySefMG3aNJKSkrj33nt55JFHiIuL0zJwA5s+fTrTpk1TSzYREWn2FPwuMC6Xi9WrV/Pyyy/zzTffcN111/HYY48xePBgBcAGsH37dq644goWL17MyJEjm3o4IiIiZ6Q1qQuM2Wzm8ssvZ/78+ezcuZPo6Giuu+46Ro8ezRdffIHdbm/qIV4wSkpKuO+++3jyyScZMWJEUw9HRETkrDTj5wHy8/N55513mD59OiaTiUceeYR7772X0NDQph5ai2UYBlOnTiUxMZGVK1eqJZuIiLQICn4exG638/nnnzNt2jT27NnDxIkTefTRR+nYsaOWgetozpw5PPnkk2zZsoX4+PimHo6IiEitaKnXg3h5eXHHHXewbt06lixZQnZ2NoMGDeL222/nhx9+UFu4Wjp8+DBPPPEEb731lkKfiIi0KJrx82CGYZCUlMSrr77K+++/T8eOHZkyZQq33HIL3t7eTT28ZslmszFmzBj69+/Pm2++qZlSERFpURT8BICioiLee+89Xn/9dcrLy3nooYeYNGkS4eHhTT20ZsMwDP70pz+xePFitWQTEZEWScFPTuBwOJg/fz7Tpk1j8+bN3H777UydOpWuXbt6/OzWypUrue222/jxxx/p06dPUw9HRESkzrTHT05gtVq5+eabWb16NStXrqSiooKhQ4dy00038d1333nsPsDjW7Ip9ImISEulGT85I8MwSE1NZfr06bzzzjvExsYyZcoUbrvtNvz8/Jp6eI3C5XJx66234uPjw7x589SSTUREWiwFP6m1kpISZs2axauvvkp+fj6TJ0/mwQcfJDo6uqmH1qBef/11XnvtNbZu3aqWbCIi0qIp+EmdOZ1Ovv76a1555RXWrl3LrbfeytSpU+nVq9cFtw9w27ZtXHnllWrJJiIiFwStWUmdWSwWrr32WpYtW8ZPP/2E1Wpl5MiRXHvttSxZsgSn09nUQ6wXNS3ZnnrqKbVkExGRC4Jm/KReZGVlMWPGDN58801CQkKYMmUKd911V4steWIYBlOmTOHw4cOsXLkSq9Xa1EMSERE5bwp+Uq/Ky8v5+OOPmTZtGqmpqdx///08/PDDtGnTpkUtA6slm4iIXIi01Cv1ys/Pj0mTJrFt2zbmzJnDvn376N27Nw888ACbN2+mJdxnHD58mF/+8pe8/fbbCn0iInJBUfCTBmE2m7niiitYtGgR27dvp1WrVlx11VWMGTOGr776CofD0dRDPCWbzcYDDzzAHXfcwc0339zUwxEREalXWuqVRpOXl8dbb73F9OnT8fb25pFHHuHee+8lODi4qYcGVO3re/7551m6dCkbNmxosfsTRURETkfBTxqdzWbjs88+Y9q0aRw8eJB77rmHRx55hPj4+CbdB7hixQpuv/12tWQTEZELlpZ6pdF5e3tz9913s2HDBhYsWEBqaioDBgzgrrvu4scff2yStnDZ2dk8+OCD/OMf/1DoExGRC5Zm/KTJGYbBoUOHePXVV/nggw/o0qULU6dO5cYbb8Tb27vB39/lcnHLLbfg5+fHF198oZZsIiJywVLwk2aloKCAd999l+nTp2O323n44Ye5//77CQsLa7D3fO2113j99dfZtm0b4eHhDfY+IiIiTU3BT5olh8PBvHnzmDZtGtu3b+fOO+9kypQpdO7cuV73AW7dupUxY8aoJZuIiHgErWlJs2S1WpkwYQJr1qxh+fLlFBUVcdFFF3HrrbeyatWqetkHWFxczH333cevf/1rtWQTERGPoBk/aREMwyA5OZnXX3+d9957j7Zt2zJlyhQmTJiAr6/vOb3eo48+ypEjR9SSTUREPIaCn7Q4xcXFfPDBB7z22msUFRUxefJkJk+eTFRUVK1f47PPPuOpp55i69attG/fvgFHKyIi0nwo+EmL5XQ6WbRoEa+88go//fQTEyZM4LHHHqNHjx5n3Ad46NAhhg8fzsyZM9WdQ0REPIr2+EmLZbFYuP7661mxYgVr164F4NJLL+X666/n22+/PeU+wONbst10002NPWQREZEmpRk/uaCkp6czY8YM3nrrLSIiIpgyZQp33HEH/v7+GIbBc889x7fffsv69evVkk1ERDyOgp9ckMrKypg9ezbTpk0jKyuLBx54gB49evDYY4+xbt06evfu3dRDFBERaXQKfnJBc7lcfPvtt/znP/9h2bJlPPPMM7zwwgtNPSwREZEmoeAnHsEwDL7++mvGjBmj0i0iIuKxFPxEREREPIRO9YqIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIewNvUARH7OUVJC+dGjlKemYsvLw1FUhMtuB8PAEhCAV2gofnFxBHTsiHdERFMPV0REpMVQ8JMmZ7hclCYmUrBpE8W7dlGeklLr5/q2bUvYsGGEX3YZXiEhDThKEWmpKnNyKE1MxJ6fj2EYWAMD8YmOxj8+HoufX1MPT6RRmQzDMJp6EOKZbHl55K5aRd7332PPzz/ha95RUfjFxeETFYVXSAhmb28MwFlaii03l/LkZMqSkqD6f1+TtzdRY8cSc911upCLCABFO3eSMW8epYmJp36AyURA586EDhpE2LBhunkUj6DgJ42uLCmJzIULKdi40R3czH5+hA4YQHC/fgR1716rC7CjpITCLVvIWb6csiNHAPCOjCT+kUcI7NKlQb8HEWm+DJeLtE8/Jfvrr6s+YTbj36EDPtHRmMxmHEVFVKSlYcvLcz/HZLEQOmQI0ddei3+7dk00cpGGp+AnjaY8NZX0OXMo3LrV/bnA7t2JHD2akP79MXt7n9PrGoZB4ZYtpM6ejS03F5PFQrsHHiD8ssvqa+gi0oKkfvIJ2UuWABB55ZXEjB+PV2joSY+z5eZSsGUL+WvXUnb4sPvzoYMH0/rWW/GNjW2sIYs0GgU/aXD2oiLS584lb/Xqqhk+k4lWF19MzHXX4RcXV2/v4ywv5+h771Gwfj0AcffeS+QVV9Tb64tI81e0axeJ//d/ALR/8MFa3wCWHTlC5uLFFGzYUHWdsliIGjuW2Btu0PYRuaAo+EmDMVwu8r7/nrRPP8VZWgpA6KBBtJ4wocHupA3DIO2TT9xLPB2feILQgQMb5L1EpHkxDIN9zz5LeUoKkVdcQdy999b5NcpTUkibM4eibdsA8AoLo92kSYT06VPPoxVpGgp+0iAqs7M5+s47lOzbB4Bfu3bE3Xtvo+y9MwyDlA8+IHfFCsy+vnT729/wjY5u8PcVkaZVvHcvB198EbOvL71efhlrYOA5v1bhtm2kfPghtuxsAMJHjKDtxIlYfH3ra7giTULBT+qVYRjkrV5N6kcf4aqowOzjQ+tbbiHyyisxWSyNNw6Hg4N//zsl+/cT0KULXZ59FpNZ9cpFLmTJ779P7ooVhI8cSftJk8779VyVlaTPnUv2t9+CYeATHU2HqVPx79ChHkYr0jT0m1DqjbO8nKTp00l+7z1cFRUEdu1K9xdfJOqqqxo19AGYrFbaP/IIZl9fSg8cIH/NmkZ9fxFpfMW7dgEQOmBAvbye2ceHthMn0vn3v8crLIzKrCz2/+Uv5Hz3HZozkZZKwU/qRVlyMvuee45j69eDxULr226j8zPP4BMV1WRj8omIIPaGGwBInzsXl83WZGMRkYblKC2lsnpZNqCet5QEde9O9xdfJGTAAAyHg5QPPiD53XerOgqJtDAKfnLejm3cyIE//5nKrCy8w8Pp8uyzxFx7bbNYWo0cMwav8HDsBQXk/fBDUw9HRBpIZUYGAF6tWmENCKj317cGBNDxiSdofdttYDKR9/33HHzxReyFhfX+XiINqel/M0uLZRgG6V98wZFXX8VlsxHUqxfd/vpXAjt3buqhuZm9vIgeNw6A7G++0fKMyAXKXlAAgHd4eIO9h8lkIubaa0n49a+x+PtTmpjI/j/9ifK0tAZ7T5H6puAn58TlcHD0rbfI/OorAKKuuoqEX/8aa1BQ0w7sFMIvuwyzjw+VGRmUHjjQ1MMRkQbgKC4GwHIeJ3lrK7hPH7r+6U/4REdjy83lwF/+QvHevQ3+viL1QcFP6sxZXs6hf/2L/LVrwWym3aRJtL3rrkY/wFFbFj8/Wl10EQD569Y18WhEpCEYDgdQNcvfGHxjY+n6xz8S0KULzrIyEv/5T45t3Ngo7y1yPhT8pE4cxcUcfOklinfvxuzjQ6enniJi5MimHtZZhQ4ZAkDh5s1a7hW5ABkuV9UfGnFvsTUoiM6//S0hAwdi2O0cee018r7/vtHeX+RcKPhJrdkLCjjwwguUHTmCNSiILs8+22Kq2Qf16IHJ2xt7QQEVqalNPRwRqWc1vb6NRj69b/b2puPjjxM+YgQYBkffeYfsZcsadQwidaHgJ7Viy8/nwAsvUJGWhlerVnR+9tkWVcTU7OVFYNeuABTv2dPEoxGR+mb28QHAWVHR6O9tslhoN2kSUWPHApA6axZZ1W0jRZobBT85K3tBAQdfeonKzEy8IyLo8oc/4NemTVMPq85q2sWVHj7cxCMRkfpWc7Cs5pBHYzOZTLS56y6ix48HIO3jj8lasqRJxiJyJgp+ckb2wkIO1IS+8PAmL8p8PmpmKMuSkpp2ICJS77xCQ4H/lXVpCiaTida33EJMdeH4tE8+Ifubb5psPCKnouAnp+UsKyPxH/+gMj0dr7CwqtAXGdnUwzpnfnFxAFRmZblPAIrIhaGmfp+zpARneXmTjcNkMtH65puJuf56AFJnzyZ3xYomG4/Izyn4ySm5bDYO/ec/lCcnYw0OpvPvf99iZ/pqeLVqhdnXF5xOd2snEbkwWPz93cu9zeHvd+zNNxN19dUAJH/wgUpJSbOh4CcnMVwujkyfTsn+/Zj9/Eh4+ml8Y2KaeljnzWQyuWcFbHl5TTwaEalvPtHRAFRUt29rSiaTiTa3307E6NFgGCS99RaF27Y19bBEFPzkZKmzZ1O4ZQsmLy86/epX+MfHN/WQ6o13WBgA9mPHmngkIlLfarZzlCcnN/FIqphMJuLuuYewSy4Bp5PDr71GiboHSRNT8JMTZH/zDTnVNajiH36YoO7dm3hE9csaHAw03ck/EWk4fu3aAVB+9GgTj+R/TGYz7SdPJrhfP4yaLTTq7StNSMFP3Aq3biX1o48AaH3bbe42ZxcSi78/AI7S0iYeiYjUt5rVibIjR5pVhx6T1UrHxx4jICEBZ2kph/75zyY9fSyeTcFPAChPS+PIjBlgGISPHEn0Ndc09ZAahNnPDwBXZWUTj0RE6ptf+/aYrFYcxcXN4oDH8cw+PnR68kl8YmKw5eWR+O9/N0mxaREFP8FRWsrhV17BVVFBYNeutLv3XkwmU1MPq0GYrVYAlXMRuQCZvbzcs36lBw827WBOwRoURMKvf401KIjypCSSZsz4X49hkUai4OfhDJeLpBkz3AWaOzz+OKbqcHQhMlksABhOZxOPREQaQkB1h56SvXubeCSn5hMdTacnn8Tk5UXh1q2kffppUw9JPMyF+xteaiVzwQKKduzA5O1NxyeewCskpKmH1KDc+34u0BlNEU8X1LMn2UuWULx7N4ZhNMvVi4CEBNo/9BBJ06eT/fXX+MbGEnH55U09rEZRWVlJcXExxcXFFBUVUVxcTElJCTabDbvd7v6n3W7HZDJhtVrx8vLCy8sLq9VKUFAQYWFh7o/AwMBm+d+4OVPw82BFu3eTMW8eAO3uvfeCKttyWtUzfSazJrtFLkSBXbqAxYItL4/K7Gx8q2v7NTdhF19MZUYGGfPmkfLf/+LbujWBXbs29bDOm91uJz8/n9zcXHJycsjNzXX/OT8/n8p63l8dEBBAp06dSEhIICEhgfbt2ysInoWCn4eyFxSQVHOYY8QIwi+7rKmH1ChcNhtQtdH65xwOB2VlZe6P8vJy7HY7TqfzhA+Xy+W+A6358Pb2JiAggNDQUHx9fXXhEWkiFl9fArt0oWTvXop27MD3yiubekinFXPDDZSnplKwYQOHp02j21/+gndERFMPq1ZcLhd5eXmkpaWRnp5Oeno6aWlp5OTk4DrLvkWr1UpwcDBBQUHuD29vb7y9vd3XUy8vLwD37F/NbGBxcTH5+fnk5+dTVFREaWkpO3bsYMeOHQDExsZy2WWXcdFFF+Hr69vgP4eWyGQ0pzPv0igMl4vEf/yD4t278WvXjq5//CNmb++mHlaDcblcFBQUkJeXR+FXX2HesYP8zp05HBNDQUEBBQUFlJWVYasOhefL29ubkJAQQkJCiImJoU2bNrRt25Y2bdroQiTSCLIWLybt008J7tOHhKefburhnJGzooIDf/sb5UeP4t+hA13+8Idmdz12uVxkZWVx9OhRkpKSSE5OJj09/bTXTB8fH8LDw4mMjCQiIoKIiAgiIyMJDw8nODi43m6O7XY7qampJCYmkpiYyIEDB9wzigEBAdx1113069fvvN/nQqPg54FqLoomb2+6//Wv+LZu3dRDqhclJSVkZmaSlZVFTk6O+585OTnY7XYARpaXk+Bw8JOPD7tOc3H18/PD398ff39/rFYrVqsVi8Xi/jCZTDgcDmw2Gw6H44Q70fKzNIePjY2lZ8+e9OrVi06dOmGpPmwiIvWnPC2Nvb/7HSYvL/rMmIGlmd9wVebmsu+553CWlBA2fDjtH3qoSVcNCgsLOXLkiDvoHT16lIpTlJ6xWq3ExsbSunVr90ebNm0ICQlpkvGXl5fz008/sXr1arKry/mMGDGCW2+9FbO297gp+HmYsqQk9v/pTxhOJ+0eeKBFbih2Op1kZWWRlpZ2wkfBGQqiWiwWwsLCuDQ3l7CiIvIGDcKrb19CQ0MJDQ0lICAAf39//Pz8zusCYbPZKCwspLCwkGPHjpGenk5qauopx+fn50f//v0ZNWoUrS+Q8C3SHBiGwZ5f/5rK7Gw6PP44rYYMaeohnVXRrl0k/uMfYBjE3X8/kaNGNdp75+XlkZiYyMGDB0lMTHSHpuN5eXnRrl074uPjad++PW3btiUyMrJZ3rw6HA4WLFjA8uXLAbjlllsY1Yg/z+ZOwc+DuGw29j33HBXp6YQMGkTHX/yi2e9FMwyDnJwckpKS3B+pqak4TlOHLywsjOjoaKKiok74CAsLw2KxsPcPf6D86FE6PfUUIY28BFBcXMyBAwfYuXMne/bsoaSkxP21nj17MnbsWBISEhp1TCIXqtRPPiF7yRJaXXwxHaZOberh1ErmokWkf/YZJquVLs89R0DHjg3yPjk5ORw4cMAd9PLz80/4uslkIjY2lg4dOtC+fXvi4+OJjY1tliHvTFatWsWcOXOwWq384Q9/ICoqqqmH1CzocIcHSf/iCyrS07GGhND+gQeaZeirqKjgyJEjHDp0yL3EUHqK9mo+Pj60bt3avXeuTZs2tG7dGr/qzhynY6++wHm1atUg4z+ToKAgBg4cyMCBA3G5XBw6dIiVK1eyfft2du/eze7duxk5ciQ33HAD3s1sj49IS9Nq8GCylyyhcNs2XDZbs9s3dyrR11xDaWIihZs3c+S11+j2179iDQw879ctLy9n//797N27l71795Kbm3vC181mM+3atSMhIYHOnTvTqVMn/KvbW7ZkI0aMYOvWrRw8eJCtW7cyduzYph5Ss6Dg5yFKDhwg++uvAWj3wANYg4KaeERVysvLOXToEAcPHuTgwYMkJyefdCLMarUSFxdHfHy8e5khIiKizkuyLrsdR3ExAN5hYfX2PZwLs9lM586d6dy5Mzk5OXzzzTf8+OOPrFq1ir179/Lwww8TExPTpGMUacn8O3bEKzwce14ehdu302rw4KYe0lmZTCbiH3qIfc89R2V2NkffeYeOTzxR55t0l8tFcnKyO+gdPnz4hOuq2WymQ4cO7qDXsWPHUx48s9lsVFRUEBwcfN7fW1MwmUz06dOHgwcPcujQoaYeTrOh4OcBXDYbR995BwyDsOHDCR0woNHe2+FwcOjQIVJTUzl27BgFBQVkZ2e7D0Kc6lRYYGAgXbt2JSEhgfj4eNq0aYO1HrqJ2Krvcs2+vljq4S66vkRGRjJx4kQGDBjAhx9+SFZWFq+//jpPP/00IRd4QW2RhmIymwm7+GKyFi/m2Lp1LSL4AVj8/enw+OPs//OfKdyyheylS4keN+6sz6uoqGDv3r3s2LGDXbt2nbRSEhkZSffu3enRowddunQ5bYWB/Px8FixYwM6dO92H1Xx9fXnxxRdbZFWCVtWrO6daOfJUCn4eIOPLL6nMzMSrVSvaTpzYYO9js9nYuHEjH330EVB1oMJ5Dq3RSkpK2Lx5Mzt37iQ0NJQOHTpw+eWX065du/MaX2VWFgA+kZHNcpm7R48ePPPMM/z73/8mOzubGTNm8NRTT2nZV+QctRo6lKzFiynctg1nWRmWFrJ86R8fT9u77iLlv/8l/bPPCOza9ZT7/QoKCtixYwc7d+5k//79J+x99vX1pWvXru6wF3GW+oBHjx7lk08+ITk5+aSvVVRU8Je//IUXX3zx/L+5RlazrH2279+TKPhd4MqOHiVryRIA4u69F2tAQL2+/qFDh1i2bBmHDh066Y7qdKHPbDbj6+uLj48P3t7emM1mKisr3TOANc+z2WxkZ2eTnZ3N+vXr8fLyon379owfP/6cDkFUZGQAVb0ym6ugoCCmTp3KP//5T1JSUvjhhx8YPXp0Uw9LpEXya9cO3zZtqEhL49j69S2qikHE6NEU79lDwcaNJE2fTre//Q2Lnx/p6els27aNHTt2nBTSIiIi6NOnD3369Kl1uaisrCxmzpxJSkqK+3MWi4Xu3bszYMAAZs2aBeAuqNzSHDhwAIDoZnzdb2wKfhcww+UieeZMcLkIHTyY0IED6+V1k5KSWLRoEYmJibUqemyxWOjSpYv7zjM2NvaMM241y8O7d+/m8OHDpKamuvs3JiYm8p///IegoCBGjBjBVVddVeu9fhXp6QD4tmlTu2+0iURGRjJ+/Hg+/vhjVq1axeWXX64aVCLnwGQyEX7ppaR9+il533/fooKfyWSi3aRJlB0+TGV2NutefJGV3t5kVN/A1jwmPj7eHfZiYmJqvZpRVlbGe++9x969e92f8/X1ZfTo0YwbNw6z2cxLL73k/trTzbwQ9qlkZWWxZ88eTCYTQ1pASZ/GouB3ActdsYKyw4ex+PsTd8895/VaDoeD5cuXs2rVKoqKik74mslk4udVgcLCwujTpw+9evUiISGhTsuVVquVrl270vW4vpUZGRmsWLGCrVu3UlZWRnFxMYsWLeLbb7/lpptu4rJatJxzB78WUDNvyJAhzJ8/n7y8PPbv30/37t2bekgiLVLYJZeQNmcOpYmJVKSnt4i//1AVWjZv3swRf38uysvDPykJP19frH5+dOvWjb59+9KrV6867wN2uVzuGnc1Bz68vLwYN24cY8aMcd9kfvvtt+5ZwGuvvZbAZrQvura++eYboKpclpZ6/0fB7wJlLyoife5cAFrfcgteoaHn9Do2m43PPvuMDRs2nLB0e3zYq/lnXFwcffv2pU+fPrRp06Ze99HFxsZy1113cdddd7Fnzx7mz59PSkoKNpuNTz/9lKVLlzJlyhTatm17yucbLhfl1csifue5V7AxeHt707FjR3bu3EleXl5TD0ekxfIKDSW4Tx+Ktm0jd/Vq2t5xR1MP6bTy8vLYuHEjmzdvJi0tzf15Xx8f+ldWcrnLRcJvfkPIaa5zZ7N//37effdd97Yck8nEJZdcwoQJE044QHf48GHmz58PVC2RXn311efxXTWN3bt389NPP2EymVTG5WcU/C5Q6XPm4Cwrw699eyLOYY9YTeBbv379KRtuG4aByWSiS5cu9OvXj969exPWSCVSevToQY8ePUhNTeW9994jKyuLgoICXnrpJa699lrGneIEXGVODq6KCkxeXvjGxjbKOM9XzR328YWeRaTuIi6/nKJt28j/4Qda33IL5ma0X628vJwtW7awYcMGDh486P682Wx277Pr06sXKf/+N2WHDpE1axbBv/sdprNs/6jIyKAyO7tqT3NoKG+99Rb79+93f71jx448+OCDJ80YFhYWMuPllwlzOAg0m7n70kvJ++EHTF5eeIWG4hcXV+97xetbWVkZs2fPBuDyyy+nU6dOTTyi5kXB7wJUeugQeatXAxB3zz1nvUD83NKlS1m8ePEpD2eYTCYSEhIYOHAg/fv3J+g09QBdDge2nBwqc3Kw5+ZiO3YMe0EBjqIiHCUlOMvLcZWX47LZMBwODJcLTCZMFgtmL6+qkiv+/liDgvAKDcU7PByf6Gh8Y2Pxbd0as7c3bdu25Y9//CNbtmzhgw8+wOFwsHDhQvbs2cOjd9yBPSen6jkxMZQdPgyAX1wcphZSfb5myaWmz7CInJuQvn3xatUK+7FjFGzaRNjQoU06HqfTyd69e9mwYQPbt293/x2vuZkeNGgQ/fr1I+C4gBX/6KPse+YZSvbuJfubb05b4sVRUkLSjBkU7dzp/lyq1coRX18wmfD39+eBBx6gR48eVY8vLqbkwAFKExMpOXyY3H37uPO4m/3M998/8Q1MJgK7dSP2xhsJaoZbUBwOB++88w6FhYVERUUxfvz4ph5Ss6Pgd4ExDIPU6nIqYcOHE9ilS62fe+jQId58881T1jvq1KkTAwYMYMCAASfcIRouFxUZGZQfPUp5SgrlqalUpKdjy8mBc+wGeNYCMGYzfnFxBHbuTGCPHvTp0YMXX3yRl19+mfz0dBJ27mTftm3uhwf37o13ZCQAAS3ozq/mxF6bZn4YRaS5M1kshI8cSeaXX5L73XdNFvxSU1P56aef2LRp0wl7pWNiYrjooosYPHjwaVdOfKOjaXPnnaR88AHpc+cS3KcPfqe4NiTNmEHR7t0nfK61w8Hl5eWUX3UVt9xwA2UHDpD60UcU7d5NxXGneQFqeh8Zfn74R0VhDQjAZLHgstmw5eVhy82lZO9eDu7bR7tJk4gYMeL8fij1yOVy8eGHH7J//358fHyYNGmSymGdgoLfBaZgwwZKDx7E7O1N6wkTavWczMxM3n77bTIzM0/4fFhYGMOHD2fIkCHui5GjuJiCTZsoTUykNDGRsqQkXJWVp3xds48P3pGReEdE4B0WhldoKNbgYKxBQVj8/bH4+mL28cFktYLZDIaB4XRi2O04KypwlpbiKC7Gnp+PLS+PisxMKtLTcZaUVAXNo0fJWb4cLBaCe/RgyuWXs2vOHAJ+tjRatHs3Zh8fAPxbSPCrrKx07/Hp0KFDE49GpOWLGDmSzPnzKdm/n7KjR/Fv375R3reyspLNmzezZs0akpKS3J8PDAxk0KBBXHzxxcTFxdVqT3TEqFEUbtlC0Y4dHH37bbo+//wJKxgVGRknzPTVMANxTieBSUnsmjoV18+qMfi2bs3B0lKOVlSQZ7Fw0bhxXH3DDaf+fnJzyZg3j/wffiBl1ixCBwxoFp2gDMPgq6++YuPGjZjNZh588EHi4uKaeljNkoLfBcRls5H26acARF97Ld5n6EfrdDrZsWMHy5cv58iRIyd8rWvXrlx33XV06NABZ1kZJXv3krJwIcV791Jx3IbjGmZvb/zat8evXTv82rbFt3VrfFu3xhoSUu+Fkg3DwJ6XR+nhw5Ts20fRrl1UVl/sinbu5JSXH5cLV3UF+rrMgDalTZs24XK5CA8Pd1eeF5Fz5x0WRujgwRSsX0/Ot9/S/sEHG/T9UlJSWLNmDRs3bqSiogKo2r7Rt29fLr74Ynr06FGrOnvHqynxsvf3v6fs8GGyliwhdNAgKrOz8QoNJb26LefplFTPBHq1akVwnz4E9+5NQNeu/PuNN0gpLgZvby699NLThj4An4gI2j/4IGVJSVSkpFC0a1eTL527XC4+//xzVq1aBcDEiRPdS9lyMgW/C0jO8uXYcnPxatWKqNPs/8jPz+fHH39k7dq1FBYWnvC1du3a8fjjj2POz6dw61YOfPQRpYmJ8LPDHb5t2hDQuTOBnTvj36kTvrGxdd5HeK5MJlPVDGJEBK2q6zJVZGRw7KefyFm+HMfPSs0cz+zvj3cLONLvdDr59ttvARg5cmTTDkbkAhI1ZgwF69eTv24dbW6/vd5nqioqKti0aRNr1qw5obhyZGQkl1xyCRdffPF59731Dguj7cSJHH37bdLnzCF9zpxaPzfiiiuIGDECv/btMZlMuFwud7F4gIsuuog7anHq2WQy4RMRQUVKivumuqk4nU4+/PBDNmzYgMlkYsKECVx88cVNOqbmTsHvAuEsLydz4UIAYm++GctxPRUNw2Dv3r18//337Ny586SaexazmfvGjCG6uJgjf/iDu6dtDZ/YWIJ79iSwRw+CunVrFtP6x/ONjSX2xhsJvegi9v72t6d9nKusjEP//CfxU6c261NpW7ZsIScnh4CAAIYPH97UwxG5YAR07ox/hw6UHTlCznffEXuGma26yM7OZtWqVfz000/u2T2LxUL//v255JJL6Ny5c70WYQ8bPpzUjz/G+bNtLQZwujWWoN69aXfvve5/d7lc/N///Z879A0cOJB7j/v6mRiG4S6PVbN/uilUVFTwwQcfsGPHDsxmM/feey+DW0hP5qak4HeByFqyBGdJCT6tWxNeHRbsdjsbNmxgxYoVJ1R79/b2xlZZSYTLRU+Lhe4mE465c8mu/rrJy4ugnj0J6deP4D598GnCv9h14de6Nd4REScF1+MV7d5N0vTpJPzmN404storKSlh3rx5AIwaNQqf6r2JInL+TCYTUVddRdIbb5CzbBnRV1+N+Rw3/9fcUK9cuZLdxx2miIqKYvjw4Vx00UWnrXpwPgyHg4z5808KffC/0GcNDcVRUHDC10L69XP/2eFw8NJLL7l/LwwYMIBJkybVegwl+/Zhy8vD7ONDQOfOdf0W6kVOTg5vvfUW6enpeHl5MXnyZHr37t0kY2lpFPwuAPaiIrKXLgWqijWXlJXx/fffs3r1ancNOB8fH4YMGcL+zZtpfewYCXY7odUzfw7A4u9PSP/+hA4aRHDv3u7DEC1JZXXZmDNyuSjauZOKzEx8Y2IaZ2C1ZBgGs2fPprCwkJiYGPXoFWkArYYMIW3OHOx5eeT/+CMRddxOUVFRwfr161m1ahVZWVlAVaDs2bMno0aNomvXrvW+txmqKigcW7+ejM8/pzI7+4yPbT95Mj7R0VRmZVG8Zw/ZS5aQ8cUXhA4eDAEBvPDCC+Tk5ABVy7u1nemDqutUZnVx57Bhw05YXWose/bsYebMmZSVlREcHMyDDz6oWn11oOB3AchavBhXRQVebduyZP9+1n/4IQ6HA4BWrVpx+YgRdPf2Zvvs2VxXWem+KzR5exM6cCCtLr64Kuw1o6Km5yLj88/B6SSoRw9CL76YlJkzT/vYyqysZhf8fvjhB3bs2IHVauX+++9XGQKRBmCyWokaO5a0jz8ma8kSwi+7rFZ7lPPz81m5ciU//vgj5dX72nx9fRk6dCgjRowgKiqqwcZcvHs3aZ99Rln1QbxKkwmfM5TLqqlf6hsTQ3CvXpTs3UvZkSMc/eADZmZnu/d3Dx8+nDvvvLNOYynYtIni3bsxWa1EX3vtuX9T58DlcrF8+XLmz5+PYRjEx8fz0EMPEXqOnak8lYJfC2cvKiJ72TIAFuflkfzjjwDEx8czasgQYnNzyVuwgKzCQmpiTmVUFF1uuIHQQYOw+Pmd5pVbltLDh8lfuxaA1rfddtbvq7kd8jh48CBffPEFANdff73KEIg0oIiRI8n86isqMzIo2LyZVmfYF5aens6yZcvYuHGju4tRVFQUI0aMYOjQofg24IxXeVoaaZ9+SlF1XVLDy4stZjM7vbwYXV5OW6fzxD19ZjPBPXuecFNrslhoN2kS+55/nuItWwjy86PQauXKK6/kxhtvrNN47IWFpHzwAQDRV1+NTwOG3Z8rKChg1qxZ7Nu3D4ChQ4dy++2349XCJyyagoJfC5acnMyOGTNobbeTYzaTbLHQp08fLu/eHe9duzj2wQdkVXffKDeZ2O/lRZsxYxh7221NPPL6ZRgGaR9/DFQ1ZA/o2BGoKtxctHv3CaeSazY/lx06dMrip00hOTmZN954A7vdXvXf7/LLm3pIIhc0i58fkWPGkPnVV2QuWEDooEEnLc8ePnyYb7/9lh07drg/16VLF0aPHk3Pnj3r9bDGzzmKi0n/4gtyV66sun5ZLKSFhbGyrIwKsxmLxUL0ffcRsmHDCXX7gnv2JH7q1JNer9jXl93e3vSsqGBYRQX2O+7gytNUfjgdw+Ui6a23cBQV4du2LTHXX3/e32dtbdu2jY8++ojS0lK8vLy49dZbueSSSxpkSd0TKPi1QIcPH+brr78mcdcubqvew1fUrRtPDRqEc/16St59l5reG0XBwWyy2UiyWhkzbhxjL8D2NQUbNlCyfz8mLy9a33qr+/PxU6eSNH36CRfGYouFYKeT7KVLCbv00ia/cGRlZfH6669TUVFBQkICDzzwQIP+QhGRKlFjxpC9ZAnlSUkU7dxJSJ8+GIbB7t27+fbbb0lMTASq9u/17duXMWPGEB8f36BjMhwOcpYvJ+PLL3GWlQHg3b07n2dlkV1RAWYzkZGRPPnkk1UdlEaOpCIzk8qsLPfy7s8lJiYybdo0TFYr7U0mgg2D2NMU3T+T9LlzKd65E5O3Nx2mTDnnQzF1UVlZyRdffMGaNWsAiIuL4/777yemmW3TaWkU/FqQ9PR05s+fz87qINPfbscbMIeG0rO4mMJZs4Cqqf1WQ4ey19eXhevXg5cXffv2vSB7FroqK0n95BMAYq69Fu/wcPfXrAEBJPzmN1RkZrJ91Sq+XLWKCpOJeysrq9rLHT2KfwNfyM8kJyeHV199lZKSEuLi4nj00Ue1r0+kkViDgogYNYrspUvJ/PJLDjkcfP311+6OORaLhYsuuogrr7yS6OjoBh9P0c6dpMyeTWV6OgB+7dqR1rkzX27c6C7Bdao9eTV7+U5l8+bNzJw5E8MwMFsshI4fj2P+fDIXLiT80ktPuF6eSe6qVWQtWgRA+0mT8GuErSh79uzhk08+IS8vD5PJxBVXXMF1112H1arYcr70E2wB8vLyWLRoERs2bKj6C2w2c/HAgfRcuxYDcBUUUFFQgNnXl4hRo4gaO5aM4mIW/t//AVV9IB9s4Cr1TSVz0SLseXl4R0ScdqOxb0wM/W+6if9+/z0ARnw8HDxIwaZNTRb8kpKSmDFjBiUlJURHR/PYY4/hd4HstxRpKaKuvprs5cspTUzk6zffJM1qxcfHh+HDhzN69OhGOTRQmZ1N6scfU7h5M1AVSKNuvJHZ27ZxeMMGALy8vHj44Yfr1I1i6dKlLFiwoOo1rVaeeuop2rVrx8F9+yjZv5+0zz6jw5QpZ32dgi1bSH7/fQBixo8nbNiwun6LdVJSUsIXX3zB+vXrgarWoRMnTqRbt24N+r6eRMGvGSspKWHp0qV8//337lO6/fv148pOnSj66isc1dP1loAAosaOJXLMGKwBATgcDl578UWgqmbf7373uwty+bAiM9N9F9rmzjvPuPTg7e1dVb/QZiMvOJhwoHjv3kYa6Yl27tzJe++9h81mo23btkydOrVB6n2JyKkZhsGePXtYtGgRMSYTvYGBdjt9rr2WUaNHE9AIBd5dNhtZixeTuXAhht0OZjNRV16J66KL+Oebb7pPDsfGxvLUU0/h7+9f69f+8MMPWbduHQB+fn4888wzhFfP7rWdOJF9zz/PsXXriB43Dv8z9AIv2r2bI6+/Di4XYcOHE3vLLefxHZ+ZYRhs2rSJuXPnUlJSgslkYsSIEYwfP75BD9B4IgW/ZsjpdLJq1SoWL17srgLfpUsXrunfH9eqVeT/8IP7scF9+9Jh6tQTTrG+//77lFXvD3nwwQcvyOVDwzBImTULw+EguHdvQgcNOutzfHx8sNls5Hh7Ew6UHTmC4XI1Wrs5qCrZ8umnn2IYBj169GDy5Mm6qIk0EsMw2L9/PwsXLnT3KC8IDKRnYSFRDgcJHTo0Sugr2rGDlFmzqKyuAxjYvTtx99zDugMH+OKVV9xLuyNHjmTChAm1fl2Xy8Urr7zi3p8YFhbGs88+e8Jqgn98PGHDhpG/di1pn35Kwu9+d8q9zsW7d3PoP//BsNsJGTiQ9pMnN9ie6MzMTD7//HP27NkDVIXdiRMn0uEMoVTOnYJfM7Nv3z7mzJlDZmYmAG3btmX8iBH4bdpE4bvvAlV1qAyHA7OfHx0ee+yEApoZGRls3boVgP79+9OzZ8/G/yYawbH166s2Gnt50fbee2t1QfLz86O4uJgcm43uXl4Ydju23NxGKUngcDiYN2+eu4n40KFDufPOO+vcpF1Ezk1KSgrz5s1j//79QNXy6WWXXcaYMWMonD+f7G++IX3uXIJ69WqwgGMvKCBl9mwKqpcxvUJDaXPnnYQMGcKbb77p7gBitVp5+OGH63T9Lisr48UXXyQ/Px+Ajh078uSTT55ytSf25purrqF79lC8axfBP+t4UbRjB4emTcOw2dyTC6YGuFaVl5ezZMkSVq5cicvlwmq1ctVVVzFmzBjt5WtA+sk2E/n5+XzxxRfu0BYYGMj1V19N+8xMct59F5vDASYTESNHUp6eTun+/URcfvlJVdPfeecdoGpp8/7772/076MxOEpLSf3wQwBirrsO31puvK65kNgdDrxCQ7Hl5GAvKGjw4Jebm8t7773H0aNHAbjmmmu4+uqrm/xEsYgnKCgoYMGCBaxfvx7DMLBarQwfPpyxY8dWnYwFfK+7jtxVqyg7coTCzZtrtYJQF4bLRe6KFaTNmYOrvBxMJqLGjCH25pspqqjgD3/4g7uockREBL/5zW8IDAys9etnZGTwj3/8g8rq7T9n68bhExlJ5OjRZH/zDRnz5p0Qdgs2beLI9OlVqyn9+tHx8cfrvbi/y+Vi/fr1zJ8/n6KiIgB69erFLbfc0qCFsKWKgl8TczqdLFu2jK+//hq73V61r+Gyy7isTRtyPv+c7Lw8AIJ69qTtXXdhsljY89vfgslE5M9aeu3YscM9U3jDDTdcsHdMaZ98UlVLqnXrOlWOt9lsQFW1fWtgILacHHfJhIaybds2PvzwQ8rLy/H39+eee+6hT58+DfqeIlLVWm3ZsmUsX74cu90OwKBBg7j++uvd+91qeIWEEHXVVWTOn0/6558TMmBAvW0BKU9JIXnmTEqrl1/9O3ak3f334x8fz/bt23n33XdxVtdbHTJkCPfcc0+d9mTv2LGDt99+211c+sYbb+TKK6886/Oir72WnJUrKU1MpGjHDkL69iV35cqqgxyGQeiQIcQ/+ijmev49kpiYyLx580hKSgKqimHfeuutF+zqVHN0YSaDFiIlJYUPP/yQ1NRUABISErh5zBjs33xDevWhBe+ICNpOnFh1ITKZSKku2RLSv/9JM1Vz5swBIDg4mJF17D9ZXxyOElJTXyY9/W1stnS8vVvTuvVDtG37K6zW2t/Bnk7R7t3krV4NQLsHHqjTnWjNxd/Pzw+q726N44o71ye73c6XX37pXtrt0KEDkyZNIiwsrEHeT0SquFwufvzxRxYtWvS/2aQ2bbhi0CDa9e2L72lKmESNG0fO8uVUpKWRtWgRfu3bn7Y2Xq3GYbOROX8+mYsXg9OJ2deXNhMmEDF6NCazmc8//5wVK1YAYLU6uPVWsFie4/vvJ9X6urlkyRIWVf+uMJvNPPLII/Tq1atW4/MKDSXyiiuq+vh++SUlBw+SVd2DN3zkSNrdd1+9Lu+mp6ezYMECd0FsX19fxo0bx+WXX37BTlI0V/ppNwGHw8HSpUtZunQpLpeLgIAAbrn5ZjoUF5M+bRquigpMFgvR115LzHXXYfbxAaAsOZm86pIkkVdcccJrpqamuvd23HTTTe7PV2RkUJmdfV4XsNp/XyVs2zaCkpJtQFWgstlSSUr6E7m5X9Gv3+rzCn/OigqSq/c5RoweTWDXrnV6fs0pueDgYIzqU9KmBrjgJCUlMXv2bNKr63FdccUVXH/99drPJ9LAkpKS+OSTT0hJSQGgdVgYVwPs20fJvn3smT2b4N69iZ86FevPDnFYAwKIGjOGjC+/JH3uXPfnT/f4Myk5cICj773nrskXMnAgcffcg3dYGA6Hg5f//W/34ZKgICs33LCGysrdOJ21u266XC7efvvtE0LU008/TWxsbJ1+XtHjxpHz7beUHTpE2aFDAMRcfz2xN99cb1tR8vPzWbx4MT/99JO7HNmwYcO45ppr3Evt0rgU/BpZcnIys2bNcoeC/v37c9MVV5D3ySekVpcXCejcmXaTJrlbijlKSkiaMeOEDhRZS5bg37Gj+2I0t/pC5ePjw5AhQ075nHO5gNVFaurLJ4S+/3FRUrKN1NSXiY9/7pxfP33OHGy5uXiHh9Omjm3nHA6He6m3e/fuOKr7+lrrUCLhbGw2G4sWLeK7777DMAwCAwOZOHGilnZFGlhZWRkLFizghx9+wDAM/Pz8uOaaa2i7cSMl1SdFaxTt3k3S9Okk/OY3J71OyYEDJ33uTI//OWdFBelz5pCzfDkYBtaQEOLuvdfdCzg3N5f/+7//o7S0qrdS+/btueWWclJSdlPb62Z5eTl///vfycnJAaqWSn/3u9+dW3UAsxlLYCCOggIA2k2aREQ9rRaVlpbyzTffsGrVKnc5sn79+jF+/Hh13mhiJqPm3Lg0KJfLxXfffcf8+fNxuVwEBgZy+2230b60lORZszAqK7EDG3x82Ovl5V6KBBhbVkYbp5Pjd324gDSLhW9OE1zO5Tnn69prZ+HvX3rKrxkGlJcHsGjRPef02rEOB9dUz9h97edH2nnM1JkNg/tKSjADHwcEUFaL/TStW7fmmWeeOe3em4MHDzJ79mz3xXjQoEHceuutqs8n0oD279/Pq6++yql+jQW7XEwoPfX1CGBOQABFx/19ruvjfy7W4eDSigqCq8ey38uL9T4+2M4yc9aQ180zCXM6uaK8nGDDcPcw/8Lfn2MNsDKRkJDAjTfeqPIszYRm/BpBSUkJ//3vf91H9QcMGMAt113HsblzOVp9rD/TYuF7X9+TLizBLhdx1Rt/j2cG4pxOgl2uenlOffDzO/1BCZPpzF8/Ey/D4LLqeoZ7vbzOK/QBBLlcmAE7UFbL5Yz09HQOHz5MQkLCCZ8vLy9n/vz5fF+9BB8SEsIdd9yhWT6RBpadnc3bb799ytAHVdfBM/n5dbCuj69hNQyGVFbSo3oPcbHJxBpf31pfpxrqunkm8XY7Iyoq8AKKTCaKzGbaOp30stv5oZ6DX3h4OL/61a9UxaAZUfBrYImJicycOZOCggK8vLy49dZb6R8by5G//x1bbi5YLIRdfTVf7thBUfUeveOdy8XoXC9g56u83P8sd67nNtN4cWUlQYZBkcnEhur9jucjsvrnk282nzCzeiYJCQl07NjR/e8ul4uffvqJBQsWuDeQX3LJJdx44411qrAvInVjGAbff/898+bNcx/YOpWzXeN+/vW6Ph4gxuHgsuNm+fZ6ebHBxwd7HUJOQ103T8VkGAyy2ehbve0lzWJhhZ8foU4nbcvL6WS3s9Hbm4p6+v3g7+/Pww8/rNDXzGipt4EYhsF3333HV199hcvlIioqikmTJuF74ACps2djOBx4R0XRYcoUAjp1Ou3rVGRksOcMe0t6/POfPPOPf1BRUcHgwYO5//77KU9PZ+9vf3vG5zTEQY+kpL+SlPQnTt6rAmAmPv5Pdd7jd2zjRo68+iqYTHR59tk6H+iAqjpezzzzDFDVySR82zZyV6wgcuxY4iZOrPPrJSYmMnfuXPcG8qioKG6//Xb1khRpYAUFBXz44Yfsrd4P3bVrV+68804iIyNP+fjEf/yDot274fibYZOJ4F69Trln75SPN5sJ7tnzhMe7bDbSP/+c7KVLwTDwDg+n3YMPEnxcSZKysjJeeukl8qpLcsXExPC73/3upE5KZ7tuHj06kvXrq657wcHB/Pa3v6VVq1an/yGdhr2wkKQZMyiu3vMYNW4cbW67DZPFUtXR5I9/pOzIEdrcfjvR11xz1tc7duwYK1asYM2aNe76gW3btuXqq6+mT58+F2Sb0AuFZvwagNPpZM6cOfxQ3Vpt8ODB3HbLLeR8+ikpNUuCAwfS/sEHz3rQwjc2luDevU97MfKOinK3dRswYAAAFdWB5CTVz2mo071t2/6K3NyvTnHAw0xgYD/atv1VnV7PduwYyTNnAlU1p84l9EFVyQOoKnfQt29f9syeDXDCRbo28vPz+eqrr9i0aRNQdZLu6quvZuTIkSpHINLANm3axKeffkpZWRleXl7ccMMNjBgx4owBI37qVJKmTz/hkJvJaqXdQw/V+vHBPXsSP3Wq+9/LkpJIeuMNKqoP6IWPGEHbu+46oW1mWloa//rXv9yBaMCAAUyePPmU73mm62ZBQQSbN1etNCQkJPCLX/zinK41xfv2kTRjBvZjxzD7+ND+wQdpddFF7q+bTCYiRo0i+b33yF21iqgzFJhPT09n+fLlbNiwwV07MC4ujmuuuYbevXtrdq8F0G+relZRUcF7773H7t27MZlM3HzzzQwfMIAjL79M6cGDYDLR5rbbzvgX6+fOdDGqKYIJVXe/zvJyUquDjXdUFLbs7JOe01Cs1kD69VtdL3X8DJeLo2+9hbOkBL/4eGKPK1FTFzUV4qGq33FlWhq27GxMViuBtZyhq6ioYPny5SxbtsxdZHvYsGGMHz9ehzdEGlh5eTmffPKJ+4arXbt23HfffbU6GWoNCCDhN7+hIjOTirQ0kmfOxFFUxLG1a085q3X84yuzsk4og2W4XGQtWkT6vHngdGINCaH95MmE9Ot3wmts27aNd9991x2KbrrpJq74WfmtE97zFNdNCGfXrg4cONAHh8OLcePGcd1119XyJ/Y/7jF/8QW4XPi2bk2Hxx/Hr23bkx7b6uKLSf3oIyozMynZt4+g7t3/9zqGQWJiIsuWLWPXrl3uz3fu3Jkrr7ySnj17KvC1IAp+9aigoIAZM2aQmpqKl5cXDzzwAF0jIznw5z9jy83F4u9Ph6lTCa7jxv8zXYxq+k5arVZ8fX1J/fjjqjZkMTF0f/FFbHl5Jz2nIVmtgcTHP3deZVugqlxN8e7dmL296XAe1eNXrFjh3gd0xx13cKy6oHJwnz4n3KGfis1mY/Xq1SxbtoySkhKg6q771ltvJS4u7pzGIyK1l5GRwVtvvUV2djZms5mrrrqKcePG1bkmpm9MDL4xMThLSzn6zjtkzJ9P2PDheJ2mjlzN42tU5uSQ9OablFaXewkdNIh2DzyA9Wc3fscXVLZYLDz66KP06NHjrOOruW62a/fsCfX5rFYrjz/+KN2PC2G1ZS8oIOnNNymuPlQYdsklxN1330ltPmtYfH0JGzqU3JUryV+zhqDu3XE6nWzfvp3ly5e7JxlMJhP9+vXjyiuvJD4+vs7jkqan4FdPjh07xn/+8x/y8vIICgri0UcfJaKykv1/+QvO0lJ8oqPp9NRT+NaxwObxfn4xgqqwCVW9ecvT0sj+9lsA2t59N2Yvr1M+p7krTUwk/fPPAWh7zz34tm59Tq/jcrlYunQpUFWOJSIsjF3Vy++tLr74tM+z2+2sWbOGb775xn1wIyoqivHjx9O/f3/d2Yo0gq1btzJr1iwqKysJDQ3lwQcfPO9yIGHDh5O9bBnlSUlkzJtHu1r0M89fu5bk//4XV3k5Zl9f4u6+m7BLLz3pOvDee++xefNmoKo70G9+8xuia9lHHKp+h/zzn/90X9PDwsJ4+umnz6nIceH27Rx9+20cRUWYvL2Ju/tuwkeMOOu1K+ySS6qC3/r17I2N5fsff3SPx2q1MnToUEaPHq1+ui2cgl89KCoqYtq0aeTl5REZGVm1DyMlhYOvvophtxOQkEDHX/0Kr+Dgen/vmqLEFrOZ1FmzwOkkZMAAQlpoORFHSQlHpk8Hp5PQiy4i/LLLzvm1Fi5cSFl1L97bbruNwq1bsR87hjUo6JRN2J1OJ+vWrWPJkiXui114eDhXX301Q4YMUecNkUbgcrlYuHAh33zzDVC1nDh58uR62VZhMpuJmziRA3/7G7krVxIxahT+7duf8rHO8nKSP/iAYz/+CFQV1o9/5JGTWmU6HA7+/e9/c/ToUQAiIyP5/e9/X6eCytu2beO9995z9+zt378/kyZNqvMBCZfNRtqnn5KzbBkAvnFxdJg61d0M4GzyfH2x+fnhXV7OrvnzKfDyIigoiOHDhzNixAiCG+B3mDQ+Bb/zVFJSwquvvkp2djZhYWH88pe/xHToEIenT8dwOgnp358OU6e6267Vt5rNw3E2G8V79mDy8qLtXXc1yHs1NMMwOPrOO9hyc/GJiqL9Aw+c8+xaWVkZy6ovfh07dqRz587s/+tfAQi/7LITevza7XY2btzI119/7T6BFxoayrhx4xg6dKgObog0EpvNxrvvvuveRzZq1ChuvPHGer3pCuzaldAhQyjYsIGUDz6gy3PPYfpZwCo9fJgj06dX7ZE2mYi94QZirr/+pN61ZWVl/O1vf3PfKHbt2pXHH3+8ToHtww8/ZN26dUDVMuqdd97JJZdcUufvqywpiaQ336QiLQ2AyDFjaHPbbZh/dor45xwOB9u2bWP16tUcOnSIQU4n/YCe3t5ces89DBgwAK869ESX5k+/0c6DzWbj9ddfJz09nZCQkKrQl5hYNWPlctHq4ouJf/jhBukHW8Pb2xuzYdC7+sITfc01J92RthTZS5ZQuGULJquVDo8/juU86uG98cYbuFwuTCYTDz74ICX791N64AAmq5XIsWOBqov2mjVrWLlyJYWFhUBVuYSxY8cyfPhwXexEGlF5eTkzZszg0KFDeHl5MXHiRAZXtzqrb23vuouiHTsoTUwkb9UqIkaNAqoOQ2R//TVpc+eC04l3eDjxU6YQ2KXLSa+Rk5PDSy+95K6qMHz4cO68885aj6GoqIh//etf5ObmAhAQEMCTTz5Z5367htNJ5qJFZHz55f8OnTz00FlXfbKzs1m7di3r1q1z72E2m8349ekDmzYRU1FBn759seg6eMFR8DsPc+bMITk5mcDAQH7xi1/glZLC4RkzwOUi7NJLaT958kl3kvUtMjKSHnY7QdV/4WtTf6k5Kt67l7Q5c4Cqi7L/eWwaXrlyJYeqG46PHDmS4OBgDr72GgDhl15KKbDwiy9Yu3at+6IdGhrKqFGjuOyyy06qsyUiDaukpITXX3+d5ORk/Pz8mDJlCp3OUN/0fHmHhdH6lltInT2btM8+I2TgQExmM0lvv03Rtm0AhA4eTLtJk05Zcuvw4cO88sor7h60Zzu5+3Pbt2/n3XffdS/tduvWjSlTptR5daEiPZ2kt9+mrPp6Fzp4MO3uv/+kQyc17HY727dvZ82aNRw4ri9xSEgIw4YN49JLLyUkJITdTz2FLSeH4t27CR04sE5jkuZPwe8crV+/nh9//BGTycSkSZMILCgg8bXXwOmk1dChjRL6AKJDQmhVvdzb+pZbTntiqzmzHTvmniUNu+QSIkaPPufXysnJ4fPqgyERERHceuutFGzZQsn+/WC1ssZu58fnnnOXWmjdujVXXHEFgwYN0pKuSBMoKCjgtddeIyMjg8DAQB5//PFGOTUfecUV5P3wA+VHj5I0YwYVGRnYjx1zb5eJGDXqlFtNtm/f7m4VZzKZmDx5Mv3796/Ve7pcLmbNmsWGDRuAqqXdW265hcsvv7xOY6+ZmUz/4gsMux2Lvz9t77mHsGHDTjnmzMxM1q5dy08//URpdT9ik8lEjx49GD58OL169TphOT2kXz9yli2jcNs2Bb8LkH7TnYOMjAw++eQTAK655hraBQRw4K9/xXA4CBk4sGp5t5GqlrdKTKSQqvZjIW3bEtEo71p/XHY7R159FUdhIb5xcbS7//5z3tdns9n417/+hWEYWCwWnnrqKRwVFRz+4AMAtpvNbNy+HajaMD5mzBh69OihU7oiTaS8vJzXX3+djIwMQkND+cUvflGr+nz1wWSx0O7++9n/5z+7u1n4xMTQ4bHHTnvgY82aNXz88cdAVbmWX/3qVye0cjyTvLw8/v3vf7v3A57r0m55WhrJ775LaWIiUFWaqt2kSXiHhZ3wuJKSEjZv3sz69etPqPcaGhrKsGHDGDZsGGE/e06NkP79yVm2jKLt290BVy4cCn51ZBgGn376KTabja5duzJ62DAO/OlPOMvKCOjShQ5Tppy0Abih2I4do6i6E8gGHx+yN2ygU0JCo7x3fUn98ENKExOx+PvT8Ze/POdDMC6Xi7///e8UFxcDcMstt/Djjz+St3gxPQoLKTOZ2O7jw4ABA7jiiitUf0qkiblcLt5//33S09MJDg7mySefJCKi8W5dHaWlZC5cWNUQl6qOHglPP33aPdJLly5lwYIFAPj4+PDMM8+ctlXcz33//ffMmTPHvdLQq1cvHnrooTqtMrgcDrIWLSJz/nwMhwOznx9t77qL8Msucwczh8PBrl27WL9+Pbt27XIvJZvNZnr27Mnw4cPp0aPHWQ/LBHbtisnLC/uxY1RmZJxzSS1pnhT86mjfvn0cPHgQq9XKxDvv5Oj06djz8vCJiaHTE0+c9QRVfcqcPx/DbqfA359Us5ny6v6VLUXOihXkrlwJJhPxU6fiW4eaVz/3+uuvk5mZCUB0dDSff/45QTYbN1SXcykZNIhn77ij1hdqEWlYCxYsYNeuXVitVh555JFGDX1lyckcmTaNyuxssFjwCgrCXlBA2qef0uHxx0+a4friiy/47rvvgKqZuueee65WpU1qDgAmVs/Omc1m7rrrLoYOHVqn8ZYmJnJ05kx3O87gfv1od//9eIeFYRgGR44cYcOGDWzatMm9lAtVrdQuuugiBg0aVKdSLGZvbwISEijZu5fiPXsU/C4wCn51YBiG+47v0ksvpXzZMkr27cPs60vHJ5447YbahlCZnU1udRcK71GjYPVq8vLyyMvLIzw8vNHGca6K9+4lZdYsoGpv4vnUHXzzzTfZt2+f+9+zsrIwGQZjDAMrENi7N/1PcTEXkaaxdetWvq0uNn/33Xc36gx8/tq1HJ05E8Nmwzsioiromc3s+9OfKNi4kfwffjihfuhHH33E2rVrgapl0ueff75WNfoOHDjAG2+84S65FR4ezpNPPkmrVq1qPVZneTnpc+aQ8913YBhYg4Joe/fdhF50EampqWxevZotW7a4y1BB1UGNwYMHc9FFF9GmlvX7TiWoRw9K9u6lZN8+IutwcEWaPwW/Oti/fz9Hjx7F29ub4XFxZEyfDkD8ww/XukBmfclcsACcToJ696bfrbcyZ+1aHA4Hn3/+OQ8//HCjjqWuKrOzOfzqq+6DMNHn0IPS6XSye/duPvroI/fyLlQtwQwePJgBFRWUrVyJJSCA+AcfVOgTaSZsNpv7ANYVV1zRYCVbfs5wOEj95BNyqgNncO/exD/6qPuGvfVNN5E+dy4ps2YR0LkzvrGxfPDBB+6DGNHR0Tz77LNnXZ51uVx8+OGH7h7hACNGjOC2226r/VgNg4KNG0mdPRv7sWNAVdcR88iR/LBvH1v+/GdycnLcj/fx8aFPnz5cdNFFdOvWrc6Fn08lsHNnAEqrTwzLhUPBrw72VG8AHtK7NzmzZwMQeeWVp+wC0ZBsubnkrVkDQOyNN2I2m+nXrx+bNm1i586dlJSUEBgY2Khjqi1HaSmH/v1vnCUl+HfoUHX6uZahzDAMUlNTWb9+PRs2bHDXngLw8vLi+uuvZ+jQodgTE0n85z8BiLv3XrzrcIctIg3ru+++49ixY7Rq1Yprr722Ud7TXljIkddfp6R6ZSDm+uuJvemmEw7hRV97LUW7dlGydy9HZsxgbdu2bKk+DNamTRt+//vfnzVQpaWl8eqrr7pvRn19fZk6deoZS9NUZGRQmZ3t7qdekZVF6qxZFFX367WEh5PVuzcLU1PJmjbN/TwvLy969erFwIED6dWrV72XofLv2BFMJmy5udgLCvAKDa3X15emo+BXBzV1j7pkZladQm3Thja3397o48havLhqtq9HD/dd2YQJE9i8eTMul4u33nqLp556qtHHdTaGw8GR11+nIj0dr1at6PirX9VqT2RBQQEbN25k/fr1pKenn/T1hIQEfvWrX2EymbDl53PwjTfAMIi4/HLC6riXRkQaTnFxsXuJ94YbbmiUmpllR49y+OWXseXlYfb1Jf7hh095s24ym4l/5BH2Pvss5UlJeKelga8v7du35+mnnz5r6Js3bx7fffcdRvVhkZ49e/Lwww+fdobQUVJC0owZFO3c6f6cT1QUlXl54HRimM3sCwrip8pKnNU9gK1WKz179nSHvbq0hasri58fvrGxVKSnU5acTIiC3wVDwa+WKioqKExKoo/djnnfPjCZaD95cqMe5gCwFxSQu3o1UHXXWiMwMJDRo0ezfPlyDh06xI4dO+jTjPr1GoZB8n//S/GuXZh9fOj01FNnnIkrLCxk+/btbN26lQMHDrgvpmazGcMw3P8+dOhQ7r77bgBclZUcfuUVHMXF+LVrR9uJExv+GxORWtuzZw+VlZXExsYysBHqwx3bsIGjb72Fy2bDJyaGjk88ccZtOd5hYRzq1In47dvpZbdjxMRw91lCX1ZWFq+++irHqpdkrVYr9913HwMGDDjj2JJmzKBo9+4TPleZnQ1AqsXCj76+FLlceHl707N7d/r370+fPn3w8/Or7bd/3nzj4qhIT6ciJaXF9n+Xkyn41YKjpISk117j1uNOS3m1aoVPHesv1Yec5csx7HYCEhII7N79hK/dcMMNrFu3jtLSUt555x3+/Oc/n7ZOU2PLXLCAvFWrqk7wTplyyjpZ+fn5bNu2ja1bt3L48GF3uIOqfrsWi4WDBw8CVcVH77jjDoYPHw5UBcukd96h7MgRLIGBVaVh1IFDpFmpOd3ao0ePetmHdjqGYZD55ZdVbcyo3s83deopu3Ac77PPPmP14cMM8vamn81G36wsKtPT8Wvb9pSP//ksX8eOHZk6depZw1l5evoJM30/t61VK3oOGECfPn3o3r17k3UT8mvbloL16ylPTW2S95eGoeBXC0kzZlB23KlRqJp5S5o+nYTf/KbRxuGy2apOdwFR48adtDfObDbzxBNP8OKLL+J0OnnppZd44YUXmrwFWd6aNWRUb+aOu/tuQo+7E87JyWHr1q1s27bthCKjAPHx8fTr14/WrVsze/ZsioqKgKp9M08++SRtj7sYp8+ZQ8H69ZgsFjr+8pcttl+xyIXs8OHDQFUB9Ybistk4+u67HFu3Dqi6Vra57baz1lddsmQJq6tXU9Lj4xlutVKyZw+Hp02j65/+dEJoTE5O5o033nD3+LZardx5551cfPHFp339srIy9u3bx549e8jftInhZxjLL+65h9BadgNpSD7VxbRrZiLlwqDgdxYVGRmnvjNzuSjauZOKzEx8G6nSfP6aNThLSvCOiDhtG502bdpw77338sEHH1BaWsof//hHnnvuOfz9/RtljD9XuH07R999F4Coq68mbNQoEhMT2b17N7t37yb1uDtJk8lEp06d6NevH/369SM4OJg5c+bw1VdfuR/TpUsXpkyZckKYzV66lKxFiwBo98ADBHXr1jjfnIjUSUPO8kHVIY7Dr7xS1dXCYqHdffcRMXLkWZ+3bt06FlVfQ8LCwvjd73+PUVbGvuefpzIzkyPTp5Pw1FM4DYMPP/yQjRs3up97ulk+u93OkSNHOHDgAHv37iUpKQnDMPBzubi8vPyM4/FtgtWkU6m5gbYp+F1QFPzO4mx3OpVZWY0S/AzDILt6U3TkmDFnvHsdMmQImZmZLF26lMLCQp577jn+8Ic/1Kl+VH0oTUzkSHXZFmfnznxdXMy+3/yG8uMuemazmc6dO9O/f3/69u1LSEgIAKtWreKrr77CZrMBVSfY7rnnnpP2BeWtWUPqRx8B0PrWW0+ovyUizUtNvblVq1bV+x7kiowMEv/1L2zZ2VWdgH7xC4J69jzr8w4fPszs6ioNAQEBPP/881UHMoKD6fTEExz4618p3rmTzf/5D7PT0tzXJG9vb+699153n16bzeYOegcPHiQpKQmHw/G/NzIMBgYE0Cc/H0t1Bw9MJnfnEADMZoJ79my0yYSz8a6uCWsvLMRwOhutK5U0LAW/szjbkqHPeXSbqIvSgwepSEvD5O1NxIgRZ338+PHj8ff3Z968eZSXl/P8889z++23c8kllzT4WG02GxuXLsV7/nwsNhspFgvLMjJwVXfWCAgIoHv37vTo0YNevXqdUHpm27ZtfPbZZ+4lFIDu3bvz8MMPn7Rknb92LUfffhuAyLFjz6keoIg0noqKCqCqA1J9lp0q2b+fQ6+8UrUiEhlJwtNP12rWrLy8nGnTpmEYBlarlWefffaE64x/fDyt7ryTvA8+wLxjB518fNjr7U3fvn2ZMGECKSkpzJ8/n8TERJKSktwt0mqEhITQuXNnurZuTdjWrZRXlwTzi48n7u67yfzqqxNWlIJ79iR+6tR6+ZnUB2tQkDucOoqLVdLlAmEyjt9BL6d08P/+j+Jdu074nAsI7NGDbr//faOMIenNN8lfu5bwyy6j/YMP1vp5GzZs4L///a9783FCQgIPPfRQvdb5s9lsJCUlkZiYyPfff49RUMC1ZWUEGAbZZjNfBwTQJj6eHj160LNnT9q3b3/Cko/L5WLFihV8++23J9Tmi4mJYdKkSaesPp+/bh1JNWVbRo0i7t57T6jJJSLNT3JyMn//+9+BqgMeDzzwwHlvQynYtIkjM2Zg2O34d+xIpyefxKt65eBsXnjhBdLS0gB46qmnTqi3Z7PZ+O9//8vWrVvpW1nJYJsNF7AvIYF9djv5+fknvV5oaCidO3d2f0RGRpK/ahWpn36Kq7wck9VKzA03EHPNNZiqy7xUZGZSmZXlruPX3OyYMgVHcTHdXngB/3btmno4Ug8U/GqheN8+Dr7wwgmfS7FY2N+pE48+8QRBDdyqzVFays7HH8ew2+n6xz8SkJBQp+fn5eXx8ssvuy9UJpOJIUOGcMcdd5zTwY+KigoOHz7MwYMHSUxM5OjRo+4lDX+Xi2vLygg2DEp8ffG9+2669+9/yp9Rbm4uixYtYtu2be7lE6i6eN5222307dv3lO+fu2IFyR98AIZB+MiRtLv/foU+kRYiJSWFf/7znzgcDkJCQrjjjjvOedk3Z8UKUqqvBSEDBtBhyhTMPj61eu7KlSuZO3cuANdeey1XX301hmGQl5fH3Llz2bVr1/8qCxgGwysr6Wa34wC+9vMj28uLmJgY2rdvT6dOnejSpQsRERHuQ3cVmZkkz5xJSXUP9YCEBNpNntzoXZ7O165f/Qpbbi5dnn/eXTdWWjYFv1rIWbasqo1Ply7EjB9PsdnMa7NnU1xcTEBAANdddx3Dhw9vsI3LuStXkjxzJr5t2tD9pZfOuf3YnDlzWL16tftiZrFY6NGjBzfccAOxp1kWcTqdZGRkkJKSQnJyMkeOHCE1NRVXzR6VaiEhIXRv144eu3djLizEOzKSrs8/f9LSQElJCStWrOCnn36ioKDghK/FxsZyyy230P1nZWqOl7lwIelz5gBopk+khTp06BAffvgh2dV7qGNjYxk0aBADBw4kqhYn8g3DIHPBAne1gPCRI2l333213oNmt9v59a9/jd1uJygoiAEDBpCamnrCTezPhQQFcUV5Oa2OHQNfXzr89re0OsVNuMvhIHvJEjK++grDbsfk7U3rW24hauzYFnmt2vO731GRlkbC735HcC32TErzp+BXC0emT+fYTz8Re/PNxN5wAwDp6em8//777mWCuLg4rrnmGnr27ImlnjfAHnjxRUr27qX1hAnEnOc+trKyMmbNmsWO6nZANUJCQujRowfdu3fHbreTnJxMcnIyqamp2O32k14nPDyczp07k5CQQEJCAqE+PiS+9BIVaWl4h4fT+Q9/wCciAofDwe7du1m3bh2HDh2i9LhaiFBVBqFr167cdNNNpw2fAIbLRerHH5PzzTcARI8fT+tbblEPXpEWymazsXjxYlauXHlC2IqMjKR169buj+joaPz9/fHz88PHxweTyUTap5+SvWQJUN1+7eabMZlMOJ1OSkpK3B/FxcUUFxdTUlLCsWPHyM3NJTc396SbzlMJDAxk6NChdOzYkbi4OFq1aoVhs3Hw73+nNDERa0gIXZ599oS9hCUHD5I8cyYV1dUKgnr1ot199zXaXvCGsOeZZ6hISSHht78luFevph6O1AMFv1rY/etfU5mVddL/+E6nkx9++IGFCxe6T6oGBgYyYMAABg8eTMeOHc87mNjy89n1xBNgGPR8+WV8IiLO6/Wg6m738OHDLF68mCNHjpy0IfnnvL29iYuLIz4+nnbt2tGpU6cTCkPbCwvZ/+KL2NLTcfn7kzhgAIdyc8nLy3Nv5j6eyWSibdu2XHnllQwYMOCsM6XOigqSZsygcOtWANrcfjvR11xzDt+5iDQ3ZWVlbN++nc2bN7Nv376TVhOOZwIus9vpXH1d2RIUxB5fX5xOJ06n84zPra2uXbty1113EXGaa62jpISDL75IeUoKXq1a0eUPf8ASEED63LnkrlgBhoE1KIi2d91Fq2HDWvzNac2MX+ff/a5Wp6Sl+VPwOwvDMNg2aRKG3U7Pf//7lKd8a/pPbty40V1kGCA4OJj27duf8FHXQxXZ335L6ocfEtClC12fe65Wz3G5XBQXF1NYWEhBQQEFBQXk5OSQlZVFVlYWubm5nOt/dpPJhMVicbdN83E6GVdWRpjLRanJxGJ/f4pOEeQCAgLo1KkTw4YNo1evXrVeFrfl5XHo5ZcpP3oUk5cX8Q8/TKuLLjqnsYtI81ZSUkJqairp6elkZGSQlpZGbm4uFRUVOO12Lq2ooIvDgQtY4+vLAS+vk17DZDIREBBAYGAggYGBBAUFERgYSEhICJGRkURERBAREcE777zDoUOHMJlMhIaGMnDgQMaNG1er/rf2wkIOVq9wWAIDwTBwVq9mhF16KW3vuKPqROwFYNdTT2HLzqbLc88R2KVLUw9H6oGC31k4iovZMWUKAP1mzsR8igtNDafTyf79+9mwYQPbt2+nsrLypMeEhobSqlUrgoODCQkJcX8EBQXh5eWF2WzGYrFgsVgwm80Uvv8+9sRE/MaOxTx4MBUVFVRWVrr/WVlZSVlZmTvkFRYWUlhYeNZZPF9fX6Kjo4mOjiYmJobo6GhiY2MxmUysXbuWI0eOkJubS0lJyWlfy9/l4uryckKPC32lXl74+PgQHh5O+/bt6dWrF926dTunQyTFe/Zw5PXXcRQXYw0KotOTT9b5YIuItHyGy8WRN9+kYN06MJsJvPlm/Pr3d18rrVar+5/+/v4NXigaoGjPHg79618Y1VthvKOiaD95MkFn2KPcEm1/5BGcpaV0//vfW9zBFDk11fE7C1tN4+2goDOGPvjfYYkePXpgs9lISUnh6NGj7o/s7Gz3DFxteBkGE0tKsAD/XbOGoh9/rPW4TSYTQUFBhIaGEhoaSlhYmDvgxcTEEBwcfNoliJtuuumEf3c4HBw7doz8/HyOHTtGcXExXmVlBH77LWaXC4KCSHj8cV7s2rVeLriGYZD99dekffYZuFz4tW9Px1/8Qm3YRDyQ4XJx9N133aGvw5QpTTrr7ywrI+Orr6oK6h93U+yqrLxgZvlquBwOnGVlAFjrsQSYNC0Fv9qqY6Dx9vamU6dOJ9SFKisrIzMzk8LCQoqKityzc4WFhRQXF5+wT8XlchFVUoKlpIQiiwVLeDixvr74+Pjg4+ODb/WffX198fX1JSQkxB3yamYR6+uQidVqJTIyksjISADK09JI/Mc/sBcV4R0VReff/Q6f6q+dL0dxMUffe4/CzZsBCLvkEtrdf3+tSzSIyIXDMAxS/vtf8n/4oSr0TZ1KqyFDmmYsLhd5P/xA+pw5OKq39IQMGEDMDTdw9J13qEhJ4cALL5Dw9NMEdOzYJGOsb/a8PDAMTN7eWIODm3o4Uk8U/M6iZpbPOMXJ1rry9/enYx0uCKkffUT20qV0HDGCF+6//7zfvz6UJiaS+O9/4ywpwad1azr/9rd4H3fQ43wU791L0ptvYs/Px2Sx0Oauu4i84ooWvzlaRM5N+mefVR2YMJmq9vc2UegrTUwk5cMPKTt8GACf2FjaTpxISHX9wS6//z2J//wnZUeOcPCFF+jw+OOE9OvXJGOtTxVZWQD4HFefUFo+Bb+zqKmu7rLbMQyjUf/nL963D4DAbt0a7T3PpHD7do689hquykr8O3Yk4de/rpelDZfdTuZXX5G5cCEYBj4xMXSYOhX/+PjzH7SItEhZX39N1uLFALR74AHChg1r9DHYcnNJmzOHY+vWAWD29SX2xhuJHDMGs/V/vz6tQUF0/v3vOfzaaxTv3Mmhl1+m3f33EzFyZKOPuT6VHz0KgJ86dlxQFPzOwiskBMxmDLsd+7Fj9Ta7dTYum43y5GSAZlEtPXfVKpLffx9cLoJ69aLjL3+JpRan386m7MgRkt5+2133Kvyyy2h799318toi0jLl//QTaR9/DEDr225r9ADlLC8nc+FCspcurVrtMZkIGz6cNhMmnLZfrcXPj4Qnn+TozJnk//ADye+9R0VGBm1uu61FFm6GqplOAL/27Zt4JFKfFPzOwuztjW9sLBVpaZSnpDRa8KtITweXC0tgIF7h4Y3ynqdiuFxkfPEFmQsWABA2fDjtJk064W73XLjsdjLnz6+a5XO5sAYFEXfffU22lCMizUNpYiJH334bgMixYxu1ZqfhcJC7ejUZ8+a59/EFdu9O2zvvrNUKhMlqpf2DD+IdEUHml1+SvWQJFampxE+ZgjUgoIFHX78Mp5Pi6nZzQT16NPFopD4p+NWCX1wcFWlplCUlEXKa/rH1rWa2zy8ursn2VrgqK0l66y0KNm4E6q9bRtGuXaT8979UZmYCEDpkCHH33ouXNg+LeDTbsWMceuUVDLudkP79aXvnnY1y/TNcLgo2biT988/d1yWfmBja3H47IQMG1GkMJpOJ1jfdhF+bNiS9/TZFO3aw/09/osPjj+PfQ+A/KgAADiJJREFUgpZMS/btw1VejiUwUNtuLjAKfrUQ2LUrx376iYJNm4i9/vpGec/K3FwAfGNiGuX9fs6Wm8uhadMoT0rCZLHQbtIkwi+99Lxe015QQOpHH3Hsp58AsIaEEHf33SrILCIYDkdV3c7CQnzj4oifMqXBl0gNw6B4927S58yh7MgRoGq/XswNNxAxatR5rWy0uugifGJiOPzyy1RmZrL/T38i7p57CB8xokUclMivvk6HDhrUYpeq5dQU/GohdMgQUmbPpjwpifK0tEYpYmnPzwfAq5GWlo9XvHcvR157zV04ueMvf0lg167n/Houm43spUvJXLgQV0UFmExEXnEFrW+5BYu/fz2OXERaqvQvvqD0wAHMfn71tof4TIr37iXjiy8o2b8fqDq4ET1uHFHjxmHx86uX9/Bv355uf/0rSW+9RdH27SS/9x7Fe/YQd++9zXrp11FayrHqurFNcahGGpaCXy14BQcT3Ls3Rdu2kbdyJW0nTmzw93QUF7vfu7EYhkHW4sWkz537v8LJTzxxzv2BDZeLY+vWkT53Lra8PAD8O3ak3X334d+hQ30OXURasJL9+90neNs/+CC+0dEN+l4Z8+ZRvGcPULUvL2LUKGLGj686zFfParoOZS1ZQvrcuRxbt46S/ftpP3kywb171/v71Yec5ctx2Wz4xcU1m6oSUn8U/Gop8oorKNq2jZzvviNyzJgG7yJRUzfQdA6tzs6Fo7iYo+++S+GWLcD5FU42DIOinTvJ+Pxz9/KJV3g4rW+9lbChQ7VsICJuLoeDo+++C4ZB+GWX0Wrw4Hp/D8MwKN6zh6wFC/4X+CwWwkeOJGb8+AY/tGcym4m59lqCunUj6a23qMzMJPEf/yBi1ChaT5jQrGb/7EVFZC1aBED0tde2iGVpqRsFv1oK7tOHoF69KN61i7RPP6XjL37RoO/XmC2Ui/fsqSqcfOwYJquVuLvvJvzyy+v8F94wDIp37SJj3jx3GQCzry8x111H1FVXYW6kECsiLUfON99QmZmJNSSEtnfdVa+vbbhcFG7dSuaCBe7iy1gshF96KTHXX3/OqxnnKiAhgW5//Svpc+aQs2wZuStWULB5M23vuotWF1/cLEJW6qxZuCoq8IuPp9XFFzf1cKQBKPjVkslkou2dd7L32Wcp2LiRvDVrCB8+vMHer2bvW02fxIbgstlInzuX7G++qSqcHBtLhylT6nyCyzAMinbsIHPBAkoPHADA5OVF5BVXEH3NNQ2yfCIiLZ+zoqKqpBPQZsKEetvz66qsJG/NGrK/+YbKjAyg6poUMXIk0VdfjXcjB77jWXx9ibvnHkIHDyb5/fepzMggacYMcleurHXZmIaS9/33HFu/Hsxm2t1/v1ZnLlAKfnXgFxdHzPXXk/nVVyTPnIlvbCwBx/XirU81Yalmb1x9K9m/n6MzZ1KZng5A+MiRtL3rrjptqHY5HBz78UeyliyhIi0NqL64jhpFzLXXnrbQqYgIQP6aNThLS/GJiiKsHm6kbfn55Hz3HbkrVuAsKQHA7OdH5BVXEDV2bLO6CQ3q3p3uL7xA1uLFZC5YQMnevex77jnCLrmE2JtuavDtRD9XtHs3yTNnAhB7440XTL9hOZmCXx3F3ngj5cnJFG7ZwuFXXiHht7/Fr23ben+fmhY55UlJ9fq6jpIS0ufMIXflSgC8QkNpN2lSnfpK2gsLyVu9mpzly7EfOwZULelGXH45UVdd1WhFrkWkZSvYvBmAiFGjznl2yXC5KNqxg9wVKyjctg2qt8l4R0YSNXYs4ZddVm+ndOub2cuL2BtuIGz48KqDHz/+SP7ateSvW0fYsGHEjB+Pb2xsg4+jcNs2Dr/6KobTSejgwcSMH9/g7ylNx2Q05mayC4SzvJz9f/kLFampWPz96fTkk+dV7uRUytPS2Pu732GyWOg9ffp5b/41nE5yV6wgfd48951w+MiRtLn99lq9tmEYlOzdS86KFRRu2oThdALg1aoVkWPGEHH55c1qg7KINH/bHnoIV3k53V54oc7FjctTUsj/8Ufy163DftzKSGC3bkSOGUPowIEtbqmy7MgR0ufOpWjnzqpPmEwE9+1L1JVXEtSrV71/P4bDQeaCBWR89RUYBsH9+tHx8ce1H/sCp+B3jhzFxRx6+WVKDx7E5OVVdSBi5Mh63Zy755lnqEhJofWtt57zHZjhcnFs/Xoy5s1zV6T3bduWuHvvJagWx/Qrc3M59uOP5K1Z494rA1WblCNGj6bVxRefd/s2EfFMW+67D5xOevzrX2ct4WIYRtVqy9atFGzc6O5uBGAJDCR8+HAiLr8c39atG3jUDa/00CEy58+ncOtW9+e8IyMJGzqUVsOGnXct2Zp92Wmffvq/PukjRxJ37726nnsABb/z4LLZODJ9ursESlCvXrSbNKneTorlrV3L0TffxOzrS9c//rFOS8oum4386v13NYHNGhRE7E03EXH55ZgsltM+11FczLH168lft859WAOqlnPDhg0jYtQo/NW0W0TO074//pGyw4cJHTyYuPvuO6FuqauykoqsLMoSEyk5cIDivXvdhe2hqhxLcN++hA0bRkj//hfkLFVFRgY5331H/g8/nHDQzycmhuDevQnq2ZOATp1qtZ/aMAxsOTkUbNpE3po1VKSkAFWhOW7iRMIuuaShvg1pZhT8zpPhcpG9dCnpn3+OYbdj9vUl6qqriBo7Fmtg4Hm/9sG//52SvXuxhoTQYepUgrp3P+PjSw8erAptP/6Is7QUqDohHDVuHFFjx552r0tlVhYFW7ZQuHVrVSV7l6vqCyYTQd2702rYMFoNGdJs98qISMtTuH07h/79b/e+PK+wMExWK67KShyFhSc93uztTVCvXoT070/ooEHnfY1tKVyVlRRs3cqxH3+kaMcO91abGl5hYfjGxOAdFYU1KKjqkJ7ZjMtmw1lcTGVODuXJye492QBmH5+qg3jXXYc1KKixvyVpQgp+9aQiI4Oj777rniEz+/oSOXo0kWPGnNdhB0dxMQdefNE9HR/YrRsh/frhEx2NycsLZ3k5tuxsyo4coWT/fnfHDwDv8HAix44lYuTIkwKbs6KC0gMHKN6zh8Jt29yncmv4tW9ftawwdKgOa4hIgynasYP044q9H8/i749f+/YEdulS9dGt2wU5s1cXzvJyinfvpmjHDkoOHKAiPd0dnM/GZLEQkJBAq4svptXFF3tMcJYTKfjVI8PlomDzZjLnz6f86NGqT5pMBHbpQquhQ2k1ZMg53Vk5KypI+/hjclev/t9M3GlY/P0J7teP8OHDCerZ070Z2F5URFlSEiX791OyZw+lR47A8XeNZjOBXbsSOmAAIf3749OALZNERH7OUVJCZWYmhmFg9vLCOzwcS2Bgsyhq3Jw5y8spT0mhMjsbW3Y2jrIyXOXlGC4XZm9vLP7++ERF4RMbS0DHjh4fnEXBr0EYhkHRtm1kLV7sbgAOgNmMf3w8gZ07E9C1K4GdO9ep1l1l9f6M0oMHq+r7GQYmLy98IiPxbdOGwC5d8G3XDnt+PpVZWZSnpFB25AhlSUknnHqr4R0RQWD37gT36kVw3746lSsiInKBU/BrYLbcXPdBCfcs4HEsAQH4REdX3ZFFReEVGorZ3x+Ln1/Vh68vhmFU7elwuTCcTlw2G46iIhzFxdiLinCWlGDLy6MyK8sdCE/FJyaGgE6dCOrRg8Bu3Rq9QKiIiIg0LQW/RmTLzaXk4EFK9u+n9MABylNTa703oy7Mvr74REfj27o1/h064B8fj398vA5miIiIeDgFvybkqqykMjubyqysqo/sbBzFxTjLy3GWleGsqMBVUYHJbK7aq2exYDKbMXt7Yw0MxBocjDUoCGtQEF6hofjExOATHY01OFj7YkREROQkCn4iIiIiHqJl9bMRERERkXOm4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIhFPxEREREPISCn4iIiIiHUPATERER8RAKfiIiIiIeQsFPRERExEMo+ImIiIh4CAU/EREREQ+h4CciIiLiIRT8RERERDyEgp+IiIiIh1DwExEREfEQCn4iIiIiHkLBT0RERMRDKPiJiIiIeAgFPxEREREPoeAnIiIi4iEU/EREREQ8hIKfiIiIiIdQ8BMRERHxEAp+IiIiIh5CwU9ERETEQyj4iYiIiHgIBT8RERERD6HgJyIiIuIh/h/Tl0hfXHxieAAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -125,37 +198,79 @@ } ], "source": [ - "fig = plt.figure()\n", + "fig = plt.figure(figsize=(8,8))\n", "\n", "ax = fig.add_subplot(2, 2, 1, projection=\"3d\")\n", - "ax = udp.plot(pop.champion_x, ax=ax)\n", + "ax = udp.plot(best_x, ax=ax)\n", "ax.view_init(45, 30)\n", "ax.get_xaxis().set_ticks([])\n", "ax.get_yaxis().set_ticks([])\n", "ax.get_zaxis().set_ticks([])\n", "\n", "ax = fig.add_subplot(2, 2, 2, projection=\"3d\")\n", - "ax = udp.plot(pop.champion_x, ax=ax)\n", + "ax = udp.plot(best_x, ax=ax)\n", "ax.view_init(90, 0)\n", "ax.axis(\"off\")\n", "\n", "ax = fig.add_subplot(2, 2, 3, projection=\"3d\")\n", - "ax = udp.plot(pop.champion_x, ax=ax)\n", + "ax = udp.plot(best_x, ax=ax)\n", "ax.view_init(0, 0)\n", "ax.axis(\"off\")\n", "\n", "ax = fig.add_subplot(2, 2, 4, projection=\"3d\")\n", - "ax = udp.plot(pop.champion_x, ax=ax)\n", + "ax = udp.plot(best_x, ax=ax)\n", "ax.view_init(0, 90)\n", - "ax.axis(\"off\")" + "ax.axis(\"off\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyzing the trajectory\n", + "For a quick analysis of the trajectory we may use the pretty method." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Multiple Gravity Assist (MGA) problem: \n", + "\tPlanet sequence: ['earth - jpl_lp', 'venus - jpl_lp', 'mars - jpl_lp', 'venus - jpl_lp', 'earth - jpl_lp']\n", + "\tEncoding for tofs: direct\n", + "\tOrbit Insertion: False\n", + "Departure: earth - jpl_lp\n", + "\tEpoch: 940.6185803775985 [mjd2000]\n", + "\tSpacecraft velocity: [21633.56739289548, 15626.989894904456, 2961.421319166317] [m/s]\n", + "\tHyperbolic velocity: 3991.3882679586213 [m/s]\n", + "\tInitial DV: 0 [m/s]\n", + "Fly-by: venus - jpl_lp\n", + "\tEpoch: 1078.9489804357615 [mjd2000]\n", + "\tDV: 6.482235221483279e-06 [m/s]\n", + "Fly-by: mars - jpl_lp\n", + "\tEpoch: 1234.6396831376865 [mjd2000]\n", + "\tDV: 0.00021174085122765973 [m/s]\n", + "Fly-by: venus - jpl_lp\n", + "\tEpoch: 1534.6386979243657 [mjd2000]\n", + "\tDV: 0.0011177147353009786 [m/s]\n", + "Arrival: earth - jpl_lp\n", + "\tEpoch: 1691.2843172772673 [mjd2000]\n", + "\tSpacecraft velocity: [15513.740470809498, 21726.480766309018, 2467.7675503393793] [m/s]\n", + "\tArrival DV: 3781.791642911594 [m/s]\n", + "Time of flights: [138.33040006 155.6907027 299.99901479 156.64561935] [days]\n", + "\n", + "Total DV: 3781.7929788494157\n" + ] + } + ], + "source": [ + "ax = udp.pretty(best_x)\n" + ] } ], "metadata": { diff --git a/doc/tut_trajopt.rst b/doc/tut_trajopt.rst index 9dd2462d..5dfc2aad 100644 --- a/doc/tut_trajopt.rst +++ b/doc/tut_trajopt.rst @@ -28,6 +28,7 @@ Trajectory Optimization notebooks/udp_point2point notebooks/udp_pl2pl + notebooks/udp_mga diff --git a/pykep/plot/__init__.py b/pykep/plot/__init__.py index 24f3612b..a68bee12 100644 --- a/pykep/plot/__init__.py +++ b/pykep/plot/__init__.py @@ -41,7 +41,7 @@ def propagate_lagrangian_theta_v(rv=[[1, 0, 0], [0, 1, 0]], thetas=[0.0, _np.pi Propagates (Keplerian) the state for an assigned difference in True anomalies. It does not compute the State Transition Matrix A similar API is offered as that of :func:`~pykep.propagate_lagrangian`, but not identical. The function is essentially offered only for plotting - purposes as to avoid (or anyway alleviate) the non uniform grid effect deriving when plotting at equal time intervals. + purposes as to avoid (or anyway alleviate) the non uniform grid effect when plotting at equal time intervals. Args: *rv* (2D array-like): Cartesian components of the initial position vector and velocity [[x0, y0, z0], [v0, vy0, vz0]]. Defaults to [[1,0,0], [0,1,0]]. @@ -75,9 +75,9 @@ def propagate_lagrangian_theta_v(rv=[[1, 0, 0], [0, 1, 0]], thetas=[0.0, _np.pi v0 = _np.array(rv[1]) R0 = _np.linalg.norm(r0) V02 = _np.dot(v0, v0) - energy = V02 / 2 - mu / R0 + #energy = V02 / 2 - mu / R0 # energy will be negative for hyperbolae - a = -mu / 2.0 / energy + #a = -mu / 2.0 / energy sigma0 = _np.dot(r0, v0) / _np.sqrt(mu) h = _np.linalg.norm(_np.cross(r0, v0)) p = h * h / mu diff --git a/pykep/plot/_lambert.py b/pykep/plot/_lambert.py index 6855d8f8..14ec8f08 100644 --- a/pykep/plot/_lambert.py +++ b/pykep/plot/_lambert.py @@ -40,15 +40,30 @@ def add_lambert(ax, lp, N: int = 60, sol: int = 0, units=_pk.AU, **kwargs): v0 = lp.v0[sol] r1 = lp.r1 mu = lp.mu - costheta = _np.dot(r0, r1) / _np.linalg.norm(r0) / _np.linalg.norm(r1) - theta = _np.arccos(costheta) - + +# Compute the magnitudes of the vectors + norm_r1 = _np.linalg.norm(r0) + norm_r2 = _np.linalg.norm(r1) + + # Compute the dot product + dot_product = _np.dot(r0, r1) + + # Compute the angle using the dot product (gives the cosine of the angle) + cos_theta = dot_product / (norm_r1 * norm_r2) + + # Compute the angle in radians (clipped to avoid domain errors due to floating point precision) + theta = _np.arccos(_np.clip(cos_theta, -1.0, 1.0)) + + # Compute the cross product to determine the direction + cross_product = _np.cross(r0, r1) + + # Assuming motion is in the xy-plane (i.e., third component z gives the direction) + if cross_product[2] < 0: # If the z-component is negative, the motion is clockwise + theta = 2 * _np.pi - theta # Adjust the angle to account for counterclockwise motion + # We define the integration grid if sol == 0: - if _np.cross(r0, r1)[0] > 0: - thetagrid = _np.linspace(0, theta, N) - else: - thetagrid = _np.linspace(0, 2 * _np.pi - theta, N) + thetagrid = _np.linspace(0, theta, N) else: thetagrid = _np.linspace(0, 2 * _np.pi, N) diff --git a/pykep/trajopt/_mga.py b/pykep/trajopt/_mga.py index 5fdd2e50..a25d4495 100644 --- a/pykep/trajopt/_mga.py +++ b/pykep/trajopt/_mga.py @@ -303,7 +303,7 @@ def _compute_dvs(self, x: List[float]) -> Tuple[ r[i], v[i] = self.seq[i].eph(ep[i]) # 3 - we solve the lambert problems (and store trajectory r,v) - l = list() + lps = list() for i in range(self._n_legs): lp = _pk.lambert_problem( r0=r[i], @@ -313,20 +313,20 @@ def _compute_dvs(self, x: List[float]) -> Tuple[ cw=False, multi_revs=0, ) - l.append(lp) + lps.append(lp) # 4 - we compute the various dVs needed at fly-bys to match incoming # and outcoming DVfb = list() - for i in range(len(l) - 1): - v_rel_in = [a - b for a, b in zip(l[i].v1[0], v[i + 1])] - v_rel_out = [a - b for a, b in zip(l[i + 1].v0[0], v[i + 1])] + for i in range(len(lps) - 1): + v_rel_in = [a - b for a, b in zip(lps[i].v1[0], v[i + 1])] + v_rel_out = [a - b for a, b in zip(lps[i + 1].v0[0], v[i + 1])] DVfb.append(_pk.fb_dv(v_rel_in, v_rel_out, self.seq[i + 1])) # 5 - we add the departure and arrival dVs - DVlaunch_tot = _np.linalg.norm([a - b for a, b in zip(v[0], l[0].v0[0])]) + DVlaunch_tot = _np.linalg.norm([a - b for a, b in zip(v[0], lps[0].v0[0])]) DVlaunch = max(0, DVlaunch_tot - self.vinf) - DVarrival = _np.linalg.norm([a - b for a, b in zip(v[-1], l[-1].v1[0])]) + DVarrival = _np.linalg.norm([a - b for a, b in zip(v[-1], lps[-1].v1[0])]) if self.orbit_insertion: # In this case we compute the insertion DV as a single pericenter # burn @@ -339,7 +339,7 @@ def _compute_dvs(self, x: List[float]) -> Tuple[ - MU_SELF / self.rp_target * (1.0 - self.e_target) ) DVarrival = _np.abs(DVper - DVper2) - return (DVlaunch, DVfb, DVarrival, l, DVlaunch_tot, ep, T) + return (DVlaunch, DVfb, DVarrival, lps, DVlaunch_tot, ep, T) # Objective function def fitness(self, x): @@ -459,7 +459,7 @@ def pretty(self, x): print("\nTotal DV: ", DVlaunch + _np.sum(DVfb) + DVarrival) - def plot(self, x, ax=None, units=_pk.AU, N=60, figsize=(5, 5)): + def plot(self, x, ax=None, units=_pk.AU, N=60, c_orbit = 'dimgray', c = 'indianred', leg_ids = [], figsize=(5, 5), **kwargs): """ Plots the trajectory leg 3D axes. @@ -473,6 +473,10 @@ def plot(self, x, ax=None, units=_pk.AU, N=60, figsize=(5, 5)): *N* (:class:`int`, optional): The number of points to use when plotting the trajectory. Defaults to 60. *figsize* (:class:`tuple`): The figure size (only used if a*ax* is None and axis ave to be created.), Defaults to (5, 5). + + *leg_ids* (:class:`list`): selects the legs to plot. Optional, defaults to all legs. + + *\*\*kwargs*: Additional keyword arguments to pass to the trajectory plot (all Lambert arcs) Returns: :class:`mpl_toolkits.mplot3d.axes3d.Axes3D`: The 3D axis where the trajectory was plotted. @@ -481,21 +485,20 @@ def plot(self, x, ax=None, units=_pk.AU, N=60, figsize=(5, 5)): if ax is None: ax = _pk.plot.make_3Daxis(figsize=figsize) - _, _, _, _, _, mjd2000s, _ = self._compute_dvs(x) + _, _, _, lps, _, mjd2000s, _ = self._compute_dvs(x) for i, item in enumerate(self.seq): - _pk.plot.add_planet(pla=item, ax=ax, when=mjd2000s[i], c="r", units=units) - _pk.plot.add_planet_orbit(pla=item, ax=ax, units=units, N=N) + _pk.plot.add_planet(pla=item, ax=ax, when=mjd2000s[i], c=c, units=units) + _pk.plot.add_planet_orbit(pla=item, ax=ax, units=units, N=N, c=c_orbit) _pk.plot.add_sun(ax=ax) + + if len(leg_ids) == 0: + for lp in lps: + _pk.plot.add_lambert(ax, lp, N = 60, sol = 0, units=units, c=c, **kwargs) + else: + for leg_id in leg_ids: + _pk.plot.add_lambert(ax, lps[leg_id], N = 60, sol = 0, units=units, c=c, **kwargs) - _pk.plot.add_planet_orbit( - pla=self.to_planet(x), - ax=ax, - plot_range=[mjd2000s[0], mjd2000s[-1]], - c="r", - units=units, - N=N, - ) return ax