{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bean Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following example is taken from the docstring of `beanplot`.\n", "\n", "We use the American National Election Survey 1996 dataset, which has Party\n", "Identification of respondents as independent variable and (among other\n", "data) age as dependent variable." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group age by party ID, and create a violin plot with it:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Age')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.subplot.bottom'] = 0.23 # keep labels visible\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # make plot larger in notebook\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts=plot_opts)\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def beanplot(data, plot_opts={}, jitter=False):\n", " \"\"\"helper function to try out different plot options\n", " \"\"\"\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111)\n", " plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", " plot_opts_.update(plot_opts)\n", " sm.graphics.beanplot(data, ax=ax, labels=labels,\n", " jitter=jitter, plot_opts=plot_opts_)\n", " ax.set_xlabel(\"Party identification of respondent.\")\n", " ax.set_ylabel(\"Age\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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cjl4sWnkPnI5eyB4PPvvss1KHlzeUkA0gXq8Xw8eMxktPrI9peKL9bMFkpIQsTyLH5yMtS5XcqgtC8asJCZlBoAciURx8qgI+qb3G8jxVaPNEVdWEOcisKEAh64uc6LoOr+zFhKlHoK6xAbUNQ7Bi4Z2oaxgCS00NjjjiiFKHmDeUkA0gHo8H313wI7z78quwHXcG3n35VSxetRxAZK6Wx1NZniilQvWr4AQOHFV3CkZRVXDigSoFy7O0hkRRiHwZSKyQGXiOqjx5oigK2PhrV+QpIcsDTdMQZoDbVv8vLLU1cHTux0dvvQvH/m6YrBb87Gc/K3WIeUOi/gHE6XZh+PgxaNm4LuU9jlqWeaP4/eA4jkb/HASKqsAS1zYy8ORnRBQHRVVRKybP8aUKbb4oigJDXEJrEKhClg8+nw+8KGL42NF4YNMzCe9t++BjWKWaEkVWOFQhG0B6XU6YLOa07/EmCU63q8gRVSaqX+sfH8KTMWyBRGbhHWgb8QIPn0IVCmLw8SmJ+kUAYKjKnTde2QsuXkMm8pB9cgkjqgzSzbGMIholuCuoEEIJ2QDS63TCaE6fkBnNJvQ6nUWOqDJRNRWcwIPjefj9VCErhGRRPy8IkOlbNlEEVFWFkFQhY3mORgDliUeWIcYlFpWWTJQKn88HLktC5qqg8UnUshxA+twuDLNaAACduzvQsmAJ7O3b0TR1Mq6+fSF65XCJI6wMOjo68Md71qDjy51oaGjE/Guuw6RJk0odVtmj6zpU1Z/wUBREEYqDvggQg4fdbofNZsOWDz7AxOefx239swQBgBdFyD5fiSMsf+x2O25btAi7d+/G6IlNAAN0fGHH2LFjcfyxx9EM5Cz4fL4E7V08olFCTwVVGalCNkCEw2E43W4YzSYAQMuCJRE/sv6Zgo/d3QJHX1+Jo6wMHv3dIzjp7DPQ+vHbmHTkFFx11VWlDqkiCAaDCEMHyx34nsWLAmSFHojE4GGz2XDxxRfjhsW34LS4WYIAIIhUoc0Hm82GY5qbcf9L6+F1ueF1unD/y+txTPNxNAM5B5HDEELa90SjER6ZErKqQ5ZlGHgu9jCMznOL+pHt3vEl+lzOipqrVSr2fN2B822XQTQaccKpJ+OTTz4pdUgVgapGWr3xCKJILSNiUGlra8O8efNgslgSZgkC/ftPpS8EuWhra8Px35iGmvp6OHsc6OtxoKauHs0nnUSzQHPgleUE7V08QoVVaCkhGyBcLhckiyn25+g8t5gf2ZGTEWZ0OjWTB8NHjsAbz/0FfkXBxx98gKOPPrrUIVUEiqKk3Jh4UaCEjBhUmpub8fDDDyMMPcF7EQAESYS3gioUpaK5uRlvvf4GoOuoa2xAfWMDAOCtN16nGcg58MoyhAwaMl4U4A9oCIVCRY7q4CAN2QDhcrnAm03o3N2Be264Fbvad2DHx5/i8ftWYvyUSbjzd/fjy/c+gsvlgslkyv0XVjFnnXcu/vTwH9F6/0PgBR7r1qbaiBCpqKqakpCJklRR3xCJyqO1tRWXXnopPv30U0w8emrMexGIasgoIcvFU089hdPOPAPXnX4BRjdNABjgutO+hYaGRvzz7bdLHV5Z4/XJ4OvSJ2QMw8QmHpgzHLgrJyghGyD6+vrAW0xoWbAEXqcLcxf/BACwad2zEPrnu3397+1wOp002y0Hr//1b/jugutx0Q+uwkP/9T/41a9+hSuuuKLUYZU9iqIkzMIDIuNXtEAAoVAILMuWKDLiUKapqQnr1q3D+rdexUkzz0l4TzRK8JKGMScjR47Eldddg3OvuzLh9dcefZqeFzmQFR/E4YdlfJ/rn3hACVkV0dPbC6PVBHv7dui6jtnXzQUAPP2b38HpcAAAeIsRTrK+yEo4HEbX/i585xobRKMRJ519On695K5Sh1URJDt9A5FviLwoVMw3xFISCoWw4U/Pwhc3roszsLhs9sWwWCwljKz8URQFnJSq4xElEbJPga7rYBimBJFVBrIsp/XS4o0ifD4fdVWy4PX5MESSMr7PCULFTIsgDdkA0dXbA3NNDZqmTkZ9YwM2ProWGx9di7rGhpimQrKY0d2fnBHpCQQCGDrsMLz85Ab4FQUfvPMepkyZUuqwKoJkp+8onCTAR23LnMiyjM2ffQJtZF3sn3932NHd3V3q0MoeWZbTWg+wHAcYQPMscyDLMnhjakImSBJk0uBlJWJInN72AgDYChrSTgnZANHt6IGl1orFq5bDUleLdSsexNoVD8JSWxPTVFhqa9DV21PiSMsbTdMw8/JLYvNA2z/6GHfffXepw6oIZJ8Mj9OFxbPn4NIjpmHx7Dno3N0RK9kT2fH5fBDNRow+fELsH3NtDSWzeeCRvRAyVCl4UaQ1zIEsy+Di1q9zdwcWz56D5f/1M3znO9+B3W4vYXTljeJX0NvVk3Lfi0IJWZWh6zp6+nphqa2JzNN65Rls3NmGF3a24YFNz8RMEs21NejqoW/b2QgEAhhy2FC0bFyH53ZswfV33Y5hw4aVOqyKwO31YsPq3yf437UsWAKOHoh5kW4EC0vVxbxweTwQjRkSMiNVeXLh9XrBGQ+0fKM+lrevXoGzzjqLvMiyoCgKVi/5Rcp9L0olDbinhGwAcLvdYPjIMOxsWGpr0N3rIC+yLGiaBpY/IG1keZbaHXnikb3Yu+urBP87e/t2sCJPFbI8iLTdkkb/iAIlE3nglr0QTca073GSSGuYA4/Xm1Ahi/pYmutq8K0LvkVeZBkIhUIIhsLYuW1Hyn0vioHnK+YZQgnZANDb2wtjbe6J8rzAwyDwcLvdRYiqMgkEAglO8waWhb9CLqZS4/X5MPrwpkT/u6mTKanIk8gIlsSETJAkuDyVMwuvVLg9bkgZEzLaf7lwul2QzAfWL+pjaWANWL9hA3mRZcDv94MTuFTfzzgvPJZnoVCFrHro7e2FYM3vFIxYY0Fvb+8gR1S5aJoGA3fAnoHlOaj+yriYSo3b68H8e5bG9HfvvvwqFq9aDl4SyJwzD7yynDKkWDRK8MiUkOXC5fVAynASkDOK8FBSmxWnxw1j3PotXrUc7778Kn5+1Q/xz3f+idbW1hJGV774/X6wPB9br/j7XhReEKColdEhINuLAaCruwtSbX7H4sUaCxwOByZMmDDIUVUmgUAAhrgKGcfzVCHLE68s49hJE9GyMdFIV3Z74KakIidujwdi0kk3yWSEew/NoM1GOByGV5YzVshEkxFO6gpkpc/lRMOkkejc3YGWBUtgb9+OpqmT8aunH4Vhbx8NF8+ApmnwuD0JazbvjoW454Zb8dW2z6EDGDluDO74ryU5/65ygCpkA8De7i5Y6+vy+qxUa8H+7q5BjqhyCQQCYNgD25LjOErI8kDXdXh9vrTCatFopLZbHrhkT0pSIRoluL20dtnw+XzgBAEGQ/rHidFsQq+b/Bez4fJ4YDSbYmL+qDj9kbvuo2Q2C4FAAH9Z/0zCmi27dgG8ThfmLJqPuYvmwyfLuH/Fr0sdal5QQjYA7N2/HzV5JmQ19fXYs79zkCOqXCIVssSWpT9ACVkuVFUFY2DSuvFH2m7UssyF2+uBkJTQSkYjtXtz4PF4IJjTV8cAwGg2w0VJRUbC4TDcXg8ksykm5o+K07/a8QXcXg/C4XCpwyxLNE1D1559CWum+hT09Tgw+7q5mH3dXHj6XNj91VelDjUvKCH7DwmFQnA4I5YX+VAzpA77uvYPclSVSyAQABPfsuQ4qH5/CSOqDHw+H/gMtgOSyUhVnjzwer2QjKkVMo8s08noLHg8HvCmzE7pRosZfW5XESOqLHw+H1ieB8uyacXprECHIjKhaRqGjR6VsGaSyZhgzl4zpA6jxowudah5QQnZf0hvby94kzHhZGA2zDVW9LqdCAQCgxxZZRKpkB3YlizHIRCktcpFJqdvIFLl8Xi9RY6o8nDLXohJCRnLcWAMDPz0pSAjbrcbXIYvA0CkZelyuympzYDb7Y5VGNOJ00WzkQ5FpMFut+OKK65AZ8cePP2bh3Hlsafj3ZdfxdLHVsFSV4u1LauxtmU1+rp6ENACFWGuS6L+/5Du7m4Y6/KrjgEAy7IQLRFh//DhwwcxssrEr2kwxLXdOJ6rGA+ZUiLLMjgxfULGCTwCoSACgQD4HF551Uo4HIZPUdJq8KI+WlKWeXnVjNPlhGDOfMqc5TgwPAtZlmkmaBoiFcZIQjZ87OiUQzm7P9kGt9uNkSNHliK8ssVms+Hcc8/FRTf9AHs7OvDuy6/G1u6BV57B4tlzMH3m+Zh+4Xl4vuUh2Gw2bN68ucRRZ6ckFTKGYW5lGOYzhmE+ZRimlWEYiWGYCQzDbGYY5nOGYdYzDJM6qbYM2d/VBbGusJuMsb6G5uNlQNP8icawHCVk+SDLMrgMFTKGYcCTOWdWFEUBy3NphemCUSK3/iz09PXBaMlu+yNazOS/mAG325215cubJaqQpaGtrQ2XXHIJRLMpxQwWOGCua7JacMI3TqoIc92iJ2QMw4wCcDOAabquHw2ABXAlgOUA7td1fRKAPgDXFTu2g2FP5768T1hGkWqt2E86srT4tQC4ZNsLau/mxOv1gpUyf4eh8TXZyabBI6f57DicfTBZs38pFUxGuFykI0tHn8uZPSEzGdHnolOqyTQ3N2PDhg0IBoMpZrDAAXPdoBbAe++8WxHmuqVqWXIAjAzDBACYAOwDcA6Aq/rfXwPgFwAeKkl0BbBn/z4Mn3hcQT9T01CHrzv3DVJElY0/4AcrRbZl5+4O/O/827Bz63Zsem4jWltbyY8nAy6PJ+NwZ4CSilxka/myIk9rl4WeXgcOt07O+hnOLFFClgFHnzNrQmuymNHTS154ySxfvhwXXngh1N+qkExGLH1sVcL7i1ctR8uCJVjbshpDDxuKd956u0SR5k/REzJd1/cwDNMCYDcABcDfAHwAwKnrerD/Yx0ARhU7tkIJhULY192FIwqskNU2DMHOj78YpKgqG7+mgbNGEouWBUtw6gXn4cJZszBmyNCK0ACUCrfXDWNDZusBGl+THZ/Pl+LSH4UzUjKbCV3X0ety5ayQSVYzenodRYqqsuh19cE0PPMpQJPVAsee3UWMqDJYsmQJ5n5/LkafcSJ2te/AmntXJujvonq8gF/DO08+VxFf5kvRsqwHMBvABAAjAZgBXJjmo2mP5DAMcz3DMFsYhtlSah1W9IRlrqHiyVjqatHjdNBJyzQEgkGwbOR7gr19O759zZUAdPz4xz+uCA1AqXB5Mw93BiIVMi+dtMyILMtgpfTXMS+JZBuSAY/HA1bgct4DzVYLuvtoZFw6HH292StkVgt6+6hClkxbWxsuuPBCGDNoyKIYOBbBUKjI0R0cpRD1nwdgp67r3bquBwA8B2A6gDqGYaIVu9EA9qb7YV3XH9F1fZqu69OGDh1anIgz0NXVBWN9/icso7AsC8lqQU9PzyBEVdn4NQ2cELm5N02djFfWPoNAMIjVq1dXhAagVLg9HohS5oSMN1JSkQ05zRzLKJLRCDcls2lxOp2QclTHgIjdTzdVyFLQdR19LidMFnPGz5gsZvS5XGQbkkRzczNe2PgCQhk0ZFEMBgN0PVwR5rql0JDtBnAKwzAmRFqW5wLYAuANAJcDeBrAPAAbSxBbQXTu78SePXvxf0eeAtWnxPrYx5xyUs6fNdbXoqurCyNGjChCpJWB3W7Hr+76JfbujeTioyaMw5t/fglf7/gSxx9/PNavX1/iCMsXt+yBMYtbeiSpoLZbMna7HTabDR9++CFGTBiLpY+uwvCxie0j0SjB00njztLhdDrBZ9l3USy1NdjqoIQsGVmWAZZNqDAmz7NcvGo5GJ6D1+uF1WotYbTlRWtrK84591w8sWYNGIbBuCmT0Lm7I+X6ZRgGjMGAUCiUcbxXuVD06HRd3wzgWQAfAvh3fwyPAFgC4KcMw3wBoAHAo8WOrVB279uLtStW4eiTp2Hth2/i6JOnYdm1C/L6Wam+Bnv3pS0CVi02mw2yLOPSG67B3EXz4VdUCIKAW/77Drz22msVoQEoBVEPrWyi/ohbP9kOJGOz2XD55Zfj4T88ghPOPA0tC1KHEIsmI1xUXUyLo7cXgjW75QUACJIELRSEoihFiKpyiKWEzcsAACAASURBVFQYE6tjyfMsWxYsgWgx0aGIJJqamsBxHC66di42bP0XZlw8K+31CwAGlkUwGEz7XjlRknRR1/W7dF2fouv60bquf1/Xdb+u63Zd17+h6/rhuq5foet62Vtjf713LzTVj4UrlqFmSD0WrlgG1ZffDae2YQh2U0KWQFtbGzxuN2ZdfSVmXzcXzh4H7O3bYeA40ttlQVEUsAKf9dsfJRXpaWtrw/z58+EPBnHed2en1aGIkkTzLDPQ5eiGOY+xcQzDQLSa0UdaqARcLheEJA+35HmW9vbtEC0mOJ1kfZHMV7t24azZFyasVToM/RWycqe863dljKZpcLj6IJqMWLloKdy9fVi5aCmkLMLqeOoah6CDrC8SaG5uhsVqwd9an8XGR9eirrEBTVMnw8CxlJBlQZZl8Dlc5Gl8Unqam5vx4IMPwtHrwNsv/jWtDkWkAeMZ2e/ogbk2vzaaaLVQQpZEX18fuKSWb7p5lrzFRGuXhjFjx+LtF/+asFbpYFhKyA5puru7Yay14if3/jc+ePMdzD1hBra88TZqG4bg3++9j8Wz5+DSI6Zh8ew56NzdkfLz5horPD6ZSvhxtLa2QpQkrF/9B6xd8SAstTVYvGp5ZJ4lJWQZ8fl84DMI0jt3d2Dx7Dn4/oln4/erf4svv/yyyNGVN62trXj22Wfxyzt+jg/eeAfz7liYcu1yPIdgOEQTI9LQ1dMDa21tXp8VrCY4SEeWQE9vL4xJLct08yyNVjN6eumUajLX3XA92t7+F6489nQ8/ZuHYd+6Le0zl1qWhzhdXV0Q66z4y2Pr0DD8MMxd/BPMXfwThIIhLLt2QYoGIBmGYWCsr0FXF4mFozQ1NeHKa6/B8198gBd2tuGBTc9g+NjRMND4pKzIsgxWTO/SH9OjfPI2Dp8yGTabrcjRlTdNTU1477338JMli/F/zz+JNfeuTLl2o6On6MtTIoFAAB7ZC2OWE4LxmGqt6OyhkXHxdPX2wJLU8o36Zz23YwtaNq7D8LGjI6dU+yiZTaa+YQju+N39mHjkFFx5y41o/eSdtM9chlqWhzZ7O/fBNKQW9vbt6OtxYPZ1c2O6J9WnpGgA0hE9aUlECIVC0HUdbNxwcQDUssyBz+cDZ0yfkMXrUU487VR8/PHHRY6u/NE0DTAw4Hg+rX4HiHiR0TzLRPr6+iBaLXmfXLPW1WK/gxKyeLodPTDX5G75mmus6HaQTVIywVAQLMtmvG6jGKhleWize99e1DUMQdPUyahvbMDGR9fGdE+SyZiiAUiHqb4Ge/aRjiyKpmkJg8WjGDiWKmRZkGUZrJDemDNej/LJhx/hyCOPLHJ05Y/P5wPXX2FMp98BAE4kt/5kHA4HpJrcHmRRLLU16CLvxRi6rsPhdMJck/tQhLmmBg5nH3mRJREIBGBg2YzXbRSqkB3idOzbC1VRoGkaejq7sLZlNda2rIaltgZLH1sV0QD097W/zNDXrm0cgq/2perLqhG73Y4zzjgDq+/535S1MvDUssyG1ydntLyI16Ps+PQzrFixosjRlT+KosRMYdPpd4DIPEtqWSbicDjAW/NrVwIRx3m310PV7n68Xi90AwM+w5epeHiBB1iWpm0ksX9/F+7+4c34cus2PP2bh2E79vSE6zaqof2/JUvx7W9/G3a7vcQRZ6dUw8UrGkVRIKsKHrxjGWZcPAuzrv4eXnpiPd59+dXYLK2WjeuwePYcTJ95fuz9lgVLEmZt1TUMwef7/gVd18EwTKl+nbLAZrNh1qxZOOOiC+FU5YS1ooQsO26vDNGaPiGL6lEAYMumN9DY2FjM0CqC+ApZ/HrFw1LLMoX9Pd0w1+ZfITMYDBCtFvT29mLYsGGDGFll4HQ6C6owilYznE4nmcPG0fr4Ezj90plY/uzjKc9g4ICG9uK5NjA97rKfh0wVsoMgOjJpZ46+da6+tmQyIQidvvUg4gc1d+5cSGnmkhk4FqqqljC68sbr80LIcMoyHlYUqMqTBp/Pl7HlG4UVeMiUkCWwr7sL1vq6gn5GqokkZEREg5fsQZYNgawvUti3dy++eeVlOZ/BglGEzWYr+3nIlJAdBN3d3TDW1eTsW+d6HwCdtOynubkZjz76KMK6nrJWvCDAp1IikQmfokAQcydkBmq7pUVRFLA5ElpBEsnHLYnO7q6UE4K5EGrMNMO3n96+vrymHEQRrCY4KJlNYNiI4XjtmT/nfAYHgyE8+eSTZT8PmVqWB8Hezk4Y6yIeWS0LlmDtitWxmWPx5HofAMRaK7q6ujBx4sRihV+WtLa24uKLL8bW9q2YeNTUhLXiRUrIsuH1yWjMo0ImiAK8PhKmJyPnUSETjRK8Llq7KJqmwSN7YcpjsHg8plor9nXTF1AgMuXAlMcJyyjm2hp00SnVBL596SV4/e+vY/3q32d9Bn/5WTumTpmKjRvLe0Q2JWQFYrfbcfPNC7CnowNNR07B4lXLU4aZRknWo0QFhvb27Rg2ehS693ZCU1XcI4rYtGkTZsyYUaTfovxoamrCmjVr8MKH/8QJ552Z8B4v8PC5qF2UCZ+qoLerB8uuXZAwkDi6L//93vtYdu0CqD4FIu21FLyynLPlK0oiPHtpdE2U3t5eiFYLujr2pgzCHj52dNoB2QCwaskv8PXndqw44QS0trZW9Xza/Y4eWKaMzfm5+OtXEAQM++tQun77MddYsfzZJ1IORiTvv/nLfo5537yo7PcbtSwLxGaz4fDJk/H7t1/JaPqaifihsfu/3gOO57DihacwcdIkfPvb3x7EqCsDVVVhSFOp4EURPmq1ZURRFKxe8ouMZsTLrl2Ao0+ehvueeRyTp0yhvZaER/ZCNGYfPSVIEmSFvhREcTgckGotaQdhA+kHZLcsWILpF5yHn965BJdffnnVmxT3OBx5tXyj1+/Db/4FYyeMp+u3H13XEQwGwHJsynvJ++9Pv19DTv2HIm1tbTji2KMwZNjQrKav6YgX+QcDAaiKglETxuGb35lJHkeItI64NAmZIAqQqdWWllAohGAojJ3bdmQ8QKL6FCxcsQxDhg3FVfOupr2WhNcnQ8xDQ0bzLA8QtbzIdHAp3ev29u24+Effhz8UxA9/+MOyF1gPJsFgEE6PO6+Wb/T6HT52NM668Hy6fvsJhUIAw6Q1Jk7ef527OyrCboUSsgI56qijsPXTz6CpalbT13TEi/w5nodkNCKgaXh+w7Mwm/P38zlUkX0+8GlGAEWqE1QhS4ff7wcncFkPkEgmI1YuWgrV58Pjf3iU9loSXp8vo49bFFGiKm08nT1dsGQ52JTu9aapk/HykxvASgJ+/etfl73AejBxuVzgTca8phxEr1+v04XXX/kbTKb8DwIcygSDQRjY1OoYkLr/RowbQwnZocg999yDz7e2pxhHRvVhl0w6Ed898hRcOunEFIPTeNPJYWNGIRgI4vsnno29X3+NNWvWlOpXKhu8PjntaUGBPKAy4vf7wfJ8wt568/mXoGlabED2/Hv/G59u3oKbL7gCX37xBV588cVSh11WRE6pph89FYUXRSh+lZzS+9nX3QVrXW1GI910r0dfe+CX92Djxo1obW0t8W9RGux2O8455xysvOvuhGdE9BkSP9geAJY+tgqfbt6CuSfMQMfOr/C73/2ulOGXDYFAAIY07Uogdf/ZFt4IVfMXOcLCIVF/gRiNRvz4Vz/HsaednPB6tGcd1sOoa2iAs8dxQDvRL+zPZDq55ZXXMXly/pW2QxWvT4Y47LCU1wVRhKr5EQ6H856bVy0EAgGwPJ+wt5INif/y2Dps2PoeZLcHn734BgmCk5CV3KJ+g8EAA8dBVVUYjcYiRVa+dPX04Ni6ZpislrT3tEz3upaN6/DJPzfjtFFHlL3AerCw2Ww466yz8J2bfoA9u3fHnhHRZ8ivnv5DgpH4MaechA1b3wMAfPj62/Ss6Ccyai/96ejk/bf9o0/g95e/uTg93Qqks6cr7VHlaM9617bPsXDFMuza/nneGjOhxgyHwzEY4VYUmcTVDMOAFchDKx3p5n9m0vVwAg+/v/y/JRYTXdfhUxTwefi4cQJPBsWIVGW9ig9Gy8G1vs21NdjfU73WF21tbTjn3HNgbazLqbtLRrKa0UNDxgFknn2cDo7noWrlf+1SQlYgXb3pT8ZEe9bjp0zCykVLMX7ypLw1ZkarBV29lJB55MwzGXmJhjunQ9O0lLJ9xgHZPA+VRlAloGkaGNYANoMWJR5OEulLASIO85LVctDj3iy1NejsqV4/rebmZrSuXw9eEHLq7pIx11ixn54VALK3LJPhBR5KBXwZpZZlntjtdthsNnzwwQcYNXECDAYDOuw7Yx478+5YiF/M+zECcWVR1afgv/+4OuffbamtQdeOPYMZftmj6zo8Xi+kDIJVXpJIR5aGnTt34o+/XoXlt/0sYS8uu3YBHr/3fkgmI5Y+tgpApO2m62Fq/cahqio4Ibt+LApVyCL09vZCrDn4gyHWulrsrGK3/tbWVsw452w89+yfMPrwCYAOXDrpRBhYDjs+/hSP37cS4ydPwp2P3J/ys5baGnRv/7oEUZcfUf1sPnB8ZXQH6K6cJzabDZdeeimu/+nN8Hk88LrcCR47a+5dCT0cxvFnTseVt9wAk9WKnn2dGU1j4zHXWNFd5d96AoEAQnoYXIYSNCcJVCFLw6233oojT2hO2YtX3nIjnml/D1feciPW3LsSQKT1a2DZijhtVCwKScgMPCVkQMTyQrAefEJmtJjh8cnQqrRa29TUBNu18/DUx29BEATMuGQWxk85AseeehIOP/ZIXHP7QgiikPbZYamtQTfJWwD0dwfybFnyggClAq5dSsjypK2tDVdffTWMVgv6ehxw9jhSPHaCgSAWrbwHl934A/gVBaovv/aGyWKG0+Wq6hNcXq8XvCRmbIOwkkhD2NOwbds2fOOcM1P2YiYtioFjK8IgsVioqgouxwnLKKzAUUIGoMvRA1NNYSOT4mEYBpLVUrWDsv1+P1RNg2g0HtAeb+/XHm/Lrj0WJAn+UID2ISLrmG/LkhME+CpgzSghy5Pm5masXr0aBp5DfWMD6hobUjx2OJ7DioV34k8P/xGi0QjJlN9pLI7nwfBsVbfkvF4veFNmLyjeKMLtcRcxosrgiCOOwPv/eCdlL2bSohgMhoihIgGgfzpEnt+yDYJAGjJERv6YCxwqnoxoNVdtQuZ0OiFazGAY5oD2eHK/9nhKdu0xwzCQLBa4XK4iR11+qKoKNs8vU7zAQ/WXf0JGGrI8iR9+PWbSREAHbMedkTCn7Zc/mI+P3noXH731LgRJwl2P59aPRRHNJrhcrqo07bTb7QcGiz/xVNr5oEaLGb0umiWYzN13342fLFoI23FnYHTTBIABOr6wY/fnX+LJllWY2D9vNQpDCVkCqqqCFbi0sxeT9yAncBXR9hhs9vd044gTJyes2eimCQgGAthj3wUdSNBApVtX3mqqyoTMbrfjkksuwWdbP8PGpzdg3h0Lsebeldi1bQc4nkdA09DxxU4EAgEsnj0n9n78+gkWE5xOJ4YNG1bqX6ek+BQl5ZRlputYqJDxe5SQ5UlTUxMeeeQRvLqjDc1nTU/7mYdeO/hJ8rxJqtqWXNSX56Kf/BB7du1K8G6LYjSb0Ld/f4kiLF9GjBiBG+66A81nnZriP/buy6+mrKOBNSAcDpco2vIjMj9VyOgBFQ8nCJCruIoNAOFwGE63C2arBf9zzfzYmt10zsVw9vRgzqL5AIBN656NzbVMt65Gi7kqtVA2mw1nnnlmzINszb0rE/ZZ8jW87NoFuPKWGxPWb87CH8PppC+n6Sa7ZLqOeVGAvwK8LMs3sjLE5XGDzzGE+GDhqlgj1dbWhnPPOw+W+pqM+gmj2Yw+N5Xpk4nOcwPy8zECQxWyeFRVBcuzea2dIApVP8LL7XaDk0SwHJewZs4eB4KBIGZfNxezr5sLZ48jq57RUluDrt7qO2kZvdcle5BFSV4v1aekrJ9oMaK3r7dEv0H5ICu+lMkumfYbwzBg+fLXgFJCVgBOtytvXVihcEYRHo9nUP7ucqe5uRnrn9kAjuMy6idMVjP66FthCrquR/OxvHyMGIap6sMjyfgUHzhRyGvtBFGE4q/uhCyqfwIS91tdYwM4nsPGR9di46NrUdfYkFXPaK6xoqsKK2TNzc1Yv2E9OF5Iu8+S10syGVPWz2S1oocSssiovaQJG9muY16Syl4DSi3LAnB5PBDrGwEA/37vfSy7dgFUnwLGwIAxGHD4UVPTak+ipOtvA5Ey65efbcPEpia88sorVTdSpLW1Feecey6e3bABTUmapyiCJEENaNA0DUKeNgXVgK7rYAyRjGzxquW454Zbsea+lTEdT+fujsT9yIASsjhkRQEvCFi8ajlaFizB2hWrE67NeDiRh08t7xv6YON0OsFbIl9KF69ajnuuvxWP37cS0HXwooi1Kx4EENl70TWMfoYBMG5KZE8OOWwoHH29/V8oDs5gthJpbW3F2eeeg2efeSbtvS55Hy59bBXW3LsSa1esjmlEf/odG0aOHInTTj616p4V8XhkGfVS4rM223XMieV/KIcSsgKQfT7U9rcsl127AEefPA29Xd3QVD+69+5LmV2ZTLr+NhDRWPzoriX48E+bYLPZsHnz5qL9TuVAU1MTrrnpekz65mmoqa9L+xmGYSCaTXC73WhsbCxyhOVLfHI1fOxoCIKAebcvjGlQkvcjVcgS8akK+CFSxtmL8QiiiN4yv6EPNn1OJwRLxLw5IpYWcE3cfkunW0z+THRPhvRw1c0GbWpqwrwbfoSpM89KO/El3T5MnlF71uyZWPuLlqp8VsQj+2QMT6qQZbuOKyEho5ZlAXh9Poj9G0D1KVi4Yhl2f/4lfvnEQ/Aras7Zlen629HXLHU1mH7GaWhrayvWr1M2hMNh9LkiQuFsCBYTHffOQU4tVBVVI/JBUVUIeR+dF8pegzLYdPc6YIq7TvPR3mX6jGg1V931HA6H4fK4D2oOaHQd64Y24IhjjqzKZ0U8XlmGWICEiBX5sreWooSsAGTlQM9aMhmxctFSjJ00EXddfRNEo5RzdmW6/nb0NR3AXzf9Fc3NzUX6bcoHWZbBChxYLnvBVjAbq+4GXij5aKGIAyiqCj7PFnhkHl51J2Q9fb0JCVk++y3TZwRz9X3BkmUZBp7Pa3ZqMtF1DGoaPm37GMccc8wgRFgZhEIhKJo/RdSfDVYSKSE7lFBVf+zmvfSxVfh08xbYP9uGji93wq+oWLN8Jb74rB2LZ89B5+6OlJ9fvGo53n35VdiOOwPvvvwqFq9aHnvt5m9djrYPP0Rra2uxf62S43Q6ofj9WDx7Di49YlrG9ePNJjpdlIN0e6xzd0dsbZ944CF89dVXpQ6zbPAVMDopUiEr/3l4g0mvsw+muOpOuv2WTKbP8GYJbnd1mT17PB6IlvTzenMRv45fbNuBVatWDXB0lYOiKJBlGbddPDfrMyMeXhLh9pb3wTnSkOVJMBhEWA/HqjjHnHISNmx9L9bXf+fFv6KusQFOhyOjlixTf7tl4zrIbg8+e/GNqhRpOp1OvNC6Ad+0XZbVB8pcY0GXgxKyeJIF0en2WHSP/urpP+DBRXfhxz/+MT788MNihlm2qH4VvJDfgGKW4xDWwwgGg+ByVHMPRXRdR5/LhSOt1thr+WjvMn2GNxnR66wuc1iPx3PQ1knx6/j/Xvw7hgwZMpChVRSyLGPT8y/gW3OvyPrMiEc0SnCXubUUVcjyJDJZPvUmXOgsskxUyvDTwaCvrw/7O/bm1KKYa6zo7qs+76JsMAwDPZxdpB+v4Tn+lG/gs88+K1J05Y+qqinmktlgBR5+f3VWyfx+P4LhUEHrlQ2TxQxHlbn1RxKy/NtsmeBNUtXaJAGRhKxr777cvotxSEZj2VfIKCHLk0AgAJZP/SZd6CyyTLA8By0QGKhwK4ruXgdGTRiXU4tirrGip5cqZPFETk1m/0y8hufDf23GUUcdVZzgyhxd16Fq/rw1ZADA8tWbkP0n7bZ0mKyWqjN79nq9YAcgIWMlEe4qT8iGjRlVkF5WNBnhKvM1q766+0ESDAbBsJH8NXmG2983/Bkd9l2IPhk9fS70dTtw0fjjIJmMWPrYKhxzykkJf1/n7g7cc/2t2LX985g/z+lnnolQKHRQgs9KZr+jB5f9+Do89LNlePze+2NrlozJaoFb9lRtyygdkZZlYkaW7HcXnYe3dsVqDD3sMGx87vnSBFtmBAIBMAZDQaNUOIGHpmmDGFX54na7wQ+gMbbRbML+KppPa7fbcf3118O+cycmHjUl7ZzKdB6W6Z4VtltuhNtc3snFYLJ9+3aEQiGsuW8lHr9vZcLs1CjJ98Gb7lkKl6e8NYtUIcuTQCAQ049F/cRaP34bMy6ZhZ59nbjm9oV4pv09XHPHrejasxfHnnoS1n74Jo4+eRqWXbsg5e9rWbAEXpcbcxfNx5xF8+F1uvDqX15CMBgs9q9WcrodPXjh0Sdx5S034pn293DlLTdizb0rUz5nMBggmEw0xy0Og8GQ0rKM35/TZ54fm5f33I4tmHPTj6pSp5gOTdNynuxNxsBxVV0h4waguhPFaDajr4pOWdpsNhw/7UT833NPYPrM87Hs2gUJ12nUlzKZdM+Kp+5/CH2e6lm7ZH7+85/jhLNOw4at/8I1ty+EIAopyWzyffC3d/wP3B5PWfswUkKWJ8FgEIb+ylWueWN6WMfCFctQM6QeC1csg+pLNaOzt2+Hs8cRm/3W1+NAz/6uqkvIwuEwel1OfLX9i7z0AKLVjL4q051kg2VZJPcss3pDhcNVV4HNhN/vB5unoD8KK1R3QsabBm6WLy8KCIZDVVNxbGtrw0nTT4G1vi7jnMp0pHtW7LHvhEcub4H6YPLll19ixsWzCvK/27ltB8KMXtb7jRKyPAmHw7ETbbnmjTEGBisXLYW7tw8rFy1NO/+yaepk1DU2xGa/1Tc2YOjwYVU3+NnlcoEzSmg6Mj//LMFiooQsDoPBAD1pz2TzhgpX2aiabBxMQmbguLK+oQ8mfS4XxAF01WcYBrxRgrfMT74NFM3NzXjtr68CDDLOqUxHumfF2CMOr5p1S8foMWOw+dU3Cva/E4zGsl43SsjyJBwOxzRkyb46Sx9blfDnn95/Dz7dvAVzT5iBTzdvSauHWrxqOSy1NVi74kGsW/EgLHW1mPXdyxAOh4v9q5WUvr4+SFZzXn5GACDWmNHtoJOWUQwGQ0oJPtta6iGqkEXx+/0FtyxZvnorZE6PC5J54ET9ACBU0WnB1tZWfNzWhpvOnp32uZHpnpfuWbFwxd1wV3GF7Iq5V6HtnfcK9r8TjOW930gZnSc7d+7EH3+9Cstv+1nKYPC7rr4JTVMn47d//3Osj33W7Jmxn40acyaLNx/Y9EzC/+Mfa5+ruoSst7cXotUc89iJCjF/fN7FaYWu1rpadO7tLmHE5QXLskCShiybN1SYWpYxNE2DIcnKJlkInCK0rmINmdPjhnFMfdr3cq5bhs8eNnIEzjryeIwbN24wQy8LJkyYgMu/Pwfn/PBKdO/Zl3O9ktf0kX+8GPtMKBTC5//4f1U3nD0KK3C4pWUZHrz9l7C3b0fLgiUpa5juPtix9XOqkB0K3HrrrZjafGyCADNZNJhNlJnP56px8HOPwwHBesD5O9daWWpqsL+HKmRRIqL+/JN4XQ8XdKrwUMbv98PAJSanufYfy7NVm5C5PR4YTekrZPne45I/e9RJJ2DRokWDFXJZoWkaGAMDlmXzWq9sn2FZFgzLVGX7PBwOQ/b5sPr2X+a956JwRpESskOB9vZ2TDvrtLSDwfMRZeZlYMeg6hKyTkc3LLUHnL9zrZWltgY9vY6qW6dMsCyb0xg2HmpZHkDTtBQNWa79xwk8fGrqIZ1qwO3xpNXDAgXc45I+O33WN7Fjx47BCrmsUFUVXL+p7n8ylD0KJwhQlOrbi7IsgxMF7Cxgz0XhjRKcZXyylxKyPJk6dSq2vPXPtIPB8xFl0sDn9HQ5emCpq439Odda8aIAsAbIslzsUMsSlmWh6/lVyHRdp5ZlHH6/H0xShSzn/hMEqFVYIQsGg1D8fghS+lOWhdzj4j/7wRtvY9z48YMUdXmhxs1N/U+GskfhBKEqq7UejweC2XRQz1Wj2YS+Mp6fSglZnvz6179G+0efxASC8+5YCM2v4fH7VuKKqafgqfsfgn3rtrRDTvMVrFdby1LXdXT19MBSWxN7LXmt5t2xMDYY++YLrsDNF16BB+6+D2eccQbsdnsJoy8PWJaFHkq/Z+KHii+ePQf7vvoaBgNblZqTeOx2O04++WScffbZeOSXyxOu11zXKsfzUKqwQubz+cBLQsLeid9fml/Dm39+CbbjzsCbf34Jml/LOPQ5fo3/vXkLfnjTDcX+dUpC5FRvRLOYaZ8lr+nfN/wZ3z3yVDx+30pofi1hLavVgqW9vR1Prn4YX27dhqfufwhXpFmfzt0duPnCKzB7QjMumtCMmy+4Ap27OyCZTehzl6+PJSVkeTJmzBhce9steG7HFrRsXIc1967EjEtm4Zmt/0LjiOGoqa9F6yfvpO1lR8WF0Z/NJHatNoGmoigI6iGIcd+6k9dqzb0rYzoBr8sNr9OF/1p5H2bMmAGbzVbC6MuDbBqyZA3KiptvB2uonv2VCZvNhssvvxxPPd2KY6d/I+F6zXWt8oIApQofgj6fL2UodrJBtiAIeG7HFgiCgBmXzMqo7Ylf46V/eADSAFpplDOReciRFnmmfZbOdHze7QvxzNZ/YcYlsxJ1ZFU6xuuWW27BUd84EU9/8g5q6uvQOPywlPVpWbAEXqcLcxbNx9xF8+F1udGyYAmMZjO1LA8FGIZJmFAT39939jjQ1+MoqJedFh1VlZD19vbCWGPN+pl062xpqMd555+Htra2IkVakUtqNQAAIABJREFUvkQ0ZOkTshRjxPYdYFk6WN3W1ob58+dDZxicedGFBV2vvMBD8auDGF15Issy+KR2ZSaNUyF6MtEowV3GIuuBRNO0lEMkyeQyHY9fSwNXnQdMduzYgVNnnp/12Wtv346+ODNdZ48D9vbtMFlMZT0+iRKyPEluJ8b3r+saG1Df2EAasQLp6+tLOGGZjnTrzIsC1j3Viubm5iJFWr5kq5AlayzGT5kELscDoRpobm7Ggw8+CJfLiX9teq2g65UT+KrUkPl8PrBi4gGITBqeQrQ9kskIb5X4aQUCgRTNYjK5TMfj19LAcwgEAoMddtkxfvx4fPjmO1mfvU1TJ6M+zky3rrEhYgwrSVD8atlOxKGvy3mSXCFbvGo57rn+Vjx+30pA1yFIEmzHno7RhzchoGm4aPxx0R/E+CmTcOfvIoNPs3nP6OHqsiTo7e2FYDUd8NvZug0czyMQCGDikVPwnWvnYNf2L7Dj40/x+L33Y9jYUTCazbjzymsxctQovPHa66X+FUoOy7Lo7e5J63O3eNVytCxYgrUrVqNp6mQs+N9fovODz0odcslpbW2FzWbDhx9+iNGHT8Cdj6TOTc0ELwhQ1eqskHFJLcvk/RXVQWV6PR28KELxqwhXwb0vUiE78MhN59124Llyf+x589T9v8WTLasw8cgpCWvJsGzVJWR2ux2KquLFJ57Gi088jVETxgEMcMWRp8YGr3fu7sC8Oxbil9f8BGtbVgMARk0cj8WrloNhGAgmIzweD+rr03vqlRJKyPIk4oh+oBIxfOxoCKKAa25fiFlXfw8vPbEe7778KgDA63ShYfgwjD1iInbv+BJepyvW254+83z86uk/4KUn1ke8zOKM63RdP+RvSvHsd/TAVGON6SbC4TDqGhvgdDgwfeb5+PWtd+LEs07HwhXLsHLRUny6eQt+/9bL8Hm8+GTj32lINiL78i9PbcC3vv/dlH2VbIwouz3oaTvIdvohRFNTEzZv3ozfPPxbWI5pwmGjR+b9s7wgQNWqr0LmlWVwSRWyTAbE2YyJkzEYDGAFHj6fDxaLZUBiLVcCgUBs2gtwQC+WfN0KooDG4cNwwZwrAACb1j2LIYc1pqypgau+hMxms+G4E47Hz554EJv/9kbsmRv/HI4+a6+69aaEZ3O0+CGYIuOTyjEhq56n/38IwzApjujptBLR3rXL0YtFK++By9GLvv7+dU5tRZWJ+rscPTDXWGPrsmv751i4Yhl2bfs865B2o8UMr0+uuptROgwGA7r2deal2am2hD8XquYH329DkC8cz0NVqy8hc3s9EI0DN1g8HkGSqsJPK7llmU2Dl07/lAJrqLp7YFtbG44+/jjUNQzJ6gea7VnLGcWyHZ9Ed+c8YVkWOhITsnRaiWjvurZhCFYsvBO1DUNQ39+/zqWt0HW9qjyiunsdsNTWxNZl/ORJWLloKcZPmZR1SDvDMBAsJjid5Xt8uViwLIuhI4bnpdkJh8NgDdWzv3KhqCq4AoeLczyHQChYdSPO3LJ30BIyThLh8/kG5e8uJwLBQML9PZsGL53+KRmWZREIVldC1tzcjHf+8RYYA5PVDzTbs5Yr44H21LLMk4h4OnWIczqtxD033Ipd7Tvg6Nwf05DFz77MpK3Qw9VTwQiFQnC6XTBZLbF13LVtBwwsB01V8cW/2zFszEh88q/3MfeEGZBMxoQh7aLVgr6+PgwdOrSEv0XpMRgMmHn5JXjn5Vdzanb0cBhVVIDNiepXwReYkDEMA7Z/nqWxSuwaAMAjeyGNHZLzc/nMtEz+zDcvm10VRs/BYBCGuJZlgg4ZgCCKuGTSiRgzsQmSyYR1Kx6EDmD85Elpr2mWY6FVWYXsD3/4A86/4ALMPWFGbH91792HZdcuwOP33h97TgwdOSLjs5Y3inC5y9P6ghKyPIloyPIb4vzAK8+kvBYlm7aimuYMulwu8EYJLMsmrOPi2XMwfeb5Cb3/dGsmWEzo6+srdthlB8MwqKuvy0uzEw7rMFCFDECkGq2qhbcsgchJy6pLyLwyaqXcv28mXVS2zzz/x7W4ZuYlgxV62RAIhhKuv3gd8jsv/jWmnz191rfw7suvYuPO7LY+DGNAKFRdldqhQ4di3i034fTvXRR7rWXBElx5y42xZ8aae1eiZeO6jPdEo8WMvjJNyKrj6T8AGAwG6IO8+fVw9WjInE4nxDSWF/l6GIlWE3p6HYMdZtlT0HQHXYeBjGEBRCq0YT0Mliv8O2k1GnJ6ffm1LA9mRmPn13uqokIWOUmaeP1l0s/m443HsgYEQ+Vp3zBYeDyeFIPiQnzvgP7xSWVqDksJWZ4YDAZgkMca6VU0Z9DpdEKwmFJez9fDyFJjRRclZCl2LNnQUT0Jfy7i5woWSrWNrNF1HT6fAlESc372YGY0jpwwFp4q8CILhUNgkjogmfSz+XjjMQYDQlWmZfR6veCMifuw0JmWktkEZ5maw1JClicGg2FQhLzxs8s2PP4kdu3aNeD/j3LDbrdjzpw5WHbjrVg8ew7+/d77B+a3aRrefP6lnHM/zTVWdFNCFkmw+nOs5NmVyTMEiQNE5goWph+Lwgp8VXmRaZoG3QCwHJdzj+UztzdlXu2ShXB7D/0KWSgcSpGkRNdi17Yd+HTzFuxs3xFbt1xrHamOV1dC5na7wZukxJmfmoZXNzwfmfl57/3Ytf0LXDrpxIz3QMlkgpNalpVNNkf0/4SonmLdR//A4VOOwFVXXTXg/49yw2az4fgTT8S96x/D9JnnY9m1Cw7Mb7t4FgRRyDn301xjhaO3t8iRlzfJsyuTZwgSB/D7/QWfsIxi4KqrQubz+cCLkapErj2Wz9ze5M+MnDAOHrk8bQgGknTSgthafP4BNmx9D89//sEBD8Eca12QXOEQwel2QzAaE2d+XjwLjn37Me/2hTj82CNx7KknYfyUIzLeAyWTEbLPV5YnpSkhy5N0ov6BINr/FkQRx02bVhXzGdva2nD8ydNQf1hjznltmRCNRqgBraoejLkoVEtRzaiqCvZgW5ZidVXIfD4f+P525WDsMdEowVsFthfhcGGzinOtNcMwVSfq7/O4YLKYMs783LWtX4u3PbMWz2AwgBOFsrS+oIQsTwarQhbtfyuygn9/+FFVzGdsbm7GX1/eBI7nc85rywTDMBAt5qr3ItN1PaYhK1RLUc2oqgoDf3CHzFmBrwoj0yiKooAVI8nrYOwx0SjB4z30K2SFQtdzKk6XC5LJlHHm5/gp/Vq8ydm1eILZVJYJGdle5EkhFbJ0XjxA+jmWMS+zltVoHDoU/3z77cH8NcqCtWvX4tTTT8Nrp34TDICRTePw5p9fyuijlcnbSLRGzGGHDRtWml+kDAiHw2D6T27lmiFYjcfkM6EoSsoooHzhBB6+KkrI4itkhcypzBfRKEE+xCtkdrsdS++8E7t2/X/2vjy8qSp//73Zt6Yrm4KUspRWliJIkXHBBUVQKiJIBQdFHfWHVRhQxBkclVFEy1AFREdhQGGKwAiouHxxQUUFQSyClLY03fek2ZNmvb8/0oQkzU1u9qV9n4enJPfcm3s+OfecT855z/vWYsiILIAAGqtrkJWTjcWrl2HnuhKvXrSDhw8DSODuUZNCFvd4hEKtQn+R0Kbh9uhy7Hy1BCSAy7OG4uiBw2ioloDNZsNsMoHBYFDGiR2jav19M2Q04UkYlgqe1v6p+AB2DkHp2WO4/5ElvcKfMSMjA2wOGw88uwx7z/+M6fPngMOh5o1RxY4t4EMZo9uXIwWSJGFXe/XF3yEIAL2MBEyFrq4uMALkkHF4PKh1iU9Ct0On04HRnbzS4Yj5Cw6XC73RAIvFEvS1YhWFhYWYPGUK1n24HRqlChqF0tGfOXNoPY0NH1WeAofDwbQ5s3o1P5QkSajUavAEApuGG4eDxc8uwz77GMLl4EA3F+8jJy6eJ7B43JicIetLyGjCJi9ALyHz11sLsEleOKs4JzIUCgU6Wtpoc1GoYsdNEkDWy3daWq1W2rwUBoMBC80fFYkOjU4LFjcwDhmHy4GmFyVkGq0m4FjRAUEQYHM4Cb0MXFZWhhm33wYOjwuFVAa5VNaD/+SPdpukvAIkSYIgeseYAdg24lhBOtw1guEzsgQ8qPpmyOIXBEH08LKkgr/eWoAt1+stGlEKhQIDhgymzY+gip0gqU+LzGKxgKCZyDOYzF4nJEkFjVYLDg1dLU/g8Hm9KiFTacLnY2lHovtZ5uXl4f+++BIGfRdSMtKRmpHeg//kj3ZbVk42SJJELzF2AWDTIGMLLrXDYDh2PAEfcmXs8Y970dcZHPxZsvSkxeNNn6e1vhHPLXgIr7/wT+Tn50MikYSrGjEBuUKBBU896lOvyI4eukWrl2FlwUL89c5CrHnu7wkfL2+wWC7ZsfjSLWIwGAm9LOQPVFqNi9ApVew8vc/lJj7nyRkqrQZcgf82Ua31jXjy9nkoGJaH2cPy8OSMeZTaeOwET8hKS0tx4vgJPLfgIXD5PKjkSszLmYI9b7yNpeue91u7zV6mt/yIB2wq/Rqt1m/NSne01jdi07Mv4t575sXceNtH6g8DqDwuqby1iotWYcr0aZh7993IEIpRWFiIEydOhPs2o4aOTimGjMyi5b8I9Iyn3e/yb+++gR1r1iV8vLzBeYbMl48goxdarVBBo9OCx0t3vKaKnaf3X9r1DjS9wOrHDpVGDT4NY3F3FBetgkahxMIVSwEAX+ze79HbEgCYXE5C2ydlZWXh1dfWo47ZhXfWvILpyx93eC9+sp3ad9EOT2NK1e9/gMkI31JyrEGtVuPj3R/i1sK5jufxp8+O4KPKU35dp7hoFSbffAMm/OUvYJnJmBo/+mbIaMIfDpm/kJRXYPq9d4PD5WLp0qUJr0UmlcshSBIFfL6dO5DSLx2jx41N+Hh5g9lsdtht+eJUMFlsmEx9CRlgM8vmOpmDU8XO0/tcPg8arbbXiHJqNBrwAjBSl5RXQC6VoeChRSh4aBEUUhklz4fJYyf0DBkAMBlMkFZr6LTcSBJMRu+w2gNs7bCtsTno2EnKKzDz/nuhNxhibrztS8howqaKHJ5rZ+Vk4//2fASzyYQtW7YkvBaZtFMGoTgp4PPt3AFjVxf+OHsOY8aMCeHdxRdMJhMIlq1T9sWpYLKYMJmMvSaR8AZ3s2yq2Hl6n8ligWTYLIV6A9Q61+SVLrJyspGakY5D23bh0LZdSMlIp+T5sHjchJ4hA+z2e2TI9MX82dCTCJArFbgs84qgY5eVk41vD3wKaWcnNm/eHFPjbV9C5gfC1fZXblqPE0e+xesvvYz9+/ejtLQ0PB8UAyBJEnKVEsIgZsic+RQXyy+guLg4hHcYXzCZTGB0J2S+fAQZDIbNkLiX88hIkoRGq3VJyKhiR/U+m8dL+AQCsMVKq9MFROpfuWk9RCnJ2L1hC3Zt2AJRspiS58Ph8aCKQRmCUILJZIAkrbT8PumAtJJg9pKd+QAgVyrxwHN/DTp2Kzetx/Evvsa///UG9u3bF1PjbR+HjCYkEgn27tiFrRtKXMT77Dh7/CTWLilCl04PnoCPpeuexyfbd6P6/AWHUN3gEVkwGY1oltSBBAkOlwuLxYLhuaNR9NoLkJZVYu3qv0exluGHWq2GSq3GqrmLewghuoNKENYZBIMBlUoVqduPORiNRjC6lyypuIvOYLCYMBqNYLF676Ov0+nAZLMcS70Adeyo3ufwedBoNEhL859bFU/Q6/Vgslk9TLHd4XhWz18Ai82GyWTC8NzReO6djbS0yngCPlTyxH6O7UuWzqKvkvIKFBetouwD3ceVNds3YeyUqwEAVqsFLGbveY47VQoMyR3meB69CrC7tUPn+Nqf6WN7PsbyxQ9j4MCBUauTO3pPeh0kFi5ciBGjR1EK861dUoQx+ZOw6/RRjMmfhH8tfw5TZ07HsJxRGJM/CZmjR0GjUKKtvhELVyxF+oD+YLM5GJZjM0Hd9MwL0alYhKFQKPDFwY9pmWBTCcI6vz926mSserb3iSTaYTAYwODQ75RZbHavWWqjglarBTuAJThnsPiJv8QG2GPle3bM/kxmjrb1d/Z+ja6AKZfPgyrB48lisWDtdsrwZRxuh/u4snZJkeOYtZfNkCmUKgiEQsdrbwLsdNohW8CLObX+3vNtBokzZ85g7KSrKMmEXTo9lm1YC3FaKpZtWAvSSvYwO5VLZTCbzDaCq6wThq4u1F6wmaDWVVzsFdwehUKB9uYWWsRMOkTrm+fORvXF6khWIaZgMBj88mRkcNi93pBdrVaDIwhOV4vFj02l71BDq9WCzfWt12Z/Jmsruvu7C9Tmzp7A4/OhSnA/SxaTCUu3HzJdYr/7uNKluySea7X0nhkykiShVCnBd0rIvAmw02mHrBi0T+pLyGhi/PjxOPvrb5RkQp6Aj5IVa6DqlKNkxRoQDKKH2WlqRjpYbJaN4JqeBi6Ph8zRNhPUoaNHwtoLbG3kcjkGDR1Ci5hJh2h94qujuGzw5ZGsQkxB36UHk03fAojFZqOrqyuMdxT70Gg0YPEDE4W1g83nQalKfNsunU4HJg0BXfszmZnd3d+N9m7u7A6uIPETMiaTCaL7RzddYr/7uMJz1oMjyV5DPTAYDDDDCraTY4Q3AXY67ZAt4MUc3aV3fJshwM6dO3HjLTejcPx1Hs1d12zfhLVLirDoqmngCfj468ZX8Mn23agpr3ThkDHZLOwq3gzAtnNTcr4CDIKBZcUvoemXs9GoWkTR3inDn1c9hf1btnk1KG6tb4TRYMSOV0uw89USDB09Eo/84xmsLFgIyfkLqK+qxgfFm5CZPRJ3zJ0ThZrEBrQ6PTh+2NowOH0JmUqlAtNPkro7X2Ve0SPoZMee0neoodVqweL7bl92TlTthUoHd4dB2Myd6XBBbVIium47oMTcOchkMmG12BIyV3NsG5/47pETkZU72sVsfMCQy/H7zycd48qa7Zsc17NaSBceZCJDrVaDKxS4vEdldO/SDo1GNF6sgclkwsqChS5tjy8SQqaQR7wu3tCXkNFEZmYmFjz0AG5+aIHH42OnXI2954+7vHdDwcwe5VYWLMTtC+c7RAF/+uwIig/thkGvR8PPZ8Jx6zGFdpkUQ7NH+iSfFxetwrQ5s1zitHNdiYtI50+fHcFrBz7AN++VwmQyge3HTFGiQKPTgJNKP7lgctkJ7RlIB50KBXhunbsvuAvE7i7egsFPPx2mO4wdaDQaMGksWXrbUGIXcqYSLAZsyQqDxYRer4dA4N93Ey9gMm2kfgAu5tjHDn+JlPR0KKQyh9n4gqcec+nnPMaWtPrcbJEoUKlU4Li5RdARYLe3Pfs44tz2+EIh5E2xlZBF5dskCCKFIIj9BEFcIAiinCCIawiCSCMI4ghBEFXdf1OjcW9UsFqtIBjB/3Kj4g4QBMPBL0hkdNDUIKNr0M5gMMARCqBUJv7ykSeodTq/PBmZ3MQ2caYDmVIOodg/2RX3ttdYXYPOGPt1HQ4o1Wpwg1zepcuXYif4Rgkmkwk49fEOvpMTz5iu2Thgk73oLUuWarUarAB4n97aHj8p9mbIopVevwHgC5IkRwMYD6AcwLMAviZJciSAr7tfxwxCJcJHxR1gMBmwWhNbH8pqtUKuVNDSIPPHoJ2bJIRcHlsPVqSgdvNk9AUWlwONNvHJ6N4gk3dCIBL6LugE97aXmTMKMoUi4TfiKDQq8P2cTXQHXb4Uh8dLaLV+5xkywIl358Qzpms2DgCwWnvNkqVSqXQxFqcLb21PIBJBEWM80IgnZARBiAFcD2AbAJAkaSRJUgGgAMDO7mI7AdwV6XvzBovF4tB7ogMqs2JKk1gGA2ZLYs+QKZVKsPk8MGn8qvNq0D7uWux5421Un7+AlQULodHrem9CptH4paLO5fOgiLGdRZGGTCH32ynCvT0+vWk9LKQ14fl4Ko3ar/blqd+jK4TKTHC1fiaTCdKpj7fHpaa8EudOnELthUr89NkRrNm+iVa8LGZLr1mylCnkLjQDqvHVHd7aHk/Ah1ang9kcO3Zy0ZjvzALQAeA/BEGMB/ArgKcADCBJsgUASJJsIQiifxTujRIWiwWEH42fyqyYat2bwbCpOCcyqVUul4ObRG9mwhs/wJ0X8NG7OzF97KRQ327MgyRJqDUa151XPsAT8KFuia2dRZGEwWCA3mDw2wrIU3usThJCoVCAH6SmWSxDpVYj1Y8NEJQm7T44owDA4nESWkrEfYbMG++OTrxgtfaaJUuZQg7B4EsizFTtzB3eYkwQBDgCPtRqNVJTY4MhFY30mgXgKgBbSZKcAEALP5YnCYL4C0EQpwiCONXR0RGue+wBf2fI/DWQJQjCNksWQ9l6qCGXy8ERBU/YdY9tS1092mTSENxhfMFgMIAkbFIWdMHj86GIsa3ekYRSqQRXJAjJjx6uyJaQJTLUGo1fS5bBGGczeVyoEzghY7FYIK2hW+K2WSf1jiXLTqUCAifeZ6gM2rkxxj+ORkLWCKCRJMkT3a/3w5agtREEMQgAuv+2ezqZJMl/kyQ5iSTJSf369YvIDQOA2WwG4YcqciAGsowE9xnskErB9ZNM7Qnusb1i1Ai0SSOXnMcKNBoNOEL/Zmf4IiGU6t6bkHV2doIbhI+qM1giATo7O0NyrViExWKBztAFDo/+DFkwxtl8IR+qBF5Od58hCxZkL+KQdSrkLrzPUBm0s2JMiyziCRlJkq0AGgiCsEfwZgDnAXwMYHH3e4sBHIr0vXmD2WwGw4+EzBdvwtMaOIPJTOgZslZZB0TJ/nF3elyjvhFGoxE7Xy3BvNxrcPTAYax4Yx06ZLKEJ1i7w6Y472dCJhRAqVL1uljZ0dnZCXZSaGQVhMkitEsTd2ZWp9OBzeX4NZtIly/mqf/jCvhQaGJncAw1Tp48ifUrnsPszPGYnzsFZ4+fDOp6vSUhq6iowM533sN9edc72sri1cuw5423MS9nCva88TYWr14GgD63zA62iB9Ts9zRYgQWAdhNEMTvAPIAvALgVQDTCYKoAjC9+3XMwGQygeGHTYV97fqjylMO7pgzPPlwMVhMmEymUN96zKBN2gFRSnJQ1yguWoVpd83C3vM/44Fnl4HD5WDIiCyQTEZC8088Qa1W0/IZdAaTxQLBYvRa6Yt2qdRl6SMYiFKS0SL1OJGfEKDrY+kMX/2eHZ76Px4/sWfIHn74YVwxfJhHX8pAQFp6R0J23333IXvcGJe2snNdCRY89Rj2lR/Hgqcew851JQDoe4TawRcJ0dnbEzKSJMu6lx3HkSR5F0mScpIkZSRJ3kyS5MjuvzG1FmA2m8Fgha7xe9TUYrESNiEjSRLtUimSkoNLyKi4A/xkUUIvH3mCUqkES+j/VnCOUBBT0/SRRFN7K5JSU0JyLXFqClo7Ejwh82O50h94eo55Aj5UCfyjSqfTYda9cz36UgYCay+ZITt79iym3HyDT01KwH9umSApCVJF7IwbvWPPbAhgNBr94pD5gqc1cAaLkbAJmUajAckg/BIx9QRKLTKxCDKZLBS3GjeQyeXg+6mnBaBXC+m2drRDHKKETJAkglKtgtFoDMn1Yg1arRYsHn1bLn/g6TnmCvhQJ7CfpUAgwKd79nv2pQwAJEn2CtmL7Oxs/HbiJC1NSn+5ZYIkIaTyvoQs7mAymWjNkNFZw26tb4RWo8GOdRsxL2cK/rtxKxavXgYmi52wCVlnZyd4ya5LRWePn8T83Cl+cSo8cVRa6xvx3qv/wpQpU5Cfnw+JRBKuasQUOuQyNF6soYwhVVtkC3i9MiEzGAxQaTV+a5BRgcFggJfAPwS0Wi2YQaj0t9Y34skZ8zB7WB4KhuXhydvnedVj5HC56DIaEpZHW1xcjJqKKiy6ahp+/e4Ylq57Pqjr9ZYlywcefBBHP/kC83KmYOf6ElT/cQFGgxFHDx7uMQ7Y/Y/n516DowcPU3IY7RAmidAZQxqWfQkZTRiNRjDYvjlkdNawi4tWwaDrwqKVT2DRyicgTk3GznUlYLCZCftrWyaT9dhhuXZJEcbkT/KLU+GJo1JctAqTpl2LN99+C/fccw8KCwvDVY2Ygkwhx9Y1L1PGkKotcpMEMdUJRQpSqRT8FHFIdf54KWJEUn4nklCp1WAHMaNdXLQKGqUKi1YsxcIVS6FRKB1t0NNzTBAE2Dxuwqr1v/fee7jutluwr/w4Fq9ahk+209Aa8wKyl3hZbt26FTPuuwcjxuVi4g3XYljOKEybMwscDqfHODBtzizsO/8zFj+7DBwOh5LDaAeHx4PBYoLBYIhQbbwj8b/NEMFoNNKaIaOzhi0pr4BCKkPBQ4tQ8NAiyKUyB4csUROy9o6OHglZl06PZRvWBs2pkJRXYOafF0CuUmLp0qUoKysLxS3HNEiSRIdMBoO+izKGVG1RKE5Cmywxkwhv6Ojo6DFLGyx4KWK0treF9JqxAqVGFdSyGlU/5w1sPi9h1frPnTuHvMlXB62dZUdv0SGrq63FrQvm9PD8dI9fINpkBEGAKxTGzIpBX0JGE3pDF1gc3wKcdNaws3KykZKRjkPbduHQtl1IzUhHVk42mGxWzGTqoUZzRxuSUsQu7/EEfJSsWBM0pyIrJxs/fPolmlqasXnzZuTl5YXilmMaOp0OVoL0GkOqtihKFqOjMzGX2byhpbUFPLc2GCySM1JR39wU0mvGCmzG4oEnZFT9nDewuJyETcjGjh2LshO/BK2d5YC1d8yQDRg0ED9+/lUPz0/3+AWqTcYVCWJG+qJ3+C4ECYlEgqKlT0BSU4MhI7IAAmisrkFWTjYWr16GnetKICmvcHm9a8NmZOVkO9awW+sbUVy0CpLzF8BgsmDs6sKu4s0AbNOmCqkM775cjNz1r2PixInRrG5Y0NLWiiGjrwZwKRYmowm/fncMi66aBp6AjzXbN3m9hiOG3bFeuWk9Bl4xGItXL8PaJUXo0uki3dl7AAAgAElEQVQhEAhw+PDhSFQpqjhz5gw+/M8HXmO4ctN6FBet6tEWheIklCco78kb6pqbkJo1IKTXTMlIR8Wp8yG9ZqxApVEjlX+5y3tUz6A77HweaUurSz+3fOPLXj+TlcBLltu2bcOMWTNROP46l+cxUPQGUj9Jkrj1zlk49s0PqCmvBJvNhtlkAoPBcPDG7O1xcNYwHD14GB8Ub3KUW1mwkLKN2sEW8vtmyOIJhYWFmDR5Ml7dtwMapQoahdLBy1m7pMiFp7NzXYlHHR47nydz9CiMu+ZqjBiXiwdWLwdPwMd9yx9H6e/HMGbKJKxZsybKtQ09rFYrOuSdjhkyeyz2nD2GxauWYdT4Mdh7/jjGTrna63WoOFF2TZqnX/8nnnjiCaxa5V17JhHw6KOP4sqrr/IaQypNKC6fD4PZ1Ou0yBpampGcnua7oB8QJYuh1KgT0mRcrdX2mLWmq/Nk5/OMGJuLSTdehxHjcnHf8scdelFUYPASd4Zs+PDhKHz4QZ8abXRhtVoT1vfYDo1Gg+R+Gdjw8X9xoOpX7D1/HB9V/erCG7O3RzuvbHjuaCx46jGU/n6MlhYZW8hHpyI2OLV9CRkNlJWVYer110IoToJCKoNcKnOsU3fp9LTWre3r27UV3evgF6p6nH/tHbfh4sWLEa5d+CGXy8HicR2ei4H6kPnSnhFlpGHGjBm9gkNWUVGBqXdMD4iPQhAEeL1Mt02j0UBn7IIgRLZJdhAEAX6qGG1ticcjU2s04LktWdJ9dqn6O58cMh4XGm1iapERBAESIXTIIJHwCZlCoQAviVrax1N79Hd8EYqT0BEjKwZ9CRkN5OXl4cgXX4IkrUjJSEdqRrpjnZon4NNat7avb2dmd6+Djx7Z4/wTR45iaGZmZCsXAchkMhfuTqBr/b60Z1h8Dnbs3NkrOGRXDB2KsmPHA+ajcJMSV67BE1paWiBMTw3LAMZPS0Fzc3PIrxtNmM1mmMymHrxZus8uVX/nq51y+byEFYclCAIIoWUZicRfslQqlV79ej21R3/HF2GSKGa0yHx+mwRBDCAIYhtBEJ93v84lCOKh8N9a7KC0tBSnf/0VT90+H6JkMUQpyQ79kzXbN9HybrPr7tReqMS5E6dQU17Z4/yzP/+CRx5/NMK1Cz86OjrAcdphSdfvzh1U59nf/8f9j+G7779DaWlpWOoRS5i/6D6cPX7K7xjawRWL0NGLDNmbW1rASwvOJYIKSRmpqGvy7pkXb9DpdGDzuD0SWLrPLlV/56udcvk8KBNUHJYgiFDmYyFN7mIVCoUCLC8Jmaf26O/4IhQnQRYjS5Z0SP07APwHwN+6X1cC+BDAtjDdU8whKysLix99BGNn3wyVXOGyJt3vskEoPuSHngxB4IqRw12Ihvbz2xqaoDtfG8pbjwk0t7fBYNBjZcFCr2Rgd8Kw84aJwVnDYDaZ0CSpBQnAaLgkD2LnSmlVapz75BtkZWVFuIaRBUmSMFkteO1/OwPeBSdKTUZzW2uI7yx2IWmoQ0r/9LBcO21AP9T8mFjL5DqdDiwPGmT2Z80XnMs5P9fFRat6PPvOx4cMH4aF9y0MXUViGHQ2SHgrQ/aCJUtpZyd4dNxISBL1VdV4/OYCDM8d7RInu0C25PwFsNg28XXnMnyRECqNGhaLJeoyInTmOzNIktwLwAoAJEmaAVjCelcxBpIkodVpweFx/TYvtYPOeRweDxpt4u0wamptQenGrbQEc53LOG+Y0ChVaK1vwMIVS7FoxVJolKoe1xAkiaDWaxOSYO0MjUYDC4GgJAnEaSloTlD9LE+obahH2oD+Ybl2cnoaWqUdCaUhqNPpwOKGxjbJV9/nfHzy9GnY8e/3QvK5sQb35ImuiHgg402iQKrohMiLs4bzZrkx+ZMwLGdUjzj5KsNgMMDm82LC35dOQqYlCCIdsLERCYKYAiA29ohGCCaTCVYALDY75IR0Z3D5PGh0icWfIEkSLe1taLhYQ0sw17mM84YHhVQGs8nsEJlUeBCZJAgC/GQxpFJppKoXFUilUvCSg7P/Eaemok3aAavVGqK7il1oNBqo9FqIkkOrQWYHk8mEIDUZLS0tYbl+NKDX60OWkPnq+1yPF6Ilwfh4LnBaZqQrIh7IeJMokMo7IRBTb8Shs3mEThmuKDbEYekkZH8F8DGA4QRB/AjgfQC+PW4SCM6dU6gJ6c7g8rjQ6fQgE4gboNVqYbSaMSyXnmCucxnnDQ8pGelgsVkOkckUCpFJbrIoYa1s7GhvbwcvJbiEjM1hg+ByYkYQMZxoamqCICMtrMs7/IwUNDYmDo9Mp9OBGaKEzFff53z8q30HkdG/f0L1gXaQtjVGx2u6IuJUZRJ9uRIAOuVyCL3sjKazeYROGbYwNvx9CToNnyAIFoBsAASACpIkY8IBe9KkSeSpU6fC+hkSiQT33HMPfv/9dwwfk9NDCNZ9rZpqvd/TMQA93jv35fdY//cXwOPxwlqvSKGmpgbvHdyLzEljLwn4DR8GkECjpMYlTp44ZO++8BpqK6rshAnHL0w2h4MX3n/LxuFzOqfg4ftx44ixuH3G7VGuefhw4NAhVJNqZE8Y53jPRSCRIr7uZav/KMeVuVfiwIEDCc27+7+vjuBXaT3GXONZ546u2Kk31JyvQKrCiPsLE4P/9N133+FYUyXG/Sk/6Gv5iq/78Wuu/RPeLi5JmD4QsI0j9957L3777TcMH5ODlZvWo6O5xSFobRd1dtYRbK1vxCuPLkdteaXtDYJA5uiReOQfz2DnuhJUnyvHhAkT8OGHHybk82swGPD02udxy8P3USafzoLrzvww+zhdff4CmEwWjAZD9xgCgESPeP/+4wn86bKRmDZtWtjrRRDEryRJTvJ4zFdCRhDE3R7eVgI4S5JkewjuL2BEIiHLz8+3fUn9k9Euk+Knz45QklpXFizE1JnTMevP9+Lw+x96LUtV/s55c/Hc408iLS20ApbRwsmTJ/H5uZOYcNO1jvf8iZO97LHDX6K5ph58oRC3L5qHL3bvR1r/DABwudbRA5/ib6ufw8N/fiAS1YsK3njnLQhyM10GNeeYPn5TAQACW7856DG+9rJDhmeh49QfOH36NE6cOBGFmkQGb217F4ysAbg8K9PjcX+fW09QyRWo/OIHvPjs33wXjgN89vlnOKvrQO6kCRH/7O8++B/+/sRypKSkRPyzw4X8/HzMnj0bLVoFtLDgp8+OAIDXdufc96Wkp0MhleHaO27DnjfexoKnHoOQYGGQIBkff/xxQj6/7e3tKN7+Nq4rvMvvcz3FTiGVgapfrDpzDkOtfMy9a06Ia9ET3hIyOkuWDwF4D8DC7n/vwraM+SNBEPeH7C5jFGVlZZgzZw54SSKfa/j+rvd7Ks/mcRNKqbq5tRV8N/9Af+LkWP+/UIUuvR5KWacLh8z9Wo3VtWhqTRwujztIkkRTSwtSMlwTduc4yLs7H1+cnYzLBuDqa6YktJCu1WqFpL4OGYOoLZNCwdNJSkmGSq+DWp0Ykg0avQ7cKM1QsbichHORKCsrwyOPPAIOh0tbwNS573M21XZwazlcPPzwwwn7/No0yAQBnespdt76RUGMaJHRScisAHJIkpxLkuRcALkADADyAST8lo+8vDx88MEHsBCET86Yv/wyT+XZfB40CSSM2NjWAnGa6y9df+LkWP8fPRI8Ph/J6WkuHDL3aw3LzUanUgGTKSZW1UMOlUoFM0GCJ3DtqJzjkJqRjhQn8WIqzg5fJMS+/fsSWki3o6MDBI/tdUdqoLxQZxAEAVH/dDQ0NARzuzEDjU4HjgfZi0iAyWEn3E7pvLw8vPPOOzCbzbQFTJ37PmdTbTu31mQ249///nfCPr8qlQpsQWA/CjzFzlu/KEhKgiwG+LR0lizPkiQ51uk1Adty5RiCIH4jSTLyc9rdiBSH7PaZt6O6WoLhV472yi/xpqPlkSvlQRel5WItZo6djEmTPM5oxh3+9vJLGFdwi4tljT+cHQffyZkLACAzeySe+/dGAD15eBd/Po1l9z+EQYMGhb+CEUZVVRV2fn4Q+QW3ubwfCIdMcr4C6f0y8P23RzFq1KhIVyUiOHnyJD4tO45Jt95AWSYUHDIA+OOX0xgr6o9Zt88M5pZjApvffQfcnCEYOCQ4v0Vf8BT7hnMVKJw2Azk5OWH97EhCIpFg/vz5KCsrc3DIgJ59l6fxwWg0gsWy9X0ECFyelQkWm42GqmqMHz8e+/btS0gO2dfffIMT7bUYe82lsdDdTNxZm9I+JjjHsPr8BYfR+OARWZT9oqGrC7+UfoLXXlgb9noFyyF7C8AVAPZ1vzUXQCOApwF8SpLkjSG8V78QiYQMAP67dy86REDWlaP9Oo+Km+KNs3Lmp18wdeBw3HRj1MIaMuj1eqx+5SXc9NCCiO4IOvXFt5h7zY0YN26c78Jxhu9/+AHf1ZYj7/opIbnesT2HsOzPDydk8goAe/bvQwvPghFjc8P+WW0NTVD/Xo3l/++JsH9WuPHaphL0zx+D9DBpt9nhqS+8r+hRzL7qT5gwIWq/9cMCmUyGV9/ZjOsXeucpeYoJ0JNvNvvee7DqkaXIyMiIxO1HHHs/2o9mrgXDx1xKzF25sndBIZViwVOPAYCDV+wv/xOwUUG+fq8Ur615EVxueGeGg+WQLYVNqT+v+98vAEiSJLXRTMYiCYVaCV4Aa9m+zLA9rWXzBXwoVNHffhsKdHR0gJ8ijvj2bF6KGK0JKnpa39SI5H6h2/DBS01OSGNsOyprJF75Y6FE+sD+qG9ugtlsjsjnhRM6vR6cMA9MgOe+kJGAS5aAzR+UQUMJnq5hNoPBhMWSuBrtMoUCfDeVfuc40NGmpAuCIMAR8qMuDuszISNtU2jVAEwA5gC4GUB5mO8rpqBQKiGgY9/gBl9m2B7XskUiyBMoIQtWLysQiNNT0JigxP66pgak9gudBZAgPRmNzU0hu14sQaPRoFOtQHJ6ZHYss9hscFOSEsJoXN+lB9vNWDwc8NQXMljMhEzILBYLCKbvORC6htkMJiMhkn8qyBXyHuOucxzoalPSBVcoiPqmHMrWQRDEKIIgnicIohzAZgANsC1x3kiS5OaI3WEUIZFIkJ+fj+efeRYvLSlCa71/wo+eTE5b6xthNBix49USzMu9Bv/duBXV5y9gZcFCtNY3gi8SQK6MPrkwFGhpawU/lZ46ut1v7O5Rk7CyYCHOHj+JJ2+fh4JheZidOR73jM7H3SMnOuLkDclpqWhqTSyfRolEgsmTJ+P5Vc9h7UNPUsbAPY6+YpXaLwOSxvpw3HLU0dDQANGADJ8ztGePn8T83CmYnTke83On4OzxkwF/pnBAOmrr6gI+PxZAkiQMBiPYnJ7CsP62L29w7gvn516DowcPY+Wm9WBzOdB1JdYuS8A2Q6ZSKHzGj65hNoPJTMiE7NK4u7rHuOscB1GyGAOvGILdG7Zg14Yt4PJ5MBqNtNume1tWa9QxPUN2AbbZsDtJkryWJMlN6GUeloWFhZgzZw4e+euT+FMAPmJ2g92PKk+h+NBu2+uiVZg2Zxb2nf8ZGQP7Q5yagj2/H3N4a/GFQshjQDE4FGhsbYE4lZ6WkCcfS41CiYUrliJ94ACw2Gxkju7pU+YJopRkSBWyhOqsCgsLccstt2D52jVe26K/3ndp/TPQ0NSUkMroktoaiGgYiq9dUoQx+ZOw6/RRjMmfhLVLAjciSRvYD5U11QGfHwuwWCywklYwWawex0LprejcFy5+dhk4HA4GXjEYbA4H+gScITMajTi0a4/P+HkaNzy9R7CYCbmbvLCwEHfddZfHcdc5Dm9+sQ9vfX0Qh2rK8HFNGYRJIky7axbttunelj/a/kFMJ2RzAbQC+JYgiHcJgrgZNp3bXoOysjIsXLgQwmQx7li8ICQ+Yr70onhCATQ6bUJwA5raWmkvF3nysZRLZSh4aBGUsk4Y9HqHDo+v74HJZIIrEkImk4WiGjGBsrIy3HrrrRAP7Oc1Bv5qanH5fFjZTHR2Rl+DJ9Sgyx/r0umxbMNaiNNSsWzDWnTpAp+dybhsEKpqJXGd4BoMBjAplitD6a1IdS02h40uQ+IlZCaTCW1NzSGLH4PFTChDezvKysqwaNEiv8fdYHVAW+oaoz4ZQpmQkSR5gCTJewGMBnAUwHIAAwiC2EoQxK0Rur+oIi8vD2+99RYYHFbA+kTu8KUXxWAwwOJx416LzGAwQKXVQCimxyHz5GOZmpGOQ9t2ITk9DVw+36HDQ+d74CWYyXheXh7e274N3CSh1xgEoqklTE9NKGNswDb41Tc3IX2g712CPAEfJSvWQNUpR8mKNeAJqDXLfEEgEsLCIOK67ZlMJrA8zI4BodFs83UtJosNfbe8TSLBaDRiwODBIYsfI0FnyPLy8rB161YwWMyQ+0V7Kz94+DDI1dFNyGh5WToKE0QagHkA7iVJ8qaw3RVNhFv24ujRo5g5cyb0es9eY86gq2VERy/q5/99hsfuuQ9XXHFF2OoWbjQ1NWFT6U78ad4dtMp79LF88TXUXagCSZLg8HiwWszIyvWuBWfH2Z9+wZSBWbjpxqg305BAIpFg2o03oqWlBVm59NoXXU2tcyd+xYTkQZhx24xw3X7EUVdXh7f/919MnTvLZ9mzx09SegoGEs9T/3cUs6/6EyZOnBiSukQS7t69lD6oTvpO9mcS8Kyr5QxP/V9DtcTlWoufW4YkpQlFjzwW0bqHExKJBLNnz0b5hQvgcDkucQtE8w4Afvv2R8zInYjJkyeH+G6jC4lEgrvuugvny89jyIjhAAE0XJT0aG+UbcuDviedvnLJ31aAK9Vi2eNLw1q/oHTIYhnhTsjy8/Nx1VVXof/kK1FfJQmpj6U3nPriW9wz9SaMHTvWd+EYRVlZGQ788j0m3TYtKp9fe6EKKZ1dCWP2bDKZ8PSLazDtwfkeuT3BoLm2HuaqZix9+C8hvW408d333+P7ugtB67UF8lxX/f4HLjeyce/ce4L67GggPz8f06dPR5eQDZlaSVlfulpZ7ufSOe/7Q5/h8ccfx8onngp/hSOE/Px8TJw4Ef2uzvU5ltDF7z+ewPVDRuO6664L0V3GDo4fP47/qyjD7o1bPPp5hmMsViuUqPzyGF54ZnWoq+OCYHXIei3Kyspw3bQbkJyRHnIfS29gC/lQxjmxv629PSqSF3aI01LQnEBaZC0tLeCliEOejAFA+oB+qG2oj2vekzuqaiVIG9Qv6OsE8lxnDBqIqhpJ0J8dDZSVleG+++4DTyjwm6tIJ1Z0zquvkiQcN6qsrAy33T4DfJFvT2S6YHHY0Op0Ibi72INSrQJHwKP08wzHWMwTCKBSq6PaD/YlZF6Ql5eH/f/7H9hsdsh9LL2BJxJAGuck66b21h4elpFEUkoKWjvaYbVao3YPoURTUxME6eGJJ5fPB8lmJswmCJIkcbGuBhmDBgZ9rUCe6+T0VEiVcujicLDMy8vDjh07YLZY/OYq0okVnfOGZo+AIcG4UXl5efjf/v8BBELGR+bweNDotCG4u9iDQqUET8Cn9PMMx1jM5rBhgTWqPwZC/3M7gVBaWoobpk3DJwcPYfAIG9/h7pETHevTQ4ZnAQTQWF2DwcOH4eiBw9i1YbODPxEohElJ6GiM78GxqbUVmTlDHK+98XScQYez46kM0JO/wuBxoVAokJYWGWHQcEAikaCwsBCnT5/GZVlD8fcRma5+dx7iFAjvSdgvDU1NTQlhw9LZ2QkzgYDEnN2xctN6FBet8uu5ZjAYEPZLQ2NjY9x5hJaWljr4O8OvzKGsL1VcfMWKznlPFa9F88mz4atkFFBaWorpt05Hael/XTh3/sKZJ8VgMmExmTFx4kSUlpYmlJ+lUq0GLy3D0V5qyisdHDIGg+Exfs6xqa+qxgfFmxwcMk/w1E+yeTxoNJqw2ydRoY9D5gUkSeKva1bjusXzsHreA7a17E+/REpGOhQyGRQdnQBIbP3mUNC8MWfI26VoPPYbnlu+IvhKRAEWiwUr/vE3F77T/NwpGJM/Ccs2rEXJijU4d+IU9p4/3uNcOuv/dPkr8x5ajMUzCjBy5MjwVzpMyM/Pxz333AOVyYCqtgb89t1PPv1QA+FQnD/1G3J56bhzFr1NGLGMM2fO4KPjRzFpRvSc3c79fBKT+g3F9Jtvido9BIqysjIcPPUDJk6nNmQPJ4xdBvz830MofvGfUfn8cGHTu2+DN/qKgEn8wKVn+9inX4InFELZ0o6ipUuxf/9+nDhxIoR3G10Ub34DGVfnIn0gfdszf/s9T+XnLl6Ix+aGd0NdH4csQGi1WhAsFtgc9qW17IrutewLVVBIZZC76YiFAkJxEmTyzrjl9MjlcrAFfBe+E12tp1DxUCTlFeAmi9DR0RG2ekYCZWVlWLJkCVR6De5+9AFafqiBcCjSB/THxbracFUjoqipq6MlCBtOpA3sj8o45ZHR9VwMF5hsVkLKOajVmqAkVQC4jEOP/XM1mhsbsXTpUpSVlYXoLmMDKo0GXL5/sQpWh0xSXgEWjwutNnrLwH0JmRfI5XJwk2zLHo617OzutezRI5GSkY5UNx2xUIDD48JKkHHJQQEAqVQKXrLI5T26Wk+h4qFk5WRDkJyEljgn9ufl5eH1118HVyzC57v20fJDDYRDkTagPxpamhJCkLiqTkJLfyycSB/YH3WNDXH5o8psNtPyXAwXGAwGrKQ1Yfifdqi06qATMudxaNtLr6PfgP7YsmUL8vLyQnSX0QdJklBr/I9VsDpkWTnZUU/I+jhkXqBQKMARCWyea0Yjdr5aAhIkOFwuLBaLg0NWOP66oHlj7uAliaBQKCAUBs+DiTRkMhk4boKwa7ZvwtolRVh01TQHh8wOd22iIx8ewI5XS0AAGDp6JM4eP3lJkwzA5cOG4uhBV75eR3ML1i4pwo51Gx3XF6elorUicK+9WEBpaSlm3XEHqqqqMPzKS3yIlZvW45W/LHeJU2t9IwZeMdgjT8cXr4zNYYMtEqCtrQ2XXXZZlGobPMxmM5rb2jCiX3SlAOwOCDKZLO54eXQTMqo2FQiH0RkEQTh8Gjke/DTjERaLBTq9Hhwej7IMnbjZn+3aC5Vgstkwdhmwb98+7NmzJ9xViBiOHDmCza/9CyUv23xNQQImo9HmE2T/fUMAmdmj8Ny/NzpiRJfv6aylV19VjV3Fmxy8vvbG5qiKsvdxyJxA7UGcD+AeAEsBbAGwH0Dk1+vj5av638EDqGPoMXL8GFrl3dfy97zxNhY89ZjLa1GyGDMWzgMAfLF7P9L6Z7jwAzzxAV54fyvOHz6Ktav/HpZ6RgrbPtiJrkFiXDFyuMv7/nAm6JT99avvMXPs5LgWmmxsbMTmPTvxp3l3RvtWcOqLb3H3lGkYP358tG/FL3z77bf4qbUa46Z6bwdUbSoUmoxfb9uDdavXgO/nslWsQqlU4qU3ijFt8TzKMoHE7ej7+/H8kyuQnJwc6luOGoRCIQYMvgxr97yHP0+yCXsPy81GfZUEJoMBE66fivrKiyAIRo9xgA68xfnC6d8xipWMgjvD13/0cciCRhlsyZig+29irdeHGi0d7UiiaSoOePaxpPK1LHhoERRSWQ9+gCc+gFCcBJVWE9eaRiRJQlJfh7T+PTW1/OFM0Ckr7p+Omoa6kN5/pNHS0gJ+FOVWnCHISEFDU/zN0Jot9DhkVG0qFJqMDCYDZrPZ7/NiFWq1GhyhwGuZQOLGEfCjbogdauh0Otx533yI01JhtdqWrusqL4LsXsJeUfIKFLJOj+MAHXiLM0/Ah1qrDlld/EXfkqUT3Geg7LtiiotGYerMvztl1KNQfOj3sN7LxbPnMdjEwbw5d4f1c8KBNmkHcpOvpF3evpZvjy9PwO/xWpQsxqFtuwAAKRnpSOuf4fUaWTnZIAgCXJEQcrkcAwbQ360TS1CpVNCbjR49QT3VmQp0yqYP7I/qH34L6f1HGnWNDUjKSI32bQAA0vr3g6Q8/hJco8kEJst3QkbVpvxpl1SwL1kmClQqFdgC6uVKILC4sRMwIePz+fhs3wFMnn0rGAzbnNHQUSNQX2XbJLNh2XNISU9zzJD5C29x5vJ5UDZET3Kqb4bMC9qlUoiSxVi5aT1++uwICsdfh58+OxJSrhgVRMlitErbw/45oYbJZIJKo4YgSeS7cDfc47tm+6Yer0Upydi9YQt2bdji+E68XcN+nCcWoTOORXYbGxsh6pcOwsN6uj/tkk7Z5PQ0tMtl6OrqCmkdIomaxnqkephNjAZS+2egvqkp7oj9ZrPFMRB6A1WbCkV/STAZCbHBxA6FQgG2yPsMWSBxY4v4UCgUobrNmEBJSQnqLlZj0VXTwGSzwGSxUH2uHCajzXD+t+9/gqyt3eM4QAfe4szj86HWRo9D1jdDRoHKykq8u/ktyF54iTYxtbW+Ea/8ZTlqK6oAwEb+N5vA5nBgMhptf30YntohShajXioNaZ0iAftGCDoduh0DrxiM4kO7HWTLf/z5cWTlZOOtrw46YvTm5/toXcMdLJEgrhOy+oZ68DM8L8FR1TnQskwmE/y0ZDQ3N8elyKTVakVLexuGp3sm9AdLNvf3fC6PB5LFgFKpREpKbCyj0gHdJUuqNkW3XXqLJ4PBTKiETNrZCR6FULG7Ybs/ZGGeSBj3ri7uyMnJwfPbNmH8tVNsY+qjyx0bujJHj3Qh8rfWN+LJ2+ddOp5tOw54Nrp3j3X1Hxfw5Ix7HOPy0nXPQ9O3yzL2UFhYiOxxY1C0cS0Ov/8hiotW+exkiotWQaNUYdGKpfh8117otXoQBDAmfxLOHj+JMfmToJDJMHXmdJ/XEySJoFSrYDabwQqDf2G4IJfLwfNjdswZxUWrMHXmdLy85z3aMfcFgViIjji2BKqqr0VGztCIfZ4gIw0NjY1xmZB1dnaCyeeBzWF7PB5s+wrkfH5qMtra2mI+IQFX59gAACAASURBVHOdgJ0ToU99BMCfASxF5Zkt+Mv1L+LSZqlxeO3ZSyXjbJKxB9o7pRBe7rkN2NuVlbQ6DLTpjBEAIBInob0x/n64e4NGqwGbZ1PKLy5aBY1CiYUrlgKwbehyjgvVcQAen1X3WLuPy5tXv4iZs+4ASZIeVyXCjb4lSwqcPXsWU6bf6BfBUlJeAUU3+Vwh64RBr4dB34VlG9Y6/tZe8G2OCti0eLhJNv5TPME2NR/YzqhQGrTbIRSL0d4Znx2W1WpFXWOjR0J/uJA6IB3V9bUR+7xQor29HfxUMeXxYNtXIOfzUpLQ1hbfWnjhQ+/ZLNUu7YCIYidkIAbadohSxGiXxrf4tTuUGg243fIgkvIKrxu6qI772nBij7X7uFxTXgmSAAwGQ1TqHj9TLxHGyJEj8duJk7h65k20CZZZOdnobJfi0LZdSElPg16rh8VsQsmKNeDyeQ5BWbrX4yaJIJfL0a9fbHBi6EDWKQPXB1eCCqEgA7tDKE5CY2doHBQijY6ODjD4HHB4kfNVSx84AH+c+jZinxdKtHd0gJtMPTsbbPsK5HxRajKa40Cc2HkG6j+7P4BugKiHzEqosbKAerPU8QNf4JG75iMzMzOs9xAJWK1WdHTKkJPi+cdCIAbadoiSxZDKO2G1Wv2iicQyVBo1eOk2sr5tTO2g3NDl7bi3DSf2WHsal9l8HrRaLXheNOPChT4dMgq88+67ePn1V9FS10Cbb3L2+Em8+MBSGLts2TWby4HVYunBIXM2Jc/KycadSxZiy+qXehhv/3b0R9yaPQFTpkwJSx3DgeKSjdj89ltoqqnzm6fjbkC+dN3z2PPmO2iqrnWUuTwrE//YsQUA8Mqjy1F7ocoxmmSOHtWDX/D6E89A8seFuDTgPX36NA79egyTbp0Wlut74vAMGHI5vv3PXry4YhXEYurZpljEf/d+iA4RgawrR3s8TpcDFgrB00tGxxUYdNllOPrNN3HT9t7d+R+0Mk3YVbwpYL6dHd5i5u3YiUNf4oGZczBixIiQ1i0aUCgUWLvpX5j253s8HrfzpGrLK21vEISNK/XORloxP/r+fqwp+mvML4tTwfvKoATA3QDsqgZjARwAkOXjOAAUwjbrmgegtPscSff7vwHgADA6/Z3gVO4SQp0iedMh60vIKPDOf7bBOrQfBg/PpH0OXWE/93I715dg4g3X9jDejoRIXagxNDMT+bNuwfyiR/wWhfQkEGs2mcDhcTFy3BhU/f4HjF0GZOXafu10tneAJElcMWoE6iurQRCEi1Cg/XoCKwOXi9Nw6NChuDLgPXDoEKpJNbInjAvL9ana6y+fHsHCm2dh9GjPiU2sYsOWN5F61Wj0u2xgUNcJhbCp/Rq3zCvAu8+shV6ljpu2t3X7e3it+HVMu2tWUDEAAo/lL59+hfun34FRo0YFUoWYwsWLF7Hjs4PIL7iVskwwbS7ek9coULX8QiQTsr4lSwq0y2QYNt6/KXtJeQVe3vOeY91614bNtMrtWLfRxXh70VXTANimo9vq44sf0NTYiFmLC33GwBM8xQUArCSJpzetx+LJt8BiNjv4APYfE2+UvIIH8qcDABROBH779U4eOoIF8xbgxRdfDFU1I4KL9TVIn5QbtutTtVd+WgrqGxviLiHr6JRhSHLws3p0n2M61+DweLhyYh7e27jJ90kxArPFjMaLEhcOTiAxAAKPJcFIHGHY9vZ2cJK9W+AF0+a4KUlob2+P24TMPeH565rncO2f51Juzgk3Tn/1Pe6cMBVXXXVVxD87MRadQwyr1QqpvBMiPzt3d7PSf1Go1buXIxiER+PtpBQx2uJI+sJqtSKjf39889EnARmuu8eFJ+CDxWaBx+fh9aJV4PJ5YLHZDjPx1Ix0pKSnYcOy55CcnoaUjHSPJtsEm4m33347rgx47Z6Mqf3Sw/YZVGa8aQP7QVIfX4KmXV1d0BsNQZs3A4GZs1Ndw9jVhfNnz+HKK+kLJUcbJpMZQ0YODyoGozZuBRB4LAkGkTCyF83trRClerc2CqbNCVPEaG5rDfY2YwJGoxFmqwUsdvTmilh8btT8LPuWLD3gt99+w8w774C0owODhw+DyWhEs6TORefEEw9icNYwF25YxZlz+KT2TA+uxOLVy7BzXYnjNRWHzGI249vte7Fx7StxQdhUq9VYUvQ4Pt33UY+60IGnOL31t3+6cMgGDLkcfJEQDRclYBAMm+lsN1hsto3r09DoEufqPy5gdHY2Pv7447jg8UgkEsydOxdnz57F8DE5tDXw/NXYctbNsxuUP/KPZ7D95X+h9nxFXPHufPNQPPFJ/CmPoK7x5Zdrceut1EtWsYTXNpUAg9Ox7cXXbP3a8GEACTRKamhz5yrOnEP2+DE9+jq6XLTTX32P2Vf9CRMmTAh19SKOkq1bIBqbhQFDLu9xzB6vi3+Ug7RYHbP+dq4sHb5de2MzVGcuYvn/eyJylQoTFAoF/rl5I264f27U7uHCr2eQw0vDHTNnheX6fV6WfuLBBx9E7sQ8lJ75ARqFEm31jVi4YikWrVgKjVLl0DkBLmnIlJ75AdPmzAKHw8FHladc1v+dy0ydOR0715Wg+NBuR7kbCmZi7/nj+Lj2DPaeP+5IYJgsFlg8TtxYY6jVavz4zXdY8NRj2Fd+HAueegw715XQPt8uKGmPy9gpV2Pr14fwce0Zx7/ktFRMu2sW9vx+DMnpaWCxWVi08gksWmnrjLp0uh5xfvH9rdi8eXNcJBaATQPv+uuvx6o3X3PoEfmCexujc87AKwaDw+XggWeXYe/5nzHtrllYu6QI191xGx5/diVmzZqFwsLCUFQpyigEcA8AefdfX3XKgk0Py9D9Nyvoa8ST+bPZZMIgp2eRw+Fg2pxZtNqWvR0C8NjX0d0YQDATQxiWJEk0tDQjhWKm2x6vrNxs8EVCpA8cgEUrn4BB30U5zrh/BykZ6WhsbYk7RwhP0Gg0YPMjv7vRGVwBH0p1dPws+2bIPIDD4eDpklcxZdYtmDNyIiwmM/aVHwcAFI67DiCAjyptn3v3qEkoPfMDuHw+DHo9zl85Fc93m6A64/zSh1D99JMw6PUoHH+d43xf+PnA53ikYD6GDRsWugqGCRUVFbhyzJXYc/ZHRzz8qSsdOMf77pGTYDaZHN/NvJwpYLJZOFD1q8tnV5adxTAIcXfBXSG7j3CCy+Vi+/s70MqzYmj2CFoxdG+HdOPuft68nCnYV34cZ77+EXdNuQFTp06NmiaPPzh9+jQ+Pv0jJk6/ocexQGMTqmv88ctp5IkHYcZtt/n1mdHCC6+tw6jbrkVSii2JpFv3URu3IvuNt3u8X/HUY6hc/rhf91D23U+YPiovbnaYB05M58KW5KcCsMI2R2J/DdgSeudyAgC67uP0nst4GuIrKiqw66vDmHzHLVG7h5a6Bpgqm7D04b+E5fp9M2R+IisrC6d/Og6DXo/UjHSw2Cwc2rbLpi9GwVOyr/3vHpuLT2rP4JPaMwCAT2rPIHv8GLwuFgfED+AmCePG+ker1WLgkMFB82+8wTneKW7fDYvNRmpGeo/P5gkFUGqi84snEOTl5aG0dA8E4iS/NPACibsn3t7h9z8EU8jD2++8Eze8O41GQ2neHEhs7ByoYK5hB0/Ah1ITH7PcgI2/yHSyTqJb98rljyN7/Bg8uHo5AODB1cuRPX6M38kYYPOyTBRSv3fkAdgCYBwAIYB+ADYCGNB9zL2crvtvfDyX/kKj0YDF40T1HngCQd8MWSAI1wyZQ0tLUgsGkwWjk9myJ60rKs2iR66f5bBf4HC5sFjMtHwsnXHuxK+YmDYYt94yPeT1DDW+//57HDp9DJ/uKA1av8gZVDy9wVnDYDaZ0CSpBQng8mFDweZyHBw++2e3NzZDc06Cpx79f6GpaJhRVVWF66fdAGmHFFm5nnWw3Hk9gXJ1KPmN5y9g8JAh+PrIV3Gx1PvpZ4dxvkuGnIk9B6pLmmAXwGAyYTQYQIDAUC9aT3dmjnf8qHK5RgDturG6FqwGGR5Z/GDgFYwgVr34PK5ecIdDLd0fLTF7+6k4cw7DRo+CyWREk6TOhaNIp52e/fkkpvQfhptuuimSVQ85jnz9FU6212HsVM88WmdvRSaTBWP3bLQ3rrKnuJ396SQm9bsiLsYJbzh69Ch+bK7CuD/lA/Bcb8CzT2WgcP+MotdeQOOJ3/HqmvDsyu+TvfAXLAb+seMtvPrYX31qw1AZ6RYXrYJcJMSix2yd8Be79yGtfz+/tXyE4qS4scZQadQY4IfhNV24ewj+9NkRv5acuHwemtXR2TUTCMRiMe4vegzXFbousTrH4fGbCgAQKD3zg03Lrpur4y88td/iQ7uhUarwx6ffxkUyBgAqjQZckecZMnsdVxYsRGe7FDMW2gQ6v9i9j7afpT9G7u7g8nmQR2nXViAwmowu/rne6u7+bNrbYcXGreAcPebw9gVs8V67pAgLnnrMpx8ok82CwRj7S+W+UNNQj9QhGZTH6bYrX+VS+2egtqEhoHuMJShUKvCEl5xePPnHAp59KgOF+2e8+cwLuG3m7bBYLC4zxZFA35KlB3R0yiBKTgrK+05SXoG/GYwOjy25mwcXXYiSxWiTxYf0hUanc/yqDiWC9SDk8nnQ6rUhv69woa2tDXwP2+Sd4yCXyqCQykLq++kMoTgJmi4dtNr4iJve0AUO17vFlLPXrKdnctTGrbgzczzuzBwPAI7/uy9f+gsOlwN9lz6oa0QKVqsVZosFDJoDEdWzWbn8cY/x7tLpaT3LLBYLBqMpZPWKBkiSRG1jA1L7UydkoUJq/wzUNNbHPbFfrla6SNd4al+h9jx2v15NeQU4vOhIX/QlZG4wGAzoMhrB5fOD4o1k5WQjJSPdwW9KdeOe0YVQnASpPD44ZBqdFpwwJGTB6kJxeDzo9F1x01k1tzSD58Ek2zkOqRnpSPHAlwsVCIKAIDUF7e3tIb1uuNBlMIDlQ0jS1zNZufzxHvzPT2rPBMSBcgaLzYbBSZ4llmEymcBgMR1UC1/w9mx6iredo+ir3bLYbBhM8T1DplQq0WUxQZBE7a8aKgiSRDBYzFAqlWH/rHBCoVSCL7wkouupffkaD/z9AeXpemwBry8hiwUolUpwRUIQBIGVm9bjp8+OoHD8dTh64DCMRiPuHjUJKwsWorW+0XFOa30jVhYsdDm2ePUyqOQK7CrejF3Fm8EV8LF49TKXcmePn+xxnjv4QgF0ej1Mptj/tVhbV4fXi57pUR9P8bHD/ZinmDh/Dz99dsTBI6ALBoMBBpMRF7sFAaCuuQkpGT23yTvHQZSSDFGyGAvGXYs9b7wNyfkLtNqlP+ClitHaGh+Ck12GLrDY3hOylZvWQ5Qsxq4NW7B7wxaIUpL9bkuBgMVhQ+/EQ41lGI1GMFmuTBaqdtRa3wijwYgdr5Zgfu41OHrwsEs8PcV7zfZNtJ5lFocNfZw8r1Robm6GqF867eSWDqi+C4IgIOqXjubm5pB9VjRQU1uDFx9citnD8lAwLA86jRZHDxx2aS+OfrC776t26/vsO309xYpqrN7zxtuYlzMFe954G4tXLwObz4c6CsT+voTMDQqFAtwk2xq2sy4Wh8vBtLs8a/F40ojZua4E9y1/HPvKj+OB1cshFImwc12JS7m1S4p8akcRBAGOSBAXv3x2vrcNk2+5oUd9vGnouB/zFBN3fbJACJwsLiduErLG1hakZKT1eN85Dm9+vg9vfrEPw3NHY8FTj6H092O02qU/EKUlo6m1Jej6RAImt52BnjDwisF484t9+LimDIdqyvDm5/so21LFU4+F7N6YTCYslvjYMWg0GsF0S2yp2lFx0SpMmzML+87/jMXPLgOHw3GJp6d4j51yNa1nmcVixc3zSoX6hnrw00Nr+O3tmeZnpKAuzhw2nEGSJPbuLoVOrcGiFUuxcMVSdOl04HA5Lu3F3g9mdfd9ezz0fYDnWFGN1e7amSwBty8hiwUoFAqwhT3tV7ytW9Nd53Z/jy6fgisUQKFQhK3OoUJLUzNuXzi/R338iR3dmPgLJpuNrjiYpTAYDFDrtBCKk2iV97dd+oPk9DQ0xklCZjabwWCGrjsLdpnSGQwmExZrfCyXGwwGMN1sa6jaUai5PM5gczhxM6tIhaq6WqQP6h/Sa3qLefrA/qiqrw3p50USOp0O0rZ2KKSdtLjXzrF4WqVCxZlzLvzPijPn8LRK5fe4LCmvAEfAh1IV+UmQvoTMDXKFAhynXR52+OJK0FnnptJ88sWnYAv5caHW32/AAHy9/1CP+vgTO7ox8RdMTnz84u7o6AAvWRQyDk8wsRSnpaC5rTUuuHdWqxVEjNqLEQQBq9USF3E0GAxgunHxqNpRKDw/qcDicKDT60J2vUjDarWitrEB6QNCm5B5i3n6gP6oa2yIW4cDlUqF/pcNos29do7F62IxsseP8an/SXes5ouEkCnkkaw+gL6ErAek8k4IRMIe77vzmJz5YEaDEUcPUqxzj78ORw8ehtFgRPUf5di5vgTzcqbgvxu3IjkjjZJ/4QyWgA95jM+QkSSJW2fPxA+ffon5uddgx6slMBqMPjlg7sfcOSbuvDs6vDRPYLBYMMYBsVoqlYKbTG92DLDF7+jBwz1ibj9mj+WRDw+gtuIiZmeOx/zcKTh7/KTPa/MEAphIa9SMdv0BQTD8kiRvrW/Ek7fPQ8GwPMwelocnZ8zzm2PnDxgEEVIuUbjQ1dXVY8mS6vn1xe305xl1Lyvv6IhrDllbWxuYAh44PO87fwHfcXI+bjQae3Cq7McXjPsTSv/zPk6e9P1sxyJUKhXufuh+2jxPX+3P03FP/eXi1ct6lLMlZJEfc/uEYd3w5r+3gp87FAOHeOcprSxY6FOjzL3ssU+/REpGOhQyGRQdnQBIbP3mkM/zq8+VY1AXA/fOnRds9cIGk8mEFS/8HV8e/ox2XOiAKs7+xB8ATn72DRbccCtyc3MDvpdwIrixOh82f8WlsKl474fNR9EZIgA3ANgJYDGA7wDQT7RivZv454bXkHnjZCSn9+TeeYJNk6wDMxbanqkvdu9HWv+MkGvoAbbZkq/fLcWbr4R/A0GwKCsrw8FTP3i0oPIXgfSR9rI/Hv4/3FlQgA0vvRz0fUQDv/zyCz47+wsm3nK9z7K+4uTP8X8//yqa/qjEH3/8EZZ6hRMnT57E5+dOYsJN1wZ1nVEbt3qlHNBplwqpDHVHT+LvK54J6l48oc86yQ/IFQoIRL63KfvDn7CXra2owrINa1F7oQoKqQxymjpSfJEQ8hgn9ZtMJjBZzLBrxATKX2GwGHGxUzUwlMGWjAm6/5Z5KKOFLRnL6P4bH/pidMFksmC19PSQpYKkvAJyJ40sRYA6gXRgtVjAZMT+7BgA6PV6MLmhsa4JpI90aEFdqITRZIrb5bfqulqkDOxHq6yvOPlz/JZ756CysjJk9Ygk5EoFpf2ZP/DF/6TTLgUiEeRKZcRpBn1K/U4gSRJKtdpFB4UK9nVne5btjT9hL5uZPRIlK9Ygc/RIxwwZHf4FXyhEUxQIhv7AZDKh5KVXAHyNeTnf49JszQTMzhwX0DX/gRdgxgSK61G9T4VxuONk6G22QgX7c7/+jX9h4NTxSOtPrzMHgJUFozB15t+dfvGNQvGh313KzM/lY0z+3Vi2YS1KVqzBuRN87D3/O8UVL+HciV8xIfkyALFtjM1hs/wavLNystHZ3oFD23YBAFIy0pEWJgFPi9kMDju6/nx0odVpfeq50UUgfaRzWTaXA71eDxGNH8ixhqraGgy7aTKtsr7i5M/x09//iAGDBoasHpGETK4A3wNdKNSg0y45PC4spBUGgwG8MGhrUqFvhswJBoMBVpBg++iQWusbYTQasfPVEszLnYL/bnyrhxaKp3X/2guVOHfiFGrKKyFKFkOUkkyLf7H2oSdQW1sbrmqHBJeMgEthWzJLAfAibLM1eQDGA+DCtrwm6f6X7/aeM47iBbwI4BcAq2BbclsF4CwAdvdf+/u7uj+X7j3GJkiSROXFi3j54ad8atW5tC8nDuNXew+itqKqB1dszfZNOHfiFBZdNQ2/fncMRqPRqzaPHeLUZLRIY18clsPhwGymPwO6ctN6iFKSsXvDFuzasAWiZHHYNMksZgvYPjTSYgUarY4W74kO/NEP9FSWxbMlZPEGrVaLTrUSyelpjmdrzsiJmJ87BXePnNjjGQuEC0V1/PR3P+H/s3eeAU5Uext/kk3b3nvP9mWBFdFFRECwoKCAXhCkKd57BbkoCPdiA1FUREFXEfV6FUVBULBgARQLNoqArrTdpWRhe82m92TeD0tCNplJJskkO+Hd3ydIzpyZ898zZ07mPOf53zhxQtBk2LCnSyalvbscoK9RdCznqBmj0ikLwgNvN9WvIbOjo6MDL7z9OkbePdllOfs1aGtOwTd++NwnjZOrc3y1aRv2bPoITQ0NAc+tRZe2tja89N7/MGLa7QDcxwiAy/hMLR0GrUaLLX/swz9H3QaDTouc4kLEJMTj+MHDGDjsKsg6uzBiws20Ynvs14MYlV2KESN80yf4E7VajbzCAtwyZ5otLtteeRPTHppHW0M3tXQYyiqG2r0JO4KPTx20nYPsOID6b9HV2oaO30/i3wsX9UlM6PL2++/BmB6LjPzcvr4UJ+RdUtT98DuWL2Vej8I07324GaqEUGQXFfT1peDgp7vxzzumITs7u68vxSNqa2vx/rdfYtjtN13SD3/9DWLi4z0as7zl0Jd7MfOG8SguLvZL/f7i6RefR94N1yAqLpZWebrPWG81er9/uRezb74dBQXM3gv9GjKaqNVqCEKdPcgcoZNT0Fctlf3xE+ZMQ2d7O6t/9ZjNZnDsfKDcxYgqPtZ8glpNzy/jGUNGQ61U4nGjyabB02t1PVq82jO0Y0twuazXo8hkMnS2tdPyZaOKn06jxaJ1qxAVF4tF61ZBp+n9hsHT3HDBkrorPDQcBpbuyjPoDQgPc7bSYSNKtQrCMPdjYCAIEQlYPeZRcf7CBUQk9mwusemHa854PGZ5S3hCLC7U1/utfn9AEAS65TKP0kzRfcZ6q9Hjh4kC/oasf0Jmh1qtBk/kXutBJ6egrx49jscnpaWyenAym83g2vlAuYsRVXys+QRDLz4UtvyxD+GRkXiWz7Np8IShoh4tXlEB7diGcLkwsnzJUiaTITkznZYvG1X8RGGhqFyyHAppNyqXLO+VqJfqOFd9VRgaCp3RwHoPt/DQUBh07LxGg06HcBo/9NiAUqmEUMSOa+WJhNBogs+L7MyFOsRdNIS16YeLCzwes7wlPi0ZZy7U+a1+f6DRaIAQrtv0Z/bQfca6K0f1PT88DDJ5YK0v+idkdqjVaoTQ0E+Q5RT01KPHk3Ps37UXk++dyeoJmcVi6eWz5C5G7uKzfON6AMDMIaNhMhqRnJVh0+AZjUacOHQE52tO044th8uF2cLuN2QKhQJT//UPl75s7vqXvVbsxKEjtjhaofLmofpbcDgcCMPDWG9MHB0ZCQNLnd31Wh2iIpyTxbMRhVqFUJJMJX0BVySAog/S1/iCxWJBXUM94lN6JmTWe6uu+rRHY5anCbLtiU9OQl1DPSwW+ruO+xprDmlPoPuM9VajFxoRhg5pYM1h+3dZ2qHRaMAVUs/QW+sbsXbhMkiqa5EhzkVGXi4az9VBXFKE17/7HABs34tLimx/2LULl+GBGybZPnOXi/H4wcNYNXchdBotRBeTkutlKlYLXC0WC2C3td+ab8wVrr4fOOwq1D40D184bGHu9TfIF0OtUuH+URNAAMgpKsBjb71MGl8OlwMLy5cspbJupORkOsXF+n/7tlP1pYHDruqlGQOc+9PyjesxcNhVpOcgQxDWkykiMZH+zs9AExkZCZOW/A0ZnbjRKeMtOo0GsVGpjNTlT8xmM9RaLQQB3FXmitCw0KCbkB0+fBhb392EV9e8iAxxLsABGs/VIa+02Naneo1hebkAATRK6nr1u6JX3uxl32A95typGvD5fJiMRojt6rRHIBIiJEyEtrY2pKayv98BPT9G+R4slXtzT7/+3ee9yrj7PjwqEtIW/5lFk9H/hswOpVoFoZD6DZl9YlKVXAGVTO42cak3CZ5XzV2Isoqh2PzHPpRVDMWquQtZ//qeIIget3QGIfOT6fU3kMnRVt+IGUsWYOaSBVDJFZTx5XK4sLB8A4tU1u3SA8/bZOFk/ckTeGEi1r8hi4iIgIliyZJO3HxNxO4Kg1aPqEj6u8f6CrVaDYFI2Et60JeIwsPQrWS33Y8j9913HwZUDKV8RgDOY5hKrnDb76zH5JYUoqxiKHKKC12WD0uIQVNTk9/ayTRyuZw0hzQVTNzT7r4PiwhHV3dg35Cx485jCUo3W77txX9kxq6eCqapIBNmcwV81k/IEADvS8fNAiajiZ65J4fD+lyC3UoFQknyqFrxdqOIO6G/O/hhIihZ/qYiKioKBjV5u+jEzZ+Jso0qLaKjoxmrz1+oVCqP3lL4m9Bw9htiO1JbW4uxd02kfEYA1BueyBJk35YzGIUvv+Hx5oCopHicbwgeYX9PDmn6fY+Je9rd96EREeiWdwf0udE/IbNDq9dC4OINmb34LyYhHrE0hOreiPvJhNkCoQAaHXuXLAPVaR03C/D4PFsi2hgXiWg5HMDsgZN7X6BQKp1E+PZ40pfsNSjuhP7uEIhEUKjYPSGLjo6GXkX+g4VO3PyZKNuo1gTFhEypVIIfyo7lSgAIDQ+DnOWG2I6kpqXhz5/3Uz4jAOoNT2QJsr88/xdOL57v8eaAuJQknKs/H6hm+4xULiPNIU0FE/e0u+/5Aj4ILhe6AGpT+zVkACQSCaZPn44jR4+Cx+fDYjaRrs8vXb8Gaxcuw+Z1r9n0AdMHX+ekF9u87rVL2oBzEtSfOYcP1q5HXmmxzYTOce3bfj07ISUZq1hYvAAAIABJREFUR/f9iplDRoPD5eDhl58DT8CHhqWiZStUyZO91ec4avbAARrO9sRz89r1yMgXQxgWis1rX7NeAERhoXhw3BQnTUYwoFSpXE6W7PuffZ8jw16DsnzjeqyauxAzh4y2acg8QRgWCrmc3RMykUiEEHBg0Oltb7ntdTfWPmO9rx3xJLaeolcF0YSMgdQ1TBEaHga5UnlRDsH+1FNGoxFjJ9yC3375FZ++tcnpGWEd++37Y0a+GCCcnyNWbGPgxWMMBkOPCbLR2GN0TQB3FA510qItrnwOLR3tMBqNQWFKLJXLEJqaCYCeXs7V/eoYM+uz17GM1dz9vecrbfpjxzrOnajGz1/twY4dOyAWi/0eh/4JGYDp06fjb3/7G5pbWhCXmQqNUnVJA2YndvZEqO4uKfaz297G1+9/ZDuHdT372W1vY/6YSYhPSbIlHv9y4xYsfGEltEr2viFzhX3b7NvsyXHzx0wCQGDbsV+dzP3ITGi3/vWLR+fqa8xmMzR6nUtBNZ3+RwaZ0N8TRGGhkDc1e318IOBwOEhKSIBKoUCcqGfzgWO/c2XG6W1s3WHUG8CxEEGR/keuUNDaZR4oQng8cPgh0Gg0CKeRzq6vaW9vR3JOJtb950PS7x3Hflf9sfaheQBc92FX497Lix7D5JnT0NbWhowM9v8g7ZbLIY7oMbK1ttlCWGxmuo7PY1f3K537fu3CZRg9aXyv57P9D3drHZNmTQfa5Zg+fToOHTrkp9Zfos+WLDkcTgiHw/mTw+F8dfH/uRwO5xCHwznD4XA+4nA4AUv+VlVVhQULFqCluRnzVj3GiHmfp0mx3enTeHw+dCz3gqLCW32Ou5iQlaMy6mU7Op0OPAHfpzcBVlNdMg2KLwhEQqg07LVcsZKckAiV7NISlz91YXRRyuVIjI8Pijc8XbJuhEWya+IjCAtlvX7RSktLC0LjqN+EetIfrW+3XR3jbtwLjY1GS0sLcw30IzKFHKKL5sm+mukyqS8Li4nCxIkTUVVV5XsjadCXGrKHAFTb/X8NgJcJgigA0A3gvkBdSHl5OTZs2ICklGS8tXINI+Z9VOvTdD4n0x6E8HnQGw2MtNdfUOnIvNXnuIsJWTkqo16CoF5SZQNarRY8oW+/QaymumQaFF8QikRQs3hDiZXUhCQoui9NyPypC6OLSiZHcgJ77ULs6ZbLXG4q6QuslivBQENTE8LjYyi/96Y/ujrG3bgXkRCL+qbA2jZ4g8FggMliBv/i+OermS6T+jILF/jggw9QXl7ue0Np0Ce5LDkcTgaATQCeBfAwgNsAdABIIQjCxOFwrgGwkiCIm13Vw1QuS5uG7MgR8AR8GPQ9E5+cogL8Y+V/sGl1pU/6JyqtGNXn9v411jIhPB5kf57Gww/8y+f2Mo1EIsEdd9yBEydOIK+sxKlNdLxzyHCMidFoQJPkPHCxywpEQpjNZmTmiW3xstdS2P87NTsTK5Y9hr/fF7B5vkc0NDTg9Y83Y/jfxgPwXXdX+9cJ5BYXOvUjqjoczzfn0UW2fp9TXIjrR4/GW6+8xmibmaaqqgqfH/4Z6cX5Ng0Jj8+H0Wjs5QNFB1fx9+Rvc/zAEQxNyMRNN9zIWDv9xfOvvIS04eWITUrwqy+bJ/z5/S8YP3gYrrzyyoCf21Ne+e/rCB+Qi+TMdNtndDzHvO1rruqe8+givP3UC6g/I8GVQ4Zg69atAdFAeYNUKsXqN17FyJl3AOjtm8jhcsDlcMEXCtzex631jXjun4txvub0pQ85HOQUF+Cx//bow6iesfbjnf3/z52sgVgsxp7duxmLn6tcln01IdsBYDWASABLAdwD4CBBEPkXv88EsJsgiDJX9TCdXHzJisfx5c6duHb8TW6TOwcaaXsHWg8cw7IHFwf83O6oqKjA9ddfDyIhCu3STsYSrDuydOIMSNs7MG7GFOze/DF0ai1SczMxYjx5sl7787/73Ms4e+hP1Naycwnz7NmzeG/356i4/SYA9BPnOmI97t8KBUZ9+jUAwqZFdFWH4/ns+31PcvttaGlqZvVbxsbGRry2bRM+27zN537nKv6e/G2O7PkRd15zPQYNGuRz+/zNsqdWYOjUWyEKC2P83vWWY/sP45oUMcZcf33Az+0JBEFg2VMrcNVd421LbwC9vuKPWC+dOANX3zga8fwwpMXE45NPPgmIBsobHH+MuhqL3CURl7Z3YtyMv2H35u3QqtVIy8myJXMH4PE9fb7mDGK79Zg57W7G2suq5OIcDmcCgHaCII7af0xSlHSmyOFw/snhcI5wOJwjHR0djF6bxWJGXfVpWsmdAw2Hw2WtbUNVVRVmz54NHp/HaIJ1RyTVteju7OrxHOuSQq/T4XwNtb7A/vzX3DIWEonEp/P7E4PBAC7v0h4bX3V35/79oEvdHdVxZP1+wpxp6GjvgNFo9Lmd/iQxMRFamZKRfkdXu+Oufq2M3RkOrBiNRmj1Oggv5txkg/4O6ElfI5UF1pzTG5RKJYwgek3GgL7zwJNU12LifTPBFfIxa9asgGmgvEGj0YBnt5nE1VjkLom47OLzQd4lhU6r7aU/8+aeFoaKoAhgysK+0JBdC+B2DodzHsA2AGMAVAKI4XA41idSBgDSbV0EQbxFEMRQgiCGMj3QmS0Eckt7ry1TJXcONFwuBxaW5mIsLy/HBx98AKPewGiCdUfEJUWITYjv8RyLj4NQJEJOMbW+wP78+3d9h7y8PJ/O708MBgO4/BDb//2tu3N1HFm/T0pJhsHAbg2jUChETGQUsgvzfe53dLU7ruo3m83QK1VISEjwuk2BQqVSQRAWansDygb9HdDjli4NcIJnb+jq6kJYjHO+0r7ywLPWyQsT4ZVXXgmYBsobtFoteKJL+ll3Y5GrJOIxF58P0fFxEIWG9tKfeXNPC0NFUKpV/g2AHX2yZGk7OYczGsBSgiAmcDic7QA+IQhiG4fDeRPAMYIgXnd1PJNLlhKJBNeMuBbSzs5euhP7tWWydXoqfZknGozW+kY8d/9iXKg5Q5mTUdEtw7m9+7Hi348w0l4mkUgkuPPOO3H8+HFSDRlTOpTecSIgEDpryKi0GSlZGXh2xUrMnjWbwZYzx++//44P932D3R9+7FJv4ogr7ReZFpEq35tV52c0GMEX8Hv5HYlLi3Hd2DF44fEnERcXF6iQeMU7H2xCIzT4cN3rPvU7ey8jRx0a4Jyzlqz+7o4uNPx0GI8v+Q8jbfMn9fX1ePOTD3HNHbcC8G9uT7q01jfi+flLcKHmDK688krW6qAkEgluv/121NTWIm9AscfPAbIyABjR3547WYPioiJ88cUXrIwdAGzfvh0LlyxGW2MzOADSxNngCwSU+i7HGNjfq9yQEBgcUqgJRCKYzSZkXvR8azgncYopQJ6Hes0DS3G++jSj/Y91GjLbyXtPyMToeWMWB+BPADMJgnDp88DkhKyiogL8cBEe2rAGuz74mNZav6u1bU90AfbaKADYs2UH4pISepVXdMsg+e4gli9l5+De2NiIDR99YNMBBBI6sT5+4DCGJeVizJgxAb8+Ouzfvx9TZ83AjXdN9khL4qv+hG6f/mXrTiydez+SkpJ8bapf2fv9dzjcfgEDh1/lvjANfIlv3alaxMoMmDV9BiPX4k9OnjyJj37ei6tuZc/9sXTiDFw1dhRSwqORHBmDHTt2sFIHVVFRgbKBZcgZUwHJiRrGNGDDb70Rv379jc2Ly6qF8qTuU0f+RFlYIsbfcqtP1+NPSkpK0NLRhtvu7blP9mzZjrikRNrtdDWGWf0r7XW0ALWWzLHeq28ajQR+ONJi4hnrf6zSkNlDEMQ+giAmXPy3hCCIqwmCyCcIYoq7yRjTVFVVYeCVV0IgEtFe63e1tu2JLsBeG0WZk5HleRi5XG6f5YqkE2sLQSAkJITkaHZgMpnQWt/osZbEV/0J3T7N5YX0OIOznPTUNGilzKXb8SW+8s5u5GRkMXYt/kSlUoHHIpd+oCf2t983AwaTEfPnz2etDqqqqgpXXzsccYkJjGrAfPHishIRFYl2aZfP1+NPzp49C5VcaXv+dbvKSUyCqzGMbs5pqnpvu+dumAkLHnjggYD0v/5clhcpLy/HiT/+hE6job3W72pt2xNdgL02iionY0/6EObayzRcLheEpW82HdCJNYcgwOWyt7sbjEakZmcy6lNEB7p9mhvCDYoJWWpqKjRS5jRHvsRX1y1HamoqY9fiTxRKBfih7HHpB3piv3vzdhAcDiorK1mrgyovL8eXO79ACJ/PuAbMWy8uK2GRkejqlvp8Pf4kJzcHkTHRtudfrIucxGS4GsPo5pymqnf35u0wmc149dVXA9L/+nTJ0leY1pBde90IdHZ0QlxKvdZvr/VKF2eDzxeQ6nzsvVSs+QMT01KdNFAWsxkZ+WIYDQY0Sy5Qasi6O7rQ+MsfeGzxEkbayzQdHR148Z03cN30SQA816B4o7WwecXQ0FlU/XwQY8QDcO211zLfeAb4Zu+3+L62Cjvf/sAj3Y6vWh9XGjT7+g5+tgf/mDQVOTk5PrbUv1DZD3iLt/ElCAI/bNyGZ/7zeFCkTdr+2ado5BsQER0VMO2Yu9ja5xMcNGhQwPIJeopEIsGIUSPR0dYOcWnPPfS/lS/gfO0ZAD1Jqo0XvS0FIhEsZpMthyXZs8Pmp1V7BiCIXscY9QY01V0AB0D2RX8tV38frVqDPz/dg9VPrPR3GLzmiRXL8cILL9hilJ6Xgyff3UCuEyPx73TSFZtM4At6fMvI9MUAaPkU2ve/K664Ah999NHlrSHzFaZ9yJY9tQJXTZsAoYt8gnQ1JWTlADj7aOVk0tIGdLW2ofPwKSz910O+N9QPSKVSrH5zPUbOmAzAc+2NN349nnjEVf10ADcVlaOiooK5RjPI7j27cUzdjtKhV/T1pZByaOc3mDvhTlY+EB15/Z3/ISQvBWm52X12DUqZHLW7f8ZTjzzeZ9fgCe98sAmGtBhULnkiYP5jdMeIQzu/wb3j72DtLmmLxYJFTzyCsf+4G1wu18kPq7u9A7FJPY4AVm8sWWcXAA7e+OFz2vpj+3oBelori8WC7//3ISqfeZ61KwTi/DwMHjMCMx5+wGOvNrJ8nmQxJYNu/9u3aTueXPRvREU576L1BtZqyNgGj8eD2eTaWsKT9WfHcqQ+WjS1AWaTGXwe3+u2+ZuQkJBeS5aeam+88evxxCOOsFhYrSEzWyzgclh8O3I4sPTRkrSniDOyIG3r7NNrkLa1Izsjs0+vwROUKhWEoaKA+o/RPVeIUAANi1N3aTQa8IQC24TH0Q/LYrFA3iXt5Y3lKucuVVzs66WrteJyueAJ2B2/hgv1GD1pgldebfafe5rHmG7/43C5MJsDYznF4idA4OHz+TC70cl4sv7sWI7UR4umNsBkMoHPZ/eEzGI3mfVUe+ONX48nHnEWk4m1vxABwGIhwGaRIIfD6bNNG56SlZkJbVffelfJ2ruQl5XTp9fgCSqNGgKRMKD+Y3TPFSLkQ6vV+u06fEWtVoMnvKS/c/TD4nK5iI6P6+WNRZVz13o8WVzs6/VEa8UPFUGlCpyXlqdkZGXip51fe+XVZv+5q5iSQbf/cQK4Ya1/ydKONa+8hNSLudyooKspIfMW+8fK/+B/T73gpCGz1z1RanpO1SAzKwvffbuXlctGWq0Wj65ehbH3TQPg2seJjp+WOw1ZRl4ujAYDmiQXLu1Atctb5njs0W/24Y5ho1mZwkYikWDcLbdAIpE4+RgBzHlCufO7c6UnS0pNwfvvvIuxY8cy1Wy/IZfL8VTlixg9Z0qfpXo68Nlu/P32Kay8V8l47NmnMHjSTVBIu73Wckqqa5GSmYH2pmYYdHqbdnbgMHILEnutlKMmqpeHYGY6Xlj1HKZPnx6ASHjOL7/8gmkzZ6C9tdUWDyoNmT0CkfP4D7jRS9nFKzkrHdK2DrexZrv+89kX1uDtd99Bo+Q8pZbQpqkDLvpPmtz6hDKhWwaAnzZ/isfmP8iYB2O/howmr/z3dUSUiZGUkcZIfd54GFHppEquLMexnXtxpvY0K714jEYjlqx8Ajf+s7fnkr9y4tl8er76Bi3nGyAKD8UtM6dS6ioO7/oB00bdhNLSUp/PzTQVFRUoGTAABTddi7PHTjrFiKkYuvO7c6XRe/PRVeiQNOCvv/5iptF+hCAIPP7s0xg08QaER0UG/PwWiwU/bNyG5x97EqEXUxGxncVPPIJR905FiF36Lipc9ZPpg0ZAKArFf3/6EpVLluPEoSP4+NRB2nWRaYM2PvcSzv1ehdoaduahHTx4MBLFmZi3erlbDZSvvmL2TC0dhrKKoVi0bpXLWP/+1XeYdeMEFBYWenUef/O/Te/ClBmPjLwc0u990YkxQSAnZOxdw+kDQoUiGEh+yXiLN3oMKp0Uh8vFxNsnstaLx6ohc5zg+0uTYvPpqT0DvU4HWZfUpa6CzRqyqqoqjL/1VgiEQtIYMRVDd353rjR6Q6+7FtXV1T61M1BwOByIs7LR1dbeJ+eXd3UjMTouaCZjZrMZJouF1mQMcN1PTEYT9DodouJisWjdKug0rpca6WiDRt42DpJz7M1DW11djavHjKKlgfLVV8wenUaLRetWuY01lxcCvT6gtp4e0eNhSa1P9UUnxggBtEzqn5DZEREWDiODHdcbPQaVTkolV+C7vXtZ68XD5XLB5XCdhN/+0qTYfHqKCiAUiRATH+dSV0GYLeDRfOAEmvLycuzevRsGnY40RkzF0J3fnSuN3uGff2Pl20Uq8rNzIWvr6JNzS9vakZ+T2yfn9gaTyYQQHv0fK676CY/Pg1AkgkLajcolyyEKcz0ppaMNOrDne2SzdLkNAIqKinDk599oaaB89RWzRxQWisoly93GmssLgdFo9Po8/kbI57vcTOeLTowJzAHUb/dPyOyIioiAXqtjrL6l69dg/669mD74OuzftdfmgeLJMcs3rsf+XXvx7D8ewm+//YatW7cydn1Mw+fzYTb23hThTQzoYK33fM1pGI0GdLW1Y8u6DYiIiSY9h8XM3k0RW7duxW+//YonZ88njRFTMVy6fg0iYqKxZd0GbF63ARHRUb3qoup70wdfh5qqY6isrPSpnYEkMyMDms6+EfbL2jqQmxkcDv1Aj9wgJIT+jxVX/SQlKxNGowEzh4zGiUNHsHzjeo/qsvZH+8//+u13/HPBfJ/a6E+eeeYZnDpa5fL+tLanrvo0Thw6gvM1p30eD5dvXI8Th464jTWH6/xDmU0IBAKXm+ns+0JETDQioqMYf564wmIyB+zZwc5XBn1EZHgEDLJmJ/E4XaGgY6Jmq1Hp6999TluknZKV4bQmvnbnFhzZ8yOmXDuW1SJhPp+H5vP1eG3Zyl5t82aN31WMLok8TwMEAJMJOUWFTma69lhY/IZMLBbj1fXr8aesGQOuHuL0PVmf8IaUrAy8unu7y++dtC/r19jMERctWoRPP/2U1X3QSlpaGlSdPZYDviw30DXOtUfbKUNmZvBYXphMJnBC6MeIaoyyYh+zTasrXY6Z9nWRjbtAz+ZjS4BsB7whNTUV/1yxDKl52Vi7cBkeuGES6bg+59FFNrNwDpeDsyer8dz9iz0SotszcNhVLvV5NlhuWSPkC2E0yF1uBPN2/KMyaKe7SYogCFjM5oA9O/rfkNkREREBk1aPtQuXYfitN2LrX79AJZNDJVdg61+/YPitN2LtwmWUx1uPyy0pRFnFUOQUF5IeY1+/uzqtmHR6hIeH+9xGfyLgC/DK0uUet40MVzFau3AZVHIF4pOTcMXI4YhPToJKrnB5LgvLbUP4ITxWPnSsf4fFz6zA+PHjWbvTzZHQ0FAkRsdB3tXtUz2O/XDV3IUu+7fRYIRBqUZycrJP5w0kTG/s8mZ8czzOfty9YuRw/Pf1Nxi9Rn/grt2r5i5EWcVQiAcUIz03B3w+36Pni9ew3LImIjwcRr3BFr+c4p7nZ24J+fPTE6wx3/zHPpRVDMWquQs96p8GvR6hQlG/hqwviIyMhEmn91pESFe46Y1I26DRIjIy8DvGPEHI5+NC7VnGBOiuErfLOrsg65JiSeVzkHVJyROy2xHI187ewOPx+iwXqCusf4cQHg9z585l7aYSMvJzctHV2uZTHZ6aEUvb2pGVms7aDSRkEASzHnjebkKhGnevnzwBjfUNjF0f03C5XIAg3LbbKsKvP3MOT73/BvRaXWBE6oRvb4n9TUR4OEx6Q6+NWovWrcL5Gv9sfPCkf+q1OoQzkIKNLuz9K/UBkZGRMGp0XosI6Qo3PRVpEwQBo0bH+gmZQCBAVoGYMQG6q8TtMQnxiImPw7pFjyEmPo40Ibs9gRRmegOPx4PFzL5fsba/g0aL999/n7WbSsjIzcyCor3Lpzo8NSPuamtHQRAJ+v2Bt5tQqMbdHz/7ChlZ7F0C5nK5ICwWt+22ivCzCvLw5Oz5EIaKAiJSJ8zs3WEOAGFhYTDr9L02alUuWY6cYv9sfPCkfxp0ekQEcGWKnaKaPiIqKgp6tcamm9m87jWblmH64OtsGpIHx00hNTNcun5Nj7ap5nRPhRwOTCYTHvvvy73WsgUiEdQqla1+o96A23PLe9UHwLbOnVNciJEjR0Jo5wbNRoRCIe578t/Y9FwlNq97zRavpRNn9FqvB4Cn7/0XGs/VAegxSHzyvQ02U8PW+kYYDAZser4S7z1faTMwtdcYcEN4MOh06GptBzhATlGhS4En29+QhYSEgLi4ZMmkEayv9dhryAYPHozt26k1aGwjIyMDmp/2+lSH/VggLinC8o3rsWn1pf7t2Oc0Hd3IvtZZB8hmeDyere8xQa/xU5wLcIA7Coc6mZw69k2qcTddnIP5Cx5g7PqYpid+Fqe+4tg3FqxegZcWPwbC0vPDixvChSgsDO1NzZhSMsymcQLoG2v30t1djLV9Iu2UrAxWW/5IJBLMmjULJ06cQGZBHvZ9/jUaz0psbTYZTD39p+BK2nGw13oaDUYc/elXzBwy2lb29LETOP3XCWx6vrLX85YMrVqNmKhof4agF/0TMjvCwsLAMROIT0mmFBEunTgDKrkCM5csANCT4HXtwmVYu3MLUrIyIBAKcM+ji3sZHaZkZeDBcX9zMvH79PSRnvpkzvUBwPBbb8Sz297Gjtc34tudXwHrXw9MILxEJBCClxBPamr67La38fX7H9na1lrfgCtGDkfRFYPw5cYtWDV3oU2gunbhMoyeNN4pho510TUFtFgsIMzsnpDx+XzbQ9GqcbCPmTeiVibqsYqumU6wGwhSUlJgUKphNBjBF3j3t3cnYHdE1SFFWhozxtKBIiQkhFHRt33MHI1frX2Qqm+SxfZ8zRnEdrPXR0sgEMBiMrvdfPPlxi2Ys2xRr3ENAO5e/IDts02rK3vFx2KxICYhHrKuLpveyf4c9nGcP2YSAAJb//qlV0wtRjNrf8xPnz4dkyZNwqiJ46EwarF/1158euao7Xt7A3C6cfj6/Y+wau5CTHtonu3/m9ZU4spRIyBt78ls0NHcgumL5tueLVSoFSqkxzBjCEuH/iVLOzgcDuJjYqBWKCjLuEvwSrU+TWXiR1WffT3X3DwWrc0t/m08A4QKhTA5+N1QJVk3GU1YUvkc7px3D/Q6XS9TQzpmkZ5oC0wGIwQCYZ+l0aEDn8+35QJl0giWKVNes8kMgUDg9fF9QUhICLJS09HdHhg/Mo1KDR4Bxhy9AwWPx+uVh5ZJmLiX2S43EAqFMNPw+aIaC13Fx52eyv54WWcXukn0aGajkbUTsqqqKixevBgwmXDrrKmU7fMkDmRaT8JCOOn36IyJerUG8bGxjLebiv4JmQMJcfFQK5SU37tL8Eq1Pk1l4kdVn3093378GXKDwGpAKBQ5Tciokqzz+DysW/QYPnnzPQhFol6mhnTMIj3RFpiMRohYOiBZsZ+QMWkEy0Q9BEHAbDSx1jbEFXlZOQFz7Je2dUCcmc3qiT8ZAoEAhMUCsx92+TJxLxv1BoSHBk5Y7SkikQhmg/sJGdVY6Co+7vRU9sfHJMQjlkSPZjawd0JWXl6Ot956C/wQHna+/QFl+zyJA5nWk8PlOOn36IyJRpUGMTExjLebiv5clg7s/PJLnDbJYTToe3nGcLkhyCwQw6g3oElyvqcwSTJrKt3OTzt32fQDHC4HD7/8HEZNvJUywW5Hc4vt/HyhAC+vewkLFixgtK1M8/XuXTip7UTJlZeE32TxAIAVs+5H64XGnkIcYEnlapfxoNKd0NFEybukOP/j73hiyX/80WxGqKurw9tfbMewSeN80n6589AD4HHdZpMJ+zZ+jMpnn/e5nYHmr7/+wqcH92HouOv9fq7j+3/HVUk5uHHsDX4/F9M8supJXPm3WyCisaPME282yrIO2ihXSaIn3DMDEwZX4Prr/f839Aa5XI5Vr67DqNl/c1mOaiykSiS+duEynDtZ3SO5sBCkCcTt60zOSEdHcysMOl2vsvve34EVDy5BdHTgtFB0kUgkmDx5Mo4dO+b6eUqhpaPy/nTsZzqt1uZrBwAcLgcFAwfY6iHzKxs47Cr8+tEXWDTrPqSmpjLW5v7k4h5w6NAhfFP9B1YvWIKyiqHo7uiEXqtDR3MLImOi4W1iU08TRNuXf+ORVeisY39i5x9//BH7WyUYNPwqt2XpJBVmKnlsZ0sbpEersWTBgz7V40+amprw2tZNGD5lgk/1uIufN/HVaTQ4umM3nl/+lE/X1hd0dHRgzVsbMGrmHX4/16Ev92LWjRNQVOT/dC5Ms2rtCxCPrUBUnPvlGVfJxd31KTr3vWMC6b0ffYZPPtyGiooKhlvNDCaTCQ+veAw3/HMG429HPblfycq++PlmfPfWFrz09HOsfcNdUVGBgqIilN0+BrV/HGP0uWr9fmvlG0hMS4VAJERcUqJTInayRO0fnTyA79/eihdXPM2oXKPkUwh8AAAgAElEQVQ/ubgHxMXFwaBQ2TRfF06fZcQzxlM9j335skGDUFNT42vT/I5IJKKlpQCY14m5wmgwIFTE7kTPQhL9nTe4i5838TUZTRAJRT5fW1+QkJAAGEzQa10nufYVgiCgDkJBv5XoqEho1RpaZT31ZnN1LNl97zjOttY3ICIigpF2+gMejweRQAiDHxJ4e3K/kpU16PUQ8AWsnYwBPTqye2bPhkGjZ/y5av1er9XhqfffQP2Zc6SJ2Mk03mqFElHhEQHVzvZPyBxISEiAVqGyab6yC/MZ8YzxVM9jLa9WKPHHbwcwePBgX5vmd0QiEQgjdU4ye5jWibnCqNcjPJT9EzKz3vcJmbv4eRNfg16PUFFwTsg4HA6y0tMhbe/063nUCiXCBELWewVSER8dC41KTausp95sro4lu+8dx9mktFTW7+6NjYmBRqFivF5P7leyshqFCnExgROle0N5eTn27t0LVXsn489V6/fCUBGenD0fWQV5pInYyTTesk4pMlMD+wOrf8nSAYIgsGTF44gpzMLqeQ87achc5R1zpf2hWqOmOvbSGngtUlJT8NOP+1ifQ7CmpgYf/rAbV40fS1mmtb4Rz92/GOerT9s+E4hEMJtNTloSb7yzyP4GSpkc2WYR7pw02af2+ZPTp09j5OjR6OrqpK0voaPZ8aSPUtHa0AhddT0W/mOe/wLgR77a9TVOajpQepX//MEazkogaJLh77Pv8ds5/MnuPXtwTNXqFCPH/nLb3BlYv+wpGHQ6AEC6OAcPPPcE/vfUC7hQcwYEgPTcbPCFAic/rF71eaAhG3H9aLy08hlWaqCs/G/TuzBlxiMjL4f0eyqtk7v7jyz+Gx59mvQ5QupJdlaCjMxMfL/3O9Y+PyQSCe666y78+eefEJeV4N8ejH3u9IvP3b+4p18SBMABQID0+Uv2fOaAiyGx6bj5ppsYbW+/hsxDXlxfiYSrBiAh1bN8dK7Ws73V9tRVn0Zstx6zps9gtI3+4Pz58/jf5x9j2ORxlGWWTpwBaXsHxs2YAgDY9sp/EZMQhzd+2MmIZowsjnOfWILBkakYd/PNXtfrbyoqKiCICMMDLz+Db7d9YvMoCpTOzhX1Z84hrE2Fe2fM8ts5/MmxY8fwyYEf/SrsP77/d1Qk52LsGOofI2zm999/x+6ThzFkzHW9Pnfsa1Y/J3utzcenDjpowHr8sFzd03T7sNlkwr53P8ZLTz/H6vQ/n3/xBc4RShSWDyT93uan9fU3iImPh6yzCyMm3OzxvUumdSJLMG49X2F5GWp2/Yya6mocOnTI6/YFgkefWYnBE29EeFQkIxpjX8fJw7t+wNTrbkBZWRlDLeyhX0PmIZmp6ZB3ST0+zl3+RW+0PUppNzJS031rUIAIDQ2FSW9wWUZSXYtuO981k9FI6p3jLWRxNOoNAU1/4Q1VVVUYft0IcDig7VHk1/x3dvTYDrB7ydcVKSkp0HTJ/HoOrVSO9LTguE/JiI+Ph1HprCFz7GtWPycyP0V3fliu6qXqw0qZHAmxcayejAFAYny8yyVLm5+WmzzH7qDys6Q6n0lvxOxZs4IiB21uRhakFz0DmRj7fB0n1V3dAdeEsruX9xGZqWlQdHV7fJy7/IveaHt03QqkpqT41qAAERoaCuPFpQwqxCVFiLXzXePx+aTeOd5CFkezzoBQlk8oysvLcfzPKihlctoeRf7Mf2ePTqNFVHhwaqOAHl2oWauD0c2PBV9Qd3YjJUjuUzLi4+OhlTv7Lzr2NaufE5mfojs/LFf1UvVhpUyO1CTPVir6goSEBBhcTMhsflpu8hy7g8rPkup86k4pvvnmm6DIQVuQkwtpa49nIBNjny/jpEalBp8AYgNoCgv0L1mSIpFI8PYX23HN5FucvqOj3yHzRPnfyhds3lpp4mzwBYJeObsy88Skech+3LQdKx5cElBzOm8h00E56iN6reuDAJ8vgNFoAMABX8C3PTQFIhEsZhMy8l3r9hwh+/s0nKjF9NHjUFJS4s/m+4REIsGYG8aiqbHRpi0B3Ogo3OS5AxzjDVteUKq6yaj6+SDG5pVh+PDhfo2BP1m3YT1iyguQlMH8L16tWoOjO3bh+eVPBZ0prBWCIPD3Bxfg++++Q33tWVtf+cfK//TS6FBpmOjkVLSHrpbx5O9/YHBkMm4Z5zwWs4nOzk48/9/XKO1V7DVKVk1y3gBqDZmnfpZUx9vnoGWrhszK2bNn8e7Xn7r0YvREi+dOt22P4/lmLFmAVIsQ/5hzL+Pt7NeQeYharcbjzz+DMfdNcxpg6axLu/Ppsf7fPj/XiPHOegKdRoPDH32NNU8+HRQDfUVFBYSREZi3diX2fvyZR15r88dMhKyzC9Memofdm7dDq9YgLScTss4ueOv9ZuXAp7tw/x3TkZ2d7WML/cvmbR+iO1aInOICWuXp9kV7zd6eLTsQl5QAgFyfRsaRb/dh8lUjg+JXNhWffP4ZznM0lBofX2i50ABDbSP+9Y/7Ga87kGTn5ECp1WD87LsAXOor/tQnuuPInh9x5zXXY9CgQX12DXQwm81Y8uTjGHXPFPBI0jz54kPprYbKZDTip/e2Y91Tz7I2ubg9Op0Ojzz7FEbfO9Xt9XrzHPZEb/bdR5/h/Xc24vrRzOtO+zVkHhIeHo6osHCo5M45LemsS7vz6bH+311+Lml7J7LSM4JiMgb06KCuGz0SsNNBucLRe8hkNGHifTMh75JCr9XifO0Zn7zfrBh1eoSzXEMGANGRUdDR9IIC6PdFe82ejCRXqttcgjoDq32g6JCZlg6Vn3Rk3R2dyEmnvxOYrTQ3NUHeJXXqK32JpkvGqEu6vwgJCUFqYhIU3eR9zBcfSm81VIpuGZITEoNiMgb02CalJSZB2uY+96w3z2FP9GYtFxogzg38G8X+CRkFOZlZkJLkwKOzLu3Op8f6f3f5uaRtHcjLzPJbG5mmvLwcx47+Cbm02yOvNav3EI/Pw853NiM6Pg7C0FDkFBX45P1mxagNjglZTFS0RwamdPuivWYvhiRXqttcglpd0E/IUlJSoOt2/oHFBBqpHOkB9ivyB0VFRYiIinTqK32FUW+AWatDfHx8n12DJ2SkpEHW0UX6nbc+lL5oqOSdUmQFyYYwKyV5BehoanFbzpvnMF292RcbP0RichLS0wMfu/4lSwr2/fQTfm2oxeDrhvX6nE4+MkedxYLVK/Dlxi1u87k5roMf3vU9pl53I+Pbbv3Fvn37MG7cOOj1erdr9kDvNX6BSIS4pAS0NTSBIAhKDRkdnzL7v1FuSSGGDx+Bdze8wfo3jV999RXmLfwX2pqbvdbL+UND9sO7H2HV0keDelKm0+mw7NmVGHvfdI/7gbs4//bxl3hwxr1B69Jv5dChQ7ht8kR0trb36iue+ACSQdUH3frf1TdCc+o8Hrr/AZ/OHyh++eUX7DtfjfKRw5y+o5Nz0h5XuY/paqiqfj6IUTklGHldbysTNlNdXY3XPnof333+lU2PaDIa0SQ5Tz5+uXiGusqL7IhjDuDZM2biqceX+6WN/RoyL7AXGLrDl9xurtj3/g48vmAR4uLivGlCwKmoqEBRcTFKb7ueVk4yb3xiPNUOfPbW+9i3/Qs0NTQw0kZ/Ul5ejvjsdMxfsyIg/mJ0MJtM+HHjR3h51WrWWw+448nnn0XxraMQEe2Z67urPmc2m/Hjxo+w9slV4JNoh4IJi8WCf69cjmtmTISQwcwMVDpGd337xMGjuCImFeNudj8Gs4Fz585h41efuH1m0PESc1eGzjh48PM9mDvhTuTl5THXSD+j1WqRm5+Hm2dNxW33TMf8MZMg6+zEtId6TKkd+44/cvf+9ctBXJtR4Bf9GNCvIfOK9PR0qDqlsFgsbsv6ktuNCo1SBT44Ad926wtVVVWYNm0aLCaLTzoJX4+xLzNy4ji0tbp/Bc4GqqurMXBIecD8xeigVWsQExUd9JMxAEhPSaVcUnKFqz6nkskRHx0b9JMxAOByuRBnZaOzuZXReql0jO5Qd3QhJzuH0WvxJ6mpqVB3dsPdSw46XmLuyrgbBwmCgLqzOyj0d/aEhoais70dV98wyuZpZ9UWk/Udf+TuVbV0ID8vn/G20SH4R1k/ERoaiqSYOMhp+JH5ktuNiq62duRn57J+mc2e8vJyfLNnDzQyhU86CV+PsS/zzZZPkJXF7t2VVgYPHowjP++HTqMJiL8YHdQKJeKD6EeBKzJTUiGXMusvKJd2IyPIHnquKMnLRxfDEzIqHaMrzGYzVO1dyMzMZPRa/ElYWBiiIyKhpBD2W6HjJeaujLtxUCmTIzo8AmFhYb43LMDk5+Xjq40f2jztrNpisr7DdO5enUYDi1rXJ/oxoH/J0iXbdmxHi8iM/IGlLss5+p1QasY8yEl47NeDGJ7uv9em/kAikWDy5Mk4eeok8gaUuM2x2NHcgpWzH4DR0OM9xhcKsHLT6056Cl88jlKzs/DIkqV44H7252GUSCQYMfI6dLR3QFxKr5/Qxds66k7VIl5hxoy7pnnbLNZQVVWFz37/GUNvHm37jK4OjzJH7YEjGJqQiZtuuDGQTfEbFy5cwBvbt+DaKRMYq9MbDVlnSxvaDx3HsoceZuw6AsHmbVtRq+7Ex+vfohz/yfKBPvnehl73+tmT1SAsFhAWglbuY8d+W3eqFrEyI2ZNvzvgMfCVn3/+GdNmzkBHayu4ISEw6PQ9X3CA5Mx0dLd32fR39s9aaw7UhnMSm74ug8Lfkyon5rmTNcjOzsLeb/f6zbetX0PmJYcPH8bXfx3ElTeOclnO23VsV8cd+HQ3/j5xCuvN/BxpaWnBK5s34tqpt/X6nKytACA5VYOB11yNoisG4ouNH8JiNjnpKXzJSXbst0MYkV6IUaNc/w3ZwovrK5F49QDEp1xyJ2cid6W3dZw4eBRXJWTihrE3eNwWttHU1IT1H77Xq2/6Gttg8cmii8lkwrKnV2D4jMkQiIR9dh0nf/8DZeGJmHDr+D67Bm/Yv38/ps6agRvvmuxSUwz4N0/tnz/+hhsKBwelmbPZbMYjq1bi808/xYgJN/eKRf2Zc5TaOk/yhVLpvlPT0qA+04CDBw/6Lfdnv4bMS7KysqDucJ/T0tt1bKrPzSYTNFJZn7029YXIyEjoSby0yNoqqa6FyWjCksrncOe8e6HXakn1FL7kJDNqdIiK8kzE3ZckxSc4+d8xkbvS2zoMKjXi44LDdsAdCQkJ0MqVvTQ+vsZWJ1ciMTGR6UvtM3g8HgpyxGhrbOrT61C2tKMwn55BMpvIzMxE64UGt5pif+epVXdKkZERnN54ISEhGFBQiLrq006xcKWt8yRfKJnu+5aZU6Dt6MYjjzzSZ7k/+ydkLkhMTARHb4JO49qs09t1bKrPuzu6kJaYBKGw736hekt4eDhgMsNkNPb6nKyt4pIi8Pg8rFv0GD55810IQ0NJ9RS+5CQzqrWIjo72uV2BIjk+ESqHnIJM5K70tg6DUhNUG0tcIRQKERUeAbXiUnx9ia3FYoFOoQoanyy6DCouRceFvpuQGfUGaDpkyMnJ6bNr8JbU1FQkJifhi4saKCpNsT/z1BoNRhgV6qC2YRlYXIrkjDSnWLjS1nmSL5RM973j9Y2IDY/A5s2b+ywrSf+EzAVcLhd52TnocCNyXbp+Dfbv2ovpg6/D/l17bd5k7r6n+ryjuQVFuX2zy8NXOBwOYqNjoVH2TrRL1tal69cgOSsDf/68H9te+S9MRiOWb1zvVKe7+LpCr9IE1YQsMSEBOocJmS/t97UOrVwRNLYrdEhNSu7lpu5LbNUKJWIiIiEQCPxxqX1GYWEhFM3tbncL+ou2hiYU5uQGZVx5PB7+Pn8efvlqj61PLd+4nnTs8+SZ4AldrW3ITs8Aj8djunkBo7CwEDffdit+c4jF8o3rceLQEcwcMhonDh3p9bywxq6u+jROHDqC8zWnKWPoGOflG9fjwJ7v8cwTT2LHjh3YunVrIJtro19D5oZ9P/2EX+prKc3+fDXdJBNn1h+vwV0jbwoaQ1hHNrz9FviF6UjNdt4hRSWm9EWw7uoc8QkJ+OmHH1FU1Pc7Fulw4cIF/PfTrbjmDueEwXShm3ycyuTYvk8nJCbi4P79QeVl5IqdX36J0yY5iof4rvlqrrsAQtKGeXP/zsCVsQeCIPD0i89DPHYYYhI8f/vnLjG0u3v9j+9/wdiicoy49lommhNwvvn2W/whbUDZNdSm2P7kxIEjuCI2HeNuvrlPzs8Ua9e/gtghRUjKYPZNH1U//PXjL7DgrtnIyvJvdpx+DZkP5ObkQN3eSfrd2oXLoJLJMWPJAsxcsgAquQJrFy7D2oXLMPzWG7H1r18w/NYbsXbhMsr6Hcu+uHAZlG2dfu8U/iQxLr7XspA9ju1dNXch7VjRxXqOd37dgwEDyzB79myf6wwUCQkJ0MoUPr2dsLY/p7gQZRVDe7IVkMSWrJ/a9+k77p8Do8GAu+8Ovp1aVKQmJ0MrYyaFkkIqQ1pSCiN1sQkOh4PykjI0Sy54dTzV+EdnXCQIAvLGVpQUF/vUhr5EnJsLZZvnfndMoWrvQl6QbQYjo3xAGVrq6hmvl6wfqhVKQGvoc91d/4TMDWlpaTDIVDAajE7fMZG42bFs3alaxIZHBpUQ3ZGkuHhoKCZk/jDRpTqH0WDATePG9ZlA0xvCwsIg4PI8ymnpiE3c6iZ5PdVGC2ufvuamsVCrVEEVP3fEx8fDoFQzUpdWoURKUhIjdbGNstJSyBq98yPzRbAube9AXFhkUOvysrKyoOnshtlkCvi5zSYT1B3SoP5Bb6W0uATyBuZNvcn6YXPdBZSXlPW5AXb/hMwNfD4f2RkZ6GxxHpyYSNzsWDYtJwvFecG3u8ieuLg4GJTkGyH8YaJLdY7u9k5UHTnaZwJNb+BwOEhLSYGsy/3uXips4lY3yeupNlpY+/Q3W3cgLi4uqOLnjvj4eGjl5D8WPMWgUAf1xMEV2dnZMMnVbjc0keGLYL2lrh5Dygb6fP19iVAoREZyKrpa2wN+7q7WdqQnJQflhjBHUlNTISS4vTSfTEDWD6UNLRhUOoDR83hD/4SMBqV5hei0y0DfWt+IpRNn4NypGii65di8bgM2r9uAiOgol4JNMhzLTpw9HYXi4NbrxMXFwaAiH8ht7R00AtteeRMGgwHbXnkT0weN8FrEClz6m9xROBQGgwH7Pvsaj0y9F1VH/+gzgaa3ZKdmQN7p2YSstb4RD46bgttzy3H6rxPY9Hwlzh4/haM//Yq6U7XYv2sv5jy6yBajpRNnYM6ji0jFxhEx0diybgO+274TsbGxQRc/V0RHR4MwGEnfeHuKVq68bCdkPB4Pg4pK0ESxbGl/vy2dOAOt9Y2275auX4N9n3+NqaXX4L3nK2HQG3rK0xgXuy80oYwFD0ZfKSsoRHuj+7c7xw8extTSYbg9ZzCmlg7D8YOHncq4irXj9yvnPIC4iOBdXbGHw+HgitIyyj7oLUvXr8G+z77GlNJrsOn5Suj1ejTXnGWFTrZ/QkYDcW4uVHaaAOsa9LZjv+LuxfNROGgAvqirwqt7tiMlKwMpWRlYu3MLPj19BGt3bnEpUrcv++Lnm8Gz9Pw6DWbi4uKgo1iytLZXXFqMaQ/Nw0fHf8O0h+ZBXFrsNlausNcFjJ40HgKhAE+8vg7btm0LOnPd9NRUqKVyj45Zu3AZVHIFZi5ZgPiUZIRGhCN/UCnmLFuEvAElWLtzCzatruylndi0utKpn6ZkZeDV3duxs64KDz+9HAcOHAi6+LmCw+EgITbeyevNU4wGIyx6Q1BLC9xxxcBB6KxrJP3OlR4sJSsDAoEAcx5ZhO2nDmD05PFYu3CZ23FRJVeAbyT6XMfDBHniPChbO9yWWzV3IcoqhmLzH/tQVjEUq+YudCrjTntn/33BgBK8WvkKY+3oawaWDoCsoZnROlOyMiAQCnDPI4vw8akDuOK6a/Dj13sgEokYPY839E/IaJCZmQltl8zmrcWUeZ8jSpkcEXxh0Ps+hYaGgs8JcamDYjqGZPUZlJqgtGxISUmB1sMJmaS6FrKL2i95lxQ6rdZJO+ZJzPVaLbgmC2JiYnxqCxtJSUqCUubbMohKrkBiXEKfa078SUFBATTtUhj1Bqfv/JHUueFsHYYMGHhZxDQrKwvazm4nP0ZH6CQapxvrEB4PJSUlqKmpYbQtfUlubi70UgX0F9NMMYV9TEvLB6Opj42QrQR/zw8AAoEA2WkZ6GxtA8CMeR8Z7Y3NKMkvDKqE4mRwOBwkJSRA6WI3G9MxdKwvt6QoaD20ki/uBDSbzbSPEZcUIeai9is6Pg6i0FAn7ZgnMZe2dyI7IzPo+yIZqQmJUMk8m/A6opTJkHwZOfSTIRQKUZKXj+bzzktGTCd1BoDu840YNCA4rX4cEQqFyE7PcOthSSfRON1YN9VdQMPpc5eV5pPP52NAfiFazjcwWq81ZjqNBj9/9jUGDmSHbrF/QkaTmLAIPH3Pv3pplFxpIdyt+5OVW7vwEYQL+/61KROkJaVAIe2m/J5KT2KNx+SCKzG1dBjuKLjSFj/HmB4/ePiSbkxvwL7PL/1NHnxhJQRcHsLCwgLVZMYQCARIjkuAoutS/Ozb/uC4KXjwlim9+tbS9WsQER2Fzes2oKu1DVqVGmePncK2V97EnEcXAfDMdLK7vQO5Gc4+cpcDep0e6/+zkrQfubpX7VHJ5EhLvDx3WNozpGwQ2iTO1gPemmFToVGpYVZoLqvl8bLCYnQ0ul5uIzM6dRznyLSe9uPk+dqzeO/5Siy86U6c/OvYZaX5BIBBJQPQcd79PQnQf+5a++fdg0fi/Okz2L59O5OX7DX9xrA0GTx4MOKz0/HAC0/SSvpKN0mstdyts6Zi/UNPQN3VjaNHj/qzKQHhx337sL/5DAZdW+HRca4SxAIgTQhLFuP2xmYo/jqLxQ/8i/G2BYKt2z9GWxiBvLISAL370/wxkwAQeOOHnR4ls/eEI7t/wJ3Dx1w2SbPtKS8vR3x2OuavWeG2H1Hx5w+/4taBV2PoUFJ/x8sGjUaDx59/BiNn3wken++385z56wRS9TxMnzLVb+cINBcuXMAb27fg2ikTPDqOzv1LNk5mZGWhu7HlsrKpAQClUokVa1dj1JwpCAkJcVnW07Hv+P7DuDI+AzffFDgT3X5jWAaoqalBaekAhPB4tDQRdDUU1nIGvQEjRlyLEydO+OPyA05SYiL0cpX7gg64ShDriYeZoluGtORkJpsUUHIzsyC3MyS2b7usswvdnV2M6nccUXV2XxbiajKqq6tROnCgT154BqU66LWedAgLC0NBVg5aLjC7ZORIZ10jyoPc7sKRjIwMmJQajz0F6dy/TuNkzRkMGjQI1dXVTF0+a4iMjER6Ygo63Sz/Ap6PffLGFpQUlzB1qT7TPyGjSXl5OepPn0VT3QVamgi6GgpruYazElw4I7ls1v8TExO9ckR3lSDWEw8zVbcc6cmpTDYpoGRmZkLTcWnJ0r7tMQnxiE2IZ1S/Y49GpQafwGU74SgvL0fVgUNQK5Ree+HpFKqg1Cd6w9BB5aTLlkyh02hgkMqRnx+c+XupCAkJQXFePtoaPBOM07l/HcfJ1JwsNJ2ru2yeH46Ulw5AKw0dmSdjn1qhBEdnZNUPz/4lS5pIJBLceuutOHvuHPIGFLvNz2b/eYY4F+AAjefqnHK4WcudO1mNkuIS7Ny587LQUZjNZix58nEUjx2Olxc/TjtXpS0ep2rA5/NhMhqRkS8GCKDhnAR8Ph9GgxF8AR8GgwECgQAmoxFih1yNh3Z+gzm3TEJBQXCa7J45cwbXjR6Fro5OiEt75/x01Z8A6hyrdC1FGs5KwGuQ4p/3zPVT6/oWiUSCUaNHo7W11Sm2dPqo2WTCvnc/xktPP3dZ7Ah0h1KpxPIXV2P0nL8hhCJhNd08lWScO1GNOLkJs++eweRls4IDBw7g25o/MGTMdbSPOX7wMFbNXQidRgtRWCgWrF6BLzdu6ZWbNjNPDHB67lU+nw+D3oDioiJ8+eWXl8Xzw5GmpiZUfvAORk6f5LIcZexI+uXZ46eQrOHg7ql3BaIJNvqXLBlALBZj165d+PcLq3p56FB5xNh77giEAoyeNJ7Ss+fFzzfjwScewS+//HLZ3EwhISFIikvAix7k9QQuxe2zM0fx8amD+PTMUQgEAoyePB7bjv2KaQ/NA1/Ad+thppEpkBjEu+BmzpyJimEVePnrbU6eYa/u2Y5Xd2+n9HOi8oGii7SlHYW5fW+S6C/EYjGWP70Sr+7ejrU7t2DgsKto+wYCPb+s42Pi/l9MxoCeJSNxeqbLNz2e5O91pLOuEUMGDWbiUllHfn4+lE3tHuWm3bS6EtMemoft1Qcx7aF52PDo0065aUdPHg+BQIDPzhzFRycPYPHKx/Hjjz9eNs8PR9LS0sAzWdz6B1LFjqxfShtaUMai5Uqgf0LmEZmZmdBJFb1cvj1Z76cqo5B2Iyo07LLzfMpKS8eF2rM+65k8zX+p02jAs/S4sgcrVVVVmDvnXiilMq/i5ouOTNXWiZwgNyd2R0pCktfmsEqZHEmXqUM/FVcOHIwWF47p3vY3g04Pbbs0aN9kuyMhIQFhIXwoPbBZoRrvqHLTquQKhHJ5Qf0D1B0cDgeDiweg5bzrpXO6zwqzyQRVSwfrlsn7J2QewOfzIc7MQkfzpZQYnqz3U5Vpa2jCgHxmvMzYRHZ6j/O7r35jnua/lHVKkZGWFtQeWuXl5fjt11/R3dDsVdy81ZGZjEbou5VIT0/35rKDhqSEBGi9TDKulCmQHH/5PvzIKC0pgby+FRaLhfR7b/tb8/l6lOYXXBa5F8ngcDgYUFiMVg82RVCNd1S5aVsvNKCsqCSoxzs6DCgqRndTm8sydJ8VHS2tyEpJY50tUr+GzEO+//EHHGw+i0EjhgEALa2Y/UOByogAACAASURBVLo2h8sBl8tF3oAS2/eHd32PO4ePweDBl9dr+zNnzuDlD97B91987VZb4kqD4hhjo9GAJskFcABkFxfgsf/21kfVHP0LhfwYTLzttkA1lXEkEgnuuusu/PnnnxCXleDfNLV3Vp2JK32du1irT9Zh0bwFAWlnX3H69Gm8/+2XqLjtRo+P/fOn/bghfxCGDx/uhytjL2vXv4KYKwqRnOk8WfdWQ3Z49w+YdPVIDBkyxB+XzAp2796Nv8+fh/aWFto62uf+uRjna08DFx/PApEQZpMJfIEARqMReXb39O+7vseUa8delhY19qjVajzxwrMu7S8c9bPJmWnobu+CQaeDKCwUyzeux8BhV+HYrwdRkZqHG8aMDWwj0K8hY5S8XDGUrZfsCOhoxazr2vmDSnHlqBHILSmyfU8QBJStncjNze2rJvmN1NRUCDlcvPj5Zrf6HHe58exjfOPUydh+6gDmPLIIAoHAOSdeZzeyWLRzxhvEYjEOHz6M1S+vxSOvr3X7cLPGz6ozEZcWUerrXMW6o7EZpXmFfmsXW4iNjYVe6bktCwAYgzQll69cOXAQWurIl4w8yd9rxWQ0QtncjuLiYqYvlVWsWLEC4oI8bP5jH20drUAoQEJKMmYu/RdmLv0XomJjkTegBB+fOojPzhy1xdhsNkPZ0sGKxNj+Jjw8HOmJKehqoX5L5qifNRtNiIqNsWnKNq2uBAAomttRVMC+ca5/QuYhGRkZMMhVMOj0Tt9R6ShceWvJOroQHxl9WSYpjoiIQIQoDGqKROP2eOrb5qqcVipDWlqaz9fPBgYUFKHdjds3YNfHKHQmZGXJYqhs7UT+/4PBPSYmBgaVhnIJzhV6peqytQRxRWlJKWQXmj0SqLuiraEJ4ows1i0bMc2xY8cwbtw4qOVK2vo6SXUtui/mpp1430zIOrtIj5O2tiM9MQnh4eH+uHTWMaioBG31rm1E7Me37s4uyBw8G3UaDQi1npWyjP4JmYfweDzkZeX00pFZodJRuPLWamtsRmk++2bqTJGTkQlpW7vbcp76tlGVM+oNMKm1l43ANV+cB0VLh9tytj5GoTMhK+sYQ6PBCJ1UwSpfHn/B5/MRFREJjYdvyQiCgP7/iSmsI0lJSYgShELW0cVIfa119RhSdnkvswE9etC6mtOoP32Wtr5OXFKE2Iu5aXe+sxkxCfGkx7XVN2Jg4eX9htGegvx8KFtcP0/sx7fYhHjEOHg2tjU0oTgvn5W7pMlNZfpxyYCCQvxSfxrp4hwAl/QTZ09W48zxk3hv9cu29WqgJ2/W2oXLUHeqFhaLBYSFQP0ZCRLTUvDo1HtQWlKK8kGDLssty3lZOfji6K9Y++CjOF97xqb7unPevdjw6NNOfjGb171m01kAztoUq2eUtdycRxdh6cQZl75/bBGy0jJYebN5Q3Z2NlrO1GHJ7XejruY0pQbF2sfO15wGN4QHg06Hs8erkVNUgNb6xl7lrWUdY93R1Iy8rGwIBIKAtrGvSIyPh0qhQEQ0+dtpMl1UVGwMIsLC/9/EyB4Oh4MrywbiuOQCYpMSfKqLIAgoGlpRMunyn0xs3boVd9xxB9579z3klZW4zesJ9Nyjz92/GFvWbQABAny+AJ2trZiYW95LN6tobkfh1dcHoBXsIDMzE3qZEgadHgIR+UYQ6/j2wdr1CAnhwaDXY0rpNTY/xqYzEowrZWfKs8vjqRVgxLliqNouvbWwanLEpUW4ctQI5A8s7bVebdVX5A0owZxli7C9+iCiYqOh12ox79+LMXXqVEyfPr2vmuNXsjIzse2VN6GSKzBzyQLMWLIAKpkcLy1+DGUVQ7H5j30oqxiKDY8+TapBcdQ72ftxrd25BZtWV/b6/o3Hn0NBzuWjxxMKhfjh690YdG2FS48nm4bnzFHkFOXjnkcXU3qQUel92htaUFZ4+e32pSI5PgFqOfVyOpnWTiVXIDHu/5flhT2lxSWQNzqvDniKtK0diVEx/y+0eGKxGEeOHMGix5fh2Y/eoaWvS8nKwKu7t2NnXRUKB5UhOj4OM5f8yzZ+rl24DHqdDnqZEllZWQFoBTvg8XgoyM5FexN1H7Q9b0uLcffi+dh+6gDueWQRBMIevbGqpZO1Lz/6J2RekJ6eDpNCDb1OB8C1RswesrXt1PgkPPzww5ddQlgraWlpaG9qgcxOD9Hd2QXCQmDRulWIiovFonWroNOQ53tzpxlz/L7l/AVkZ15eA1RLUzMGDL2CtseTt55QypY25Ikvf/2YlaT4RKhdeJGRxVEpkyMlMSmAV8kusrOzYVFqoVVrfKqnpa4eV5SWMXRV7IfH46EwN8/jNEpATz90HD8l1bVob2xGUW4eeBTZEy5XSvIL0NnkXV5LtUIJPgHWSlr6J2ReEBISgvzsXHRc7BSuNGL2OK5th0dFIS8zGxs2bLhsc5CJRCKkpqchKi7GpoeITYgHh8tB5ZLlUEi7UblkOURhoaTHu9OM2X//1aZtSEhORmZmZiCaFjAGDBiAnz75irbHkzeeUFq1BtAYWCl09RcJ8fEwKKknFmRxVCuUSIr3bbkumAkJCcHAohI011GbxNJB1tjKqqTOgaCssBhdDZ6/XRSXFCHGTk8We1FP1lnfjLL/R/oxK+JcMdRtne7Lkdy/7Y3NKBHns9azrX9C5iX2s/Sl69dg/669qKs+jROHjuB8zWns37XXSStgLTd98HWIiImGUCjC7JkzsWPHDmzdurUvmhEQHnvscQhDRdi87v/aO+/4usvqj79Pm+40STPapEmTNm06GWVTEEEURYZMGQKCgIiDoSKIKCqIDAGZivzYgmwEZCN7yBYoswiUzqRp9k7anN8f57npN7c3O829N9/n/Xrllbu+3zz3yXec55zPOedqbrvkalIz0vnZn//Ie6++wZFb78Z7r77RobeLJjhnPc3piw89ziHfOSypK/TH4q677uLjdxZz+Bax5yCanuYsFqVfLGdByexho73rDZMmTaK1m+Kwseaxra6RrBCE2bpjs7nzqFrRs4eiK5oaGtH65mG3cOqJmTNnUruq5wSnaE678kJS09M6XT9Pu/JCaletSbhK80PB1KlTaa2NXekgSKzzt2r1GubMTNyuEOHydQ4ixTOKefT1l4ANMWvoLAS++KQzumxc3N7ezjM33skfTj+L1NTUeH6VTc7OixZx/Bk/Y7tv7t7p9V332wvovqhkcG5jEXz/0/c+JKc+eQsdd0VJSQnnX3gBtVnjmDFvQ0ZuV/PW05zFomLFanbaKlyFTjMzM2nuJssy1jx+/vq7odA9dcesWbOovf9u2tvbOwz46MLE0cVLg5R+sZzNZs8JlfEPlqU6hhHU13SdSBKL3MICrnjs7k6v1dfUMlqFyZPDFz5PSUmheFoRa0vLmDq9a3lKrPP3k5feoGivxG0LF64zYhCJ6MiirfRoIfC5x54UswhnzdpKctInDXtjDKCwsJC60rVd1i8aSGPiINWr11AyIzHFmgNlwey5VCzvXI9ssOZNValdGb7V9rhx4xjJiA4taG9oqqkLZcmLIBMnTiQ3M5uK0g3enujCxDPmze7ymKxYvpoFc8IVrgTLUt1s9lxKl60Y8L5Kl61gQcnchA29bWpmTy+mspsCsbFobmxEm9sS2oj1Blk/GTlyJMWF01m7urPrvrfNTdesXMXcBHadDiYZGRmkjx9PbWVVzPcH0gg7SP0w7XgA5iWrXbmmk1E7WPNWuaac7LT0YdfcvidExEpf9LLJeFtLK9KuoSnC2R3RBTp7W5hYVUMbagOYO6uE6h76MfaG6pVlzJ89fOtX9sSM6dOpX1PZp23WripjZmFRQntmE3dkScC8mbNYG5V+29vmprWryykJUUbbvJmzu6w439/GxEHqa2oZzQiys4en4DojI4PstHQq12wotzIY8wZQunQ5C+ctGKyhJhWTs7K7zbQMUl9Ty+Ts7NB6JYKUzCrpVKCzt4WJq8sryEpNG3Y6z95SXFxMzao1A+p2oKrUri4ftovP3lBQUEDD2so+ddqoLFvD7ASPoHiDbABYPbLOVaujhYQ/Pv9s7rj8Gr49b0fuuPwajj7zVOtfWVZBUVHixrIHm9Sx47jklDM5cPa2nLbfEZQuW0HpshWctt8RfPrBR9xx+TUcvsWXOonQI+8fULINh8zfkQNLtunYNpqy5SuZN7NkWN8sF85bwOrPlwM2N60trdx0wWUcMn8Rz97/cK/E+7GoWVHK3BDVHwuSm5Xdaw9ZfW1tqDMsgxQWFtJUUUNbaxuw4bq39CNLbPr8w9iJTaXLV4QyMzBCeno6WalpLHn7PU7b74hO18NYRK6Bwc9Vr61k0oSJofNoB1m9ejX33HQbB8/Zvtv5C9JQXkVhgpdE8gbZAMjPz6e5spZ1bW0dr0UX3fzXDbdx2CkndmpuWldVTdrYcaFaJf72t7+leNZMbvvvcx3akoju5I53X4zZCDvy/ox5pkuZPrdrXUrVyjLmD3OjYu7sOdSusnDHxSedwW4H7N1tk/Xe0NLcTFtNfagWB0Gys7Jpru060zJIfU0tU7xBBsDo0aMpnlbY0UIuWJg4ugF2kLrVaykJQa/U7lhQMocrTj+7V/rPWDrRsuUrWZCAjbGHksMPP5xdd92V826/rlf62fb2dhorqhK+rI83yAbAqFGjKJya30ncGk0snU/5qtLQ6MciLF68mK9+7Ws01jd0zENvi772VHA3okuZOcwv9EVFRbRV19HS3Dxo+rHSL5Yzd2ZJ6IpLRsjMzKStPnZR4miaa+vJ8QZZB3NnzupVgc4I7e3t1JWtDa3xH2H2rFms+vyLXp2/sc7z2tVrmDMrXPePaN5++21OOP54mmp717C9trKKzIkZjBsXu95louANsgEyt3hmR4HYWMTS+VSvXsOsYdTepzcsXLiQpR//j+WffNYxD70t+tpTwd3qtZVkjE8d9i78lJQU5s0sofSL5YOmH1u7bBWbhzDjLcKkSZO6LX0RpLWuMfQZlkFmziimvhcFOiNUr60ITWZ5d0yfPp3syZN56OY7ejx/o8/zGfPmUF+2lunTpw/toBOMhQsX8sQTT1C7urxX17+qNWspTvBwJfg6ZANmetF0Xn76gy7fP/rMUzn32JM6NRyv+mxFqPqPgTXYPeCAA7j1lls6NdiNNLmeUpBP+apSvjV9S0aPHUtOfi5ly1aw7JNPaW1tZfTo0axra2PEiBHse+wRHDJ/R5obm5ARAgizZs7kqIMPSdgeZYPF5nPn8/A7r8Y8rvqKlbsoY/ZB4Q1/pKen09bYxPr16ylfubrLengALXUN3iALUFBQQHNFDevXrWNkSkq39QQByleuZl7IIgOxSE1N5Yijv8v9Dz7AbZde3TFXsYg0yr714iutvltrG/dU1nDS0ceH2rC9/fbbOeyww3jzzTcZNXYM69raOG2/IzrdV4LHYXV5BVsXJ36rLu8hGyDTpk2jrqzrGls3n39ZJw3ZjeddirSsS9heWpuK4uJiXn/9dU4683TOv/umTgVM71vyBhWlZWyxaDtufetZUkaNomzZCm532rJZC+Zx1wevcJ/TpVx95jlstsO2FC+YS/6M6aSkjGT//fcftg3ag1j5izJuijquIo3s+0JV+VoyJ6SF2sgYOXIkGWnpNNU3dFvXrb29nZaGhmHvhe0Lo0ePJj83j8oyy/ztqS5eXVkFxSH37ET40g6LOPHcszq0xl3pPyPXyOL5cznslBP5/d+vYffddw/Fta47iouLee2115hakM9+xx3JHe++uJE2OXgcNlfUMHXq1HgPu0eG3CATkWki8oyIfCgi74vIKe71TBF5UkQ+cb+T4i6RmppK5sQMaipi10SJ1gAs/WgJM4umJ3QtlE3F6NGjKSmaHrPBbnNjU0ez8ZamJta1retSXxH57LJPPuXX119JW2sbZ5555rBt0B5k0qRJZE9M5/MPBq4hK126nIXzw1nuIshkl2nZnS6vsa6e9NS00GrtumLOjGLKXS3GnnSN9eWVoWuX1BWzioupK+19uDcyty1Vtfz4Rz8KxbWuN5SuWs02u36p0zEX6zhsrKwmNzc33sPtkXhYBeuAn6vqPGBH4MciMh/4JfCUqpYAT7nnScGsohldCvujNQC5hQWUhEw/FmSLeQso/2LjFOWx48d1NBsfM24cKaNSutRXRD5bWDKT3x71A0aPHs111103bBu0R7PlvPnkFhUMWENWHeJyF0EmZ2VTV13TrS6vvraWnKysOI4yMZleWNRRoLO7+Wusq2eUEvq2UxGKioq6jaxEUzxvDg/dfAeVK0p5/PHHQ3Ot64mSkhL+ffcDnY656OOwaPYsJo6fwPjx4+M93B4ZcoNMVVer6lvucR3wIZAP7Afc7D52M7D/UI+tv8wsKqJmTezVTnRdsn2/c2jC10LZlMyZPZualaUbXYh+c8OVHc3G17W1MaWwYKPm2JGaPK2trbz53It89v5HrFmxivXr1w/7Bu1B5s6ewz6HHtxlA/Ho2kWLX3l9o1pGrc0ttFTVhj7jDWByZhZNdfXdNmVvqKnzJS9ikJ+fT+Na68DR3fxVlpVTPK1oWNcJ7AtpaWmkjx9PXVV1t58rXbaCk/f8NkvefY+bL7iMq/94UaiudT1x1VVX8f4rr3P4lrvw7P0P09rSulFdy6NPP4VpeYkfroQ4i/pFZDqwFfAqMEVVV4MZbSKSuA2noigoKKDxuSdjvhdscBppKJ7otVA2JdnZ2UwcPZaaikoysjd4HDbfcTvu+uCVbreNaAPOu+M6Hr7lTl565En2PfgAfvmDk0KlySsqKmLciBTOv+tGRo0ZvdH70fN07rEncdgpJ3Y8v/ikMzjlknOZPb2YUaNGxeEbJBaZmZm0ftTYbVP2hto6cnKHd1mV/jBp0iRSFJoaup+/yrI17Fg4vBNu+sqcGbMoW1VKWmbX6pyLTzqD+ppajvz5T6goK+fVh59k7Nixwz55qbdst912HHLMd9n9e4dw2n5HsNNee7D3dw/l4Vvu5OVHnuTiB27jvVffpCgjOe65cRMyiUgqcC9wqqr2rlS2bXeCiLwhIm+Ul5f3vMEQkJubS2tdQ0fV6q5IlloomxIRYeHczVi1dHmft43WBnz+wcdMHD122LZL6opRo0Yxe3oxpctjV6fuTT/V8i9WssXc+UM88sRk0qRJtNY3dvuZ1rpGsny4bSNEhBkFhd3WYgRorKhhWoHXjwWZWTSdmtLu72Gfffgx1Wsr2O+4I9lq0Q7U1tZ6/ViA1NRURiE0NzZ2qWFsrqold8qUOI+0d8TFIBORUZgxdpuq3udeLhORPPd+HhDzDFfVa1V1W1XdNlG8IiNHjqQgdyrV5d2LNCvLyplZ6ENE8+fOpXr56p4/GEW0NiCvaBoL524WyjDIZnPmsbaLOeypn+qMeXNC3eA5moyMDJpru69F1tbQ6DMsu2BGQSHV5RVdvq+qNFZUk5eXN4SjSnwKCwtpKO++QXbxvDlkZGfxwPW38vz9DzN58mSvHwsgIuTn5lFTUdWlhrG5pi5pIijxyLIU4HrgQ1W9NPDWg8DR7vHRwANDPbaBUFxQSEVZ96ud2rWVTPerRGbMmEFrVS0tzc0x31/8yuscMn9HvjV9Sw6ZvyOLX3kd2FijsvehB7FgXjiLms6aOZO6VbG9EtHz9Jsbruz0/Efn/ZpxI1KS5iK1qZkwYQLSrrS1tHb5mZY6X/KiK/KnTqWpsqbL95saGhkzcmSo62bFYvLkybQ3tXZ5HQQ7l1PT07j1kqt58YmnyM7O9vqxKPKn5FJbWcXRZ566Ud/o9vZ2mmrqkiaKEg8N2c7AUcBiEYn4Xn8FXADcJSLHAcuAb8dhbP2maNo03n7zxW4/01RRTf6XkyOWvSkZNWpUR8X5ojkbF4o899iT2GyHbTn1knO57Oe/4dxjT+KuD17ppFFpaW7mP/94ILQVq6dMmcKoduuvmJqe1um9WFqe4PNP3n2fzWbPDaVnMRYiQvakSTTU1ZExZuNMyvXr1rGupY2JEyfGYXSJT25uLo2VXYvTq8vXUji1wB9vUYwYMYLpBdOoLCsnryj2Qj23sIArHrub1V8sp+Wj5Zx0wolDPMrEJ2/yFD787D1uveQqDjvlxA4N2c3nX8bvbvkrGRPTGD16Y61tIhKPLMsXVVVUdQtVXeh+HlHVClX9qqqWuN/d+3ITjLy8PJq7WSW2t7fTWFmTFLVQhoIt5s6n/IuN65FB55pkp15yLs2NG/caXL10OfNnloRWlC4iLCiZG7OmW09UryxjXsibE0eTnZlFQ21dzPca6urJysgIZe3A3pCZmUl7c0uXGtrqtRUUTfUL0VjMKiyisgf9HUBF6RpmeblLTHJycmipqY/d97OyitycpMkP9JX6B4ucnBxa6hpYv25dzPfra2qZNDGNsWPHDvHIEpM5c+ZQu6KM9vb2jd4L1iS77Oe/Yez4jZMg1i5byRbzwl3UdF5JCVUry/q0japSt7qcGTPCWwsvFjmTujHIauvImuQF/V0xYsQIpuRMprYy9hq6qbqOqblePxaLwmmFNK7tvvQFQNPa6lCXS+qOrKwsmmvqYmrIaqtqmJqTHIJ+8AbZoJGSkkJezmSqu6jYX12+lml+ldhBeno6uZlZMbOzgjXJ3nv1jY36NLa3t1O7oozZs8Pt5ZkxYwZ1q9f0urgkQHV5BVkT00lLS+v5wyEiOzOTprqGmO811NaR4zMsu6VgylRqKqpivtdcXev1il2Ql5dH/dqeg0ENFVVJ0fonHmRkZNDW2MRPL/vjRnXwmmrryJ2cPB4y3wdkEJmWV0D52kqypmx8ANSsrWTuVO+VCLJw3gLeXLqcnKmdw7g91SSrKF1DbmYW6enpm3qICU1GRgYTx1pxye5qGQUpW76S+bPCbcjGIiMjg7YPNg6Ng1WZz/Y1yLqlIDeXz1ds3L5LVWmqTh5R9VCTkZHBKISmhkbGTYhdSb6poZEUxSeVdMHIkSOZlJ7BxIz0jbSzX7zzYVJ1h/AeskFkWl4edV2IW5ur68jzbvtOzJ0zl5qVpX3ernTpchaGPFwJpiObN7OENSt7X0KktmwtJTO9cRFNRkZGl7XI2hqayAxxA/bekJOTQ2vtxh7Gxrp6UseN91KNLhARivKnUVnWtY6sak25T4rogclZ2dRXb6zhbqmrZ1ISnbveIBtEpkyZQkt1bB1KU5V320dTUFCA1jfT1NB9Uc5oaleWMcf3YARgdvFMqlf3LAoG81bUl6717ZJikJ6eTmsXx2FbQ1PovbE9YTqejWu51VXXJFXIKB7MyC+gupuwZVV5BTPyC4ZwRMnHlKzsjTSgqkprfXLVD/QG2SCSk5NDY9XGVvq6tjbaGpuSynU6FIwcOZIFJbMp/aL3VfubGxtZV9fItGm+nhtYG6X6sq6LcgaprawiY8JErx+LQWpqKutaWlm/fv1G77XUN3qDrAcyMzNpqavfKEmnrqo6qUTV8WBqXg913CpryPf6427Jycyisa7zgqCpvoHU8ROSKhPfG2SDSHp6Ou0trRulf9dV1zI5M4uRI0fGaWSJy4I586joQ9X+1V+sYEHJbD+XjszMTEYjXWYIBilfVcqcYh+ujMWIESNIn5hGU33nsJuq0trQ6I3YHhg1ahRpqRM3mr/G2nom+6bs3ZKbm0tTjIV8hKaqWqYkSeufeJGZmUlbfWcNaENtHdlJlh3tDbJBZMSIEeTmTKauurOOrK6qirwpvv5YLGbNmkXtqt5nClYsX82C2XM38aiSBxGhpGgGFaU9l7+oKS2n2Ncy6pLM9IyNVtnNjU1MGD+elBSf/9QTOVlZ1NV0Nixa6xp9ZKAHsrKyaK1vjFkyaf26dbTWN/ikiB5IT0/fSAPaUFdPdhLpx8AbZINObs5kaqOE/clWC2UoycjIICs1rdteeBGshpbvwRjNrOnFVPbQpBigcW0VhYW+llFXZGVk0Bjt4amvZ1J68mhQ4smUrGwaajp7alvrG5JKVB0PUlJSyJmUSW0ML1lddQ05kzL9gqAHYmlAG+u8hyz05OZMpr6mttNrrXUN5PgVTpdsNnsupctX9Pi52soq0saO8xf4KAqnTaOxhybFrc0trG9sYbIXWHdJZsYkGuujdCh1DWR6g6xX5GRm0xDVpL2l3vcA7Q35eVNjFtatqaj0RXV7QSwNaEtDM5neIAs3OVnZtEYVmGypbfBu+26Y7cKWPVG6bAULZs3x6d9R5OXl0VhZE1OQHqFyTTlFBQW+/U83TErPoLWxc6PnpgZvkPWWjPR01gXanLW1tCLtMG7cxp02PJ0pmJJLbQxhf21lDfle7tIjsTSg6xqakk776f2gg8ykSZOoLi3no7fe7XitsbrGe3W6Yfr06dSvqaC9vb1bg6GudC1zdtp9CEeWHIwZM4YpmdnUVlQxaXJsT2xlWTmbTfP6se5IS0ujalVpp3O39IvlbL1wURxHlTykp6dTU7bh2tfS3ERmRoZfQPWCnOwcWj/9YKPXW2rrmTLPe7V7Q0ZaOk0NjaSmmxHW2tjExIkT4zyqvuENskFm6tSpfH2bHVkfSP/e6stfTTpLfSgZP348uZnZVK0pJys3ttZOVan1NbS6pLiwiNVla7o0yBrXVlE4Z+shHlVyUVRUxFe32K5Tgsm82ZOYN29eHEeVPOTn57PH1oFr35hJTJ27TXwHlSRkZWXRHCNTuqW2nqysrDiMKPnISEujqWGDh6ytqdkbZGFnzJgxfHPPb8Z7GEnH3OISlqxc3aVBVltZRfr48b4eVBcUTs1nyZK3u3y/oaKavDyvRemOiRMnsvc394r3MJKWsWPH+mtfP4kU1lXVDo+iqtJcU+flLr0kMy2D/9WbfltVaWtuJjU1Nc6j6hteUOJJCGYVF1PXTYHTtavLmDPDZ1d2RV5eHs1VsWuRtbW00t7c4i/sHk+CMnbsWEaPTKG14vrFxwAAIABJREFUeYOGsbW5mdEjU7wGr5dkpKXR0mTz19LUxPix45KuXqX3kHkSgoKCAhrWVHRaIQapLi1np823j8PIkoMpU6bQWFnNqs+/2Oi92qoa8nOnekG/x5OgiAg5WVks/egTJmZYFKCuuoacrCyvweslqamprG9qAaCpoYm0CcnlHQNvkHkShPT0dMaljKahtq5DlBmksbzKt0vqhvHjx7PLNttTsXTjemTpwJbb7TD0g/J4PL1m0Tbb8cGSj6HazuE0YP4228V3UElEamoq65pbAfOQpacln7zFG2SehEBEmFk0nYrSso0MsraWVtY1NPr2IT1w0P4HxHsIHo+nn3xpp5350k47x3sYScuECRNY12wesubGJiYlmX4MvIbMk0DMKCiMWbG/ck050/LyfcjN4/F4PDEZP348bc4ga2lqYuKE5MqwBO8h8yQQBfn5NLz9CnXVnQskli1f6WtoeTwej6dLxo8fT1tTM3XVNdRX1zKxKD/eQ+oz3iDzJAz5+flMYjRLHn+x0+uCMHe/XeI0Ko/H4/EkOmPHjmVGXj5LHn8RQZi6Y/KV+ZFgEcRkY9ttt9U33ngj3sPweDwej8fj6REReVNVt431nhfleDwej8fj8cQZb5B5PB6Px+PxxBlvkHk8Ho/H4/HEGW+QeTwej8fj8cQZb5B5PB6Px+PxxBlvkHk8Ho/H4/HEGW+QeTwej8fj8cQZb5B5PB6Px+PxxBlvkHk8Ho/H4/HEGW+QeTwej8fj8cQZb5B5PB6Px+PxxBlvkHk8Ho/H4/HEGW+QeTwej8fj8cQZb5B5PB6Px+PxxBlvkHk8Ho/H4/HEGVHVeI+h34hIOfBFvMfRDdnA2ngPIonx89d//NwNDD9/A8PP38Dw89d/En3uilQ1J9YbSW2QJToi8oaqbhvvcSQrfv76j5+7geHnb2D4+RsYfv76TzLPnQ9Zejwej8fj8cQZb5B5PB6Px+PxxBlvkG1aro33AJIcP3/9x8/dwPDzNzD8/A0MP3/9J2nnzmvIPB6Px+PxeOKM95B5PB6Px+PxxBlvkHk8Ho/H4/HEGW+QDQNEpERExsV7HMmGiMwRka3d45R4jycMiMh4ERntHku8x5PsiEiKiOTHexye5ENE/P1/kBisufQ3oeHBV4EKERkLrFXVR+M9oERGRERNPFkD/E1EbgGqRORhVW2N8/CGLSKSA2wLLBaRdUBZnIc0HCgAvi4ijwJjVfWTeA8o0RGRkaq6Pt7jiDeq2g4gIocBjar6YJyHlHREFpWRuRwo3kJOQsQI/u8+Bf4P2Ad4Jz6jSnwi8+aMMVS1FBgN/BZ4yhtjmwYRGQmgquXAVsDNwK1AifeS9Z2o878W2B54CTjSz2fPRIwxEdlGREbFezxDRfSxISLbi8g5wDeB00Tky/EZWfKiDhGZJyI3iMjOIpLW3/15gywJccdAu4jMFJF5wJvAFcCzqroqzsNLWALzli8iB4tIOnAqsAIYDz6MtimI8kYsxlqbXKqqSyLGsad3RBYU7jjOVdVKoBJ4Dvi7uzn463qAGIbIIhG5D7gQ+K2ITIvPyIaO4EI0wNlAtqoeDZwPfNtdEz3dEDy/nGTgGGz+/gfsBhzW3337EzdJiHgZIo9F5GfAg8CRwFnA74EdnaU+RkSy4jTUhCL65iQiZwF/x8K8P8EMhOuwizPAsL84b2qcB0cCz78mIv8SkbOBZ7DjtUREpsRtkEmKM8TGubl8TEROAC4H7gGOinwmnmNMJFx4UgPP5wPnAQ+r6teANcD34jW+TU0wpCYio0XkUhH5pYjMBU4Hip2x9igwEjgknuNNBgKh3nFAOrAQ+FxV/wg8BUwVka36s29vkCUJATf77sCBwEpgM+Bl4HBgPnAXZmT8C9g6PiNNLAInz8EiMht4D/gG5lHYCzheVW8E0kTkOWB77yXrPxF9nvPUZIrIHsDBwC+BNOBi4DEgD9hXRH4vIkVxHHJCE2NBMQe4ARAs1LQ5dh1YCaiI3CwiJw/5QBMUVV3vDNjvu5vkZ8ATwEz3kX8CRcMtXBc5biLGqNNv/h1ruv0ycBXwOfAuFiUAuBEIvbYumhge1n1E5EHgAqANuBeoFZHNgP9i2tj9+vW3fMQgMXEHgQQMiixsZQdwJlAP/A6z0JcBB6jqIrcCbAuzuNet+CLzlg38GDNYz1DVpSJyBnYjewpYhF2IPgUyVfWjOA07qYmacwFOAfKB+4C3gSPcz+bA14HVwA+BclW9Mi6DTmBEJEVV1wWeL8JCk58AfwNeU9X/E5F9MYPsQaAFOBG4SlWXDv2o40/wOHTPFwF/BR7BjLBLgFZgf+BpVX1eRI4EWlX1rniMeTARkXGq2hR4vhOwh6r+XiwbdxQWDZiGGaaXA88CX1XVtXEYckIjgQQQpzfcHPgB8Efg51hi5DnY8TQaO9YKsXv3//r693yWZYLiVjYqIlMxb1cZMBl4SFWrRGQyZkx8B/gKUCkiBar6AXTKJAwdzj2fg61S/gVsCTweuEmNAJ4EUoEmoElV12DhC08fccdaxBjLBeYAZwDzVLXaeXW2UNWviMj5wB9VdU8R+W1Yj9GucMbsIUAJ8AcRGQ/8BcgEVgEvALcAh4hIJvAwpluZ6bLkTovsJ0xzG7lxBo7DrTHvRSXmSVyHzd2xwJ+Bj4GDReRl4LZknysnadkCW+xc6F77BfbdL3Yfq8e0xhe6xw9g3tYDgsZY2I6daNxcTlbV1c7DOhozwD4A7scWm9/F7itTMLnAB8CObrtP+/u3fcgygYgRnvgO8G8s1PM2diFeICI5zoB4HbgDyFHVvVV1RWTbMJ1QkXkL/N4TC98WqmoZdsIUi0i6O9lexk6oLOCnqvp2fEY+PHDhye1F5DYsnP4m8Bawt/vIJEzfeDcwBjPWItt10puFGdkgvH4FmCEiJdiiYZWqfgtbPHwfO+/bgCOdAXJhsGSBxBZwD0vE9LR7Ydm7iMhYEbkKiHhdl2Ce2lsxT3k2tsB9C7haVdcFwnpJeRy6UNk5wGJVvVBEZrm3RgO/UNVHAFS1BsgAfooZ7r9W1WWq+llwf2E5drphfyAHQEQmAJcBCtzrkmhygDmquitwN6bdfAf4s6quHMgf9gZZghD0Mrjno4AdgG+q6j9UtQ14AyjFQj9g4ui9VPUKt81IQkbUvEUuqLOAB1T1bPf8duzGtieAqj4H7KOq53gBdN+JPs7cCvJkTCj9F1Wtx1aU3xCRdFV9BfgZcK2q/kxV3wmIjdXfAIzAsbgl0A4chJW1OExEXsXClfsAYzENULU7/tfA4NdESlQi31NEDsfO+XdU9Q0xkXUekKGqO6vqYndszQUeAoqwqFCZqn6sqh8H95tsx2HAgGzDPID7iGXdP+ReL8YkLZHPF2Mh7feA36jqvUM43IRHRM4VkV+4eSkTkc2xec0ELncGLUAuMFNEnsQM3PNVtUZV2wZq1HuDLEEIeBluFpEjsFj/GJwR4ViHiQbbxYrArlfVRhEZ4S7MoRNkunmbKyLXA+e6UEUddrMa4z42EnM1z8GF6YM6C0/fCGgqdnAavQxgiqr+I/CxVzGh+U/cNi+q6pNuu9B4cLrDOQc7vLti2dHXY6H21zG9ykJM91SGhZj+iomJl6rqLcF5DMucBr7n4VhSzkoR+RFWbqAWSBeRwsAmS7Hr6SLgWFV9eijHO9iISI6IZEXmwRmWLwG7Yh7Bp0Tku8A1wHdF5McicjvwK6xw+IWqWhYdkQkrbkEJFr49UKz0xz6Yp2wm8CKwh/tsHnZ/+RXwe1U9SVWXBBeYAxpLSM7hhEOiqkWLyJaYV+EWYDom1D0LE0V/HzgOE0Jf58JwoUQ2Fu1mY+HJWzDDazJmyNZhxlcaFs74tqo2DP2Ik58Ycz4fCwG9h3kd9sXc+q+o6rVimZUZWCbrOufm9wSQzkkQWUCNqq4TkUuAG1X1PRE5GNhJVX/m5Au7AY+p6n2B/YRG7yMiqc77Gnk+BwtNHgrshBmwLwGzMT3PlVh4/CbgGXVJEtHHczIhJsw/FVtgfoTpmR7FtHJfBRoxD9kD2GI+FdMZr1DVOwP7Cc1x0xUisp+qPuAep7jz73dYTcpfu59XgQYsLNkG7AKcHfQuDubx5C3kIUY2pCNHvAyR8hQpQLuq3qmqF2ItUdKxg+JATIR5QcQYS1a9Q38JzFvkJranW8mMwDRh/wDuxIT5n2GpyGOxefPGWD8JhoQDK+pdgOtV9btY9trvsMzfPUXkHkyj8qGqrlHVyrAdq71BLfFEnGfnMeAcEZmJecJK3MdKgS1E5AAnWzghYoxJVFmD4Y6I7IAZIYhItogscp6hJ7Hj7RnsXJ+L6Wo/BH4BPKmqTw4HYwzAaZSWYMbWX7Br3D6YV/U9LAowEjPSLlETpl8SMcbCdtx0hdOGfUdE9hORbwA3i8j+qvo7TCpUjGWfboGdh6djWalfiQ71Dubx5D1kQ0S0S1MsG+1WTCz4HGZAfAf4j6o+ItbS4p+q+t+o1XToVjbB7+xWiCcBO2Oaulsx7+GtqvqyiJwHfKCqtyX7xTeeRB1z47FMrTLsZjcT+J6qftu9/wK2aKgB5qrqu/EZdeLiboQaOI6nYNW9q7EQ5OnYdWAipoHMxvRQjwB3RzxDYTumo879B7HyNPOwcHgG5h17FLsmTHDP71fVl+Mz4sEl8v0j/3exRI/PsGNmrKqe5F77NlZTLB/IVStzMSW4gA/bfaMnRGRnrG3eMqz00UlYVv5q4ERVPURELsK8q48Gtttk56D3kA0R6hCRErFss2OwLJ89sOyp/bAU9tNcvP/LWEufoFcolCeVm7cCEbkCC40tU9VdsCKGOVjG1B4i8gimufnAbReaG9dgEzjmFmGFXVdi+sVLsO4GrSJynIh8D7ugNapqa8QYkxAmmHSHqra743hLEdnK3SjXAJVqovx7sWP3U0ywvxLziN+oqvWBBV2ojumAMTYW84QdDpymqsdhi9l9gEuxLMN3MG9jx4Ig2XVSke8f+L/fi3lt7gEaRWQztZqTOVgI82HgNrdNh04sjPeNIEEvvdNqfhVYjs1Zs6q+hBWvPhXzjOWJyNeAPwSNMdi052BSH6yJTvRNSUSOZkORwgxMewPmCi0GqjC92A2quptaM+YOwnJSxZi3fTAPzbtY+Y98sSzUuzCx5X+x2jpXqJX/+O8QDznpiVywAr93EROY/w67UN2jVlrhdcxA+ymmH9sNOCc6JKwhTDCJJmgMiIn2/wBcjYVKzgKux8pbzFDV/2AZg5upaqWa8PpNF9YM5UIsgohsD1wEfIGVATrGvXUW5ql9FKvRlqqqT2tAZ5aMBmy0ESkiPxSRo9zT84Cfq+qrmG7sJHdcbQ+MVNUVGihImozffzCJEZlKwa5buwMLsMVPgYgUqtWp/K+bsyOwwsG1wf1sarxBtgnRDTqxYvdSE1Yz7EbMgKgWkd1VdTFmVMxU1U91QzZaqLwMgZMnMm8L3MVpHCZWfQLrOynAIlV9DbsoZalqs6o+Fp+RJzcSyHoM3PivwKrofwPL1jrdvX4NFhZKU9WzVfVoVf3Y68Q2IFF6R0c6ME5Vv4Q1If4eZkR8ihUrBVtQXB/YT0cbqqEZeXyRzv16U8R0ogXYHH2OLQR+CBwkIl/BJB4fA6jqqapaHYdhDzpR3mkwacZP3PFwJzDFLe7/gdUaWwp8TaPKeISZ6IWMWH2604HdVXUJNqdzsK4NrwAPicgdwEhntC13IeJByZ7sLd4gG0TE6uAEn39JRB4CzhJrAvwa8LiIfE9Vq7CMoOPdBfxadQX8IoTFyyCWShxcxSwQkeex4oW/wTJdvgC2caGejzAB+USsKOYT8Rn58MBdeMaIyPkuDJmDtQX5mnv/CmCyiBzs5v/44CpcfBmLTgRuqPuKyD9E5FB3vn9JRN7BChLviC00rsJqHo2KGBRDfROIN7JxolMmlh24A+bJqAT+A2zrNvkbpvmpxq4PnfaTbEQvZsTKH92K3Tfuxgz3J4BIXcXHsO+9AjhVVa9T1aawLeC7IriQESuJFKnbWQnMd/eb5zCt5k6YDvlfwKWqepwGigUP9TnoRf2DgIhMx9znbe7nTLX6YBdg4ckq4E9YuPIL4PdYaHItMFsD/RPDFJ4QEzb/Euur9i7wmareKlZDZ6lan7llmNhyPVZH6E6sQOYs51n09BEROQTXF1FVv3A3wL9i4cg3sVIBe7vXFqvqlSLyTWzOfd/JGIgrY+NurmOw0NIU4FosxPY+pnG6CDN0f4cJsI9S1cZ4jDnREMs4/z3Wk/NiLNN8GnazXIEZYf9V1YtEZKqqrnLbJW2iQ/TYxTLHHwCeV9WzReR4TE98ItavtM793KCqz7ptQmXAd4V0TkQaiyU6fIsNc3Y3du69gxm4N2LZuFeoakWs/Qw13iAbICLyfeB4TA9yAyZ6Xo4JzbcCZmBZQZdjgsvR2Mn1itONhBIROQj4P6ydyRPYHF2CJTf8AktfXwc8GAnjiPVme0pV34rLoJMcsdIBZ2AXpyWY7uSvmPfhVOB5LGO1WlV/Ilbn6RGsD6UvG9IDIpIKjFLrNXs1pmk62nkcH8VurHthGcIfqerfAtuGZiEGMesw/gRbcN2AlW3YEvMMjcHpozDJx7Wq+p7bplPmarLiQmS/xIyDF7ECr0ep6r7u/Qewe8wYoERVn4nXWJMFsVIWlwHfVdXXReQ3WFmQGswo2w+rT3e5qra6beJ+Dvrm4gNnFnCXql4LICK/xypGF2BFSSdjbWUyMQPkEuCyeP/jE4DXsPTiO9xcvOhi+GcAf8AuTouADBF5BnPXX5KsK+F4I1Yu5OeYh+Fc99qumHEwAwsRXYoZZB+KyEGqeq+I7K2qDZGLVSJctBIB5zH8JBK6dQuzYzBJwlLME3apiCxQ1fdF5HXMQLsHy5CL7CfSFDsUcxoIJ60X66SxE6bheQerb/eZqn4uVny4BSuzMhpAVa8J7isZrwUiciRmFLyhqqtFpAhL9HgJM7h+i+mL9xaRn2PyjBSgXi3Ja4XbT9J6BTcVIrI3JsZ/AisU/jTWt/R1LMz7I1X9nliZnmtUdZnbboS6LOg4Db2DpIy5JwIBvcJ1WFx6K3dxrcREqNPcew9hN8ITgStV9f1E+MfHEzdPy7HYfYeXQFX/DGyDXZh+hhm25wK/UtUX/AWo/6gVlHweWC4i09zLb2KGr2Ih4wexrNWnMJ0TkXB6vDQViUbgvN8Sl+0nVml/eyxrehkWKhmFGRo3OT1QOtbWJ7KfTgkswx0R+aqITAzoRBdhUYTdMaNrMSbn2NsZatnAPGesXhMxxpJYJ7alW1h+E7vGRYqLtmLn26NYskwtVg7lRsy42BdrEN6p1VuYr4UiUiwifxKRn7rQJCKyDXAkVqB6Edb15lKsD+whWBJNlZjOe52qLpMNLQcTZi69h6wPBFclgd+fiMjbWD2cZUAF5nb+NXCVqt4iIk+ramRlEyoPQxcrucjN/XwReVFEdlarAwN2E5votGQp6ipse/pGlJ4i8vhR7MJUJiJr1OpbZQKFqvorEZkBfB3YX13Dak9nAsfy/cBFIvIlTAtaCfwZa7tyBmZc3IBV3X9fVS+P2k8orgFiJSvOxhZZ74nInWrN5hcCR2PZ5SuBL2H60F9idbZGY7XFOl0zE+nm2UcysZImX4EO4X4eMBX77gdgmcxvYwkf72KGqqrqB9Eh3rDiPNHfxxbzO2P3ksuwSFQdZozNBv6mqp+KyNPYcfYXVX04uK9EPJaScrURLwI3uHnudyQ75ias/+Q099oJwLPqusMHjLFQZaOJ9ec8y930EZFjRCRfLasvkhF0JSbaRywTNR8LZeKNsf4hIlthovxIxlrkZvYp5hHbAhOcgxkSpe79z1X1b6q6Jlk9EZuC6LkQkVOw7MhabEXeiN1wqzGtz26YZ7cd+CewexjnU6xkxWnAq2oFsNsxzyJYIdO7sSKmB2Ai9jexOmOlqnqMqn42HBaw7js8A9wjIqeLyBmYTGCW+84vYQb+jliYbaaLtDwAbCcik70x1sFM4F61zO8rMMMezJDdGtjbGb3lYv1fL8cWA29B4peSCt1FYiCIyCEichtwl1ghuYimpg7zPpyNpdNOwwyNTiSiRb4pCNx8PsE0dluJFXLdDnMbS+QCo1ZXZ6qILMeaA/9SXTE+T98IXGwWA+e5UNn33Hu5bnX5FuZ9+LpY54OTMY9ucD8J5caPFxKjnpiYALsEOExVj8QyqLfAQkzvYAbGTOB8tVIXTwN/B1ICC7hQ4BaizwOfirXfysRqP4HppmqwpJLpwCNirWweAjYXke2cVyipjTFH5Hr4BywbvwRrCv5tEfkZpnm6FyuDcqC6JCa1umJHe291p3vK9UCJWB22y4DpYnrX1Vhmc7OI3II5RRa7e8mzWM26hJcI+CzLLogOtYnI5lhM+vvYSbVMnTg68JkfY6vBN9zzpF/d9ZUY87YPltXyGHaxOSHwXoqqrhORBUCBqj4+9CNOfqLCkxHx/a3Atqo6171+L7BEVc8UkT2AH2HhovMS/SI11IjIZKDJLbSC2amPYN7wWzAP+LVi7VUuA76uqqtEJM/dHEJ3/scKk4s1TD8RuwZ8iMlkXsIWsOuwbLc5wNkRw0Ms2eQNTbLMXrH+xDsBj6mVPZqHJSm0yIayKL8BJqjqL8VKXJyB9Yi9IqCv84J9up4HETkWM7BuwjLET8Pm8AbsmCpW1Rejt0sGvEHWDSIyCWtptJgN2prjxepnPQCcoqqvxjBCBJvbUJ5UIjIB87y8rKrPiTVK3wt4BvPGPIfrfRjHYQ47xLKMDsEMhpex1lJXqOqTIpKqGxpUC5bxFzE4vD7FISKzMAPiIcy7cxqmVfk/LCQyAktEeRQLT+6HeXZ/qqqfu32Eri6UC5MXqOq/XJi8KmBg7I9pe87C5m93LJS0h7pMN/e5pNaMinVk+RPW//C/IvJ3zCu2BDoVvn4F+E30eeneC5UR3xtEZJ6qfhhYbKZix8/VqvqWWIHwE7Hq+ncEtossCpJmTn3I0hFDJ3IUpv84GStV8TAwW6yZaxmWfvxt93ENbBdJ6w6FMRZj3iLFW0cA+4nVDrsYm6/nsbDlTZiQ1dNPgvMuIhNF5DwsK/UpzPjdFTgfOFMsq3InERkXOD7rxOGNsQ2olbFYCswHcrGCxGNV9SEsc2t7YCyme/wOtrDYP2KMuX1ostwABkovwuQnYO2N6rHFwni1FmcHRxljI5LRGAueh6r6GRZ+3E9EdrKX9OPI8RCYq8uxskhELZJCZcT3RDcSoXrMW/0j55GuU9U/BY0x6JR4lzRzGnqDLHBTCnq4FgEXACeq6tFYyvo3sfowv3UrnLeA3URky+A/PJn++QPFeVYiIYrJ7uVVWDjsLkwb8gMs8+xFLMvo18Chqvr00I84+QnqmsT6s43DNGE5wKeqegtmEB+M9Wt7AhOgj1TVpuhjNUzHayyiDNvI40ex7LctgJuBUhH5pjMYIl7HF7Amz+e7bRNaLDzYBI7D9e76uQ7LDNxWVS9xx9XVwAxV/RALj88BJrjtOnXZSNYFbOD6t7NY+ZMbgDzsuveuWGJD5LMR3eztav2Mg/vx52Hn55uzQR70CpYpGSy/cy9m6LdGbZfUOk0fsnSIyGxMCHg38BnW2uQLtTYdm2Hi0z0xDUSO+8yNwMXRF5fhSsBlfBlwk6q+7cK3f8NWwKuwtPWpWFLDqVgl/lxsbuep6n/jM/rkRqyzwSPq6hGJyA8wj8OzmI6iBctW+4uq/k+sQHG9qv4p2UNBm4oewmxHYBm/9wGF2HF8sDv+Z+mGgrCh9mz0MUw+UYdBwk4wBCZWuuKPmMfrcyzU/SGW3PEg1o+zmQ1GfMz9ePovERpOhNJDFsMa3xVb2VRihTF/ioUpNxORYrVWHf/GtCJ12Mn3NFb1PCzG2Aicmx0rXLi/e7wPcJ9axtm3sErveZgRtitmwD6rqs3eGOs7gWP1y1gWES4EuTVwoHvvMOyi/xFwuHvtL1h2H2qJE6E812PRizBbJBt1DFbEczGWVl8CFtYMGmJhuakOQpi8Npk9GGIZtkRCZ+7lWcCdamU9mrD6k59h94f/qbU/OivaGIvsZ2hGnngMpkRoaEY8NITqIh24iEbczIeJ9VBrA55W1T8C1wAZmBfsHVyNLFX9vaq+4rb9FNhTVS+Lw9cYcsRElBdjYVwwLdg6sVT2NOAgEbkHuB34h6q+joXN5gPnquoNcRj2sCCwErwS2EUsay0bWxj8FtgW+9+8hR2vLSKSoaplqloafcyHmT6E2YpdmO1t7BhOUdVzVXVJZF9hupkOdph8yL9AP4mcO+4+MTHiZRZraXSViBzqDK03ROQRrMzP55hR9hesWwOR42a4GQ/9wUuEuic0lfrFRJajgOdEZCrmbViDecYKgXoRKVLVL0SkAau6fz1O8+D2Eel5tXzov8HQ427+raq6XESqsCKFX8Ya/U7EPAgvYF6x07FY/yUi8lBYjNVNQbRLXkROxYqNrsbCw9/ALlavYKvG4zGP5TWq+mpwX8PtgjUQAguxvYFDxOoVfR8TDe+hqk9idZ8iWW8PAc9FwmxhCzH1Ikz+d+AAF8J9zc3rKap6wTAJk4/GpAB7YLXlzhMrNjoD0zY9LSLrsSSQOixZKdf9LFfVvwd3FqZjpysCod6gROh/WGHcb2Fe/ovYIBF6kQ0SoTlYceFhy7D2kInIdBH5pRNWfgT8VSwVeRbmFRurVnzvY/f8dBG5DhPzrlPValVdGWIvw67AD0RkIaYRqcfaUmRhjYC3Vqu5dh6Wyn4/8G+1jDRPH5HYhUjTscy+I1X1W9hNYhFWCb4S+Bd2PF+jqtVum9CvxCMMZpgtLDfUsIfJRWSUWwSd4166FSvsOwbTFa7EFqGVWFusN7B76QPAU6r6w4DhEfpz0UuEek9SnjC9QawC8k0xfsmTAAAPF0lEQVRY2nod5ukqB2ar6vNYVf3NRWSaWvr1NVgq7Yuq+g1VLY/sKywX4hjcDLyGeb9aMIFzAybeH4V5ZlDV24GLVPXLqnpPnMaa9AQ8ONuLyJ0ispe69lts0OxdhoWFX3BeyO+r6s9UtTpshkN3hDXMNhiENUzuomnjMC9MIbCDiMzHio2CVdJ/B8sir1PVrwHbu5DbEar6VbUWSR06xbAdO0G8RKjvDFuDDFvJnK5Wn6TGhRkPxForbKGqpcDjwO8B3EX4YVW9CcKXxh4LVV2vqg8Cr2Or39VYn7mXsZXxNBGJCJ1D396jP0SOM3czGCXWJ/FMzEDY1j3/A/ATd3OYDXwmIjOcF2dZQJcR2ot/BBE5SETGBW4CP8AEwqcBW2EenLRImA3zdpyiqhcAB6nqo/EaezyJ4cU4FTO6ImHyd7HIQT0WJt8d+AXwsapeFPHOQlIbIadjxlYmEFlY7oAZozsCU1X1CSxaUCgiT2Fz8r66ItcBQyzUtf2cROjL7vFUEbkRO/+exJwjEYnQWmyRH5EIXRzYR2RRtVxVm4f4K8SFYWmQichYLOPlABE5WESecB6ziZhr9GyxullPALVileU7EfYTKoiq/hlzL/8c+Ip7+TxMhPlJ3AY2DAgcZ5nu92Ss/ML1WOr8ZljT6vMxo0JVdTe1RuCRmjyaxDfBQSHsYbb+4sPknfgrZhycCbyKdRRZjzWPz8OqwQP8BpcRqKo/10ApjzDfN7xEaOAM2zpkYn3EdscuyG9iYbYTVXVPZ61PxdqdfBDHYSYN7iQ7HROUzw/zhWcgRDxZgd8HYcLy97EFQjUWRrtXVV8RkR9i9dtODgqlxbc7iolY66PbMeMrDTgCW3jOxPoGfoKF3HYFrg0aFGE2akVke2zBdbOqPiIi/8AE/beKyIHAZapa6D5b6GQew27e3GL+YswwewQzRl8G7sDCakeo6qeBz4e6TV4E5/D4FuaNvhY7927FjLAdxPp8/gNLmlnuQsO7AzmRqJRnGBtk0Tgv2NmqeoaITFLVqsB7w7bQ3GDiVs6NqtoW77EkI9HHmbv4X4l5HvZwP1dji4VtMAMiFcjWEPdJ7IoY8xnJRh2BdYf4BlZ1/xUs7Hs8dqPo8OyEEdnQ6FqwTPsfYfP2ECb1qMFCSzcAx2I32j2xWm1LIwsKGJ7HoViZn3sxzfGTqnqziOwLZKrqzfEdXWIiIpdg9dheC7yWhemOT1LVd0XkDGCOqh4bY3u/wGSYhiwjiEiKiIwXkUMwF/MIt6Krcu9H4v3eGOsFTovnjbF+oiYwzxCRo8TSvgswj9gJwKHAVWp1jd4HKoBpan3aQtknsSt8mG1g+DB596iVPTkbmIQZ8qjqv7wxFhsvERo8hr2HTER2w0JCf1HVl+I8HE+IiOHB2Q/YD+u/lo3VEjsdW4mfjnkhtsfacfkkiR7wYbbe4cPk/UMsYSlDVV+PnsN4jy3R8BKhwSEMBlmni4gPT3qGghjG2DQsDHShqt7obnptWJbfbEyMXgn8MRie9Bd/w4fZ+ocPkw8cfx72HS8R6h/DOmQJG1yhscIcHs9gIiJZIrI5dIQn54nI7SLyYyy771Is9RvMcDgQeElVL8dKtHxfVT8P+w0wFj7M1j98mHzghPm79wUvERo4w95D5vEMBS5raH9gIVbbbjxwOVbDqQgLEX0FeAzraDAe2An4kaquDuzHrx7xYbb+4sPknnjiJUIDY9h7yDyeoUCt39+rWEeDL2Pn1jisUe4hWEuV9Vhl6sMxjcWRQWPM7ccbY2ZUdHi1XJhtT8yr8wEWhhyNVdg/0HkUbwX+7LZZJ46QG2PTMAPsBVU9EWsXtSXmnf0Y68TxDeCvEWMsrIkOnkHjBVU9ImKMScjq+g2U0DQX93gGkxgenEXAD93b47HCiDXA71R1Gxe+PFVVLxORQ7FwW4MMjybMg0okzAbsixm57WwIs20PnKOqL4rIZsB0LMy2DGvtE9lHKFz/rrTAVFVdHAmTYxmCLwJ3sSFMfiNmiP0TOExVHxWRh9TV1Iocx2GZN8+mISgRUtV2v8DsG9569Xj6iDOiOjw47uUfYzWvLsTE+d/APDZLRORPmHB6ifvsjcBB7qIVemMsehXtwmyXAjsDf8TKD0zH9GMHArkichGwRlUvdMZY6HBh8q8DRzrtTjbwa6zifC1WS+t6YJ7TMZ6MeXAnAASMsRHeEPMMJt4Q6x/eIPN4eomI7A8dIbEUEfmeiOzq3l4GvKmq72NhtS2wlis/AR5W1d1V9RG3/aOqepy/aPkw20DwYXKPZ3jhQ5YeTy8Qq959lIi0AKXAccBY4BgROQIrYbG7iKzBMgAzgGK1ZsTPun2ESmDeFT7M1j98mNzjGd54D5nH0wvUqndfiemYbgE+UdXjsbDQt4E7AQXuwbwVZztjLLgPb4z5MFu/8GFyj2f44w0yj6f3/Ad4DjMQitxr1wE7AAWq+jfgBFU9MujFictIExQfZusbPkzu8YQHH7L0eHqJqraIyGPAdsAuIrK7qj4tIndi4UtU9TPolGUUGi9OLHyYrf/4MLnHEy58YViPpw+4jMDDgN9hXokDvdchNrGMKBG5FXgYeBcrWFqBeR7PBFZg7XsuVutN+U2s+Ov3wzrHrtDmKVhj9OtU9XIRORkYCTwO7IKFzEuB30Y8sx6PJ/nwHjKPpw84EfpzmM7p32E1FLpDRPZX1fsjYTbgKOAzVX2ODWG2JWLNm/fAMil/Amyuqr+I7EdVH8U0UmHmP1j3h2l0DpPfALyvqn8TkScjnlnwvRc9nmTFG2QeTx9R1ZWYkNoThQ+zDS4+TO7xhAcfsvR4+on3RMTGh9kGFx8m93jCgfeQeTz9xBtjXeLDbIOID5N7POHAe8g8Hs+gIyJzgd8As4EzXJjtAGC9qj4Y+NwIb2B4PB6PN8g8Hs8mwIfZNg3ek+jxDF+8QebxeDYJIpIPHImF2d6M93g8Ho8nkfEGmcfj8Xg8Hk+c8a2TPB7PJsW3j/J4PJ6e8R4yj8fj8Xg8njjjPWQej8fj8Xg8ccYbZB6Px+PxeDxxxhtkHo/H4/F4PHHGG2QezzBARNaLyNsi8p6I3C0i4/u4/an92OYREcmI8frvROS0vuwrsO10EflO4Pm2InKFezxGRP7tvuehInKdiMzvx99YKCJ7BZ5/S0R+2Z/x9uFvniwiH4rIbZvy7wwWInKTiBzcz207za/H4+kd3iDzeIYHTaq6UFU3A1qBE3u7oYiMBE4F+mSQqepeqlrdt2H2yHSgwyBT1TdU9WT3dCtglPued6rq8ar6QT/+xkKgw2BQ1QdV9YKBDLoX/AjYS1WP6OoDIjJcWtl1ml+Px9M7vEHm8Qw/XsAaeyMi94vImyLyvoicEPmAiNSLyDki8ipwFjAVeEZEnhGR40Tkz4HPfl9ELo3+IyKyVESy3eOzRORjEfk3MCfwmZki8pgbwwuupVLEA3OFiLwsIp8FvDEXALs4L9hPRWQ3EXlIRCYDtwIL3XszReRZEdnW7W9PEXlLRN4Rkafca9u7/f/X/Z4jIqOBc4BDA562Y0TkKrdNkYg8JSLvut+FPYw3ek5+5ryU74nIqe61a4Bi4EER+WnU549xHs1/AU+4134hIq+7MfzevTZBRB523+89ETk08D+4UERecz+R/3ufvocYV4nIByLyMDA5MMZtROQ59z98XETy3OvPBv72EhHZJdb8xponj8cTA1X1P/7H/yT5D1DvfqcADwA/dM8z3e9xwHtAlnuuwCGB7ZcC2e7xBOBTzBsF8DKweYy/uRTIBrYBFmMetjTgf8Bp7jNPASXu8Q7A0+7xTcDd2KJwPvA/9/puwEOBv9HxPMZ7zwLbAjnAcmBG1HdOA1Lc468B97rHxwBXBfbT8Rz4F3C0e3wscH93442aj8g8TABSgfeBraLnN2qbY4AVgTF/HbgWEPe3HgK+DBwE/F9gu/TAfs9yj78bmKs+fQ/gQOBJYCRmnFcDBwOj3P8/x33uUOCGwPxf4h7vhXVk2Gh+/Y//8T+9+xkuLnKPJ+yME5G33eMXgOvd45PFmnoDTANKgApgPXBvrB2paoOIPA3sIyIfYobZ4m7+9i7AP1W1EUBEHnS/U4GdgLtlQ23YMYHt7lfrb/mBiEzp/VfdiB2B51X1czf+Svd6OnCziJRgBuioXuxrEWacAPwduKgP4/0SNg8NACJyHzY3/+3hbz4ZGPPX3U9km1Tsf/YCcLGIXIgZXS8Etr898Dvi2ezr9/gycLuqrgdWuf8/mLdzM+BJ9z8cCawO7Os+9/tNLNzs8Xj6iTfIPJ7hQZOqLgy+ICK7YZ6hRaraKCLPAmPd283u5tsV1wG/Aj4CbuzF349VYXoEUB09rgAtweH24m90hXTx988FnlHVA0RkOubR6SvB/fY03v5+h4aofZyvqn/baOci22CeqPNF5AlVPSfGGLuq9N2b7xFrWwHeV9VFXew3sq/1+PuJxzMgvIbM4xm+pANVzhibi3mSuqIOmBh5oqqvYh6177DBA9MVzwMHiMg4EZkI7Ov2UQt8LiLfhg6d0pY97KvTOHrJf4BdRWSG+zuZ7vV0YKV7fEwv/8bLwGHu8RHAi30Yx/PA/iIyXkQmAAdgnq2+8DhwrPMuIiL5IjJZRKYCjap6K3AxsHVgm0MDv//Tz+/xPHCYiIx0GrGvuNc/BnJEZJEbzygRWdDDvvrzP/R4Qo83yDye4ctjQIqIvIt5i17p5rPXAo+KyDOB1+4CXlLVqu7+iKq+BdwJvI2FQYNGyBHAcSLyDqap2q+HMb8LrHPi9Z/28NnI3y8HTgDuc3/nTvfWRZg36SUs1BbhGWB+F6Lzk4HvuTk7CjilN2Nw43gL02i9BrwKXKeqPYUro/fxBPAP4D8ishi4BzNuNgdec2Hps4A/BDYbI5accQoQmbO+fo9/Ap9gGri/As+58bRiWrIL3dy+jYWhu6PT/IqVLrmu52/v8YQb38vS4/HEREQeAv6sqk/Feyye2IjIUmBbVV0b77F4PJ6B4T1kHo+nEyKSISJLMF2aN8Y8Ho9nCPAeMo/H4/F4PJ444z1kHo/H4/F4PHHGG2Qej8fj8Xg8ccYbZB6Px+PxeDxxxhtkHo/H4/F4PHHGG2Qej8fj8Xg8ccYbZB6Px+PxeDxx5v8BNM47+6NYPewAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import statsmodels.api as sm\n", "\n", "\n", "# Necessary to make horizontal axis labels fit\n", "plt.rcParams['figure.subplot.bottom'] = 0.23\n", "\n", "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]\n", "\n", "# Group age by party ID.\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LQRAEQRCEk3FKUj9BEARBEMTEQoKMIAiCIAhixJAgIwiCIAiCGDEkyAiCIAiCIEYMCTKCIAiCIIgRQ4KMIAiCIAhixJAgIwiCIAiCGDEkyAiCIAiCIEYMCTKCIAiCIIgRQ4KMIAiCIAhixNg2OmmSKZVK+P73v496vQ5JkvD85z8fHg9pX2I4LC0tYWVlBQBw2WWXIRAIjNgigiAI4iBIkNnA1tYWbr/765i/+AJs/+gUnvnMZ8Lv94/aLGJCuPu7/4XHktsoprPw+/14znOeM2qTCIIgiAMgt40NFAoF+Gen8cznXwHN60WhUBi1ScQEUSqVcOHTnoKZo0dQqVRGbQ5BEATRAyTIbKBYLEJUZACAqMgoFosjtoiYJEqVMkRJgiAJKJfLozaHIAiC6AESZDZQKBTAJAkAIMgS8vn8iC0iJoliqQRRluARRRRL9DBAEAThBkiQ2UAml4Wkmh4yQZEoZEkMlVKpDEmSIEoSSuQhIwiCcAUkyGwgnc1C0VQAgKDKyOVyI7aImCRK5RJESYIkSyiUSqM2hyAIgugBEmQ2kMllIasKAEBSFWRz2RFbREwS5XIZgiRClEQUiuSdJQiCcAPU9sIG0pkMfBfOAwAUVUUqS4KMGA6ccxRLRYiNkGWxlBq1ScQEkUgkdqVozMzMQFGUEVpEEO6BBJkNZHI5zOkaAEDVNaQj0RFbREwK1WoV8HggCAJESUK+TCFLYnh85JOfQE0VAcZQyOXwqhe9FC976ctGbRZBuAISZDaQyWagtAiyaDYzYouISaEZrgQAUZZQpBwyYkjUajWkCzn81JveCMYYTv7wYaQpOkAQPUM5ZBZTrVZRLJcgN9z0iqYhlSFBRgwHU5CZLVckSUKxSIKMGA7FYhGiLIExBgCQVRW5PBU0EUSvkIfMYnK5HCRN3bkoaYaOTDYLzvnOawRhF6VSqcVDJqNYpj5kxHAwBZm887usKsjkEyO0iJgkOOe7JpN4PB6IorskjrusdQHZbBZyo+UFAAiiCAgeFItFaJo2QsuISaBUMlteAOQhI4ZLoVCApJ5N4FdUBVHykBFD4p+/+lV8/Z5vQxAEAIAqiPi9938AUuN66AZIkFlMLpeDqO2uKpI0BdlslgQZYTvlchmelhyySrWCer0Oj4eyEwh7KRQKEJSzNz9ZVZGlKSXEkNiOhvH0n3ohznnSBQCAu2+5Hel0GjMzM6M1rA/oKm0xmUwGUouHDABkXUOWkluJIVAqlXYEGWMMgijSPEtiKBQKhZ38RcAMWdLYOGJYJFJJaF5j53dF15BxWf42CTKLSaXTENo8ZKKquO7EINxJaw4ZYM5SLVGlJTEECoUChJaQpawoKJZLqNfrI7SKmBQS6RQ046wgE3UV6XR6hBb1Dwkyi0mmU9AMfddroq657sQg3EmpVNoZbA8AgkSCjBgO2VwOgnz23GOMQZBEFItUWELYS6VSQaFYhKqfTQuSDA2plLsaY1MOmcXEU0lo50ztek0xVCTT7joxCHfy1X/5F3z+i19AdHMbxy+6EM++4nISZMRQyOZykFV512uioqBQKEDX9S7vIojBSafTkHRtVycDxdARTyZHaFX/kIfMYsw49u6Lj2YYiKfcdWIQ7uPWW2/Fn3/+83jN296MLz9xL6478V58+2tfx5e//OVRm0ZMANl8DrK6O39WojwyYgikUikobfddw+9FNBkfkUWHgwSZxcRTSWhe767XdK/hOqVOuI8PfehDuO6d78DTLn82REnCpVddiVe+6Rfw6U9/etSmERNANp+Dou7OnxUUaddsS4Kwg1QqBcnY3cVA93kRTbhLkFHI8hAc2OD1tz/Y8eVf+5Xru76Fcz6ISQSBxx57DOddeAFKLXk8Fzz1KfibT3xmdEYRE0Mml8WMet6u1wSZBBlhP4lkco8g8/p9eCzhrsbE5CE7BJzzjj+JRAK//nsfwJ3LD+LO5QcBAHcuP4h/XLwf737fjajX613fSxCD8rSnPQ2PPPwwJOWsl2JteRXnn3/+CK0iJoVsPg+lreWPSCFLYghE4lEYft+u12RVRaFSclUOLQkyC0mlUpCNvc1fBVGEIInUi4ywlfe///346y98EYsPP4pqpYKH7rkXd/zFX+ENv/iLozaNmADy+Tzk9pClLCFHgoywmUg8vkeQMcager1IuihdiASZhTQrPTohe6n1BWEvb3jDG/DSn74at3700/i5H7sSnz3xYbzija/Hc5/3vFGbRow59XodhXIJsrJbkMmqggw9iBI2E4nH9ggyAFB8BhIuCltSDpmFJDvEsZvIhoFUKoVzzjlnyFa5j3Q6jW/8x3+gzut41jOeiYsuumjUJrmGi572FLzu/e/e6YV35kePI5+nHB7CXgqFAkRZ2pNfq2gqMjESZL1QrVZx179+DeXGgGxZknDNT7/CdQOyh02tVkMynYLu8+5ZJnl18pBNKrFEAprP6LhM8rqvSd2o2NjYwH8+9iDuDy3jgYcfGrU5roFzjkKhCFk52wtKVhTkChQyIuwln8/vGizeRFZVZHI0YLwXkskkvnHfd7EiFLEiFPGN+77rKjExKtLpNERN3Rkq3ormMxCJRUdg1eEgQWYhkUQMunevSgcA1dARjceGbJE7KZVK8M9O4diF56FQJO9Or1SrVdTBIbQ8UUuKTIKMsJ1CoQBRkfe8rmgqsnkSZL2Qz+ehB3y4+NKn4+JLnw494EOOxOyBJBIJqF0cId6AH2EX3XdJkFlINLE3sbCJEfAh4rKeKKOiWCxCkCVIioIclcz3TLFYhNjS8gIwPWR5OoaEzeTzeYhKBw+ZoiBLoqIncrkcxBYvI1Wo9kYikYDSRZAZAT9CkciQLTo8JMgsgnOOaIdKjyaG34eIi5T6KCkUCmCS2BATdEHqFdNLsTepmqrcCLvJ5/MQ1U4eMo3Ovx7J5XIQWryMoqqQh6wHorEY5H08ZNFE3DWtpShb0CIKhQJq4HvKvpsYfh9icfKQ9UKukIeiKJAVGfkCDSbulWKxCFEhDxlhHwc2xe7CR3//D7suc8vN0m4ymQxE7ez9Q1AVpDOZEVrkDrajYXhnOztCJFkCFzzIZrPw+Tqv4yRIkFnEfnFswLwxlmtVFAoFaFrnSkzCJFfIQ1JlSIqCfJGernulUCjgsYcewd985vNYX1zC8YsuxOve9TaUKxXUarWOSa8E0Q/dxNPX/vVf8WBmC5dc8RwAwKsueNZOc+y7/+rL+O13/zoCgcDQ7HQjqUwGakvbJFVXSZD1QCgWxfyTn951uRbwIh6Pu0KQUcjSIpLJZNc4NtBoUuf3uqonyqjIFQqQ1YaHLF+gJ+geuf322/Gtr3wN1514785w8Vs+8kmcPnmKxtcQtpLOZaB0edCkXKjeSGRSuwWZoSORocr8/eCcIxKNwhvsLvZlr+6a+y4JMouIx+OQfPq+68hedzWpGxXZfA6yopjVgh6GSqMvD7E/n/vc5/Cat70Zl1515c5w8RtuOoH7/useEmSErWRyOSiq2nGZqJAg64VkKgXNOPtQr+k6ktQqaV8KhQIqvNb13AMAyWsg6pLWFxSytIjtaAR6l4T+JrJPR5zyyA4km8sj2PiCiYqMQqEAWd6bMEzsZmVlBU9+5tN2vXbJFZchFo7QDZGwlUw2C792pOMyQZHo/OuBZCaNBePsQ73mNbCSoekuTfbLX/z47334UNt0WvSFBJlFbEfD8D31vH3X0QM+bEXCQ7LIvRSKhZ3mpk1BRvknB3PO8XOwubSCZ73guTuvPXrfA5g9skAeMsJW0tks5rTOXgqBQpYHwjlHOpPembABAKquIZ1Jg3N+6GKKcaKTeHr44Yfx5Xu+ictf8ZM7r7XmLwJAZGMLqR+ewq/9yvVDsXMQKGRpEeFoFN6Af991fMEAtqMkyA4im8tB0XZ7yIiDueZnfxZf+uTn8dA99+4MF7/5xhN48StfQeXzhK1kc1koXeb4ioqETJaS0/ejUCiAezwQpbNV0qIkAYKHrn/7EIvHIR+QKmQE/AjF3NGLjDxkFlCpVJDOZrr2IGviCwawEnVHLHtUVCoV1Hh9p9u8IJMg65WnP+uZqM/58NkTH96psrz2PTdganaaBBlhG7VareNg8SaqriFNA8b3JZPJQDH2CgtZ15HJZKDr+4uOSSUcOzhVSDN0FEollEolKF3OUadAgswCYrEYVL/3QLey7vMik8+54sQYFe1DikVFIkHWI9lsFj/xylfgVW99467XH7v/h0iTh4KwiVwuB0mRu17/FF1DKkTn335kMhlI+t6Qr2xoSKfTWFhYGIFVzicUi8J7QKoQYwyqz4tkMun440ghSwuIRqNQAwf3OGGMQQv4EItRx/5umEOKz16YPIpE3p0eSeeyu8rmm6gaeSgI+8jlcpC7hCuBxvlH/bT2JZ1OdxRkkq4inabE/m5EY7EDU4UAQPEZriioI0FmAeFIBEqg81DxdhS/F1EKW3alUCjsGsEiqQpyNJz4QOr1OvKFAuQO5d+KriFFHjLCJtpnMLajGjpSJMj2JZFMQuwgakVdQzKVHIFFzqdWqyGZSUPzdu//2UT0aq5oOUWCzAI2Q9v7NqZrRQ34EKJKy64UCgUILS0uFFVFhgTZgeTzeYiyDI9n71e6Wa1FEHZgCrLubWlMDy0Jsv2IJePQOzQW130Gognne3ZGQSqVgqSpPU0g0XxeRMlDNhmsbW8iMDvd07r+mSDWtjZttsi9tA8pVlQVGQpZHkg2m+0Y8gAAVdfJQ0bYRjqdhtil5QUASIqMcrVCDZ73IZpIQPftjbLoPi+iLvDsjIJEIrHvdJxWvH4fwnHnR6ZIkA1IvV5HKBqBfyrY0/r+6SlsbG/bbJV7yefzEFoGZMuqgiwJsgPJZrOQutwUVV1DNpdDvV4fslXEJJDKpCF3eRgAzNxZWVORobBlV2KJBLwdqgUNnxcxEmQdSSaTkIze5kIbfh8icefnbpMgG5B4PA5J13b1j9kP31QQ0WSMnha7kMllIbXkoyiaikyOEtIPIpvNQtQ65/F4PB6IskzNOQlbSKSSu0b+dEI2NGSpsKQjnHPEk3Fo3s4eskQq4biO8k4gkUxA7iF/DAB0vylsnX4cSZANyPb2NrSp3rvIC4IA1e9DJOKORnXDJpPL7epnJKsqspRDdiBm2Kh7YrWkk4eCsIdEW4f5TogqnX/dyOVyYKIISd77UC9KEpgokpjtQCSe6Jh31wlZUVCt11AsFm22ajCoD9mAbG5vQZs6uOy2FXXKj1AohGPHjtlklbM5zBiQmz7wu/sud/qTj90kUimo+9wUZUNDJpPB0aNHh2gVMQkkkknMdsh/akUyqH0DsP+176Mf/FDfyyb5uhdNxmAc3b8HWRPGGBSvjlQqBU3rLcw5CshDNiCrmxsIzPWW0N9Enw5gY4IT+znnXX/+5FM348//62s7s8juXH4Qv/pb7zVHi+zzvkknnk7uW/4tUQ4PYQOccyTTqQM9ZLJB7RuAzte+hx9+GB/404/izuUHd34A7Pz/A5/5GB566CG67rURTySgdwjzdkMydMc/FJAgG5Dl9TVMzc329Z7p+TmcWV+1ySJ3k83nd+ZYNhFpOPGBxJOJffN4BE1FMpUaokXEJFAoFADBc2AOre71UvuGLsTjcUj7zGOUfbormpoOk+aDgN5jDhngjia7JMgGIJvNIlcqHDjDsp2puRmsbmxM/BNOJ3KFHOS2JpMSDRg/kERq/4uT7jMQS9JFnbCWZDIJpYebouHzIpYkD1knQrHovvMYdb8PoZjzWzYMk3w+39ODQCuSC5rsUg7ZAGxubsKYmeo7J0rRNEASEIvFMDvbn3dtnOGcd+w2Tx6y/anVasjksvuGLHWfF7HT1G6lG+FwGF/9t6+h3uUh6Sdf8CI86UlPGrJVzieVSkE+IFwJmOffGfKQdSQUjcD31HO7LvcG/Ag/vjZEi5xPJpOB3OfAdc2rI+5wQUYesgFY31iHNttb/7F29NkpbG5Obh5ZJ4rFIjyiuKfbvCDTgPH9yGQyEFUFHo8Hd99xF66/+rV4zZMuw/VXvxZ333EXAED3GojTDbEry8vLeCKxjfKx4J6f5XIKP3rs0VGb6EhSqRREo3sPsiaa10A6l0GtVhuCVVGTcCYAACAASURBVO4iHIvuO4/RG/AjFKWq/Fa6DWPfD83QkXB42gZ5yAbg9OoKpo7PHeq9xtwUlldXcemll1pslXspFAoQlb0jWDwUstyXVCoFxavj7jvuwi0fuRk33HQCl1xxGR697wHcfOMJAMBVr3gZ4skkOOeHqnIdd2LxGKaOzuP4RRfuWcbBEd50flPJURCORqEdUGEJmL3wZN2scpue7q8IapypVCpIZdIdu/Q30X1epLMZVCoVSH2E6MaZ/foudkPzGtjOnLbJImsgD9kh4Zzj9OoyZo4sHOr9s0cWsLiyZLFV7qZQKEDqIMgEWaKQ5T6kUilIuobbPvU53HDTCVx61ZUQJQmXXnUlbrjpBG771OcgKTJqjJOw7UIoHuuaC2r4fYi6oMv3KAjH9/futKL6vJSc3kZz/E+nGbRNPB4PFJ/hiuHYwyKTyfQtyFRdRzLtbA8ZCbJDkkgkUAHvq8qjlan5OaxtbaJarVpsmXsxB4vvfQKUVYXmWe5DIpGA7NOxvriES664bNeyS664DOuLpvBXfV4kKbG6I9F4rKuwMMeuxKkIpwPhaARGj4JM9ukkKtqIx+NQevAwqn4fYjF6KGiSzmbMXOw+UDQVuXze0d9jEmSHZHV1Fd75mUO/X5IlyEEv5ZG1UCwWIXTwkMmKjFyBPGTdiCbi0LwGjl90IR6974Fdyx6974GdMJzs1UmQdSGyj4dMUVVUeZ28i23U63VE9hGy7Sh+A2HKhdpFJBKBEjhYkMl+A9EoVVo2SWUyUPT+BJkgCBAk0dHfYxJkh+T08hJ8C4cXZABgzM9gZZX6kTUpFAq7Bos3ofFJ+xOKRWEE/Hjdu96Om288gYfuuRfVSgUP3XMvbr7xBF73rrcDACQveSg6USqVUKyU933iVn0Gidk20uk0PIrcceRPJ/zBILYiYZutchdbkTCM4MGC1gj6sRmmKukmqWwGap+CDDAbZDt5DBUl9R+SJ5ZO49gLnj3QNqaPzOHU0mm86IUvtMgqd5PP5zuGLBVVQZpyyLoSjcfwZP9T8OJXXwMA+OyJD2N9cQnHL7oQ177nhp3XVa+BKOXw7CGRSED1evctdpC9Zg7PpI4760QsFoMa6L0Ho28qgKUHnrDRIvexGdqG75kHt1PxTwWx+eDiECxyB5lcFke0/qosAUBSFEd7yEiQHYJ8Po9wPIan99mhv525c47hv793F1W+NcgX8h2rLCVFRp5Clh2p1+uIJZO4tBFue/Grr9kRYO14A36EVilk1E4zsXo/JK9G3sU2IpHIgcetFW/Aj1gyjlqtBkEQbLTMHXDOsRUJ4fKZHz9wXf90EE+EQ3SvaJDN5SAr/SX1A4CgyI4uEKOQ5SFYWVmB78jsvpUxvaB7DdQlAeEwufEBIFsodPySyYqCfLE4AoucTzqdhqjKEMSDn628AaoW7EQ8Hofo3T/8ofu9CFO39F1shULQp3rLHwMAQRQhGRpVWjbI5XIo16o9Jaeruo4K6shRcRMAIJfPQ1H795AJirN7WpIgOwSnTp+Gd8GaDvvGwgyWlqj9BQBk8znIHT1kCnKUQ9aRRCIBtYcqLcD0UETiMUdXGY2CaDx+YC8tb8BPgqyNtdAmAjP99RTTgn56AG0QiUSgBwM9e7y0gB+RCHm4q9UqKtUqxB5zF1sRFBlFBz/ckyA7BI+dPon549bkkkwfO4LHFk9asi2302lsEgCIkohavU4tQjrQbHnRC6IkgUkiMpmMzVa5i1AscmCloCnIyLvYhHOOzdA2/NNTfb1PCXgRIkEGoBHyneo9B08N+kiQwSzCERXpUKFbQZYc/XBPgqxPcrkctmJRTC8crkN/OwvnnoPHTp9CvV63ZHtuplDs3BiWMQZRkVEqlUZglbOJxmOQ++iFp/q9lAvVRiQWhfeA5HTD70M8laDvaYNsNotStQqthzmWrQRmp7G6uW6TVe5iY2sLeg8Vlk30KT82trZstMgdFIvFjveJXpAVGbk8hSzHhqWlJUvyx5roXgNQJGzRF830kHVJ1BRlydGu5lERioTh7eOiLvsMyuFpgXOOaCJ+oIdMEEUIikzexQahUAj6TLBvL0Vwdgar1HsRALC6vYHAbO8h38DsNFa3N2y0yB0Ui0UIhxwhJcnO7mk5EkHGGPs1xtiPGGOPMMZuZYypjLELGWPfZ4ydYoz9PWPscBLYZh5fPAn/0XlLt+k9OofTZ85Yuk03ki8WuvY0EiQSZJ0IxaLw9SPIvAZilNi/QyaTAZNEiD1c4Gn0z1m2t7eh9pHQ38Q3FUQslUC5XLbBKvfAOcfG1haCfeTgBWemsbG1NfE5oKVSqWN7pF6QZBnFsnMjLUMXZIyxcwC8G8DlnPNnABAA/AKAmwB8lHN+MYAEgF8etm0HwTnHIycfx9Hzj1u63blzz8GPTj5u6TbdBucc+UIRUhcPmSA7OxlzFHDOEY72PksQALxBP7YpD2WHRCIB1d9bUQSN/jnLysY6/DP95Y8B5lxGLehHKBSywSr3kE6nUfOY1ZO9ouo6ah7zvZNMuVyGp4eq8k6IioR8kUKW7YgANMaYCEAHsAXgpQC+3Fj+RQCvGZFtXYnH48iUin0nsh7EwvFjOLW8hEqlYul23USlUgHzsK79iQRZJEHWRqFQQLle61gI0Q1vwI/tKCVVN0kkEpC9vd0UJUNHPEEeMgBYXl/F1Pzh8mi1mcDEj4wLhULQpgJ9v0+dCmB7e7I79pdKJXikw/WxkyQJBQffR4YuyDjnGwA+AmAVphBLAbgfQJJz3iyjWwdwTqf3M8auY4z9gDH2g2FXnCwuLsJ3bN7yxnySIkOdCWBlZcXS7boJMy+g+1OPQDlkezC9O0Zf56Mv6EeEqgV3iMXjkHoUZN6ADyGaJ4hSqYRwIo7AITxkAOCbncbKxmQn9m9tb0Ob7j/kq037sTXhgqxcLsOzz71iP0RJcnS4fBQhyykArwZwIYBjAAwAnVqLdwyUc84/yzm/nHN++dycNZWOvfKjk49j5vhRW7btPzaPJ05NbvsLs3Kme+dlDwmyPcTjcSg99iBromgaStWKo5sjDpNwbPdw7LvvuAvXX/1avOZJl+H6q1+Lu++4a2cZ9SIz2d7ehjblP3Rh0/T8LJbWJvfhEwBWN9bgn+1/FnJgdgYrG2s2WOQeBgpZShJKJMh28XIAS5zzCOe8AuB2AFcBCDZCmABwHICjfNq1Wg2PLp6yPH+syZHzj+PBxx+1ZdtuoFQqdRws3kSQJRQcHPsfBbF4vOceZE0YY9T6ooVwPAKjMXbq7jvuwi0fuRnXnXgvvvzEvbjuxHtxy0du3hFlRsCPcJwE2fr6OvTZw6dtBGdnsBUJO9pTYTdL6+uYmutfkE3NzWBlY7IrLcvlMphwOOkiypKj2yeNQpCtAngeY0xnZqzlZQAeBfAfAH6usc5bANwxAtu6srq6CtGv9zTm4jBML8wjkkwglUrZsn2nc1Aps6zIyOacW648CsKxCIw+EvqbNAdlE2aX/qaH7LZPfQ433HQCl151JURJwqVXXYkbbjqB2z71OQCAZujIFQoTLSQA4MzqCoLzh59UIogitAnOhSqVSoilEvBNBft+r28qiHg6OdHRgmKpeKgu/QAgiiLKDs7VHkUO2fdhJu//N4CHGzZ8FsCNAP4PY2wRwAyAPx+2bftx8tRJBM5ZsG37jDH4z1nAqVOnbNuHkykUCvuWMkuK4uj+MaNgOxqBcUBD007Ifh0xyiNDtVpFOpeB1misu764hEuuuGzXOpdccRnWF83RZowxqD4DyWRy6LY6idNry5g5MljrH20miLW1yQy9bW9vQ58OHCrk6/F4oE9PrpgFgFK5AvGQIUuPIKBWrzm2wfPh/qoB4Zz/DoDfaXv5DIArR2BOTzz4+KNYuOLptu5j5tyj+NETj+Hyyy+3dT9OpFgswrOPIJMVGbnCZJd7txOJxXCJ/5l9v0/3+ygXCkAqlYKs6zs3xuMXXYhbP/4ZfP/f/gPri0s4ftGFeO7VP4njF1248x7Fawqy+XlrexG6hWw2i1QueyjvTivBhVmcWV3BC17wAosscw+bm5vQpg9//NRps0r1ggsusM4oF1GqlCCoh5MujDEIoohKpQJln5zlUUGd+nsgk8lgKxYZ+KnwII6cfy5+dOokarWarftxIqaHrPuXTFYU5CkRfYdqtYpUNg29z6R+wBwDFKbmsEgkElBaxk4943lX4PY//QJe/rrX4O8euQcvf91rcPuffgHPeN4VO+tIhjbRHrL19XUYczMDV5rPHjuCxZUli6xyF0tra/DP9TeUvRX/7DSW1yfTuwgApXIZ4iGrLAHAIwqOTTsgQdYDp0+fhu/ovGXjkrqhGTqYV8X6+uSVhGfzOUhq9ycWWVWQdfBQ2GHT7t3pB2/Ajwh5yJBMJiF7z+aEPvK9+/Dad/4v/Ptt/4RfeMZV+Pfb/gmvfef/wiPfu29nHcU/2ZMOVlZXYQyQ0N/EG/AjXchPZJPTpbVlTB+yhxtg5htPcpVqsVTqabJGNzwND5kTGUnI0m088vjjmD7XnnYX7fiPzePkqVM4//zzh7I/p5DN5yDvK8hUyiED9ngm/vi3PnjobZ248X0AMLGjWGKJ3T3I1heX8LGv/m+86T3X77xWrVTwD58+m87q9fsQikyuIDu5fAYzTz134O0wxuCdn8H6+jouueQSCyxzB80ebk8/ZA83AAjMTOH+RBylUsmRYTe7KVXKUAfwkAkkyNxLvV7HI6cew2X/86eHsr+F847joR8+ip96+cuHsj+nkM3noQS751XIqoJcvgDOueWNed1EUzzdf//9+MoPv4vnvPwnOq73qguehTuXH+y6nW998TZ84Fffg0Cg/27h40IkFoMROBvyPX7RhXj0vgdw6VVnU1kfve+BXTlkus+H6BOTGS6q1WpYXl/FC15iTY6rd2EGSyvLEyXItra2oE8Huk4k6QWPxwNjJoitra2JzCMrl8vwioN4yATHCjIKWR7A1tYW6pJwqFydwzB77AjWw9vI5yfLG5TJZqFo3UcACYIAj+BxdA+ZYZJIJiC35D/1i+zVJ7bFSpNoIr7TgwwAXveut+PmG0/goXvuRbVSwUP33IubbzyB173r7TvrGH4fohM6Pml7exuiV4ekyJZsb/boAp44c9qSbbmFjY0NaBaEfNWZ4ESmtgBmlaVwyCpLwNmCjDxkB3Bq8RR8Nra7aEcQBBgLMzhz5gye8YxnDG2/oyaTy2FuH0EGAKKqIJ/PQ+1jduO4Eo7FofsGEGQGCbJoIo4j/mfv/P7iV5sDQz574sM7VZbXvueGndcBQNU15ItFlMtlyLI1wsQtrKyswBggGb2d6YU5PLJ1NyqVCqQBcoLcxJnV5YF6uDUJzs/izOoyXogXWmCVuyiVS5AO2YcMMHPInJrUT4LsAB45+QTmLz421H0Gz1nA44snJ0qQZXP7e8gAQGoIsulp624KbiWeSkA/evhcHnHCqwVrtRoyuexOD7ImL371NbsEWDuMMSgN7+KwR7eNmlPLZxA8al2luShJUKf92NjYmJjQ2+m1FVz81MFbfcwszOHkD79jgUXuo1wpj62HjEKW+1Aul3FmdQVz5wxXkB057zgeOfn4xCRb12o15EtFyAd4vkRVQS5HlZYAEE8moQ8QslQNHYkJ9pCl02lImnqoKlXFMCauOpBzjpNLZzB37Iil29XnZrCyumrpNp1KLpdDMjt4DzfA7NifymeRzWYtsMxdlErlAassqe2FK1ldXYU6ExjIPXoY/NNTSBcLEzPeJpczKywPStaXNGUiL0DtcM6RTKegeQ+f16h7dcRSk3F+dSKVSkEx+psD2kQy1IkL9yYSCRRqlV05d1Ywc2weT5xZtHSbTmVjYwPe2SlLipIYYzBmp7G56aiRz7ZTr9dRqVYG60Pm4HmWJMj24fSZM/AdHX5YgjEG39E5LC8vD33foyCbzUI6IFwJAIIqI5PJDMEiZ1MqlVAHH+hBQfN6EU9OtiCTjMPNpZUMHYkJO3Zra2vwLcxaXuE8e/QIFpeXJiIasLa+Bm12cO9YE2NuCitrk+FdbFIulyFI4kDnIRMFEmRu5NHFk5g7Zzj9x9qZOraAxxcn48kxm81C7EGQKbqG5ISFijqRzWYh6YMVNmiGjvQEextTqRRE43DHUPcZE1dpubh0Br6FGcu3qxk6uCIiHA5bvm2nsbiyjOkF63LwphbmcWZ1shrElkqlgfLHAECSJRSKzpz6QoKsC6VSCStbG5g9OrwKy1bmjx/Do4tPTMSTYzqdhtyDwNB93okOszXJZrOQtcN5d5oomoZ0Jj0R51cn4snknoT+XtF9XkQnJJ2gyRNnTtv2cGrMTWNlZbyFBeccS2urmLZw/N7MkXmcWVuZqO9wqVSCMGB1syTLyBeLFllkLSTIurC+vg59JjiwGj8s3oAf+Wp5IirhUuk0RP1ggaF7DSRS4388DiKbzUJUB70oSagDjnXd2000GYd+yBy8STsPC4UCwskYgrPWe8gAIHh0HqeWxnuuZSKRQIXxgQpx2tEMHVUPQzw+Od7aYrG478zjXpAV2bFTX0iQdWFldQXG/OjaKzRHi6ytjX9X8FgyDs17cIK15vUiPkE3wm7k83kI+4yZ6hVJUyeuAXGTWDIB7ZB93HSvF4lUamI8E2trazBmp22b5Tt7dAGnVsa7QezGxga8FvZwa+KdnZqoxP5isQhxUA+ZoiBXoJClq3jizGnMjChc2cS3MIvTY/7kCACReLyn6i3N0JHL51GtVodglXPJ5/PwKINX/kqKjIJDL0x2k0glD+0hkxQZNV6fGO/issUNYdvxT08hlcuNdSuRlbVV6BZ06G9Hn7DE/kKhAGHArgeKqiCXd2b7JBJkHeCc4/Tqysjyx5rMHVvAyZUzI7VhGETjsZ4EGWOMOswDSGezlgwVFhR5Ij1k1WoV+UIBag9h8m7IhjbWAqKVk8tnMHuOtf3HWmkdND6uLK4uY/qI9RX7MwvzOLU8/g/tTQqFAjwDju6SVRVZh173SJB1IBaLAbIIZcDE6UEJzs5gOxx2bFdhK6jX60ikUzB6nBWqeI2J6c/WjVyhANmCkKUgSxPpIctkMpB1baDSeVnXJ6IFS61Ww9LaCmYsrA7shDE/jaWVZVv3MSrq9TpWN9YxM2/9MZyen8Pa1gZqtZrl23YiuXx+YA+Z3Jj44kRIkHVgY2MDhg3u5X4RRBFy0Ivt7e1Rm2Ib6XQagiL3XDwh+/SJF2SFUgGyFR4yWXJsx2o7yWQyA7cNEXVlIjxkoVAIgqFZ8gCwH7NHF3ByaTyjAZFIBKKhWTaUvRVJkSEaOiKRiOXbdiKZbBbqgN9dWVFQKJccKWJJkHVgdX0NuoUN/AbBmJnCxsbGqM2wjXg8DtXfey6P4jcQjk7GxacbhWIRogU5ZB5JnJg8qFYymQykAb3fkq5OhCBbW1uDPmf/w+n0wjxWtzbGMj90Y2MD2ox99xN9Njgxif3JbHqgVAPADJFLDk3XIEHWgZXNDUzNzY7aDACAdyaI9a3x/bLF43EofVS7+YIBbEXGv4nkfhSKBUgDzHJrIkgiCg7tx2MnmUwG4oBP2YquTcQs0DOrKwgu2D+tRJIlKP7xjAasrq/DO2tfUYR3dgorE1CNDwDpbMaSVCJJUx05ho8EWRucc6xvbyIwM7qWF60EZ2ewsjm+HrLtcAhKoHcPmS8YwNYEdPXej3K5bEl/PEESUSpPnocsmU51bUR89x134fqrX4vXPOkyXH/1a3H3HXd1XE/zGkhkxl+QLa4sY8bCZqb7oc0GxzKx//TaCqbn7XvAn56fw5n1yai0TKUz0A45g7YVSVORyzmv0pIEWRvZbBalatWSD90KAjPT2Axtj23Po43QNgLTvYdEfMEAYsm4I+P/w6JUqUC0wkMmCCiXx7dgpBuJVLrj9/vuO+7CLR+5GdedeC++/MS9uO7Ee3HLR27uKMo0XR97D1mhUEAsnYC/j+/nIATmZ3FmdbyERa1Ww8b2Jqbm7fMyBudmsb69ORHXxGQ6Bc0YvLmupKuOLMohQdZGNBqFNuW3fIjuYZFVBVz0jG2+ymY41NcFXxBFSIY2Ud2p26lUK/AIwsDbEUQR5erkJfUnMymoHQTZbZ/6HG646QQuvepKiJKES6+6EjfcdAK3fepze9bVvAZSmfH8TjbZ3NyEPh20rSFsO9ML81haWx7KvoZFNBo1E/oHrAzcD0mWIBk6otGobftwAqVSCTVeh2jBsRQ1ZxblkCBrIxaL9ZVkPgy0gM9sxTFmlEolJDPpnnqQtaIF/RMxjLgbtWoNgjD4V1cQxbFuqdKNVCYNTd8ryNYXl3DJFZfteu2SKy7D+uLePk+qPv6zQNc3NmxpZtqNwMwUIsnEWBWabG9vQ5sK2L4fbTqAra0t2/czSprV0VY4S1RDR9yBYwlJkLURiUb6ymkaBorfO5aCLBKJQAv6+n4CV4I+bIfGL/m3V2r1OjyewT1kHg9DfYwFRTdSmXRHD9nxiy7Eo/c9sOu1R+97AMcvunDPuqIkgTM2VuKhnTNrKwjM2TO/shMejwfadGCsKgbXNzegz9gvyPSZANbHONcYAFKpFBSLUol0rxexlPPaJ5Ega2MrGoE34B+1GbtQ/AYiY9jqIRQKQQ32f6yDs9NjXehwELVaFcwz+FMi83hQnYC8k1ZqtRpy+TwUbW9S/+ve9XbcfOMJPHTPvahWKnjonntx840n8Lp3vb3jtiTdmZVaVrG8vobpIVRYtjJunp7ljXUEh1CxP+7FX4DZs1IyrGnWrvu9iCWcl/YyeKnWmBFLxDF38dFRm7EL3etFNO48NT8o65ub0Kf7f3oMzs5g8YEnbLDIHXAOS9z2jHkmIhG4lXw+D1GRO3plX/zqawAAnz3xYawvLuH4RRfi2vfcsPN6O7KmIZvNYnbWGS1yrKRQKCCZTcMXtN+704p/dhrL6+u4aqh7tY/17U08+/nPtH0/wdkZPPDt+8A5d0z+s9UkksmB29U0MXxexBzYYJwEWRvxVBLn+/rLabIbw+dF7PT4PDU2Wd5cw9TTL+j7fd5gAIlMGsViEapqzRfUdVh00R1WwrZTyGazkDp4x5q8+NXXdBVg7YiqPLYesu3tbRjTU0O/uU/Nz2L5Px84eEUXkM1mUayUh1Kxrxk6StUqcrkcvF5npdxYRSQe7TvfuBuyqqJUqzjuHjJZV+MDqFaryOXzA3cCthrd50Us6Tw1Pwicc6xuHK4Br8fjgTblRygUssEyYpzJ5XL7CrJ+EBzay8gKtra2oB7Cez0ogekphOPRsejYHw6HoU0FhiJqGWPQpwNjfU0MxaIwAtYIMsYYVK8XSYcl9pMga6F5sXaay1fVNWRzubGq6IrH4+YA90M+nWjTkzMuxDbG6HzqlWw2C1G1ZqagpMpIj2nri/XtLfhsHPfTDUEUofiMsZjNGIlEoFokIHpBCfjGuvVFLB6H129dfrfs1UmQORkrn56tRBBFwDNeFV2bm5swBrjg++emsTQh40LaYQyWiCmO8c036UYul4No0Xdc0TWkxzRkubq5juDs8CosW1GnxsPTsxUKQZ8aXoGYHvRhcwxHTwFm9CqRSUH3WReOlf2G4/pZkiBrIZfLQVSseXq2GqeOejgs5gD3w/c4mp6fw9LaioUWuQePR0C9boEgq9cnLocsnclA0hRLtqXqGpJj6CGr1+vY7HOChpXo035sbbs/Z3YjvD20KQeAOdVlIzyegiyZTEIxDEuvV5rPQNhhHsXJuhofQLFYhGBjR+VBEBUZhUJh1GZYxpm11YFK6v0zUwgnYmPlNewVxhh4vT7wdup1DnHCBFkqmzl0mLwdVdOQGUMPWTKZBFNkSCN6OPVPT2N1y/3pCNuR8FCrVH3BALYj49kwOx6PW96w3RcMYDvqrOM1WVfjAyiVShAc6iETJGlsxEe9Xh+4x5EgCDBmgmPVs6hXRFFAvT54uwpuUYNZN5HKdJ5jeRjMkKXz5uENSiQSGWqorZ3AzBQ2Xd74uVKpIJ3NWFYV2Au6z4tMPodyefzGocViMUi+wWdYtuINBrDlMAFLgqyFUqkEj+TMG5RHEsdGkEWjUXg0eWBPhTY7hbX1dYuscg+iIKJes8JDVocoOvN8t4tMLtuxKexhULXxzCELh8NQhpiM3o434Ecym3H19S4ej0PxeYeao8kYg+rzOi4vygpCkQh0iyfoGH4fUpm0oyp6SZC1UCgWzQR6B+KRhLF58llfX4c+M3huRXB+Fosre+cMjjuCIKBuRciyVoMsOtMjbBfpbBaKZk1bG0mRUa6UHXVBt4LN8Da8Q5i/2A3GmOvn9yYSCSgWe3R6wYmVg1awGQnBN2Vt1a8gCJAMDQkHNYglQdZCpVKGx6EeA48gjM2Ff2l1Bb756YG3M3NkHmdWJy+xXxJF1Cw4F2rV2kR5yDjnyFgoyBhjkFQF+Xzeku05hc1QCH6Lb379ovi9rm7hkEwmIXntbwjbjuwbT0EWsikfT/U7S/iTIGuhXKlCEJx5g2KCZ2wE2eLKEmaPLgy8HW/Aj0yxgHR6/Crd9kOSJEtGHtVqNUiSM4tY7KBSqaAODsnCwh1RVcaq+plzjq1wCL4ResgAU5CFHZbf0w/ReAyqb/iCTPUaiMadIzCsoFwuI5lJ25KPJ/ud1fOOBFkL1VoVHqcKMs94zB0sl8vYjIQtGbjLGIN3fhrrE5ZHJokSalULBFm1ClmcHEGWy+Ugqda0vGgiqepYecjy+TzK9aplXsTD4p0KYNtBN8p+iSYTMCzsmdUrus9AdMymupgVlj5bWvR4pwLYijin5x0JshZq9Zpj+zIxD7Mkb2jUbDYGilvliTRmp7G6tmrJttyCJImo1Qb3lvJ6faI8ZPl83nJBJijSWHnI4vE4tIB/5A2DndiSoB/iySQ0Y/g5ZJrXi/iYhSyj0SgUJe7RZQAAIABJREFUi1teNPFPBbHpoCbEzsxgHxGOHk3EmLPt65HVtTXoc4PnjzWZOTqPk48v4RWWbdH5yKKEugUeMl6bPEH24d94P/Ab77d0u9d897uWbm+UxONxyCNIRm/HNxXAo5EIOHfnNIlEKomj3uEfR91rYCk1XoIsHIlADdokyKaDOBkJOeY8I0HWQr0OR3wonRkPQba4soSphcHDlU1mFuZxz7/fg/oEdZ2XZRl5C/IJebUG0aFVxXaQy+Xwgc9+HJdf/ZID133VBc/CncsPHrjeI9/7ATJj1IssGouOpDqwHUVVUUUdhUIBuj78XKxB4Jwjnc1a1u+uH1RDRyqTcYzAsILN0Da8NhWZKJqGcq2KfD4PYwQezXYm4w42FnDXCzLOOU6vLGPmyOAJ/U1kVYGgq2Mx+65XZItyyOq1yRJk+XweokVd+puM2zzLUDQKY4Q9yFpxa0+tYrEIJnhG0kJJEAR4RAHFYnHo+7YLcwSVPYKMMQYt6HdMRS8JshY8HmeHLd3+xJNOp5GvlC2vltFng9jY2LB0m05GlmVL2l7Uq5MVskxnM5BUa/uuKZqKdG6cBFlkqON+9kP2GY7qEdUruVzOsnmph0HSxqfyl3OOUCQCf9C+NixOarFCgqwFRwsezl0fkltfX4dvfsby4+xfmMXplWVLt+lkTA+ZFUn9k+UhS2czUHVrqwfNbv3jE7IMx6MwAqMbm9SK7NNd6SGzo5q3H2RVHRtBlkqlwGTR1rmq2pQfWw4Z1eXuO7zFMOZxrIdsHHICVtdWoc1a/6Qze2RhsgSZJFrSAoXX6hMlyFIZ6waLN1E0dWwGjJfLZeQKhZHkPnVC9/sQijnDc9EPxWIRgjy6CRgeWRqbkGUkEoFmcwjdPxXEBgky5yF4POAObS3B63C9h+zU6rIlDWHbCcxOI5yIjc1F6CAkSUatYkXIcrIaw2ZyOShWe8h0bWwEWTKZhOozHPPgZ/h9iLiwyWmhUICgjO57JSgSCoXCyPZvJZFIBLLFMyzb8U87Z5i9u+/wFiMKImoWDG22A16vO3aKQC/U63WsrK9jen7O8m17PB7o00Fsbm5avm0nIkuSJQ8OdZefU/2SzmYsGyzeRFZVFErFsWjanEwmIY+gVUM3vAE/wq71kI1QkI2Rh2wrHLJ9rqrh9yGZSaNSqdi6n14gQdaCIHjAuTMFGbi72zqEw2EIugLZptwKbXYKaxPSsV8QBPD64KH1SQtZZnM5qBZ3oGeMQZTlsfBIJJNJyMZoO/S3ovu8SKZTrmuIXSqVRjoT2SOJKJVKI9u/lWyEt+GzqcKyicfjger3OmKmpXvv8DYgiiLqTvWQ1dztzdjY2IA+O2Xb9qcWZnB6ddm27TsJq87Teq3m6nOqH6rVKsqVsi3JwZKmIjsGYctYPAZlBPMXuyEIAkRVQSbjrqKJYrkEYYSpAKIkojAmHrLN0Db8U/bdN5qoAZ8jZlqSIGvBquo1W6hzV3szltdW4bVRkE0vzGNpQkYoCYJgdjEeELeHwfvBbEWg2pIfJWnKWMyzDMdjtgxwHgTV677WF8ViCaI0umu1IIoojoGHLJ/Po1guD6XIRA44Y5g9CbIWRFEEHFpl6XZvxpm1FUsbwrbjDfiRLeZd9zR9GDxmw7yBt8MnaLpBU5DZgaDIY+Ehi8RjMPzOaHnRRPJqSKVSozajL8rVykiawjYRJQkVC2bdjppoNAotOJy5qr6poCMS+yfjatwjjg5Z1rlrBVm1WsVmKITgrHUzLNthjMGYncbW1pZt+3AKHo817Vl43f297Xolm83a1qxTHJNGnLFkwnEeMsnQEHeZh6xSqYz0Wu3xeByRoD4o0WgUanA452NgZgqb4dFPe5mMq3GPCIIA7lBB5uYxN6FQCErAC9HmvAptJoD1jfFP7Pd4PJacp9zlhSL9kM1mIdjUXFLSVKQyaVu2PSyaPcisbpw7KLoLW19Ua1UII0zqF0QB5ar7BVkoHILit7flRRNfMIhQNDLyApLJuBr3iFW5OXbg5nyfjY0NqNP2j2OZWpjDmQnJIyP6I5vNQtLtCVmquoZk2t2CLJVKQfHqjulB1sTw+xBNuKtbf61eBxvhgw7zeEYuLKxgMxK2bYZlO5IsgcnSyMPjJMhaMEOWzuwn5OYWBcvra/DP2ReubDI1Nzsxif1EfyRSKcgWt7xoohk6kml35Tm1k0wmoTioB1kTw+dF1GUesnq9DsZGKMiYZyz64m2GQvBPDUeQAYAW8I18piUJshas6u9kB25u4rm0vorpBesbwrZj+H3Il0sTkdhP9Ecik4LutadaSzMMJF0eskylUpAc1IOsie7zIp5MOnakXSdqtRpG6Wj0eJjrPWS1Wg2xZBzeIc5VlQPekbe+IEHWginInHkiu7UPWbVaxXY4jODsjO37MhP7p8a+Yz/nHLDigs+Yq250g5BMpaDq9ggydQw8ZLFEHLJNgnUQREmCRxZd95DltNCv24jH45AMbajVqkbQjxAJMufgZEFWr7uz7UU4HIbsN4b2xdJmgtjcGm9BVq/X4bHgXGDM/U/SvZJIJaH77EkQVnUN+UIBVaf2MOyBSMx5PciaqD7vyHN7iOESjUahDdE7BpgzLTfCo2194c6kJBvI5/NYXFxEaG0Ty4+fsmy7Vm0rvLHlypvn1tYW9Jnh5QEE52ewtL6GnxzaHodPrVaDFTERjyC48pzqF845kpmMbQ0mGWOQdQ2ZTAZTQ+gqbgfRRBz+8y4atRkdkQwNyWQS55577qhN6ZlJ8TzbRSQSgewfbk6jfyqIB8P3DXWf7ZAga/Cxj30Mf/InfwKPLOHf/ulOy7b7x7/6Xku2s72yhpf8+HPx1re+1ZLtDYvV9XVbO/S3Mz0/h8d/8OjQ9jcK6vW6JYIMjI1F8u9B5HI5eCTBVi+tbLhfkB2xyYM4KJJXc1W3fsbYSPuLc87hcXnIdHMIQ8Xb0bwGcsUCisUiVNWeiuyDIEHWoFKp4Nprr4V+/hE8/7X/Y9Tm7OE3X/lGV4ZEzqyvYuqypwxtf4bfh1Q+h1wuB8NwXtWYFVQqFUuGFwuiOBYNJA8inU7bXkEo6e7rKN+kUqkgk8tCc2CVJWAm9rupF5lVkzQOi5ubiDfZCG0P9b4BmEK6WWl5/Pjxoe67CeWQtcAYc2yVJeC+ruq1Wg0b25sIzs0ObZ+MMRgzQWxvj34Mhl2Uy2UwYfBzwSMKEyHIUqkUZJsrCCWvGVZzI+bx0R17fTECfoRdJsjqfHSpABzc1UUFnHNsh0ND60HWiuIfbesLZ34DibEgGo1CNDRIsr0d+ttRp4NjXWlZKpctGV48KYIsmUza3tJB8xqIxt3VwLSJ2YPMeRWWTbx+HyIx9wgyacTFYfVaDaKLPWTZbBZVcCg29Q3cDzXgQyg8uiHjJMhaYIw5drj4/2PvvKOrKrM2/pzbe00vEDoiduezj72PimMdFbugoiKIgCggIqJUURRFEXsfHXsZdUZULCAlIYH0cnvPvcnt5f3+CHEQU2457QZ/a7FYCee87+aWc/bZ5dmEgLdPsP1hs9kg5+ApR1toQKupnfV92SIUCUMsyX0MkFAsRjQapcEifuPyeCBjOB2n1Kjh9HIrKpktPp8PEjU/05VAz2vr9fvypgFFKBRzOhM5lUxBJMzfaiS32w0Fy/VjvWiMOk47LfPrDs8Cf3bH0EeH2QxlAfsOmaGoAG0WC+v7skUoHIJYmvugbIFEhEgkQoNF/MbpdTMuMKnSavKqzmlfPF5+apD1IhSJIJSI80aLTCTitns5lUpBxOEszVxxu92QarlpMNHodbA6/nTI+EMe5975RqulA/oi9urHelHrdfAGOoessxEMhyGhYVC2UCIesq/RvjjdbigZdsiUGjU8Pm/eRHH2xeFxQaXlpwZZLzK1Km86LcVCEZIcNmD1pCzzN0Jmtdsh5+jzqNZp4fZ5Oes+/9Mh+xNGSKVS6LBYoGexoL8XgUAAuUELm83G+t5s0B0KQkJDW7ZALEYwFKLBIv6SSqXgYiFCJhKLIZBKEMjDIeMur4fVETXZIMoj6QuxWMSpnEwykYREzG7dLp1YnHZojNzIxwhFIoiVcng5qgf90yH7E0bweDygpGJIOdJzkRu0Q7awP9DdDZki94JXmUKGQJ6kgbIlEAiAkohZaSyRaVTw5FHxeS8uD/8dMolKCa8vP5omJGIxkgkOHbJkfjtkVoed1aHi+yPXaTibafmnQ7YPhPC3Xbin3yB/6ttsNhuULArC7o+20Ig2s4mz/ZmCEIKu7m5aOpBkCjk6u/MvopMJbrcbch07zoZUm38OWTgcRjQRpyXiyiQqrRoODuUIMkEsEnMcIUtALMpPhywSiaArHOR0jJdUq4Ld4eBk7z8dsn0ghIAS8NMhA/JrEHSH2QSFkZtOGQAwFBeixdTB2f5MEY/HkSQpWmQvpHL5kI+QuVwuSDXsFAjLtRpY80z/zufzQaZR8fZBtBeVVgOHm9vBz+kiFotBEhzqkCVTkNDQhc0FLpcLcq2G08+j2qDnrLD/T4dsH3oiZDx9SSjkVcFws6kdhpIizvbXGPTw+H1Drmg9EAhAopDTcsFSqFXw+vNTzDRdbE4HlHp2ImRaox5mR37VLfp8Pkh4qtC/LyqdNm9kRcRiMQiHEbJUIglxnqYsnU4nZDpuG0y0Rj1Mdm7KXfK3FYMB+Bwho0DljUPWW9B//Cl/4cwGgUAAhUEHm82GESNGcGYH3fSMAaJHokChUsIfCPA6VZ8rJpsV2onsvP9agx7b7b/k1evp9Xoh0fBX8qIXuVKBUCSCaDQKKQ2SL3QydepUtLW1/fZzIBCAq6sT/3rhlZzWXTj51qzOC3h9+Eytg0bT8yAyfPhwrF+/Pidb2MLmsEPO0gNUf2j0Omx3u5BMJlkfQfWnQ7YPqVSKlpE0jCDInwiZy+WCQC6BRMbthVNm1MFkNg85h0ykoKfeRygSgRIJEQwGoVLxc7B0LhBCYLZZccwpR7Gyn1ylRDQRz6vX0+52oW7rdnz80pu0r73klrtpWUcoEmLqovsgVSnh8/lQUlJCy7p08e677+KZZ575zQFqa2vDd3XbMeaow7Jec/t3P+KimydndW7D1p04acLhGDFiBLq6unDLLbfkjUPWYbNCN4rb91ckFkOs6Om0LCwsZHdvVnfbC0VROgDPA5gIgAC4EUA9gLcAVAFoA3A5IYTVPudUKgWKp2r4FJU/ETKr1QoFhwX9veiLC9BqasdfcRLXptCG1+ejdQyQTK1EZ2dn3jgQmeD3+5EUUqyNYKEoCgpDzxzV0aNHs7Jnrjg9bjTX7kFxRTkOOfZo2tb9+d//wemXXkjLWi8+uhoOsxUyjYqXDhkAnHbaaTAajQCA+vp6WJIhHHnyCVmv92HbzqzPTXZHcMopp2D8+PF5IxXSi8VuwyH/N4FrMyDXa+F0Og8MhwzAGgCfE0IupShKAkABYB6Arwkhj1IUNRfAXABz2DSK3w6ZgNPOnUxo6+iAutDAtRkwlhShfvsmrs2gFbvLRatEgUTdE3WoqKigbU2+YLPZoGRZz0i2N02eLw6Zw+2CWCzG6EMn4NizT6Nt3Vwciv15d90LAACxWpkXXaxisRgpDmUv8rWGLBgMIhiNQKHm/uFQplPD7rDj4IMPZnVf1r0PiqI0AP4KYAMAEEJihJBOABcBeGnvYS8BmMS2balUCgK+jpygqLxxyBrbW2AsKebaDKi0GgTCwbwZuZIOTg/dDpkC7jy4yWWDyWKGwsiunlE+zVFNJBLo7PJDlCc3b4VGmRedlmKxGKkkl0r9ibx0yJxOJxR6LS/qL7UFerRb2R+/x0U4aCQAF4CNFEVtpyjqeYqilACKCSE2ANj7d58tehRFTaEoaitFUVvpFm9LJpMQ0CAnwASUgEKCw3Ec6RKLxWB1OqAvNHJtCiiKgqrICLPZzLUptOHwuKDS0ScnotRqYOdIBJFpWjraoWN5dJexuBAt5vyQW/H5fJCqlAD397+0UOm0cHj432n5Z4QsO+x2O2QcF/T3oiswwnSAOGQiAEcCWEcIOQJAED3pybQghKwnhBxNCDma7vwunyNkFJUfDpnVaoXcoIVQxA/HVlFgQHtHfkQsBiMUCiEcjUKupK8rTmPQw+rML6mGdCCEoKWjHQWl7EqvqPU6dHZ3obu7m9V9s8Hn80HKg/RQuqh12ryIkIlE3M6yTCbyM0JmslmhYjmi3R8qnRbegB/RaJTVfblwyMwAzISQn/f+/C56HDQHRVGlALD3byfbhsUTcQj5+kHOk5Rlh8kEBQ/qx3oxlhahsb2NazNooVd1ns6Qvsagg83pzCvR4XRwu91IiYWQKdiVdOiJyhbkRVTW6/VCoua/BlkvCrUKnQE/76+DXEfISDIFEU8eiDOhw2qGroD7zAqwdx6yTgOnk103hHWHjBBiB2CiKGrc3l+dDqAOwIcArtv7u+sAfMC2bfF4AhIpPxWOKaEA8XicazMGpam9Ffpi9geK94exuAht5g7eX8TTweVyQaqlN6IhlcmQEiAvh2IPhMlkgpKjBwNloQFt7fyPyjpcLshZmmJAB0KhEGIF/4eMi0QipLgencTXwEI/pFIpWB126Iz8eZiXG7RwsDxCiauWwjsBvEZRVDWAwwE8AuBRAGdSFNUI4My9P7NKPBGHiKcjJyiKQiwW49qMASGEoLGtBQWl/GlLl8ikECrlsOfZSJu+MFutUBjoH0el2NviPZRoaGmGtpTdlvVeCsqLsaeliZO9M8HudkLN0pxPuuiVvuAzfIiQ5ZtD5vF4IJTLIOZRQERl1KHDwm6kmxOHjBCyY28d2KGEkEmEEB8hxEMIOZ0QMmbv31627YrF4xDz1CETCIWI8twh83q9iIFwOhi2L1RFRnR05Eeh9UC028zQF9IffZQZtLDahlYd2Z6WRhSVl3Kyd0FJMdqtFt4/QDk9Hlo7dtlAolbC62X91pARvREyrsoAkslk3qUs7XY7Iw+buaArMKLNbGJ1T36KbnFELB6HVE6PCjrdCIQCRGLsFhhmislkgopH9WO96EoK0dTWwrUZOUEIgdlqha6A/tdXU2CAycr/mqd06ezshD8UgsbAjTixSCyGTK+GycTuxTwTUqkUPJ3evHPIZBolnDwv7BcIBKAoASdC3slkEhQoCHiqp9kfFqsVMp45ZPrCAlgcdlbfx/xyoxkmHo9DyvG4n/4QCoWIsNzxkSmNLc3QlPCnfqyXwvJS7Nr2TV7NGNyfzs5OJIUUI0Xq+kIjWndtoX1drmhpaYGmrIjT91pTVoSm5iaMGjWKMxsGIhAIQCiV8KYbOl3UWi0cljyQvhCJkEqwPwsxlUhCnEfvaSKRwKZNm/DpF58DJTrEabrHbd+0mZZ1OkwdqK6uxuGHH07LeoORP+8cC8TiMR5HyISIRCNcmzEg9S3NGMbhQPH+UGrUiKQS8Pl8MBj4F8FLB4vFwtg4Ko1BD7ffi0gkApmMn5//TKhraIC+nFth4qLKctRsr8fZZ53NqR394fV6Icujgv5elFoNzDsbuDZjUMRiEVIp9uvIUqkkxDzV0uyLHTt2YNKkSTAWFUJdZISQJtmp9597afCD0sDa3I6IuxMfffQRLesNRv68cwyTSqUQTyQg4ekNSSgUIszjCFl3dzfcAR8OZSClliu9ArHt7e1565B1mE1QMuSQCQQCKAw6WK1WjBw5kpE92CKVSmFX424cPuksTu0wlhZj15ebEAwGoVTyT1rC5/NBomJXEoQOVFoNXF4P76PdIqEIySQXKcsURML8ua2nUimMGTMGf73gXJx6/WW8e09fXbEWztpG1vbLr0Qzg8TjcQhFIt59IHoRikSIRPgbIWtvb4e6uJC3r5+2tBANLc1cm5E1TR1tMBQz1zWoKDDAlAfaWYNhtVqRkog4bywRCoVQlxSiuZmfnzm315NXGmS9iCViUGIR78ehCYVCTqQvUkn206S5Eo/HoTTqeHnvUGrU6A6FWNvvT4dsL/F4nLcq/UBPlCdFCG87t5paWqDiYf1YL4XlpdjTzH8pgr5IJpNoM5tQwOB8UENpIRrzvPEBAPY01EPDcbqyF31lKWp27+bajD5xuumdicomUrUSnZ2dXJsxICIhN1pkqVQKwjwr6I/FY5Ab+VXQ34tSo0YoHGKtYza/3jkGicViEPC5GJIChBIxb0eycCkzkA5aowG+YFdeCqDa7XaIVQpGNXoKSkvQ2NaS94r9O2p3oaSqkmszAABlVcNQvaeWl6LEDo87bx0yiUrJey0yoYDi5LtEUqm867CMxWLQ8rDUBejRsUwRwtp9I7/eOQaJRqMQSnjskAEQSyS8DNWHQiHYPC7oWR7knAkURUFTUoC2tjauTcmY9vZ2KIuYHSmiUCmRFFBwu/nfwdYffr8fFo8ThTx5MFCoVYBSyksNPLfPy3laN1skagW8PHfIKIEAqRT7DlkqRSAQ8DfT0xfRWAz6Im5EnNNBKJXAxpJO46AOGUVRxRRFbaAo6rO9P0+gKOom5k1jl2g0yu8IGQCBVMzLCE97eztURUbe1y5oSgvRkIdpy/rWZuhKmL9gKYsL0J4HI3/6Y8+ePdCUl/AqQqAfVoZddbVcm/E7YrEYwtEoZAo516ZkhVKjhtPDfy0yQtgv6ickBaGQP5//wYhEIkimUlDr+JmyBHoyU1ablZW90nnnXgTwBYCyvT83ALibKYO4IhyJQCTh97gJgVgMv9/PtRl/oLG5CWoWHIZcKaooR10Tex0zdEAIQX1zE4orygY/OEf0ZUWo52kRejr8WrMTJSOHcW3G7ygfVYWtu3byKhXc2dkJqUrJyyLqdFBq1HDxXK0/X19btvF4PBAIhbx+vSQyKVpZUuxPxyErIIS8DSAFAISQBAD+FUXkSDAc4u3YpF4kMgm8PCxmrWtqQHEl8w5DrugKDPB2B3jp1PaH0+lEUizoSX8xTHFlOXY3N/DKeUiXYDCIRlMbSoZXcG3K79AaDQilErBa2XnCTocehyz/JC966XHIPFybMSic1JDxXA5kf9xuN6+b6QBAIpWyNtMyHYcsSFGUEQABAIqijgWQP3e0NAlHIrwabNoXErkM7k5+PRl2d3fD7vXwugagF4qioC0ryqs6spaWFiiLma0f60WpUSOcSsDj4f/Nbn92794NVVkRRDwbqkxRFPRVFdhZU821Kb/h9/shVuZnuhLoqXfsDAQ4GU2ULgKKAvLwwYZt7C4X76dFiCRi+IPdCLEgf5GOQzYTwIcARlEU9QOAlwHcyahVLEMIQSgS5n2ETCqTwu3jl0PW1tYGTUkhr+p2BkJbVoQ9TfxX+u6lrrEehSxFHymKgqaUv9pZA/HLjm0oHV3FtRl9Ujl2JH7euY03kUdvpy+vHTKhSAShRIRgMMi1Kf2STKVAcXBNpChuujuzxeq0Q8jzyQIUKCiNetjtdsb3GvQTQwjZBuBkAMcDmArgYEIIfx73aCAcDiNFCG1jG5hCppDDzbPoRUNTE9Q81h/bn+LKctQ21OfFRSuZTGJ3cxOKK8tZ29NQUYraxnrW9qODrq4uNJraUDqcH3IX+6MrMCJEkjDzRHjX7fVCyUIKnEmkKiWvSw8IIaDAfuqQogR5cW0DerQ/ff5O3kfIAECqV7PSaZlOl+XfAVwIYByAsQAuoCjqdIqiipg2ji18Ph9EUgknX6BMEIkliCUTCIfDXJvyG7sa61E8jF91OwOh1mkRTMTg5XlRMNAzv1KolkMqZy+aUVxZjj1NjbxOB+1PbW0tNBUlvEtX7otxZCW27djBtRkAAI/fB3keqvTvi1gh52XHeS+pFAE4qOWiKHAiSJsNLpcLEpWCi5cpYzQFBphY6LRMJ6Z6E4DnAVy9989z6Elj/kBR1GQGbWMNn8/H+w5LAAAFyDQq3ogi+v1++IJd0PFU1K8vKIqCqqQQLS38V6Wvb2iApozd5x65UgEopbyJ5qTDj9u3omwsv2dwDhs3Gj/v3MYLkdhOvx8KVX5HyEQKKa8dsmQyyYn8hEAoRDJPHqbsdjukeTLgXldoRLuF+U7LdD4xKQAHEUIuIYRcAmACgCiAYwDMYdI4tvB4PBDyvKC/F6layZvoTktLCzSl/J1f2R+G8mLszoO03M7dtSjhIA2nLS/Bnnr+vz5Az3e3w2FHCc+jtGqdFim5mPMHAUIIfP5OyHk48DwTpEo5fJ38eDDti0QyAQEHuowCgQAJHjj96WCxWSHT5MfnUGvQw+ZyMv5AlY5DVkUIcezzsxPAWEKIF0CcGbPYxeZyQiyTcm1GWkg0Srh4oqa+p6kROp7MDcyEkmEVqGtu5HWtRXd3N8wuB4yl7L++JcMrsHMPv8RM+2NH9U4YRlbkRVNJ4ejh2LJ9G6c2RCIREIqCOB8yAgMgVyrh43GELJ6Ic+OQCYWIJ/LjttxutUDFY0HYfRGJxZCoFIxPMknnKvYdRVEfUxR1HUVR1wH4AMAmiqKUAPgnipUFNqcDUrmMazPSQqXTwuZ0cm0GCCHY1bCH1YJzulCoVUiIBKx0zWRLw950JRfTDwrKSmB1O3k5pmtfCCHYvHULKseP5tqUtBg2dhS21dUgGo1yZkN3dzckedxh2YtMqYAvwN+i/lgsDhEHxeoikQixGP8dMkIIzHYrVNr8cMgAQK7XwsnwvTcdh2wagI0ADt/75xcAhBASJIScyqRxbEAIgd3lhFSWHw6ZWq+DzcW9I+F2uxElybwdUKwpLUIzj+vIanbXwjiMG7FdgUAAdVkx6nmetjSbzQgkozDkgQYeAMgUCsiK9Kirq+PMhu7ubojz5OFzIGQKBfw8dcgIIYjF45zIOQjFIsTicV5H/4EeIedoMgFpnmSmAECm08DKcKfloJ8YQgihKKoZPTVjlwNoBfBPRq1ikWAwiBhJQiQWgXAwDDZTNAYd6pxOzhWZm5uboS4r+s2GL998D03V9KfQeqwUAAAgAElEQVS5np63mJZ1pHIZrr9vxm8t1gWVpaht2IMTTziBlvXpJJFIoKahHsdc+TfObCisqkD17locffTRnNkwGFt+/RUFo4blVQ1j6diR2Lz1FxxxxBGc7N/d3Q1RHt0E+0OulMPP0whuMpkEIYST6HbPngTJZJKTCF26OJ1OyHWavPruagv0MFmY7bTs9x2jKGosgCsB/AOAB8BbAKihEBXbF5fLBYVOC/h92DuMgNdIZTIQIYVAIAAth+HeusZ6GMpLfvv5yzffw8HHHIUSmlOYIyaMo2WdF5asxGV33AKNXgcAKKoow0+btu7thuKX/lxbWxvEWiVkCu7G25RWVeLHzR8gHo9DzEM5iUQigZ93bsORl5zDtSkZUT5iOL79fis6Ozuh0+lY3z8YDEIkz3+HTCKTIRyNIJVK8a5+MBqNQiTl7jsjlIh7bOC5QybT5Vd2RWvQo+nX3YzuMdA7tgfAdwAuIIQ0AQBFUTMYtYYDXC4XJNr86PToRa7TwuVyceaQpVIp7GluwtFHnf+73x939ukYf+ShtO1z7jWX07bWqyvW/u5nqUwGkVoBs9mM4cOH07YPHdTU1kI3nNvaPKlMBqlBi+bmZowfP55TW/qivr4eQr0KCrUKLosNX7zxT9rTNK8sf5K2tY4/9wyMmngQhCIR9FUV2L5zB049+RTa1k+Xru6uIREhEwgEEEkkCIVCUPFMwiMSiUDE4dQXkUSCSCQCJY87aS12G5T6/HLIVDotvP5OxGIxSBh6fwd6tLgEgB3AfyiKeo6iqNMBniunZoHZZoXKwP6Tai5I9Wo4HI7BD2QIm80GyCU9mlV5jLq0AE0t/BoTRAjBr7XVqBhVxbUpMAwvw87aXVyb0Sc/bv0FJWNGAABqt2zDL199C6lcRtsfALStVb+9Gj9/+Z/fbK8cPxo/bPmFkzqfQHd33jQwDYZYLuPl+KQeh4zbCBmfxMP7wuK0Q2PUc21GRggEAsi0akZn/fYbISOEvA/g/b3dlJMAzABQTFHUOgDvE0K+ZMwqFumwWqA9hN+ikvujNuhYUQ3uj6bmZqhK86OQeiAKKspQu6cep596Gtem/IbFYkFMiN9Sq1xSMWoEtv/rS1x28d95lRbq7u5GbUsjTjr+kt9+N3zcaFx+xy207UHnWslEEmQfsU5jSRHq4mGYzWZUVrKrMxcIdkNazK+IUraIpBJeOh6hUIhTXUuxTMrL12VfbE4HDj/hcAQ8/NWS6wuZVg23243S0lJG1k9nlmWQEPIaIeRvACoA7AAwlxFrWKan9dYGXaGRa1MyQldgQLuVOyX1usZ6FFZw0wFIJ4VlpWg1mxCLxbg25Teqd9VAx1F35f4oNWoQuQTt7e1cm/I7dlZXQ1tZmrdaWhRFoWD0cGzdxr4mWXcoCMkQSFkCgFAqRigU4tqMPxAMBiGSceeQCWUSXkYOewmFQghHo3mZYZFqVHC6mJO+yOixlxDiJYQ8SwjhT0ghB3w+H4hIkDeSF71ojQbYWVAN7otEIoHG9lYUlTPzhMAmYokYcqMWHR0dXJsCoOcBYUv1TlSMHsG1Kb9hqKrAzpoars34HZu3/oLy8aO4NiMnho8fg592/IpEIsHqvt3BIKTS/Lre9QdfI2TBYBBCDu8pIpmU1w6Zx+PJuw7LXtQGHawO5mSn+JOH4AC73Q5lnuWxgR7VYLFSAZfLxfreFosFEo1qyDxlq0sKeKNHZrfb0RWP8CpiWzF6BLbU7OCNrpHD4YA94EVxRf4JEu+LUqOGUKtEQ0MDq/uGwuEh890VSMSIRCJcm/EH/AE/JAruXmOJQgafn7+a7R6PB5I8GZm0P2q9FlYGI2T87YtlAYvNClmedXr0IjdoYbPZUFJSMvjBNNLc0gx1aQGrezJJYUUZanfW4+yzzuLUjv/+97/47vvv4ez0YOt/vqNlzS3fbKJlnT1NDfjqq69w5pln0rJeLmzbsR2GkZV5+XS9P0VjqvDLtq2YMGECa3uGwmFIpEPDIRNKxAiF+ZeydHf6oDRyV6enUCnhcfO3NsvpdkGmUXNtRlaotVrUuN2M6YAe0A5Zq6kDukr+RCMyQVmgg8liYV1gsq6pEQVj+FHjRAcFpcXY9cUmRKNRSDm6Ufn9fpx55pkYOXo0ZAYNdm/bScu6n73yNi3ruKw23PHjVtTv2UPLetlCCMGP27ZizFn8E/PNhmFjRuH7V99HOByGXM78OKNUKoVYPMZpByCdSKQSBEP8S1l6OzuhGc7dOC+FSgVPE7OK8rlgczqgLsjPQIhEJkVKQKGrqwsaDf3/hwPWISOEoNXcgcOOokd4lG0MRYVoqWE31ZZIJNBiaseJJx/F6r5MIhSJoCzQo6OjA2PGjOHEhlQqBaVSib9dfTlOvubvvIv+bN+0Gc/e9zDn0yHa29sRERLoCvLzIWp/xFIJlGUFqK1lZyJCNBqFUCz+w3solkjQ6WaulT8XkskkAl5fnw0cYokEoS7+OWRunxclag4jZGoVmn1ezvYfDLvbheLRh3BtRtbItSr4fD5GHLIDtoYsEAggkkhAweEXJxcMRYUw2axI7dNOzzS99WNiDlu6mUBVbERLayunNiSTSRhGVPDOGQN66p1SFDhvfti2YweMI4dxagPdlI4ZgZ+3/8rKXrFYrM/5iudNvgL/Wv8yggH+jSL6+p0PYCguxMiD/yhOLJZIEI7yq4YsHo+jK9gNuYq7GimFWoXuUJBX3eO9EELgdLvzdgYyAEjUSni9zDi8B6xDZrVaoSrU8/IGmA5iqQRChZTVwv7WtjaoSoZO/VgvBRWl2N3SyNn+hBAkkgmUj+FPd+X+iKQS7Kiu5mz/VCqFX2q2Y9jY/O6u3J+yqmFoMreju7ub8b16I2T7M/qQCTjq1BPx9trnGLchE4KBLry28incvGB2n9dpkVSMUIRfETKfzwepWsmpbh9FUZCqe6I4fCMUCiFFkbxTNtgXiUoJl8fNyNoHrENmMpuhyMMOy32RG3WwWtkTiK1vaYKxtJi1/djCWFyMdrMZ8Xick/0dDgcI6Yl68hWJTIpfqrezGpHdl9bWVkAhzesn674QikTQVJSgrq6O8b36i5ABwORZd+Krdz6AtZU/mnNvr30OR516IkYf0nfTg1jcM7ORT3g8Hkh5kHWRaVSMRXFywev18uL1yQWVTgOn+0+HjFYa21thKPn9DZALXa90SSX+aJu60ICW9jZ29k+l0NTWioKyoeeQiSViyPQaVp3bfdlVuwuUQMDraK1QJERCIuRMJHZHTTX0VRWc7M00JaOq8MvO7YzvM5BDpi8qwN+nXo8Xlqxi3I50sLa246t3PsDkWXf2e4xILEaEZw6Zw+mEVMe9wyHVqWDncLxef/RGEPMZlVYDx58RMvoghKDN1AFD8f8cssNOPAb/fut9uCz8605prK7Fzs2/4KCjDv/d740lxWjuaGPFBqfTCUougUyRf+rK6aAoMqKNA2eDEIJfd9VAIOT/V9EwooKTtGUqlcK22hpU8kgwl05KhpWj2dTOuOp8LBaDQNR/H9eFN1yNjsZmbP/uR0btSIcXlqzE36deD31R/yUSQpEIMY6i2v1htlmhMXCfeVHrdbDY+Xcv8/p8kKjz+x6i0mrg9jHTBMP/uwADuN1uEInod87FhKOPwKRbrsVjt89CPMqfYsiArxOP3TYLty95ACXDfh8h0BcaYXU6WCne7OjogLLQwPg+XGEoLURjG/sCsRaLBcFUjNfRsV6GjR2FX2rYT1taLBYkxAKodVpW92ULkVgMVWkh6uvrGd0nHo+DGsDxF0sluHHeTDz/0DIkWZ4gsC/bN21GR2MLLrzh6gGPE0v4l7I02a28GJqtLTDAZOdu3nF/OD0uKPJUg6wXmUKOUCTCyGfvgHTIzGZzn87FxVOug6G4EBuWrODAqj+SSqWw6u55OP68M3D8uWf84d+FItFvArFM09LRDk3x0Cvo76WgpBhN7a2sK9LvrKmGniezKwdDpdWAyCU99VwsUre7DtrKgUd18WWSQF+kY1thVQV21u1i1I54PN5vyrKXY846FYaiQnz22juM2tIfyUQCzy9ejhvnzRy0m7snQsafh+d4PA6H2wWdkfsHV61BD4fbxVldbH84PZ68rwOlKApSlRKdnfRPQzggHbKW9jaoi/74paEoCtNXLMb2TT/i2w8+5cCy3/P2k+sRCYVw7ey7+j1GXqCHyWRi3JbGtlYYS4Ze/VgvCrUKcRBWO5MIIfh5xzaU51EqzjhiGLbt3MHqnjt216KkqrLffx8+bgx2bv4ZLitzM+ayJRwMYdOHn2LkxIMGPK60qhK1jQ2M1rHGYjFQA6QsgZ5r4E3z78VbTzyLrk4/Y7b0x2evvQNDUSGOOevUQY8VikRIJJOcNZrsj8PhgEynhnCQ15gNhCIRpDo1HDyrI3N58lvyohepWsnIveKAdMia2ltR0E+3oFKjxtx1K/HcomXoaGhi2bL/sX3TZnz+2ru4d+0yiPpoVe9FX1yIxnZmIxaRSAQevw9aHoTimURZYGC1sN9kMiEsSPGi5iRdKseMwNaanaw1wAQCAdi9bhhLivo9ZsRBY3HB9Vfh8Zn3864x5/mHlmH8kYfj2EEcDJlCAYFKxujDVU/KcvDUeNX4MTjhvLPwxuPrGLOlLwK+Trz1xLO4af69aaXwKYqCQCjkTRTIYrFAZuBPWl1h1LGSPUmXZDKJzq4ApxptdCFWyf+MkNFBNBqF1eWErrD/9NuIg8bihnkzsfTWmQh1Ma8PtD8uiw2rZz6AWU88CmNx/zcioGf0T1Mbs6k2m80GhUHHqbYOGygKdDCZmY829rKjuhrGEf1HfviIUqOGQKNAC0sD2VtaWqApKx70s3fJbTcilSJ4/9kXWbErHTZ/9hVqftqKKYvmpnW8trwYDY3M6eFFY7G0ozdXzbgN3330OasPpW88vg4nnHcWqsanPzFDIBIiwWG92740tbVBV8wf6RptUQHaWMiepIvf74dYLoNQKOTalJyRq1WMSF8M7TtsH1gsFiiN+kE/FKdfeiEmHnM0npjzIKv1KfFoDI/dPgsX3TwZE48dfJyKUqNGOBGD389cesFisUBeoGNsfb5gKC5EUwc7nZapVAq/VG9HZR4KnRpHVOBXltKW9c1N0JYN/FACAEKhEDNXL8EHG15B405ma7HSwWW1Y938JZi1ZikUaUYECivKUNfcwJhN0Vh00BqyXjQGPS6/4xY8v3g5K9e/joYmfP/xF7hqxm0ZnScUiXgTIWtsb0ZhWQnXZvxGYVkJmljqwk+Hzs7OvJe86EWl1cDp/dMhy5kOkwmKwvRSRLcsnAOnyYIPX3iNYav+x4YlK2AoLsTfp16f1vEURUFZZITZbGbMpjazCdoC7gtVmcZQVACT1cLKDchkMiEmpqDR55+jWzlmFLbX1rASmahrqkdxRXpND4XlpZj60DysmH4fwkFmJSQGIplM4vGZ9+OCG67G2MPTn9lXUFqMdouFsa7paCwGUQb1Tedeczk8Nie2fP0tI/b0QgjB84uX47Jpt2ScvheIhLwYEdTV1QV/sBtqHn2f1XodusJB3jS8+Hw+SFT5LXnRi1Kj/jNCRgdN7a3Ql6QXVpbIpJjz9Aq8u24D6rYyL9z47QefYvumHzF9xeKMZBBUhQa0MRjZ6bBahsxA54GQyuVICMBotLGXHdXVMAwvZ3wfJlColKykLQOBAPyhUEY3uRPPPwsT/nIE1j/4KIOWDcx7z7wIQoBLbr0ho/NEYjHkBg0sFgsjdkVj8YwKzkViMW58YBZeWLIS8RhzUagtX38Lt9WB8yZfnvG5QpGIFylLk8kEVUkhr+RrKIqCqtjIm6YHt9cDyRCKkLl9Xtqd3QPKISOE7C3oTz+sXFxZjunLH8KKO+fA52JGDA7oCdk/t2gZ5q5bCWWGOi0FpcVoaGXm5hiPx+HwunihrcMGSqMOdjuz3XqEEGyp2ZGX6cpeDFUV2F7DrEis2WyGusiY8U1uyoNzUbdlO77/5EuGLOufxp278OELr2DG6iVZ1crICwwwMRTtjsajEKWZsuzlqFNOQNmI4fj4pdcZsSkei2PDwytx0/x7B2xe6g+BSMSLCFlTawt0aaTW2UZTUsgbh8zpdvXZYRkJhnkTxdufcHewz9+LpRJAKEAw2Pe/Z8sB5ZB5vV7EKaRd09HL0aeehNMvuwgr7prDiGBiqKsbS2+diRvmzcSIg8ZmfL6huBAmm5WRJ0W32w2ZWjUkCjHTQapTMz5yxGQyISZCXqYrexk2ZiS27apmtKuxw2SCoiDzBwG5UoFZa5bi2QWPsDp5IxwMYcX0+zD1oXlZ1xLpi41oYqhrOhaLZeX03Hj/LLz79AvodNP/QPrxi6+jfMRwHHXKCVmdLxDxo8tyT3MTiiv5F/EuKi9FMpXkhcPj6EPyYsRB46BQq/DqirUcWdU/pqYWvP74Opxx+aQ+/12moX+A+wHlkJnNZqiyVJu/cvqtEIqEeHXlU7TaRAjBE3MexMRjjsbpl16Y1RoisRgSnYqRFme32w2ZLv91Y9JFrdfB6mA2QlZTuwv6PE1X9qJQq0Cp5Whra2NsjzaLCfqi7FLlYw6biAtvnIxVM9iTwlj/4KOY8JcjcOL5Z2W9hr6oEB1WZiJkkVg0K42silFVOO2SC2i/9vlcHry77gXc+MCsrNfgQw0ZIQSBaIiX8jVqvQ6EgPNB44QQON1uqLS/z/6IpRI88PwafP/Jl/j89Xc5su6PeJ0uLLp+Gq6fOwOHnXBMn8eIVQraX9cDyiFrbW/P2iETCoW45/Gl+O/7H2PH9z/RZtMXb/wTtrYO3LJwTk7rKAsMjGgYOZwOSDXcD8tlC41BD4uDuagKIQRba3aifFT+iMH2h354Oap3MdfRaLbboM1B9fzvt14PgYDCP5/ZSKNVffP9J19i99btmPJgehIX/aHSauALBBgZyxKJRiGSZB4hA4Ar7pyCn7/8BubmNtrsefep53HKpPNRMaoq6zUEYu5TlslkEuqyIl7Vj/VCURQoAYWGBua6d9MhHA4jlkpCKpf/4d+0RgMWvvgU3li9Dlu+2cSBdb8nHAxh8Y134ozLJw0YJJGolXDTPGSce0lhFmnqaIXxqIEVswfC63AhHotjfuO9AE1yQRcAwGXAS4EADLLsNWx0xQVo6WjH8ccfT49he7E47FAb8ze1likavQ67XC4QQhi5wNrtdnQlotANga7VilFV2PrJfzHpwgtpf63C4TC6w6GM6yn3RSgUYsbqRzDjgitx2PH/h3FHHEqjhf/DZbHh2QWPYMELayFX5tZFJhAIINep4XK5UFFRMfgJGRCNxiCWDDyOqD+6Ov1IpQhu2zQZoOmeecHwnr8/wuys16B4UEOWTCZRUDHwaC8uoQQC7Nxdi+OOO44zG7xeL+QaVb/XibKqYZi3fjUevvkuLNj4FMYcejDLFvaQTCSwbNq9GDXxIFxx55QBj1XrNLA5nbTuf8A4ZPF4HBa7HaMKT8zq/GCgC4/ePgs3L7gXH006n1bb3lzzDHbcMRsPv7Y+qxoPADCWFqOh+nta7QJ68v5Fo7j5cnCBRCZFigKCwSBUKvojg3V7dkM3rIyXT9OZotHrEBP26NTR7Tx4vV7ItOqcX6eC0mLctvh+rLx7Hh7/5K2M60cHI5lMYuWMebjopskYc9hEWtaUqlXwer20v6bhaDjr68vGJSsx6eZr8dENN9FmTywSxbQzL8YdY3/uNy00GEKxEJFIhDabMiUajSKZSqG4nL/zaAUCARraWhGNRiGVSjmxwev1DtphOe6IQzFt6UIsuXk6Hn33RZQMo/fzPxiEEKx7YAkIIbh18bxBrz1qvQ725jpabThgUpZ2ux1SnTqrCxIhBGtmzccRfz0Op9DsjAHA5XdOgVyhwCvLn8x6DbVOC3+wi9auj9/y/jr+jANhA5lWxVjNxfZdNQPOZcw3dMNKUbd7N+3r+nw+SHKMNvVy/Lln4JBjj8b6hfRLYfxz3QsQCgS4OE3dwHSQqBWMzMmLRKJZRch2/vAzWnc34KKbrqHVHolMihvun4nnH1qWdbOUSCJGmEOHrKmpCRRFQTTIIHSuURQb0NTE3ShAp8sJmXbwaPexZ52Ky+64GYuuvx0BH/2jiQbi7bXPoammDrOfWp6Wn6DWa+HYm02hiwPGITObzVBkmXp7f/1L8DpcuOn+7ItPB0IgEGDG6iX44ZN/Y/PnX2W1BkVRUBYYaNUwCofDSJAkpDIZbWvmA0wNjg0EArC4HSgs5296I1NKRwzH9roa2tf1+XwQq/5Yb5ItNy+YjT3bdmT9/eqL5l278dGLr2PG6kdo7UKWq1VweuntaEwmk4gnEhnLXiQTCTz/0DLccP9MSGT0R1eOO/t0aPQ6fPHGe1mdL5ZKEQxzJwK8Y9cuUEL+30aNw8uxg8F6z8GwOR1Q6dN7sD//2ivxf2eeiiW3TEeUJWf7m39+hH+/9T4WbFybdhRdKpMhAYLubvrGKx4wKctWkwmaLDq2dv20Ff967mWs/OC1Hu0RhtDodZjz9HIsuuEODB87GuUjqzJeo3cW49ixmUtn9IXf74d0CAyCzRSxkpnBsfX19dCUlwypmaDGkiLU+Lzo7OyETkdfrWGguwtSJX0OmUgkglQmx1LbImDjItrWvXsa8GqWhfL9IVco0GmmN0IbiUQgkoozTgF/8cZ70Oh1OO7s02m1pxeKonDzgtlYcO2t+OuF5/SpUzUQYokEQS83DlkikcDOPbvy4vtcPrIKW97+BFckLsloWgNdWJ0OFI9Kv4bzujnTsXL6fVg98wHMXruM0dd4x/c/YePSVXjkzQ0wFGVWx63QaeDxeKBWZ1/rui8HkEPWhsqT/5LROV6nCyumz8WMVQ+zEtUYc9hEXHPPNDx62z1Y/v4rkCkyS9noiwvRSuNwbL/fn1HaKJViR14gUwghSCXTF0eUq5Rw++hPWe6q3w3jMP7WmmSDQCCAprwITU1NOProwWevpou/qxtSFX2R2ZeXrUHJ8Ap8eP1btNbvvfTo4+iYvRAPPP8EbetKFXJ00iw4GQ6HM06rdfsDeGPNOjz08jOM1jyOmDAOx511Gt54/BncsjCzAn+JTIruEDeSDs3NzRBq+y9U5xNypQIinRLNzc0YN24cq3unUik43C6M0acvCyIQCHD3isVYMPlWbFzSIxzMBK27G7By+lzMXbcKlaNHZny+RKuC2+1GVVUVLfbw37WngWg0CqfPC20GavOJeBzL7piNc666FEf8ld7OxYE4+6pLMfLg8Xj6/oczzk3rCwvQauqgzZZAIACxIr2b4pEnn4ANi5cj1EVf+JYOCCF44eEVKB9VlXbHnlylgqeT3pRlMplEXVMjSoezW6jKBsbKMtTsobe4tTvUDamcHods+6bN+OHTf+OORxfSfvO8auY0+JxufPbq27StKZXL0B2k93sUCoUydsjeePwZHHfWaRgxgfkb+NX3TMO3H3wKU1NmE0ekchm6Q/Q6r+myvaYaBSMqUFBWgh3f/ciJDYOxfdNmFJb1BBMKRlRiW/VO1m3o7OwEJZVAnGEkWSyV4P7nHse2bzczMk/abXNg8U13YsqDc3Hw/x2Z1RoKnQY2GnUrDwiHzOFwQGHQZhT2fGX5k5ArFLh8kNZXuqEoCrcveQCtuxvw+WvvZHSuUqNGKBZFV1cXLbYEutJ3yP5x960YfcjBeOimOxENh2nZnw7eWL0O1Zu34MGXnk67zkeuUqCzK0CrHSaTCUKVPOOoZz5QOrwCtY0NtAqwRmJRCDOsd+oLv8eLNfcuwN0rH4aageYUsUSMe9Ysxeur16GjgZ6iaZFIhBjN6vM9EbL0a8BMTS349oNPcfU902i1oz+0RgMuu/0mbFi8IqPzpDIZummOJqZDIpHAttpqVIweiTuWLsBzDy2Dx87shI9M8dgdWL/oMdz52EIAQMXokdhWW8P6ZAOXywV5luLiKq0GC198Cu89u5HW+s9QVzcW3TANF1x/FU664Jys19EYdDDZ6dOtPCBSllarFfI0CwoBYPPnX+GHT/+NVR+9wUl9gFQux33rVmLOpddh1MSDMPbwQ9I6j6IoKIw62Gw2WnLavkAAUkV6dTwURWHqQ/dhzawFeGTKDDzw/BOM1tylwz+f2YjvP/kSj7y1IaPaFJlcjgBNTm0vTS3NUJdlrzPHZ2QKBYQqGaxWKyor6ekgjcfjUItyq80ihOCJ2Qtx6sV/w6HH/x8tdvVF+cgqXDvnLqy46z6s+NerORe/CxkQOw0GgxBK0389NyxegctuvyknYd5MOe/aK/H56+9g63++w9GnnpTWOVK5HF3dXYzpBvZHY2MjRDo1FColxhw2EedPvgJP3LsQD768jhcpzJ7P/oM475orfpNjUaiUEOvVaGxsxIQJE1izxel0QppGh2V/GEuLUTV+LO31n1dcATxxbG7abFqjAbs276DJogPEIeuwWqBKcyaepaUN6+5/GAs2PsXprMGyEcNx25IHsGzabKz6+I20bZEbtLDZ7bQU9vu7ApCXZ5b3v2vZg1h+11wsu2M25jydXvswE3zy8pv44vV3sfTtF6AryKyZQ6ZUINDdTetFvraxHoUHDadlLT6iKilCc0szbQ5ZIpmEIMfutc9efRs+pxtz162ixaaBOPPyi7Htvz/g5WVP4OYFudW7CARCJGge99TV1ZV2tHvrf76Dw2TGeddeSasNgyGWiHHjA7OwYfFyHHbCsWmluMQSMVJUz5xONjW2tmzfhsJRw377+bJpN2POJdfh01fewvksv2598dmrb6Pb78dl036vG1c4ahi27tjOqkNmstmgNmQXnSaEYMPi5YjHYnjv6m8yTnsOxHcffY6NN92Jx959KevZswq1Ct3hEMLhMOR9TCHIlAMiZdlhNad1U46EQnj0tntw9cxpnCkF78vx55yBE84/Ex2hE24AACAASURBVCun35d2Okhj1MNkpUf6ojsYzLiORygS4Z7HlyKZTODxe+azNkdwX75+5wP885mNeOi1Z2EsKc74fKFQCIFQQNv4mlgshjazOesvfT5QWFGC2kb6xrNQFJWTvk9HQxNeX70O96xZSutFvD8oisK0pQuw+fOv8Ot/f8hpLZJK0R6Z7wwEIEnjhhGPxbFh8XLcNP9eVl63/Tn61JNQXFmBT19+M+1zJHI5rdIDgxGNRrGzvg6Vo/83/kwoEmHG6iV4ffU6WsdLZYO5uQ2vrXoaM1Y98ocH4soxI7FzTx0jo7n6w2S3ZD2Z5F/Pv4zqzb/gvmdW0f55POmCc3DB9VfhoRumodufXYkKRVFQGLRw0qTYP+QdslQqBavDDt0goXdCCJ6+/2GMPPggnH3VpSxZNzjXzr4LsUgUbz/5XFrH6woLaBtO3B0KZpV+EUvEmPP0CnS6PXh63mKkUul3OObK9x9/gVeWP4mHXnkWJZXZF9CLpBKEaaqFM5vNkBu0nEUL2aCovAwtHW20OeBCgQAklZ1DFotEsfyuubhu7vSs5GOyRa3TYuaqJXhy9kJ0urPXESMgENCc9vJ1+SFPQ0bk05ffRHFlRdopQ7qhKAo3zZ+Fd57eAL8nve5JiUJOW91sOtTV1UFebPjDXMbykVW4euY0rJ45DwmW67R6ScTjWD1zHq6eeXufM0KlMhkUpUbU1dHbhNMfqVQKDpcTGkPmDtl3H32Oj154DQtffDpjOZR0mXTLtZh47NFYeutMxGPZvWdSnRoOBz31g0PeIevs7IRAKhm0nun7j79A6+4G3L7kfl7UAPQiFIlw79rH8MUb76J+e/Wgx2v0Wji9HlpujMFwCOIs0wBSmQz3P7cGpsYWbHhoOa1qxv2x5etvsf7Bx7DwpadzGlgM0OuQtbW3QVnc/wVJLJUApEdolI/U/rINmkFa1sVSCcRqJWw2egpcxWJx1urtLz22BuUjq3DGZZNosSUTJh57NE679EI8ce/CrD/zyUQyYwHXwfD4vFAMUlfq93jxztMbcNN8ZgSw06Vy9EicfNF5eG3lU2kdL1bIEAjQ24QzED9v24rSMSP6/Ldzr7kMap0Ob699njV79uWdpzZApdXi3Gsu7/eYktFV+HnbVlbs8Xg8EMplGUe3dv38K9Y/+Cjmb3iS0cxCrw6eUq3Ck3Oy+86qDDqYbVZa7BnyDpnL5YJcP7h3bW5uw3FnndbnNHquMRQV4pDj/gJr2+CSFkKRCGKlnJbRP5FIBJIcCvPlSgUWbFyLuq3b8eqKtTnbMxA7vv8JT8xeiPkbnsCIg3KvnxNKxLTNyKtvaYZhgNSpVCbDtKXzsXTqzLSjAmxRvfkXvL/+JUxdfN+gxyoKDejooEd2RS6VZfXE+ut/f8CPX3yNO5Yu4OzB6qoZt8Hv9eKTDNJu+5KIxSCX0nsd8vn9gyqQv7byKZx80XlZ6THRzT/uvhU/fvkNWncPngYXKWWMCDn3RVdXF+o7WlE2ou96UIqicOeyB/HZa2+jYQf9EywGomFHDT599S3ctXzRgJ/9shHDUd/RxooT63A4MmqoA3o6fB+bNgszH1/KiuSKUCjEPWuWwtZmyuo+pSswooOmMqEh75Dl2uGRj8h1GrhcrpzWSCaTSKRSEOao6qzSarDo5XX46ctv8PZTzDw11m3d/pu4H10DngUiES3t4YQQtHS0o7Bs4Fq2E/92Nk668Bwsu2M2Z+mO/XGYLFhx11zcs2ZpWulfXUkhGtsy05HqD6VcgXiGdS6dbg+enL0QM1ctYSzFkQ4isRj3rHkUb655Fu31jRmfH4vGoKBJgw3o+S53BbshH8Aha62rx49ffoN/3H0rbfvmgkqrwT+m34rnH1o2aNRCrlLCw8Cos76orqmBtrJ0wPIDY3ERpi66D6tmzEMkxM4UgWg4jNUz78fUB+fCWFw04LEisRjaYaWormHeYbTabWkFRHrxOl1YdP00XD93Bo44KbcOyEyQyuV44Pk1+P6TLzOWm9IWGGC222jJAg15h8zmckKZpQZKviLRKOF2u3NaIx6PQygS0RJl0Bj0WPzaenz9zgf4aCO9An9NNXVYOnUGZq5+JGtxv76gS3rA4/GASERpRV6vmXUHxBIJNj6yOud9cyUaDuORqTNwya034LATjknrHGNxIVrN9ETINCoVIhmkjAkheOLehTjt0gsx8Vj6JgZkS1nVMFw/926suGtuxvP4IqEw1EoVbbb4/X6I5bJ+GwUIIXj+oWX4x/TbOHVk9+fsf1yCgNeHH7/4esDjlBo1nN7crnfp8uOvW1A+btSgx514/lkYe/gheHHp4yxYBWxcuhqjDz0YJ/7t7LSOLx87Ej+xkLbssFqgLUyvfiwcDGHxjXfijMsn4fRLL2TYsj+iNRqw8MWn8Mbjz2DL19+mfZ5UJgMRC2mJ0g552Qu72wnVhKErN9AXSq0GdnduXR+xWAxCEX0Dkw1Fhbhj6QLMv3oK1uMZ2tYFgBl3AB/RPE1BIBLS4pBZrVYo0xxqLxQKMeuJR3HPRVdj5MHjObkoAT036CfnLMLwcaNx4U3XpH2eWq9DZ1cXQqEQFDkK4Oo0WkQ96acBPnnpDfi9Xlw147ac9qWT0y+7CL9++wNeevRxTHlwbtrnhYNBDNelLzczGD6fD1JN/w7ej198jYCvE2f/4++07UkHQpEINy+YjbVzF+HoU07qt8FIpdWg1bOHcXtcLhesPjfGVJyc1vFTHpyLu869DH85/WQcdcoJjNm17dsf8MtX3+KJz9KP7BRVlGH3f36Ey+VCYSFz+ojtFjMmHD560OOSiQSWTbsXoyYehCtYFmPfl7KqYbjv2dV4+Oa7sHDj2rQzLgq9Fna7HfoMxkP1xZB3yJxuNyZq0x9qOhRQ6TSw17XntEYikQCVprJ9OrhtDjwxeyGmLLoPH03uv+A0U1pq92DhdbdhelX6YpJpIRQikWVR+b50mE1QFKSvZ6fSanD/+tWYd+XNGDZmJG0p2Ez413Mvw9LShkfffTGjCClFUVAW6GGz2TBq1OBRhIHQarVIhNKLkJmb2/DmE+ux7L2XedXJSlEUpj0yH9PPuxx/Of3ktFMw4e4g9CX0FTL7fD5IVf07yD998Q0uuOHqnMsTmOCwE46BXKlE6+56jDui7+u4UqOGt9OLFANyIfuys7oa+hGVae+h0mowfcVDeHzmA1jz2TuM6Fp2dfrx5JwHcffKhzOKbgoEAuhHVGLHzp0484wzaLcL6JkO0RUKDjqyjhCCdQ8sASEEty6ex3lT3fgjD8UdSxdgyS1349F3X0TJsMHLNWR6NWx2Gw466KCc9h7SKct4PI6uYDcUavrC//mAWquFM8eUZSKRSHvU0GD4XB7Mv3oKzpt8Bc6j0RkDgJEHj8f969dgzaz52Ln5Z9rWFQgF9DhkNmvGwrTDxo7GtEfmY+lt98Dnyl4+IRu2b9qMfz33MuY9uxpSWeZ1TFK9BnZ77rPd9Ho9ol3pjcRpqqnFYSccg7KqYYMfzDIqrQanX3Ihdm/ZnvY5sa4QjFnIBPSHy+2CVNN//RghhPOpGgMhkUkxUHmOSCyGQCphtEidEIIft21F5bjMGh4OO/4YnHDeWb85HHTbtO7+h3H8uWemXVawL5XjRuLHbVsZ64DvHVk4mIP19trn0FRTh9lPcSckvj/Hnn0aLp12ExZdfzsCvsFTkbpCI9osuctNDWmHrGc4tpxzj5tt5ColuoLdOUlfJJNJUDkqpQM9T3ALJ9+Kky44BxdPuS7n9fpi/JGHYvba5Vh+xxzs+ZWe4bmUgKJFOsRit2U1fua4c07HGZdehMduvydrfZxMsbWbsGrm/bh37TIUlpdmtYbaoIOFhmG7RqMREX9X2jcLLkacpQuVoW2xQDeMxsyc+IGwupxQczh1hA3kWjU8HuYeXqxWK/yJCAxFmaf3Js++Ex0NTfj2g09ptWnTh5+hvb4J1865K6vzDUWFCCQisFjo6RDcH7vdDtkgHZbmplZ8/NIbWLBx7aBdwGzzt+v+gcNOPDatzktdgRFmGiR/+HsVowG/3z9gqH6oIhAIIJJJcxJLTKVSOTuyoa5uLLrudhx+0rGMd28dctxfMGPVEiyZejc9el5U7g5ZKBRCMBLOOkJ75d23QqXV4PmHluVkRzqEgyE8MuVuXHnXVEw85qis19EaDTDRoMkjl8shk0gQSTNtOVQghCDs76LVIbM5HYwMVucTEo2SUYdsR/VOGEdUZnVNlMpkmPLgXLzw8Epabdq4ZBVueXBOVpFsoCelbhxZiZ01g+tbZoPZZoVqkPrZUHc3ispLs3J02WD8kYch3D14pF6l08Lj9+Vcd8y/ogEaCQQCEKehTj0UkaoU8Pv90OmyezJOpVIZP9nvSzQcxkM33YmREw/CDfNmshKlPOqUE3D7ww/goRvuwOLX12PYmOzrmAQCAZI5ThjweDyQ6zRZ/98FAgFmrn4E91x0Nb588z2cdSUzRdeEEKyZNR9jDpuI8yZfkdNaGoMOtQ47LXNAK0rK0On2QK48cB6qgoEuqBVKWubiAT2RbrfPi4lD3CGTa9Sw0aSWvj+EEPxSvR2jz8iucYgQgs9efRsnTzoPF2ykr87Vcxtw/Ktv47ATjsn6u1YxZiR++WozzjvnXNqv0e1WC/RH5K4JmQ8IBALIdRo4HI6c5vkOaYesq6sLIjl7A2f5hEgmQzCYXg1OX+QSIYtHY3hkygwUV5SxXqR53DmnIxIOY+HkW7HkzQ1Z1xVRAgGSqdwiZF6vFxJ1bmF4hVqF+59bg/suvx7DxozC+KMOy2m9vnjn6Q1w2xx4ZPUjOb9XUpkMKYogFApBqczt/15VXoFalxulw+kZWJ4P+FxuDC/PfuTX/ni9XogVcl4W7NOJxqiHpYmeKRH7Y7FYEEolsio9AID/vv8xzM2tmLn6EXwko28KQiwShfXNq/Cf9z7GaZdckNUaugIjQiQJs9mckyOxP4QQWB12VBmPpW1NviPX9+h/5vI6DumUZaC7CxIaBRbzCZFCmpNDli2JeBzL7pgNuUqJu5Yt4qS259SL/4Yr7pqKBVdPhcuS3UWaDh/S7XFDmqNDBgAVo6pw17JFeGzaLHgc9Ayx7WXLN5vw6ctv4r5nVmY1t7QvZBo1LZMiKsrKEXKzo8DOFzqdHlodMpfLBfkBoMOoNehhpaF2sS9qandBX1WR1cOKy2LDhodXYubqR2j7fvUikUkxc/UjeGHJSjjN2ZcJGKrKUVO7i0bLesqFIBbS/n/mMzKdGlZ7bg8FQ9oh83d1QcbDUUhsIJJK0dXdzeqeyWQSa2YtQDKRwD1rHuX0qfycqy7FBTdchfnXTIHPyY5o5P443G4oaZoS8ZfTT8Zpl1yINbPm07Ie0NNwsWr6PNz75DIYBxjtlCkSlQI+GpTTKyoqEHTxa5QU0wRdXgyvpK9b1OlyQaLlV7E0EyjUKnSFg7SNO+uFEIJfa6pRNipzLctUKoXHZ83HpJsnY+TB42m1q5cRE8bh4luuxZpZ85HKssSibFQVfq2pprXb0ul0HhAPAvuio6F+dkjHsbuC3ZAWDTxGYqgikUlYdch6W7C9ThcWbFyb8TBZJrjo5smIhMNYMHkqlry5ISMdIDquTe5OLxRl9IgSxyJR7Pj+RzRMMgE01qFcNZPCpd9sonXKgVgl73lCzhGj0QhRCgh1B3nXgcUEqVQKQZcXFRX0RcjMNis0BvpEZvkKRVFQ6LQ5p4z2x+12wxvuxqFZFJ1/9MJrSMTjuHjq9bTZ0xeTplyHLd9swocvvIpJN1+b8fn6wgJUR0Nwu920icS6XC5ItAeW3JTGoMeen3JrkODMIaMoSghgKwALIeRvFEWNAPAmAAOAbQAmE0JyalkIRyLQSPirr8MkYokEoWD2T4uZhudfW/UUOhqaseiVZ7Lu+mGCy++4BZFgCA9edzuWv/dyRlE7QY55y06/H0ZV7hclQgievv9hFFeU48PrX6O1Ji/g9eH7vZMBTrrgHFrWlCkV8NIwRoSiKIyuGgG31YZhYwdX+853/G4vCrT6nKcc7IvZbkXpqMNpW4/PSLUqOJ1OWh2yPfX10FaUZPyd62howjtPb8CKf71Km55jfwiFQty98mHMmnQNjjjpOAwfNyaj8ymKgraiBHvq62lzyOwuJ1QHWIRMoVahsyuAeDwOcZZ6alymLKcD2Fef4DEAqwkhYwD4ANyU6wahSITXgodMIpFKEY5mLxlAUVRGIewd3/2E6+fN4F1HHEVRuHbOdNjaOhDsSj9iSFIpUFT2Xw9CCHz+TshzLGwHesYCtdTuwV3LF9HeIKEx6DHv2dV4duGjaK2rp2VNuUoJj5+eYc8TRo+Fx8JM9xzfcJgsOHjMONrWSyaTsLtdjCjE8xGFQZtzDc/+7KrfjaJh5RmdE4/FsfLuebh2zl1pqbzTQcmwClw3dzpW3X0/4tHM4xiFw8pRs6eONntsB4D23f4IBAJI1aqc5Fc4iZBRFFUB4HwASwDMpHruMqcBuGrvIS8BeBDAulz2iUQjvFH+ZRuRRIxwDvUUmTpkACAQMPskmC0URWXcXEAIgTAX2Y9oFERA5Zy6rflxC95e+zyWvf8yZDRGTvZlxIRxmLpoLpZMuRurPnw95xSXXKFAoCt3LTIAGDlyJLo3fTXgMc01dfj2g0+z7oJjmj3bduLINGatdtndGHsyfaljn88HsUJ+wFwDtQY9TM30OWSxWAyNba048aQjMjrvjcfXobCsBGdefjFttqTDGZdNws9f/hf/z957B0aaVWfez62gHEqplFXKOefQuScHMAsYHLGNDc4kY7Ngm8/2eIBd7AHHXQxeG69Zm2QYwJhkgonDpA5qdSuVqlSqnHO+3x8l2ZpGalXVm6ve3z9Irap7D3fecO655zznYx/4a7zud96U03ebO9rwH1//PuLxOEpYOFWyOR0YrR1jPI7UKKupgsfjQUuerc+EOrL8AIDfBnCU8dwAwEspPepVYwJw4raEEPIGAG8AgK6ueye/JlNJKDgOF4sVhYJZ6x+FQsFZSw0pkKaUUYVoOByGupRZhZHdZMb7f/MdeOsHnkRLJ7c77fOPP4Td9dv4H7/+2/iDj/41o4KM0vIyBFiq8G1uboYikULIHzi1J97owiwMm9toamOv/+NHnng/Xv+77EgUNLW1YO6MPqupVAp+qwPd3d2szAkUX2J1TX0d1r/7ImvjGY1GlDXU5nTKcuvZF/C1T3wWH/jXj/PeIYYQgl9/7+/jTQ//OBaunMfoQvbOvbq0BOWNGhgMBgwM5HbkeTepVAr+YKDoWhYCmfxZL4N0Dd4dMkLIYwDslNLnCCGXjv75hI+e6A1QSj8E4EMAMD8/f0+PIZVMQclC+x8polAqkUzl75AplUrQFDNhVEmTTjPK/QiHw1AxOC6PRSJ48o1vwSve+DpMn+NHy+en3/4b+MOf/3X83Xuewut/7+15j1NaXoZgiJ2CEkIIJgZHYTHso39i9MTPrDx0FSsPXWVlviM+8sT78fJf/BlWx7wXTrMVndoWxtptx7HZ7SjVFM9LsbKmGoFwCJFIhBVh3d09Paqas++YEA6G8IG3/i5+5Y9/F3VN7HVayAVNYwN+9cnfw1OHDc1zKYapbm6Afm+PsUPm9/uhLi8TdTszriirqoTTnf+RpRArtgbgZYSQPWSS+K8gEzHTEEKOHMQOAIzPPJKplGiP0bhGoVQgyaD1TyZCVrwOGU0z648YiUSgzNMho5TiL97xh+gc6MXLX8+fU6BUKvH2P38fnvnat/D1T38u73FKysoQjkZYi7CODw/Ds8+N6KdYsBn2MTlyssOZLwdWS1Hl8RBCUFFXC6eTHZmbO7s7aMgh6vq3T7wf48vzWH7gMivz58vS/ZcwubqIj/zR/8zpew1tLbij32E8f6ZlYeFXRZ9ERU0VHJ78pXp4d8gopf+dUtpBKe0G8FoA/04p/SkAXwfwqsOPvQ7AZ/m2Tea/UCqVSBdxhIwyjJDF43Eo1fkFoD/z4Y/CtKPHr7/33bwfe1TV1uBdH3oKH3niT7B1fT2vMQghUKiUjPu6HdHf34+A1YEUgyN4seMz2TA8yF5CPwAc2K2oqS8ehwzIVFqy4ZClUino9w1oas3OIXvmq9/Ate/8AL/IILLMJq//vbfj+nefwQ++8o2sv9PY0gy9yci4h28oFIKqrDiL6crKy+Fn0ENaTDHF30EmwX8bmZyyjzAdUKlQIF2kUR6aTjNKSlepVKAMb0xJk0pBxSCPKhaLQZGHQ/bCf3wPn/nQR/HO//2UYPIhXYP9+NUnfxfv/ZW3wePIL/yuVKlYc8gqKyuha22HjYEauZgJeH1QJymr+mOUUtgcDtTUFb4G2XHKaqthszPvZuF0OqGqLM8qf8zncuOv3vkE3vwnT4gmb6qiqhJv+dMn8Ffv/CN4ndndw+rSEqgqyuFwOBjNHQwGoSwihf7jlFVWwB+UqENGKf0GpfSxw593KaWLlNJ+SumrKaUxpuMrlApQhg2ipQqluWuJHUelUiFdxA5ZmqFDFo/HQVS5RdisRhP+9C3vxNv//H1oam/Ne242WH3oPlx55eN436++DYl4IufvK0vUiMUY38L/yezYJGz6fdbGExMHuwbMjI2zqy/n9wMqRdHJ/lTX1cLsYC6TYrFYUF6XXUP2v/69J3HpFY+yKq7MBqMLs7jyysfx17/7x1l/p7y+FlYrsxZUgWCwuCNkDATZxRQhYx2VUlW0x27pVAoqZf4OhUqlAk0Xb5UlTVNGDlkqlYIyB4csEgrjj9/wZrzmN96A8eX5vOdlk59486+gsqY651wUIFNUwvTo4zijIyPwGs0FWfnrNhxgYoRdiQCPx4PyU6pSC5nq2lrYnMwiPABgMh+goiE7h+zGd5/Bj/1S7gr5fPCKN7wO17/7TNafr2iohcl8wGjOaCwKdZEKsqtK1IjFY3k/pwraISstKUUykfvuvhBIxOMoZ3DkpVKpkEomC/IFmA3pJLMIWTKZBM3yyJhSij/77Xejf2IUj/7sa/Oek20UCgXe+tSTuPadH+DL//zpnL/LRHblbhobG6Gt0cBpKSyR2EgojKQ3iL6+PlbH9Xg8UFeLS6SZD6pqa+B0uRg/t8x2G2rqs9e1E6u8Uq521dTVwWxndo9FYjGoRNA6TwgUCgUIg2dfQTtkZaUlSLCUxyI1kokEyhjoYCkUCigVyqI9tqSpVN7tLwAgkUxmncMX8gfw7L9/C7/yR+/iPYn/LCprqvHLf/ROfPljn8rpe0SpYDVCBgDzE9Mw7+yxOqbQmHb0mBoeY+T8n4TL7UJJEVa6qUtLkFYShBjq4NmcTlTVFmGEUVMDG8OiiFgsxkjHUOoo1fnnzxa0Q1ZeVp5X/kshkIgnUF7GTIunRK1mNcohJdIMHTJK0yA5FFWo1GqUiDQRtryyAvRkWcBTIUSBNMv5mxPj4/DsHRRU1NapN2F2cpL1cV1eDyqqi88hA4DSygoEGFS6pdNpuLxuVNUWj6juEVW1NXB53Yzu3WS6ePU/gUzudr7rV9CrVlNVhVgk/36OUiYajkBTzWyHV1JSglSiOB2yVCLJSgsRGfbQarWor6iC28a8ik4MRMNhxF1exkKcJ+H2+UTXV5Yv1BVlmaKGPIlEIiAqZdG0nDqOUqWCQq1COBzOewxFHm33CgoGBXUF7ZDVVtUgGi5OhywZjaG6iplDVsw5eKlEklGETIZ9CCFYnJyBaUsvtCmsYNrZw9TwOCfXmcfnY6WxvRRRlZcxipCFQiGoBZKcEQPqsjJGR74Zh4xFgyQGBZUdspOora5GrFgdskiMcRuW0tISJIrUIUuzECEr6l0iR0xNTsKzZyqItXXsGDE/Pc3J2OFIGKUVzNsHSRFVWQmjCE8oFIK6XJzpA3ygKith5JApleqizT0GMhX6+XZ5KWiHTKPRIBGOCm2GICTCEdTUMMuBKCstRbJIc/BSySRKGRRFKBXKotXAA5h3OjgNrVaLxspayVdbRkJhJDwB9Pf3czJ+OBJBSZFpkB2hKlEjzCBVJRaLQVnE0XGmGoIVZWVFW0xHKUUqkcj73VH4DlmwOCNksUAIGg2ztikVRVoUkUqlQNNpRpVvGR234nXI0hw5ZACwNDOLg61dTsbmi/2tHcyOTXByXJlMJpFMJYu20k1dWopQJP8IWTKZBCnmpHQFswrpyooKJGLF6ZAlYnGUlpTKEbKT0Gg0iAWZlT9LkVQyiWQsgWqGSf3lZeVIsKi2LhWSiQTKSkoZSVAolcoiF9ZNM2rOfi+mJibh0ZtYr+LkE+fuPuamuDmuTCaTUCiVopNQ4QuVSoUYgwhNKpUCURTn2gEZyRom1fWVFRVFe7ISj8VQUZ5/qkBBb6FqamqQjMaQTCTOrJj5xF99GMl4Ap/58Ed5si434rE41h55IKvPBn1+NNbVM34hVpaVwxrPPzlWqiRicZQzuKmAo9ZT0nUYmJJOMpMNuRcNDQ1oq2+C/cCMlk72+j/yRcgfQDoQZl0M9oh0Ol3cDoVCgXQ6f4eAZvrOsWiRtCAMqySrq6uRDBXnyVQ4EER9bf4nUwXtkCkUCmgbmhDw+FCnbbznZ//xhW8hEY+z2vLhNWMr+Of177EyFiFAWUV2Zew+twdtzc2M56ysKEfcnV9zaSnDdJcDAGq1GrRINdwAIJ3kVjZkcXoGX9+8IUmHzLi1i/mJKc6OdNPpNAgp6MOPe6JQEKQZOBRKpRKQcPSVKUy7lGROpvI/MpYyIX8ATfUNeX+/oB0yAOhoaYHP7TnTISuvrOBEt0cILSC/y4v+5nbG41SUVyBVhKHneCyGynJm/91KSkqQThZvpRHXsiGTE5P4l69+KdMzVKRta07DtWvEK18hnhZZhQbTCtxij24zzZ+tra1FvFgdskAQQ/X5v3sLfhvV0dIKv8sttBm8EvX6BdWwAgAAIABJREFU0cJChKy8vBypIkzOjEdjqMwyGnkaGYesOCNklFKkUilOI2QajQZdLa2w7TNrhMw3Aa8PimgCPT09nM1RUlKCVJFeewCQTCRRyuDaKykpQTpRvJsppukGVVVVUFIUpSh7zBeAtrEp7+8XfISsva0dkfUXhDaDV8IuL1pbWxmPU1FRgVSs+CJksUgULZVVjMYoKysryugiACTjCZSo1Jwl9R+xND2HL996Dm3dXZzOwyb7W7tYnJjhdG3U6owOFKXZCVR+8zP/im9+5l/x2Q//A2c2McG0sweVOvtXVaYopzbv+SoqKpAswmKmI5JRZhqWhBB0tLXB43SdmVJg2NzG1rV1vPnR1+Q9H5cEvX6MLc1l/fmI24eWlpa85yt4h6y1tRUhpyfrh5PUiUdjSEfjaGy89xFtNhRzhKxKk38eAJBxyJJF6MwC7OTgZcP42Bg+8W+fk9SxpVtvwsyrL3I6ByEEJeoSJOMJqLPQInviY3+DdDqNak3+TszdvOWx1+Kpz/8TK2MplErohrLXa0vEEyiry19DsLKyEolIcepXAkAiEmUsKq5r7cCWw32mQ7Zw5QLe9sH3oKOPvYgxm9ceADS1ZxfcSCWTiAVCaGqSI2SnUl1djQp1CUL+QFE0i3U7HOhsa2NlB15RUYF4tPgeTPFIDNXtzCNkxbrLjsfijBvbZ0NNTQ26WztgM5rQ1qPjfD6mBLw+qOIpdHVxH9HT1NQiEgpl5ZBNri5yYkPf+Agn455FIhKDRpe/c1lZWYlELIY0h9ItYiWdTiMRi6GCYcpGV0cHXnju22d+TtPYgIsvf4TRXCchxLXndbrQ0tjEKP+u4K82Qgj6dN1wWaWt7J0tTrMNAzp2dhtVVVVIRIrPqUhHY6iqYuaQZY494gXR4idXYpEIqqv46aO4ODUDy46Bl7mYsr+5g4WJaV5e8nW1tQgXoQYjACQZdilRKpWoq65FOBBk0SppEA4EoamuZeRUAEBXVxeCtuKq0HccWDHcO8BojIKPkAHAUE8fvrZ9HbohZoslBUJ2F/omV1gZq6ysDDSVRipZXKrfyWiccchepVKhRF2CRCyOkrLi6osXi0RQy7CxfbaMjo7i41/6vCSOLd2GA0y9ktvjyiPqa+vgKEKHAgDioTBjUeymhkYEvL6sTlUCXh/e/5u/g2qGnVG4IJlI5JSqE/T5oW1gnu7S0NCAUigQ9PmL4mQKAPw2J/rPzzAaoyjesjqdDuHvfkNoMzgnnU4jaHejs7OTlfEIIaiurEQ0HEFlDT8vWDHARg4FANRUVSEaiRSdQxYNR9BZxV4+0r2ora1FV3Mr7CYzWnXsXPdcEPT5oYgmoNPxc7TaqtVCb97iZS4xQSlFxBtAQwOzHNCWpiYYvT4gi2vq4ssfwfS5ZahYrCr+kze9A2/74HtZGeuRn80+YT7g8aKLQZXgEYQQDPf2wW4yF4VDlk6nEbQ5GacjFIVD1traimQwglg0itKyMqHN4QyPwwltXT0rzsQRmpoaRELhonLI4mHmO2wAqK2uQTQURk2d+HbOXBILR1Dbxp9g6/zENL6+dV3UDplpew9z45O85SS1NDcjuv48L3OJiZA/gJrKKsadNjpa2rC+8VxWn33bB9/DaK6T+JM3vQMXX/4w6+OeRdDlRcfILCtjjQ2N4LPP/gd6x4ZZGU/MuKx2tNQ1MDoqB4oghwzI5AQM9fZJTrMoV2zGA4wPsHvx12vqEAkVTy5KKpkETaYZJ7UCxZvHkwhHUVvLT4QMAMZGR+E1mkWdr+c2mDA1NsHbfFqtFhGPj7f5xILX6UZHC3PJn7a2NkTdfhYskhZRj58VySQAGBwchP/AzqhRuVSw6I2YGWV+fxeFQwYAYwNDcBrNQpvBKX6zHUMD7ObJ1ddoECkipyISCqO2poYViZSGInNmj0iGY4x3irlQX18PbW0dnBZxFu5EQmEkfSFOxWDvpq6uDopkGtFwcSmme+0O9HQwr2Jtbm5G2OMrCmfiiHQ6jbCHmY7Wcaqrq9GpbYHDbGFlPDHjM1kwMsw8GFI0Dll/fz/8Zruod9FMSCYSCDvc6O7uZnXchrq6onLIQv4AGurqWBmrrlaDWBE22WXryDcX5sanYNGLs9rSrDdgcmiEceVaLigUCgz09MJhtvI2pxgI2FzoYeEZWFpaitbGJnidxVMp6HE40dLQiNJS9nJe5yenYNkW533JFn63ByVJoL2debvConHImpqaUKUqgd/tEdoUTrAaD9Cv62H1ZgIyLWoSweJxKsKBIBo19ayMlVm74opQUEoRDYSg4bnibHRkBD6jOHfiTsMBpsbGeZ93qLcfLrM4o4ZckEomEXZ6WCtqGurph8MkzmuKCxwHVgz1ZC/Amw2TE5Pw7B0UdKTRuLmD5elZVvJDi8YhI4RgZnQCB3qj0KZwgt2wj+lR9h/6tbW1iIeKx6kI+QNorGfHIaurq0MsUDzRRSBzPFdZXs5pH8uTaGtrQ0mawO/x8jrvWSQTCYSsTgywnEqQDT3d3QhY7LzPKxQuqx0dza0oY6lwq6+nBwGbk5WxpEDQ5kQfy8fqdXV16NI2F2z+NqUUrh0jpienWBmvKKosjxgbGcEPPv8pYH5aaFNYhVIK374Vwy8bYn1sjUaTlVOx+eINfOvpf4Vt38S6DWyQiGfXAioeDKOhn12HrFjadgFAyOdHUz1zHaNcIYRgenQMer1RVFWtdpMZvR1djKv+8qG9vR2KWLJotKAseiOWR8dYG6+npweBTzmKQrE/nU7Db7GznvICAMuzC/jitR9IqudstrisdtSqy1k5rgSKzCHr6elB0hdCNBxGGQtVdGLBZbWjoaqGsfbOSVRXV4MmkkjEE1CXqO/52dvPX4ffzV6E4ltPfxEXXsZO6ff5xx9CRRbq8fFgGPUsRcjKyspQVlKCaDiC8srTr7dEPIGQP4Dvf+nfWZmXbQ5yyM0KeH1oadRyaM3pjA2N4IWvfgGYnRRk/pOw7ZlwmYXqq3xQKBSYGZ2ASW/A4LQwNvCJd9+C0SuPsTZedXU1Wuob4bY50NjazNq4YsRtc6CZBdmGk5iemsInv/j5gpSdMty6gyvLK6xtuIvKIVOpVJgaHoNpZw/9E6NCm8Ma5h09FieZKQSfBiEETfUNCPn90DSe7vA9vXeN9bm/9fQX8Vt/xo44YrbEAiHUsZTUDwCt2mb43Z57OmQ4LDT52iefZm3eH3zl61i6/zJr4y0/cDWrzwW9Pky1D7I2by709vYibHdntXngA0opfCYrhh55pWA2TI6O4dpXPgcUuEPmd3tQThWsSTYcMTE0gmt7+wXvkFkNJkwNc/NOLC8vx9zYBPY2tjA0UzjXYSIWh89gxsyrX8famEXlkAHAzMQEPvb1LxaMQ0YphcdgxviVxzmbo7lJi4DXd0+HrBBIJhJIRtmVbGjTtmDf40Vz5+kh7TptI+sO7cu6p/Cuv/kAq2NmQ8wXhHaaudJ3PpSWlqJf1w276QDtvd2C2HCcgMeLSqUaTU3CrAeQqS5P/HMA4WAoqwixVDHe2cHyzBzrqQGjwyP45icLX2DXu2/GyOIlzsZfWVjEX338HzA4PV4w6RuGzW1MDQyzWlFe2AfjJzAwMICow4NYpDAqBz0OJ6pVZaxpx5xEW5MWAZElS3NBwOuHtr6R1XyRNm0zgkUk0Bnx+tHYyH8O2RGTw6OwG8WRQGwx7GNyZFTQF5BarcbCxBSMd3YEs4FrjhKrZ6fZPyXo6uoCicQR8gdYH1sshPwBIBzjtK1Xd3c36ksqYTOJ495kCqUU5pubOL+yxuq4ReeQlZSUYHp4DPvbeqFNYQXT5i5WZmY5feg3a5sR8RbuA+mIgMeD1mZ2jyZaWloQ8xSH4ncinkAyHOUklzFbBvr74T8Qh9SD98CGkQH2C21yZX5mFs6dPaHN4Ayn2YqGiipONqX/mYe3Uxjvi5M42N3DzOgEp4ULhBBcXTsP4407nM3BJ3aTGXUlFejt7WV13KJzyABgfnoGjh3py19QSuHW72OKpZLb02hoaEDMH+R0DjHgd/vQ1sS+QxZyeQpWkPg4PpcbbdpmKJVKwWxobm5GSZog6BPWCU6lUgjZXLyq859Gd3c3KqgSLlthSmAYb23i3MISZ5vS6fEJuPbEWT3OBi69CdPj3Od2TU9PI273CH5vssHejQ1cPXeB9WuuKB2ygYEBJDwByfcZdJqtaKyshVbLbVVbpi+ev+CdiqjXj1aWd9mVlZWoLC0v6COPI7xOF7ra2Cn/zhdCCMYGhgXXPXJZbGjXtrDSE5UpCoUCl5ZXsXfzttCmsE4sEkFg34a52TnO5ujr60PaF0Y4UHib0nAgiJQvhP5+dgVhT6KkpASXllexfW2d87m4JOD1IenwYWaaffmsonTIVCoVFienYbizLbQpjDDd2cHq3DznOSrl5eWoLCsvyAfScaJePycJ2D2dXXDbHayPKzb8dhe6WegjyJTRwUF4TMK2DLLvH2BikHlvO7aYn5uH32BBLBoV2hRW2b21ifnxSU4dX5VKhfmJKRg3dzmbQyiMW7uYG5/kra3X2soqPDtGSV+H2y/cxJWVNU7Er4vSIQOAhdk5OLf3hDYjb1LJJDyGA86PK49ob2mFz+XmZS4hSKVSiAaCnCSk9+t64LUVvkPGZtsaJvT09CBgdQga0fVbHOjv6xNs/ruprKzEwtgk9OuFkcMDZMRMbRvbOL+yyvlcs1PTcO4WXk9G544BcxwUQ5xGTU0NFsensXNjg7c52SQWicCnN2GVo2uuaB0ynU6HCqqExy7N1hjmPSP627t46xnY094Bj6NwG+36XR401zdBrWZfv6qzowMhR2H2UD0iEU8gEQihmeWiiHzQaDSoKa8QrG9tIp5A1O0XhXN6nEvnL8CyvlkwfQVN27vQNbSgo6OD87l6enpQmqAF1Wzc53KjJJ7mPc/x8vkLsN3aRiqZ5HVeNth6cR0rM3OoqqriZPyidcgIIVibW4RRoseW5js7WJlb4G2+9rZ2RNyFK9/gcTiha+fmwd7e3o6wy1swL8KTcFlt6GrvEDSh/zgjfYOwm8yCzO20WNHd0cF7P8+zaG1txUBbF4yb0pfAoJTCeG0D91+8xMt8CoUCa3MLMN6W5vviJAwbW1ibW+C9LVRzczPGuvuwe2uT13mZkojFYb+9g8vnL3I2R9E6ZAAwNzsL17ZRci/KSCiMmN2D8XH2m4mfRktLC8IstkUSGz6nhzOHrKysDO3aZrgL+NjSYTJjtE8Yhf6TGOrrh88izHo7DywY6eW/mXg23HfhEvavbUi+QMduMqMaKgwN8ScrMjszC9eOEel0mrc5uSKdTsO1Y+S0GOJe3H/pCg6ub0hqLXdubmBueJxTWZ+idsjq6+vR29YBcw69+sTA3u0tLExM87oDb2xsRDoSRzwa421OPom6vKw1iD2Jkb4BwSI2fBC0udArAomHI3Q6nWB5ZAGrE30s6xOxRX9/P5oranAg8Xyo3edv4OHL9/Ea3WlqakK3thVmvfQlk8x6I7q1rYJ1kejq6kJvU6tkCutSySQsNzdxleOIbFE7ZACwNr8Is4TC0JRSODZ3sTTP33ElkAnZd7W3w+0ovChPOp1G2O1lvQ/ecfp7+xCwSjNf8SySiQQiLq+ocqY0Gg2qSsoQ8PJ7zJ5KJhFx+3jJa8oHQggevnIf9M/fkGyUzGW1oSSSxDQHsgNncX5pBQcbW7zPyzYHG5s4t7gsqA0PXb0fxhfWJXEd7t7axKiul9N3BCA7ZBgfH0fM4ZOMpIPTYoNGXY6uLv7lBfo6dXBbC09c0ufyoL5Gg7KyMs7m6O7uRsjuQjKR4GwOobCbzOjt1KG0tFRoU/4TQgiGegfgOLDwOq/b5kBHc6uo1uJuRkdHUacsg9UoTbHT7Wev46FLVwXJVxwbG0Pc6ZXM++IkwoEg4k4frykvJ9Hb24u2mnrRd0FIpVIwXbuFB6/cx/lcRe+QlZSUYGV6Dnsb0kgwNN7axIWlFUH64+k6uxAswGpBl9WGgW5uj9vKysrQ16mDnWcHgQ/s+2ZMDo8IbcaPMNDTA6+F3w2E/cCC4V7xyF2cBCEEj169Hzs/vC6J6MRxXDY7FP4I5ueEyX0qKSnB2uwidiUssrt78zZWZxYELzohhOCRq/dD/9xNUV+Hhttb6G/p4OUEoOgdMgBYWliAfVMv6osCyFR5+IxmzPCoG3Oczs5OhOwu0a9TrvhtTvTpujmfZ2JoWDSNr9nEf2DDQL/4kth1Oh1CDn6180J2N3o5du7ZYHx8HBpFCSyGfaFNyYmtZ17EI1fu503I9CRWlpbg2NRLrhgMyER7HJt6rCwtCW0KAGBoaAiNJRWw7IkzLy+dTsN0bQMP8RAdA2SHDADQ1taGluo6wdutnMXenS1MD45ypoFyFrW1tahQlxZcG6Cgw83LEfDw0DB8RktBObR+jxelacJ5bkU+NDU1gcSSiIbDvMxHKUXQ7hQknSBXFAoFHrvvAez88JpkrkenxQZlMCpYdOwIrVaLnuY2HOzuCWpHPhzs7qGnuU0UeoHAf0XJdkUaJTNt76JD08ibVpvskCFzUVxcXoVRxLoolFLYbu/g3PKKYDYQQjDU08t7Xg6XRMNhIJrgvB8okNHfqVaXwussnI4Hpp09zI1NCnKEfhYKhQJ9um44zTZe5vO7PdBU1gi2YcqV8fFxNKjKJVNlvvnMC3js6oOCRseOuLR6Dgfr4n1fnMbB+iYurqwJbcZLGBsbQw1UoqtCp5Ri7/l1PHz1ft6eb7JDdsjk5CQiFiciIX5207nitjtQQZXoFbicfrC3H26eXnB8YD+wYLCnl5fyeUII5sYnYZbgzvo0vIYDTIyNCW3GqQz29MJt5ed6dVpsGOwRp9zFSRBC8LIHH5ZELpndZEZ5NI252VmhTQGQKYxQhOKSUu73Ol0gwRjGRHa/KhQKPHz5KvTP3xTalJdg1hugLa/BwAB/6RiyQ3ZIWVkZlqZmoL8lzl5vezdv4+LyquCRiO7uboRs0nkInYXLbMNQbz9v802MjcO9J83qtrsJB4JIByLo7u4W2pRT0XXpELTzE5H0WR285CKyyfDwMNoqa7G/JV71fkoptp55EY/f/6BoOkEolUpcXl6D/rp0ejLqb9zG5eU10azhcaampqCOJODiafN0FpRS6J+/iYevXOX1nSs7ZMdYXVyG/c6u6HaL8WgMfoMF8wKpKh9Hq9VCmUoXTB5ZyOrkVdC0s7MTpUkURKN24+Yu5sYnRXGEdBrt7ZmWX3wkYPOVi8gmhBA8/uDD2H32hmhV0y2GfdRQFaampoQ25SUsLizAu3cgCbHseDQGr96EpcVFoU05EaVSiQcvXsH2czeENgVAJiJbAzVGR0d5nVd2yI7R1taG1poG0enzGO5sYWZ4TBS5KYQQjPUPiW6N8iESCoOGY2hra+NtToVCgaXpWexv7vI2J1e49EbMTvEvzpkLpaWlaG1s4vxoKRaNIh2O8ZKLyDZ9fX3oqdeKUvqHUoqdZ67hZQ88xHvPxbOorq7GwtgkdtfFL4Gxu34HC2OTqK6uFtqUU5mfm0PaHRDFZjXTCeIq79ecuK5wgckk969gX0TJmpRSWDd2sLYkrKrycUYHh+A5EEdomQlWowmjA4O833QzU9Nw6fdFF4nNhYDXBxKJC57TmA39uh44zVZO53BZ7ejp7BKd05ANhBA8/tAjMDx/U3RSDgc7e9CWVYku7+mIC2vnYLm1JdroIpCRbrBubOH8qriS+e9GrVbjvnMXsP2CsLlkbrsDqlAck5OTvM8tvacHx0xOTiJmd4tGidlpsaFGVcpb2W029PX1wW+2S9qhAADXvgWjA/w1Jz6ira0N9aUVcFqk69QaNrawMj0vCQekV9eNAMd5ZG6LHQM68dyjuaLT6TDc3o3ddfHk0FJKsfPDa3jZgw8Lnjt7Gu3t7dA1NMMs4t6g5l0DOuqaRNvO6zgrS8sImWyCvn93XriJBy5cEiQVQ/xPU54pLS3F6syCaMLQhpu3cWl5TVQPJI1GA22tBm6bdNsoUUrhP7BhcHCQ97kJITi3sIR9ifbEo5TCuW3A4vy80KZkRUdHB+cCsSGnB906HadzcM2jDzwI04vrSCWTQpsCADBubqOztoHXKrd8uHLuAow3xPG+OAnjjdu4eu6C0GZkRXl5OS4uLGPrRWGiZEGfH1GLEws894o+QnbITiCjxLwneBg6FokgaLJjdkYYZf57MTM6DotenOrK2eCy2tGsqYNGoxFk/umpaXgNZkn2trSZDtBSU4eWlhahTcmKxsZGKBIpzgRijwRh29vbORmfL9rb2zHRPYDtG8JXDqbTaew9dxOPPfCQqDajJzE6Ogp1JAGP3Sm0KT+Cx+6EKhwX7ZHvSZxbXYNry4BELM773NvX1nF5eU2wXrSyQ3YCzc3N6G5qETwMrb+1ifnxSVRUVAhqx0kMDw3Du89tXg6XWPQGTI8I95CqqanBWG8/9rekl9xvurWNc4viyWk8C0IIert0cHLU1zLg8aK2sloURTdMefj+B2C+tiH4RsFwews9Dc2SyFFUKpW4snYeu9fWhTblR9i9fgtX1s6LUuriNDQaDWaHx7HLswRVPBqDZ8eIVQHF12WH7BQuLK/CJKByvxiU+e9FV1cXSDSOoM8vtCl54TVaMDYq7K7x3NIKzBvbgtqQK7FIBKEDO6ZFJkFwFv3dPZwJxDotNknnjx2npaUFU/3D2BFQXyudTsPw/E08cv+Doo+OHbE4v4Dgvo23Nl3ZEA2HETBasbQgTqmLe3H5/HlY1jd5PaXaXb+D+dFJ1NbW8jbn3cgO2SmMjY0h5Q0i4PUJMr9t/wDaylrRJmIqFArMjU3CtLMntCk54/d4oU5Swdd2cHAQ6mhSUmrf+lubWJicRnl5udCm5ISuswthp4eTsX08Nafniwev3gfzjduCRckMt7fQ29QqasHhu6moqMDqzDx2RHDce8TOjQ2szsyJ8oTlLDo6OtBZr4WZp7SYo0rUCwJXosoO2Smo1Wqcn1+CXqDkfuP6HVxaEVcy/91Mjo3DbRB3Q/aTMG3rMT8+JfjaKhQKXFxahV7ECcHHoZTCtrGN1cUloU3Jmfb2doQcHk523CGnG52dnayPKxQtLS2Y7BsSJEqWTqdhfGFdUtGxI86vrcG+sSOKoohUMgn7xo7opS7uxeXVczDd5OfY0rJnREddo+CbdNkhuwdLC4twbhp41+aJhMKIWl2iU6a+m76+PqR9IdFIhGSLW2/CtAAaMyeRUfs2CZLAmiuWPSNaahoEf2jlQ0VFBeprNPC72Y2SJRMJxH0hyRQ4ZMuDV++D+eYd3p0L4+YOdA3NkoqOHdHU1IShrh4YN4VvQ2Xc3MFgZ7ckhYqPGBsbA/WHWb9nT2L/5h1cXj3P+TxnITtk96CxsRGDHV0wbfObeK2/dRtL07OCVXpki0qlwtz4JIwSSkz3uz1QxVPQiUSioKamBjND/Cew5oPx5h1cWTsnucjFEf26Hris7Cb2u20OdLa2ibp9VD60trZiVNfL63VJKYXhhXU8dOU+yV5jl9fOw3TzjqAajZRSmG7ewRWJSF2chkqlwqWlVexyfAwc8PqQ9oUwPj7O6TzZIDtkZ3BhZY3XxOt0Og37bT1WJVLFNjs1DdeudOQvjJs7WJqaFZWg6YXVVVhvbYlaaNfv8SLtDWJiYkJoU/Kmt6sLPpalCZxWGwa6CyOh/24euHwVB9dv85ZYfbBrQGuVBv39/bzMxwUDAwOoVZTAcWARzAan2Ypqoha9fls2LMzPw727z2mkVr9+G+fnl0SxqRLPW0mkDA8PA4Eo/B4vL/NZjSa0aRp47a/IhN7eXiijSV7CykyhlMK1Y8ScyHTdurq60FpTD8ueeB3bnWvruLy0CrVaLbQpedPZ2Ymwg93rNOzwQNcprYbi2dLV1YXeplbejuAML67jwUtXJBsdAzISK1fWLmDvpnB5ofobG7jv3EVJr+MRdXV1GNb1cnYKk0ql4NoyYFEgIdi7kR2yM1AqlTi/sIQ9nlqKmG5t4eLyKi9zsYFCocDa3AIMElCdd5qtaCivFp2zSwjB1XMXYLgmngqt48SjMXj1JiyLqJ9qPjQ3NyMeCCERZ696MOhwSzKnLlvuv3QF+9c3OI/eOsxWVCQJRkdHOZ2HD2ZnZhCzuhDyB3ifOxwIImZ1iVJMPF/OL63AwtEplVlvQE9rBxobGzkZP1dkhywLFucX4NziPrk/HAwhanNJ7lhobmYWzh2j4J0NzsJ4ewtr8wui3DlOTExAGYrB4xCfBMbOzQ0sjE2hpqZGaFMYoVKp0NXazlrLr3AwBDUI6urqWBlPjAwMDECjLIPNxG019e6LN/HAxcuiSiXIl9LSUpyfX+Y89+kkdq7fwrm5JdHnH+fC0NAQaDDCieal+c4Ozi2Ip2pc+lc/DzQ0NGCgowsHO3pO59nb2JREMv/dNDc3o6O+EVbDvtCmnEoiFofPYMbMtDh3jkqlElfPXcCuQD3cTiOVSsG2sY2La+eENoUVBrrZS+x3WW3o7dSJ0sFnC0IIHrx4GXsv3uJsjoDXh6TTV1BRndXlZTg293itUk0lk3Bs7mF1WdqR7LtRKpVYmZ7H3ga7Qu3RcBhRu0dUUVnZIcuSc4vLMG9wl0tBKYVjU4/leempKgPAhaVV7N8S77GlYXMbUwMjqK6uFtqUU1laWETowI5wMCS0Kf+JcXMH/S0dojvmzRddZxdCLOWRua129BeQIOxpTE5OIs2hSPbO9Vu4tLiCkpISTsYXgoaGBox29/IqgWHc2sWwrkc0x29ssjA3B+e2gdWj873b25gbmxRVAER2yLJkdHQUKW+Qs1ZBdpMZjRXVkm1QPDExgZjDIypn4jjW2ztYE3kOVHl5Oc7NLmL7mjiiZJRSmK7fxtULl4Q2hTU6OjoQZOkntraaAAAgAElEQVRYOOz0oqtAE/qPo1arcXFxhZMjuEQ8Afe2UfL5iSdxcfUcDtb5a79nXt/EpdXCiGTfTWtrKxrKq1iVrXHtGrEwM8vaeGwgO2RZolKpsDLDftj0iP2NLVxYWpXs8UdpaSlWp+exe1N8iekuqw0VaQX6+vqENuVMLpw7B9emQRRCsbb9A9SpywuifP4IjUaDUoWSsZhxOp1GyOmW7AYqV5YXl+DaMrBaEAEAe7c3MTUwDI1Gw+q4YqC/vx8VaQVcLOUs3guXzY7yFCmoe/U4hBAszczBxFK1ZdDnB4nERde8XnbIcmBxfh7OLXbDpkCmii1gsmFKJOrx+bK2sgLHHT3vnQ3OQn/9Nq6snpNEwnBdXR1mhsawI1DLruPsvbiOBy9eluwm4SQIIejr6oaTYaNxn8uDxtp6yfX0zBeNRoPxvgEYN9mrdqOUwrqxg/Mr0qkqzwWFQoFLy6u8SGDs3byNi8urknjG5cvUxCQ8ehMrxWPGO9tYmhSXHiUgO2Q50dLSAm11LesVR8atHUwNjqCyspLVcflGq9Wiv7UD+yJS7o+GwwiZbJibnRPalKy5cuECLDc3BXVsPQ4XFIEoJiW+STiJvq5ueG0ORmO4rLaiyB87zrmlFdjusHdvu+0OVEIpuigFm8zPzcNvsCAejXE2Rzwag99gwbyEnnH50NjYiObaOjjNVsZjuUTUPu84skOWA4QQnF9cgYnl5H7bph7LIhGmY8rlcxd4awibDTs3NrA8M4uKigqhTcma9vZ29Le0C+rY7rxwE/efvygK9Wq26ersRNjJTOjZZ3eit0sc7bf4YmBgAKpoEl4nOzl4xvVNXFhaKagI7N1UVlZibnQCe7e5K3jau72JmeFxVFVVcTaHWJifnIZFz0xAO+jzQxlPoqtLfPmfskOWI5MTE/CbLKzlUgS8PpBwTNLtQo4zNDSEypQCDhZ2MUxJJZOwb+zgggQTXe+7eJkXQc6TCPkDCJvtWFyQZsXvWbS3tyPk9DA6+og4vQUtCHsSCoUC5xeWWRGBTiYS8OwdYE5kSdVcsLq4BNudHU7uZUopbLd3sbYkHi0tLhkfHYNn74DRWpq29zA3Pim640pAdshypqqqCmO9AzCxpElmuL2Flel5KJVKVsYTGoVCgfsvXIL+2rrQpmDv9hZGdL3QarVCm5IzAwMDqFOVw7bPrSDnSWxfW8elxRWUlZXxPjcflJWVobG2Dj5XfvIXiXgC8UAILS0tLFsmfmamp+He3Wecx2PWGzDU1S15seFs6O7uRjUpYb2xPQC4bXZUETV6egqzn+rdaLVaaEor4HHk35PWbTzA5KjwjcRPovDOI3jgl37uF7L+7Mu6p7L6nJgbS+fK3OwsPvPlLyLo86OqVpgHLqUUBzfu4Jdf/VOCzM+UI0HOT37na2jp4i8SE4/G4N42YO2xH+dtTj7J5XjsrHv3A0+8F0Bh3btncbS5eerdT5z52Wyefb/yi28o+PUjhODi8gq+fusGGlubWR3bsL6JS8uFfex7HEIIZsbGcVNvRL22Kefvx6JRxD1+0TqwvDtkhJBOAB8F0AIgDeBDlNIPEkLqAfwzgG4AewB+nFIqyo7V8Xgc7/zjP8Tiax5FGYPcJJfVBtO3X8C73vp2Fq0TnpKSElxZXsUPXriJmUvCVFBZ9ozQVtRKOmF4cnISn/63L8DrdEHT2MDLnLvrt7EwOlmQMgTAfzlP3//+9/Gljecwe+V8zmNsPPcihtR1ePnjj7NtnuihlOK73/sevrz+LObuv5jXGLFoFN/72Gfx5Dt/X1SinFwyMz2Dz3ztS0gmElCp1ayMmUwk4DWYMfOqn2FlPKkwMjSM7zx9I6/vWg37GO0bgJql/wZsI8SRZRLA2yilIwCWAfwaIWQUwDsAfI1SOgDga4e/ixK1Wo2Z0XHGSdemLT2Wp+cKcneztroGn96EaDgsyPx7L97Cg5ekLdmgUqlwde08dl7k5/g3nU7Dsr6Fi+dyd1KkRkdHByJ5JvaHHB50izAhmC/Gx8bg27fmXQVs2tZjcnCkaJwxAKiursZoTz/2t9lrv7e/rcdoT19RHPseR6fTIeENIhaJ5Pxdh8GMiWHxtEq6G94dMkqphVL6/OHPAQAbANoBvBzA3x9+7O8B/BjftuXC3NQ0HDv5V3tQSuHRmySvPXYaVVVVWJ2ew/Y17nrgnYbLakNZPI2xsTHe52abpYVFBI1WRELcO7b7WzvobW4rmDZJ96KlpQUxXxDJRO7FOSFH8QjCnkRNTQ162jpgM5ry+r5Tb8Lc1DTLVomflflFWDfZq5y2bemxItFWe0xQqVQY7R+ANcfrj1KKgNkmavFcQXPICCHdAGYA/ABAM6XUAmScNkLIiZnYhJA3AHgDAEHLVvv7+5H2hxEOBFFRnXu5sdNshbZGg6am3M/BpcKl8xfwnb94Com5KahL+AsRbz9/A49euFwQhRIVFRVYm13A7eu3ML4yn3VOIpB9/uLTe9dAKcX+9dv4+cdema+pkkKlUqG9pQUehwtNbdkn50fDYZBECg0N/Bwhi5X5yWl8+dZzaOvJTfojHo0hYneL+qXIFYODg3jP+Djwpt/J6vPZ3L//X/zNTM2SJKMDQ/i3W89CN5T9deRzuVFbXoW6ujoOLWOGYA4ZIaQKwKcAvJlS6s/2aIlS+iEAHwKA+fl5wbJBlUolZsYmYNrRY3B6IufvH+zsYW1qhgPLxENDQwOmB0axc3MDw7P8RAJ9LjdSLj/m5wpHJPH82hr+4y8/gNTCNJ7eu8bJHC6rHZVpJQYHBzkZX4z0duqwa7Pn5JC57U50d3ZJ+iicDUaGh/GJL30BlNKc1sJiMGK0f6CojiuPUKvV+PinPwk9DWNkLvuN1UlsPHcNPagQbS4U1/T19SH41S/mdP1ZDSZMDA5zbBkzBJG9IISokXHG/pFS+unDf7YRQloP/94KgPsGYAyZHp+Aay93WQJKKbyGA4yPSv9I7Szuu3QJlpt3eFOd337hJu4/d7GgHlSNjY0Y0fXCuMmuIPFx9Ndu4b7zF0WpzcMV3Z1dCDpzqxtyWx3oK4KG4mdRV1eHZk1dzlIOjr0DTI4U/nPvNOanZ+HcNjAex7VjwHwRaLidRmNjI8oUKoT8gay/47c4MCTyyCzvT1+ScWc/AmCDUvqnx/70NIDXHf78OgCf5du2XOnr60PCE8g5udBtd6CurKqgjyuPaGtrw1C7jrOm7McJ+QMImWxYWVrmfC6+ubR2Hgfrm5xIBIQDQUSsTszOFHbE9m5aW1tzVuyPuL3o7OjkyCJpMTM6DvNu9s5FOp2G/8CKoaEhDq0SNzqdDupEGn5P/p0i/B4vVPE0dLri6hRxHEIIhnv7YTeZs/p8Op1GwOYQ/ZoJcWS5BuBnANwghLx4+G/vBPBeAB8nhLwegBHAqwWwLSfUajXGBwZh1hvRM5r9Q8aya8D8xGTRHHs8cPkq/vKfPoresWEQQjjLg9p68SYuLa4UZMPn/v5+VFEVnBZbTkds2bB78zbWZhYKVgj2NLRaLRKhMBLxRNY5jiGnB62trRxbJg2Gh4bx9evPZf15l9WOlvrGoqsKPI5CocDi5Aw2NncwtpRfWsX+5g4WJ2eKKpoNsKMh+ME/eu9LfhebBh7vDhml9NsATlvZq3zawgYTI2P4zDPfyskh8+xbMLJyH4dWiYvu7m501DbAtKNHZ38vJ3lQsUgE3p19nH/5T7A+thgghODy6hq+cvMFVh2yVCoFx6Yer//lx1gbUyoolUq0N7fC63Ciqf1sJysaDkOZoqJOCuaTjo4OJANhxCIRlGaxCbIZDzA1NMKDZeJmZmoK3/5/fwfk6ZC590yYfs0Vdo2SAHc7T3a7Hf/jb/4KF3/6v5353TsvXEcPKvHKH3sFV+axQnG52BwwODgIv9medY5UOBAEicTR2Vk8xx6EEDx4+SoML6xztiPZunYLK9OzBb37np2ZRdBky0t/5zQOdvfQ29IuyfZSbNDT0Qm33ZHVZ912J3QdnUUT2T4LpVKJ4b7+rNt7+c02DPaLO4eHDzo7O1GSzPQxzpWA1wdVPF1U74/TaGpqgiKRykrrMmBzoa9bnOr8x5EdMoZUVVWhq7kVziybaVsM+5gYHC26cPPQ0BBqSEnWZ/65kIgn4NjYwaVzF1gfW0xUVFRgYWIKu7fYy8c7uLWFC8vCdFMQA7qOToRc2eXzeOxO9Mj5Yy9hbGAILtPZz75kIoGo2y/6HB4+IIRgbmwyL5FY084e5seniu79cRKEEPR26eA02878bMjhRkcHfy3o8kX+r8oCE0MjsBmz2yV6TFaMD4u79JYLFAoFHrx4GXoOVOf1t+5gsn8IjY2NrI8tNlYWFuHY1LMSaQz6/Ej7QhgdFa9yNde0trYi4s4uUhFx+9DRVryCsCeh0+kQtJ3d6NlptUHX3l5Q1c9MmBwfh9eQe4W+x3CAiQIQvGaLwZ5euG33rvSNhMJQpqkktANlh4wFBgcGEDCfXf6dTqfhN9sk3V+RCdPT0yD+CDwOF2tjptNpmG/ewdWLl1gbU8x0dXWhVl0Gp+XsXeFZ7N3axOrMAlQqQfWhBUWr1SLqC2SVchB2e9HSwm5BhdRpaWlBOhI/8xjdabJipFc+rjyiu7sbCV8op/SDWCSChDco2sbYQtDZ0XlmCzSX1Y7eTp0kUg1kh4wF/jO5NRq95+c8DieaNPUFned0L456M+5eYy9KZtrRQ9fQXDQ5FYQQXFhchpGhjEg6nYZzew+L8/MsWSZN1Go1murq4Xff+6GeiCeQDEclscvmE4VCgYHuHjgO7n1sGbK70NPdzY9REkClUmF0YBDmvf2sv2MxmDDaP1DUG6i7aW1tRdDpvueJgdfuRI9EtANlh4wFlEol+nXdcJgs9/yc3WTGaF/xKKGfBNu9Gfev38Z9Fy6xMpZUmJmegc9gyasP4xH2AzNaaurliA8AXXsnvI57H7v5XG60aZsLoh0X2wx098BtO70wglKKoERyePhkcngULmP2ObVO44GoG2MLQVVVFWrKKxH0+U/9TNjlRWe7NK492SFjiZH+QbjOOEYKWl0Y6OvjySJxctSbcec686bjLqsN5UlguMhy8qqrqzHU1Q2zPn/F74M7u1iZW2DRKunS0dqGgPveiv0+lxtdcv7YiWSOjU5fP7/bg7rqWlRUVPBolfjp7++H32zPKh+UUgr/gb0oe4Ceha6jE557VEqHXNLRDpQdMpbo6e5GwHrvXaIUlIL5YG1lBY47u4zbKemvb+Dq2vmirDhamp2HdXsvr++mkkn4jBZMTuTeg7UQaW1pQcRz7xYsAZcHHS1tPFkkLdrb2xF0nH5s5LLa0dclP/fuRqPRoKGqBt4scmq9TjfqK6uh0Wh4sExadLW1w3fKhiAWiUCVBmpra3m2Kj+K703GEW1tbYh7g6ceI/ndHmgqa1BVVcWzZeJDq9VioEOH/a3dvMeIhMIIHdgxN1s4TcRzYXR0FGGL68y8xZMw7xkx0Kkr2lzGu9FqtYh47l1pGfUG5OPdU6ioqEBtZdWpx0Z+l0cyOTx8Mz44DGsWOm42ownjIm+MLRTtrW2Iek6+9jxOFzra2iSR0A/IDhlrqFQqdLa2nZpL4bTY0K+Tq2OOuLR6Dgfr+Sem69c3sDw9W5BtkrKhtLQU44NDOfUSPMK2Y8TCVHH1rbwXGo0GSKQQj8ZO/UzE4yuK3rP50tXeAc8peXhRt092Zk9hoK8PAcvZwsQBqxOD/f08WCQ9tFotwqcU5XgdbnS1SCfVQC7XYJGB7h58+8UbcNt/9MFk1RuwvCq5zlCcMTQ0BPW/JOF1uqBpzK1yjVIK+509/MwvvJEj66TB3OQ0Pv7tr+bUtiuVTMJ/YMXIT8otbI4ghKBVq8X6M8+h/IQIdjqdgjKdyd2TOZnu9g588cYPEQ6EfuRvIadHdshOQafTIWBzgFJ6ahRHTne5N/X19UhGY0gmElDdpXMX9vrQNiadQjrZIWORxfmFU2+q0ZH6ohbgvBuFQoHzC0t4ZmMLmvO5OWS2/QO01NRJJlGTKwYHBxH+5D8jEYtDXVqS1XesRhN627vko/O7eOjyfdgz7J3696ZHhyVz7CEEU5NTiJxyfD5/34OorKzk2SJpUFVVhcaaOngdLtRpTxa29jrdqK/WyPfsKSgUCjQ3NsHv8aJe+9IodtwXklRkW3bIWKS5uRmPPfKo0GZIhvm5eXzxg99EamUeyhy0dfZvbeHRpZWif0GWlZVhsLsH1n0TOvuzExu27e3jvnH5uPJuxsfGMC4roOdNY2Oj/OzLk8HePpgs1lMdMqfFisGe4hQTz5aO5hZ43T/qkIUllmog55DJCEZ9fT362jthyUEcMR6NIXhgx+TkJIeWSYfp0XHY90xZfZZSCt++FcND2R9xysjIcEtvlw5+++mVln6bE326bv4MkiCt2mYE7irMiUWjUIJIKjorR8hkBGV5dh5PP/ttdPRnV/Cwv72LycGhok3mv5vBwUF8/Eufz0qTLBwMoa68Slabl5ERER0dHQh8yXnqPRywOdHeLp3EdCFobGhEfPel2pZBrw/NjY2SOkmRHTIZQRkbG8PHnv4XxKMxlJSVnvl5+44R9199hAfLpEF9fT0uzS/Dund2L9VKABfve4B7o2RkZLJGq9Virn8Ewb2Tqy3n+keg1Wp5tkpaNDQ0IOZ/aUGJ3+NDa5O01k12yGQEpby8HOMDgzjQG9Azcu9qmGg4jLjLh8FB6VTN8MHLHn1MaBNkZGTyRKFQ4Cdf81qhzZA09fX1iAaCL/m3kC+A4UZptEw6Qs4hkxGc6bEJOPRn55Ed7BowOTQC9V2lzTIyMjIyxUtFRQVIiiIR/y9h9ngwhIa6egGtyh05QiYjOMPDwwh+5pPwuz0g92iDZN8x4Orlh3m0TEZGRkZG7BBC0FhXB4fZgmpNpk1S1BeQXKsp2SGTEZxMw/F53PzKd+/5uabKKrm5royMjIzMjzA2OIwXfnADlsPfa9Ulksu9I9l0mhcr8/Pz9NlnnxXaDBkZGRkZGRmZMyGEPEcpnT/pb3IOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwMgOmYyMjIyMjIyMwBBKqdA25A0hxAHAILQd96ARgFNoIySMvH75I68dM+T1Y4a8fsyQ1y9/xL52Okpp00l/kLRDJnYIIc9SSueFtkOqyOuXP/LaMUNeP2bI68cMef3yR8prJx9ZysjIyMjIyMgIjOyQycjIyMjIyMgIjOyQccuHhDZA4sjrlz/y2jFDXj9myOvHDHn98keyayfnkMnIyMjIyMjICIwcIZORkZGRkZGRERjZIZORkZGRkZGRERjZISsACCEDhJByoe2QGoSQIULI7OHPKqHtKQYIIRWEkJLDn4nQ9sjIyMgwhRDCii8lv4QKg6sAXISQMgBOSukXhTZIzBBCCM0kT/oA/G9CyEcBeAghX6CUxgU2r2AhhDQBmAdwgxCSBGAT2CTJc7iRaKaUHghti1QghCgppSmh7RAaQoiCUpoW2g4pc7SpZGsd5QiZBCEZjv+32wHwNwAeA3BNGKvEz9G6HTpjoJRaAZQAeDeAr8nOGDcQQpQAQCl1AJgB8PcA/i+AATlKxpgOAI8SQjoJIQNCGyMFjpwxQsgcIUQttD1CceREEEJeSwh5mdD2SBF6CCFkhBDyt4SQNUJITb7jyQ6ZBDm8BtKEkD5CyAiA5wD8GYBvUErNApsnWo6tWzsh5FWEkFoAbwZgAlAByMdoXHBXNOIGMq1N/pRSunnkHMtkz10bMj+ARQDfAfDT8vX7o9y9JoSQFULIpwG8D8C7CSGdwljGLyeswyIh5A8BPAzgtwghF4SxTFocD4YQQlSEkJ8D8B4A2wAuAXhtvmPLDplEOIoyHP1MCHkrgKcB/DSAdwH4AwDLh556KSGkQSBTRcXdZ/uEkHcB+Adkjnl/HRkH4cPIPJwBoCgezlxy6DCQY7/fRwj5HCHk9wF8HZnrdYAQ0iyYkRLlKMJ7uLFooZS6AbgBfBPAPxzu1uXn+iGHx5P02O+jAP4YwBcopfcBsAP4eaHs44vjJwPH+H0AjZTS1yHjULz6cJMqcw+ORRbLAdQCmAagp5Q+CeBrANoIITP5jC3fuBLhWJj9CoD/BuAAwDiA7wL4CQCjAD6OjJPxOQCzwlgqLo7dPK8ihAwCuAngQWReYI8A+EVK6f8BUEMI+SaARTnKkD9H+XmHjkE9IeR+AK8C8A4ANQDeD+DfALQCeJwQ8geEEJ2AJkuKQ0es/NC5/TdCyBsAfBDAJwH8zNFnhLRRTFBKU4fr9UuHL8ldAF8G0Hf4kX8BoCvU6NDxHCdCSAkh5E8JIe8ghAwD+G0AvYfO2hcBKAH8uJD2ipETIouPEUKeBvBeAAkAnwLgJ4SMA3gBmdzYl+czl+yQiZS788QIIQ2EkP+FzA3zVQCfBvAEMuHmDwD4EKX0CwD+EsCvUUq/IoDZouCudWskhLwbwKsBxCmlnwXwVmTy7T4MYIIQsgLgjQDeSCn9pHyMljtHa37oiBFCyJsB/HcAQQBvAbACYA4Z52wSGSeiC5kiFIMwVoufEyK8QwD+FgBB5t6fQGZjdgCAEkL+nhDym7wbKhJOWK8VAN8D0IPMpmASmQ1BnBBygVK6j0zUtoVvW7nk+P14+HsTMicDTmQ28X8BQA/gOjJpGwDwfwAUfbHDcY5HWAkhapKpyn8cwG8gcw++F8AWAAuAKwDSyDj8/zef+eQqS5FyeBFQQkgbMtEuGwAtgM9TSj2EEC0yL7mfBHAZgJsQ0kEpvQW8pJKw6DjcDTYhs0v5HIApAF+ilO4dfkQB4CsAqgBEAEQopXZkji9kcuTwWjuKRLYAGALwOwBGKKXeQydiklJ6mRDyHgBPUkofIoS8u1iv0bMghKgopclj67qCzNHkFjJOrplSaiGEfBmZ58PTyLwEfvnw56Li8MWZOrZes8hEL9zIOK5JAP8B4BcAPAXgDoBXEUK+C+AfC+U6JISUU0ojx9ZhFcD9lNI/OExzUSOTnlGBzD36HgDfIIR8lFL6QwA/FMp2sXCYHqSllFoOI6wlAJ4EcAvAZwC8CcDPIvNeaUYmOn0LwPLh93bynVuOkImIE3Z3P4lMNKwGwIsAPgpgjBDSdOhA/BDAPwFoopQ+Sik1HX23UB4w2XC0bsf+9yFkjm+7KKU2ZG6YXkJI7eHN9l1kbqgGAG+hlL4ojOWFwWFUbJEQ8o/IHKc/B+B5AI8efqQOmfzGTwAoReZFcDyaJh8RH3K4HK9BJppzpNv2d8hEG9+CTHrCRwFMEkLqAXwBmSKJPkrpNqX0tyile8WypiSTT/sIMtW7IISUEUL+AsCfH35kE0A7Ms7qryGzVrPIXJ9/eej0HkVAJLtmh+swA+A3j/3b25E5RTlysoLI5Bq/D8DPAXgNgGoAr6CUOo99T7LrwBI/BqAJAAghlcicQFEAnzrM2WwCMEQpvQjgE8ikClwD8BRT+Rk5QiYSjkcZDn9XA1gC8PDRkQ4h5FkAAwB+CpmL5F0ASiil4cO/F52+zl3rdvQg6QfwWUrpBw5//38A1gA8BOCTlNJvEkIeo5RGeDa3ILj7OjvcQf4mMonSHzv8tycBvJEQ8nlK6fcPd+flR0fpRxHcYto4nMVhLk+aEPJ9AA+QjIyFD5lo2M8RQp4C8EvIXMevAPDTlNI/I4S873CD9pJxBPk/wQNH1w75/9s773BJqmqL/xYMDpl5CEiOEgUBQRAFQQQkigQBBSQnAxKUIIpEyRKV8EgqoiRBHAFB0oBECZKDIIIJfDJDzq73xzo9U9Pcmbn3zp25c2+f3/f1193VVdXVp6tO7bP32vtIXyI3xD/Z/rsisp4TGGb7U431lwCGAwuQe97zth9v3+9APReLdulLwPdt3yfpw7b/TEr6fNv2PQC2X5I0jBj2bwDftf1s+/4GajtMLJIOB162fZykD0lahhj0sxKv/ktl1TmBRSRdBzwGHNX6bGIjU9VDNoXQ8DL8RNLWxLU8lHS+Ld4losH/KkVg37P9uqSpyonQUcYYjG63JSSdAxxeQhWvAKMkDS2rTU1czYtTBiHVGOs9HpNgsrKk2YBhpDjphY3V7iS6pq+XbW5tGGNdZXx1PA0jalmiRdmMlLXYStKdJFy5ITAt0QCNKtf9C9D3RSqnVBrnzpdIUs7fJX2VlBt4GZhF0vyNTZ4h/ekqwI62b5icxzupaHiy3iH3hg2VMkjDy/KFSRZga/2FSUj7IeB7ti+bjIc7xVIGlBBt5qZKpumGxFO2CHArsHZZdy5yf/kOcKjtb9h+onHtTVS/ptov9g9deBmWJXHqnwILEqHuQUS8vwuwExEOnl3CcB1J++i/GAQXk3abmujshpKLZggJ9y4PfNH2a5P/iAc+XbT5UiQE9BDxOmxEPLZ32D5LyawcRjJZ3y1u/kobpRNX8YpNRYyGH5eP7wRWJ6G3FUhm8B5ERPwa8NXBbni1I2lG26823i9O2mdL4JMkweEPwGJEz3MqCY+fD9xo+92y3YD2ICr62P/a/k9j2TqUemKkJuWdwKMkTHs3sCo5b/aw/U7ZZkC3w8QiaWMnyWu0ZlPSIURf993yuJO027bE8F0NOLhpzPZlO1aDbDLTxc3tY7bvlbQCcIjtjcryG0kYaB4SbpsGOKjhnego0X4X7bYuyZ4aStrpMOKi35JcOCOA7YC3gVOqMdY7mudZI6S2GzDE9o8k7U+ErccApxPPzmC/XJ8AACAASURBVPTAfrYfat9HJTTPZ6Vm4EvlhnACcJ7thyRtDnzS9j6KnnQN4Brbv2rspyPaVtLKwJG21yqDsEVt3150UjMRQ3VH4C3gQpI1vTyZgeP8xn4GtBEiaR6SFXkFCZd9E7iaJC98FnideMh+TaIrM5LEr7/Zvqixn444b8ZF0YadS86VN4mm+BLbVyjlj3YD5iayocuBf5MB0q1NeUCfH1cH/yeTlXaXppKNdgERC95Mapl8Gbjd9lVKBeXLiyag2Xl33IXUZhTMQ1KOPwX8kbThTsAFtm+TdCTwiO2fD/TOtz9pO+emJ/XDnidJJIsAO9j+Yvn8FiLmfwlYwvYD/XPUA4vSJ+xBCpNeB5xDwpRP2r5c0qrAIUR8fnnbth1xbrdd+1eSaeKWJOHwYWQAdjXpE2Yo76+wfVv/HPGkR9IupGTMYsBfyQD0JeAOxpRB2oUkNe3atm1HnDfdQdKnyLR5z5KSH98gWfn/BHa3vYWkY4l39erGdpOsDatBNpkpQt0fkEy0x0vHuy/xgN1UPnueFM78ojP/X2vbjjPGWkialxQynItcID+WdDzJQp2XeBJXJgbud23f128HO4hQyi0sSmYweBDYlTGhsxuIR2wtYNemF7I9JN/plJCkG8bFh0jJgVGkLfcjA7OZSFLKbORcv4qM3F9t7acTb6hFMzsPCUmuVTyIl5IB2VvEqP0y8GngrsHSXq0+v+GdXpQUtz0amNb2N8qyL5KaYvMAczplLj7Ukrd08r0D3mfYDyUh3CdJiHcq21+XtCBJElmZXIuHknPp5cl1nFXUPwlRY7qj8n47Eta5iozuNiofXUsEmCPJyOZc22s0jTHonOyXLtptQ+KheYCU/5hHyUK9mIgt7yMhs1Oc8h/VGOshLQ9u43k1JVHiEFKC4VLbVxI9yuYkU2sBEkY7rD0kXI2xsbH933JjXVbS8uVG+QLwYgmBXEamYHmKCPb/Dhxt+zzbrzY87APWuOgtklYCjiXeoN+Tkg0Qje0OxXvxD2BG2zc0dWYDvb1afX7jd1xGitteCrwuaWnbT5JSDI+RMig/L9s8r7YCsZ1GF5GpIaTfWhP4CLnW5pU0v1On8r7S1lsDN7SMsdZ+JjXVIJuENPReC5dFb5CaYecRA2KUpDVtP0iMikVsP+Ux2WhTd7XfwUrj4mm120dKhzId0UZcS6rrC1jF9l1EO/FB22/avqZ/jnxgo0bWY6PjPgX4t+3PAWcQDw7l9ZbAzLYPtr2d7ccnV4c1kJDGmjFiKklHkJk0vqzMqXoOsJCkhWzfTs7rpW2/aPsY2/eo0Ak3VI09X+8QSesWz/hTpKr85sQ7u5mkzxCP2OMAtveyPaofDrvPaZ435f0ekrYtb48E9rV9J+n7vlHOq5WAqW3/zSl5AQx8g7S3tF83Sn26/YA1bT9B5C6LE43xHcBwSb8Epi5G23PFI9kn2ZPdpRpkfYhSB6f5flVJw4GDlDnn7gJ+J2kH2yOJ+33ncgGeZfuq5vad4mVQUombo5iPSBpB3MnfI5kufwVWKJ6Fx4B1Jc0EHGP72v458sFB6XiGSjpK0k5KFte+JBSJ7VOAOSRtXtp/52anr1rGYiwaXonmzXAWUodtVeDPJMT2D2Js7FjWOcX2OY39dESttkZ7tQZisxIx+srEk/EiSeBZsWxyJtH8jCL9w1j7GejYY83OADEevl7Oh4uAD5Voy4UkkekZEsZ9X221TqR53SglkbYuH70ILFXuNzcTacAnSdj7N8APbe/kRrHgyX3tVQ1ZH1BizwcRceU7wIFOfbCjSXhyJHAcCVf+lcSmdyHzii1m+7HGvjpiNAyjdTQHEH3SA8DTti+Q9BXgGdsjJD1LxJbvkTpCF5HY/4eLZ7HSQyRtQZmGx/Zfyw3wdBKOvIeUCtigLHvQ9qmS1iNtfuq49lsZG0kbkVpZv7Z9kVJLbFpyDp9VVnubZHid6THlCDqmD2ii1BA8lGjCjifa0PnIzfJvxAi7z/axkua2/Y+y3aDQiTXer0Qyx4eRqMpepH7Yu442bF/iKVyUeKpbRUk7WrepsRORpiW6us+TEkivEH3YWqSq/rXkfHqUDIT+09V+JjfVIJtIlIyXnUn44VzgBOA5MjXH8sBCJCvoZBLf/wC5uO4oYYqORNJmwP+SOjnXkjY6gcw/+W1gCVLs8MqW10BJcb/e9r39ctADHKV0wP6kc3qChDlOJ96HvUipkJ2AUY7IdXEyoPioa9mQ8dK6GZYQx1ASWvoQMby2Bx4mN4JjyU3hECLA3tZlpo1Oot14kPR1MuA6l9QTXJZ4EIdSwnHEODnLY8qpjJUoMRBpv/krRUl/DYywfbCknUmiQmuO0pZxca7tm8o2kzWsNhCQ9DmSbfoV23dL+h6pm/gSuf42JvXpTrb9dtmm3wdC1SCbSCQdA7xg+4TyflZSMfpVUh5gSTLqm5WEKU4gZRk6uuElzQdcQzQzrVDl3iSd+wgyclmFjBKPBw4G/jCQR8L9iVIu5ETi8Tq8LFudlA8ZSZJK1iIG2aPA+rYvk7SE7cdandWU0GlNqUiaEZjG9khJPyIi8+1KCPhqcmNdn7T5Y7bPbGzbEe3apusZSkJGd5Bw5NeBA2z/RdJexCt2OYkmYPuM/jnqSUvRLB1ArrtbSb2rbT2mJuWvyaB/KKm/dmN/HeuUjKQNiBj/WlIo/FTgAdtnSvo4Kaa8g5IQNpfLtFFTkod1UMTc+4OGXuFsEpdevoz6XiS6kPnKZ8OJHmd34FTbD3dCxzs+Sjs9R2L3o29Ktk8kVcmHAvsQw/Zw4Du2b5lSLpqBiDPp7QjguWIMQ8KTj5JSIQ+QEfjawPVk4nVa4fT+0lRMqUhaT9KHG+93AX5HRNZfIZ6wGSV9xMmWvpsYaJfa3rtljKkI2Qd7u0r6rKSZGsbYKiSKsCapbfcgkXNsUAy12YAlbb9n+4yWMTbQdWKStpG0UUs3K2kBUuT1PdLvfZ9oZl+UtG8xMoYArzqC/RvLdgO6HSYGSQtLOk7S3iU0iVJYfRvgQDKQ/wHwQzLt2BbEGTJS0Xm/a/tZjZlycIq5r3Tsn9obmhdB6090Uo7vJ3NfDSsf30qqJL9s+6dkqoWtnSKvHZWNNo6Oo3VzP4oYs59qfHYHMJPtC4hgf/1ODu32FrVl+JWXVxMh69KShjrlAWYlBSR/Rlz4o4Av2D6LyvtotOWylPILSqX9lUgZm2eJdmUaci6fL+kCIup/ubGfsTKKByvK/LzDiQfoMEmfKB8tR2bSOISI91cl2rrWdFHzUso3NPvMKenm2ROUcic3ksKtK5DyFRAN4fXk2tySnCMvEH3T1uSc+rbb5t4dqO0wsZSBzy+JLOgTxNEBmTLvFWKMLQbcb/spUitxO+C3tvex/UZjcPnfKW0gVA2yHtAQDC5Znlsdxflk/sn5yrJdgZtaYkvbfyvrd1Q2mjI/50EljIuk7SXN42T1tVLcTyWifZRM1HlIpWRc5p6r9AxJyxNRfiuE3uqAniIesY8SfRNE3P+v8vlfbJ9p+4VOHoGPj8aN8Argo0o1/dlJO55I2n1/4u05l5Szudv2l22/2djPoO8HlJIV3wLutL02KSK8bPl4diKy/jmwCdFM3UPqjP3L9va2nx5EodxZiTxja9uHkJJHc5HpeVYlZWaOYoyB+gAxPJ6y/Yg6rATSeFgEuMzJ/D6FGPYQp8jHgA1sfwb4tzLd2MnE83gvTPmlpGqn2wMkbSHp58DFSiG5lqbmFTLCOZik085HDI2x6JRRTeNm/iTxyCxf4vYfJ25jtTwDThr33JKeI5MDH+DJWBl5MNHobB4EjiyemR3KZ3OW0eW9JLFkHUmnkGyuW9v2M0W58fubduNU0jdJQcmXSYjkdXLDHUW0PmuQUPt/iQZqzU40cMtAdATwlDL91qyk9hOkHttLJKlkQeCq4ikfDiwj6eNF2jDgjbFyPd0IXCppP2X+14VI1vI9pPzRFcTjcwOpR/kiEfd/XNIcg92TOiEa1885wKJK2Y+TgAUlbWb7nySR5k1JPyVOkQfLveQmUrNuivdIV1H/OGgX+klahsSkdyElLp5tiaMb63yNjAb/WN4PltFdt+mi3TYkYvFrgE3dmFtN0hBnQuWPAPPa/t3kP+KBj/T+uU6LMbai7SXK8suAJ2wfKGlt4KvEe3PklN5J9RddiX0VAfZJwCG2/6+08y+Jh2wJMqfn42T2gpeKHmojos97ZzD3B23nYWuqn0VIWGkt4p0dQgyQq0kW9cbESDvYZdJmJdnkjx4kmb0ak4E7D/AI8QxeTGQuzxAR+ivEaDjP9r8a207XHq7sFLq6/sryHUlbnU8yxL9Fphs8l5xTC9u+tX27gUA1yMaDpP8h2WcPAusQbc3OSv2sXwPftH1nF0aISNt2pJdB0gzE83Kb7ZuVidLXB24k3pibgddd0o0rfUMRAG9BMoxuI53+KbavkzSjx8zvJyIwf6W87+j6Re1ImgN4o9E+rXIhV5GbwE+JJOEsSWsRA20d2/+QNFcZrXfUgKyEyee1/ZsSJh/ZEPB/gWh7DiJRmTVJKGltl0y3st6QgSxTkDQnyRq9xqlDuSSprfhWwyj7HjCD7QOUEhf7E2PilEZ7TTFZf1MCkpa0/WhjsDkjOX9+ZPtepUD47qS6/i8b27UGBQPmOqwGWaELo2pbUgLgryQ0sScxJL7qMRPbPmP7W80/fCD9+X1BF+3W6nhvJ5l6/ySZlD8l7uaVgaVJB3TD5D/iwUGbN2ImIpqeH7iO6HSuI+ftEUTUuiRwC/Bm81yFztAzdRclc3J3EjprzRbxKVIz72PEoDiTeHh2Jh6eZYC9bf+l7KNj2rVhaAwh4fAHiOf1h0Sn+Hly3m1Oss+vsj1K0jJuFHYeDEaIMkXeccARTgLXz8j19wSMNRPJHcD32gdK5bOOun+MDyU7cmOied3AyYxsGWWbkQSJ77UGQIOBjtM1tKNCF0bF0cDutrcjGVLrkfknv18uqHuBNSQt27yAOuliKp1xyyiYoyz+BwmHXUy0IbsB0xPP2NK2vwtsWY2x3tHSUpSR37RKGvcHiEj6KSer9yJyA/wjCYecRua5e6P9XO2k87U7OFNCPQMsBcxJyhFMa3s4SaVfiVTb/wYJm7xu+wstY6zsY9C3a+M8fK/0n+8SY2xF2yeU3/8jYCHbjxIjbXFghrLdWLNsDFRjTGNn3j9NrreNJX0yi/x463zQGI3nySSLlDavdUfdP5ro/TrNZRgjD7qDDCqb5XcuI9KAt9u2G9BVDKqHrCBpMSIEvAR4mmS7/NWZpmNpIj5dl2ggZi/rnAcc3965DFYao5OTgPNt31/Ct2eSQrj/IJ6auUlSw16kEv+cpG2XtH1f/xz9wKaMCK9y0ZNI2o2EJ28i3si3SLbaj23/WdKhpHbRcQM9FDQpGY/uaQcyiPgjKeb8S9tXS9oe2Mz2Rm2e8Y4M+/YwTD6TB2nCjpKQ8BjxSp9GjPYHyXnzt/48toFCbyVCg4mO9JB1YY2vTgSBL5LCmHuTTnhpSQs7U3X8noQmXiGjmxvIvGqdYoxNRRnVkTo5XyivNwR+ZXsbEp7YCZiLGGGrEwP2JttvVmOs5zTO1U+TLCKUwq4fIwJySAHdN8kN4Utl2Y+Bn0HKh7Sf85VulwcZBvwE2LkYYOeT/oEyOGl52Ae9MdY8hyTNJOlIcu5dTzSiq5PSDQeWc/STkqZrGa62Xx7oHgwY2wsjaS5J55EB/FEkknI8kQhMC5wu6RJJq41vP51GF/fgbUlG8p7k3vtbYDFJS9t+nsza8MWyenPez0HVhh3VSTfcwq0R8VbKHGrvADfY/gFwBumEZydzz32jbHOo7TvKtk8B69o+qR9+xmRHEVEeT8K4EG3Nu0oq+8zAZkVT9wvgQtt3k7DZUsDhts/th8MeFDRGgqcCqxXvzWxkYPB9MuXM8SSE/ifgLUnDbD9v+1/t53ylR+VBhpIing+SOkeLQsKazRDTYA8z9XWYfLL/gD6i6ORGG+Jl8YeBi5w6a28A3yXRkxuAPzvTHx1k+5b2/Q3ktugtVSI0fob09wFMLkpMfxrgZklzE2/DC8QzNj/wqqQFbP9V0muk4vY5FM1D2cdUTnXf5yb/L5j8lJv/27afkzSS1MT5NJnodyZyw7qFeMX2I7H+EyQN7xRjdVLQ7pJX5vVbgzEJEp8jndUdZNS4M/FYnmH7zua+BluHNTE0rt/RuidJLd3TNmWdH5HyIP8r6X5i8I5wW4mbTmjXboTJfwZsIunDtu8q4ctv2j56MITJGxKNrUil91bW7b7AwpJG2L5I0mySriJZuHMSo+zHxGOI7Sea++uXHzOF0AjxNyVCfyZ12D5PvPzHMkYidCtjJEKLk9p+g5ZB7SGTtKCkA5SK0Y8R9/HPyKjmHSLWfZyIA98B9pN0NglVvGt7lO2/d7CXYXVgN0nLEY3Iq2Raig8CqwEfc2quHUlS2a8Afu8IoCs9pOmJaCybhQjJt7H9eeKZWIUUHn0R+A05n8+wPapsM6jc+H1FwzO+AZnS6LNEOPykUpsNYDvbB5bXw4ET3ChjMbmPuT+oYfLRfKA8r01CaSjV3xciYvP9JW1OkpdeISVRniRG2XPOdGSj6VRjrEqEus+gFfVL2odY3L8FziKhtQuIEbayUjPmQtIBP1fc8GsCsxedSMdTQjsbkM53H1Lg8lVSCuRk4pL/Ull3DpfCjpWJQ9JKZEL6n9i+StKFxFNxgaRNgZNsz1/Wnd+lllMdgb8f9VF5kE5sV6UEyC/I9T8zmVtxKjJ9zf7E+FiRDNzOag4IBnJ7KbOKfA2Yy/b+kj5DjNOjiWE2hGT3rQd8w6mRdQmZieAIlwnAy74GdFtMDO2/vXgaZyPhx3VtHyxpNuAwotNcldSy27ttP/MB/3Zj6rHBykAfwYyPeYD9bB9n+6USZtyUTK3wUaca8u+AQwGK1uG3LWNMU/icV5MD2+/ZvhK4m4x+/0nmmbuNjIznk9TS1VRjrBe0zrMirZhGmZbnQKLDWbG8PwL4uqSliIfyaUkLlQ7v2YYuoyM7/q6ouqee0YUXYy+iTWyFyR8gkYNXSZh8TeDbwOO2j20ZYzBw26tcRtORsNj8wMrlmmuFXqcjOs2vAq/YXgtYqWigtrb92ZYx1rquB2pbTCxFIvTp8npuJfFheTIAmoExEqH/A5oSoeMb+2hdw891gjEGg9QgkzQtEVhuImlzSdcWj9lMxDV6sFI361rgZaWy/Fi4A7KmuovtE4l7eV/gM2XxkUSE+WS/HdggoHGezVqe5yBVzs8hEy8vTeZIPIoUKbXtNZyJwFtZge7Ujr8dSZsp0820vGK7ES/5t8gN4WfAzC3dE/B3iu6JlLO4ur+OvT+oYfKx2I8YW7MCl5ZlKxOvzieAuW1fS+Qb80u6nhipD7vMOtIwxDru/lElQhPPYA5ZLklGcR8D7iE1sna3vW6x1ucm1bUf6cfDHDCUi2w/IihfqhM7nL6g5clqPG9GdEwPkwHCKOK1ucz2HZL2IPXb9lRDKK0OrXs1LjSmhtjJwHu29ymhju+S83ZPYAHi7Vke+JDtw5UaRyoe80FRMb431DA5SJqZFPtdjHj/DiYZ9c+TJJoR5TqcipxDb9p+uL+Od0qiSoT6hkFrkLVTvGAHF03A/9ge2fisIzvhnlJGzq/bfqe/j2Ug0n6eFU/uqcTzsHZ5/IgMFlYgOp0ZgdncgdPy9IZO1T31BI2Z7khED/VVksU7nEg9XiKhpXOBHcmNdl1SGuSZ1oACBt95WK7J40kY7SriHbyNTCA/OwlNPtVYv6PnLW4h6QRS/uOuxrIPAr8iOrsHJO0PLG57xy62rwNMBmnIsoWkIZKmV+bEuhyYqnS8I8vnLfdyR19M3aVo8aox1kuKB2eYpG2VtO95iUdsV2BL4DSnXtHDwH+A+Wy/4g6blqe7VN1T76hh8nFTtEoHAMsRz/Xctl8jXp/Tm8ZYWd+dfv+oEqG+Y9B7yCStQS6sH9v+Qz8fTqWD6MIjtjGZLPdtoks5hoTT/l2e1yXaneNdkyTGSVce7eK9PR3Y1farkkYA3wFEvI3rEUP3sE7zitUwec+RtDIJWX7U9nz9fTxTOlUi1Dd0gkE2VidSw5OVyUEXxth8JAx0jO3zyk3vHSIqX4xkJL0I/KAZnuwEg6G3VN3ThKlh8t6jZJAPs313u1Hb38c2pVMlQr1j0BtkLepJUJnUFM3E3C7FC8uo8WBSbfpiMvn30sXzMJSE0bdy5vhbpBUOqZ3++6m6p94jaRipIXgnKemwG5mMfiXiMbxV0tKk5uAvWoZrJdTrsXsoU0t9gMxvvDMpEbJfq+06ycPaWwa1hqxJNcYqk5KSNbQOsE3RLc5GMvxOJ4VHLyN1dpaU9DWS9fcWZWquhjE2Ve3830/VPXWPLnR1GwM/BD4F/AD4H1JZflZSl3FOSccCL9g+phpj72ewnzN9RQltr0RkGYfa/naz7aoxNmE6xkNWqUxqJC0MbE+ysu4lE9WfR0T7f7R9aNHv7E0MtSuKYLjSRtU99ZwaJq/0N1UiNHF0jIesUulLWuGvxvMqwCHE+7AWMD0Jox1ieyPgYkl72b6MCF5H2n6tuPkrDZpewmKMTUvCj7sCj5Aw5AdIhf1Ny39wAXBi2eZdFQa7MSbpg5KWgdFZvEtK+kXxwr5JvGPLl9XPJV6xP9g+mYSTdrH9l04N51b6ltb1pi4KDlcmTDXIKpUeUjwwow2GsvhrwNUkc/JFUkD3ROAJSccR4fQTZd3zgM2K4fEulbFwLQ/SLWqYvDKlUg2x3lENskqlm0j6Aoz2wAyRtIOk1cvHzwL3OJW7HyH1r14Hvg781vaatq8q219te6faaYWqe+odtt8gQv23SPhxKjLf4izAFsD1xWNxBvAl4pndxvY/2/ZTz8NKZQqghksqlW4gaUZgW0lvAf8CdgKmBbaXtDXR5qwp6QUiOB8GLOzMfXdT2UfH6Jm6yzh0T8cwtu5pWRJuWwz4CWN0Ty+UbTpC99SFrm4VYI/y8fRk/sBWmHyFEr7cy/ZJkrakESavntlKZcqjivorlW6iFBn+Jpks92zbJ0vaE5ga+B2wGqkI/y/g+26r6l0JtTxIz+nKiJJ0AZk78AGS2fYf4HbgQOBvpK7Y8U6NtvVIEsQu1SNWqUyZ1JBlpdJ9bgduJiGiBcqys4GVgXltn0kqxW/TNBr65UinUKruqWfUMHml0jlUg6xS6Sa23wKuAR4HVpO0pu3XgYtI+BLbT8NYWUaD3mjoCVX31H0aYfL1JC0PnER0dYdJmpcxYfJhjB0m/4/tm8o+pu6fo69UKj2lhiwrlR5QDK2tSImLR4BNO8E46C0T0D29AJwGfJ/MGbhCCV9+ruieLgbOLyG3jtQ91TB5pdI5VA9ZpdIDivF1MwmrHV6NsXFTy4P0CTVMXql0CNVDVqlU+hRJX7B9RXk9BNgWeNr2zZJ+QLxeTxR91NrEIBsJLNMKtVXGIGkJ4Hsky3R/2zdI2gR4z/aVjfVqVfRKZQBTy15UKr2kk7L8ukstDzJJeIJkU34c2FPSTbYvb1+pGmOVysCmesgqlUqfUnVPfY+keYBtgN/bvqe/j6dSqfQ91SCrVCp9SqkdtgcxIEbY3kfS9KS467m2r5W0cCsjtWxTvY2VSqWjqaL+SqXSp9TyIJOOKtivVAYv1UNWqVT6nFoepFKpVHpGFfVXKpU+x/Z/JbXKg/y+GmOVSqUyfqqHrFKpVCqVSqWfqRqySqUySam6p0qlUpkw1UNWqVQqlUql0s9UD1mlUqlUKpVKP1MNskqlUqlUKpV+phpklUqlUqlUKv1MNcgqlUGApPck3S/pIUmXlMr4Pdl+r15sc5WkYV0sP0TSt3qyr8a2C0r6cuP9ipJOKa+HSvp9+Z1bSjpb0lK9+I7lJK3feP95SQf05nh78J17SnpU0s8n5ff0FZLOl7R5L7cdq30rlUr3qAZZpTI4eMP2craXBt4Gdu/uhpKmBvYCemSQ2V7f9qieHeYEWRAYbZDZ/qPtPcvb5YFpyu+8yPbOth/pxXcsB4w2GGxfafvoiTnobvBVYH3bW49rBUmDpS7kWO1bqVS6RzXIKpXBxy1kYm8kXSHpHkkPS9q1tYKkVyUdJulO4CBgbuBGSTdK2knSiY11d5H0w/YvkfSMpNnK64MkPS7p98DijXUWkXRNOYZbJC1Rlp8v6RRJt0l6uuGNOZpMt3S/pL0lrSFpuKQ5gAuA5cpni0i6SdKKZX/rSrpX0p8kXV+WrVT2f195XlzSB4DDgC0bnrbtJZ1WtllA0vWSHijP80/geNvbZJ/ipXxI0l5l2RnAwsCVkvZuW3/74tH8DXBtWfZtSXeXYzi0LJtB0m/L73tI0paN/+AYSXeVR+t/79HvUDhN0iOSfgvM0TjGFSTdXP7D30maqyy/qfHdT0harav27aqdKpVKF9iuj/qojwH+AF4tz0OAXwN7lPezlufpgIeAD5b3BrZobP8MMFt5PQPwFPFGAdwGLNPFdz4DzAasADxIPGwzA38GvlXWuR5YtLxeGbihvD4fuIQMCpcC/lyWrwEMb3zH6PddfHYTsCIwO/AcsFDbb54ZGFJerwVcVl5vD5zW2M/o98BvgO3K6x2BK8Z3vG3t0WqHGYAZgYeB5dvbt22b7YG/NY55HeAsQOW7hgOfBjYD/rex3SyN/R5UXn+l0VY9+h3ApsB1wNTEOB8FbA5MU/7/2ct6W5IJ4lvtf0J5vT6ZkeF97Vsf9VEf3XsMFhd5pdLpTCfp/vL6FjJlEcCekjYpr+cDFgX+A7wHXNbVjmy/JukGYENJjxLD7MHxfPdqwOXOBOJIurI8zwh8ErhEY2rDDm1sd4UzpdIjkj7U/Z/6Pj4BjLD9l3L8L5blswA/kbQoMUCn6ca+ViHGCcDPgGN7cLyrTouwgQAAAsdJREFUknZ4DUDSr0jb3DeB77yucczrlEdrmxnJf3YLcLykY4jRdUtj+180nluezZ7+jk8Dv7D9HvCP8v9DvJ1LA9eV/3Bq4J+Nff2qPN9Dws2VSqWXVIOsUhkcvGF7ueYCSWsQz9Aqtl+XdBMwbfn4zXLzHRdnA98BHgPO68b3d1VheipgVPtxNXirebjd+I5xoXF8/+HAjbY3kbQg8ej0lOZ+J3S8vf0Nr7Xt4yjbZ75v59IKxBN1lKRrbR/WxTGOq9J3d35HV9sKeNj2KuPYb2tf71HvJ5XKRFE1ZJXK4GUWYGQxxpYgnqRx8QowU+uN7TuJR+3LjPHAjIsRwCaSppM0E7BR2cfLwF8kfRFG65SWncC+xjqObnI7sLqkhcr3zFqWzwL8vbzevpvfcRuwVXm9NXBrD45jBPAFSdNLmgHYhHi2esLvgB2LdxFJ80iaQ9LcwOu2LwCOBz7W2GbLxvPtvfwdI4CtJE1dNGKfKcsfB2aXtEo5nmkkfWQC++rNf1ipdDzVIKtUBi/XAEMkPUC8RXeMZ92zgKsl3dhYdjHwB9sjx/cltu8FLgLuJ2HQphGyNbCTpD8RTdXGEzjmB4B3i3h97wms2/r+fwO7Ar8q33NR+ehY4k36Awm1tbgRWGocovM9gR1Km20LfLM7x1CO416i0boLuBM42/aEwpXt+7gWuBC4XdKDwKXEuFkGuKuEpQ8CjmhsNlRJzvgm0Gqznv6Oy4EniQbudODmcjxvEy3ZMaVt7ydh6PExVvsqpUvOnvCvr1Q6mzqXZaVS6RJJw4ETbV/f38dS6RpJzwAr2v6//j6WSqUycVQPWaVSGQtJwyQ9QXRp1RirVCqVyUD1kFUqlUqlUqn0M9VDVqlUKpVKpdLPVIOsUqlUKpVKpZ+pBlmlUqlUKpVKP1MNskqlUqlUKpV+phpklUqlUqlUKv3M/wPZmyTw5Elg0QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a violin plot.\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "sm.graphics.violinplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CoVAoFIomoxwyhUKhUCgUiiZTt9ZJ65lUKsVjjz1GLpdD0zRe9apX0dWlfF9FYxgeHmZ0dBSAl7/85XR3dzfZIoVCoVCshXLI6sD09DS33n8XG48/ipnnDnDaaafh8XiabZZinXD/I79nb3CGZDiKx+PhjDPOaLZJCoVCoVgDFbapA4lEAs9AH6e96hXYXS4SiUSzTVKsI1KpFEef9BL6t2xmYWGh2eYoFAqFogyUQ1YHkskkZqsFALPVQjKZbLJFivVEaiGNWdMwaSbS6XSzzVEoFApFGSiHrA4kEgmEpgFgsmjE4/EmW6RYTyRTKcwWjS6zmWRKvQwoFApFO6AcsjoQiUXRbHqEzGTVVMpS0VBSqTSapmHWNFIqQqZQKBRtgXLI6kA4GsVqtwFgslmIxWJNtkixnkilU5g1Dc2ikUilmm2OQqFQKMpAOWR1IBKLYrFZAdBsVqKxaJMtUqwn0uk0Js2MWTOTSKrorEKhULQDSvaiDoQjEdxHbwTAarMRiiqHTNEYpJQkU0nM+ZRlMhVqtkmKdUQgEFhUotHf34/Vam2iRQpF+6AcsjoQicXY4LADYHPYCc97m2yRYr2QyWSgqwuTyYRZ04inVcpS0Tj+Y8dXydrMIASJWIw/Ofd1vP51r2+2WQpFW6AcsjoQiUawFjlk3mikyRYp1guFdCWA2aKRVDVkigaRzWYJJ2K84dJLEEKw/6lnCavsgEJRNqqGzGAymQzJdApLPkxvtdsJRZRDpmgMukOmS65omkYyqRwyRWNIJpOYLRpCCAAsNhuxuJrQpFCUi4qQGUwsFkOz2w7dlOxOB5FoFCnloc8UinqRSqWKImQWkmmlQ6ZoDLpDZjn0u8VmJRIPNNEixXpCSrmoM0lXVxdmc3u5OO1lbRsQjUax5CUvAExmM5i6SCaT2O32JlqmWA+kUrrkBagImaKxJBIJNNuLBfxWmxWvipApGsSv7riDux5+AJPJBIDNZObfPvvPaPn7YTugHDKDicVimO2LZxVpdivRaFQ5ZIq6k06n6SqqIVvILJDL5ejqUtUJivqSSCQwWV98+FlsNqKqS4miQcx45zjlDedw2DFHAXD/DbcSDofp7+9vrmEVoO7SBhOJRNCKImQAFoedqCpuVTSAVCp1yCETQmAym1U/S0VDSCQSh+oXQU9ZqrZxikYRCAWxu5yHfrc67ETarH5bOWQGEwqHMS2JkJlt1rY7MRTtSXENGei9VFNqpqWiASQSCUxFKUuL1UoynSKXyzXRKsV6IRAOYXe+6JCZHTbC4XATLaoc5ZAZTDAcwu50LPrM7LC33YmhaE9SqdShxvYAJk05ZIrGEI3FMFlePPeEEJg0M8mkmliiqC8LCwskkklsjhfLgjSnnVCovYSxlUNmMP5QcJGXDmB12giG2+vEULQniWQSk2Y69LtZRcgUDSIai2GxWRZ9ZrZaFyn3KxT1IBwOoznsi5QMrE4H/mCwiVZVjnLIDEbPYy+OkNmdTvyh9joxFO1JIplAK5Ie6NLMyiFTNIRoPIbFtrh+VlN1ZIoGEAqFsC557jo9LrxBf5Msqg7lkBmMPxTE7nIt+szhcradp65oT+LJBJr1RYfMpBwyRYOIxmNYbYvrZ01WTUXIFHUnFAqhORerGDjcLryB9nLIlOxFETt37mTnzp1Vb5/L5bj3vnsYnp9ZFDpNp1J4D4wQnJ2vyb7zzjuP8847r6Z9KFqTWs+9Ak89+wxph0Z3fx8A00OjzDy5ly1bttS0X3XuKdYiEovSbzti0Wcmi3LIFPUnEAwuc8hcHjd7A+0lTKwcsiJqfegEg0HiFsFrL33nos+zmQz3fe9nXH311UqtX1ESoxyer//PdzAfv5UtRx4OwFMPPMrrjz2Vs88+u+Z9KxSrEY3H2bpE8sesUpaKBjDv9+L0uBd9ZrHZSCykSKVSWK3WFbZsLVTK0kBCoRAW53LxV5PZjEkzKy0yRd2JJ+KLashMmomEmuWmaADxeBzL0pSlRSOmHDJFnZn3+5c5ZEIIbC4XwTYqF1IOmYEUZnqUwuJS0heK+pNIprAU1ZBpVqt6ICrqTi6XI5FOYVkSibDYrETUi6iizsz7fcscMgCr20mgjdKWKmVpIMESeewCFqeTUCjEYYcd1mCr2o9wOMw9991HTuZ46amncdxxxzXbpLYhnoyjWYvFOS3E46qGR1FfEokEZou2rCTDarcR8SmHrBwymQy/+e2dpPMNsi2axoVvfFPbNchuNNlslmA4hMPtWrZMczlUhGy94gsEsLudJZdprvYTqWsWk5OTPLj3aXbPjvDks88025y2QUpJIpFcFCGzWK3EEipCpqgv8Xh8UWPxAhabjUhMNRgvh2AwyD1PPMKoKcmoKck9TzzSVs5EswiHw5jttkNNxYuxu53M+7xNsKo6lENmIPMBHw7Xci8dwOZ04PX7GmxRe5JKpfAM9LL16CNIJFV0p1wymQw5JKaiN2rNalEOmaLuJBIJzFbLss+tdhvRuHLIyiEej+PodnP86adw/Omn4Oh2E1PO7JoEAgFsKwRCXN0e5trouascMgPxBpYXFhZwdruZbzNNlGaRTCYxWTS9/klNmS+bZDKJuah1DegRsrg6hoo6E4/HMZeYyWaxWokqp6IsYrEY5qIoo5qhWh6BQADrCg6Zs9vD7HxtclONRDlkBiGlxFtipkcBp8fNfBt56s0kkUggNHPemVA3pHLRoxTLi6pVUb+i3sTjccy2UhEyuzr/yiQWi2EqijKabVYVISsDr8+HZZUImTfgR0rZYKuqQ1ULGkQikSCLXDbtu4DT48bnVxGycogl4litVr0gPaEkG8olmUxitqoImaJyahUmHhsbYyQ4z95n9ixZIhna/SxXXXVVyRqfclkPwsSRSASz/cXnh8lmJRyJNNGi9mDGO4droHQgRLNoSFMX0WgUt7v0Oq2EcsgMYrU8NugPxnQ2QyKRwG4vPRNToRNLxNFsFjSrlXhSvV2XSyKRwGRZ0tzZopFeWCCbzdb0QFR0NrU6PHf+9rc8HZnm5FecsWzZ/T+6hU/+/Sfo7u6uwcLOJxSJYCuSTbI5bMohK4NZn5eNx56y4nJ7twu/398WDplKWRpEMBhcMY8NeZE6j6utNFGaRSyRwGKzHpJsaJdwc7NJJBKYlkTIhBBoVotqX6OoK+FYBOsKL5qqFqo8ApHQYofM6SAQUTPzV0NKybzXi6tnZWff4nK0zXNXOWQG4ff70dyOVdexuNpLpK5ZROMxLFarPluwS7CQ1+VRrE4ikaDLsryOx2xTDpmivkRiMaw2W8llZqtyyMohGAphd774Um93OAgqqaRVSSQSLMjsiucegOZy4m0T6QuVsiziK1/5CrfddltV287Nz5MSOeyulaNksVCYX37rB/T09FQ1xsUXX8zll19e1bbtRDQWpyd/gZnz0R1LCUejkzCiufjg0CBTiTB7//DUos8n9h7guhl/1ecdrI8anvVMreffo088jnVzH44SaaGpg8P49g6yadOmqve/Hs6/YCTMJueLL/V2l5PRSOd3d6nl3AuHw+za8zSz4ZX12oLzXnanJA89+FBVYzTy3FMOWRGXX3551Q7P177zTWwnHsHmI7atuM6BZ55j24KFd7/jnSuuo4BEMnFI3LTgkHV6/YkRF/2t/3cbI10Jjj99cT3FE7++hz8//0JOPPHEmvav6FxqPf/+9Utf4NgLzsLT17ts2ZM7H+aNJ76cM888swYLOxspJeFIGHuRQ2Zz2AlHwkgpl3VA6CRqOfeeffZZ3A/fy/Y3nb/iOvOT04SeOsA//s1lVVrYOFTK0iDmvF5c3Z5V13H3dDPjnWuQRe1LNBbDal8cIVOsTSgaOXTcijFbLWr6vKKuRGNRrCv08TVbNSJRVZy+GolEAtnVhVl7sQbUrGlg6lL3v1Xw+f1Y1igVcnZ7mPW1hxaZcsgMYGFhgXA0sqIGWQF3Tzdz3vbIZTeLhYUFsjJ3SG3eZFEOWblEYtGStRQmm3LIFPUjm82WbCxewOawE1YNxlclEolgdS53LCwOBxE103JF5nzzONZ47tqdDhKpFKlUqkFWVY9KWRZRbS47Go2y66ndzMXWyvdLhv6wB+KpqhrGroc6iqVNis1WTTlkZRKNRuktESHTbFbCKkKhqBOxWAzNalkxrWZ12AnNqvNvNSKRCJpj+bVrcdoJh8M11d+1Opdddhm33357VduGIxGEZlrULq4UyVicW3/446qkfy666CJ27NhRlX2VohyyIqp1ePbs2YPzoW1sv/B1a677+5/9ir+55ENs3bq1Cgs7H71J8Ys3pi6rpqI7ZRKORRdNmy9gs9sJR1SEQlEfYrEYlhXSlVA4/6YbaFH7EQ6HSzpkmsNGONzZhf07duyo2uG5+vPXceKbX7tmudATd9zDn53/Jk466aSqxmkUKmVpAHPz81i7SzcVX4rV48Kr0pYrkkgkFrVg0WxWYqo58ZrkcjniiQSWEilLq8NOSEXIFHViaQ/GpdicDkIq7bYqgWAQcwmn1uywEwytPINwPZPNZglGwqsqGxQwu+xtITmlHDIDmJqdWVWYrhhbt5vZeVXYvxJL1eatNhsR5ZCtSTwex2yx0NW1/JIuzNZSKOqB7pCtLEtjs9tVynwNfEE/jhLC4g63E29AtdwrRSgUQrPbykpD2t0uvG3QulA5ZAYwPjNF90BfWet6+nsYn56qs0Xty9ImxVabjYhKWa5JNBotmfIAsDkcKkKmqBvhcBhzidrFAprVQjqzoASeV8EbCOBwL8+yONwuvG0Q2WkGgUBg1e44xbg8bub8rZ+ZUg5ZjeRyOWa983h6yxPd9PT1MjkzU2er2pd4PL6o/Y/FZiWqHLI1iUajaCs8FG0OO9FYjFwu12CrFOuBUCSMZYWXAdDbd1nsNjVbcBV8gQCuErMFnW4XPuWQlSQYDKI5y+sL7fS4mff76mxR7SiHrEb8fj+aw75IP2Y13L09eIM+9ba4ApFYFK2oHsVqtxGJqYL0tYhGo5jtpet4urq6MFssqn2Noi4EQsFFLX9KYXHaiSrpi5JIKfEH/dhdpSNkgVBA9fMtQSAYwFJG/RiAw6M7tq1+HJVDViMzMzPYe8tXkTeZTNg8bubn20OortFEYrFFekYWm42oqiFbEz1ttHJhteZQEQpFfQgsUZgvhdmmzr+ViMViCLMZzbL8pd6saQizWTmzJZj3B0rW3ZXCYrWSyWVJJpN1tqo2lOxFEdXokA0ODTIVD3Ng376yt5kaHCE4OM6WLVsqGqvVdciM6Me4+6knyXU7eOwufT9S5hj+wx6uzlBz+5BWP361EAiFsK3yULQ47UQikYrPOcX6oJZrd+fvH6T/2CNKzvAtMDM6zuSuZzn88MOrGqPVr91a+iCnUikm52b43Z13llwenvfx8J13Y1vl+K5Gp/ZA9gZ9OLccUda6QgisLgehUAi7vbw0ZzNQDlkR1Vz03/3RD0gf1sPhxx1T9jbP73qSU+wDXPTmt1RoYWtjxE3zy1/fQffLjmfDYS86Dvd890auuOKKqm9I6wF/OIh908rSK5qq4VGsQrXXrpSS0FVX8JoP/umqZRvP73qS050bufBNF9ZgZetSSx/kPXv2cPNDd6+oY7nrzvt419mv47TTTqvFxI7DHwhwnOvkstfXnA7C4TCbN2+uo1W1oVKWNTIyMU7vhoGKtunbuIGhibE6WdTeROPxZf0YzTarqn9aA38wsGodj8luIxgKNdAixXogkUiAqWvNGlqHy6XkG1bA7/ejrdKP0eJ24G8DyYZGIqUkGA7hKLOGDNpDZFc5ZDUQjUaJpRJr9rBcSu+GfsYmJ1u+wLAZxBIxLEtEJjXVYHxNAqHVb04OtxNfUN3UFcYSDAaxlvFQdLpd+IJK4LQUsz7vqv0YHR43s77Wl2xoJPF4vKwXgWK0NhDZVSnLIiqtA4jH48z6vdz1299VPFZodp5H7r4PrYITqtVrAWqtIZNSct+9dzPinV1ULza5f5Do6DT9/f012dfqdSjVks1micSiqypWO9wufINKbmUl5ubmuON3d5Jb4SXp/FefyzHHlF+WsF4IhUJY1ijoB/38G1IRspLMeudxn7hybZ2r28PcC+MNtKj1iVr44KMAACAASURBVEQiWBxrn3fF2F0O/Mohax8qrQO49757eWR6kNNffWbFYz3xm3t519mv4/TTT69421alVocnkUgQkgu8/sPvXfT57t/u5B1nnddRx8pIIpEIZpu1pEp/AYfLyZh6IK7IyMgI+wIzHHnyCcuWTY2M8tze55VDVoJQKITZuXZtp93lJByLkM1mq2rw3MnM+byc1H3Kistd3R7GvGpWfjErNWNfDbvTQaDF1Q2UQ1YDg2Oj9G7bUNW2zg29jIyNKSejiEQigdm6vAVLl0pZrkooFMLqWv1t0el24w8GkVLWPFu1E/H5ffRu2ci2445etkwimZtqfVHJZjDn9WIvoTC/lK6uLiwOfZZbX195XU3WAwsLC4Qi4ZIq/QUcbhfhaISFhYWKMiqdzGq6iythdzmZiQzWySJjUDVkVSKlZHBshP7Nm6rafmDzJg6ODhtsVXuTSCTQSjhkJoumivpXIRQKoZVoTFyMZrWQFVI5tisw6/etWAvq9LjxtoHKdzOY83txdXvKWtfmdqni9CUU2v+sFt3u6urC6na2RXPsRhGJRCp2yGwOB8Fwa09sUhGyKgkEAiwgK5rlUUzvxg3smb6fTCaD2ay+Big0Fl/+BmixWTu+n2Ut9XcjIyOMRXzs3/vCquuNP7ePq666Cre7skko0Ln1dwW8fh8Dx5aeQq+3XfGr6GIJ5rzzbDv5yLLWtbgdHetUVHv9er1enhk6wPjM9KrrTR0Y4l/GZ9mwofKMTKtfu9Ucu/0H9jOfSfDcE0+Wvc0hTcuFyq7jRh4/5QlUydjYGK6N1ReZaxYNS4+LqakpjjiiPHG7TieZTGIqESGzWC3EYp0dIavlov/5bb9gtCvB8S89ddX1nvj1Pbz3tW/k5JPL1+5ZL8z7fRy5QoTMarORkTkSiQSOCguJO5lcLse838eJZUbIrB4ncx1aC1Xt9fvggw+yeXQvLz33rFXXe/rBR3ntkSdx7rnnVmlh61LNsfvxT2/C123m6JNeUtF2937vJv7pn/6pZa9jlbKsksGRYdybapv159zYz+iY0iMrkEgkFjUWL6DaJ63OrM+Ls4yHoubq3AhFLaRSKZILaayrKHjb3E6CSrZhEeFwmC6rpWTLn1J4enqYnp+rs1XtxfT8HM6eta9dZ4+HqTk1S7pAKBrBtkaZRik0u62l21Aph6xK9g0PMrC1NsXfvs0bODDc2kWGjSQej5dMWVptVmKqhmxFvH4frjK08GwuJ15Vw7OMQCCAzeVaNY1hcakanqX4fD5s3eWnv9293UzPKYesmKnZGdw9a/dC9vT2MDU72wCL2oNILLpMQLwcNKu1petolUNWBfF4nDm/r2KF/qVsOGwr+4YHlUBsnngiXnKWpWa1EE8oh6wUuVwOXzBYljixq9vDrK8zU0a1UCisXg3NZVcO2RLm5+fXPG7FuLo9+IJ+stlsHa1qH6SUTM/P0t3fu+a6nr4epudm1bMiTzQWw2KtrKgfwGS1tPQEMVVDVgWjo6O4Nw+sOjOmHBwuJznNxNzcHJs2VTdbs5OIJhIlLzKL1Uo8mWyCRa1POBzGbLNgKmNiiKvbzbh/XwOsai/8fj9m1+rpD4fHxZxSS1/E9Owsjt7y6scATGYzmtOO3++vqji9lammMD2dTnP/7x9kzD8HrF1kPvzUHj6b/iwWy/KX1tVo9aL+yy67jNtvv72ibfyBANYd11c8ySadSPIdyxexVuDMXXTRRezYsaOicapFOWRVcGBwENem2qJjBZyb+hkeHlYOGRCNx7BsXP7GrVmtxFQNWUkCgQC2MnSgQI9QzPt9arbgErx+/5paWq5uD3NDKmVUzPjsFN0nlTfDsoC9x8Pc3FzHOWTVOD3Dw8OIDd2c9Y7yGq4/cutv+OjF7+boo5dr5bUzO3bsqMjhyWQy/ONVn+ENf3lJxfexpx98lNcdcypnn312pWY2BJWyrIK9g/vZuG2rIfvq27qZvQf3G7KvdieeSGCxLa8LMGtmsrkcmUymCVa1NoFAAMsqjYmLMWsaQjMTiUTqbFV7MeubX1NLy9XtYc6ntMgKSCmZmp3B07d2uq0Ya7eLWVVHBuRTvr3l1+DZetzMt7jSfCNIpVKYrVpVL5Umi9bSL/fKIauQWCzGtM9L3yZj3vA2HX4YewcPkMvlDNlfO5NIlhaGFUJgtlpIpVJNsKq18fp9WCrQwrN5XKoWagnzPi+uNYrTnR43/lBAXad5otEoqUwGexl9LIvpHuhjbGqiTla1F5PT0zjKmGFZwNHrYXJ6db2y9UAymSz5nCgHi9VCLN66Rf0qZVkhw8PDhtSPFXC4nGDVmJ6e5rDDDjNkn+1KfIUaMgCzRSOZTOJ0VifE26nMzs/h6iv/pm5xO/H7/Rx5ZGWppk5FSok34OfkNSJkJrMZk9VCJBKhu3vtWXGdzuzsLI7+noqjFD0D/Qw9fbBOVrUXYzOTdJ9yVNnrdw/0MfbcSN3saRZf+cpXuO2228peP5VKMTk3w6//71cVj5WMxdGy8JX/+q+yt7n44osr6nFdC01xyIQQ/wh8BJDAs8CHgC3ATUAf8AfgUilluhn2rcYLB/fj2bLR0H26tmxgcGhIOWTJxIqaRiZNd8gUi5n1eRk4pnyhV4vLiU+1ATpEJBJBaGbMZfQILLT+UQ4ZzMzMYKugoL+Au7cHXyhAOp2uuDi9k5BSMjk9zStec0bZ2/T093Fg+pGOqwG9/PLLK3J4hoaG+N7tP+fMt72x4rEmDg5jmQry4Us/UPG2jaDhKUshxGHA3wPbpZSnAibgvcAXgC9LKY8HAsCHG23bWkgp2bP/BbYcuc3Q/W44/DCe279625tOR0pJPJFEWyFCZrJYlEO2BCklc97yewkCuHo8zKg6lEMEAgFsnvImRXRy659KGZ2cwFOGXMNSurq6sPd4mF3nmlrhcJhsl95fsVxsDgfZLn3b9Uw6naarynaDZqtGPNm6Kctm1ZCZAbsQwgw4gGngdcAt+eU/BC5ukm0r4vf7iaSSFReyrsWmbVs5MDLMwsKCofttJxYWFhBdApPJVHK5yWJWDtkSEokE6Vy25ESIlXB1e5jxqqLqAoFAAIurvIei5nTgDyhhXYCRiTF6N1ZXR2vv72Zqaspgi9qL2dlZ7L2VR1ptvd3MzKxvxf5UKkWXVvo5sRaappFo4edIw1OWUspJIcR/AGNAAvgdsBsISikL0+gmgJL5OyHEx4CPAQ3vAXnw4EHcWzcaHi7WrBZs/d2Mjo5y3HHHGbrvRlJLg+xUKsXjjzzMXDRUcvnM8CjTf3ierVurn93a6no8laJHd5wVnY/uHg/71GzBQ/j8frQyHTJXt5tZr9IiS6VSzAX8nFpFhAzAPdDH6OQEZ3KmwZa1D9MzM9grqP0sYO/zMD0zwwknnFAHq5pDpc+NyclJDs5Pse+5vRWPlUokCA5PEveV3wato5uLCyF6gbcBRwNB4GaglBBLSUliKeW3gW8DbN++vaGyxc/tf4H+bVvqsm/P1o3sO7C/rR2yWk7cubk5ct0Ozvmzt5Vc/vSDj3L+0afw6le/ugYLOwu/34+1TA2yAla7nVRmgUQigX2V3o3rhTmfr+yUr6vbw9zwgTpb1PrMzMxg7/VUPbGpb+MAw48+a7BV7cXY5Diegcp7IXcP9DM6OV4Hi5pHpc+N3//+99w3/NyaDdlLEQtHeO72+7jmiisr3rYRNCNleQEwLKWcl1IuALcCZwM9+RQmwDagpWLa2WyW5w8eMLx+rMDmI7fx9AvP12Xf7UAqlSrZWLyAyaKRaOHcfzPw+f1la5AVEEIo6Ysi5vzzZbWdAnB2e5jzqwjZxMQEjoHqyzZ6BvqZnp8jnW65OVsNY3higt4NlTtkvRv6GZ2crINF7UM6nUaYqnNdzBatpeWTmuGQjQFnCSEcQs+1vB54HrgPeFd+nQ8A/9cE21ZkbGwMs8eBtU5Rhb5NG5kPBgiFSqfsOp1kMolplZluFquFaKx1e5A1gznfPM4KCvoLqEbZL+L1+8uOkNmdDmKJxLp2JACGxkbp2Vh9pxKT2Yx9HddCpVIpfKEA7t6eird19/bgDwfXdT1tMpXEvMJs/LUwm82kW7hWuxk1ZI8JIW5Bl7bIAE+ipyDvAG4SQlyb/+x/Gm3banoofr+fSCbF7TffWrfxI/4gD9x+J2536Tf2RuqhVEOlejLFRKNRvOEgv7jhxpLLk/EEWkZWpB+zlFY/fpUy453HeXLlemIWjwNfh9WRVVO/mMvl+N3OezgwM1F2Hd7Ynhf47Gc/W7EeXifVLw6Oj3D8ibWVDtj7exgfH294HXC9qOT8CwaD7N777Ir1smsxsfcAn/70p+npKc+ha/Vzr9Jr94V9+/DLFE89+GgVo0kGdz3D1VdfXfY138jjJ9q5e/z27dvlrl27GjLWF7/6ZQZecQobtm6u2xjDz++j25/kA5dcWrcxWpXHH3+cO5/fzcvPL32jnxwaoWvUy8c++BcNtqx1uerfr+Xkt5xXkewFwIFnnuOIjJV3vf0ddbKsPfD5fHz+Wzt4zSVvL3ubx391F5f+8Vt5yUteUkfLWpdoNMpVX/oc53/oPTVNbhp+fh+9wQUu/bM/N9C69uCRRx7hrn1PrXivW4snd/6eC45/acv2Y6w3P/35zUzbchx76klVbX/Pd2/kC1deU1GDcSMRQuyWUm4vtUy1TiqDSCTCtG+e/s3GCsIuZfORh/Pcgf1ks9m6jtOKJBIJTJaVA7YWq5V4QtWQFchkMoSiYRwVFvWD3gZoTonDEggEsFbQdgpAc9oJBsufodVpTExM4NzQX/NM84Gtmzk4OmyQVe3F8Pg4ng19VW/vGehjZKKzCvsrIZVOY9aqT+51mU0tW3agHLIyGBwcxL1lo2HtklbC7nQgXDYmJtZfr7doPIZmW/mNxWKzEm3hprCNJhQKYXE4qjonXd0e5n2qOD0YDGJxVVYTavWs704Ho2NjOGso6C/g6vYQTsTXpcjp8PgIfVVquIFebzw8PmqgRe1FMpUqq7PGSnSZzS2r+al6WRZx2WWXcfvtty/7PBqLkRNgvvaLdbchnUzxgy99taQkwUUXXcSOHTvqbkMziMZjWFZ1yGzEEp1b1F9pHYXf7+epAy8wOV+54rnM5Rh+cg+5WLIl6yiqoZoasoODg0wnw+x9Zk/Z24R8fh6JL/DYo49VNFarH79y2T8yRP+Jh9e8HyEEro39TExMcPLJ5bf+ancKGm6nVKnhBtDd38vugJ9UKtW0tJuRVHrtPrZ7F+YN3bg8lU9oAhjbs4/PBaK4XOVlFzpah6yV2bFjxzKHJ5fL8Znr/oWXv/2NVaWHKmV2fJLQUwf4xGV/X/exWoloPI51lSJVi81KLJ7ouD5uBSq96Hfv3k3/U49wxgWvqWq8nT+8mY//w8c7pi9jNTfNG266EX+3maNPLl9k0zs9i2/X83zysn+o0ML2J5vNMjIxxqvPK1n+UjGuTf0Mj46sK4dsenoaR1/3ih1JyqGrqwtnfw/T09McddRRxhnXJCq9dv/z+q/S90cnMbBlU1XjPXzLHfztey5l27b6SFjVgkpZrsH09DQ5zdQQZwz02oqJuRni8c6NBpUiEo1ita/cAshkMtFl6mppDZlGEggGsFRY/1SMxeVYtxIrBbwBf9kaZAWcHjfeddo+aWZmBrPLgWY1pin4wJZN7BsaNGRf7cLk5CR2A1K+tv6edVnaApBKL2Cqspcl6DVkrZqyVA7ZGhw4eAD3YdV54tVgMplwbupnaGioYWO2ApFYbFWHDMBss647R3Ul5nx+HO4aHDKncsiqcchsDjvxZLJli4LryejoKM4aitGX0rdpA+PTUy37cKwHQ2MjNWm4FejZOMDQ2EjtBrUhqXQKrUodMtBryFr1+lUpyyJK6WhNTk0hHBZ+ev13GmZHIhrjF9/4HhsGFhd+trqOVi29LO/aeR+HjezHZF75Qht/fj/X+sJ4qqwd6JQ6HgB/KIBjS/W1POZ1Plswm80SiUWxVxhlFEJgzUcXN2yovjC7HTkwMkTPFuNmmps1DVufh8nJyY5IvZXD4PhozRpuAP2bNrD/qYcMsKj5VKpfOTQ6guuWW+iqUq0/4g9y5w9uLFtLsJHPXeWQFXH55ZcvOvDpdJpP/9s1nPP+d9bkkVdKyOfn4N0Pc/X/u6Kt6qWqdXiy2Sy+dJw3fOySVf/ex2+/m/dd8JaOaqxbLf5gkGNdJ1a9vc3pILCOI2ThcBjNbqtqlqrV6SQcDq8rh0xKyf7hIU499XWG7texoZ/RsbF14ZDFYjGC0WhVCv1Lcff2EIpHiUbLL05vVZY+d9fi41d9pqZn8h/ufoC3vvxszjjjjKq2rycqZbkKY2Nj2Pq7G+qMAXj6egknE+umvU0sps+wXMv51OxWotFog6xqXaSUBMMh7DXciB0uB77Q+ji/ShEKhbA6K+sDWkBz2tZdujcQCJDILlSc4l2L/q0b2Td00NB9tiqTk5O4BnoNeckWQuAc6GNqqqVaPtedXC7HQmahNh2yFu5nqRyyVRgcGsK9pfFvwUII3Fs2MDIy0vCxm0E0GkVbo34MwGSzEIlEGmBRa5NKpcgha3pRsLtc+IPr2yHTnNX1pdWcDgLr7NiNj4/j3jRgeMR+YMtmDo4M084dY8plfGIc+0Dt0bECzg29jI6PGba/diCdTmPSzDWdh8JsUg5ZO/L8wf1sOGxLU8bu3bqJFw6ujzfHaDSKuQyHzOqwE1yHQpJLiUajaI61j9dq2J0Owus42hgKhTA7qzuGDrdz3c20PDg8hHtTv+H7tTsdSKuZubk5w/fdahwcHaFvk3E1eL2bNjI0tr4EYlOpVE0zLAE0i0Yi2ZpdX1QNWRFvf/vbue+++wA9LZRM5rvKN6GOS0pJdiHDX3/0o4feBs4//3x+8YtfNNyWehMOh7GU4WA43C58U50ZmVhJlLgUmUyGSDzGD6//VtXjSSlJReP84OvfKutts9NEif3BYMUF/QUcbhfe6UmDLWoua51/wVAIs81CVw36WSuRTiS54avfXFXktNXPv7UK06WUDI+O4NrQZ9gxzGVzROZ9/OQHP1r1Gu6kyWCxWIxHn9zFlL/6TiP+2Tl2S3PZ4s6quXiZ1LO5+ODgIP/zq1t41dsvrMv+10JKyc4f3cJVf/dxentr161pZe65914emxvhtFetLjjpm5nF+8T6FOUsZs+ePdz80N1sv7C2Auu7v/MTvnDlNdhstUXb2pHv/ugHLBzWy7bjjq5425DPz8h9j3PlJz5VB8taj0QiwRX//q+c/6H31KV93OCevWyIwiXveY/h+24V/H4/113/Fc57/7sM3e/O//05n/nrv6e/3/joZSsyNjbGN275MWe/8y1V72N03wE8viTv/7NLDLSsfFRz8SoYHRvFudE4zZ1KKbQWGR/v/CayvqAfu2vtAmu7y4U/tH6lGgrE43FMq7SZKhfNblu3um6+YAB7lTpuDpeLQCi0LuqeQK8fcw701a2X78CWTRwY7WyB2MnJSVwGargVcA30rqvCfj1rVZswsWa1Eku0ZspSOWQrsG9okP4qWzMYhXvTAIPDw021oRHM+8sT6LQ7HcTicTKZTAOsal3i8Thd1tpn/mpWC4kWvTHVm0AoiKPKWaqa1UJW5lq2MNhoRgwWhF2Kp6+XUCzW0Y3GR8fHcBig0L8Uxzor7E8kEphqVD2w2qzE4jGDLDIWVUNWRKEOQErJ0MgInk39iDq9FZZDJp0mHY7x31/+MtD6tQDV4vX7OM6ztqaWEOKQwnynhegrqaPYt38/3myC5x7bXdOYk/sGiY5Ol3UsO0lUN5PJEE8ksDmqm2UJYHHaCYfD6yLdu39kiIET6tf3rxMaja9VQzYxNUmX04bF4GbgC6kUmWiS//jil1Zcp5OeG4lEgq4aW3dZbDaiLZoZUA5ZEQWBOq/Xy+e/tYPXvu8dTbUnm8lw//dv5otX/yua1lgttEaRy+UIhEM4y+wVanU5CQQCHeeQVeLw3Hjzzcw5JcecUr0wLMCuO+/jna86n9NPP72m/bQbkUgEi8Ne09R5i8NBJBJh40bjZs21ItlsluHxUc5+TX1FNJ0b+9q60fhq4qa5XI5PXv1Zzrn0nYb1AS2wkErz0P/+nC9dc21NDcvbhVg8XnOEzNLCLfhUyrIEk5OTOOsQXq4Uk9mMpcfFzMxMs02pG+FwGJPVUvZUZovbsW4Ec1cikUoY8qZtsmgt29OtnkQikZplQ8wOa0en2ArMzs5ictqxGFCzuBoDWzaxf7gz+/fOz89jdtoNd8ZAT5+bnQ7m5+cN33crEolGsdV47VqsVhLpFNls1iCrjEM5ZCUYmxjHYaCAXy04+3uZnOysKfbF+P1+bJ7ya3msHidz3vVx81mJRDKJ2YAasi7NvG7qoIqJRCJo9urTlQCaw7YuHLLx8XEcG+r/ctq3aSNj05MdWR86OTmJvb9+zxPHQM+6KewPRsM1lRqAniLXrJaWjJKplGUR55xzDrt27dJvCl2iJfpIypzk3wCTycT27dt56KHOaChbwO/3Y61gtpu7p5vpyc4Tkaykwe745ASa21HzbKNYOMLNmq0sWZVOqkOJRCKYa3zLtjrs66IX6NDYKD2b6t+tRLNoWD16NmDbtvrVq9WL1a5fr9dLXGb5+f/8qC5jJ6IxbuZbbBgYKLm8k67dcDSC44jay1U0u41oNIrbbWwrsFpRDlkRDz30EFJKrrj2Gl7+jjfhqFI40kjmJ6cJPLmfT/zt3zXblLowMzeLtbv8CJm7p5uRJ/fX0aLmUEmD3c/915c4/LXb6Rmo7ca0d/dTnGIf4C0Xvrmm/bQbwXCoLCHi1bC7nARmO98hOzg6wlHnv6IhY9kHepiYmGhLh2y16/c/r/8aPS87no3bttZl7E5/RhQTCkfor7IHbTGa3UYs1nozLVXKcgnRaJRUJoPdgC/dCLr7+5ianelYzaPJ2Rm6+8pPibh7uvEF/S2Z/28UqYUFzAZM8jCZTKTTCwZY1F4EQuGar2+7w9HxEbJEIoEvHMBTwfVZC90bBxga6ywJh2w2y+TMFL0b6xdl7NkwwMTM1Lq4JwbDIezO2gMlmsPWkn2RlUO2BK/Xi73X0xLpStBnhEhzV8fWq0zNzVZ0wzeZzWhOO37/+uolWMxCZsGQ9isms5l0Zv0V9QcjIWy1OmQuJ6FIZ16TBaampnD09dRNEHYpfZs2Mjw+0pCxGoXX69UL+mucGbgamkVDczrweqtvJ9QOpFIpsjKntzOsEbO9NSflqJTlEnw+X0VF5o3A3u3G5/PR3d3dbFNWpRItLdD1oO56YCf7psYqcoCnDgxx9fhsxZIDraylVcmxu3/nfRycHsdkru3GFPT6sCez7H32uTXXbeVjB5Udv4cefQT34ZtrcspyuSyjTz0P8VRZ526rH7/iPr4FMpkMmVwW0z9f2xgjpK69+MV/vW7ZMW31Pr4r9QJNp9PEUkl+sOObdR0/lUhyw1e/gaVEXWmr9wEt99qNx+M8vvtxZiO1d2vxzczyDPcsO+dLoXpZlkk9eln+5s7f8ExsjpO3v9zQ/dbCk/c+xIWnvoJXvKIxtRyNYmJigh03/ZBX/+lbK9rumYcf56xNR/P6172+Tpa1Np+8+krOvuTimqfRj+0/iNubaFpPt2ZRqBGtNW15z3dv5POfvbpjxWG//+P/JTrg4KgTj2/YmA/f+ms+dvF7OProynuMtiJ3/ObX7InNcfIr6qvj9vyuJznFPsBFb66+x2OrMzg4yPfvuJUz3/bGmvc1cXAYbTLAR97/wdoNqxDVy7ICpr3zuLo9zTZjEVaPk/kOlHqYnZ3F1lP5se4Z6GN0qnOlQNYim80gumpPqYuuLjLroO6kmGw2Sywex2qv3YnSHPpMrU5lZGKcvgbMsCzG3tfN9PR0Q8esJyOTE/RsKD370Uh6Bvo7/p4YDofRnLVJXhRweFz4Aq1X9qIcsiX4Av6yVeMbhcPlwhvsPDHUiakpHH2Vp2F7BvoZ7/Cbz2pIiSE1jkJ0rYtC4GLi8Thmq8WQuiiL3d6xDlkikSAYDePuaWyZhGegj5GJiYaOWU8mZqZqng1dDj0D/YxPT3bs5C+AQDBYs1xNAafbha8FBcZVDVkR55xzDo88+qh+s26Nmn4A/SLLSb59/Tc6SodsZGqc3lOOqng7V083gUiYZDLZMemiSmqgHn3gIWaiAYSozakIB4KYwgkmh0fXXLfVa6DKJRqNohkQHQMw2ywd45At1dFKJBJMe+e55667G2pHJr1AKhTl21//+qLPW11Lq9T1m06nue/3DzLinaH+DxTJ8JPP8dnEwrI6sk65duf9XpweY3TDLDYbqexCyz1DlENWxM6dO/n4P3+GCz52ScvMsgRdwHPPr+7l2s9c1WxTDENKydjkJK86r2QqfVW6urqw93qYnZ3lyCOPrIN1jaeSm2ZwIcl5H35Pzb3rJgZHsEwG+PClH6hpP+1ELBYzzCEztaiWUTUs1dF6+OGHufvAM7z8vLMbakc2k2Hn93/Gf1xzLeYy26m1AqWu36GhIdjYzavefmFDbHj0tjv5i4veybHHHtuQ8RrNrM+L82Rj7vdCCGwuF8FgkM2bNxuyTyNQKcsiCjfrVnLGAGwOO9FYrKPC0X6/HyxmrFW+ndj71k+7kLrRQedTuUSjUcw2Y3oKajYL4Q6VvpiYmcZdx3Y/K2Eym7G6nR3Rm3F+fh5bd+OU4K3d7o6WvvD5/bg8xtV3W1wOgsHaZ2waiXLIijDy7dlITGYzdImO6js4NTWFs4YbvmdDH8Pj4wZa1D4IgSHOlES23MtHvYnFYpgNusatDjvhDklZLmVsaqIhtU+lsPV2Mzs725SxjWR6dhZHb+MmiDl63EzNzDRsvEaSyWQIREI4DKzvtnicLadn2T4x4QZw/fXXc+NPb+L2W25ttinLUBOfIAAAIABJREFUCM16GbA6ufLKK5ttyopUUge1/8AB5tIxDuyrrg1SMhYnNDrF/uefL3ubVq6lqKiG7MHfMxXy1ywOG/L5scQXGDs4tOa6rXzsKiEciaDZrYbsy+awE5zqPLX+XC7H1OwMx/S9uinjO/o8TM9M8zJe1pTxjWJybgbPSw5r2Hjd/X1MvtB+L6nl3Pvi8Ti7dj/OfMw4dX3fzCzPiZ387ne/W3W9Rt77lENWxHvf+17MR2xk+5vOb7Ypy3j4ljv44HsubbYZq1LJifu1b38T64mHs+XIw6saK5vNct/3fsoVV1yB1WrMA7aZVHLsojLDq/78bVhstf3dIy8coDeQ4n3v/fOa9tNOhKIRQyQvAGx2O+Fo5832DQaDCKulZp27avH09TE22v7lCDPzc5z8ypMbNp67p5vR+d0NG88oyrn37d+/H+sRm3jlW99g2LhTw6PIoVn+6i8+Ytg+a0WlLItIpVKYmnQTWguTpnVMyjKXy9WscWQymXD293SUZlG5mM0mcrna5SpkLkdXV+0tmNqJUKT2PpYF9JRl6/XDq5X5+fmGptqW0t3fy9Rse6feFhYWCEcjhs0KLAeH20UkHiOd7rx2aD6fD81dew/LYlw93UzPzxm6z1pRDlkRqVSKLq01H1BdmrljHDKv10uX3VJ1QX8B+0Av4x2kWVQuZpOZXDZX835yuRxmc2ue7/UiEosaHCHrvBqyubk5rA0sRl+Kq9tDMBpp6/ud3+/H6nY1tEZTCIHN7Wq5uigjmJ2fx9FtrD6o0+MmFAmTyWQM3W8tqJRlEZdccgljY2P5qukWQ0p+cswxHDx4sNmWrEi5dVDT09O8MDXGRI1vwUGvj13xO7nn7vK0klq5DqqSGrIHH3qQvePDWGpM1fpn5+jFwvPP7Flz3VY+dpUQjkY5zG6M2rdmtZBeSJPJZNpKomEtpuZmcPU2r2+uEOJQ/96tW7c2zY5KWNoLNJvNks4scP3nvthQOzILC3z92i8sksRp9T6gSzXwSjE5PYWwW2su01hKaNbL4/c+ULIHaIFGauB1zl3EAL7xzW+0XB/LAk/e+xBvPu2VzTZjVcp9aP/8tl9wPDFOePnpNY0XCYbY++v7ueaK1p3oUC6VODzm//wiR53/Srr7+2oa84XdT3OSra+j+98VI6UkEo1iNcghE0Kg2azE43E8Bk7HbzZTs7N0v6xx/StLYfW48Hq9beOQLXV4Hn30UX6376mG67g9df/DvOElL+Oss85q6Li1sFQDrxRXf/46TrjwNYZ3jnj89ru55PVv5sQTTzR0v9WiUpZFpBcyNYtt1gth6mqp0GotHBwdZmDLppr34+r2EEkmCIc7UwtqJTRNM6TlUTabRdM0AyxqDxYWFsgh0SzG/c1mm7VjxGFBd1qn52ZxNzFCBrpDNtdi9T2V4PX7sLmNqVWsBJvLidfva/i49SSdThOMhOtSj2fxtJbmnXLIishkMzVLCdQL0dUZfQfT6TRT83OGNNwVQuDa2MfEOqsj08wa2YwBDlkmg8W8fhyyWCyGZnDKQ7PZiMfjhu6zmcTjcdK5jGFRxGpx9XYz00IPykrxBgNN6YnscDs7ru+x3+/H5nEb0n92Ka7ebqbnW0fzTjlkRWRz2bp86UYgugS5XO2F3M1mKt9Q3KhIpHOgj7HxMUP21S5omplstvZoqczl1lWELB6PG+6QmaxaR0XI/H4/9m5P0wWD3T3dzHjbN0LmDwaxO42dFVgOdpcLf4upz9eK1+vF6qmPc+vp7WGqhUSIVQ1ZEd/99nfZ9YfdmA1MaRhFOpli17mv4dxzz222KStSTmH66OgoI8F5RsaMcaKioRAPeEM8+sija67bKYXpFrNGzoAImcx2jkNWzrnn8/l4enAfIxPGiWfOjI4z+cSzbNu2bdX1Wv3cKxRWR6NR5sNBfnXzz5tqj8zlCM/6+NXNtyKEaPnm4ksL04dHR3H092Bq8CzmXCZLzBfklz+75dBnrX7s1rp2h4eHmYgGOLBvn+FjZxYWmHr+AIGZuRVfQhp57Yp27o+4fft2uWvXLsP2d+PNNzPnlBxzSmsU+BXzzMNPcM7W43jta1/bbFNq4ns3/Ij4RidHnmBM0XA6meLhH9/Gl675t5aNbhrN93/8v8Q3uTji+NqaCD95z4O85aVn8Ud/9EcGWdbaPPXUU/ziiQfY/sfnGbbPPY/uYnv/4bzhAuMEK5vJPffew2OzI5x29iuabQr3fu8mrvunK3E4Gl+LVQtSSi6/8grO/4t3623vGkg2m+Xe797Ef1/3+aZHOY3ihptuxN+jcfRJLzF831JK7vv+T7n2U5/F2aCIphBit5Rye6ll6+MJ1hHItm8uLqVkcHSE/s21F/QXsNismBy2juh9Vy4Wg2rIctlsR8k1rEU8Hsdco/bdUjqtn+Ws14uziRpkxbSrplYymUSYuhrujIEumN1lNpFMJhs+dr2YnJvB01efRvdCCOw9npZpyq4csiK6umhpp6fd33jC4TDxhbThs2UcAz1MTnZeC5uVsFgsZA2YcZvLdE7KshzC0QiazdhOHFa7jXCskxyyecOlBarF4nYSCLRfgXosFjOsX2o1aPbOmfkrpWR2fh5PT30cMnhRYqUVUCnLIj7woQ/y+12PYzOotYqRxEJhLrrgjXzta19rtikrspbAXywWYy7ox93fa+i4iWgMq+xi44bVWzG1ci1FJcKwL+zbh1+mao40Tu4f5KXHnkB/f/+a67Z6DVQ5x++5vc8TMeXo3Vh9y66lxMIR0nMBztq+eoqv1Y9f4dodGh3BNdDbErPNY6Ew3VYHPT09LX3twuJ7XzKZZGp+Ds+G2nQCqyU872frho3Y8tHgVj92S0V1i5FSkkwlMa8i3For2UwWkxArvpwaLay7WspSOWRF3PyLW5nQ0hx3WuMawpbL0w89ynlHnsw555zTbFOq5jd3/oanwjOceqaxNUuBOS8TD/6Bz3z8k4but1X5zZ2/MUTA+LH/+y1/cdE7OeaYYwyyrLX5zg+/T2ZbH9uOO9qwfYZ8fkbue5wrP/Epw/bZLNLpNJ/8l6u44KN/3hLR+IPPPs9haY13v+OdzTalIvbt28cNd9/BKy+6oCnjP3773bzvgrdwwgknNGV8Izlw4AA//M1tnPm2N9ZtjMmhEcTIPH/5oQ/XbYxiVA1ZmZi6upAtKi0hc7R90fqBsRFDBGGX0j3Qx1zA11F1E6uhaRayC0akLNeXMGwkFsPqMFZfy+awE+mQGrJgMIjN7WwJZwz0XoPzbShymkgkMFmbd12ZrBqJRKJp4xvJ/Pw8FoN7WC7F09c6zezb+wlvMGaTmawBTZvrgczlWraLQDnkcjlGJyboMzBdVKCrqwtHXw9TU1OG77sVsWiaIS8OuTY/pyolHI0Y1li8gMVmI5FKdoRoczAYxOJqvHbWSri6Pcz5WqO2pxKSySSmJkonmSxax7ycTs/N1r2vqtPjJhgJs7CwUNdxymH9TLEqg09/6lPs///snXeAHGd5/7+zvfe9ftKpnCxLlmyBDO4NbEpwiSkhCWAIcQlxMCQhFMfY4JiE/JLYJiYGxxhjMBhiAyYEyzaW5W513Z3upOtle++9vL8/TitWp9u73duZeWf29PnH7N1q3oe53Zlnnvf7fJ/xcTASYTwhVkPKZTyzZSsGBgZoh1KTpbQA5XIZuXwe33vgO5ysXSoW8Z277l2ya1DIQ3Yb0ZDNzc1hJhrA0X2Hmlpz7ugoSr5IXe3eQtdA1UMylYKKZQd6hmEgUyiQyWSg0/HvzM4m0WgUCi1dh/5qNHodovEYyuWy4HcHbr/9dvz2t78FMJ+QZYsF1gdh10s+m8N3ZfKTGrIPfehDeOihh6jEUg/V524h8UQcjFzGecdqNpXGL5/46aIPqHyevzMJWRX3P/gADkfd2Pqud9AO5TQO/f5VXLuD30G1jbJUsnPw4EH87+E38c6rufFRmx0dh8afwl984lOcHJ9rGkl49u7di+ePH256cPGrT/4KX7n19rpE/WKnWCwiX8hDrmRfHCxXq5BMJkWfkIXCISgpzF+shVQqhUylRCKRgNEojM7PWjz00EMnb9rPv/gC1fvIyP5DOFffife/jzvdFZtUn7uFfOXeu7HjxvdDw3Hl9sBzu/GRi9+Dbdu2cbrOcgj7sYNn5v2dBDrAu0xE7Rk145iDzsZud2U1lvY2TK+SEUpSqRRgYctS7NvgjTBvRaDiRB8lVytbYp6lPxziZIBzM6h04rO+yGZzkMnpXaulMhmyuRy19dkinU4jm89DzYPrgcIojGH2ZxKyKmQyGSDQrtNyqSTqm+eUY5ZVQ9iF6IwGJLNpJBIJztYQCpJ5w7ymj0NEsBXEFpWEjAukSgWSLSDsD4RD0BoMtMM4BblOjVgsRjuMhsgXC1RMYSvI5HIUWJh1S5tgMAi1iZ+5qnqzSRDCfvGWXDhAJpOhLFhRPxF8QlZLB1Uul/HCnt1YOz4CiYS7/w+u0Ul87Wtfq7kF1wo6KGA+IWPDroaUyapJyJLJJGdmnbIWMOJ84IEH8J0HH4DOZoFEKpzPRCoWx6+Uj+Ezn/60oL20qn3IfH4/ClJQ87PMptKQl4DvPjiv1xW6D1mt+4bH48Gox4EZHnY+MqkUkg4fJkfHT/sdn/eNMwlZFVKpFESgCZkYxtzU+uC6XC7k9Upc/LFrOV1/8I29uLBzA6668ipO16GNRCJh5XNKyOqpkCWTSUg50I8B8xqyWCLOybH54nOf+xymAh7BeJBVEIsX2Re+8IWTSc8TP3sSCZsaazZtpBLL3NgEtIE0Pv1nn6CyfqPUum88t+s5DCR8vGjxCvkCXn/iaXz961+nek1cHVfjOmFLm8MFYtb7uFwuqCzci3LN7XZMrRId2RkaI5lMQq7hZstSpVEjGhd3QhaLxaDUaQSVjAHzlgTBiLjmWZbKZTAUb+qMRIKyQO9jjeAO+DmbYbkQuUIORiGnvj1+JiGrYn7LUph+QqRUFnyFrBYzTgcvY0TMdtuqEfafoTEisRgULFteVFBrNYjGxaVzWkg0GoVSQB5kFbR6HYIiM4ctl8tgGIoJGSNpCV88t88Hg5mfhAwA1EY99ZmW4rzDc8ShQ4fw8rO/w+jwMdqhnIZjZAzvWLMRvb29tEOpSa1ZlnNOBxQGLafzyCpEPX688twLiyavQtZSNOJD5vP5cMw5g9GR5j6n04eP4r7ifXW59YtdfxdJxKCxc6PpUWu1cIt8y3L37t14/fe7MTk5STuUUyiXS5g9PIJLd74bV155Je1walL9/T145DCIUQM9j8lENYloFIik4JqeBSD87+5iPmSEEESiUaju1wA8VW3z2Swe/da/n/Rvq8CnD9mZWZZVHDt2DD/bswvnf/A9rB2TLV5/6jf420/fjPZ27joVuaBYLOJL99yFyz/zUV46j/b+5gV88pprW2KOWy0GBgbwq32v4J3XXNHUcXb/8Of4py99rS5jWLHzwMPfhX77BrT1dLF+7EwqjUPPPId/uesbrB+bL55/8QUcirhYnzPLBi8//gvc88V/gEFgHaC1eOTxx0D67Ohat5bK+u7pWWDaz9tsRi4IBAL410f/C5f92R/ztubYkSGshw5/fP31nK5zZpZlnUilUsHOsiyXxWl74ff7oTBoeWsDV1tNcHtae4RSuVyGhIXPAsMwLaE1qYdILAqNnhvjVpVGjXQmg6JQPQzrIBASngdZBZVeR13bcwZ+CQaDUBv5TcANFjNcfrrWF2cSsirmuyyFWTEkJXGK+j0eDzRW/kr3pjYrpp0O3tajQalUYqWML5FKV0VCRghBNJHgzGCSYRgoNGpRe+AFI2HoBJqQybVqRKNR2mE0hJh3noRAIBCAwsBv5d5gNsFNOSE7oyGr4vHHH8cTP3sSv/7pU7RDOY2oNwCrVIWvfvWrtEOpyWIaskAwiCxK+J//fpyXGErFEtLhKJ549LHTfidkDVkjlMtldnQVDNMS4t/lSKVSkMilnFZpFdr5hMxs5m4aBZcEI2F0cFRBbBa5Ti14t/7qOb65fA5gJNT83MqlMkDK+PIX/w6AsGf4AovrZ4+ODCMpIxg+cJjHSAimDh3FP2YKp2iQz/iQUeLmm29GyaLFhTd+kHYop/Hy47/A7bffTjuMJan24qnw79/9T5h3bIK9u5OXGAgh2P3Yz3Hfl+9sWW1UoVCARNZ8tVQqk6FQKLAQkbCJx+OcdxDKNeJzlK9QKBSQSCWhFmCXJTA/ZDwg8E7L6oTnBz/+EfJdJvRsXEclFufENBTuKD77yZuorN8oiyU8fN83KrzxP/+L2z5+E3p6enhdt8KZLcsqJBIJSFmYpWZCxOeqXiqV4PK6YbLbeFuTYRhorSZ4vfTHYHBFPp8Hw8LTt0QmXRUJWSwWg0LLjeVFBblOfNtqFebPj0aw1xet0QC/wBOyaiQSCcqEnhSAgAjOT64RCCHw+n28eZBVozTQtb4Q5jeQEoL+EBPxfcmCwSBkWjXkiuVtFdhEZTHB7W5dYX8un2dlePFqScii0SjkHCdkap0WwbC4DEwrzHuQ0RnzUw86gx6BkHgSMjnl5rByqQSZCPXGFZLJJIogUHLkG7gUKqMePj+9IeNnbC+qePrpp/HAIw+jd8sm1o7JFtOHj+Kbd96Fa665hnYoNVmoBfB6vTjmmkXXhj5e44gGQ1Blijh32/ZTfi5kP55GfMiOHT+OKFOApb2tqTXd41PYtq4fNtvyFUwhnzugtgceAARDIaTLBc66LAEgn8kC2QK6OhffYhGyfnH//v246z++Def0DO1QFocQWA0mvPz8i4Kt4lV/f4eGh5FWgNedgWqigSA0eYJtW88BIL7vbiaTgScUgMHGvZn4QnKZDCT5EjrbO07+jO3v7lK2F2cSsio8Hg8e/MljnM9cXAkvPfoz/Mudd59mWidkfvPb3+J4Poyz33ker+vGQmFMvbQXX//Sl3ldly9+8tRPETEr0be5v6njHHzxFdyw81Kcdx6/fx++efSJx1HoNnOq6YmFwph5eR/+8e/+gbM1uGLX88/jSNzDy8zAlbLnR/+Dr9/x9zAauR/B1iz/86tfwqUoYMM5Z1NZf/LoMXTlpPjYjR+hsn6z7N+/H88d3Y8dV13C+9rRYAize/Zz+j0+40PWCELdFmQEvqW6CNOuOZjb+H9K1JtNCMejyGazvK/NB6lMBgoWBmVLFfKWPUfV+INBaDn2NNIa9AhFwqK0EfGFAtAZhWl5UUGl1wm+07KCXCpDiaIn3fyWpXj79dxeL9SUPo96kxHBSJha9/mZhKwKQVcLicDjW0C5XMacywUzhbK9RCKB2mKEx+PhfW0+SKZTULBQKZXI5Uil0yxEJFzK5TIC4SB0HCdkMrkcEqUCcREOGQ+EQ5yfn2aRicD6ooJcLqNqJ1MqlqCoYxyaUHH5vTBY6djHSGUyyLVqhCnpQc8kZGfghFAoBEYph5LSFqvaYmxZYX88mYRK07zgVaVRIS5iM9N6iMfjYBRyXhpLVAYdQiISn1cIhISfkCl0WoQj4miaUMjlKBUpJmQlcSdkbp+X16HiC1GbDAgEAlTWFm9dkwPOO++8+T/El+6kHcqi/OyRx+Dz+WiHUZPqIbH5fB6pXBZPPPwIlViK+QK+QwBdlRcZn0NiuYIQgkQyyUoHkkqjRtQvvopOIwSDQahN/CQbSuN8QrZhwwZe1mODTCaDXLGA5376NPa+8DLtcGrSv30r1r1XmMa1wKnXvmw2i2yxAIVKSSWWfDYHpVQG9YlrhNCve9XnjhCCcDQK9X89TC2efDaH70v/hcr5O5OQVXHw4EE8/PSTgjWGvffvhevSDwAPPfTQyQ/ub3/3fxhOB7DlfDpC4WgwhJmX9+OuvxefyHopCoUCSqTMiu2FUq1GPNG6fm3A/AgWpYGfG7naaIBbZP53kUgEKoMO7/nYtbjhs5+kHU5N/E43fAMTtMOoSfW174033sDuqWGcd9kFVGIZeO1tXLluKy6++GIq6zdK9blzOBz47s9/jIs/+iFq8UwfG4MlWsAnPv6nvK99ZsuyinK5DIYR5ikR2yDoSccsLB3N2TI0g8FiRigWaTnRejweh0KjZqXBQ6PXIRwTp5lpvXj8PmjN/FTIjFYznD5x6RYjkQgUAnXor0ZnMsIfpmfY2QhyuRyEooasXCxBLtItS7/fD5WJboOJ0WqGw0tH7iLM7IMSpVIJjESYnYyMRCKauYMVQb/FbqcWg0QigcZiajlh//wYIHZMPDU6LWLxuKiaRRrF4XHDaOXHz8hoMcPpdYvqfIbDYSgMwjWFraDWapDOZpHL5WiHsiy0EzJSKp0yi1FMeHxeqHl6gKqFwWyCLxigcr8V51+NI9588028uutFTE5N0Q7lNOaGjuGVbe/A9ddfTzuUmlQM/vL5PBweN55/4Xmq8SSjcfzuRz+DyTQvEBWyOWe9xONxyDTsNEpIZTIwMilSqRR0OuHqc+phMWNdQghe3PMyerZtglTGR8WAYPrwMO7MFKBQnGpLIlRzTm8wAI1Bj6G39mPobfY8Hdlm2wU7odRpEYlE0NHRsfw/4JmF+tl0LguFmk5DUy6TxfeVqpOfQaFryKq/u/sPHQRj0eHIa29TjWl26Bi+8pWvQKvVtv5wcYZhTAAeBXAOAALgLwCMAvg5gD4AMwA+Rgjhtc/5ne98J65IBHD+B9/D57J18frPf4MLLqCjSaiXynDxw4cP49cHXsPOa66gGs/M8XEYQhnc9GefoBoHm4QjEVbHAKn0WkSjUdEnZItdNKPRKBLSMq686aO8xfH2r3fhM390IzZu3Mjbms3gDwWh29SN/u1bse3C82mHsyT7wy8JNiGr1kGNjo7iyZd+h/P/iM59ZP//vYQ/u+oD2Lx5M5X1G6X6u3vnfd/EtuveA62B7rbl/t/txp9cdjW2bt3K67q0tiwfBLCLELIZwLkAjgH4CoCXCCH9AF468ZpXisUiGIGO5pBIpShSNBtshJm5Oejt/I+9WIi1ow1Tc7O0w2AVbyDAqkWBQq8Vjb9To3g8Hmh59jNSiWyb3BcMQG8Svvs9AMj1WlHYisjlcpQp2l6IVUOWSqWQymU5HXFWLyqTHl4f/w06vGcfDMMYAFwG4AcAQAjJE0KiAK4H8KMTb/sRgBv4jq1QKEAiE+ZQVjENgh6fnYK1o512GNAZDYhnUki0kNeWP8R2QqZBUAQ3uZXgcDmhsfLrZ2S0WzDtEMdDQLFYRDQRE8QNsB40Bi18QTr+UI0gl8tRLtF06i+KMiHz+/3QmI2CmEhjtJkx63bxvi6NLcv1AAIAfsgwzLkADgK4A0A7IcQDAIQQD8Mwi7boMQxzC4BbAGDNmjWsBvb2229jz4u7cHxomNXjsoFrbBKbLZ3o6+ujHUpN9uzZg5deegkvvvIy+iaOC6La6BqbxFe+8hXY7XbB6ngawRcKoNPEnpWI1miAl5IJItdMzc3C1Mdvp6+13Y7xwTd4XXOlRCIRKHVaSCQSUWjIrJ3t8E0Iv/p4pkLWGBUNmcPhwFTIi+nZGdohIZfJIDzlwNzEVMtryGQA3gHgbwghexmGeRANbE8SQh4B8AgwP1yczcC2bduGiEmO7Re/m83DssKBXS9jx44dtMNYkiuuuAJ9fX0omjW46MN/RDscAMDRtw9ih6kT73/f+2mH0jTpdBqZXA5qLXtdcQaLGe6Z46wdTygQQjA1N4vzLzyH13X1ZhOiyQSSyaTgdXmRSATKE9WxbReeL3gNWSIaw2hwkHYYyyKT0Z1lWSqKq0JWSXh+8ctn4JTn0b+dX93WYpTLZez+wVP46le/CqWSP4NfGiUMJwAnIWTviddPYz5B8zEM0wkAJ/7r5zuwdDYDqUA/yBKZFPl8nnYYyzLncEAjAP1YBWtnG8YF8MTFBhXXeTZL+gaLCR6/X1RWDfUQDAZRlkuh0vBr6cAwDHRtNjidTl7XXQnhcBgKvfA9yCpo9DpE4zHB2//QrpCRUlmUthdzbidMNivtMACcmIdsMsDv5zcN4T0hI4R4ATgYhjnrxI/eA2AEwG8A3HTiZzcBeJbv2NLpDBRKxfJvpIBEoRCFyenE7DTM7fwPFK+Ftb0NM845wV/E6yEQCEBpZLfqolSpUJZAlEOxl8LhcEBL6cFAa7dgZlb4OjJfIAA1T1MM2EAqlUKuEf6QcZlMhjLV4eLiqpAB8xUpt88LE0+egfWgthh5H1VIK43+GwBPMgyjADAF4DOYTw5/wTDMZwHMAeCvV/0EBw4exKGp49i/+zW+l14Wv9MFzUVJXHTRRbRDqcnLL7+Mxx57DB1nrYecxzLvcswdPY4vfelLuO6660StIXO63dBY2O+I05iN8Pv9MBrF0W1XD2NTkzB20jEmtnW34/jQBN6P91FZv168QT/0ffPnSAwasm0Xng+VQYdIJAKbTTgPfcAfPBiB+eRicnYGL+6i48MY9fhxcPdrkJzQ8Ardf/H222/Hs88+i1gigZ/88EfL/wOeKOTzeAgS/MnHPtbasywJIUcA7FzkV1QNwNau70PPFTvRs6GPZhiLcvzQIPrl/HaMNcr27dvx7qsuxxWf/DDtUE7h8O7XcfXmHbjwwgtph9IUsx4nzGevZf24KosRbo8H/f39rB+bFsenxrHxvXQeXmwd7Rh5/nXk8/nTDGKFhD8Uwrpz5wehi0FDBszbtITDYdphnEbFgxGYT8juuPPLuPrWT1DpGHzh+z/Bg//0LycTMqHz0EMP4dZbb8XTb7yEnR+4inY4J/E73YgdGcff/vXf8LamOP5iPJFMp6Gk5K68HEqVEsl0inYYS+JwOKATkH6sgqnDjokZ4U1faARCCJxuN0w29s+vwWaBwy18zVO9RKNRxNJpGCz8epBVkMnlUJn1cDgcVNavh3K5jFA0zKqFCh+oDFr4BW59IZFIwDASKrOHS6USGDCiScZtINuOAAAgAElEQVQquNxuqDio/jeD2W6Dy+fl9e8orr8ax6TSaShVwtlqq0YhgoRsfGoShg5hbSUAgL27E8enJkUtXI9GoyhJGU5E6ma7FdMiEKHXy9TUFAxdbVT9jAxdbZiYnKC2/nLE43FIlQpIRSb+1huN8IWEP2RcLpNREfaXiyXIRfY3BYAZlwNmuzAE/RXkSgUkKgWvFVnx/eU45Je/+AWc998vCGO6hZRKJZzV349bPv0XtEOpyb/9279hcnoKEqnwzHWzyRS8U7P4wQ9+QDuURamehbcY+XweqWwGP/7+o+wvToBMMoVH//O7NT/7Qp+HV83I2BjM3XSNidt6uzF0eBTvu0aYOrJwOAxVlaD/2R/8GG+/8DLFiJbmgmuuxPWf/SS0RgOcA2O0wzmNhbNU9772OhxhH08zVP9AqViAe3gc99xzz8mfCd1/8a//+q/xkyd/AoVGLQjvympymSwcg8fw1FNP8bLemYTsBKVSCZe+9yq895Y/F2RClozFcfy5V2mHUZNkMokL33sF7vyL7wny/B3Y9TJueNdltMOoSfUsvMX43a7nMJjwYeu72DOFrebNX/4ON1//Maxfv56T4/NFuVzG0fFjOO+Ga6jGYe1sx9EXXkUqlYJWKzxriUgkAoXuD9XW6z/7SVz/2U9SjKg+dEYDAuEQCCGCus4sTHqK35Ji2/XvhUbH798+nUxh6Nnf456v3cXrus3wz//8z1DYzbjy0x8V1N8UAI7uPYgdxk7e1hNWOkqRdDoNuVIpuA9EBaVajUQySTuMmszOzkLfbhfs+TN22jE2NUk7jBUzMTcDSzt3XYMamwWOFti2dLvdKCtk1IcTS6VS6DvsmJwU5mcuGA6JyoOsglwhByOXCX4cmlQqpWJ9US6VIBXgDsVSzM+cNQny3mFps2HKyZ8W9ExCdoJUKgWZWpj6MQCQyWUokbJgzWEnpqagE6B+rIK9uxPHBazpWYpSqYQZpwM2DueDWjrtGBd54wMAHB8bhYHydmUFc28nho4dox3GoviD7M5E5ROlXotoNEo7jCWRSel4kZXLZUgFtu23HG6PG2qrsAT9FUx2G+bcTt70x2e2LE+QTCbx2H88hP/31btph1ITi9WKu//2H2CxCK+T8fjUOJ5/bQ/+/Y66p2DxTmdnJ7542+dgMAjvRrRQg1JNPB7H3qEj8MS5M8Qs5PPwHJuAY3J60SdVoetQKhwZPoqOHZtohwEA6Opbg0PP7MLHBVi18IWCsK7bcvL19+66T5D+ixXOv+pS3HbvnQAAhU6LSCTC+ixjNpFKGCpNRKRcFl2H5fcf/W8cHByAUqOmHcqiWE1mxONxXnwazyRkJ0gkErj9vn/EO94rXJ3R2798DolEQnAJWTqdhicUwOf/9RuCu/FUs/93L2FmZgbbt2+nHcppLJXwvPnmmzBt78eOKy/mNIZXfvwMbr/1dtjtdAxVmyUWi8EV8qO/+3LaoQCYH/UDrRJzc3NYt24d7XBOIRgJY03Vtu5t996J2+6lGFADKPQahAXu1s9IJCiX+U/IymUCiUS41+DFOOucrbj272+DwSxMn819v30RHo+Hl4Rs2VSaYZh2hmF+wDDMcydebznhpt9SxGIxQW9ZAoBMoxLkiJvZ2Vno2qyCTsYAwNBpx5gIty1Hpydh6uA+SdK22zArgpE/tTh+/DgM3R2CqhCY13Th6Mgw7TBOIZ/PI5PLQSXQisRyaA16+EPC9yIjhH8fMkLKkEqF8/lfjnQ6jVgqCb1JmFuWAKAyG+D2uHlZq56/3OMAngfQdeL1GADhzmFYIZFYDCotv4OIG0WqViEWi9EO4zTGJyeg5yFhaJa2nm6MTIzTDqMhCCEYnZxAe0/X8m9uEnNXG0YFKkKvh4NDA+hYL6xtrO4NfThwdEBQHnjRaBRKnVaQIup60Br0CAjQrb8asZ5bvvF6vVBbjII+X6Y2G6Z5EvbXk5DZCCG/AFAGAEJIEYD4JzUvIBAJQaOn25m1HGqdBmEBillHJsbQ3st9wtAsJpsF4WRckEltLfx+P0pyyfz2F8e093bj2OSYoJKHekmlUhh3zKBjbQ/tUE7BaLUgXS7C7ebnCbse5hMyYT98LsV8QhaiHcayUNGQCcwOZDk8Hg/UVmFuVVYw222Yc/HTgV6PhizFMIwVAAEAhmEuACCeO1qdhKIRDA0ewOCb+2iHUpOzdmyH9eIraIdxCslkEt5wCGe32fHlD38K40MjtEOqSf+2LfjozZ/BzMwMzj33XNrh1MXU1BS07fw4WGsNemTKRYRCIcENb16OY8eOQdfVBpmcXyPO5WAYBua+HgwMDaK7u5t2OADm5Rly7anblWIxhgUAjU6LaDyOsoAE7NXDxQHA4XJCrtdAxvMs02K+gHw8hd8984dYhDxcfNblwv/816P49u1foh1KTc65YCcufPcFSKfT0HAwKaWaehKyvwXwGwAbGIZ5A4AdwEc4jYpnCCEIRSK48dZP40/vuI12ODUJeX3w7xOWHmVmZgaGDjskEgm+/cwTtMNZlvHBYRyfGBNNQjYyPgo7T9VHhmFg6Jz3zhJbQrbvyCF0buyjHcai9G5aj72/fxMfeN/7BVG9CEcjpyVkYjGGBQCpTAapQoZUKgW9QHY1qoeLA8C3v3M/Oi7cDksbv1KOsD8A71uD+PLnv8jruitlxjWHv//Pb/N+nhrl7V/tgtfr5dw4e9nHC0LIIQCXA7gIwK0AthJCBjmNimcymQyKpAyFUtiifp3RgGBIWKX6sYkJ6AXsP7aQ9t5uDI+NimJbrlQq4djkBNp7+ausWHo6MTw+ytt6bJBIJDDumEHn2l7aoSyKyWZFmpTgFIjxbjAchpaHLXAuUeq0gpYeEELAgP/km2Ekori2AUChUIA/FITRYqYdyrIozXp4PB7O16mny/JGANcBOAvAJgDXMgzzHoZh2rgOji8ikQhUBp0gnl6XQqFSIV8qIpPJ0A7lJEfHR9G+Rli6naXQm4xIFfO8DoxdKS6XC1K9Gko1f91w7b3dOD4xjnKZ/w6xlTI8PAxDT4fgtiursa7vxaEjR2iHAQAIxSJQi9Clvxq5Ri3IjvMK5TIBKNxPGAZUDGlXQiAQgNKgE8WAe4PNAgcPnZb1nInPArgQQEVgcAWAtwFsYhjmm4SQH3MUG29EIhEodRpRmCNu27YdkUgEah5v0rWIxWKIpBI4zzbviyYGDdm3n3kCug47pqamYLXyo82qh8WGi2cyGeRKRfzwge/yGks2lcZPH/0hZFUXSiEPF3/r8AEkcin89P6HaYdSkw3nnI29Y3P40Ac/SN0eJhqLwaoTd4VMplEKKiG75JJLcODAgZOvi8Xi/KBsvnMyMm8O+82qWZY7d+7E66+/znMgy1PpsBTDffejt9+M2be43xisJyErAzibEOID5n3JADwM4N0AXgUg+oQsFApBYdCKwhzxwHO7EQ6H0dVFv6txamoKhs4/zK8Ug4YMACzd7Tg2Porzzz+fdignWWy4+L/954Mwv+MstPFgeVHN4Bv7cL59La65+mpe110JoVAIcz4vrrjpI4IReNfijad/i6mpKfT391OLgRCCSCwKtQAHnjeCUqtGJCocc9iFCc/d3/4WNn/gMt7HUyVjcRx/7lV848tf43XdleDyuKGxGEVx3y0WCjgS8KPE8dSNeq5gfZVk7AR+AJsIIWEABW7C4hdPwA+tSOa6KQxaBIJB2mEAAI5PjMMkkLmBjdCxpgcjk+OC1lokk0k4Az5YO/k/vx1rezBwXFjNI7U4MjgAy/oewSdjAGDfuBb7Dx+iGkM2mwVhGMgVwt3erQe1VouIgCpkCykUC5BQqIRKpFIUiuK4Lc+6XTDZhLNLsRQyuRwKnQZBju+99VzFXmMY5rcMw9zEMMxNAJ4F8CrDMFoAwjPFWgEev0+wYxsWojMZ4fH7aYcBQgiOjh3nVXDOFhq9DkWZBF6vl3YoNRkbG4Ohq43K9patqwPuoB+JRIL3tRuBEII3D+xH7+aNtEOpizWbNuDQyBByuRy1GJLJJBRa+nKHZlFpNYjEhSvqz+cLp2z584VMJkM+L/yEjBACp9cNo1VYYwCXQm02ws/xvbeeT8xfA7gRwCUnXu8D0EkISQG4kqvA+IIQAm/Ajx7zTlF48Vz0gavhmT5OOxQEg0HkSIn3kjxbGDrbMDk1hc7OTtqhLMrQsWFY19DZlpZIJNB3tWN0dBQ7d+6kEkM9OJ1OxEs5wbfMV1BpNFC1mTEyMoIdO3ZQiSGZTEKuVp3286G39mPo7QOL/AthsO2Cndh24R8kBiqNBkEBJWTVPmSEEExMT2HXruf4F/YTgojHj/17XjspJRGiD1kqlUKuVIRaKw7t9m333gmVyQC3x4Nt27ZxttayCRkhhDAMM4l5zdjHAEwDeIaziHgmlUohT0pQqtWi8OLJZbMY8fupOzJPTk5C39Um+M7UWth6OzE8dhyXXMztwO6VUCwWMTQ2ind//EPUYrD39WDw2LCgE7L9Bw/CtmGNqD6DnZvW480D+6gmZDLV6fY+2y48/5SER+iotWrEBFTBrfYhKxaL+OJdX8M1t32CSiwvfv8n+I9vfotKha5e/H4/1CYDGIYRhYYMAIw2Mxwubjsta25ZMgyziWGYrzMMcwzAQwAcABhCyJWEEGG2W62AQCAAjUnYs7SqUapUIFKGeofRyPgoLN0dVGNohraeLozPTKMkwBbxmZkZyI1aqDh2hV6Kzr5eDE+MoVAQ5vZHsVjE3oFD6Dt7E+1QGqJ73VpMuOYQpTQCLZVKQaYWtt9iPShUKmRyWUHas+RyOciU9DR6UoWc6rZ4Pfj9fqhM4tpdMVrMcHm59SJbSkN2HMB7AFxLCLmEEPKfaMUZloEAFEZxdRypTUYEAgFq65fLZRzn2bCUbZQqFWR6jWDMOqsZGh6GaS3dc6tUqaC0GDEp0GHjo6OjkJp1vMz4ZBOpTAZzXw8OD9DxJEskE4tWyMSGRCKBTKFAOp2mHcppZLNZ3kcmVSNTKJDNZqmtXw8urwdas7gSMp3JiHAsinw+z9kaS9U0Pwzg4wBeZhhmF4CnwL+rCuc4PW7oLPOCfrHsZSvNevh8PmzcSEfM7PF4ALUCau2pFZz7br5D8DqUO//7wZOv9Z02TExNYu3atRSjmqeiQSGEYGZuFhqribphYiaZwq8f+RHa7HbB6VDeOrAPHf3rTr4Wg/6zIofo3bwRb7y+D1dcdjnvlfl4MgnlIhoyMZ2/CnK1CqlUCjoBeKrt2bMHe/bsAQDE43HsOzoAp59O05BjZAz3BWMwGOYTniuuuAJXXHEFlVhq4fJ7Ydgyf90Vy31XIpFAZdQjFApxpj1mlmv9P9FNeQOAPwVwFYAfAfgVIeQFTiJqgJ07d5JqM76V8MDD34Vu23pRVXsmjx5DR0aCj3/ko1TWf+XVV/HKzAh2XH4RlfXZwj0zh9xxBz5/61/RDuUkTqcT33nyh7j049fTDgWpeAJHfv0CvnXn3YKylUgmk7jr/30Ll37iw6K0byCE4LWf/Rqf/8RfoLeX33FPP3zyx0i367CmfwOv63LB27/ahZtv+Bj6+vpoh3IK4+Pj+NGuZ/Hu666hsv6+/30Rn3rfdVT97pbjq/90D8774/dBoxPX7tSBXS/jIxdd1ZSwn2GYg4SQRcW59cyyTBFCniSEfAhAD4AjAL6y4mgExHzrrQcmuzi8UCqYbBbMuulttY2Mj8LOs1kpF9i7OjHtdHBagm6UwaNDMFHqrlyI1qAHUSswOztLO5RTGBgchLG3U5TJGDA/xN22cS0OHOLfkyyZTkHRAluWACBVygW5ZZlKpSBT0duylKoUSKVS1NZfjnQ6jUwud9oOixhQGnTwB7izvmjosZcQEiaEfJ8QchVXAfFJJBIBkUmgVJ1ewhcyRqsF3hOuwXxTLBYxPjuNtm5h2kU0glwhh9pqxNzcHO1QAMw/IOwfHEDPxnXLv5knLH09GBgaoh3GKbx5YB+6N4u7wrN2cz/ePnIQxWKR13WTqRSUSnFd72ohUyoENde3QiqVgpTiPUWmUgo6IQuFQic7LMWG3mKC28fdVrRw+2J5wOv1Qmv9w6R5segoZHI55FoNAoEAOjr47XR0uVxQGHQt85St77BhcmqKmh6vGq/Xi0QhK6iKbc/Gddj/f3tw/bXXCuIC6vP54I2HcVbPqRIDsfloaQ16SI1ajI2NYcuWLbzFkc5kFv3uimUObTUShVww4vVqDdn4+Dh8hRRGDh6mEkvQ48WIbA9efPFFAMLTkFVGFVYQi4YMAPRmI9yj3D3Ar+qEzOVxQ1XV6SEGH7IKaosRHo+H94RscmoS+k4br2tyib2nC8MDo3jfNXT0HtUMHT0Kc1+3IBKfCgazCQU5g7m5OUE0Pxw6chiW9b2nnSOx+WgBQFt/H/YdOsB/QqY8PSETyxzaaqQKOdIZYWxZVic9T/zsScStKqw9i46Ga3Z0HPpgBjf9GR0ftOXwBwNQGfQnX4vFhwwA9EYjhoJBznxAhaPUpcC0Yw6mNuFUIxpBazPB4XLxvu7IxDhsLbBdWcHW2Y45r5u6bw8hBPsGDqO7XzjblRWs64SxbUkIwVuHDmDNWfSrmWywpn8DBsdGedt2K5fLyBfykIlUe7cQhVKBVFp4W5bhaBQaip2fGp0OIUo+d/Xg8fugF5nlRQWFSomyhOFsrNyqTcgIIZh2zolm7MpCLG12TDn4FVsXi0VMOWZh72qdhEwqk0FrM1PXkfl8PkSyKUF+Hns2rsf+wcPUh7HPzs4iKyWiGUi8HHKlAtouG4aH+RnknsvlIJXLBVWBbQa5QoF0VngJWTASpuqPp9HrEIqEqa2/HN5gADqTkXYYK0Zt1CESiXBy7FW7ZRmPx5EtFk/54ohpL9vSZscxz+sol8u8WRJU9GNy5eIdRGLUoQCArt2Kqelpqm3it9xyC1598w38+Hv/TS2Gpeju7cFf/vmnqG5bHjpyBNb1a6itzwWd/euw9/BBXkZU5fN5SOWtc8mXKxTI5IRRCar4CJbLZUzOTMP87LNUXTsjbh9ee/73kEgkgvIQJITAHwxiQ9UMZLFotyso9FqEw2FOroWt8+1sELfbDZ3dfMrTopj2suVKBaQaJQKBANrb23lZc3pmBrqO2voxMepQAMDW04ljR8fxPtDRkRFCcP6lF+PGf/w8rO1tVGJYjuG9B3FkcJBaQlYul7Fv6DDOvf5qKutzRVffGrzy6j4kk0nODU4rFbJWQaaUC6ZCVpll6ff78W+PfQ+X/ukNVON57WfP4u8+cwtv94Z6SafTKDPkFGcDMWm3AUCh0yIQCnJy7FW7ZelwOqGp6rAUI2qrCW43t8NOqxmdmoC1U1hfcDawtrdj1umkNrfR6/Uimk8LcruyQu+mDdg3eJja7MDp6WlAo4TOKE7tSS2kMhkMPR0YGeG+stxyFTK58GY2hkIhKAUwzktl0CEcFt62ZTgcFsT5aQadyQB/kJuErHW+nQ0yPjsNy8ZTtVDX9W2nFE19/GZm8JTXersFU7Mz2LFjB+drl8tlTMxM410XbOV8Lb6RK+RQmQ1wu91UKkADgwOwrju9c1BIGMwmFBVSzM7OYt06/hsPjgwNwtzXw/u6fNCxoQ/7Bg7jXe96F6frtFpCJpPLkRVYQubz+6E00U84lCYdvD4fzj77bNqhnEIkEoFSLy53/oXojAb4Jkc5OXbrfDsbgBCCGccc3nWxsBOwhQy9tf+U1n5rRzsm9x3lZW2/3w9GrYBKU9tdWawaMgDQtFkxMzvLe0JGCMHegcMY9Trw0+98j9e1G+GCa65E//ZzcGRwkPeErFwu49DwELZ+6Epe1+WLjjXdeHXP20in09As8f1qlnw+D0mN+ahi0/EA89XFPKWq9kIqPmSDR4eQUUowvJ+OB1mFaCCIg7ldeGXPHkH5kIUjESj0p37GP7XzKkSDIUoRLY/JZsUTB3affK0zGjAe4SbeVZmQBYNBEIXstORiYQVKeJzqs2S2WzHg9yGfz0Oh4HZUx9zcHLR2y5LvEauGDAAsnXaMz0zh8ssu43Vdl8uFZCmPj3/+VvzpHbfxunajJGNx7PvN73H9tdfyOtvS5XKhKJdAL+LOrKWQyeXQddoxOjrKabW7UCiAkS7+dxObjgeYr2wLZcuykvT88wP/js6LzqWuBQ37A3C/cQRf/cLfUY1jIf5QAJoqDzIApyQ7YkClUSOdzSKXy0G5iKdfM6xKDZnT6Vw2uRADUpnspEEs10zNzcLQ3jqGsAuxdbRjYnaad2uHgaFBWNb1CHq7soLOaABRK+b1XDwycmwExt7WsVpZDHtfDwZGuK12FwqFltqynK+QCWcObaFQgC8YgMlK/95itJjhCwao6WJr4Q+FRK8DZRgGSp0WUQ683lZlQjY1OwN9G/0vDRuobWY4HA7O1xmfmYa1o/UE/RU0eh0KIJz5yywGIQR7jxxC7ybxzGW0rluDQwNHeF3zyLFhdPT18rom33T29WJ4fIzT+bT5fB5MjS1LMSKVyVAslag1mizE5/NBZdJDKoBzLJXJoDTp4fVyN3dxJQRCQdEnZACg1Gs5uVfQ/+RQYGJ2Gu0XbKMdBiuY2+0Yn53GJZdcwtka2WwWoVgE20XelbocWpsFbrcbFgs/ybrD4UBGUoZRAE/U9dLbvw4Hfvk8brz+BkilUs7Xi8fj8IaD2NwhTDsQtlBpNJDoVHA4HOjr6+Nkjfkty8UrsWJraALmKxUSqRSFQoH1raOV4HK5oLIIZ1tdYzXB5XKht1cYDzOlUgnRRBxqnbhF/QAg16k5qZCtuoQsl8vBHfDjLPvp22+3X3MjHBP8bsc0Qu/GdXjohV+e8jNbZzuOHtjN2WwtAPB4PNBYTMvqhsQ24HkhGpsJDqcD55xzDi/xHBkchHWdMC6W9aI16CExaDA1NcWLke7U1BQMXe3LfvbEKEpfiLG7HWPj45wlZLl8XhDVm5WwsKGpgkQmRbFYpJ6QPfDAA/j+I4+gIAWefuRxqrFUyKbSeKoE3HrLLYIwho3FYpCrVac9yIlN1A8Aar2OE+sLcX47m8DlckFrNS/6dL8w2REDWoMemWIesVgMJpOJkzVcLhfUtuWPLcYBz9VY2u2YOM7POKpyuYx9g4dx9gcv52U9NrGu68HBgSO8JGSjkxMwdi1fHROjKH0h9p4ujAyP4ZqruTG/zeVzNTVkYmtoqiCVyQShk/rCF76AaD6N/qsvhsEijJ2EeDiCsRfeEEQyBgDRaHRRywuxifqBeT2t33UmIWuaOYcDGrswvjBswDAMtG1WOJ1OzhKyGacDRpt4ttVWiqXNhn273+a02ljB4XAgL2dgMHPzN+OS3v4NOPT0c/jIDX8MGccVl5GJUWy6hrvteCFh62zHyAuvc9Y1ncvnOf978Y1EJkU+T1/Yn0gkEEsloRfQ91lvNiGeTiEej8NgoK/bikQiUOhOt3UR43a51qCHc2Cc9bVWnah/YnYa5g7hOqKvBJ3dgpk57io7c25Xywx0XgqlWo2iZL60zjVHBgdhWdvN+TpcoNFpT25bckk8HkcsnRbUTY5LZHI51BYDXC4XJ8fP5Qui3bKshVQmQ7FYpB0GZmZmoOuwC6pbmmEY6DtsmJmZoR0KACAYDkEhclPYCjqjAcFImPWu/Nb6di4DIQQTs9PY8c73L/r7+26+Q/AaqDv/+8HTfm7rbMfYEfazdeBEK3c4gC11CPo/tuVCZNNpTuJgA5VGg1+MvLXke7RWE7xeL2fVRmD+c7h/6Mgp25Vi099Z+npweGgQmzZt4mxNp9MJfZu1rptcK2jIAEBts8DhdHJivpsr5CCTL248K9bzJ5HJBFEh++Wvf4W9w0cwMTpGO5RTCHl9kATi2L6dfhXKHwxAZzm9Uif87fLTkSsVgFSCVCrF6gzaVZWQhcNhFJj5J/zFWCzZaYZN9z+MsS/+FavHXAxLux1HPa+gWCyyviURDAah0uvq6qhbLtkRA0qTHl6fD5s3b+ZsDYfDgbwMp2xXik1/t6Z/PQ49swsfueGPOeu2nHM4oLHVJy9oBQ0ZAJjbrZiYncZll17K+rHz+Txk8sW7ANk+f3xd+yQyqSA0ZFDK8al/+LzgOqZjoTAmfv8mLzKM5fCFgrCu20I1BjZRGXSIRCJnErKV4nQ6oePREPasB7/Hy0VJJpdDYdLB4/Gw3uIcDAahMtHXH/CF3myC28etd8/Q8FGYRbpdWUGj14HRqzEzM4MNG7jxUZtxOWBeV5/dhRh1KIthbrNj/Ag3c/Ky+Rw0PG1Z8nXtE4KGLBQKIZZNC0bMX43BYkYil0U4HIbVSk92QgiBPxjEWqN++TeLBLlOg3A4zOo9d1VpyKZnZ3lNyPhEa7NwYhDr8/ugNNAflssXBosZLh93kw8IITgwNIDuDfwP6GYb89puDB7lzl3e6fUIruLANTqjAZF4nJORQNlcDjKFnPXj0kQip79lOTY2BkNPO/UK1GIwDAN9dxvGxuhupWYyGeTLJSjVaqpxsIlCr0UwxG6n5aqqkE3MTcP6zrNr/p6N4dh3FUv4epVz9LV95wIAvimR4F5Zc1s7Sw3HNrXbMDU3i4suuqipNRbi8nmht9anpxLzcPEKBrMJRwMBzkr8Xq8XiWIOpgVdq2LUL/Zs6MOB/9uDG667jvVzlclkkMykoTXU90T92bu+JGgN1LM/qE9DJpFIoDbpEQgE0NPTw2oMuVwe8hrdm2xoyD7ndONzrj88zFSuff/V3Yn/6ulq6ti1NGSMADRkA8eG8Y3P3k41hqXYfuHN6PhLFS688EJqMYTDYagNOkEmrStFbzLA4/ezesxVk5AVCgW4vF5ssNduoWdrOPb/nvjvtX3n4n9nBgAAOwBw6XJm7WzH2ODrrB/XFwqibcPWut4r5uHiFRQqJcoMWBdrVhg5fgymNV2nXZjY1i/ygcFsQkJo6z4AACAASURBVF4671PHdvIQDoehMurrvoCLVQO1GEq9DuFwmPVzmsllIJMvXiFj6/wtdu3rBfDPTR95caRyKbLZLEdHX55cLoexGeGaiQPA3Y9/F6//5FecDMOul3A43DIdlhX0ZhO8k+wWIFZNQub1eqE06WtekMSO3mRELJVAKpWCVsvOB7+y77/eJJxxIHygMs7fELlIyA4fHULHDu46E/nGtKYTI8eOsZ48RCIRKLSLdwTyAV8aqMVQ6DWczMnLZnM1K2RiRaaQI0MxIZuYmIC6zSzwTkEFNO0WTExMYOvW+h6u2cYf8EPVQvoxANCbjRhheTdl1WjInE4nNHVuvbHF6B238bYWwzDQ2iysehhlMhkUSQlKlYq1Y4oBrgbHxuNxuII+2Ls7WT82LTrXrcXhkSHWjxuJRCDXtY7epBHUeh38YXZHyZRKJRSKRchqOPWzDV/XPrlSiVSGntXOkaNHYRVBg451bTeOcKj3XA6P3wedubUe7JUqFYogSCaTrB1z1VTIph0OGNqW7jL53l33Yf/u19hd+OlnWTvU+VdditvuvbPm7yuzGNnyhorFYlA2MAhWbF5atZBruRkcOzo6CkN3x6JzGcXqA2XtaMNQJIxoNMqqd1s8mYBSW39CJlYN1GKoNRpEneGm1ltINpuFTCmv+STPiYbxsZ+wdqhaHoxyhQKpMJ2ErFgsYuD4UbzzIx+ksn4jdK/vw/5f/B/+pPhhKtMa3H4f2jcs3gnNyX2XRZa672pMBoRCIej17FT/VlFCNoPey5e+Gd9275247V6eAuIAc7sd0072Oi1jsVhD20Zi89KqhVqnRTDC7g0RAI6OHoN1zeI3drH6aEkkEhi62zAxMYGdO3eydtxYIgmlrv7KrFg1UIuh1KgRTaVYPWYmk4FMWXu7UowaRmBe85lMs/9drYfJyUlIjbqavpZCQq3VQGbSYnJyEmeddRava5fLZfiCAfSbF7cFYfu+y6f+U2HUIRgMoq+vj5XjrYoty1wuB38kDGMdbvNixmy3Ydoxx9rx4vE45JrVtV0JAGqdDqEou1uWpVIJIxPj6FzLrtZKCFh7uzB0nF1xazKdhFK9+j57AKBUq5BMsbcNAgDpdHrJhEysKNUqJNPsJq/1cnhoELZ14vk+29b14tDgAO/rRqNRMEoF5DxZrpz14Pd4WQeYr5B5WPStXBUJmc/ng8ZiXHSrqJXQGvRI53NIJBKsHC+eWK0JmQbRRJzVYzocDkh1aqg09ITqXNG5tgfD42MolUqsHTObz0HKk95pMfjUfy5EJpMhz7L7/HyFjE6HHZcoVSokWa4m1kOxWMSh4UH0bFzP+9orpWfjehwaHuJ9skEgEIC6Rc3FDRYTHF72fCtXxZal2+2Gug5Bodh9tBiGgcZqgsfjYWVPOxKPQ6mpX8cjRi+txVCp1YizlNRWmJiahL6r9lB7sWrIgPkZoVKdCm63mzXX6kKhAL2MXkc0rQ5LAJByYHaaSqUgVdY+n2L9/CnVaiSSCd5HA42Pj0Nm0p/crhSyfraindXotJCb9RgfH8eWLfyNMPL7/VAu0WF5+zU3wjHRnHXI3eUy7q56XdF/fgPAN5osxPRuXIeHXljctMpoteDom0eaOn41qyIhm3O7oKtjJl4r+GipLUZ4vF5WhP2xRBzq7vq3ecWqQ1mISqtBPJlk9SI/PD4K+9lra/5erBqyCrqONkxOTbKWkBVLJUikrV3RroVEIkWRxWojACQSiSWr3WL9/MkVcpSZ+TmdfHps7T98CPYNa06+Fot+1r5hDQ4cOcxrQubweKC31C6I1Ep2GmUx/ec7ALDXVnc6Gr0OyUwamUwGahamEKyKK96c2wmTjd4cLz4xWM1wuNmxvkimUqtSxyOVSiGRSlgbX5PP5zHjdMLe1cHK8YSIvacDw+PsjWdhGAaEENaOJyZIucy6vCIaj0PRQmNrqlGo1axaDyxHLpfDwOgIejeKb/xZb/96DBwf4WQ0Vy0cXtdpk0laBYZhoLEY4WfJsb/lK2TlchlunxfrrRfTDoUXTHYb5o6xUzpPplOwqVpPd1IPMqUCmUwGKhY82JxOJ9QW45KmxGIfjt3W3YU3Xn4bpVIJUmlzI8IAQCqRgJRXaUIGAgnL22+RRAxqW4smZBo1EokEb8OzR0ZGoG63iHIuo1KlgqbTipGREezYsYPz9crlMnwBP/ot/CVkfOs/lSY9fD4f1q6tvQNSLy2fkEWjUUiUCsjr6DBqBQ2UwWyEPxxi5caYyqQhb2AbQMx+MgupJGTmGq3ajTAzOwNtu7ifEL93131Lnju5UgG5XguPx8OKa79cLkepWKz7/WLVQC1GqVhi3cA1FAnDvG5zzd+L+fzJNSrE4+w24SzF3kMH0Nl/anVMyNe+hde9jo192HvoAC8JWSgUglStWrLDkhP93f0Ps3ao5fwrdRYTnB433sXCWi2fkAUCAajN9XV4tIIGSiqTQa5VIxwOw26vLSKvh2w2C0UDrfK/+/HPm1pvIXfjHnwD97B2vNvurX+8iVQhZ21G3ujUJCzr2pd8j7BHrwDA8omsxm7B3NwcKwmZWqlCIV9/N5hYNVCLUcznoVayW32JxGLoXsIvS8znT6ZVcWLkvBiJRAKjc9O47PJ3nPJzMXlYdq1bi1dfP4h4PA6DgdvuR5/Pt2xDnVj0d7Uw2ayYG5xk5VgtryFbrsOjFVGbDAgEAk0do1QqoVguQ0rB1bnCPfgGtbUlMhkr7eGEEEzNzcLetXRC1gqYOuwYn5li5VhatQYFHnUuQiKfy0PDonazVCohkUpCLQID05Wg1mkR4mDU2WIMDg3B2Nsp6pnIMrkcxjWdGBxif+TZQtxeT90FEbFitFng9HpY0by2fIXME/BD26IeKLVQGLQIBoNNHaNQKEAqkzXUZch6laePXuWILeuBUCgEopCJUm/SKNZ2O8YH32DlWAadDs4Mu/McxUI2nYFey95g+1gsBrla1bI+jFqDHv6Z5h5A6+Wtg/vRfV4/L2txSfem9Xj70AFccjG32uo5twvGbnHLNZZDqVKByKWIRqNNS1xaPiHzBv3QbalPbNcKGjIA0BoN8Aab6/rI5/OQyhrToH1q51WIBpu7id4NnLJJWfGTuQdoul5mslnxxIHddb1XIpOykpC53W5o6xhq/5eXfAB+p7vp9biiracLj77+3JLv0ZtNiCYSSKfT0DRpgGsyGJELsdMtLDYyqRTWmtibKhKJRKA0sJfgCQ2d0YDp0HHO1wkEAnBHgujvufy03wlZg7eY/q6tpwvHXn4LgUCgaWnLUsy6nNhy3sYl3yNk/R1Qn/ZYYzbC6/WeSciWwx8M4hxjfR1sraAhAwCdyQDvyGxTxygWi2AabAqoN9lZjsX8ZN4J4DesHL1OpFIUGxCV12LO6YDGtnxCtlyyIwYYhoHWZobH48GGDRuaOpbRaEQxnWEpMnGRSaZg7mDPIiUSiUCpa70JERW0Bj3C0TDKHNiFVDMwOAjzut5F1xCbBk8ikcC8rhdHBgZw9Xvfy8kamUwGiXQKWsPSkiEx6e9qoTLr4fF6cPbZZzd1nNasYZ+gUCggkUpCo2/dp8PF0BuN8De5ZVksFlmxLxArEqmEnYTM4141HngAoDQb4PU2P9vNbDYjl6Azo5A2+UQaVhZtAgLBAJSG1tSPAfOaKIlSwWmnJSEEbx06gN6z+BmVtInFLsFa9J61Hm8dOsCZ319lZCGfExRoYbJbMeNyNn2clk7I5odjq1fFB6IatU6LRCrZ1GzBUqkEhrJTOs15goyEYWU2o8vrgdHa2hqKavQWE1wsDNu1Wq3IxhKr0hw2H0+y6qnlDvihNy9fpRUzaqMeoRB3mkO3241YMQtLG3fbe9XwMSDb0mZHvJiFy8WNNMDr9UJVx8jCVsBks8LpaX6mZUsnZLFYrKVL9bWQSCSQqZRNDRkvl8vUE1ma8wTBNJ+QpdNppLKZVVWhNVotcHia18Kp1WqoFApkV9m2JSEEmRi7Jqcevw96U2vfGBUGLacJ2ZHBAVjX9VK/JrIJwzCwru/FwBA3jVNOjxu6OvSzrYDOZEQoFmlad9zSGrJ4PA65tv7uNjaGnHLJUkNOF6LUaRCLxWAyrewLUS6XwTSox2gFcWYFiUSCUrnc1HqhUAhqk6Gui3irnDuDxYRhn5eVOaA9HV2IBkNQa5d/qBKyqBqo3xg2FU9Ar9GyMhcPmK90ByNhnNPiCZnaoIfH5+Pk2IQQ7Bs8jI3vvajme4Q8IHup+0ZP/3rs+/2b+OD7P8B6sjnrdsG8Y/mZyq1w7ZNIJFCbDPD5fE3N823phCyRSECmrt9pnq0hp0JAplIhlVq5BmclFbJWEGdWYCQSlMrNVcjC4TAU+vq0O2yfu033P0ylwqhUqVBmCNLpNLTa5nRLfd09GA4E0bl2+Quc2ETVtYgEgljb3byxboVwOAy5Rk3VT5APDFYzXBPNbxkthsvlQrpcXFJ6INYB2SabFWlSgtPpbCqRWAghBG6fF33WC5Z9b6vcN9Tmef/PZs5jS29ZxpMJKFbhcGwAkGmUTSVkqx02HhaDoSCUdSZkbMOHBqUWKoMe4XC46eP0dHUjHeTHgV0oRP0hVhOyQCAA9SrwYTRazHCzoF1cjKHhozD39bTUdmU1lr5uDA0fZfWYsVgMkEuhWEWzkFUmPdze5h4KWjohiyUSUK0CQ87FkCmVSCSTtMNY1fiCQWhX2ZQIAFDoNIiw4Jze09ODVKD5xE5MpAJhrO1dw9rx/IEAFMbW7bCsoNHrkMikWBt3VoEQgoNDg+ja0Pzg6Ebgs6Gpa0MfDg4NstpA4/f7V8WDQDUmFvSzLV3HTqSSULa11f3+VtKQKVQK3hOyL3/4UxgfGuF1zUbo37YF337mibrey8a1KRgNQ9PF34V80/0Pn1IZq2hQRu+4jdftS7lOPf+E3CRWqxWyMpBOpqBZZuwPJwOKWWS5AcXAvEwgFQizMgu0gtPjhsHCnsmsUGEYBhqTsekto4UEg0GEM0lsX6a7khNT8cd+wsphljMUN9ttGMylEQwGWTOJDQQCUBjra2ZqlfuGwWLG8beba5CglpAxDCMFcACAixDyIYZh1gF4CoAFwCEAnySENNWykMlmYVDUPxy7lTRkcoUC6dTKnxZXUp6vN9kRC5ImtyiisRisOv46LMe++FcnE69qDQrfqLQahFkY9swwDDb2rUPQ7cGaTUu7fYt9QDEAxIJh2IzmpqccVOP0utG54TzWjidklEYd/H4/qwnZ8dFRGHs6lr0eitlUnGEYGHs6cHx0lLWEzBvwQ1dnhaxV7hsavQ7RRByFQgHyFc46pblleQeAY1Wvvw3gfkJIP4AIgM82u0A6m4VcWX9C1koolEpkciu3DGAYZlV6QFUg5TIYZuVfD0IIIrEo1E0K28WIWqdFKMbOsOctGzch5OKme05o+BwubO0/i7XjlUoleIMBGFrcg6yCxmJsWsOzkKOjx9C2ppvVYwoR+5puDB1nr0rlWQXedwuRSCRQ6nVN2a9QScgYhukB8EcAHj3xmgFwFYCnT7zlRwBuaHadbC4L2QozVbEjU8iRaUJPseoTMkIgbaLVPJfLgUgYyBV0Pn80TXXVGg3iTXjgVbN+/XokvfwMjqZNwhvEpo1LVwIbIRKJQK5Rr5proNFihoPFhCyfz2N8Zhrtva2fkLX3dGF8doaV+b0A4AsGoDOuLg0ZAKgMuqb0s7S2LB8A8A8AKopnK4AoIaQyq8YJYNFvAcMwtwC4BQDWrFla/FosFSFpYPxPq3gZAfPZejOjfyQSScMJWStp8MqENDUXL51OQ66sv8OIEx3Fwz9g7VCN6O+UahUSLHX4tre3Q1IoIRVPLDkTT+xeRqVSCXFvAH19fayt2YiwuhU0eAaLGcNvHmFtzbm5Oaisxrp2WYT8+avHR0uuVEBtM2F2dhb9/f1NrVcqlRBPJuo2xP7LSz4Av7N5M2muaOvpqnvWsFynRrQJuQbvCRnDMB8C4CeEHGQY5orKjxd566LZACHkEQCPAMDOnTuXzBhKxRKkDYz/aRUvIwCQSKUollaekEmlUpBSY8aoraTBQ7nc1CzPdDoNWQPb5a2iowDmE7Jkip2GEoZhsG3TFnhmHdi4bUvN94ndyyjo9qK3raNp77ZqfH4/lKb6boqtoMHTGvRIpFPIZDKsGOtOzUxD117fxASxf/4AQN9uxfTMTNMJWTweh1ytqvuBtt5kRwyodFoEw+LasrwYwHUMw8xgXsR/FeYrZiaGYSoJYg+AplPmYqkEiWR1DsiWSCUoNjH6Z75C1pxTvZghZTRVIctkMpCuVv2iSoV0NsPalvc5mzcj4uDG9FMo+GYd2H527YRzJbi8nlWl42EYBhqzEcFgkJXjjU5NwtrVwcqxxIC1qwOj05NNH2d+ZOHq084CgMagQyCycqse3hMyQshXCSE9hJA+AB8HsJsQ8ucAXgbwkRNvuwncmROfoQ6kUinKDVbIWgnSZIUsn89DKm9pV5maMAwDiUzKmh5l48aNSHgDKDWxBS90Yk4fNm9iT9APAC6/FwbL6knIgPlOSzYSslKphGnHLOydqychs3W0Y9o51/QM31QqBZlqdT6MqtTqpvSzQrpjfBnAUwzD/BOAwwCaFsBIJRKUG6jytJIGipTLTYnSZTIZSINfzFbQoZykVIKsiXEzuVwOkgYSMk58jFhkOS+jhUhlMuTzeSgb0NHVQqvVYm1nN3xON7r6FteNivmzl4jGIC8SVv3HCCHwBQLoN9fnQSbm81eNyqiHz+9ver1gMAiZVl13l77YNWTAvI5MplEjEAigo2PliWgymYS0AYf+VtKQqbQauJIiTcgIIXsA7Dnxv6cAvIvN40ukEpAGBkS3kgaKkJV5iVWQyWQoN5iQtYIOpUK5yYQsn8+DkdVfYROzj9FiSBVy5HI56PXsTCp4x9bt2DN5tGZCJubPnmtqFju2nsPqaJ54PA7IJHUnFGI+f9XozUa4vc3bpHg8HqjN9Q9kbwUNGQCoLUZ4vd6mErJEMtlQhaylNGRqNeJNGLK39OgkmVS2arfdyqUSZNKVJxQymQykvIptL8qkqYSsVCpB2kBC1mpIpNKmtz6q2XL22YjOuVvSiiU868K2s7eyesxIJAL1El2prYreaIQv2LxNitPtgsZaf0LWKmisRjjdrqaOkc1lIW/AkL2VkCnkyOVzK75OtXRCplQoUSwUaIdBhUI+D7Vq5YPVZTIZSsViS94A66FcbK5CViwWQZrYMhY7zdquLMRms6HNYELQ01omsZlUGsVoEhs2bGD1uJFIBHI9e47/YkFnNCAYCjV93XL7fTBYLCxFJR4MZjPc/ua+Y5lcDjJK/ou0kUgkYJq49glJQ8Y6KqUChQaExa0yUwsAioUCDE3odyQSCaQSKcqlEqR1JiatpIMipdKKx18AQKFYbErDJ3YYqYTVChkA7Nx2Ht6enIS9hTrfnJPTOHfz1qaS/8UIhUNQNNDp1ioejHKlAv+fvfcOjOwq7/4/R7333ru06lppi7bvet1NsSnGvCTwJhDevCHEpEB+kIQQWggpOC+QQGihY+NuYxtjszbGNmB7vfZWadVHZaSZ0WhGMyNpRnN+f4zkyGuV6ffOzP38w+7q6p6H41uee57v+T7ueIHNZiMjgLZleoOBmo5ar4+/rfMwNovF7/FCSXpWFj96xTt9W2ZOFiMvXQxovOXlZeJTvX92RtN7FyA+0aOf9ef9EdUJWWpKKs4V71fIoskLyrniJDUlMC+epMREXC6X1wlZNOmg3AEmZFK6EbGckIk43D7oN72ho72dR557GnlIBlVvpSSGER3Xnbwx6Oc1mudJy/Q+IYsmD8bk9DSsVqvfCZnb7cZoNtHug9O8twmP2snIzsJoNuF2u/22/XG5V4mP934xIJreu+DRbvv77IvqN0ZWRgbLDv/7OUYyS3YHOQEKqpOSklh1Rq/VwHasOl0kxagOQq0UFRWRl5aBSR/4Ljo1sGS3s2I0B2zEuRmmhQVS02OvZAmQmJbi2dTgJw6HA5EQHzMtpzYSn5BAXGICdrvd73PExXjbPQLYUBfVCVl2RhZL9thMyFxLy2RmBJaQxbIGb9XpCmiFTCP4CCHY29mDblC91jS+oBsapaulPSTX2fzCQkw2tgdISE3BGoAXlM1mIzEA/W2kk5iSgi2A1meehCyIAUUYEv9X8KO6ZJmdmcny1IzXx6vZSwa895MBcDmWA27DkpychNOHhCyaNGTuIKyQ+fKVGE0eeKGkq7OTR5+PjrLl3NA4113zppCc2+6wk5zmvWQhmq6/hJSkgFZ4bDYbiam+6W/VrIPyVQOVkJIUUEIWH5/ok2VStOgX15Fu//sgR3VClpOTg/PyktfHR4uXDIDT7iAry3sNxGakJCfj8kGDF00aslWXKyBT0/i4+Jj1wIPAOx1sRVFREQXp2Rim9REt7nfY7DjnrTQ0NITk/HaHgyQfWndF0/WXkJSIPQCpyvLyMvE+rlpGkw5q3UPQX9JSUnCuLHh9fDTpF6WUrDqdfr87orpkmZOTg3MxNkuWy1YbOTmBtU1J83FTRLSwurqKdLsD2vnm8XGLTQ888AijQ5GQAezr2c3k4HBIzh0uJgaH2N3WEZJypcvlwrXq/WacaCMxORmbw/8VMpfLhYiP6lfjtoi4wHZIp6el4VwOTtu0SMO5vEJyUrLfK2RRfdXl5OSwvOj/0muksupy4Vp2BuySnpqSijOAL6VIxeV0kpKUHFBJLD4+PsaNdf3fpbUTXR2dzI/ogr6LM5wYhifo7eoOybldLhdx8fERX9L1l4SEBJYD6KO6urqKiIvNuQOPZU0gHoLpaWk+VVaiiZXlZdJS/Xc3iOqELCsrC9fScswJ0xcXLBTk5gX8QkxPSfXJxy1acC6vkBrATQXrraciN2EIFLcrMNuQ7cjPz6csr5DZSfX2v9sOm8WK22oPuhnsOm63O7YTirg43G7/V3ikp+9cECOKLESAuyQzMzNx2WKzMmW3LpKX7X9lKqrXtOPi4ijKL8Q6v0BuUcGOx6tZmAneizMXTPOUFRcHPF56WiorJqPXx0fL/AX6lQOQmJiI9OErM1qaO6/jdoXWNmRvdw+/HHiVkkpPQ+5IEgaPDw7T19EVspKu2+1GCN8+xqJpQ1NcnMAdQEIRHx8PPq6+qvnZ56uoP9AuJZ7KlPclYzXPHfg2fzaLlcK8fL/HiuqEDKCipIQF07xXCVm0CDMtRjMNxeUBnyctNY3VGDTWXVleJj01MA+npKQk3C7vv9KjpbnzOqG2Dens6OTeXzzm6RkaHx9RwmDj8Dhvu/ldSofxOqJpQ1OgHlj+rG5Hy7MPCFg/m52dzYoPCVk0zZ3Nukhznv/v3qguWQJUlJRiMZqUDiOsLJktlARhhSw1NZXVGBRnriwtk54WjIQsNk11pZSsrq6GdIUsJyeHqpJS9BOBNUION1bzAnFLTmprvW/L4ytJSUmsxui1B+ByukgO4NpLSkrC7Qxu269IIlC5QUZGBvGSmDRlX16wUlRQ6PfvR31CVl5WjsOkzh5jocJuNFNaWhrwedLS0lhdji39HcCyY4msdP/74AGkpKT4tLoYTbhWnCQlJIZM1L/Ovu5epi+PhnSMYDMxOMzejp6Qzk1ioscHKlbd0j2bcvw3dk1LS8MVg5uZ1nEtBeZhKYSgoqyMeYP3cpdowWFaoKTEfzueqC9ZlpaWYjPMI+XORpK/33cCs4ovopyCfL77wpPbHrOytIx7aYWCgp1LtDvh6wpZtJhLriwtk5Hjvw4APAmZy4dkNpI0UDsRDA2eN7S3tXHXow++VraMBEwjOnrecTSkYwghSEpMwrXiJNFLL7Jouv6cK05Scv33EExPT8fp8N6/EtT97PPV1NnpWArYVLy6tILBOdNrGs/tiIb3LnjcDZatNgoL/V8hi/qELDMzk7TEJGwWKxk7NIv1ZtLVjmlujsqysqB8gaelpbGy5P2DKVrMJVccy2SWB75C5stXdiRpoHZiZXkl4Mb23pCVlUVNaQX6cR1ltdUhHy9QrOYFElZWqaqqCvlYOVnZOGw2rxOyaLr+nI5lcqqz/f799PR0nMvLPjXYjpZnn9vtxrm8TFqAko2qigpOv/iMV8dGw3sXwGwwUlJQGJD+LupLlkII6qtrMM7olQ4lLBim9DRWB0efkpGRgdMRe0v37qVlMjICS8g8ZY+VmCwbLTscZGaEp4/i3q4epofGwjJWoEwMDLGnozvkpVyA3Oxs7DHowQjgCrBLSXx8PLmZ2diti0GMKjKwWxfJycwOKKkAqKqqYlGv3lWvUDA3OUNLXWNA54j6hAygubYe0/Ss0mGEBduskfrauqCcKyUlBbnqjjmBsGtpJeAl+4SEBJISk2LSsXrZ4SA7wMb23tLa2srCxHRAzuLhwjQ2SVdHR1jGysvOjcmEAmDFZg/YFLswvwCr2fv2P9HC4oKFovzA5S75+fkkE8fiQuzoty16Aw11gb17o75kCVBdXY392VM7HqdmHQDsrAVwu90szpqorKwMynhCCDLT01myO0jP2vkBFy06lGBoKACyMjJYcjhIStlZzxItcwewZHdQmeF/ycgXsrOzqSouZVY3RWl1cK77ULC4YCFuyUl1dXhKq6VFRYxMDXp9fLR4QUkpcZit5OcHpgEtKSxk3LwAXl5Tar5/fbl3rfNmqgLYJbiOEIKWunpmdVM7SoXef+h6ZnXqNXkuqijjG888su0xbrebRb0hYDlCTCRkpaWluBYdLC8tkZyy9e6bSNcBzM8ZKMrNC0oysU5OVhYOm92rhCxadCgr9sC/sAGyM7NYstnJyt3ZuTla5g5g2e4gu2xnMW+w6Ovo5peDr6g6IdNdHqW3vTMs5UqAkuJils695PXx0eIFZbNYyUrPCLjTRkVJGecuvOj18dFy/y4azVTsB2iWGQAAIABJREFU2h2Uc7U17+L+F35FXVvLtsftlOxEAsaZWUpy8wMqlUOMlCzj4+NprquPOM8iX9GPT9LeuP3F7yt5Obk4bLGjRVl1uZAud8CiVohdHY/TvkR2dnhWyADaWlsxj0+pWq9nGtPR1RaeciVAUVERjvnYK7mZDSYqSgK3/CkrK2MpxuySAJbmLUGxTAJoamrCMjkbEXKCQJkeGaenNfD7OyYSMoC2xmYM4+pdFg0GlqlZmhsDExVeSV5WDo4YSiocNjvZWVlBacycH2PJ7Dou+3LAX4q+kJeXR1F2LoZpdW7ccdjsuBZsITWDvZLc3FziXG6W7N47pkcD5tk5aisC38VaXFyMfX4hJpKJddxuN/b5wHy0NpKZmUllUQlzU9NBOZ+aWdBNs6sl8MWQmChZAjQ0NHD3k49t60cWyf3cXE4n9jkTNTU1QR0zPzeXs+MzXh372Q/8mer7MX7iv+7Y9hibxUp+bm5QxsvNzmHZMOHVsZF87V1JsEq+vtDb3sVvR0YoLAvOyySYTI2M0dm8K+Cda74QFxdHY20dc1MzVDbsLDSOdP3sOla9kdreIwGPl5ycTGlBIWaDkfzioh2PV7MGz1v93fycgZL8ApKT/fdwu5K+zi6eunx+Wz+ySH/2WUzzJLmgvDzwdoUxk5AVFhaSkZCExTRPdn7epsdEcj+3mfFJGqprg3ozgadFjfO8dy0wdkp2IgG7dZGCnM2vD1/JycnB6WVPt0i+9jYipWTJaiMnZ2fdXDBp3bWLx194Fg6GdVivMIxNcuLQybCP21zXwFOj571KyCJdPwseuYHdMB+0TU3NtQ1c1k17lZBFgwZvbnKG5tqGoJ6zs6OT+558fFvz5kh/9o0PDLG/e3dQ9KExU7IUQtDT2sHkyLjSoYSE2bEJulvbg37e7OxsVmyxU/awWawU5AUnIcvNzWXZGlslS4fNTnpqakj7WG5GWVkZSW6BZd4c1nF3wuV0Ypsx0BhkKYE31NbUYI0Rux/wCKsriktJ2Wbjli/U19Zi1RuCcq5IYFFvoD7IZfXc3FyqioqjVr8tpcQ4NE53Z1dQzhczCRlA265dmKNQRyalZGFihpbm5qCfOycnJ6aSipVFO/m5wU3I1Cw2Dza2BQuFeYH7GPmKEILu1jamVPbBNauboq6iKuBdf/5QXl5O3LIrZrygpkfG6W5tC9r5amtrsc7M4Xa7g3ZOteJ2u7FMzwZd8gKwf/ceJi8OBf28asA4M0t2YmpQypUQQyVL8NxgrgUbS3Y7KZvsolOzDgC21gIYZ2bJz8gK2HtnMzIzM5FOF84VJ4lJidseGw06lJVFO3lBWiFLSUkhJSmJJbuD1PTtd21Gg/4OPO2BSgp2LvGEgrbmXZz+xcOwu1OR8TdDP6rjeBB2X/lDXFwcPa0d6EbGaOrePgY1+2iBd15a5olpWk/cFLQxMzMzKckrwKSfo6C0eNtj1ayD8kb/adLPURwE24bN6O7q4qePPLSl7ZSa5w62n7+x85c4sb8/KJvAIMYSsoSEBLpa2tANjdLQ0fqGn0eqDmBqaIS9nT0hObcQgsK8fGwWCzkF2yd80aBDWbbayA2SqB+gtKgYi2l+x4QsGvR3AIvmBbrKmxQZu66uDvusyauPh3AgpWRBN0PzDW9TLIbO1jbOPP4g7JCQRbqPlsU0T6qMC5plwzodzbs4MzqxY0IW6TqomTEdXS1vfCcGg9TUVHrbOhi9MEhzzxuvw0idO+fyCgtjU/S8471BO2dMlSwBejo6MIzqlA4jaEgpmR+bor0teEv1V1JcWBQTbURcTieupeBaNpQVlahO1xRKlhcWKSoM3OnbH5KTk2mormFWpw69inXeTHp8IoUKzQd4dpc7Tdao98MbvzTE/p7eoK1UrNPasguzLvptG8wTU+xqDq6H5Ub69+xFf2koquQbYwOX6WpsCeqO8phLyBobG1mam2fZ4d3OQbUzP2cgMyElaN4xm1FWWIQ1BpIKq9lCUV5BUN3Uy4qKWYwhg06H2UJBQfg1ZOt0trQyO66OhGx6bILOXa1BTxJ8ITExkT0dXYxfik4ND/yPsHp3d/CrBFVVVQjHCjaLNejnVgs2ixXsyyFt61VTU0NeUjp6lXwsBYqUkqmzAxzuD+627pgqWQIkJSXR3dLGxOWRN5QtI1FHoRsYpr9nd0gf+sVFxTh0l3c8LtJ1UNb5eUqLty9N+EpJSQnLL/x6x+Nefe53qp+7jv492x7jXHHisi+FRMu4E6dOneLUqVMsLi7y7OkXuHD6lbDHcCWTA0O01zRw9uVXOHbsGMeOHVMkjr6e3bx49w+hd2ttXSQ++9YxTM2Qn5YRko/SdR3exNAIzT1bz5+a9cc7+ZBNDo/S09oR0rZeQgiuOniYB1/89Rs8ydQ8d7D5/M3qpshNSqMuwGbiVxJzCRlAX3cP3/v5g29IyCJNRyGlxDQyQdfJN4d0nPz8fJYtizseF+k6KItpgYbC4OyWWaekpASbcX5bQ2KAjv49OyY8amfBaKKsqHhLv6FQsp7wSCn5xGf/gY43X7VjU+NQsrq6ylPfuYvP/vXfBKUNVyDU1NSQJuMx6me39NSKtGffRsbPD3DVnn0h+yjtbu/g5UfuhW0SskjVHwMYR3TceN1bQj5Od3c3dz/yEIsLltfdm5E4d6OvXuBNh44E/ZqLuZIleMqWzvnI11UYpmYoSM+mqCi0u9o8ffEsUVX/34wls4XSIH9lp6enk56cGtUlj3XMBiNVZcFNaH1FCEFbY4vivkfGaT3lRSWKJ2PgWeU5tv8Ao2cvKh1K0Fl2OLBO6Ond3RuyMerr63Ev2LFbd/4ojTTs1kVWF2w0NATXEHYzkpKSOLb/AJfPnAv5WKHEal7ANbdAT3d30M8dkwlZQkICezu7Gbu0cxlOzeguDXGgty/kGpXU1FTSU1Kj8oG0kSWzJSQC7NrKKkyzc0E/r9qwzBqpCUIfwUBpbWpiXuddu69QMTsxSUdT6ETSvtLX24dlbJrlpSWlQwkqw+cH6GvvDGnim5CQQF9HF+MDwyEbQynGB4fpbe8MW1uvg/0HmB8aj+jr8PLps5zoPxgS8+uYLFkC7Nndy+/u/B70/o/DbiT5oay6XMyPTdJ187vDMnZ5SSkLRhPpWVvvKIlELcA6q6urLFkXQyJIb6iu5de6S1Q11m95TCRreNYJZtsaX1nXkAEsLS3x1PPPMnDhAqCMoH7iwiDTza089+yzAIpqyMCzUrunrZORc5do6Q2Oq7jSuN1u9Bcu8+73fiDkY+3u6uaFe3+8pQ5PzfrZ7bSzhqExbrn5XWGLJSsri73t3Qy9eoHWPZ5NGO8/dD2zOvUathdVlPGNZx4BPCuyCyM6Drw9NOX9mE3IqqurSZPxzM8ayC3yvIQjyQ9lanSchvKqsPUMrC2v4MycnrLarXfiRKIWYB2LcZ7ivEISE4PvX1VZUYHt9PPbHhPJGh7wCPqdVhvFQd4U4S1XJjx//0+fo+HkgS371oYS54qTX333br7wt38f9hZS23Hs8BG++I2v0tjdrojOL9joLg9TnV9CRcXWjauDRW1tLclOidlg3NSPMRL1swtGE0krbmqD3C5pJ44fPsIXvvZlmns6iE9IeC3ZiQQGXz5Hf08vGRkZITl/TJYswaM1Odi7l/EILVtOXRqivzd8IvDysnIcpui1b5ifM1BdHpoHe3l5OXajmdXV1ZCcXw0YZ/RUlVeo5kW/q75Jsa9uw/QMNRUVqkrGAEpLS2ksq2J8IPItMKSUjJ+5wNVHj4VlvLi4OA727mH8YmS+LzZj7MIgB3v3hHR35WYUFxfTVlPP8PmBsI4bKM7lFWYvDnH88NGQjRGzCRlA7+7dGC+PR9yL0mGzszw7T3t78JuJb0VJSQl2U/R6kS0Y5kOWkKWkpFBeVIxJH706sjndFK31yjj0b0ZzfQML08rMt2Fyml114W8m7g0njxxj4syFiN+gM6ubIpMEmkPQv3crdvfsxjg0HhW9Ld1uN8ah8ZBuhtiOq4+dYPKVCxE1l0NnL9Db0h5SW5+YTsjy8vKoK6tgamRM6VB8YvTiIHs6usP6BV5QUIDbscLK0nLYxgwnS0Zz0BrEbsau+kZV6yQCZVFvpC7MpY/tqK6uxjozp0jiYZ0xUB9kf6Jg0dDQQHFaFpPDkfXMu5Lhl17l+uMnw7q6U1hYSE1Rqeoa2PvD1Mg4NUWlinWRqKqqoq6wNGI21q26XEyfHeCqEK/IxqyGbJ2DfXu557knqWyoU7UwEzzizI9//UvMDQxz623vC+vYcXFxVJWXY5qbe4Ox3zqRtCliI263G7vJHPQ+eBtpqKvnuccvbPnzSN4Q4XI6cRjNign6NyMnJ4eMpBSs5gWycsOjswTPg9thWgiLrskfhBBcf+Ik//3IfZTXVb+2QzuSNpUYZ/QkOVx0h8B2YCcO7+vn7mefpKK+JuxjB5PJCwPc0n9C0Riuu+pq/uPO72M1mzn7/IuKxrIdHfv7SElPp7W6LqTvCNASMtrb2/nRA/dity5GhDBzbmqGnMRUqqrCby9QX1nNuZnZLROySNoUsZEF4zx5WTmkpKSEbIyamhpss0ZcTicJm2wciOQNEbO6Keoqq0lOTlY6lNcQQtBc18jc5HRYEzKTfo6K4lJVzcWVtLa2kvvzR5kZ11Fa7UmiI2lTyeUXXuGmY1cpoldsa2vjRw/cg926SFpmaITdocZuXWTFsBBWyctm1NXVUZaVR0phAe/+yB8rGst2rK6u8vQP7+UjYdjNG9MlS/CY1fV39zJ6ITIEhuPnBziyr1+R/njVlVUszs2HfdxQY5zR01gT2nJbSkoK9ZXVzE5GX6Pi2YkpOlt2KR3GG2isrcU8PRvWMWcnp2mp29reRA0IIbjxqqsZ+t0rEaclM+pnibM46OtVRvuUlJTEwd17GY5gk93hsxc50LNH8U0nQghuuOpqRl48q+rrcOziIA0lFWGpAMR8Qgawb88eZgdGVH1RgGeXx8L4FD0haKLrDZWVldhmjaqfJ1+x6A3UV9eEfJyO5hbVNL4OJpZJPY0N6hOxV1dXY5szhXVM26yJuhAn98Ggvb2dnLgkpscmlA7FJwZ/+zI3nLg6bEamm9G/bx9zAyMRtxkMPKs9cwMj9O/bp3QoADQ3N1OQlMb0qDp1eW63G92ZC1x34mRYxov5kiVAWVkZJZm5PP3AI6oWu+YWFbCvqTVkHig7kZ2dTVpiMjaLddM+gZGkQ9nI4pwpLCXgluYWHnrm1KZ9LSNBv7hZSd8ybybZLUKurfCHwsJCxLKLJbudlDC0MJJSsjhrUERO4CtxcXHcdPIavvfYA5RWV/LAt76v+nv34A3XEL+4pNjq2DpFRUXUFpcxOTz6mtmzmu/fjffu5PAotcVlivkFXokQgsKsHL75uS9R1dqIUkbOW7FgNFFXUBI2rzYtIcNzURzdf4AHTz+r2lq2lJJf3/Ugh/b3KxaDEILm2jrmJqc3TcgiSYeyzpLdDkvOkPcDBY//TmZiMmaDidzC12+djgT94mbohkbpbetUpIS+E3FxcdRX12CY0lPREPoHqsU0T056lmIfTL7S3t5O/hOPMzUyFhH37rP3P8rNV12r6OrYOscOHOJHT/7stYQsUu7fyXMDvOv49UqH8Tre9773MT1vpHhfO8WVyvbC3YiUkl/95AE+cPOtYXu+aSXLNTo7O3FMG3DY7EqHsimm2TnSZDx1Cm+nb6prwDSlVzSGYDI7OU1TbV1Yts8LIeht72RqeDTkY4UL89gkHW1tSoexJU21dZhmwnO9Gqb1NNWq0+5iM4QQvPna6yNCSzarmyJ1yU3v7t1KhwJ4NkbE2VYwG4xKh+I1ZoMRsbhMm8ru17i4OK4/fhUjL51VOpTXMTUyRlFqFo2N4ZNjaAnZGikpKezr6mHk/CWlQ9mU0bMXObr/gOIrETU1Ndj0kfMQ2gnjlJ7muoawjdfR1o5pVBe28UKJ3bqI2+qgpqZG6VC2pLqqmsXZ8OjIFmbmwqJFDCYtLS2UpWczMahe934pJYO/fZk3XX2tajpBxMfHc3z/QUZe2drKRm2MvHqR4/sPqmYON9LV1UWiw4kxTB9POyGlZOSls1x/4qqwvnOVX/tVEQ/f/yD33HcvKRnpSofyOqSULC/ambr1Vo4dCV3bBm8oKioiftWNzWJ9Q6NxNesoYHMdlG3GQN2J8ImwKysrSXZ5tAkb+yxGoofb+MAwve2dqighfelLX+K+++57w7+73W6Gx0Z58Md3QYgfrAuzBh4rKdt099pb3/pWbr/99pCO7w9CCN507fX8x10/oKIhPCvFvjI9NkGWTKCrS11N0ffu2cPDTz3BytIy3/rsP6v2/t1z4jB/8Im/xDyiY9/b3qN0OG/g1KlTnDp1igmdjiefforyRuVXmW0WC4u6WVIsyxgMhtf1yQ0lQu1L1dvR19cnX3gheAmAlJJ/+fL/I6ur/jV/HjUweOYshTb4vdverXQoAHzvRz/EmBVPfbv6rA58wWGz88KdD/OPf/epsL6IHvrZw7xq0dPe3xe2MUPBr3/6EO9/yztpaAjfCqM/fOGOf6W4v5P84tDpBJeXlnjuB/fzxb//tCqTmu2QUvKVr/8nq5X51LW1KB3O65BS8sxdD/H7179Fcd+szfjRnT9Bl7BCS6+6ksUrufjiK1S4ErntnbcqHcqWOJ1OPvmFz9F6w9HXfawqwXP3P8rbD51kdwhK5EKIF6WUmz78I+vJEWI84v5+Js6px5NMSsnMhSEO7tuvdCiv0drUzPykOpaWA2FmXEdrY1PYX6A9Xd0YRyZUr9vZDqt5AeFYUVzT6A0N1bUYpmZCOoZxZpbayqqIS8ZgbZXsuhsYe+ms6qwcJodGKUrJUJ3uaZ0jBw8xfX5Q1T0Z3W43MxcGOXzgoNKhbEtiYiInDx3h8mlltWSm2TkSbCt0dnaGfezIe3qEmM7OTpZnTditi0qHAniEwlkJyWHbdusN9fX1WKZmIzqhADBOTNPaGL7mxOuUlZWRl5yGYTpyk9qxC4P0d/dFRAJSV12DNcQ6MtP0LI3V6rlHfaW6upqW8hqGz6lHQyulZOh3Z3jztdcrrp3divLycqrzi5lSsV3S1PAYFbmFqm3ntZH+ffux6fSKvn+HTp/lmiPHFJFiKC/+UBHrOhSDwcBdP7nzDRopJbCazOSlZ/KLB3+mGh1KTk4ORdk5mPSz5Jf8j59NJOmgpJRYJvU0vaMp7HEIITi0Zx+/vPAqhWUlQGR5uEkpMVweY+/7b1A4Ku+oqKjA9rPQJmQ2wzw1PepegdiOU6dOcfHVszx3+gWqO3YhVJBoLxiNuE2L/MCxyvHjx8Om4/GVE4eO8N4//iN0o+pMyipqqvnOV7+mdBhbcqX+02g08tMf/4T0TayVQs2qa5VFg4lTVdWvfWyG872racg2Qa/X84Wvf4Wj77lF0RWAZYeD5370IJ/+2MdJC4OxpS88+tijnJ6fpL1/j9Kh+IVhWo/++Vf469v/QpHxLRYLn/yXL3Dk927ZtLelmpmZ0GF+aYC/+rDyHwfeIKXkY5/6O/bcemNIDGKllDz5rR/zmY9+ImI8yLbi29/7LsbMeJp7OhSNw+1286sf388fv/M91NeruxXV6uoqn/qnz9Nw8gC5RQVKh/M65mcNDD7+a/7+Yx9X5e7KzTCbzXzq377I4f91M4nJ4W3v9PLTz9FXVM31114XsjE0DZmPFBcXU1NYovgy9Mj5AfraO1WXjIHHdd48EVpdTiiZHhmje5dyupSsrCza6hqYGBxWLAZ/0Z2/zKG96tE07oQQgrqqagwh6mtpnTeTnZ4Z8ckYwPVXX8PUmQu4nE5F4xi7OEhtfnFEaBTj4+M5cfAww2fOKR3KGxh+5TwnDh6OmGQMPBWY3S3tDIfZgmplaZn5oXEOKGi+riVkW3Bk/wF055UT90sp0V8cUtSZfzuqqqoQSyssLliUDsUvzOPTtLUqKxQ+tK+fqQuXFY3BV5YdDmyTs3SrzIJgJxpqakNmEGuY1ke0fmwjJSUldDW0MKSgv5bb7WbspbPccPW1qtWOXcnevj0sTug9nT9UwpLdjnV8hn179iodis8cP3yY6XMDYd0sMXzuEn2tnWRnZ4dtzCvRNGQb+NCHPsRDDz0EeBIi84KZr33+XxQpW666XLhXnNz1tW+/9lC66aab+PKXvxz2WDYjLi6O3rZORodGadnt2Y0SKTooy7yZRJdUXOTa1NRE4j0uzAYjP77jPyNCfzdyfoA9nd2kpqYqHZJPVFdW8cuzL4bk3At6A3tbekJybiW49qqT/NPXvkx95y5FyuljFwepKyxVteHwlXz0ox/lJ3feyTe/+h8kJicrHQ4AzuVlEkQcy0azat4bm7GVh6BucpIH7ryb5NSU0AchwTw7R2VJGV//6n+87keahsxLQqUhW+fhR37Gy/OTdB7cF7IxtuK3jzzBm3YfZO9e9X7dXLp0ie88ch8HblZXb7SdOP+70zQl5nDzW96idCj84okneHZigJ7j6heESyl5+gf38Ge//34qK9Xj0+cNdrudj3/+0xz/g1uD/oH1zJ0P8Ke3vU/xBD+YfOf738OQJmjuDe/Wf7fbza9+dB9/ctt7VbWz3Bvm5ub4/Ffv4Mh7biFeYbPkVZeLp79/D3/9xx8OS5/eUHDmzBnufOrn7H/LtSEfa3J4FMeFMT7yf/805GNpGjI/2bdnL4aBsbB78zhsdpZmjKpzpr6S+vp63As21ViEeItpREe3Ah4zm7F3zx7MozqcyytKh7Ij06PjlGTlR2TikZaWRl5WDhbTfFDP63I6WVmwUVJSEtTzKs21V51k6uwlVl2usI47PjBEdX5xRK2OrVNYWEhzVS3jA8q3oRofGKKpsiZikzGAtrY2pMUe9Ht2MybOXuL4gcMhH2cntIRsGwoKCmiqqEJ3ObzC65HzF9nXvZtklSx9b0VCQgK97Z2MR5Aw3WKaJ2FllerqaqVDATzi/p7m8AtY/WH87CVOHDwUMbqeK2morsU4E1xhv0k/R2VpmSraRwWT0tJSWqvrwnpdSikZO32O606cjNhr7PjBw+jOXlLUo1FKie7sJU4cOqJYDMEgISGBY/sOMPxqaPWMVvMC7gWbKjpBRNdTJEBuvvlmfvnL12ugVldXWXE5w6elkOByrpCclMz74/7gdT86fvw49957b3ji8JLdXd28dP+dsLuTD11zCxOXR5QOaUsqG2r5P//wcfZ17VaVoemRAwd43//9IN8xGpQOZUu6D++nMruAjg5l7RC2Yr0f3nbodDouz01RWhu8ZHxuaprChDT+fs647XHHjh1TrY/WVlxz/Cru+N43qW/fFZb7ZXJ4jNKMHNW34tqMdR2UlJJx3QT3//DOsFs2rONcXmHZsshvHnocIYRq/Cu3Yrt71+Fw8NRvnuXcC6dD5o2nn9BRmprFZz7zmU1/Hs57V9OQ7cDq6ip/+/nP0HbTcbJyc0I6FsDU6DiLrw7zFx/6cMjHCgZut5u//fxnaL3hKFl5uUqHsy1SSp7+4b185L0foLy8XOlwXkNKyb9+5f+R0V5LWRCThWBy+tSv2V9WzzVXX6N0KH4zOTnJv//g2xy69c1BO+cLjzzJ2w6cUKTNSjj4ytf/E3d1ITUtjSEf69d3P8x7rnmTKlYqAuG555/nZ2eeZ+91JxQZ/7ePPskNXfvp3x851jTb8bVvf5Pl0mxqdwXfxHt1dZWnv3c3H/+T2ykoCI+HnKYhC4D4+HgO79nHaJhaiujOD3J0/4GwjBUM4uLiONi7h7ELg0qHsiOGqRnyUzMpKytTOpTXIYTgqkNHGDujnNXAdqwsLWMe0bFfRf1U/aG4uJgVqw3nSvA8thbnTBGpqfOWq4+dYOKVCyEvwc1NzZDmErS2toZ0nHCwu6eH5RkjNos17GPbrYsszxjZ3RM9u34P7+tnOkT2QFMjY9SWVoQtGdsJLSHzgr19ezAMhl7cb1+0saQ3qrYstBW9PbsxDI2rusEuwPjFQQ727VGlPqWjo4N42zLzO5S+lGDo7AX2tHWRlRX+VibBJCEhgarSckz64OjI7Is2EhHk5qp7ZTgQGhsbyYlPQa+bDOk4wy+f5Zqjx1UlJfCX5ORkDvftD7n2aTOGXjnPod59qtcf+0JzczNy0RESz8upS0Mc2hN+F4WtiPyrPwzk5+fTWFHF5FBo9VGjFwYiQsx/JcXFxVTkFTAzNqF0KFviXF5hYWyKnm51fjnGx8dz1aEjDL98VulQXsfq6ir6C5c5evCQ0qEEhcaa4An7jTN66iqrVZngBwshBNcePc7oy+dDNobVvIDLsBBVqzoH9u9nbmA0rLtUV10u5gZGORAlpcp14uPj6e/uY/RCcI3al+x2lmbnVbUqq4n6N7CVQR3A4uIis2YTWQV5IRt/QW+goqSUL3/p3zf9uZrFmUf2HeCO738LF+rUJJpm5+ipbSIzU/mG8Ztx6tQpHn/8cX75619x9qWXSUxSRhB8JWaDkTiLg4FDA6or9fpDdWUVv30mOOV108wsB6ojT4C+Gds9+9xuN6MT49zzne+HxF9r0WwhKymF5594astj1Pzs24z8/Hxaa+oYHxiitrU5LGOODw7TUl2rmvJbMNnT28vT3/4acl9v0D6ARi9epretU1ULIFpCtoHbb799y5ve5XLxN5/7NF1vvZqMEHSh109MYnjhPB/7sz+PyC/ujo4OSnLz6Xv7DaRlpCsdzht45q4H+cO3vFPpMLZkfSfP/Q8+yFnrjCJmxFcipeSZOx/k/W99J01NwRfUKkFFRQWLQSoL2w1mqvZVBeVcSrPdsw/g0Z8/xguzY3QdDu7qi3PFya++fw+f/MhfkZMT+k1T4eTogUN884G7wpaQTZ0b4H/f9LawjBVuSktLyU/NwDgzS0FpcVDOaRwe52aVvRO0kqWXJCQG+xmcAAAgAElEQVQk0N8T/GXTdSYuDHJk34GITMbAo5s40N3H8Fn1CdONM3rS3HHU19crHcqOHDl0COPAmCqMYvUTk+QmptLYGPodduEiJyeH5Lj4gM2M3W43NoNJVbt1Q8n+vfswDo4FdUMEwOjFAboaW6IuGQNoaGggzR2HMUiaxe0w6mdJXRVRda9uRAjBvp5edEHyvFxcsCAcK6prXq8lZD6wt68Pw+BY0HccrSwtY9Xp6YrwrfMH+/uZuzQS9s4GOzHyykVOHDgUEYLh3NxceprbGDp3UelQGH35HNcePR6xHwmbIYSgvqoGQ4CNxheM8xRk50VcT09/ycnJob2+kfGB4O12k1Iyc2GIw/2Rs6vcF+Li4ji2/wCjZ0N/L4+evcjR/Qci4hnnL10dncyP6IKyeWz80mX2darLjxK0kuXr2MlcUkrJmd88z8DwZTKCuOPMNDtH6pKbL37xi9sep3ZzyQ9+8IM8+uij/McX/oW4+HilwwE8/81WV5x8KSWFEydOqM5Yd52N157FYuG50y9S3dmCEMo8MJbsdoxD48TPWXnggQdUf+35Qn1VDc9ODlDV6P+KqXFGT0N1TfCCigAO7evnOw/fQ337rqCczzQ7Rzrxqlul8IetNHirq6uMjI9x139+K2TGptLtZkFv4ImqauI3ee6qXX/njanzOq88/1suj46QnhWYFnj83CX2tHXy8ksv7XisZgzrJeEwhr2SZ597jsfOvkDfNUeDds5f3/0w//vGW2huDo/WIJRcuHCB7/zsXg69/SalQwHg3G9epCEpm7e/9RalQ/GJr/7X11itKgiLIedmvPDzp7iqpYsjhyO7/cpmDA0N8a2H7mb/W6/z+xwvPvE017ftYd8+5bV+4cLtdvPJf/wsTdceIqcgP+DznX7yGQ7XtXL86LHAg1MxP/jJj5lJcdPUHRrD24GXX6XIHsfv3XZbSM6vJp745ZM8N3k5IC3j4oKFVx74BZ/9+N8pskKmGcMGkc6ODiy66aBpKazmBYR9OSLbhWxGc3Mz6atxzE3NKB0Kqy4XsxeGOHIg8iwbTh49HhZDzs2wWazYp2bZu2dv2McOB+Xl5dgM8wGVPhwGc1Qbwm5GXFwch/fsD4oJtMvpZH50kt6e3UGITN0c2LsP/aWhkNzLUkr0F4c5GCMfBu2tbcyPTgY0l7rLo/S2d6quXAlaQuYzGRkZtNU1oguSJ9nYxUH6u/s2XWqOROLi4rj6yDFGzpxTOhRGLw6yq7qOoqIipUPxmcbGRnITUtFPhNaQczMunznHsb39pKSkhH3scJCSkkJBdi4Lxnm/ft+54mTFaqOkpCTIkamfnu5uTMMTAet4pkbGaK6qiXizYW+oqakhUyQFvbE9gEk/S4ZIpLa2NujnViNFRUXkJKcxP+d/31/T+CSdrepsz6WVLDfgbS1br9dzdvQyFc2BrmpJxl69yP6u3V49mNSu4+no6ODCBc+qjlu6FdM/rSOlJE6I10Tpu3bt4tVXX1U0pq3Y7Nqbnp7m/PhwEK4z71l1uZg4e5Gj+w++LiFT+7Xniw4F4NVz57AlSnKLCn0ey2axsqw30e/DCmI0zd+zv/0NycW5ZGRn+z3e5OAQuypqKS0t9er4SJ+/sbExRkz6oDa2B5geGaMmr4iabfSMap+77TzwNsNoNGJbXSHNDx3Zut6urrrG6xWyYGvwtitZhj0hE0JUAt8FSgA38HUp5R1CiDzgJ0ANMAq8U0q57SesEhoyAKfTycc/+w/svfVGUtLS/D6PcUaP7pnTfOLP/yqqdrIBPPbzx/jN9Ag9x5TZQTU1MobllWH+8k8/HLFz63K5+Pt/+jzNQdLseMPFF89Q4UritnfeGpbxlOL555/nsQsvsvvEYZ9/98KLL9OcmMtb3vSmEESmfp597jl+fu4Feq/2T0e7vLTEcz+8n899/O9UZcoZSqxWK5/8l3/k8HtuISExMSjndDmdPP29e/jUX3wsJlYa1xkaGuIbD9zFgVtu8Pl3xy4Nkjpj5Q9//33BD8xL1KYhcwF/IaXcBewH/kQI0Qr8NfCElLIReGLt76okMTGRntZ2JgL0RNENjrC/O3jOw2ri4IGDLIzoWLLbFRl/9OXzXHsssi0bEhISuOrgYYZeDk/51+12M31ukKOHfE9SIo2KigocBrNfv2ubm6emKjoMYf2hva2NhYkZv+1tdJdH6GzaFTPJGEBmZiattQ1MXA5e+72JyyO01tbHVDIGUF1djdO8yLLD4fPvzo1N0dGinlZJVxL2hExKOS2lfGntz1bgAlAOvAX477XD/ht4a7hj84Xerm7mhsb9/n0pJfMjuoj3HtuKjIwMDnT3cvlM6HrgbYVxRk/Kipu2trawjx1s9u3Zy+L4DA5b6BPbicEh6orLoqJF0k6UlJSwvLCIy+n75hzbXOwYwm5GVlYWtWUV6Md1fv2+YURHb1d3kKNSP/19e5kZCI6xKYB+cIT+vujceLMdCQkJtDY0MuPj9SelxDqlV7V5rqI+ZEKIGqAH+A1QLKWcBk/SJoTYVIkthPgj4I8AqhT8Sm1oaMBtsWO3LpKWmeHz7xumZijKyqGw0HcNi1q5Ukdht9v51W+f5+VfPx9WX7LJwWEaSyv59Kc//bp/V7OWYjsdxZzBwN133RWw985OLMwZKc0v5Kc//PEbfqZ2LyNfSUhIoLykhPk5I4Vl3ovzl+x2hHOV/PzwlJDVSl9nNz8//yJlPmqiVpaWccyaVP1S9AdvdFBut5uR8THu+96PAn4euldXsc6Z+NVdD+6ohVL7veur/hNAp9NxeW7KJ03ekt3O/Mgkd8g7fBorJnzIhBAZwFPAZ6WU9wghzFLKnA0/n5dS5m53DqU0ZOv8+Kd3MZm4QlN3h8+/+/LTz3GwsokTx46HIDL18N0f/hB9qpuW3eFZCVwwmjj3s1P8w8c+QWKQtBpKYzAY+NxXvsSR99wSkubOAIZpPRNPv8jf/OVHVbkdPBTcc/99DMtFmnu8vzanRsdxDU7xJ+//oxBGpn7m5+f5hzv+hePve4dPsgA1aHiU5K5772ZE2tnV2xXQeS68eIZa0njHLdHZu3In5ubm+MLXvsyR99zi9fV38cUz1MdlcstblS2+qU1DhhAiEbgb+IGU8p61f9YLIUrXfl4KhL4BWIB0t3dgHPXdlkBKiXlskvbWyC+p7cTJY8eYPnspbO2ULp8+y9WHjkZNMgZQUFDAruo6xgeGQjbGyJnznDx8NGaSMYCayioWDb5ZX5hm5qivjF392Dq5ubkU5+T6bOUwNzpJ567of+5tRV/3bgyXxwI+j3FojL4Y8HDbioKCAlLiErBZrF7/jmV6jmaVr8yG/ekrPOnsN4ELUsp/3fCjB4D3rv35vcD94Y7NV+rr63HOW30WF5pm58hNyYiqcuVWlJWV0VxeHbKm7BuxWazYdHr69/nv4qxWjh08zOS5gZCYS9qtizhmDOzu6Qn6udVMaWkpdh+F/Q6TmcqKyhBFFFn0tLYzNex9cuF2u7FMzkRFRxJ/qa6uJtHpxjLv34YSAMu8mYQVN9XVwbXQiCSEELTUNTCrm/LqeLfbjVU/p/o5U0JDdhD4PeBVIcTLa//2ceAfgTuFEH8IjAPvUCA2n0hMTKS9sYmpkXFqW71/yEwPj9HX0RnROwA3YysdhcPhYGpWT3ZxQUjHXzRbyExM5ne//NWmP1e7lmI7GhoayJAJGKb1PmmevGH47EUO9uyJWiPYrSgqKsJps+NccZKY5N2Kqs0w77V3VrTT0tzCL1950evjjTOzlOQVxNyuwI3ExcWxt7OHCwNDtO3r9escEwND7O3siZrVbH80ZACTk5MM6nWU1tXseOySzc7C2BT//M//7PM44dSQhT0hk1I+A2yViVwVzliCQceuNu777dM+JWTzE9Ps6j8ZwqiU4fbbb9804ZFScsd/fIWk5goqG0LTSHjZ4eC5Hz/IJ//8o1H5wBdCcPzAQR4/ezqoCdnq6ipzAyP84f9RR+/RcBIfH095cSnmOQOF5TsnWUt2O/GrktzcbaWtMUNFRQUuq51lh4Pk1NQdj9ePT9LVHJzG5JFMT1cXz/zoO+BnQmYa1dF964ngBqUg/iY8s7Oz/NN/fZWj79m5T/Gl069QSzpve+vNfkQYPqIjxVaQpqYmLFOzXmuk7NZFhGOFysrYKXsIIbj2+FWMnT4Xst6Mg2fO09/tXceDSGV3z24WdXq//He2YnJ4lLqS8ohsLxUMaisqMc3OeXWsadZAdUVl1K1s+0t8fDwt9Q1et/eyTOlpalC3hiccVFZWkuTy9DH2Fat5gYQVd0y9P7aisLCQOOeqV16XVr2R+hr1t5fSErIAycjIoKq4FIOXzbSnxyboaGqNmuVmb2lubiZLJHld8/cF54qTuQtDHDt0JOjnVhNpaWns6ehi+Hzw9HiT5wc5sl+ZbgpqoLqiEpvROz3P/KyBWk0/9jraGpsx6nZ+9rmcTpZMFtVreMKBEILetk6/TGJ1Q6P0tXfF3PtjM4QQ1FVVY5jS73isbc5ERUVFGKIKDO2/ahDoaN6Ffty7r8R53QztLS0hjkh9xMXFce3R44yEwHV+5PwlOhuaKSgIrUZNDfTv2cvcwEhQVhoXFyy4F2y0tqrXuTrUlJaW4jB5t1LhMC1QURa7hrCbUV1dzaJ+50bPhhk91eXlUbX7ORA629sxj/m+Q39+bJKOKDC8DhZNtXWY9Nvv9HXY7MS7ZUR4B2oJWRBoamzEOrXz9m+3241lSk9dXWh0VGqnu7sbYXEwP2cM2jndbjdTZy9x1dFjQTunmqmqqiI7MQXD9M5fhTsxen6AAz17SAiRt1kkUFRUxNKC1SvJgd1kpqQkuBsqIp2SkhLcjpUdy+gG3Qy76rRy5To1NTU4F2w+yQ+WHQ6c5kVqa9VfegsXlRWVO7ZAM87MUldZHRFSAy0hCwKviVuXlrY9bn7OQGFOXlTrnLZjvTfj8JngrZLphkaozi+OGU2FEIIje/czHqCNiNvtxnB5lL19m/oTxgyJiYkU5uZhMW3/UHeuOHHZlyLiKzucxMXF0VhTy9zk9mVL26yR2pqa8AQVASQkJNDa2MTU6ITXvzM9pqO1oTGmP6CupLS0lEWDaduKgXnWQG2EeAdqCVkQiI+Pp6G6hjnd9LbHzeqmaK1vClNU6iTYvRknXrnIySPHgnKuSKGnu4eFsWm/+jCuMzs5RUlWnrbiA1SXV2Ke277stmA0UVZUTHwYW4BFCo01tZj0W2+MkFKyGCEannDS2dKKcdx7Ta1hfFLVjbGVICMjg6zUdBYXLFseYzeaqSyPjGtPS8iCxK6GJow7lJEWZ4w01teHKSJ1kpaWxsHdexh6JfCm48YZPakuaIkxTV5mZibNVTVMjfjv+D15aZj+3j1BjCpyqSgtw2ra3rF/wWiiStOPbYqnbLT1/FlM8+RmZpOWlhbGqNRPQ0MDlqlZr/SgUkosk7NR1wM0GFRXVDK/zU5pmzFyvAO1hCxI1NbUYJ3Z/isxEpyCw8HB/n7mLg0H3E5p5JULXHXwcEzuONq3u4+Zy6N+/e6qy8XC+DSdHb73YI1GSktKcMxv34LFapynoqQsTBFFFuXl5SzObV02Ms7MUl+lPfeuJCcnh/yMLMxeaGrNBhN56Znk5OTseGysUVVWzsIWHwTLDgcJbsjOzg5zVP4Re2+yEFFWVsaKeXHLMpLFNE9OehYZGRlhjkx9FBUV0VhRzcTgsN/ncNjs2CZn6d3tn7lipNPa2op92rijbnEzpkbHaaysjlkt45UUFRXhmN9+p+WS2aqVd7cgLS2N7PSMLctGFuN8xGh4wk17UwszXvi46cd1tDfFViXAW8pLy1ia3/zamzcYqSgriwhBP2gJWdBISEigsrRsSy2FYVpPQ7W2O2adYwcOMXnOf2H6yLkL7O/eTaoXDuHRSHJyMu1NzT71ElxHPzTOnq7Y6lu5HTk5OeBcZWVpectjHPMLMdF71l+qyiuY30KHt2Ra0JLZLWisr8c6vbMxsXXGQFNDQxgiijyKioqwb7EpxzxnoqokcqQG2naNINJYU8szL7+KafaND6aZkTH2H4i4zlAho7m5mcR7XZgNRnIKfNu5JqVk9tIov/cHHwxRdJFBb2c3dz7zC5/adq26XFgmZ9j1bq2FzTpCCEqLijj32xdJ3WQF2+1eJd7t0e5pbE5NeQWPvPo77FbbG35mM8xrCdkWVFdXY9XPIaXcchVHk7tsT15eHq6lZVxOJwlX+NzZzQuUtUXORjotIQsie/v2bHlTte7Ki2kDziuJi4vj8J59/PbCIDmHfUvI9BOTlGTlRoxQM1Q0NTVh/+lPcC6vkJic5NXvzIzrqCuv0krnV3Dd8ZOMjo1u+fPCG1sipuyhBF2dXTi2KJ/3nbyW9PT0MEcUGWRkZFCQlYt5zkhu0ebG1maDibzMHO2e3YK4uDiKCwqxzJvJK3r9KvbKgi2iVra1hCyIFBcXc9MNNyodRsTQ19vHI3c8xWp/H/E+eOtMnB/kxn39Mf+CTElJoammlpkJnddN2/WjE5xs18qVV9Le1ka75oDuNwUFBdqzz0+a6urRTc9smZAZpmdoqo1NM3FvqSguwWx6Y0JmjzCpgaYh01CMvLw86ssrmfbBHHFlaZnFyVk6OztDGFnk0N3azuyozqtjpZQsTMzQ0ux9iVNDQyO01FVVY5ndeqelRW+gvromfAFFIKVFxViv2JizvLREPCKiVme1FTINRdm/u48HXniGigbvNjxMXB6ms6k5ZsX8V9LU1MSdjz3klSeZfdFGbmqG5javoaEiKioqsD5m2PIetuoNlJdHjjBdCQryC1gZfr235aJ5geKCgoiqpGgJmYaitLW18cMH7mVlaZmklOQdj58dGufqq24IQ2SRQV5eHsf69jMzunMv1XTg6MlrQh+UhoaG1xQVFdHbsIvF0c13W/Y27KKoqCjMUUUW+fn5LFtev6HEMr9AaWFkzZuWkGkoSmpqKu2NTUyOjFG7a/vdMEt2OyvGBZqaImfXTDh48403KR2ChoaGn8TFxfHuW9+ldBgRTV5eHkvWxdf9m23BSktBZLRMWkfTkGkoTndbB3MjO+vIJofH6GzeReIVW5s1NDQ0NGKXtLQ0xKrEufI/xuwrizbyc/MUjMp3tBUyDcVpaWlh8b6fYjHNI7ZpgzQ7NMZVx68PY2QaGhoaGmpHCEFBbi5zU9Nk5njaJC0tWCOu1ZSWkGkojqfheB9nH3922+MK0zO05roaGhoaGm+gramF0795lem1v2cnJkWc9k5402lerfT19ckXXnhB6TA0NDQ0NDQ0NHZECPGilLJvs59pGjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYXREjINDQ0NDQ0NDYURUkqlY/AbIcQcMKZ0HNtQABiUDiKC0ebPf7S5Cwxt/gJDm7/A0ObPf9Q+d9VSysLNfhDRCZnaEUK8IKXsUzqOSEWbP//R5i4wtPkLDG3+AkObP/+J5LnTSpYaGhoaGhoaGgqjJWQaGhoaGhoaGgqjJWSh5etKBxDhaPPnP9rcBYY2f4GhzV9gaPPnPxE7d5qGTENDQ0NDQ0NDYbQVMg0NDQ0NDQ0NhdESMg0NDQ0NDQ0NhdESsihACNEohEhVOo5IQwjRLITYvfbnBKXjiQWEEGlCiKS1Pwul49HQ0NAIFCFEUHIp7SUUHVwFGIUQKYBBSvmI0gGpGSGEkB7x5ALwNSHEd4F5IcTDUsoVhcOLWoQQhUAf8KoQwgXoFQ4p4ln7kCiWUk4qHUukIISIl1KuKh2H0ggh4qSUbqXjiGTWPyqDNY/aClkEIjxs/G83BPwXcBNwRpmo1M/6vK0lY0gpZ4Ak4JPAE1oyFhqEEPEAUso5oAf4b+D7QKO2ShYwFcCNQohKIUSj0sFEAuvJmBCiVwiRqHQ8SrGeRAgh3iWEeLPS8UQicg0hxC4hxLeEEAeFEFn+nk9LyCKQtWvALYSoF0LsAl4E/h04JaWcUjg81bJh3sqFEG8XQmQDtwM6IA20MloouGI14lU8rU3+VUo5sJ4ca3jPFR9kFmAv8GvgPdr1+0aunBMhRL8Q4h7gC8AnhRCVykQWXjaZh71CiH8Argf+UghxRJnIIouNiyFCiAQhxPuAzwOXgWPAu/w9t5aQRQjrqwzrfxZC/DnwAPAe4BPAp4D9a5l6shAiX6FQVcWVtX0hxCeA7+Ep834IT4LwDTwPZ4CYeDiHkrWEQWz4+0khxINCiL8Dfonnem0UQhQrFmSEsr7Cu/ZhUSKlNAEm4Cnge2tf69pzfY218qTc8PdW4LPAw1LKk8As8L+Vii9cbKwMbODvgAIp5XvxJBTvWPtI1diGDSuLqUA20A2MSCk/BzwBlAkhevw5t3bjRggbltlPALcAk0A78CxwG9AK3IknyXgQ2K1MpOpiw83zdiFEE3AWuBbPC+wG4P1Sym8DWUKIp4C92iqD/6zr89YSgzwhxNXA24G/BrKAfwYeBUqBNwkhPiWEqFYw5IhiLRFLXUtuHxVC/BFwB/BT4PfWj1EyRjUhpVxdm68PrL0kh4GfA/Vrh9wLVEfr6tBGjZMQIkkI8a9CiL8WQrQAHwXq1pK1R4B44J1KxqtGNllZvEkI8QDwj4ATuBuwCCHagdN4tLFv8WcsLSFTKVfqxIQQ+UKI/8Rzw/wCuAf4DJ7l5i8BX5dSPgx8BfgTKeXjCoStCq6YtwIhxCeBdwArUsr7gT/Ho7f7BtAhhOgHPgh8UEr5U62M5jvrc76WiAkhxO3A/wcsAh8B+oFePMlZJ54kogrPJpQxZaJWP5us8DYD3wIEnnu/A8+H2SQghRD/LYT4cNgDVQmbzFc/8BxQi+ejoBPPB8GKEOKIlHICz6ptSbhjDSUb78e1vxfiqQwY8HzEfxkYAV7BI9sA+DYQ85sdNrJxhVUIkSg8u/LfBPwpnnvwH4FBYBo4AbjxJPzf92c8bZelSlm7CKQQogzPapceKAIeklLOCyGK8Lzk3g0cB0xCiAop5Xl43U7CmGPta7AQz1fKg0AX8JiUcnTtkDjgcSADcAAOKeUsnvKFho+sXWvrK5ElQDPwMWCXlNK8lkR0SimPCyE+D3xOSnmdEOKTsXqN7oQQIkFK6dowr/14SpODeJLcKSnltBDi53ieDw/geQn8n7U/xxRrL87VDfO1G8/qhQlP4uoCfgX8AfBvwCXg7UKIZ4EfRMt1KIRIlVI6NszDAeBqKeWn1mQuiXjkGWl47tHPA6eEEN+VUv4O+J1SsauFNXlQkZRyem2FNQn4HHAeuA/4M+D38bxXivGsTp8H9q/93pC/Y2srZCpik6+7d+NZDcsCXga+C7QJIQrXEojfAT8GCqWUN0opdeu/Gy0PGG9Yn7cN/3sdnvJtlZRSj+eGqRNCZK/dbM/iuaHygY9IKV9WJvLoYG1VbK8Q4gd4yukvAi8BN64dkotH33gXkIznRbBxNU0rEa+xNh234lnNWfdt+w6e1caP4JEnfBfoFELkAQ/j2SRRL6W8LKX8SynlaKzMqfDoaW/As3sXIUSKEOLLwP9bO2QAKMeTrP4Jnrnajef6/Mpa0ru+AhKxc7Y2Dz3Ahzf821/hqaKsJ1mLeLTGXwDeB9wKZAI3SykNG34vYuchSLwVKAQQQqTjqUBJ4O41zWYh0CylPArchUcqcAb4t0DtZ7QVMpWwcZVh7e+JwD7g+vWSjhDiBaAR+F94LpJPAElSSvvaz2POX+eKeVt/kDQA90spv7T29x8BB4HrgJ9KKZ8SQtwkpXSEOdyo4MrrbO0L8sN4hNI/XPu3zwEfFEI8JKV8fu3rPHW9lL6+ghtLHw47sablcQshngeuER4biwU8q2HvE0L8G/ABPNfxzcB7pJT/LoT4wtoH2uvOo8j/iTCwfu0IIW7D80I8I6WcFB6RdQmQI6U8uOH4FuAhoBrPO08vpbx05Xkj9Vpc0y7dBnxSSnlaCNEgpbyMx9Lnr6SULwJIKReEEDl4EnsH8DdSyvErzxep8xAoQohPAxYp5ReFEMVCiA48CX0enlX9hbVDS4B6IcTjwEXg8+s/C7Qypa2QqYQNqwz/LYT4X3iWlpPxPHzXceERDbqFxwR2VUppF0LErV0IMZWMwWvz1iKE+Cbw6bVShRUwCyGS1w6Lx7PU3MzaR4iWjPmP/J8NJvuEEAVADh5z0h9uOOw3eHRNH1r7nWc2JGOb7fiKeTYkUV14tChvw2Nr8S4hxG/wlCtvAlLwaIDMa/f9LATfpFKtbLh2bsOzKWdSCPF/8dgNWIBsIUTVhl8ZxfM87Qf+QEr5ZDjjDRUbVrKceN4NNwmPDdJDa/9eh2cX4PrxdXhK2meBv5VS3h3GcFXL2gcleLSZtwjPTtOb8KyU1QPPAFevHVuK5/3yceBTUso/lVIObLj3AnquCe25qAybrDJ04alTfxeowSPU/QQe8f4HgD/EIxz8xloZLia58ut/LSG4E8+8xePR2SXjuWkS8JR7e4B3SClt4Y848tlkzlvxlIDO/v/tnXeYZFW1xX8LBslBBCRLkChIFERBEAEJIiAIPgHJyUBUwkMRECQIEpXwEFAwkASRnBmQnB5IFiSJik+GnHG9P9apmTtFz0x3T8/0dNX5fV9/VXWr7q1bp2/YZ++19yZeh/WJx/Y226cqmZUzkUzW94qbv9JGuYireMUmI0bDz8vbtwOrktDbciQzeBciIn4d+GanG17tSJrO9muN14uQ8dkM+AxJcPgTsDDR89ej+UQAACAASURBVJxAwuNnAtfbfq+sN6Q9iIo+9j+2/91YthalnhipSXk78DAJ094JrEyOm11sv1vWGdLjML5I2sBJ8hqp2ZR0INHXfb/83U7GbUti+K4CHNA0ZgdyHKtBNpHp4ea2rO17JC0HHGh7/bL8ehIGmouE26YA9m94J7pKtN/DuK1NsqemJON0MHHRb0ZOnOHAVsA7wPHVGOsfzeOsEVLbCRhm+2eS9iHC1iOAk4hnZxpgb9t/bt9GJTSPZ6Vm4MvlhnA0cIbtP0vaBPiM7T0VPelqwBW2f9/YTleMraQVgUNtr1EmYQvZvrXopKYnhuq2wNvAb0jW9DKkA8eZje0MaSNE0lwkK/IiEi7bDbicJC98AXiDeMj+QKIr05HEr+dsn9PYTlccN2OiaMNOJ8fKW0RTfJ7ti5TyRzsBcxLZ0IXAv8gE6eamPGDA96uL/ycTlXaXppKNdjYRC95Iapl8HbjV9mVKBeULiyagefHuuhOpzSiYi6Qcfxa4i4zhdsDZtm+RdCjwkO1fD/WL72DSdsxNQ+qH/ZMkkSwIbGP7q+X9m4iY/2VgUdv3D85eDy3KNWEXUpj0auAXJEz5uO0LJa0MHEjE5xe2rdsVx3bbuX8xaRO3GAmHz0QmYJeTa8K05fVFtm8ZnD2e8EjagZSMWRh4mkxAXwZuY1QZpB1IUtOObet2xXHTGyR9lrTNe4aU/PgOycr/O7Cz7U0lHUm8q5c31ptgY1gNsolMEer+mGSiPVouvHsRD9gN5b1/ksKZX3X6/7XW7TpjrIWkuUkhwznICfJzSUeRLNS5iSdxRWLgft/2vYO2sx2EUm5hIdLB4AFgR0aFzq4jHrE1gB2bXsj2kHy3U0KSbhgXHyUlB14iY7k3mZhNT5JSZiHH+mVk5v5aazvdeEMtmtm5SEhyjeJBPJ9MyN4mRu3Xgc8Bd3TKeLWu+Q3v9EKkuO3hwFS2v1OWfZXUFJsLmN0pc/HRlrylm+8d8AHDfkoSwn2chHgns/1tSfORJJEVybl4EDmWXplY+1lF/RMQNdodlddbkbDOZWR2t3556yoiwBxBZjan216taYxB92S/9DBuXyIemvtJ+Y+5lCzUc4nY8l4SMjveKf9RjbE+0vLgNh5XURIlDiQlGM63fTHRo2xCMrU+RsJoB7eHhKsxNjq2/1NurEtJWqbcKF8AXiwhkAtIC5YniGD/b8Dhts+w/VrDwz5kjYv+ImkF4EjiDbqGlGyAaGy3Kd6L54HpbF/X1JkN9fFqXfMbv+MCUtz2fOANSUvYfpyUYniElEH5dVnnn2orENtt9BCZGkauW6sDnyDn2tyS5nXqVN5bxnpz4LqWMdbazoSmGmQTkIbea4Gy6E1SM+wMYkC8JGl12w8Qo2JB2094VDba5D1tt1NpnDytcftEuaBMTbQRV5Hq+gJWsn0H0U58xPZbtq8YnD0f2qiR9di4cB8P/Mv2F4GTiQeH8nwzYAbbB9jeyvajE+uCNZSQRusYMZmkQ0gnja8rPVV/AcwvaX7bt5LjegnbL9o+wvbdKnTDDVWj9+sdJmnt4hl/glSV34R4ZzeW9HniEXsUwPbutl8ahN0ecJrHTXm9i6Qty8tDgb1s306ufd8px9UKwOS2n3NKXgBD3yDtL+3njVKfbm9gdduPEbnLIkRjfBtwiaTfAZMXo+3Z4pEckOzJ3lINsgFEqYPTfL2ypEuA/ZWec3cAV0raxvYI4n7fvpyAp9q+rLl+t3gZlFTi5izmE5KGE3fyD0imy9PAcsWz8AiwtqTpgSNsXzU4e94ZlAvPlJIOk7SdksW1FwlFYvt4YDZJm5Tx37550VctYzEaDa9E82Y4I6nDtjLwFxJie54YG9uWzxxv+xeN7XRFrbbGeLUmYjMTMfqKxJPxIkngWb6scgrR/LxErg+jbWeoY4/WnQFiPHy7HA/nAB8t0ZbfkESmp0gY9wO11bqR5nmjlETavLz1IrB4ud/cSKQBnyFh7z8CP7W9nRvFgif2uVc1ZANAiT3vT8SV7wL7OfXBDifhyRHAT0i48mkSm96B9BVb2PYjjW11xWwYRupo9iX6pPuBJ22fLekbwFO2h0t6hogt3yd1hM4hsf+PF89ipY9I2pTShsf20+UGeBIJR95NSgWsV5Y9YPsESeuQMT9hTNutjI6k9UmtrD/YPkepJTYVOYZPLR97h2R4neJR5Qi65hrQRKkheBDRhB1FtKHzkJvlc8QIu9f2kZLmtP18Wa8jdGKN1yuQzPGZSFRld1I/7D1HG7YX8RQuRDzVraKkXa3b1OiJSFMRXd2XSQmkV4k+bA1SVf8qcjw9TCZC/+5pOxObapCNJ0rGy/Yk/HA6cDTwLGnNsQwwP8kKOo7E9z9ETq7bSpiiK5G0MfA/pE7OVWSMjib9J78HLEqKHV7c8hooKe7X2r5nUHZ6iKOUDtiHXJweI2GOk4j3YXdSKmQ74CVH5LoImVB80rVsyFhp3QxLiGNKElr6KDG8tgYeJDeCI8lN4UAiwN7SpdNGN9FuPEj6NplwnU7qCS5FPIhTUsJxxDg51aPKqYyWKDEUab/5K0VJ/wAMt32ApO1JokKrR2nLuDjd9g1lnYkaVhsKSPoiyTb9hu07Jf2A1E18mZx/G5D6dMfZfqesM+gToWqQjSeSjgBesH10eT0zqRj9GikPsBiZ9c1MwhRHk7IMXT3wkuYBriCamVaocg+Szn0ImbmsRGaJRwEHAH8ayjPhwUQpF3IM8Xj9qCxblZQPGUGSStYgBtnDwLq2L5C0qO1HWherSeGiNakiaTpgCtsjJP2MiMy3KiHgy8mNdV0y5o/YPqWxbleMa5uuZ0oSMrqNhCO/Dexr+6+SdidesQtJNAHbJw/OXk9YimZpX3Le3UzqXW3pUTUp/0Am/VOS+mvXD9a+TspIWo+I8a8ihcJPAO63fYqkT5FiytsoCWFzuLSNmpQ8rB0Rcx8MGnqF00hcepky63uR6ELmKe9dQvQ4OwMn2H6wGy68Y6OM07Mkdj/ypmT7GFKVfEpgT2LY/gj4b9s3TSonzVDEaXo7HHi2GMOQ8OTDpFTI/WQGviZwLWm8TiucPliaikkVSetI+njj9Q7AlURk/Q3iCZtO0iecbOk7iYF2vu09WsaYipC908dV0hckTd8wxlYiUYTVSW27B4icY71iqM0CLGb7fdsnt4yxoa4Tk7SFpPVbullJHyNFXt8n170fEs3si5L2KkbGMOA1R7B/fVlvSI/D+CBpAUk/kbRHCU2iFFbfAtiPTOR/DPyUtB3blDhDRig67/dsP6NRLQcnmftK1/5T+0PzJGj9E52U4/tI76uZyts3kyrJr9j+FWm1sLlT5LWrstHGcOFo3dwPI8bsZxvv3QZMb/tsIthft5tDu/1FbRl+5enlRMi6hKQpnfIAM5MCkmcRF/5LwIa2T6XyARpjuRSl/IJSaX8FUsbmGaJdmYIcy2dKOpuI+l9pbGe0jOJORenPewnxAB0s6dPlraVJJ40DiXh/ZaKta7WLmptSvqF5zZyUbp59QSl3cj0p3LocKV8B0RBeS87Nzcgx8gLRN21Ojqnvua337lAdh/GlTHx+R2RBnyaODkjLvFeJMbYwcJ/tJ0itxK2AS23vafvNxuTyP5PaRKgaZH2gIRhcrDy2LhRnkv6T85RlOwI3tMSWtp8rn++qbDSlP+f+JYyLpK0lzeVk9bVS3E8gon2UTNS5SKVkXHrPVfqGpGWIKL8VQm9dgJ4gHrFPEn0TRNz/j/L+X22fYvuFbp6Bj43GjfAi4JNKNf1ZyTgeQ8Z9H+LtOZ2Us7nT9tdtv9XYTsdfB5SSFd8Fbre9JikivFR5e1Yisv41sBHRTN1N6oz9w/bWtp/soFDuzESesbntA0nJozlIe56VSZmZwxhloN5PDI8nbD+kLiuBNBYWBC5wMr+PJ4Y9xCmyLLCe7c8D/1LajR1HPI/3wKRfSqpedPuApE0l/Ro4Vykk19LUvEpmOAeQdNp5iKExGt0yq2nczB8nHpllStz+U8RtrJZnwEnjnlPSs6Q58L6eiJWRO4nGxeYB4NDimdmmvDd7mV3eQxJL1pJ0PMnmurltO5OUG3+waTdOJe1GCkq+QkIkb5Ab7ktE67MaCbX/h2igVu9GA7dMRIcDTyjtt2YmtZ8g9dheJkkl8wGXFU/5JcCSkj5VpA1D3hgr59P1wPmS9lb6v85PspbvJuWPLiIen+tIPcoXibj/U5Jm63RP6rhonD+/ABZSyn4cC8wnaWPbfyeJNG9J+hVxijxQ7iU3kJp1k7xHuor6x0C70E/SkiQmvQMpcfFMSxzd+My3yGzwrvK6U2Z3vaaHcfsSEYtfAXzFjd5qkoY5DZU/Acxt+8qJv8dDH+mDvU6LMba87UXL8guAx2zvJ2lN4JvEe3PopH6RGix6EvsqAuxjgQNt/18Z598RD9mipKfno6R7wctFD7U+0ee928nXg7bjsNXqZ0ESVlqDeGeHEQPkcpJFvQEx0g5wadqsJJvc5Q7J7NWoDNy5gIeIZ/BcInN5iojQXyVGwxm2/9FYd+r2cGW30NP5V5ZvS8bqTJIh/l3SbvB0ckwtYPvm9vWGAtUgGwuSPkyyzx4A1iLamu2V+ll/AHazfXsPRojI2Hall0HStMTzcovtG5VG6esC1xNvzI3AGy7pxpWBoQiANyUZRreQi/7xtq+WNJ1H9fcTEZi/Wl53df2idiTNBrzZGJ9WuZDLyE3gV0SScKqkNYiBtpbt5yXNUWbrXTUhK2HyuW3/sYTJRzQE/BsSbc/+JCqzOgklremS6VY+N2woyxQkzU6yRq9w6lAuRmorvt0wyn4ATGt7X6XExT7EmDi+MV6TTNbfpICkxWw/3JhsTkeOn5/ZvkcpEL4zqa7/u8Z6rUnBkDkPq0FW6MGo2pKUAHiahCZ2JYbENz2qse1Ttr/b/IcPpX/+QNDDuLUuvLeSTL2/k0zKXxF384rAEuQCdN3E3+POoM0bMT0RTc8LXE10OleT4/YQImpdDLgJeKt5rEJ36Jl6i5I5uTMJnbW6RXyW1MxblhgUpxAPz/bEw7MksIftv5ZtdM24NgyNYSQcfj/xvP6U6BS/TI67TUj2+WW2X5K0pBuFnTvBCFFa5P0EOMRJ4DqLnH+PwWidSG4DftA+USrvddX9Y2wo2ZEbEM3rek5mZMso25gkSPygNQHqBLpO19COCj0YFYcDO9veimRIrUP6T/6wnFD3AKtJWqp5AnXTyVQuxi2jYLay+HkSDjuXaEN2AqYhnrElbH8f2KwaY/2jpaUoM7+plDTuDxGR9BNOVu855AZ4FwmHnEj63L3Zfqx20/HaG5yWUE8BiwOzk3IEU9m+hKTSr0Cq7X+HhE3esL1hyxgr2+j4cW0ch++X6+d7xBhb3vbR5ff/DJjf9sPESFsEmLasN1qXjaFqjGn0zPsnyfm2gaTPZJEfbR0PGqXxPI5kkdLmte6q+0cTfVCnuSSj5EG3kUlls/zOBUQa8E7bekO6ikH1kBUkLUyEgOcBT5Jsl6edNh1LEPHp2kQDMWv5zBnAUe0Xl06lMTs5FjjT9n0lfHsKKYT7PPHUzEmSGnYnlfhnJ2O7mO17B2fvhzZlRniZi55E0k4kPHkD8Ua+TbLVfm77L5IOIrWLfjLUQ0ETkrHonrYhk4i7SDHn39m+XNLWwMa212/zjHdl2LePYfLp3aEJO0pCwiPEK30iMdofIMfNc4O5b0OF/kqEOomu9JD1YI2vSgSBL5LCmHuQi/ASkhZwWnVcQ0ITr5LZzXWkr1q3GGOTUWZ1pE7OhuX5l4Df296ChCe2A+YgRtiqxIC9wfZb1RjrO41j9XMkiwilsOuyREAOKaD7Frkh/FdZ9nPgLEj5kPZjvtLr8iAzAb8Eti8G2Jnk+kCZnLQ87B1vjDWPIUnTSzqUHHvXEo3oqqR0w37lGP2MpKlbhqvtV4a6BwNG98JImkPSGWQCfxiJpBxFJAJTASdJOk/SKmPbTrfRwz14S5KRvCu5914KLCxpCdv/JF0bvlo+3uz72VFj2FUX6YZbuDUj/prSQ+1d4DrbPwZOJhfhWUnvue+UdQ6yfVtZ9wlgbdvHDsLPmOgoIsqjSBgXoq15T0llnwHYuGjqfgv8xvadJGy2OPAj26cPwm53BI2Z4AnAKsV7MwuZGPyQtJw5ioTQ/xd4W9JMtv9p+x/tx3ylT+VBpiRFPB8gdY4WgoQ1myGmTg8zDXSYfKL/gAGi6ORGGuJl8ceBc5w6a28C3yfRk+uAvzjtj/a3fVP79obyWPSXKhEaO8MGewcmFiWmPwVwo6Q5ibfhBeIZmxd4TdLHbD8t6XVScfsXFM1D2cZkTnXfZyf+L5j4lJv/O7aflTSC1MT5HGn0Oz25Yd1EvGJ7k1j/0ZIu6RZjdULQ7pJX+vqtxqgEiS+Si9VtZNa4PfFYnmz79ua2Ou2CNT40zt+RuidJLd3TFuUzPyPlQf5H0n3E4B3uthI33TCuvQiTnwVsJOnjtu8o4cvdbB/eCWHyhkTja6TSeyvrdi9gAUnDbZ8jaRZJl5Es3NmJUfZz4jHE9mPN7Q3Kj5lEaIT4mxKhv5A6bF8mXv4jGSURuplREqFFSG2/jqWjPWSS5pO0r1Ix+hHiPj6LzGreJWLdR4k48F1gb0mnkVDFe7Zfsv23LvYyrArsJGlpohF5jbSl+AiwCrCsU3PtUJLKfhFwjSOArvSRpieisWxGIiTfwvaXiWdiJVJ49EXgj+R4Ptn2S2WdjnLjDxQNz/h6pKXRF4hw+HGlNhvAVrb3K88vAY52o4zFxN7nwaCGyUfyofK4JgmloVR/n5+IzfeRtAlJXnqVlER5nBhlzzrtyEbSrcZYlQj1no4V9Uvak1jclwKnktDa2cQIW1GpGfMbcgF+trjhVwdmLTqRrqeEdtYjF989SYHL10gpkOOIS/6/ymdncynsWBk/JK1AGtL/0vZlkn5DPBVnS/oKcKztectn53Wp5VRn4B9EA1QepBvHVSkB8lty/s9AeitORtrX7EOMj+XJxO3U5oRgKI+X0lXkW8ActveR9HlinB5ODLNhJLtvHeA7To2s80gngkNcGoCXbQ3psRgf2n978TTOQsKPa9s+QNIswMFEp7kyqWW3R9t25gH+5UbrsU5lqM9gxsZcwN62f2L75RJm/ApprfBJpxrylcBBAEXrcGnLGNMk3vNqYmD7fdsXA3eS2e/fSZ+5W8jMeB5JLV1NNcb6Qes4K9KKKZS2PPsRHc7y5fUhwLclLU48lE9Kmr9c8J5p6DK68sLfE1X31Dd68GLsTrSJrTD5/SRy8BoJk68OfA941PaRLWMMhu54ldNoahIWmxdYsZxzrdDr1ESn+U3gVdtrACsUDdTmtr/QMsZa5/VQHYvxpUiEPleez6kkPixDJkDTMkoi9H9AUyJ0VGMbrXP42W4wxqBDDTJJUxGB5UaSNpF0VfGYTU9cowcodbOuAl5RKsuPhrsga6q32D6GuJf3Aj5fFh9KRJiPD9qOdQCN42zm8jgbqXL+C9J4eQnSI/EwUqTUtldzGoG3sgLdrRf+diRtrLSbaXnFdiJe8u+SG8JZwAwt3RPwN4ruiZSzuHyw9n0wqGHy0dibGFszA+eXZSsSr86ngTltX0XkG/NKupYYqQ+6dB1pGGJdd/+oEqHxp5NDlouRWdyywN2kRtbOttcu1vqcpLr2Q4O4m0OGcpLtTQTli3fjBWcgaHmyGo8bEx3Tg2SC8BLx2lxg+zZJu5D6bbuqIZRWl9a9GhMaVUPsOOB923uWUMf3yXG7K/Ax4u1ZBvio7R8pNY5UPOYdUTG+P9QwOUiagRT7XZh4/w4gGfX/JEk0w8t5OBk5ht6y/eBg7e+kRJUIDQwda5C1U7xgBxRNwIdtj2i815UX4b5SZs5v2H53sPdlKNJ+nBVP7gnE87Bm+fsZmSwsR3Q60wGzuAvb8vSHbtU99QWNanckoof6JsnivYRIPV4moaXTgW3JjXZtUhrkqdaEAjrvOCzn5FEkjHYZ8Q7eQhrIz0pCk080Pt/VfYtbSDqalP+4o7HsI8Dvic7ufkn7AIvY3raH9esEkw4NWbaQNEzSNEpPrAuBycqFd0R5v+Ve7uqTqbcULV41xvpJ8eDMJGlLJe17buIR2xHYDDjRqVf0IPBvYB7br7rL2vL0lqp76h81TD5milZpX2Bp4rme0/brxOtzUtMYK593t98/qkRo4Oh4D5mk1ciJ9XPbfxrk3al0ET14xDYgzXLfIbqUI0g47V/lcW2i3TnKNUlijPTk0S7e25OAHW2/Jmk48N+AiLdxHWLoHtxtXrEaJu87klYkIctP2p5nsPdnUqdKhAaGbjDIRruI1PBkZWLQgzE2DwkDHWH7jHLTe5eIyhcmGUkvAj9uhie7wWDoL1X3NG5qmLz/KBnkM9m+s92oHex9m9SpEqH+0fEGWYt6EFQmNEUzMadL8cIyazyAVJs+lzT/XqJ4HqYkYfSvOT3+FmyFQ+pF/4NU3VP/kTQTqSF4OynpsBNpRr8C8RjeLGkJUnPwty3DtRLq+dg7lNZSHyL9jbcnJUL2bo1dN3lY+0tHa8iaVGOsMiEpWUNrAVsU3eIsJMPvJFJ49AJSZ2cxSd8iWX9vU1pzNYyxyerF/4NU3VPv6EFXtwHwU+CzwI+BD5PK8jOTuoyzSzoSeMH2EdUY+yCdfswMFCW0vQKRZRxk+3vNsavG2LjpGg9ZpTKhkbQAsDXJyrqHNKo/g4j277J9UNHv7EEMtYuKYLjSRtU99Z0aJq8MNlUiNH50jYesUhlIWuGvxuNKwIHE+7AGMA0Jox1oe33gXEm7276ACF5H2H69uPkrDZpewmKMTUXCjzsCD5Ew5IdIhf2vlP/B2cAxZZ33VOh0Y0zSRyQtCSOzeBeT9NvihX2LeMeWKR8/nXjF/mT7OBJO2sH2X7s1nFsZWFrnm3ooOFwZN9Ugq1T6SPHAjDQYyuJvAZeTzMkXSQHdY4DHJP2ECKcfK589A9i4GB7vURkN1/IgvaKGySuTKtUQ6x/VIKtUeomkDWGkB2aYpG0krVrefga426nc/RCpf/UG8G3gUtur276srH+57e3qRStU3VP/sP0mEeq/TcKPk5F+izMCmwLXFo/FycB/Ec/sFrb/3radehxWKpMANVxSqfQCSdMBW0p6G/gHsB0wFbC1pM2JNmd1SS8QwflMwAJO77sbyja6Rs/UW8agezqC0XVPS5Fw28LALxmle3qhrNMVuqcedHUrAbuUt6ch/QNbYfLlSvhyd9vHStqMRpi8emYrlUmPKuqvVHqJUmR4N9Is9zTbx0naFZgcuBJYhVSE/wfwQ7dV9a6EWh6k7/RkREk6m/QOvJ9ktv0buBXYD3iO1BU7yqnRtg5JgtihesQqlUmTGrKsVHrPrcCNJET0sbLsNGBFYG7bp5BK8Vs0jYZB2dNJlKp76hs1TF6pdA/VIKtUeontt4ErgEeBVSStbvsN4BwSvsT2kzBallHHGw19oeqeek8jTL6OpGWAY4mu7mBJczMqTD4To4fJ/237hrKNyQdn7yuVSl+pIctKpQ8UQ+trpMTFQ8BXusE46C/j0D29AJwI/JD0DFyuhC+/WHRP5wJnlpBbV+qeapi8UukeqoesUukDxfi6kYTVflSNsTFTy4MMCDVMXql0CdVDVqlUBhRJG9q+qDwfBmwJPGn7Rkk/Jl6vx4o+ak1ikI0AlmyF2iqjkLQo8AOSZbqP7eskbQS8b/vixudqVfRKZQhTy15UKv2km7L8ekstDzJBeIxkU34K2FXSDbYvbP9QNcYqlaFN9ZBVKpUBpeqeBh5JcwFbANfYvnuw96dSqQw81SCrVCoDSqkdtgsxIIbb3lPSNKS46+m2r5K0QCsjtaxTvY2VSqWrqaL+SqUyoNTyIBOOKtivVDqX6iGrVCoDTi0PUqlUKn2jivorlcqAY/s/klrlQa6pxlilUqmMneohq1QqlUqlUhlkqoasUqlMUKruqVKpVMZN9ZBVKpVKpVKpDDLVQ1apVCqVSqUyyFSDrFKpVCqVSmWQqQZZpVKpVCqVyiBTDbJKpQOQ9L6k+yT9WdJ5pTJ+X9bfvR/rXCZpph6WHyjpu33ZVmPd+SR9vfF6eUnHl+dTSrqm/M7NJJ0mafF+fMfSktZtvP6ypH37s799+M5dJT0s6dcT8nsGCklnStqkn+uONr6VSqV3VIOsUukM3rS9tO0lgHeAnXu7oqTJgd2BPhlktte1/VLfdnOczAeMNMhs32V71/JyGWCK8jvPsb297Yf68R1LAyMNBtsX2z58fHa6F3wTWNf25mP6gKROqQs52vhWKpXeUQ2ySqXzuIk09kbSRZLulvSgpB1bH5D0mqSDJd0O7A/MCVwv6XpJ20k6pvHZHST9tP1LJD0laZbyfH9Jj0q6Blik8ZkFJV1R9uEmSYuW5WdKOl7SLZKebHhjDiftlu6TtIek1SRdImk24Gxg6fLegpJukLR82d7aku6R9L+Sri3LVijbv7c8LiLpQ8DBwGYNT9vWkk4s63xM0rWS7i+P845jf9vHZM/ipfyzpN3LspOBBYCLJe3R9vmti0fzj8BVZdn3JN1Z9uGgsmxaSZeW3/dnSZs1/gdHSLqj/LX+7336HQonSnpI0qXAbI19XE7SjeV/eKWkOcryGxrf/ZikVXoa357GqVKp9IDt+lf/6t8Q/wNeK4/DgD8Au5TXM5fHqYE/Ax8prw1s2lj/KWCW8nxa4AnijQK4BViyh+98CpgFWA54gHjYZgD+Any3fOZaYKHyfEXguvL8TOA8MilcHPhLWb4acEnjO0a+7uG9G4DlgVmBZ4H5237zDMCw8nwN4ILyfGvgxMZ2Rr4G/ghsVZ5vC1w0tv1tG4/WOEwLTAc8CCzTPr5t62wNPNfY57WAUwGV77oE+BywMfA/jfVmbGx3//L8G42xgqux7gAAA25JREFU6tPvAL4CXA1MTozzl4BNgCnK/3/W8rnNSIP41vgfXZ6vSzoyfGB861/9q3+9++sUF3ml0u1MLem+8vwm0rIIYFdJG5Xn8wALAf8G3gcu6GlDtl+XdB3wJUkPE8PsgbF89yrAhU4DcSRdXB6nAz4DnKdRtWGnbKx3kdNS6SFJH+39T/0AnwaG2/5r2f8Xy/IZgV9KWogYoFP0YlsrEeME4CzgyD7s78pkHF4HkPR7Mjb3juM7r27s81rlr7XOdOR/dhNwlKQjiNF1U2P93zYeW57Nvv6OzwG/tf0+8Hz5/0O8nUsAV5f/4eTA3xvb+n15vJuEmyuVSj+pBlml0hm8aXvp5gJJqxHP0Eq235B0AzBVefutcvMdE6cB/w08ApzRi+/vqcL0ZMBL7fvV4O3m7vbiO8aExvD9PwKut72RpPmIR6evNLc7rv3t7294vW0bh9k+5QMbl5YjnqjDJF1l++Ae9nFMlb578zt6WlfAg7ZXGsN2W9t6n3o/qVTGi6ohq1Q6lxmBEcUYW5R4ksbEq8D0rRe2byceta8zygMzJoYDG0maWtL0wPplG68Af5X0VRipU1pqHNsabT96ya3AqpLmL98zc1k+I/C38nzrXn7HLcDXyvPNgZv7sB/DgQ0lTSNpWmAj4tnqC1cC2xbvIpLmkjSbpDmBN2yfDRwFLNtYZ7PG4639/B3Dga9JmrxoxD5flj8KzCpppbI/U0j6xDi21Z//YaXS9VSDrFLpXK4Ahkm6n3iLbhvLZ08FLpd0fWPZucCfbI8Y25fYvgc4B7iPhEGbRsjmwHaS/pdoqjYYxz7fD7xXxOt7jOOzre//F7Aj8PvyPeeUt44k3qQ/kVBbi+uBxccgOt8V2KaM2ZbAbr3Zh7If9xCN1h3A7cBptscVrmzfxlXAb4BbJT0AnE+MmyWBO0pYen/gkMZqUyrJGbsBrTHr6++4EHicaOBOAm4s+/MO0ZIdUcb2PhKGHhujja9SuuS0cf/6SqW7qb0sK5VKj0i6BDjG9rWDvS+VnpH0FLC87f8b7H2pVCrjR/WQVSqV0ZA0k6THiC6tGmOVSqUyEageskqlUqlUKpVBpnrIKpVKpVKpVAaZapBVKpVKpVKpDDLVIKtUKpVKpVIZZKpBVqlUKpVKpTLIVIOsUqlUKpVKZZD5f3JQBCQcK8AtAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a bean plot.\n", "fig2 = plt.figure()\n", "ax = fig2.add_subplot(111)\n", "\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a jitter plot.\n", "fig3 = plt.figure()\n", "ax = fig3.add_subplot(111)\n", "\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n", " 'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n", " 'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n", " 'bean_mean_color':'#009D91'}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n", " plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create an asymmetrical jitter plot.\n", "ix = data.exog['income'] < 16 # incomes < $30k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_lower_income = [age[endog == id] for id in party_ID]\n", "\n", "ix = data.exog['income'] >= 20 # incomes > $50k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_higher_income = [age[endog == id] for id in party_ID]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n", "plot_opts['bean_show_mean'] = False\n", "plot_opts['bean_show_median'] = False\n", "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n", "plot_opts['cutoff_val'] = 10\n", "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n", " jitter=True, plot_opts=plot_opts)\n", "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n", "plot_opts['bean_color'] = '#009D91'\n", "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n", "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n", " jitter=True, plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")\n", "\n", "\n", "# Show all plots.\n", "#plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }