From 3b60795a13cc5fed75d1973bbb6ac7f3808481ad Mon Sep 17 00:00:00 2001 From: davidcorteso Date: Mon, 25 Mar 2019 15:20:46 +0000 Subject: [PATCH] Fixed steepest descent method - Updated the tau array with time steps into a scalar (as it should've been orginally) - Added option to change initial time step - Updated notebook with the relaxation of an isolated skyrmion: added SD method and code runtime comparison - Updated Numpy function in SD code (is not working as well as the C code for now) --- doc/ipynb/isolated_skyrmion.ipynb | 819 +++++---------------- doc/ipynb/steepest_descent_atomistic.ipynb | 141 ++-- fidimag/common/lib/common_clib.h | 4 +- fidimag/common/lib/common_clib.pyx | 12 +- fidimag/common/lib/steepest_descent.c | 53 +- 5 files changed, 289 insertions(+), 740 deletions(-) diff --git a/doc/ipynb/isolated_skyrmion.ipynb b/doc/ipynb/isolated_skyrmion.ipynb index 00f83828..a3ab87a7 100644 --- a/doc/ipynb/isolated_skyrmion.ipynb +++ b/doc/ipynb/isolated_skyrmion.ipynb @@ -22,7 +22,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Problem specification" + "## Problem specification" ] }, { @@ -42,7 +42,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Simulation" + "## Simulation using the LLG equation" ] }, { @@ -55,6 +55,7 @@ "from fidimag.common import CuboidMesh\n", "from fidimag.micro import UniformExchange, Demag, DMI\n", "from fidimag.common import plot\n", + "import time\n", "%matplotlib inline" ] }, @@ -159,6 +160,7 @@ "\n", "# Create simulation object.\n", "sim = Sim(mesh)\n", + "# sim = Sim(mesh, driver='steepest_descent')\n", "sim.Ms = Ms_function(Ms)\n", "sim.driver.alpha = alpha\n", "sim.driver.gamma = gamma\n", @@ -170,7 +172,9 @@ "\n", "# Since the magnetisation dynamics is not important in this stage,\n", "# the precession term in LLG equation can be set to artificially zero.\n", - "sim.driver.do_precession = False\n", + "# sim.driver.do_precession = False\n", + "\n", + "sim.driver.tmax = 1\n", "\n", "# Initialise the system.\n", "sim.set_m(init_m)" @@ -180,641 +184,72 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now the system is relaxed to find a metastable state of the system:" + "This is the initial configuration used before relaxation:" ] }, { "cell_type": "code", "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(sim, component='all', z=0.0, cmap='RdBu')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now the system is relaxed to find a metastable state of the system:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": { "scrolled": true }, + "outputs": [], + "source": [ + "%%capture\n", + "# Relax the system to its equilibrium.\n", + "# We will time the code using 3 threads in an i7-4790\n", + "start = time.time()\n", + "sim.driver.relax(dt=1e-13, stopping_dmdt=0.01, max_steps=5000, save_m_steps=None, save_vtk_steps=None)\n", + "end = time.time()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "#1 t=1e-13 dt=1e-13 max_dmdt=2.65e+04\n", - "#2 t=2e-13 dt=1e-13 max_dmdt=3.18e+04\n", - "#3 t=3e-13 dt=1e-13 max_dmdt=3.76e+04\n", - "#4 t=4e-13 dt=1e-13 max_dmdt=4.35e+04\n", - "#5 t=5e-13 dt=1e-13 max_dmdt=4.93e+04\n", - "#6 t=6e-13 dt=1e-13 max_dmdt=5.44e+04\n", - "#7 t=7e-13 dt=1e-13 max_dmdt=5.84e+04\n", - "#8 t=8e-13 dt=1e-13 max_dmdt=6.05e+04\n", - "#9 t=9e-13 dt=1e-13 max_dmdt=6.02e+04\n", - "#10 t=1e-12 dt=1e-13 max_dmdt=5.75e+04\n", - "#11 t=1.1e-12 dt=1e-13 max_dmdt=5.26e+04\n", - "#12 t=1.2e-12 dt=1e-13 max_dmdt=5.01e+04\n", - "#13 t=1.3e-12 dt=1e-13 max_dmdt=4.63e+04\n", - "#14 t=1.4e-12 dt=1e-13 max_dmdt=4.18e+04\n", - "#15 t=1.5e-12 dt=1e-13 max_dmdt=3.69e+04\n", - "#16 t=1.6e-12 dt=1e-13 max_dmdt=3.4e+04\n", - "#17 t=1.7e-12 dt=1e-13 max_dmdt=3.13e+04\n", - "#18 t=1.8e-12 dt=1e-13 max_dmdt=2.87e+04\n", - "#19 t=1.9e-12 dt=1e-13 max_dmdt=2.62e+04\n", - "#20 t=2e-12 dt=1e-13 max_dmdt=2.41e+04\n", - "#21 t=2.1e-12 dt=1e-13 max_dmdt=2.23e+04\n", - "#22 t=2.2e-12 dt=1e-13 max_dmdt=2.05e+04\n", - "#23 t=2.3e-12 dt=1e-13 max_dmdt=1.91e+04\n", - "#24 t=2.4e-12 dt=1e-13 max_dmdt=1.78e+04\n", - "#25 t=2.5e-12 dt=1e-13 max_dmdt=1.66e+04\n", - "#26 t=2.6e-12 dt=1e-13 max_dmdt=1.57e+04\n", - "#27 t=2.7e-12 dt=1e-13 max_dmdt=1.49e+04\n", - "#28 t=2.8e-12 dt=1e-13 max_dmdt=1.41e+04\n", - "#29 t=2.9e-12 dt=1e-13 max_dmdt=1.34e+04\n", - "#30 t=3e-12 dt=1e-13 max_dmdt=1.28e+04\n", - "#31 t=3.1e-12 dt=1e-13 max_dmdt=1.23e+04\n", - "#32 t=3.2e-12 dt=1e-13 max_dmdt=1.18e+04\n", - "#33 t=3.3e-12 dt=1e-13 max_dmdt=1.13e+04\n", - "#34 t=3.4e-12 dt=1e-13 max_dmdt=1.08e+04\n", - "#35 t=3.5e-12 dt=1e-13 max_dmdt=1.04e+04\n", - "#36 t=3.6e-12 dt=1e-13 max_dmdt=1e+04\n", - "#37 t=3.7e-12 dt=1e-13 max_dmdt=9.64e+03\n", - "#38 t=3.8e-12 dt=1e-13 max_dmdt=9.35e+03\n", - "#39 t=3.9e-12 dt=1e-13 max_dmdt=9.14e+03\n", - "#40 t=4e-12 dt=1e-13 max_dmdt=8.93e+03\n", - "#41 t=4.1e-12 dt=1e-13 max_dmdt=8.71e+03\n", - "#42 t=4.2e-12 dt=1e-13 max_dmdt=8.49e+03\n", - "#43 t=4.3e-12 dt=1e-13 max_dmdt=8.28e+03\n", - "#44 t=4.4e-12 dt=1e-13 max_dmdt=8.06e+03\n", - "#45 t=4.5e-12 dt=1e-13 max_dmdt=7.89e+03\n", - "#46 t=4.6e-12 dt=1e-13 max_dmdt=7.73e+03\n", - "#47 t=4.71e-12 dt=1.13e-13 max_dmdt=7.56e+03\n", - "#48 t=4.83e-12 dt=1.13e-13 max_dmdt=7.38e+03\n", - "#49 t=4.94e-12 dt=1.13e-13 max_dmdt=7.21e+03\n", - "#50 t=5.05e-12 dt=1.13e-13 max_dmdt=7.03e+03\n", - "#51 t=5.17e-12 dt=1.13e-13 max_dmdt=6.87e+03\n", - "#52 t=5.28e-12 dt=1.13e-13 max_dmdt=6.7e+03\n", - "#53 t=5.39e-12 dt=1.13e-13 max_dmdt=6.54e+03\n", - "#54 t=5.5e-12 dt=1.13e-13 max_dmdt=6.38e+03\n", - "#55 t=5.62e-12 dt=1.13e-13 max_dmdt=6.23e+03\n", - "#56 t=5.73e-12 dt=1.13e-13 max_dmdt=6.08e+03\n", - "#57 t=5.84e-12 dt=1.13e-13 max_dmdt=5.94e+03\n", - "#58 t=5.96e-12 dt=1.13e-13 max_dmdt=5.83e+03\n", - "#59 t=6.07e-12 dt=1.13e-13 max_dmdt=5.72e+03\n", - "#60 t=6.25e-12 dt=1.86e-13 max_dmdt=5.58e+03\n", - "#61 t=6.44e-12 dt=1.86e-13 max_dmdt=5.42e+03\n", - "#62 t=6.63e-12 dt=1.86e-13 max_dmdt=5.26e+03\n", - "#63 t=6.81e-12 dt=1.86e-13 max_dmdt=5.11e+03\n", - "#64 t=7e-12 dt=1.86e-13 max_dmdt=4.96e+03\n", - "#65 t=7.18e-12 dt=1.86e-13 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"#548 t=1.33e-09 dt=1.88e-11 max_dmdt=5.84\n", - "#549 t=1.35e-09 dt=1.88e-11 max_dmdt=5.34\n", - "#550 t=1.37e-09 dt=1.88e-11 max_dmdt=4.88\n", - "#551 t=1.39e-09 dt=1.88e-11 max_dmdt=4.46\n", - "#552 t=1.41e-09 dt=1.88e-11 max_dmdt=4.08\n", - "#553 t=1.43e-09 dt=1.88e-11 max_dmdt=3.73\n", - "#554 t=1.45e-09 dt=1.88e-11 max_dmdt=3.41\n", - "#555 t=1.47e-09 dt=1.88e-11 max_dmdt=3.12\n", - "#556 t=1.48e-09 dt=1.88e-11 max_dmdt=2.85\n", - "#557 t=1.5e-09 dt=1.88e-11 max_dmdt=2.6\n", - "#558 t=1.52e-09 dt=1.88e-11 max_dmdt=2.38\n", - "#559 t=1.55e-09 dt=2.97e-11 max_dmdt=2.12\n", - "#560 t=1.58e-09 dt=2.97e-11 max_dmdt=1.84\n", - "#561 t=1.61e-09 dt=2.97e-11 max_dmdt=1.6\n", - "#562 t=1.64e-09 dt=2.97e-11 max_dmdt=1.39\n", - "#563 t=1.67e-09 dt=2.97e-11 max_dmdt=1.21\n", - "#564 t=1.7e-09 dt=2.97e-11 max_dmdt=1.05\n", - "#565 t=1.73e-09 dt=2.97e-11 max_dmdt=0.909\n", - "#566 t=1.76e-09 dt=2.97e-11 max_dmdt=0.789\n", - "#567 t=1.79e-09 dt=2.97e-11 max_dmdt=0.685\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "#568 t=1.82e-09 dt=2.97e-11 max_dmdt=0.595\n", - "#569 t=1.85e-09 dt=2.97e-11 max_dmdt=0.517\n", - "#570 t=1.88e-09 dt=2.97e-11 max_dmdt=0.449\n", - "#571 t=1.91e-09 dt=2.97e-11 max_dmdt=0.389\n", - "#572 t=1.94e-09 dt=2.97e-11 max_dmdt=0.338\n", - "#573 t=1.97e-09 dt=2.97e-11 max_dmdt=0.294\n", - "#574 t=2e-09 dt=2.97e-11 max_dmdt=0.255\n", - "#575 t=2.03e-09 dt=2.97e-11 max_dmdt=0.221\n", - "#576 t=2.06e-09 dt=2.97e-11 max_dmdt=0.192\n", - "#577 t=2.09e-09 dt=2.97e-11 max_dmdt=0.167\n", - "#578 t=2.13e-09 dt=4.6e-11 max_dmdt=0.14\n", - "#579 t=2.18e-09 dt=4.6e-11 max_dmdt=0.112\n", - "#580 t=2.22e-09 dt=4.6e-11 max_dmdt=0.0901\n", - "#581 t=2.27e-09 dt=4.6e-11 max_dmdt=0.0724\n", - "#582 t=2.32e-09 dt=4.6e-11 max_dmdt=0.0582\n", - "#583 t=2.36e-09 dt=4.6e-11 max_dmdt=0.0467\n", - "#584 t=2.41e-09 dt=4.6e-11 max_dmdt=0.0375\n", - "#585 t=2.46e-09 dt=4.6e-11 max_dmdt=0.0302\n", - "#586 t=2.5e-09 dt=4.6e-11 max_dmdt=0.0242\n", - "#587 t=2.55e-09 dt=4.6e-11 max_dmdt=0.0195\n", - "#588 t=2.59e-09 dt=4.6e-11 max_dmdt=0.0157\n", - "#589 t=2.64e-09 dt=4.6e-11 max_dmdt=0.0126\n", - "#590 t=2.69e-09 dt=4.6e-11 max_dmdt=0.0101\n", - "#591 t=2.76e-09 dt=7.18e-11 max_dmdt=0.00765\n" + "Timing: 103.46144843101501\n" ] } ], "source": [ - "# PYTEST_VALIDATE_IGNORE_OUTPUT\n", - "# Relax the system to its equilibrium.\n", - "sim.driver.relax(dt=1e-13, stopping_dmdt=0.01, max_steps=5000, save_m_steps=None, save_vtk_steps=None)" + "print('Timing: ', end - start)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -837,19 +272,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -866,19 +299,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -895,19 +326,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -919,13 +348,129 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### References\n", + "## Simulation using Steepest Descent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An alternative method for the minimisation of the energy is using a SteepestDescent method:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# FeGe material paremeters.\n", + "Ms = 3.84e5 # saturation magnetisation (A/m)\n", + "A = 8.78e-12 # exchange energy constant (J/m)\n", + "D = 1.58e-3 # Dzyaloshinkii-Moriya energy constant (J/m**2)\n", + "alpha = 1 # Gilbert damping\n", + "gamma = 2.211e5 # gyromagnetic ration (m/As)\n", + "\n", + "# Create simulation object.\n", + "sim = Sim(mesh, driver='steepest_descent')\n", + "sim.Ms = Ms_function(Ms)\n", + "sim.driver.alpha = alpha\n", + "sim.driver.gamma = gamma\n", + "\n", + "# Add energies.\n", + "sim.add(UniformExchange(A=A))\n", + "sim.add(DMI(D=D))\n", + "sim.add(Demag())\n", + "\n", + "# The maximum timestep:\n", + "sim.driver.tmax = 1\n", + "\n", + "# Initialise the system.\n", + "sim.set_m(init_m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this case the driver has a `minimise` method" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "start = time.time()\n", + "sim.driver.minimise(max_steps=10000, stopping_dm=1e-4, initial_t_step=1e-2)\n", + "end = time.time()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timing: 35.42359495162964\n" + ] + } + ], + "source": [ + "print('Timing: ', end - start)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the final state is equivalent to the one found with the LLG technique" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(sim, component='all', z=0.0, cmap='RdBu')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", "\n", "[1] Beg, M. et al. Ground state search, hysteretic behaviour, and reversal mechanism of skyrmionic textures in confined helimagnetic nanostructures. *Sci. Rep.* **5**, 17137 (2015)." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { + "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -941,7 +486,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.6.5" }, "widgets": { "state": {}, diff --git a/doc/ipynb/steepest_descent_atomistic.ipynb b/doc/ipynb/steepest_descent_atomistic.ipynb index c46c40e6..3bf2ba59 100644 --- a/doc/ipynb/steepest_descent_atomistic.ipynb +++ b/doc/ipynb/steepest_descent_atomistic.ipynb @@ -162,7 +162,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, @@ -171,9 +171,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -202,14 +202,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "#max_tau=0.01 max_dm=0.00192 counter=0\n", - "#max_tau=0.01 max_dm=2.81e-06 counter=1000\n", - "FINISHED AT: max_tau=0.01 max_dm=9.55e-11 counter=1675\n" + "#max_tau=0.01 max_dm=0.191 counter=0\n", + "FINISHED AT: max_tau=0.01 max_dm=9.75e-11 counter=711\n" ] } ], "source": [ - "sim.driver.minimise(max_steps=5000, stopping_dm=1e-10)" + "sim.driver.tmax = 1e-1\n", + "sim.driver.minimise(max_steps=20000, stopping_dm=1e-10, initial_t_step=1e-2)" ] }, { @@ -221,11 +221,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# sim.driver.tmax =\n", + "# sim.driver.tmax = \n", "# sim.driver.tmin =" ] }, @@ -238,24 +238,24 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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nC/QNnqK2KsLOZ/pCHczTGIPkqqO7l22de+kdHKOywnjywLGiLBMbRmA4DFwc9/gioC95JzO7Efg48DZ3Px3b7u59we0BM/sBsA44JzCI5KIQKQYaaqsYGZ/kzOTUrJcJlfKVXEcnprygaTDihVF7dwGrzGylmVUDtwM743cws3XAF4H3uvvRuO2LzawmuL8EuA54LoQyiSQoRIqBhtroeZa6k2Q2ip0GI17OLQZ3nzCzu4BOotNV73X3HjO7G+hy953ANqAe+JaZwS+mpV4OfNHMpogGqa3ursAgoStEioHGhdVA9Orn5vqa0F5XykOx02DEC+U6Bnd/EHgwadsn4u7fmOa4nwBXhVEGkem0NNbSm+IHFmaKAaXFkFwUoo5mSh2hUhY2ta+hImmaRNgpBmKJ9AYVGGQWNrWvoTKpkhYyDUY8BQYpC9esbGLKob6mMm8pBhqUYVVy8GtvWEZdTYSayoqipMGIp4V6pKTFT/8D+MhNq/j9t1yal/dSV5Lk4uHnX2VobILtv/Mmbl57YVHLosAgJSt5+h/Ats4XaaqryctZ2NnAoLQYkoX4k5eIGSdPTRS7SOpKktJV6Ol/1ZUV1FZF1GKQjMVOXmIt2kl3Pt6xp6DrO6eiwCAlqxjT/xoX6upnydxcunYhngKDlKxirIKltBiSjbl07UI8jTFIyUkecI6X7+l/yrAqmYjV0XRJ34px7UI8BQYpKakGnGNaG2vZ1L4mr9P/GmqrePn46Mw7Stmaro5C8a5diKfAICUlVZ8tRIPCjzffkPf3b6itYo9aDDKNdHUUCnPykgkFBikJ03UfQeH6bDXGIOnMVEcNCnLykgkFBpn3ZmqaQ+H6bBtqqxhV6m1JMpfqaCYUGGTemukMLKaQfbbxVz8vUYbVsjcX62gmFBhkXsrkDAwK32fbuFCBQaLmah3NhAKDzCuZnoFB4Qac4y1SvqSyN9fraCZCCQxmdgvwN0QX6vmSu29Ner4GuB94E3AM+E13PxQ8twW4E5gEPuzunWGUSeaf2A+qb3CMhtoqzGBw9MzZ+ydGz2CkWVA8SbGa5kqkV9pKoY5mIufAYGYR4PPATUTXf95lZjuTVmK7Ezjh7q83s9uBvwB+08yuILoU6FqgBXjYzFa7+/Rtr3lspooV5v2WxlrecdlSHnuhvyDvl+v9kfEJzkxGf1LxaxrE38/kB1fMpvmuQ8cB+L2v7JqTXQTZykd9nev1Ml35kv/pz9c6mglzz+RjTPMCZtcCn3L39uDxFgB3vydun85gnyfMrBJ4BVgKbI7fN36/6d6zra3Nu7q6cip3vqX6QWVzNiHZq62KFC1/PUS/8807nuXUmak5U6ZMqb4WRrHrg5k95e5tM+0XRldSK/By3OPDwJvT7ROsET0ENAfbn0w6dm7/gpJk8oPK9mxCsjcXzsC2de5NCArwi4RocyUwqL4Wz1yoo5kKIzBYim3J9SndPpkcG30Bs43ARoDly5dnU768SZ51oB9U4RX7DCzeXE2IFqP6WhxzqY5mKozAcBi4OO7xRUBfmn0OB11JDcDxDI8FwN23A9sh2pUUQrlnJf6Mq8KMyRy74iR7sbPbuXYGNpcWc4+XzSwZCcdcraOZCiMw7AJWmdlKoJfoYPJvJe2zE9gAPAG8D3jU3d3MdgJfN7O/Jjr4vAr4jxDKlBfJZ1wKCuGqqjDqF1TOODA4V39om9rXnDNvvdgzTzKdSy+Zi/3Tb5yHdTRTOQeGYMzgLqCT6HTVe929x8zuBrrcfSfwZeAfzGw/0ZbC7cGxPWb2TeA5YAL40FyckRT2GddMFatcZn+U2o8pVvb/9e1nGZ+cKurZYph1Nuz6Otfr5XTlK4V6momcZyUVQyFnJeVyxpXqB1UuFaucbby/i58fH+Vf//D6orz/bOus6mvpK+SspJI2XYrcmIgZU+5leWYh52qorWJwtHgXuGVSZ0EBQNJTYEgjm+RX823GgeRXsVJvq85KWBQYUpjPya+k+Bpqqxg7M8n4xBTVlYVJva06K2FSYEhhpqa4zrhkOg1xGVaXnleYDKuqsxImBYYUprsgSWdcMpP4RHqFCgyqsxImBYYU0l2oNFdT5MrcUozU240LqziRYsBbdVZmQ4EhznSDd8W+UEnmj8YgMAznOTDEX4Ufyy8TP/lcdVZmS4EhMN3gnZriko1CrMmQqr5WWLS1oumnkisFhkC6wTs1xSVbhQgMqerrpMPC6kq6P3Fz3t5XykNh5tLNA3M9M6bMH7Exhnxe5Kb6KvmkwBBIlwGz2JkxZf6pilRQVx3Ja4tB9VXySYEhsKl9DZa0OoQG72S28n3186b2NVRWJFZY1VcJiwJDYMWSOtyjP2gjOragC4JkthblOTC8+w3LWFhdQU1lheqrhK7sB5/jp6gasOVda7j9mkuKXSyZ5xpqq/IyXTV5SvWdb1nJ//61K0J/HylvZd1iiE35i/3IHPjT7z1PR3dvcQsm817jwvBbDMn1FeDrP31J9VVCV9aBIdWUv9ji7SK5yMcYQ+r6OqX6KqHLKTCYWZOZPWRm+4LbxSn2udrMnjCzHjN71sx+M+65r5rZQTN7Ovi7OpfyZEtT/iRf8hEYVF+lUHJtMWwGHnH3VcAjweNko8Dvuvta4Bbgc2bWGPf8Jne/Ovh7OsfyZEVT/iRfYqm3T0+Et1Kt6qsUSq6B4VbgvuD+fcD65B3c/UV33xfc7wOOAktzfN9QbGpfQ3VEU/4kfPm4+nlT+xoWVCX+ZFVfJR9yDQwXuPsRgOD2/Ol2NrNrgGrgZ3Gb/zzoYvqsmRUmR3Fg/bpWfmn5Ygw05U9CtSgPifTWr2vljmuWA6qvkl8zTlc1s4eBC1M89fFs3sjMlgH/AGxw96lg8xbgFaLBYjvwMeDuNMdvBDYCLF++PJu3Tsvdeen4KLdceSFf+O03hfKaIpC/fEmnJ6aoq47w9CdvpipS1nNHJI9mDAzufmO658zsVTNb5u5Hgn/8R9Pstwj4PvAn7v5k3GsfCe6eNrOvAB+dphzbiQYP2traPN1+2dh39CRHhk7x4XfOiZ4tKSH5CAzuzuMv9nPt65YoKEhe5Vq7dgIbgvsbgO8m72Bm1cB3gPvd/VtJzy0Lbo3o+MSeHMuTlcdf7Afg+tUKDBKufASGQ8dGOXxijLetXhLaa4qkkmtg2ArcZGb7gJuCx5hZm5l9Kdjn/cD1wAdSTEv9mpntBnYDS4BP51ierPzwxX5WnV9Pq2Z1SMgaF1YDMBRihtUf7YueyLx1lU5kJL9ySonh7seAd6bY3gV8MLj/j8A/pjm+KAsddHT38pl/fYG+oVPU1UTo6O7VAJ6EatGC6E9raGwi59eKT4MRqTC6f36CFUvqcn5dkXTKLldS8spXI6cn2bJjN4CCg4SmMlJBfU1lzl1JyfV1csr54+/swcxUXyVvym4ES2kwpFAaaqsYHBvP6TVUX6UYyi4wKK2AFMqiEDKsqr5KMZRdYFBaASmUhtrcu5JUX6UYyi4wbGpfQ02l0gpI/oWRSG9T+xpqqyIJ21RfJd/KLjCsX9fK+9qig3ZKKyD5FEZgWL+ulT959+VnH6u+SiGU3awkgNrKSmoqK+j503YqdQWp5ElYqbcvaY5OTf2HO6/RNQxSEGX5X3FP3xCXLVukoCB51biwmlNnpnJOvd3TNwTA2paGMIolMqOy+8/o7vT0DXNly6JiF0VK3KKQ0mL09A3T0rCAprrqMIolMqOyCwwvHx/jtVMTXNmqsy/Jr7P5knJMi9HTN8QVai1IAZVdYNgTNMuv1A9N8iyMRHqj4xMcGBhhrVq4UkDlFxh6h6isMFZfWF/sokiJCyMwPH/kNdxRYJCCKr/A0DfMqgvOo6YyMvPOIjkIIzA8Fxt4VtenFFBZBQZ3p6d3SAPPUhA/3j8AwEe++QzXbX2Uju7erF+jp2+YxoVVtDQsCLt4ImmVVWB4dfg0x0bGNfAsedfR3cunv//c2ce9g2Ns2bE76+DQ0zfM2pZFRNeyEimMsgkMHd29/Orf/giAv3t036zO3kQyta1zL6fOTCVsyyYrakd3L7+y9RF29w7xzMtDqq9SUDkFBjNrMrOHzGxfcLs4zX6Tcau37YzbvtLMfhoc/0/BMqChi+W0Pz4STYE8cHJ8VmdvIpnKJStqrL72DZ4C4OTpCdVXKahcWwybgUfcfRXwSPA4lTF3vzr4e2/c9r8APhscfwK4M8fypKSc9lJouWRFVX2VYss1MNwK3Bfcvw9Yn+mBFu00vQH49myOz4Zy2kuh5ZIVVfVVii3XwHCBux8BCG7PT7PfAjPrMrMnzSz2z78ZGHT32KK4h4G8pIxUTnsptPXrWrnntqtYWB0NDtlkRVV9lWKbMTCY2cNmtifF361ZvM9yd28Dfgv4nJm9jmjW62Q+TTk2BsGlq7+/P4u3Vk57KY7161r5nWsvoTpSwb9/7B0Zp8pWfZVimzHttrvfmO45M3vVzJa5+xEzWwYcTfMafcHtATP7AbAO+Geg0cwqg1bDRUDfNOXYDmwHaGtrSxtAUon9ILd17qVvcIyWxlo2ta9RTnvJu+a6asYnpzh5eoLzFlRldMz6da1MTk3xP7/1LBBtbai+SiHluh7DTmADsDW4/W7yDsFMpVF3P21mS4DrgM+4u5vZY8D7gAfSHR+W9eta9cOSgmuqqwHg+Mh4xoEBYN3y6AS/v/yNN/K+N12Ul7KJpJPrGMNW4CYz2wfcFDzGzNrM7EvBPpcDXWb2DPAYsNXdY1f+fAz4iJntJzrm8OUcyyMypzQHqbKPBVOlM3Xo2AgAK5fUhV4mkZnk1GJw92PAO1Ns7wI+GNz/CXBVmuMPANfkUgaRuSy2hsKxk9kFhgP90cBwqQKDFEHZXPksUgzN9dHAcHzkdFbHHRwYoaG2isVanEeKQIFBJI+agzGGbLuSDg6MqBtJikaBQSSPaqsj1FZFOJ5lV9LBgRF1I0nRKDCI5FlTXfXZPF2ZGBuf5MjQKbUYpGgUGETyrLm+moEsAsPZGUlLFRikOBQYRPKsua46q8HngwOaqirFpcAgkmdNdTVZjTHEAsOKZgUGKQ4FBpE8a66v5tjIOO6ZZXI50D/CBYtqqKvJNTGByOwoMIjkWVNdNacnphgdn5x5Z+DgwEl1I0lRKTCI5Fns6udMZyZFr2Goz2eRRKalwCCSZ7F8SQMnZx6AHhwd58ToGV3DIEWlwCCSZ831v8iwOp2O7l5u+uvHAfjCD3+mNZ6laDS6JZJnmWRY7ejuZcuO3WfXej4+Ms6WHbsBlC5eCk4tBpE8y2SMYVvn3rNBIWbszCTbOvfmtWwiqSgwiOTZwuoINZUV0waGvsGxrLaL5JMCg0iemRnNddXTDj63NNZmtV0kn3IKDGbWZGYPmdm+4HZxin3eYWZPx/2dMrP1wXNfNbODcc9dnUt5ROaq5vqaaVsMm9rXUFuV+HOsrYqwqX1Nvosmco5cWwybgUfcfRXwSPA4gbs/5u5Xu/vVwA3AKPBvcbtsij3v7k/nWB6ROWmmDKvr17Wy5V2XnX3c2ljLPbddpYFnKYpcZyXdCrw9uH8f8AOi6zin8z7gX9x9NMf3FZlXmuuq2X/05LT7rL5wEQD3//41XL96aSGKJZJSri2GC9z9CEBwe/4M+98OfCNp25+b2bNm9lkzq0l3oJltNLMuM+vq7+/PrdQiBZbJmgzKqipzxYyBwcweNrM9Kf5uzeaNzGwZcBXQGbd5C3AZ8F+AJqZpbbj7dndvc/e2pUt1NiXzS1N9NWNnJhkdn0i7z6GBEaorKzTgLEU3Y1eSu9+Y7jkze9XMlrn7keAf/9FpXur9wHfc/Uzcax8J7p42s68AH82w3CLzytmL3E6Os7Ap9c/uwMAIlzQtJFJhhSyayDly7UraCWwI7m8AvjvNvneQ1I0UBBPMzID1wJ4cyyMyJzXXzZwW49DAiLqRZE7INTBsBW4ys33ATcFjzKzNzL4U28nMVgAXAz9MOv5rZrYb2A0sAT6dY3lE5qSm+umvfp6ccl46NqrAIHNCTrOS3P0Y8M4U27uAD8Y9PgScM+/O3W/I5f1F5ouZ8iX1DY4xPjmlwCBzgq58FimAJ342AMBHv/UM12199JzMqZqRJHOJAoN8DRsRAAAGjklEQVRInnV09/Kn33vu7OPewTG27NidEBwUGGQuUWAQybNo5tSphG3JmVMPDoxQVx1h6XlpL+URKRgFBpE8yyRz6sGBEVYsqSM6QU+kuBQYRPIsk8yph45pqqrMHQoMInkWzZwaSdgWnzl1fGKKl4+Pap1nmTO0tKdInsUypP6fB5/n6GunWbywik++Z+3Z7T8/PsqUwwoFBpkj1GIQKYD161r58eYbqI5U8P62i88GhY7uXt7/xScAuOfBF86ZxipSDGoxiBRIVaSCNReex56+ISAaFLbs2H12ref+k6fZsmM3gNZhkKJSi0GkgK5sXURP3zDuHkxjnUx4Pnkaq0gxKDCIFNAVLQ0Mjp6hd3Aso2msIsWgwCBSQFe2RFdp29M7nNE0VpFiUGAQKaDLLlxEhcFzfUNsal9DZdLaC/HTWEWKRYFBpIBqqyO8/vx69vQN8543trCwOsKCygoMaG2s5Z7brtLAsxSdZiWJFNjalgZ+8rMB/uPgcYZPTfB3d6zjPW9sKXaxRM7KqcVgZr9hZj1mNmVmbdPsd4uZ7TWz/Wa2OW77SjP7qZntM7N/MrPqXMojMh+sbVnEq8On+fK/H6SuOsKNl19Q7CKJJMi1K2kPcBvweLodzCwCfB54F3AFcIeZXRE8/RfAZ919FXACuDPH8ojMeYOj0cV6Hn7+VaYcOnteKXKJRBLlFBjc/Xl3n2nS9TXAfnc/4O7jwAPArcE6zzcA3w72u4/ous8iJauju5cv/fvBs4/HzkyeszaDSLEVYvC5FXg57vHhYFszMOjuE0nbRUrWts69nJphbQaRYptx8NnMHgYuTPHUx939uxm8R6oE8z7N9nTl2AhsBFi+fHkGbysy9+iiNpkPZgwM7n5jju9xGLg47vFFQB8wADSaWWXQaohtT1eO7cB2gLa2trQBRGQua2mspTdFENBFbTKXFKIraRewKpiBVA3cDux0dwceA94X7LcByKQFIjJvzbQ2g8hckOt01V83s8PAtcD3zawz2N5iZg8CBK2Bu4BO4Hngm+7eE7zEx4CPmNl+omMOX86lPCJz3fp1rdxz21W0NtbqojaZsyx64j6/tLW1eVdXV7GLISIyr5jZU+6e9pqzGKXEEBGRBAoMIiKSQIFBREQSKDCIiEgCBQYREUkwL2clmVk/8NIsDl1C9MK6UlXqnw9K/zOW+ucDfcZiusTdl86007wMDLNlZl2ZTNWar0r980Hpf8ZS/3ygzzgfqCtJREQSKDCIiEiCcgsM24tdgDwr9c8Hpf8ZS/3zgT7jnFdWYwwiIjKzcmsxiIjIDMoiMJjZLWa218z2m9nmYpcnH8zskJntNrOnzawkMgya2b1mdtTM9sRtazKzh8xsX3C7uJhlzEWaz/cpM+sNvsenzexXi1nGXJjZxWb2mJk9b2Y9ZvY/gu2l9B2m+4zz+nss+a4kM4sALwI3EV00aBdwh7s/V9SChczMDgFt7j4X507PipldD5wE7nf3K4NtnwGOu/vWIMgvdvePFbOcs5Xm830KOOnuf1nMsoXBzJYBy9z9P83sPOApouu6f4DS+Q7Tfcb3M4+/x3JoMVwD7Hf3A+4+DjwA3FrkMkkG3P1x4HjS5luB+4L79xH9Ec5LaT5fyXD3I+7+n8H914iux9JKaX2H6T7jvFYOgaEVeDnu8WFK4ItLwYF/M7OngvWxS9UF7n4Eoj9K4Pwilycf7jKzZ4OupnnbzRLPzFYA64CfUqLfYdJnhHn8PZZDYLAU20qx/+w6d/8l4F3Ah4JuCpl/vgC8DrgaOAL8VXGLkzszqwf+GfhDdx8udnnyIcVnnNffYzkEhsPAxXGPLwL6ilSWvHH3vuD2KPAdol1opejVoF831r97tMjlCZW7v+ruk+4+Bfw98/x7NLMqov8wv+buO4LNJfUdpvqM8/17LIfAsAtYZWYrzawauB3YWeQyhcrM6oKBL8ysDrgZ2DP9UfPWTmBDcH8D8N0iliV0sX+YgV9nHn+PZmZE13F/3t3/Ou6pkvkO033G+f49lvysJIBgqtjngAhwr7v/eZGLFCozu5RoKwGgEvh6KXxGM/sG8HaimSpfBT4JdADfBJYDPwd+w93n5QBums/3dqLdDw4cAv5brD9+vjGztwA/AnYDU8HmPybaB18q32G6z3gH8/h7LIvAICIimSuHriQREcmCAoOIiCRQYBARkQQKDCIikkCBQUREEigwiIhIAgUGERFJoMAgIiIJ/j8i/oI/f7/9ngAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -263,7 +263,8 @@ } ], "source": [ - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')\n", + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" ] }, { @@ -282,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -313,24 +314,24 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -343,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -612,13 +613,7 @@ "#260 t=8.19 dt=0.115 max_dmdt=0.124\n", "#261 t=8.3 dt=0.115 max_dmdt=0.121\n", "#262 t=8.42 dt=0.115 max_dmdt=0.12\n", - "#263 t=8.53 dt=0.115 max_dmdt=0.118\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "#263 t=8.53 dt=0.115 max_dmdt=0.118\n", "#264 t=8.65 dt=0.115 max_dmdt=0.117\n", "#265 t=8.76 dt=0.115 max_dmdt=0.116\n", "#266 t=8.88 dt=0.115 max_dmdt=0.114\n", @@ -640,7 +635,13 @@ "#282 t=10.7 dt=0.115 max_dmdt=0.0855\n", "#283 t=10.9 dt=0.179 max_dmdt=0.083\n", "#284 t=11.1 dt=0.179 max_dmdt=0.0801\n", - "#285 t=11.3 dt=0.179 max_dmdt=0.0771\n", + "#285 t=11.3 dt=0.179 max_dmdt=0.0771\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "#286 t=11.4 dt=0.179 max_dmdt=0.0742\n", "#287 t=11.6 dt=0.179 max_dmdt=0.0714\n", "#288 t=11.8 dt=0.179 max_dmdt=0.0685\n", @@ -692,24 +693,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -717,7 +718,8 @@ } ], "source": [ - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')\n", + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" ] }, { @@ -736,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -767,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -811,24 +813,24 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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n3gHdrxrQp8G6H0mnqRqk+8O8PtIDuj+uuJhvLVrCOVXVH5jN/FAb9P/YsomnG+pJDkTrG4NnhrcngmdmFZ4KhbJyS/iMnIieCYoltKFy74C3Ftc0+pKWdxoDAslkdrtw+kx6WCSQzspHAmeCgEcHyccGDb8bB816HNrWYFZujYTfs61dg+SebFsz+JNnPOn+99HWowE/QteRVHVIW4/3D8gV5TjHj0P3+UgJwcmBtmYUmUR3D/sfeYzST95EWyRMx0OPUPrZT3HqsT+SnjQeSZZJaBr6mFEEn34O57nnYI4bje+8RWS8XsxRIwi+8hruC5YQLCokXn8QKT+f+t17cE0Yh57JEPYH6E8mkSSJjKIQiEbxzJ9L86bNGOedi+fiCwkfPkIiGiOhacizZ6KcaiGZiNPc2YVaXoaQZZr6A2gOO5LNxqmWFuKZNCgK7W1tmLE4yDKBcJhwUxOSzUYik+Hw0SNITicZQ6fh+HFklwtDCBqaT4GqIhSZQ63NGAIkt4uGxkbSmobsdnH42FFSqSSoKs2dncgeNygKIWGi+/2gqihVVbT19mK6nCj5eWRqqkjoGpl0Bu+ihSgTx9MWChJpaaXqEzfRfqoJvayUhKYR7ujEKCwgEugnnucjuGsXmWQKf6CfkGEQqztAqrOLaFUlorOTkk9/ghYEUjxGoqOTTp8HaaBPNDQ1ET55Ets58zjw3AuU3/pZzIzG8fsewESQ0DRODtBWwuXEdDrxnXsOaem99SkeSiINUDpD++ggfdKG6lNoULplOH2GAjv6fvRpkO6ffC/d/wv6NFh+N92H969PZ9r313V/cFsP9HTzuZf/zCMrrv3AjPqHlnIJpZI8efBA1pjn8D9H8thx4gcOvut/stNJxZduI9PegeY/0yllhwN71XAkux0x8Ax0v5/o5m04aqqJHzyTG64WFSLSaYxEAtluxzV+PMljx1F8PhCC4KuvASAMg1RLK4kB6iFauwPZ5cQIhRG6jlpcRLqjE+/8uRjRKHoojKSqOMeMIjOQuueZOQMBmOkMjppqHFXDkRwOZEUh//wlSDYVW3Ex+RcsQZJl3BMn4J07G0lR8M2djXvSBCS7Hc+cWThG1KB4PbinT8VWWoJaXIRr4gRUrxd7VSXOUSNRPB6cY0djKyvDVlKMe9IEFF8ezlEjcU+dgmy34Zk5HefYMUiyTN4FS1DcLiRJwrtwgfWSiMaQvV6co0ehh8NIkoRzRDWSqhLffwDJYUctKiDT3oHs9QKQbm8HU5Du6AAg0XCYxMEGhGEgDIPgqxa/LdvtpE424RwzGtlmI9l40mrLoDhHeP0G8i5YQuDp57LPUqRTKG4XzkF8OkD8QD2OmmqKrrvmXfuLEIL+1a9iJpLv+n8OfxkpXeen2zZ/YMf/0Br0U8Eg9oH0MKHrRLfvtGQhiGw9M2klsmXb3ybX7kAMcIbR3XsxB7yGeH0Deth6wyePNZLpsdbYSLe0km61sioy3d0kG63Alh4MET94CAAjkSS2py7b1kjtjv95+wbJ0e07swoY21OHOeBBxA8eQh/wTJKNJ8h0W8G1dGsb6RYrkJfp6SV5zOJ6lcJCeh99nOj2nZipFLHdVu63FggQXLsOSZYpuOwS+h7/Y/bc8fqDlN9+K5nOruy9R1aI1e3HPWMG/S+8RHjLtmxATfb5iNdbRl7r7yd1qhnn2NE4x40lMxCozHR2YUajxPfuJ93WTqazGz0UJnbwEPED9Wh9faRONpFqPInsdhF+awvRXbtx1tQgTJPQhk1IkoSkKsR2W7y3mp+H1mVNp5c8bszkgGcly9nnDCBMA/O0MdM1RGogwySVxhyQjUQCYyCWYMRiZ+RIJNtP9HAYU7M4c72/H2Fa12/EEwjTRJJlhGliplOoPss4J48dxzYQYwi+tg4ksFdXEdmyjfCmLThHjSSyZRvptg7i+w8S2VpLqqmZZOMJEvUNaKEQWm8fmCZGJAJCYESiFFxxqRXclSS0gTVhott3opYUZ59vdE8dsb37kO12Ml3dSIqCqWnED9RjplKU3vLJrD4Jw6D/xdUUXHIxkiThf37VkH4pTJPAsy8Q3bkLJc9n1W/bfkafdu3BHAgwxw8cRA9bWTfJo8et9gOp5hbSbQP9oaub5ImTA/cySKLhcPY5xPbuG3hWH4zuxwbr/sEG9NB76P5pferuOaP7oTO6byb/dt1v7D/jOP298aE16MPz8rJDJUlV8S1cYMmSRN7ic7Pb5Z236G+Tzz0HaeBF4Zs3B3kgcOSZPhU1Px8A14Rx2MutgJBjRA2OGmt4ZK+owDVuLABqYQGeaVber+J24Z07O9vWvHPP+Z+3b5DsW7ggO6z1zp2N7HJZbZ02BXVgyVbXuLHYK8oRQlge6whr8oq9vAzXhHHWNVQOw1ZeRv/Lr6D3B/HOm2O12+MhtmcvRjyOa+J4JLudTKflCecvWYyan4ekqrgmTQSg4o7bsZeV4ho3GiMcxownsp6ge/IEkocOZ++rWmyl1hVfezVGNIbW24d7ymRcEyegeD2ohYVIqooRDJI5dQpbWRmZljbSrW14ZkxDIBHffwDv3DmYpoEky9grrKVnZY8HZcCTlb0+JJt1jxSnEwaerSRJ2ecMICkqp31WyW4H1er6ssuJbLdnn6MykEeueDxDZHlAll0ulIHnIKk2ZLtt4Hxkn5UkyyAryK6BoKQQ2IoKs8cyNQ1hGLinTcEIhTASCfLOW0S6uYVMRzu+RQtJHjqCSKWwVw4j09KGo7oK7znzUQsKiO2pQ7KpFFy8lExrG56Z03FUDUeYJlpvL2ppCQC24mKiW2uR3S5cEydgKymm+IZrkW02ZKcL97QpyKqa1afYrj14581FyfORbm0j03YmYyjvvEUk6g8Srd2BZ9qZ/Pm8RQvP6NP8uda9BTwzpqHmW8sNuyaOx1ZmvdCcI0fgqK6y+uiwClxjrRGCWlSIe+rkgefgxjtn1sA9/mB03ztY96dNRS14D90/rU8V5Wd0v+CM7suuv133C5wuPih8aA26fWBN6xzeP8KbNiPeNvHnNAqvuAx7ZcXQGZNOJ2YiQe/DK8EwyF92EcFXXx+yn3fOLOJ1+wGyRsNMJpGcTkLr1qP1W9xraP1GtD4/ZiaD3h/EOXoUyWON2IZVIDschDZswjlmFJ65s5G9HpLHG8lbsgi1tBQzlcKIWbxm+lQzpmFgBoOg66RONqH3BzETiexISSSSWY9P6+3NDv/NVAphnKHoBt8LYRrZstB0MAbkVGrAaxOYiSRmJg0IjERywNsXlhcfjwMCoWkYyaRVn0mf8fozWtb7E4YBho4eigy0K0263aJOUiebLE87GCa6cw9mKo3QdPRIBDORAN3ATKeRVAXnhPE4Ro4g1XgCM5OhYNlFKAX5hDdswjl+HJKikDreiDowgSnd0opaUEB0s+UNxusPkj7VjK2sjFRjI85xY7NOS2xvHd45s7P3x9Q0wm9tJW/JIvRQiJ4/PGrFBQbBSCTxnXsOnlkz3rWPmanUmdFcDu8JVf7gzO6H1qCfCgZxD6RX5SiXv065SJJE4ugxuh98GKHrQyiXdGsbSBJFH7uawPOriA7QFcIwkH0+jHgcIxIlefgoWiBAqrkl2w7PjGnWsPo0teJ2kTh8lIJLLkJSVTJ9VmDIjMYwMxkSR44R3b2XVNMpkseOkzx0BMf4saSOHSd+8BBqQQFmPEmszhpSqyVFaN09mPE4eeefh+RwEN+1O3tfRSKGEgthpjPINgVnJoje349kU3EpKcxQPygyTiWN6GpDAhxyBiXcDaaJTcrgkuJgmMjpOF5bCqHrmPEwPlsSoRuY4SC+0/WRqCWn05jJBHm2JGYygcik8dmSmPEYIpPBZ0shZaztPGocRdbBMLBFu1BFBgTQ14FNyiCpCnrAj0PJIDscmLE4ciyAEY0iNA2RThPesAlbWRklN91AeMMmsNlxjRtLprOL5ImT1jNtb8/GQmwlxWT6+ki3tdO/9nXS7R3E6/aTam7J9unk8RPIbhfeObOI7bO4eqvvBtF6+rCVlSJMk8jWWiJba5FsKvF9BzDCEYRpIjJngomhNzcS2byNoquvQuvpzfa/05SLHonQ/uP/RgykcOYol/duR1/infM+/l740Br0qrx8EgPGLEe5/HXKBcA7exapo8cIPL8KW2lJlnKJ7d2H4vPiqBqOvaI8e/2SojD8G19F8XoQwiR/6QVoXd0Enn0h2450eweOEdVoA1RM0ZWXk2w4RMFFF2IbVkH4Ncujt5UUIykK8bp9uCdNIHnoCJm2dlyTJ2JG40hOJ1p3N/Zh5QhZQu/z4xg5AtfoUUgOB85xY3GOGY3dZeNfrt7BN79fSOUw+MPnNnFh5QGcDpPrRtXyr2OtyUqV+gleWP4bCqJN2DMRnr/yfs7nFYSm8/Di+7jF8QcQgu9X/5zvVv4KhODzrt/yq9m/Al3nCvlFVl70G0glmCdv5ekrfoMt2c9Y0cCzVz1AgdZJaaaZZ676LdXGcZxJP89c+QAzpV2QiLPyot9wuf0lMEx+OvnXfLXkQRCC2/Ie5nfn/hqh65zDBp668tcoiTBEgvzpil8zubAVhxNuGvE6NdOKUYsKKb7+Y9iKizE1DdeUSTgqK5EUGceoEbjGj0NSVRzVVbhnTCe2c7c1GtB00C3jZPQHsQ+vJHHkKJKqYKsox0ynSRxswLfoXDyzZ5Jp76DwUmtSUuLQEXyLF5JsPIEky3jnzia8fiNGLE7++eehBQL4Fsyj/POfzfZFIxgi/6ILLH0RgtQJa3JX3qKFCE2j96HHMILBLG2So1zeux1FH0XKxabIkKNchsBMpd4zWwXANWE87unTEAzwuANQCwro+f0jZHp6KbzyckLrNmSDV7LTSd7iRUS21KLkWXy01ucnNkCzRDZtxl45LOsx4XCQ6elD6Dr55y3CjMVJNbdQ8ZUvgSyj9fRa1MbA+dOtbRjBIEY0SmxPHen2DisLxGFH7/MjuVxIikKmvR17dSWaJqg77GXxpT4UBfbtjHPX9wooLJKRMfDmSSxcbKegQCKTEUyZZsNhh1DQxOeTcTigvVVH0wSqCn09Ot1dBqoK8ZjJiUYdpwuSCYMTxzU8Xol0UtDWauB2S+iaScBvoMggSxDsNzB0E7dborPDIJ0yyc+XOHFcI500cXsk2lt1YhEDuwMMXRAJ6jidMGacitBNfD6JT33OQyohSCcMFp7v4uqbvBS277RWiRw31qJkTAPF6yXd1m7RL0KQPHYc2WFH8wfQunssr940EJpGvL4BM5lCkmW0rm5sJcU4hldS/LEVRLdtR7LZ8C2cT6a9A/uwYVkvNF63HzOeIH2qBYDAqpcxkwlsA9x7ZEsteYvPzRq8TEcnmc4uvHNnEz9wkMCfX8puCyDZbAghyDtvEbaSM/WDIUyT6EAw/qMORcpRLkOHXe9neLV567vXD47KDx52HTg4iHI5nh12pZpb/n6Uy+A2vZf89iHiIMpFmILwps30PPo4WsDKb00ebyTT3WNlaITD5F90AUYoRGxPXZZykd1uzESC6NZaUGSU/DxCb2xAGAaR2h24p08lefQ4kU2bKb72GtSiQoKrrS/0yC4XoTc3kWg4hDBNeh9+DMeIaovbjkQwDZPQ6+tJ1B/EMbwSW2kJ8br9FK64Cnt1NZGttQhDx0wksVeUIWJR0k3NViBSS5M+UIeZSqG4nMhtJ0A32Bg4h5PxGgTg9Mo4nBIjx9jw+WTGjrMx/1wHVTUKdofELbd6GT1WpbhE4fY7vJQPU5gxy84nP+OhuETm0itcLL/aRUmpzA2fcLPkfAcjRqrc/BkP02fYmTLNxk2fdjNypMr8hQ6uu9FNSYnC0kucXHWNi6IiheXXuFhyoYOqKpWPXe9i5hw702fYWf4xN6PHKJx/oZOLL3VSXCJzzfVuRo+1UVgk89nPe3A6oapG4eLLXOTlSQyvkpkx24bLKVFTlmDiJIliZxQ134fq82ALdmArKgAJ9KMNqB4neiBI+mQTejhkZbiEIxjBEMnjjaglRRSuuJLwtlpklwv7iBpSzS1Et+9EdrnIdHaTaDiMUlRA4PlVaP39GKkU4fUbkL0e9EiUxOEj2IdXknfeufS/uBolz4daVEhl0JUbAAAgAElEQVRk81aEEARWvYSSn4/IZIi8tQWEQB3I2ols205owybcUyZhr67CSKUw4okhlEu8/iBdv/kdWlf3e1IuWn//+6Nc/hcU5l+kW98P5XLc0ieLcrEyut435TJIx/uSOcpl6LDr/Qyvlix+9/rBUfnBw64Z0wZRLuOzwy7nyBF/P8plcJveS377EHEQ5aK4XXimTyWxv95KIxMC1/hx2CvKie+pw4hEcY4cQfH1HyO8aTPOMdb62K6J4yi5+eMIXUdxubJcqd4fzA5DvXNmDXh0C3COGY2trJREfQOKz4esqqiFhaRPtSC7nGg9vcQbDmMrKsIxfBhGLIa9umogWCaBaeKbPwe9v5+8VCff/a7M6DESc0pP8K8XvoHQNOy9Tbz6xecYLrXjNfp5+bZV3FyxljJXmD/e+Bpz5aN47II5IyUqVUGeAyZVK5QrEgU2GF+tUi7LlDkkhpUqlMkyI/MUfC6JMlmmVJYpLpSzckWpQqVdoUxRqBmmMCrfkkdVKowvUylTFMZUqkyqsuTxw1XGV1rypGqVsQPyxEobYwa2GVOsMHK4JY/wqpQXK5QrCtVumTyPzDCHTJki43FIFMhQJkN1uUwqYDBc1pgwAjR/iGcvf5CvL63DG23nBzP+yD2XbMaZ6mdpeR33f2I9trTFV990UTdoGrbqKnyLz8WMxxEZjfwli9HarHkEeYsXoff2oeTnY68chn34MBKHjxCvO4C9chjxuv3YSoqR3S4Uj4fwhk04qqrIP38JnmlT0SNR8gf6Y96SxQPefBL78GFIdjumplH+pdtQ3K6BvjWBxP56Ci5eim/BPCIb3kLr68tSLmY6TWTzVtInmvDMmPaelIutqOj9US7/CwrzL9Kt74dyGW9RmBblYmX6vG/KZZCOfyQpF1XOUS7vBvf0abgmTbQyTQZNHrFVlNPzyEoSR49hKynBM30q4Y3WBAY1Px/v/Lmk29rRIxEcw4ah9/fT+8STgOXluyZPtIKwQpB/wRLMdIrQG2+Sv2wp3rmzcYweSWxvHbLNymdOHj6CkGXSbe3ITiehN95E6+4h09tL8sRJJLsd2WGnv18w73wfpRUqHa06pcVw3U1uakaqdLamyWgCQ4dN6+MEg4LODoPX18boD5icbDJ4880UQgh27c5QuyONQLC/XmdvnQYStHeYHD2qIUkS0Sj09J5Z0ra725IlSaKr2yCjWf3p5Cmd0+nqR47phCNWxsuxRo32joFFu07qnGy2HIrmFoNjjZbcFzA5dNgKFkajguMnrPpoTNDTO5D3LiR6+wxCIYEsSTQ16bS0aEgSbN6cprHRkte+kuLoER1dF7yyKobfbxIJm6xfE8PQBZmM4OjeOBOn2vjCN/IpD+5DzffgmTYZ2WFHyc/DNW4MGb8fVAXZYSd+4CCR2h3owaAVSE+nrSyi/n4ku534/nrU/HyKP34dtvIyUscb0fqDeGbNQA9H0P1+TF1HD4Yw02kCq14i09mJfXglycNHcVQNxz1xgnWZQhB4YRVF1yxHUlVC694ktG499soz30OVFAWRyeCdNwf7gCH/qEP5KGa5NIdyWS7R7TuzXPfpLBdbcRG+cxegh8IkGg5ls1zsw4eDYdD/0hrMVApbZSXRnbvQAgH0cJhEw2Hyzj+P8JubMFNJZLcLYRj4n1+FZLPR9/ifQJEHZnh6MdMatrIyEg2Hkex20q1tpJpOYa8chq24CFtFOYn6eoxgCK29HUd5KanGRuxOG55JE8g0HsNdVoC9poZ711/OhDmFTJxqx1Vk58qPuSgqlklm4HcPF1FZpVA9UqW8TKa0TMLhlvD3m+g67NiVIZWCYEhw5OiAUe0z6O41EEDjCY1EYmChrro0iYRlCFvbDIIhkz6/QTIpCPSbHG/UrZmO/SYNA0Y5HDY5dNg6bqDfpKnZqu/zm3R0WP2ktd2gL2DJx45rBIKW0T9yTKO310AIwckmna5uk1DIpKfHIBoTNBzSSKVM4gnBqVMGhiEIBgWBfoGuC5qbrWOGgiaVlQqjx8gg4NzFDqprFP75uz4KCmWiYZNP3+Yl36MxprCPcTPykRUJSZaQE2GkVBJ7aQmynsbw9+GaMA4jngBdJ7p1O64J4/DMnIGZSKDm55M43oiZSBJ5awu2ykrsZSUITSO6bTuyx0Pfyj+i5Pnoefgx1KIiZK+HdFsH4Q2byF96QbaPJg4cxIjGUIuKyfT0EnpzI2pJMbLdnqVcgmvXYR8+nPxlS5FkOUu5CMMgPZDBA7ksl78XPrRruVTlf3BZLqfhG5hgA9aw6zROZ4cA2SEXWJQLFZasFhagFlqZJh9klouZTuN/9gWKVlw5aIg4DefoUXT9+kGGfeUL2Uk2ZZ+7hdDrbyDZbNZklvJyAs+tovwLt+KZPhVhGHRu2ET57Z/DO38e/S+tJn2qmYKLL0Tr7rFmL27agjl/Lt7ZM0g3txDZtJlhX/sy3Q/8HsfIETjHjkayqRjRGDMqOzDcThRFsGRJHduNJNs2p7h0boAbLm7gqy/0M3e6nZXXt3H77f3EYoJzR0rUdoO/y+C8STa0jIzLJnHeFCeXzfOwc4vGDZd6SCQlrl2e5o5b84j7ZSZPtFFZpqJmbHR1maTSgu5WQcMhne5ekwN7Dfbt1UkkBRvfzBAKmwgBr6xJM260HV2HN9dnKHDZCYUFtVszXLTQw6kWg127NcQtCoeP6jhsMg6hsv9ABq9HxiXZqNun0dVjYDNUdu/WONmkk4kqbNmiEQoL2pvg9dct43Bgv86hoxl0HY40GKRjEgjobBP0d0iMrFHJz5PxySpfvs1HJGJSpKpccaGLaePt3HiZhy07ksyf7WBimQ3PDPhToYzemWbZPIVfBJLM6VnDo/9SyOV/7qHjqMH6P/Vx7Qs9tJzSufEqibU7inHUVKO43RihEJLDiXfhfFKNJ1HLy1CLi3COGZ01aq5xYzGiMeL79mOkUshuN3owiJlIInSd4Xd/Ay3Qj9bRga20BFtpCWYqRXDt69mRmImJvbyMoquXW310xjRSTadIt7RSccft2SC9c+QItD4//atfpfia5dm+rhYVop6efPUBZrmchnew7k97P7pfDgPZZGpBQTbL7H+U5eL6KFIu0keHchFCZEcHb4fscCAMg46f/pxUc0u2XvF6KbzyUvzPvJDNEffMmIZr8iRiu/bgHFlDsuEQmt9PfJ+1vGy6rR3vOfOJ1e3HUV2F7HLhqKkmtqcO59jRKHk+hKaBJBF6fT16MIRz7Bj8zzyPe8pkJFUltncf7hnT0YNBDtYL7vxeCYmE4LWX48ycbaO8Qmb/vgyqbOL3C+r2ZtAzlhfc3KITDpts3ppGVSRONZucbNbIz5fZuz+DQFBWKrNrr8bEcSqzZzrYfzBDTbXC9+4uYGS1DbsdfvvfxVywyMmoEXa+cUc+ixY4mDjexhXL3EyZaGPaZAeTxtuZOM7GOXOcFBbITJtsZ9ECS5EWLXCwcL6TWExw6VIXC+c68PcbXLXMzaL5Tvz9Bpdd5Obi8134+3WWnufiqkvcBIIG5y10cs0VHkIRgwsXu7jkQhdCwNWXe1k4z0FlhcotN/mYNtnG5Re7WHG5h1EjbPzk+0WMGmHHbpd46FfFqKrM/gMZLlzipLREZXddBqfDerY7d2r0+S1PcvPmDJm0oLPLZPeONJoGoZDg0L4UoaCJaUKoR8Ppkhg9TmXs8BhmdwdGJEzxTTegB0NkOjtxjBpJ8vARKxumvJzAn1/EOWY0Sl4ekW3bSTWdwjV5EorTiXvyJPpXrcZRU41v/lzU/Hwib24i76ILSZ1qBiDw4hrMdAYzmUTxegi99gYFly7Lxm3MdJrA86soufnjQzKuorv30vGzX2RTbd8N76ULZwvkv/Ad2//1sT+wI/8v8VGiXKJbawm+8jrx/QfedWKRb8E89EA/4Q1vIUyT+MFDZLp7cI4YgZnJEHpz4KPCrW04x40hsnkrRjSGUlQIkkTwlbXE9uwl/MYGZI+byFtbMTWN/GVLSTaeJF63n5JP3ozW1YN37mySR49Zhl1LI6XiIEwSB/aTaTqBo7KCTMMBSMSQx07mTy2Xo2kSc85xcPNtXmbOsXPxpU5MGZYudXDBhQ76QgaSBMGgycEjGTQNmpp1uvt0EnFB/cEMugESEpu3pbFiRhL76jOUlspIksSpFp2RI6wv+dhtEhPGWX1j1nQ7M6c5yM9XmD/bybILXIwZaWPBHCdXXeJm1nQHc2Y4uOZyN4vmO5g6yc6Vy9xcfpGbsaNtXHaRm+tXeKmpsnHJUhc3X+ehrERl+WVurl3uoaRI5foVHi67yEV5qcp1y91cfL6TEVU2LlriYtkFLiaMszNpvI1LLnQxdZIdt0vioiVWvRCC2dPtFORbqjZjij3LzddUqezaY1Fq+T6ZDW+dWdXvzY1phBD4/QZ1+zR0XXCgXqe93UACTFMwc6aNq652Eo+bTJ+ucvMtHhYssnPlJRnGzilFiodxTZqAb+QwYlu24JkzC2Ih+le/gr2iguThI6Tb2pGcTqK1O7BVlKPk+XCOHweKTKLhEN5FC8l0d6P19ZE8cozk8Ub6X36FTFublZ3kdpPu7EIP9GPEYlmKsOfhlZYXbBjZiUVGPEFw7TqEYeCZNeMdE4viBxsIrl1HdOees5py8b/t2wN/T3xoDfoHSbl8GCcWuadOpvfRJ8h092AOrGHjW7gArc+PUlRE2ec/i+73owf68Uybgq28jJ5HVlJw0QUk6vajB0M4aqpxTxiPZ9ZMko0nqPzal7EVF+GdM4t0cyu28lICTz+Ha8I4Yrv3kmm3gl3umTMIvrKWwhVXkO7qJt3axie+Us7sSTHKowe555/aSLd3Uab6+dWndzEhsoX5o/r49gW7WKE9x9xpMjWFEiOdEksXOnAYcOk8N/d+uwDZkJg0zMm/3VXA7OkOli30oAqLK476JfSkQjAk2PBmBllXaG03OHjAwCnbaG01aD5lYpdU2tsNerpNbJJCa5uBv89ERaapyeKsVWTSScH+gxlkJGQk9uxPIwkr73fvgQyqLKNIMvWHNCQhoUgyTac0UkmBIsn09FqBTEWS6Q+YBAImiiQTCgl6ey05lZRoajZQJBlVtl46iiTjtMts25HGJik4VYU3N6dQkVGRqT+UoavTau+x4zrdnQI7KoeP6gQCYBMye/ZqRMICh1BZ90YKXQcloxKLgMspoRoK3/xCPpMm2Pjsx31cstCFv8fkD/cVsWCijZYTOotnqcweIRHtTjOn8CRPLn+MpUU7GKk1cOPorVw/rhZvpgeRTOKZMBpb5TDU/DzyL1yCWlRIbOduim+8gdDa17EVF5N3wRKS9Q2E39yEc+wYQq++hq2iwlrdccI48i9cQtnnPkP49TcouOJSfAvmITscJA4fQbbZkDweQus3ZCcWpU6cxDGsnIovfp5MVzdqUWE2ywVFIfLWFkKvv4Fvwbyze2JRjnI5++GePBG1uIjMwJofp6F4PHTf/wD2ymGU3Pxx+p54EjNjZXU4aqrpefBhnBMn0PfUswjTJN3SSt75i4lu34XsclG04iqSJ05aywPYHUg2O7aKcqJba60AqNdN8uhRzEQCU9NInziJZ+Z0GhOjME2ZJctc1O1Jc975DpZc4ODPz8XJy5PYsjnDk0/GcLslVq9J8sKqJJIEL65Osn6T5aWdbNY4fkInk4FlFzpIZwShsOAbX8njgsVOpk5y4HbDhYudTJloJxg28HklaneniMcN+vwGP/9tmD6/QXunwX2/D9MfNDjRpPPIk1H6gyb1hzKsejVOV4/BvoYMm7alOH5So7VdZ9O2FDv2ZojFTdZtSrB+cxLDELy+McGaNywv6bUNSdass+RX3kjwykD9y68neG2DtdTCi2vjrNtkyc+vjrNxqyU/+1KMt2qTCCF4YU2czTuSpNOCV9cnOXg4Q8tAG+rqM5xo0tm6I8WbW5J0dBls3Jrk9Q1J+vzW9bR16pgmpFKCOTMdXLfcTSotGD/Gzne+mcficxxs3Z5mwVw7ixc6qD+oM3aMyq49GTo7DUwBKx9PEI+ZHDmi8ac/JnE7BVs3panbo5GfJ7H5tTjTZju4+Co36t43cJYV4pk5Ha2jE8eY0ahFRURrt+OaPInEkaMkjx4j4w9Y6+VoGrLbTaajE8eIGlJHjpF/4fkYsThmKoVzzGhrElk8Tv/LryL7vAT+9DTuydbCbprfT+j1Nyj5xE0wsGqj7HCc6eimidYXwDVpQnaG6dmKHOVyllMukS3bkFSVYV/9MigysYFrjW7fiex2IckyHT/7JcIw8C6YR88fHkEPhfDMmAaKgkinsVeU07/6FUJvbCC2ey/uKZMI/PlF7JXDrCBOURGJhsOUfOpm4vsO4BwzGgFEt25HzqTInzWZyIa3KJgxHsVMcTJQTOn5c+nqMKmssfFv/1XIwfoMY8bZWLDIwZixKudf4MDhAb9fkEiaJNIGzS0GpSUyoZjJnjqNieNVghGT+gadWdPthKMmxYUKE8fZSGuCBXOc/NPNPiZPsJHnlfnzynK+9bUC3G6Zb/2/Ah7+ZRket8SKyzz8+J5idEOwcK6TH36niHRGMHqkjR/fU4ymCXxemf/6QTGKIqHp8LPvF1OQJxOOmPzHd4upHq4Sjph852uFTBxnJ5k0+cItecye7sAwBDd9zMei+S6EECy/1MPFSyxP6uIlLlZcZn3wedF8J5+4zothCGZPd/C12wtIJAWTxtu591tFhCIGY0ap/Oe/FKFpgqpKlR/fU0RBgUzVcJWf/FsxUyfamTfLyc9/WMxnPu5l/FgrFrDygTLcbpmFc518+dY8CvIVSooUbKpMUaGC02mNInQdTAP8fpNw2CQcEYRDJroGLS0m0YhAkiCTFlx7rZM5c22UlStcfa2TzhadH/yyiBXLEqiNdRTMGIe9qhLt8EE8NeWkm1utBc4UmdSxRrSuLvKWLCZ17Djlt99K4mAD6fYO8i5cgmy30/fHp8hfdjH+J58hsm07/qefp+CSpWTa2pF9PlyTJhJvOEzPwyspuekGorU76P7dQ9irhmcpFyEE/uf+jGf2DEpuvOGsz3L5ICkX6f9yRcO5c+eKwV9w/0voS8RZ+PCDmGepl57p6UXv68M9dcqQelPT6L7/txTfcG12AkbghRdJHD5CxR1fAFUh+NIaXOPH4Z0/Fz0Yovfhxyj77KfpffxPeGbOILj6FfIvvZjEwUMUXnYJtrJS+p54EtekiSg+L8mjx/Cdt5jgiy8zpjzMiuvdvL46wfDhMvt2Z3C6JP74RCn3fr+fzi6TZ54opr9f8NP/jvC1O3zMmeHg3h+HmTbFxqxpdn56X5QZU2zc8Xkf85d20x8yee25cp58Ps59D4bZ+dpw+gImN9zaw/6NVVRWqAyf1szBzdWUFKtc85kuHr2vjOJCG9//mZ//d2sBxUUqL6yJct45LspKVBqOpcjzytQMt5POmBxvyjBtohOB4NiJDBPGWgtPNbdpjKy2ISHR1qlRVakiIdHRrVFZYcmdPRrDyi25q1ejosySu/s0SosVFFkmGNZx2CXcLoWMZhKOmJQWq5jCpKvHYHiFDYGgvVOnutKSm9s0RlXbs22aONaBQFBXn2LOdBcCwbpNCZadb30AY8PWBNWVKuNHO9i6K05bp86N1/jYsSfJqlfi/OR7JWzbmeTbPwywZU0Vr22MsfwTPYRPjeTZl6LcdmeAFx4vI5U2+dxX/Nx8vYdf/qiAz97Rz4gale9/N4+7/y3E0gucXHShnd89EkfTBJde4uRoi8HqF5NEwiaf+0YhP/luP8cPZyi+chn+nQ04x44hfarZiuGcew5mMkmmoxP35ElEa3dQdP3H0Pr8xPfuQ5IlEgcPUXTt1WTa2vHMmkF0+05Kbrwexeej7+nnsJWWkLdkMcmjx+hf9TIFly7Dt2AeYM02zbS1U3LTDUN0QZgm0dodeOfPzS5xfDagKi+PzZ+97W/aR5KkvUKIuX9tuw+th65I0llNudjKSulfs5belX/CiMWy9bLNRumnbsb/9HNZD6Jw+RUUXHYJkU2bkSQJPRwhsnkrma5ubMVFFF17Nf7n/kzxDddaX8DxeDAiUfIWLSRx8BC9jz2Bc8J4ZJeT6Pad+BadS6x2B/aaasZfMY21LyUZMdoKOAYCJpMm29iwMcG2Wo3CAplHn4izbn2S4cMVHvtTnETKZHilwlPPJRgzysa3v57HqjUJZFnmd78ooaxEZsJYGz6vREGeTEe3gRAQjpjc9f0AmYzA329y973W8gUt7Trf+2kQgaCpRefff2EtyXuyWeM/f2nJTc06P7rPkk+16PzkV9bsyVRScPe9ASSs9MBv3OO3ZOCuH/gRAyvo/uuPAgx8l4If3RckHLb++O2jEVrarFjNsy/G2H/Q2mjtmwk2b7fu/1u1SV590/Kq6g9pPPlCFID2Dp37fm+1Ixw2ufe/rOtJpwR3/cBahdLQ4SvftlYaFCZ8614/waBAmPCdHwbo85uYpuCb3wsQjpgYhuCr3/UTSwjSacEdd/eR0SASNfnmPdbxhRC0tBlUVSqoqsTcmQ7Omefgi//kIxa37s83/58PXZPYWpsmGrUmWD33fIKGBo1AwOSx38doPKah6/DMH8KUV8oIoCzcQOG5c0ifbMI9eSK+cxcS277TWqJXCBKHj+CZO5vu3z1ErHYHBcuWoofC2CqHEduxi4JLl9G/em3WmEd37sYIh0keOw6yTHj9Rsq/8PnsEryZjk6iO3ZRdO3VQ/Qj09lF5y/uJ9PReVYZc/iIUi4todBZTblEt9aSf/55xOv20fPwymzqYXjzVtTiIvKXXkDXrx+0uEu7HRCkWq3vYxqRCHo0St/KP5JoOITsduGoqiS+bz/26uH8f+yddZQU19a3n3bvme5RBncPHjQEgru7ezyBEM8lThLiCgR3Cy7BPYTgGoLb+Ez3tHtXfX8U9Az3JvdL3jdC3rDXYq1Ddff06ZJd+zz123ubGzYgeOUqMo2GYEYG4ZxcPIeP4Dt8CHP9WniOHEUpC2OuUYmD2VVQpyZzX10tVWurePo5MxUrKxHlUKq0gvPnwwQCIimpCmbM9qJSg1oLUz5xUaOaiqgoMmehh3atdYTCAkJUZNgAEy6PyJghJt54wULN6mqKpSj44LUEJr+SgCCITHwsnqF9TQiCyJA+plvyP5F2LfU0qq+9pQ7RUuc+DaIoUjJNSZ2a0naVSkIfgiDi9gq0aa4nEhEJBESaN9IRCAiIokjjelpcbslxN6yrxeGSjnu9WlrcHml7tcpqwrcySMuUUqFUShdbcqISs0m6PIwGOcVTbzWvkEGl8pKDCQRF6tSUOLDbI9CkgYRoHC6B1g9ItcSdLoFenU0EgwJuj8CI/mbCERGvT2RYPzPxcXJ8fpHh/c1Uq6TBHxB5eHgcrZvrCEdEXhpvYUBPIyajjC/fS+Ldf1lRKGS0b6Xn03cSeLCJFo9XpGdnPQlWOU6XSPdOOlat8+NwCrR4QMuipT48XpEypZSsXhMgKVFG8WIKLp6PUKKknMqVlYgRkc/mJNLwPg9VFGdIbXU/Mo0aVdRHfN1qOLbvRF+3NlGnC/ua9SiNBhRxZjxHjqNISEBhNKKtUgn72vVYOrTFf+kK/vMXcGzdjv/8RZSWeLyHjqCwWBBDIal13vUb5MyZT9Kg/kSdrlhiUbjAQc6suYRu3MTUtNE95PIb7P+LXGQyWUlgPpCCVOX5a1EUP5XJZK8BY4Db3V5fEkVx03/7W78FueT7fDSaNe3/HHKJerwojBKPFUJhnLt24zt5mpRxo1HGmSWeuGQF8e1b49y6A3XJEpibNgakE8y+cTO6ihVwbN2GqXEjIg4H2lsldO1rN5A4sB+25Ssx1K5F8PoN9NWr4t6xjVIWJ/2HGTh3OsQ3C71066mlwCbQppWWYilyvpruZcvqJPLyBXoNzGfPxhQuXYnyyAQbqxcl89P5CF0G5DBykJGP37ZSqUEGiVYFe9YW47k3CriZEWb1vFTWbfaxYauXmZ8kY7MLvPmhnU/fTkIukzN1noOHh8UhQ8Z3h300aaBDhowbGSFKFpcwidsjYDJKjjQcFlGpCqMZURRjaf1Fx3e7/dK8i/6+YFC6wWg0csIRgdx8CetEogJHTgZpVFdHOBpl1iIXY4fGEQoJjJmQx7wvUvD5ojTplMGW5WkoFCIN22Xw2vNWGtRR0axjFm1a6PhsipXew/I4fCxI5k/F2f19gLUb/IwbaSCqEJn0mouZX1soCIiMGGynb38dSWV1fPSGnTiLnAuZZsJKI5aO7chfuRYxGCD14dHkLViCoXYtoi4XmtKl8J+/gLZcWeRmE45NW1ClFcN3/CTJI4dhX7eRtKceRa6Tbt55C5egq1wRVUIi/gsXsHRoB4D/0mUK1m/CWL/uHeqQotfO39n+auQSAZ4RRbEa0Ah4TCaTVbv12seiKNa+9e+/OvPfanIZf1vkcrtC4s+ZY+t2qQKhICBXq7C0a4O1R1dy58xHCIWQyWSoEhPInPIR2vLlcB88RCgjEzESQVO6FMr4OORGA6mPjiOUnoHCZCJis5E9dQb66tWwLV+JpUtHPD8cklL8zUYEhYa0aol4fXDuTJiSpRQc/iGEIEIgJDJ+opOUZAWbtgd47yMX7VrrWPSNl7g4GSMHG5kxz0O1KirmT00iEgW5XE792hoEEewOkTiznG93+Jm1yI1BL2f+cg/L13pQq2V8NcfF9r1+REQ+m+HgwCEpKvp8ppPDxyU1zNylbg4dk8Ybt3v57pCkIjn1Y5Dte6VoxumKsubbwpTptZsLx9v2FI73fl/YvPjA4cLxD8cKu7gfOl44PnIigHCrL+jpc0ECAcmxXr0RJv9Wur+9IMrFKxKKCQYFTpy51Y9UEPn+SOF3FP3uonMqOtf5K9yx8SdfF8RWZp/PcpJ7K5lo6hwnPwvK22EAACAASURBVJ4P3Rq7+OGINN9Pv3Zy8Kj03e997uDkWek9L75t5+xPYfQ6Gc+9budGepQ4kxyvFwwGOWXLqIgzKQgERHauT0WnUzB1hoeBffWUKaPiy6+8dOuqZeZsL3O+9lKzloo3XnVz/riP2g00nDkRokRyCF2JVNwHD2OoXRNdpYr4Tp9FW7ECniNHMTZrgmPHLmQqFfmr1uI5eBhT40aE0zNIm/Ak/vPniXuwmeTMIxE8PxwGmYyIzU7W51+hvSUJDOflY1+5huQRQ2POXKopsw7frRaHP2f/7Zq720zOX4hcRFHMEkXx2K2xGzgHFP/DZnTLrjsc6P6m5XPzl66IdeT59zmZGjbAtmIV6W+/R9guMdFwVjamRveTt2gpzr37Md5fDyEYomDrdhJ69SBv8TLyl6/Efegols4dcG7dgdxgQFOuLGIkgv/iZeRaLa5936G0xsPlMwjBAMY69+HeuIGE9g9xKbUDSxaEGPukmWGPmShWXMngoXrMFhkul0h6eoR8ewR/UGT/wQDhMGRmRzh6MkR8nIyEBDmBgEDFcipE4MO3EhjU20ixYnKaN9bwzstWRgwwk5Ks4KWnLTRpoEOjljHhkThKpEna3xEDzBj00inXsZUhdr9uWFdLKCT9p2JZFf6ANLbEK2I4JByOtQslHBZjhbYACpyFreby7YWNoXPzozGHmZsfiTnuAkc0FhF7fUIMv/gDIg5X4XbXre0Ol0Dw1vwKnIVjl1sqQQDg9wt4fNL7IxExhnoEQVIAgXTu3p4DQJxZwa2UA5ISFbFoPTFBEUM8yUkK6t6nvbVv1HR4SEI5jeppGdbPhChK6pxHR5rR6+S8OtHK2y9bKF1SQVoxJW+8EM/Y4Sa8PpEh/QxcuSYlKT3YVMtb77nQaiAtVcGU990kJSqQAzu2BShRQoHZJKN6NQUDhht5oJnI0F5uVEEnSks8Cc3qEzh1AplKhdxopGDVWlTJybgPHESdlCh1rzpzBkvnjgRu3MR/8TKGBvXIW7IM5979uPYfwFCnFq59B1AmWFFaLHiOHid37gKsvbpLrfoA//lL3Hx9sqTcqlPrP653MRqlYNPmO1on3u3lc/P9d4nKRSaTlQH2AjWACcBwwAUcQYriC/7b5/8pyCXq8XBj0psY6tQisXePWKchURCIejzkLVhC1OEg9YlHUJolzCKGQji27gDA2qUjgavXKNiwifj2bYkUOPCdPoPv1BniO7SVGgqEQsS1foisz77C0qUTtqXLMSfrePlFkfmf21Ao4NrFMC1baahURcnFHyPcX1/FlatRXnkmjlNnw3w13c2iGQlMm+1l9Xof29ak8MlXHv41uYB3J1kY3MdEiZo3eOtFC88/aaVN7wzGDjXTp6uJT6Y7qFVNzUMPGDh5JoQvEKVxfQmhHDsdoE5NDTJk5NsjJFgVyJDdgRj+Tsjkr7afwzQiIjZ7lESrEhGR46eD1K2pRUDg6/lOxgyRtNzvflZAi6Z6GtZTM/E1G3qdjFcmxjFgdB7nL4Y5uieNYY/ksXqDn21rUihTTkaP/jaeG2/mgRZKOnW1sXSJFYVRxrCBBTz5jJGN34aw2wSSUhQsmeNBV70aSosVhdlEKDOLUGYWcS0fJHD5Kgl9epA7ax7mls1x7/+eYHo6CoOBpIH98P14jqjHi7FOLdTF08iePgtz82boKpaPJf34L10md84CTE0aYm7W9A6NejgvP5aXUfz5CX+b86mk2cyev1rlIpPJjMBK4GlRFF3AVKA8UBvIAj78hc+NlclkR2Qy2ZG8vLyfe8vPT+xvjFwURiOGmtXxHj9JKCs7tl0ml2NbsZr4dq1I6N2D3LkLEMJSkpBt9Tq0lSoQzsvDffAQ2rJlSBoyCPuqtegqV0Ku1aKwWnDt3hdb7uYtWoa1R1ccmzZj7dkNX0jNZ2/bGf9aAhk3IgQCAnXqq1i1ws/1GxE2bPRz8GCIPQcCHDoSJByBIydC9Omhp0olFd9u99O8qYZxw00YTXKsVhmWeDlL13jIzg1TvJiSUU/lceREgASLgoEP53D9ZhijQcaAcTnYbFIkOu6ZXNy3ItQX37bh893GCg68t6LYtZu9eLzS+NipAM5bDywzsiIx1BEMCmRkFS6ls3IKx7YikbjDWTi+HW0Dsb8PxL4XwPcrxoGApDgBKcr2+3/+bxX9jqLfXXROReda9DdcuV7Ys/PUj4Vp/0dPBnC5pc+c+SnIqR8ltHLuQoi1WyRF1LnzIabOlaLK0z+GmPyJtNo7dCzIu586kMlkbN3l59X3CkhOVDB7kYfPv3ZRIk3JiVMRDhwKUr6cCqVCjl4v55Vn46hcUckX0zw8MtpI44ZqFizw06WLlnffdbPz2wBpxeW89KyTgDtCMCASDoFaDZHcXIwN6uI9foJQVjaJA/rg2rOPuBYPkDt3AXKD1GDFd+o0crUGc9PGRL1e/Od+wtqlI+pSJclfsQpd1cpEnU7ct6LcsM2GfeUa0iY8gSox6Y4oF8B35keC129ganz/38aZS/YXq1xkMpkKyZkvEkVxFYAoijmiKEZFURSAGcD9P/dZURS/FkWxviiK9ZNudTn5NfZfkcvfQOUS1/ohkgb2I3/Fqli3ede+71AlJ5E7cx7es+cw1q1D/uLlOPfuR1+1CjlffU3U5cZ94CD+S5fx/XgOS5dO5C1YhKZMGZDL0VSqgPvwUcwtmhO8eo38Rcukcrb5N9CWK02wygMsWSgw/JE4Jn1gZd3qABNfMFG+kpK9+8I0aqRCo4f3P3FTupSCPLvArPkeHmgsqSVKlVTQv5dBOuVkMtYvSmXkQBNJSQpaNtXx5otWalbVUKmCimcejcdslpFglceW/wA9Oxlj2KRhXS2OW0ikfBlVrAxtolURc25ajYz0W45bJoObmZKjC0eIbRdFkcvXCh3gpSLjO7ZfDf3s9jvG18OxuV69GY5hkIzsSIyh59ujsTrpDqeA3XELy/gLbzLRqKQ9/7n5/Zq5Xr1ROL6ZWejo82zRmIPKyYtiuVUHJjc/QoUyksLG6RZoWFeKYsNhka7tpIqbJoOcsUOlKLZSBRWPj4ojJUlBr84GnnsinsoVpNyBF56O4/UXLIiiSNVKKpo2UmO1KEhJVJKbH+XIMamEwoljYdIzovi8ImIE0m9EKZam4LGn9Jw4HGDCpHheejcB79pvMDVrgrFJIxxbtqNOSyPjs68I3cxAX60qvpOnMdSvi1yrRh4Xh33VWuLbtSFw5SrOnbuJejy4Dx3FtnINuqpSbf7cOQtI6N2Dgg3fkr9kGZqyZWLXftTnw7lrDyljRmCsX/dvpXKx/ZXIRSadWfMAuyiKTxfZXkwUxaxb4/FAQ1EU+/+3v/VbkIvN56Ph3wS5hO12xGAIdbHU/3jNtnodCqOB+DatAPBfvET2V19jbtYEa4+u2NesR67XEd+mFemT30emkJM8egR5cxdgaFAPfeVK+M6cRQgEMNavR96ipYjRKKkPj5b6hGZk0n+kibPHAyQlyWn5gJqtW4OMf8pE9QoqPv7cQ7WqSurUUPPtNqmhxGvPx9OxTy7HTgbZsCSFjCyB0U/lsW5RCs3u11PjgRtsXpZGuVIaXp1i46kxcVgtSg4e9VOjqhqjXoHTFUWlAr1OAtv/rki5Z3+dFcUyOXkRUpOkxKcLl0PotVLG6rHTfo6dCjFyoIktu718Ot3FhiWpfDrDwfOvFnDpWAk2bffy5HMFPPuUmRcnGune30anDjp69dHwyiQXLVpquO9+DSu+8eN2CRy+nMQVmwVRpiRSUEDgwkXMDz2IrlIlnDt2IvgDpD46jtw584lv0wohGCScm0vg4iUsXTuR/eV0tBUrkDx0EDkz5mBq2ABd1crkzJhN8EY6pd56Vao+KgjkzJyDqeH9Urb0v5n//EW05cvGun3dbVbSHMee4aN/02d+T+TSFBgCPCSTyU7c+tcRmCKTyU7LZLJTQEtg/G+a4a+xv4EzB6lYT96CxdjWrI/d9W+btWsn/Ocv4v/pAgDasmUo9vjDBK5cRQhHUCRYCV6/gffkKVIfHo2xQX3c+74jcVB/PAcPkfHhJ6BWE8rKIWyzYWzYAGV8HPlLv8HarxfKBCunjod5/g0Lly9G+Ne/3CQny/nXq04mvemkY3sN02d5sVjkjB5qYNfeAFevR3hynIlGDTTIlTJq15QeRH74lZNIRMRolNO+XyaZOWHCYZEew7Pw+wUKHAJDHs0hGhWJRmHcxLxYpPvWx/bYeOmaQiXHwaOFyo9LV0Ox9+TkRWJjj1eIRcmRiBh7EPpPsqJI5zZuAQnd3H6A6/YIsVWNzydw8mww9tm1mz2x7R9Nkx5leTxSkhKA3S7QdUgWcWY5129G6Do4m9RkBd8fCdJvVC4Vy6lIz4wwY56b5CQ5xVIUBALwyCgj7VvpWL8xSNkySjq31/HTmSi5uQJ+v8C86W6+Xevn+OEgJ7+9SujGTeJbNyfqdKK0Wohr0Rz72vUI/gAJvbrj3LELbbkyeE+cJH/ZCrzHT5I4qD+2lWtIHj4Ea+eO2NesR128GEI4TMTpQgyHSXvmyVjtF8fW7ahTU//DmYdtdnJmzsVz7Phd68z/aPs1Kpf9oijKRFG8r6hEURTFIaIo1ry1vevtaP33shvOvw9yEQJBNGVK49q1h9wFS+6c34GDJA8dhH3tego2b0WmVKItXw5lghXX9p0IHg+hzCwc23YS9XqRaTVEPV6C12+grVgBmVJJwdoNqFKTcWz8FjKvorRaUFnMaPOuYmnTEltibTZvVTJwhJGkFDmBIDw8zkBqcTn9h9rp2F5Lnj3KiEdtPPuEiYzsCIkJCl57Lp58W5RSJRQsmZHEoN5G1BoY3NvES+MtJCfJeaCxlsF9pCV85QpqWjTREQyKWOLlVKukxu+XnG9aqjI2lssLebTLLcQ4s90hxDCG0yXE8IvXJ5CZLTmqUEiM4Qe3R2DBCqnRcDQqMn1+YZ3sr+Y4fnY8de4vbJ/niN1A5ix1xua3bK07xuw3bvfGEMq+g35On5Mc5smzQfb/IN2YrlwP8+0OSYaYmx9hxXp37DfMWy7NVRBEps37+Xn80vhyEZ5+8cqdiOYWsePaTal1HcCNjAjqWyuizJwI1nhppZRni1KxnDq2/1o00cXm1KeLEbNJgSVOzsiBZqpUVNOonoaXnrbQrKGGEmlKxgwxs3hGMjKZDIVcxtjhRpIS5bjdIp3b6nh7ipOs7CgVyikZP95FWpqSN1834bCLVK2h5NXJBsKbVmJu1piUAT3wfbsOU8P6qEuWwHPkGIHLV4kGQ7gPHESMCphbNqdg/SZ0lSshhsL4fzpPMDML1/7vkRv05C9fibZSRdSpqbGaL4Er17B0ao+zCFN3bN9JzrQZ+M6cjVVOhHvI5Q+1/0vIRRSEOwr3i9Eotm9WE7x+g+SRQ1ElJgLg3L0Xw301iTid2NesJ/Xxh5GrVIiCQNanXxLXthW5X89GXaI4YjRK0qABKBOt5EyfhbVLR9yHjhC8dp06LayM7ufkrQm5ZNyM8OwLRtatCTBokJ4u7bSMGFXAh1PiKV1MyejHCxj/mIniKUrqt8yiawc9cz5PZOQT+Rw5EWLjklRupkf5aKqDlbNT0esUPP9mPu++koBCIefQ8QAN6kgqFZc7itkkOYt7ypS/t/27WiYSEdHp5PgDUS5cjlCruga7M8wXs5y8MsHKxWsBOg/I4eCW4uw75GfwmDxefzGeHt20dO2XR4FD4OThZD6f6iUQFBk6XM+32wIcPxam/3AjO3aFOX00iF9l4YcNmahSU0h9/GHy5i8inJuHtWtnoi4X4dw84ju0JXQznYLN2wjbbMjlCiydOxBMTyexd09pzvk2cmfPI/XRsYTz8ok6nRhqSyUEfGfP4dixE1358lg6tb/zd//btfpX21+NXP46u0udOYDn0BHch47EHnjKFAoS+vYicWA/cucsIOKSojVVUiLp735AODsHQ/262L5ZLb1fLiehdw+pwmGHdiAIWDp3IH/pcrKnz8TSqQO2b1YT17YV2nJlObEzl/w86DnYiEwG69cEmDDRyOJFPrp0z+fRRww887yDw8dDfDg5jhdfc1AsVcHWlSlcuhLG7RFp3kRLZrZU0rVBHQ079vnpNiwLf0BKlnn4uTwEQWTHXh/v3Kqhcux0kKm3ok23R2DO0sIoeef+wkjj/KXCh5G5+YUP+IqqQO7Z72eiKMb2rSiKsX0uimLsWIiiGDtGoijyxSzp2AmCyNiJOchkkmPvPy4HhzOK0xWl44AsolHpgW27XtkY9XIMehlr1vsIR0SaN9Fx7apAWjEla5Ykc/WyyKbNAYYPMXD8cIi5s3w0bKRmaK88Nq30MmiMibN7s5Br1SQP6oNrz34iBU6sXToh1+vwnfkRXbUq5C1YQsHGzcQ/1AJN8eKYWzbHtWcf1k4dpDmHQuTNX4S1p4Rtsr+chrZcOQBJ4vvtFlJGDSe+Y7vYPhKCQQq+3RJbYd899sf5tbvWod/tyEVTphS2b1aR+cEneM+cxXPkmNRNJzUFbcXy5M6ah+D3E7bZURiN2NdtIOpyQzSKY8cuchcsQVOyBOriaYRzc7H26o5r117UacWIFjjInjYDudlE/rz5FGtUEW316rz9RojqTZPpMcCIOUEBMhm9+uiwFwi89C8XHdpqOfVjiGdedvDwSCPp2WEuXonw+osW0rMitGmhZc2CVKpWVmE2y3h4mJlnH7Og08sY0sdEu5Z6RBEebKKjRJoSQRCpVkkd2+9mk4JAUIyhi3x7YeLOtZuFypFLVwuVI1euh2Pyvz0HfJw9L2GMY6cCsSzLS1dDbN0tYYzs3AgrN0gYw+0RmL/8tyGXX0QxvxG57P3+TuRyO3v1j0IuRcfT5jli+2/ecldMJvnNBnfMcWdmR2Pb821SQ2yQUFbBLcmkxyvG1EZenxjrmuTzi9SsqkGrlRMKi9xfWyv9XyNjSG8zzRtrKVtKxYtPWxnQy4hCIaNpQy3bV6VSoayCrGyBdydZOPNjiJs3ozz1qImuPfNxe0R6dtPyzFNOyldQ8twLBn7Y7adLXwODx5kpr7pE8Oo1SWao0WBbuQaZWk3uzLmEsnPQ166FY+t2Enp3x3f2HPFtW4NcTs6c+eQvW4mhYQM8R4/h3LkH/X334T15ilBWNrYVq9DXrIHCYEAmk+Hcux/39z+Q/tZ7eI6eQFumNHA3IZfC50q/t91DLv8Lc+7cTcHGzST07hHrqnJ7eec9cRLXdwdJGTsS/7nzBC5dRq7TEdeqBdlfTCPqD6AtWwZL5w7kTP2a1EfH4vrue4gKRFwuPEeO0rxfWVrUsrNigZviaXJGDDHw4UduFsyxohRl9BxgY9XiBBYs8rFpW4AZn1mJNykoXzeDapVVbFqSyotvFaDXyfhsciLfHQpw6WqEMYPNyJCx/wc/zRrp/qOGyj208s+zosf89rkQFaPs/8HPA430hMMCT79iY/LLVnyhKH1H5DKwl5Ea1RX0HJJHglXBkX3JrFgTYNk3UimBtJIKPv7Ew6z5Vs5civLSeAe9nq7Mh6/mIooykgYPwLZ6PcHr10gaOgj3/u+Jb90SFAqcO3aT0KcnefMXIVMqUFoTSOjbk9yZc9FVqYy2bGkUJhM5M+eQNHQQqpRkEEVkcrnE2hcvw3vsBKlPPBJz6HeL/SORiwh3FXIRIxE8R47F7vAApmZNKfbUY7gPHsJ39hwAgteLbeUatBXKY6hVk7wFi9HXqIa1exeCN27gP3uOpKGDEIMBPD8cwrV7D3Ht25A7Z4HUSODadfS170NXpTI/bLVRvIyG++qq2b0jyPMvOGn+gIZHnyxg7kIv/3rBxOPPOHh0jIHPplh47Bk7SQlK+vc0oFbJiDMraP+QnlmL3Dz8bD4NamsY/698Xv/AjojIh9McLF0tqSPmLXOxY5+0PD92KhirfeL3Cxw9WajcuR3Bwp3JM7eVGPfsr7eix6LoMSp67G6vOABmL3ESvFXC4KNpBZw8G0QQRJ59zcb+g0F8PqmW/akfgwgCdB+Uw8EjQdo+pCPerKRkcSW9uunJyRL59Es3s6Ym0PIBDZNedfHWm2aefbqASRMddOqu46MnzhB1OEns1Ab/pStEXU7i27UlnJ2DpkwpFCYT+UtXYO3ehfwlywlevUbU4yOhTw8K1m9CU6YUcS0eQJmQQM7seST07QWCgH31usLfvHkbAGkTnrzDmUd9PjzHTvz+O/w32z8Qudy8y5CLTKkkcOUqN157G8+RY4RtdvznL6ApVZKkIQOxrVyD/6cLyHU6QlnZpL/1LmIkihgKY1uxCmQyqUrijl0Ifj/ayhVRxMcTuJFO1OFECIdJf+cD1MmJuNavp0K/h9BWr8HEZ0L0GJFKpaoq9CYZ3XtqadRQzdQZbqbN8tK4oZrFK32cOhti2EAj2flhXpkYz7NPxJORHaFtCx09Ohp4ckwcRqOC8ePiaPeQHmQwpLcpViK26f2FJWXLlVbFshh1OjlXbxZN3CkcX7jy88kzS9e4sRdI+3jDNg830qXXfgm5XLxyJ3JZtVG6yRRFLpHI74dc5i5zxZDL8nWFyGXTjjuRy5mf/hO5XL0RZvPO/zly+SUVzm9FLlt2ebl8TWLlBw77YwXDQiGRGxmR2D67fRyjUTGWyCQIIjl50dg4EgGtVk40KiKKULemBkGAapU0tHpQh04nY0BPI8P6mbHEK5j4mIXRg02UKaniZnqUrz9OZHBfAzfSo7z7ajzvfeji6PEIg/vpGTmygNwckXGj9ZQppSAlTUGLVkrqlCvAd/w4poYN0JYuhf/sOcRgiMyPPkVfozqBS5eJOp3IjAYM9ergPXqciMOB3GBACAbJmTUXdVoa3qPHyXj/Y4RAAJlcjmPbDnxnz5E4oC/q4mm49n2HEAzi2LaDm5PeRHZL+ngPufwO9luQi93v4/6ZdxdyEYJB0t98FzEaJW3iU6gSEmKvRT0esqfPwtq1E6qkJNInT0FdIo3UR8dhX7MOwR/A0q4NyGTkzp5HyiNjcH93EP9P59FXr4qhTm3SJ0/BYJLz3MtGli/00rOnlqoVlEyd5mXuDCs3rwk885KDTSuSefl1B/OWelg1P4VaNdSUrX2T4QNMfPJmIhMm2WjzoI6enUycORdCEERqVZeyCvNtURIT7qlW7tmvs6LnyO1zR0Bg9UYPbVvqUWtE3vrQQWqygk7tdQwZJ6lfDu0qxrsfO3jnIxdffmyhVl0lYx8uYPGSBDJdAk+OKeDp9yrw4rsmfFduENeyBflLliHTain11qvkzJqH4HRi6dYZuUqNfd0GUh8bR+DyFZzbdmJq0ghtxQpkfvgpcp2W4s8/g2v3XoLXb5A0dFCsGTRICpicGbPRVa5E6iO/rYbKH2H/SOQiiPzlyCWUk0vRG55co8HaqxtxrVtiX70uVrIzcPUaACljRmBfu4GIzUaxJx9FU7IkBes3Ye3RDTEQJGPKR3iPn8DSpZNUcKjFA8j1OjxHjhN1udFVrUxEqSelhIYmD2j46AMPs+f6qFVLxcuvORGiMKSfnmdeKeCRUWbmT03iy1kuEixyWjTVsmy1h58uhXjoAS19R+fw8bQCypdR0r5/Jhu2SVHvC2/nx6K55es8sajt0tVQTAseDAp31Bwpmuhyz/5vWNFjer3ICuzgUX+s8uX2vT6OnJTOlWVr3cxd5kIURd75pIDPZjhRq2QMfyyPyR876NxOz669AQ4cCtKziwGnQ2DdJj+rFyfRuoWWx5908MH78ezfG+BfE50MHKbngwkXCZw9S1K3DkTcLuQmI/GtWuDefwDB48FQpxbKxARs36wioW8v8pevJG/eInQ1a6C/T8KZCT26kjRkIK79BwhckVh8OC+PcK5UNyricFLw7RasPbpi7db5jn0gRiKE8/P/6F39H/ZHerW71qHfDcglnJNL+jvv49ixG1EQCGVnozAaiW/VEnXJEmR+8jlCKIxco+HmG+9IfRQH9Sd3/mLEcFji5teu49qxi+QRQ6R+oBs3E7HbUZpN2GfOJLF+ZYx1alKwaiWVhndAX78Bz78QoXO/BKrVULF9e5ByZRWUKqlg4Kg8XG6BiuWVXEsPUaWiirYtdThcAq9MjOfDNxNISJDTrqWe7h0MdOtoQKeT89jIOEqXkPZl13aGGFqpWlEdQwyJVkVM1aFWyzh7vlCGeP5y4QX/Sxhj1mJnjN0uWf2/Qy4/p3K5m5DLbZVL3v9S5fLl7N8fuZw+F2TfQWmu126G2XRrrjZ7lGVrCzN4LxQ5pheLYLTr6RHUaikiv3I9TI3KakRRJBoVad1cKt1bs6qGsUPiUKlkjBhg5uFhZtJSlZQtpWLprCR6d9OTnikw6dl4olGRi5cijBhkYO5cL0uW+undXctPpyNcuRSlS2cZjcpmEjh7Fmvbh0i9Lw3viRPoq1clGgqTM2MOumpVce7cjffwURTxccQ1b0revAUozCYMdaRGLu7vvsfarTP5y1aS9cV0lAlWIvYCMj/+jISe3Yh78AEC164jRqMIoTB5C5eQ/u4HIJP/6cjF/k9MLLobkIsoiuRMn4X/3E8k9O5xR/cUAPf3P+A9cZLkUcNxfLsF5849xLdrjalxI3JmzMbaoyvacmXJnbcQXcUKqEuXInfGHORGA7PXFmPFB+fZtMpLh846HnxQzbrVft58w0zmjSjTZ/p47414Tp8KM3exlw1LU3jlLQdfzHAx5TUrA3uaqPHATT59O5GBvUy8/ZGdPt2MVC6vISMzgkEvwxIvpT9HImKstdo9u2e/h90+pwQEzl8KUraUGrVaxtZdPvJsUfp00/PqlAI2bvVxcFsqI5+wsXKdj3nTrdSup2LAEBtPP2WkZgMVIwYXMG22hZMX4Mv3HIyamMKk1yGcZyOhZ3e05cuR+dFnyE1Gij39OLblK9EUTyPuoRa49u7Hd/YcSSOGBy4QrwAAIABJREFUkDd3Af5z50keNRx18WLkzpIemhZ9MCoKAnkLl+I9egxLp/aSNPJPtlLmOHbfQy5/vslkMhJ6dZe6mP9wmIhdSrYRwmGiLjemxg0x1KsjFRJq3gxzywfxnfkRMRwmedQwcuctxLZ6HYn9++I78yOR3DyKPzcewednwqh8nno1GYtVwfrVfoxGGaXKKOjbz05GpsB9NZUsXuGlfWsdbVpqmTS5gCF9jfTpZuDUjyGSEuQ0rq9h2OO5bNrupWolNY3ap7Nxu5e4ODmtemfEouHXP7CRkydFdjv3+2LL7YysSCxSDQaFO8rH3rN/pv27KuY2frlwOcSPt86nIycCzFwkRbQbtviY8C8bKhW891kBXYdk0aKpljc/dPDBF0769zQSCcu4fjPCsAEG2rbQ8cgTBbz9Rhy171Px4kQnTzxlZO4MD++9bGfwOBNnD7sIXk9HV7Y0+hrVyPzsK5RJiaQ98xQF6zeitFgw1K9L5udTcX3/A8mjhhG8fAXBHyC+fRtUqSnkzppH4oC+aMuUjl23AIErVwlnZ2NsUI+4h1r8afu1qP2RQepd69D/bOTiOnCQgo2bibrcdyy7BJ8Pc4vmJPTuQfbUr3H/cAi5SkXeshVkz5iDrkplDHVqkTP1a+LbtSahfx+yvpwGUYGU0SNw7/uO9HemENe6JQXfbkE4fZgqE4fhCWqYMMnEpI+T6dhLz+zZfp593kTVqkomPu/E7RbRG6DbwBzur6cmMUGBUi0w9QMrNaqo8QUEhvQ18fwT8TSur6VDKz0dWxu4v44Go0FOv+4mtBopKr+/rjamaki0KmK1QrQaGWduoRW1Wsbpnwoxy69RY/xRyOXXqFx+zfx+z8Si27VciiKX/6ZymTrvtylb/h253E7Gmrvsf45crt74eeQSCAjMXlKYNVp0rj8Vyfg9dyEUwy8nzgYpXVK6HrNyI7GG2HqdnBEDzMhkMlo11/H4qDiKF1PRu4uRYf2M9O9pIDtX4IkxZl4cbyY9S2BQLwM3rkd5c7KbFs00LJjrZe5sP61ba2jaWM2BXT5ad9Ez6rWK5M2Zg7ZMKVLGjsK2ai2hjCyUSQncfH0ywWvXKPbkYwQuXsL2zRpSxo5CX6c22V9MI3FQf2RyOenvf4T3xEkA8pevxL52PSnjRqGtVDH2DOw2cgllZ5O3ZDnBjEzgD0QugXsqlz/F7Os24ty1B/19NUjs0xOF0XjH66HsHPLmLyKhT08UJiPpk99HrtORNv4JQjfTce7dT8qYkUQKCshftJTk4UNw7NyN59ARrN27MH3iOZ7qe4mkZAWffGLi/Xc9NGmqZtxQE19+5SEjK8qzT8QxeEw+KckKls5M4tV3nHz0lZMXnoxnzBATnQflMPfzZOrU0LJ4pYuu7UyYjHIczihGgwyl8q69R9+zf4A5XREMegVypcjlayGuXo/QqrmObzZ4+HS6k9ULk3n4mXzWbfKzfG4i99+vpmvfPEqWUPDxF2YGDSxgwkQjFetpef05J+Uqa1jt60PGnKWoi6eRMmYkuXMX4DvzI0mDByLXqHBs3UHK2FFEnU5yFywmechAIk4XOdNnokxMoMQLE/EcPorn6DGSRw5HodfdMedgeoZUh+nqNVLGjERfo9ov/Lrfx0rFxbF72D8MuURF8U9HLpaO7VCnFSOUnnFHp6HbNz11agopY0ZiW7mGcE4ecS0fRFMiDc/RY+hr34epSSMy3n0f5HLp4ejcBZgbNyL1sXEUrNvIB/OS+XJhKmdPhmjf2sagwXpWrwzQa2A+/fvoyLcJbNru49tvkilVQsmHX7oY1t9ISrICuyNK8WIqSpdQ0qxzBlt2eVGpZNRve4OTZ4OIIvQcmR2L4L6a44hFocdOBWIlafNt0Vj0Fwrd2ePynt2zona72QfcWcY33xaNrQ5uZoRj5ZJPnAkydmIeSqWMVRu8NGqfQcVySt79rICBY3Pp0k6PUS8nOyfKfdVVtG6h5ZGn7Ux4wsTXn1uY9LKbzp21WOPlDO+Rj94oQ6sRuPHJ1yBKK968RUsJXL5CiRcmIlMXOnP/+QtkfTmdpKGDUCYl4v7ue3SVK2Lt3gXnzt34zp4jZexoFHrdHco1URQJXrlKOCcXU9PGf7gzB/7Qa+6udejpTuefrnKJer0kDxuMpWN77Os24NixS2oSfe06tpVrcO7aQygnl9RHxlCwZStCMEjK2FGEc/LImT4TY706aMqXJ/PdD3DtP4C1VzdyZs0hySpS/olBHF1xloXfVWb4w3EkJCs4d0Fg1mwLXp9I45a5NG+qId8W5fnXChj/qAmZDCwJ8MO2YpQsriQcFRjW38SQPiaaN9bSpa2BJg20VCyrwhKv4MHGOm4nspZIU5Jzq4u8XC6LoYRwRIwlB8nl8NPFn8csRce/pMb4vZDLpashtu356xOL/spaLkX39y8hlxXrC5HL5p2/Dbnk234dcik6p6KJYyfPBmP45djpAIlWRWx/VKkg1fsJBAX6dJVWtTWraBg1yEzpkmr6dTfR/iEdA3sbsdkFRg0ysXphEja7QJsHtVStrOKtKS4qlVVhyxPo2MFGqRJy/jXJyMkjQVKKyRnxVk3CB3YSysyi+PMTCWXnYF+5hoSe3cidM5+8eQuxduuMyhJPxpSP0FWrQvKo4bh27SVss5M8Ygju7w/i2LUH587deA4fJeJykbdwCd4zZ0kZNRxr9y5/jsrln4hcCvx+Gsyc+pepXMRIRNKUu1wkDehLON9G5oefojCbSRkzAlVSIrlzF6CrWAFzywexr92A4PVi7dlNyhINBCn+7FO83mgZE4Zl8NjEOHq0VzFyRAGTJplpVlfLwBE2hg4wUrOqhsZtMuncTs/8r5J4/nU7q9b7+OK9RGpWVfPy23Y+m5xEcqKS3d/5eaChFqVSTigkolJxLznont2VFokIyGQy5AqwFUS4djNCnZpqTp0L8vqUAhZOT+SLmW7eeL+AGZ8k8uCDGlp1ziEQENm7L5G3J7vRamUMfTKOdd/42L87SF6HZ7ixYhv+n85T/NkJ+M6cJX/JcqnT0fDB5MyYg7l5Mwz31SBv0VKUCQlYOrXHe/Q4+cu+Qa7XUeKFiUS9XvLmL8LUuFGsDtOfZf9IlUtEFP5SlYtMqZQULjVrkPXFNGQqFfFtWiFTKvCdPI1MpSJl9Ai8p8+Qv+wbLF07oUpKJH/xclLGjiK+bWsyPvyMzVdr8fgLVia/4mDosALeeN3MCy84mbfMy/yvE5g6001GVpjdG4oRDIqsWOdl3DAzOXlRZixwUTxViccrUK/1TU79GCQ9M0zbvpnczAhjK4jy5Mt5sWhzxXp3LLK7eKWwO5DLHeXPvHHfs//bFgqJMRzj9wvczJAieacrGlu93MwI8/iLecjl8P0RP407pBNnlrNinYcmHTKoV1uDwwnT57qwWhR07aDnzfec9O9tYOncRGbO8OH1iDz3rJH3JznYvslP30F6brwxBc/BQ6Q+Ng7vqdPYVqwiecxILO3akD11BvFtW6GvVoWsz75CbjBg7dwBMRjEe/wkCpOJxP59CVy+Su7s+ST07vmnO3P4h6pc0p1O9H8Scon6fLHEoojLhe+n87FllyopkbgWzaWqbxoN1m5dEKNRsqfPxHvyNAm9e+I5+AM3Xn4NbYXyaCuUJX/xUip0qEmxLg+x+q3vcZW8nzoNNOTmCMg0CubNtfDRJy5GPWHjrUlxHD0Z4sLlEHO+SCQ3L0r5ckq2fJNK88ZaFCqRMUPM9OlqpHoVFT07GalaSUWxFCXFUqRkjnBEOkFUSlkMdThdArm3kIvDKZCdK41d7misC1AkIvL1gt9HOfJrkcvtZJ3fqnL5s8vn/nvHoj+7fO7/T+VSFLl8d+iPQS6/ND75YyF+OXUuhE4ruZHL18KkJEkoxukWeOgBPTKZjFJpkuqlfBkVLZrqaNtCz7D+RjRqePrhOBZNTyIcFilTUslT40wcPhZEFpXRs5uOdu3zOf9jiBmzLTgLBKKhMK2HlCEunIPj2y2kPjYOdUoSufMXYe3WhajLw/WXXyOcb8PapSMFm7eS9cU0DHVrY2ramMDlK7j2fYepSSNUyVLTeu/pM4Ty84l6fRJyyc4m6vPfQy7/P7tbkUvg8lUKvt2CuXkzVMmJ5M6ah7pEcXSVK2GoUwu5RkPU5yd/0RJUyclYOnfAc+wE7n37SRo+BNeBg7i27USVmkLpZx+jTdZHrF7iZubSRPzZYV5/3cXkyWaKW9QMH2fjy4+tXLkcZfij+QzoZWD2p8n0HJZNMASfvp2IPyCybbePCQ9bUKlkXLwcomI5NTKZ7F79lXv2tzVRFEEG4UiU6+lRypdRYS+IMvmTAiZNtHDgqJ8JL9sY1MfI6JEG2nXP5fzFMHv3JHH0aJily3z8630LFy9E+OoDF5ohj5J52U3+4mUkjxiKIj6erA8+QfD7SRk3CplajX3lGhL790GZmEjewsWoixfH0rEdMrmciMOJ9/hJ/OfPI4bCJA0fjO/kaTzHT5AycjgKo+EP2Q+l4+LY9U9TufyZyEVbvizq1BRyZ83FuXMPCf374Dt9BseWbUTdUrSo0OtIGj6EqNdL9rQZ6KtUwtqzO7kz5qCvVJGUMSMRRZFrkz9F2bA5KcWUdH0wh7UbA7zxupknn3Bic0eYNz2Bx8bbKVtWzqfvWLlwOcye730897iFnfv8PPVyPtUqqVm3xUuTTjfJyIqwdY+P0RNycbqi3MyIMOULO5FbUfmOfb5Y5JmRVVh/pahC4Z7dsz/KBEGMrcyiUZHs3MJ6QHu/lyJRhzPKK+/kE41KD8Bb98rC5RY4cDhAzeY3USikBhxjx+eTnRtl7HAT8xZ6qFxRybRPrJy45cznzrFw7LsAn0x28sYHFgLfzCf369mYmjRGrtGQ9cEn6KpUJuWRMVINlw3fkjJuNCgUZH0xFW3Zslg7d4i1owvn5FCwYRPhnFwSB/QhZ/osbN+sxtysyR/mzAEiwh93bd61Dv2PVLlE3G5c+77DdeD7mMpFU7YM2ooVCKVnELx+A0vXziT06k729Fnkf7MKMRolYrMh12oJ3rjJzben4Dl2gpSxo7Cv24j/zBkavD4CTYKZOW9dps2EZhiMMr7bH6JsVTUvvmiiRx8by9d5+fJjK9t2BXiohYYVc5M5dzFMo4ZqPnojgQ6t9Gg0MsY/HE+nNgbSiikY2teMJV6OySinVAkVapUsJkN0uoRYc+abmeFYW7LMHKmlGEBmdoQ130o3Jpc7ysJvCpHLjIX/C4wx99chl9vFn+6WWi5Fkcsv1XL5o5DLry2fexu5/JpaLn82cik6/uliKLZivHglHAs0rqdH0Gql7Q6XQPUqGpRKGQnxSprcr6VOTQ21qqtp1lDLYyPjsMTJeWJUHB+8kYDJKCcckjHzs0RKlVBw9UqUKW/F8dprLqa87WLOPCtarYzsSw5Sy+io0qEGuQsWY2rWmKQhA3Bu20Hg4iVSHx1H3qIlZH85nYjNjhAMIkajRL1eMj/7CseOXST274Op5YN4jp1ArtWirVgBdVoaIKlcvKfP4tp/gGBW1u+GXAoChf0Ffm/7xyKXgm+34ty1B1Oj+4lr1QJlXBxiJELU6yN3znxMDRtgbFCPqMeD59ARvKfPktCzG5oypcmbtwjv8RMoE6zEtWpJYr2KhGd9SPWaKl6dEseiL9yc+zHMU08ZybomMm2Wh8WzE5nykYuv53l4/cV4nh4TT92H0unY2sBLT1k5dzGE1yfSsZUUGeTmRUhOUv4hv/2e3bO7xQRBxF4gkJAgJxwRmLnIRZe2emyuCK++U4BcDnOnJzBkjI2NW/x8+UU85copmfCMgzc+smKzCXz2nhNly04UpNYhZ9oMFCYzScMHU7BmPf5z54nY7Vh7dcf8QFM8R47h2rmbuLat0JQpjdJsxrZqLWIoRGK/3oAkiAimZ+DcvhPvydOkjhuNrkql3+03l46LZ9ewUb/pM78Wudy1HiMi/LHIJb7NQ3hPnsJz5Cimpo0hTjqQyjgzqY+OI3/REsK5uUT9AaJOF8Z6dSnYtAVVYgKWrh3R16qB5/AxnLv3Erh6jY79arDizePs2e5n2mwrxVIVjJ/gZMViK1aLmZ6D8vj8fSvxcXK+WeulQys9Lz5lYfT4PNIzIyz4MoUazW8wvaqGBV+k8PUCJ5EovPCEhZuZEX44FmBQLxMAh08Eub/Of9Y3D4dFVKp7fP2e/XV2+xwURRGbXZDqpwsix04FqV9bSyAgMHWuk0eGx+FwCUx8LZ9BvUyUK62iz+hMqlfR0K+bkTa9c7l8LcLRXWms2+DHZo/yynNxJFvlPPucg1kzLWTmRXn7FQfvfJbA5r0nWDhpPSCj2OM9yPliGlGfD0O9OmiKp6FKK0b21Bko4+Mw1KuDa9ceDPXq4v/xJ7QVyhPXuuUdz6Yi+Ta8J09jbFDvd3Xm8E9FLq7fD7nY122MKVtuq1xkSiWG2veRNHwIefMWUrBlOxGnk3C+Df+lS8R3aItMqSKcnUMoOxv76rXoqldDbjCQM2MOgstJfOO6lGxVi9DlyxzIrs79HYsTicD27UF6DTBQrpySbr1t5NqjfDjZwo49AZ59yszC6ckcOxVkQG89zzwaz0PNdWi0Ml4eb+WhpjrMJgXjhsYBoNHIqFhOjb0gSiQiac7TMyOxpe2FK6HYuGgxpfOXQrGWcr+EXMLh/yVyKYIxZi4qRC7/3rHol5DLwaN/jcrl15TP/SXk8t9qucxd9uc1if41iUXXbhbO9fdELkWx0fT5zkLMcjNMMFT4PMd5qwhcdm6UwK0Wd26PgNWqQKuVE2+Wk5ostUksX0bFfdU0vDLBQpxZzuA+Jl5/3kKlCiqu3YiyamEyIwYb2L8vzOypFrZsCTB6uJ0xY/VUrabk/IFMNEqRykPa4Dt9mqjHQ2KfXihMRkI5OeQvWoKmZHHkOh0F6zchRAXcPxzG1LghqtRkQpnZRN1SHaeCTZtx7duPtVd3DPXqAneqXELZOTj37Zf23/8IufwDVS6OgJ/6M34f5OI/f5G8BYsx1KmFsUE9NKVK3vF6xOkkd/Z8TE0aoatSiazPp2K4ryampo0JXrmKY8cutGXLErx+nfj2bdGUK0v+tKlYZPm8ONmKxSrn3efzGTBQT7Omaj79wEtSooKXJppp3i6HrJwoO9YWQ6OQ03N4No+PimPc0Hj2fu+nTEklNapoEUURt0fAbFL8wq+4Z/fs/7YJgojPL2IwyBBEgW27fSQmKLBYZXwyzcnWnX52b05hxWof418ooH17De9OieOxRx3UbaqjUQs9m1Z72PaDFU3vYXhPnMKxeRu6KpVIHNAX5849BC5cQGE2E8rKJmlgPxBFXPu+I2y3k/rwGArWbyLq9ZE0sC8yZSHAEKNR/D9dwHPkKIGr10h7+gmU8XH/o9/5RyKXuzZCD0d/P+Siq1wRU5OGuPbux/3D4f9IslHGxZH66Fh8Z37Etfe7/8feeYZHVa1t+N7Te0lP6L333lEQKyigKBbsHRU/u2Lv9aioKAhSpfcmIr2X0FsCJJBAepte997fjyEhcIgnICick8fL69ozSZg1e2avWeue531ebP364li5mvyp0zC2aUXMkMH409OJGnAL7m3bcSxfQewTT+LxKXnm3jzGjXIwdko0vy/388nHLj791EJivIJhjxXy3hs2Xn/exojXCrHYBG69wcir7xfxybdFtG2ppceAUzz2Qi7BoMzbnxXx3bjIF2J7DgRYvjqyuhJFucy/DZR92VmlKl0tKn3PyrLM3oOR93I4LDPuVwcOp0iJQ+Tl9wqYscBFdo5In0FZvP5REU0banj8+QJ+GOfirZft7N0bYvwkN6+9YOHh+4zcfVcRjz1m5Lb+Gt59oQABgXe+tJEz6geK5sxHU7M69ltvIXfsL8ihEKYO7QkXFpHwxCMorVZyxozHs2sPUbf2J++XyShMRmLvG3rWZA6RHPWS5Svw7NxNzJ23X/RkDlXI5ZK4XGzXX0f0HYMInjxF3qRfkfx+XNuT8acdJ1RQgC/lCFGDBoAs4dy8FWOnjiiNJvKnzQSFAlu/vuRPn4kqMSHScXz0T6jadKJuSyv7koOsXh/iw8/tbNgQ5M57iqhdT8mTD5vIOBnmhWfMfPlBNDt2BXjzJSvPPWalQT01CfFKXh5uo0sHHVqtgmcesREIyiiVAi2aaEg9FkKSIrdTjp6p/DyQcuZ49UYvh1IjW+8du/1s2xX5Bj3laJA/1v1n5HI5Cosqi1z+k8vF7bn8hUUVZbmci1xK43P/rsKiUuTyV+Jzy3csulwul/LIZdJMZ1k3rLlL3GUWxuISscxS63RJZdn8gWCkQbXVosRiViDLMOwOC4nxShrV0/DVuzHodAr69DDw6ggbgwcY2LMvxNwpcfzfcAtr1gb57l82srJEht1ZiCBKPPOKhdVT0jEr3Bga1kFls5P3489YrulJIPMkjvUbib57CN4Dh8ifMg1z547omzelcMYsTB3aoqtdm1BuHv7043gOHiJwIoNQYSFZ/xqFplpSpPl0YsJfdLlUIZdLKte2HTjXrifm7jtRx0ST9cXXKM1mTJ06YGzbGs+OnTi3bCPuwWG4N28hkHGS2KF3kH3a/qStW4dat3ZDWDyFhx/V06athldGOLh7iJG4WAX3PVLEjX31zBgfx5ejnMxa4OaJB63cO9jM/GVe+vbQUy1RfZp3y2g0V+znapWq9I9IFGWCQRmtDhBg934/p7JFmjZVMW6Ki1+muhgzKormzdT0vSWP/AKJuQujmDzRx5qURBQD7sWxah2BzJPYb7mR/ElTCZc4MLZtg63vNeRPmoqtX19UNiv502cRM2Qw6tgYXFu34966HU1SErH334N3zz5Kfv/j3zof/RX9TyKXoCheNpeLuWN7YofdQ8H0Wbi3JxNz3934j5/AuWYdiCLmLp2w39iP3J9+jrD0Tu3JGTOeqAE3IwsCwawsMn9P5q6RbRn9nZfPP3ExaVI0e/cHmbvQx5hvo2jXWsPAe3MZNtSEVisw4o0CtiT7qVVdRf3OJ3jxnXxA5oHncpk4M9J8d+M2X9kXhX6/RNqJM2l3pSufKlXpaldprQRQ1gVJkmRmLXKReSqE1yvx0TdFfDKqGIdD5tb7srl+SDYd2miZPN3Np187uPUmI7F2FQPvKuD9N228/YaZV192Uq+BkvffVZP7w08EMjOJHnoHhTNmI3q8qGw2jC2akj9xSoSfSxIFs+YS9/D96OrURnR7cKxYGekHPHAAhXPm4U7eScLwJy7ZZA7/o8jllNN5WeNzNfFxmLt2JpCRiXPVGizdu2Ls3JHs022tlEYjSpOZ7O9/IpibR8xdd1A0fyH2Tm1o9vANBI8fZ/yqOlx7T32WLwtw68B8nnjcRItmapweiZdGWBj+qIV9hwKM/TqWT96MwumW6NlVx0NDzXRqp0OjUfDsIzaCwUg5f9sWWnbtCyDLMjqdgl37zhQglGfoC5e7OZkVmezPRS5bd55BLpVxuZRHLn8FY1wMcinvcikfn3u+wqK/G7lUNj539uK/Lz63Mi6XvQevPOSyYq2HI2nBsscuPQ4GZY6dXrSIIuTkitSopkavF3C6JEY8ZsNmU9CkoYZP34omNlqJ2ajgw5F2PhxpZ1tykAk/xNCvj47UVJHXXjRTt46KEXemIObl0PGhLrjWrkcKBkl85klUUTYca9cT/+SjFC5cQuGCxWhrVCeUlY1zyzbyJ03Fck1vzD26kzd+IoJKjbXvtSgNhkua5VJShVwuTt5DhxHdHoytWgBQvGgpCpMRXb26aGvWRKGJfGC4d+7C8cdqYoYOQVAqyZ86HWvvnqjj48j66lsQBGzXXUuTG5vgnfwTN96i49q+Wl57roQ7BhtI3hlky5YgTz1i5omHTFw/KB+HQ+L+u0wMvc3EnCVehg4yER+jxueVUamowixVqlIlJCMTCkvIsowkgUoDKUeCrFzn44brtZGivdkeBg/U89qrZl593cGqtQEefdrE0dQw29LjkW6+l4J5S8t6BOf+PAH/kaMorFaqvTQC5+q1EdfLvUPxpaSWzQXaGtUBED1eAunp+I+loTSbsVzTC9HlwrNjJ4bmzcpCviqrKuRykdI3bIBr/UYyRr5LyfI/sFzTE/eWbeSMGo1767ay3zO1bUPMPUMpnD0P39FjJAx/Au+Bg7i2bMN24/XoGtTHtW0H+2dso92NNRk32s3rLzn4aWwU+/ZHvN+L5sREGuE+WcjXH0eRlRNmyiw3Ko1AMChTu+0JRn5cgNMjctsD2WVdXhb97i5biRcVi2TlnMlj8VQ1ba7Sf7nKv8cPpQaRpEgXraUrPeza5ycUhK9Gl/DwiHwCQZkhD+XS5ppTtGyupbhIZuI0N/FxSu6/y8igOwrp0F7Dz2PsLF3oo14DFa+8AFlffkfgWBqmLh3J+WEMoYICtA3qEz34VvInTkGh0xF7/30UL16GZ89+4h9/tGwyl2WZwtnzyB37C8GsbIzt25I3YTKZb39AuLjkgidzgJB0+VxqV+yEfimQi6BUEjvsHhAE/EeOQFjE1LkThrat8ezeQ/Z3PxIqKgLAf+QIsiji3rGT7O9GY+rVA3VCPJ5dO4np0Y6Gd3TDd+gQ6zzdqd8mih1bgrz7gYOPPrEgCLDkdx/vv2VlcH8DHq/EtJ9j+eStKHbtCzDiCQv9ehno0EZHXKySB+4yU+qK6tRWx859ke2y3aZg4/Yz27E9B85gll/nOss6si/47QxyWbWhYpfLhSKXvyM+tzLI5Z8qLPq7OxZVdL7/SpPo8sjl78hyqQi5zFnsOi9y2ZLsY+feyHs0YscNlh0fTA2gUESqNQ+lBmnVTItGI+D2yLz5gh2LWUmntjpGPG6leycdybtCzJ4Yz/jvo9m7L8zXn9gZNEDP7Fk++vXRMvRuAx+/mEGosJjmA1tMmvfDAAAgAElEQVQROHoM0eUm/uEH0NaoTsnS5diu6wtaLVmff0Uov4BQYSGioxgA987dZH89CkGpQN+kCZaePQhl5RA8eQqVzYZ9wM0XhVwc/4tZLg6/n3Zjf6g0cgnl5ePashVDi+Zoa9UsS1Qr/ZkUCFAwbSa266/D0KIZCAKenbtx/LEKc5dOmLt1wbvvAHm/TEJhMp4Ow7+D+OAxHL+v4PnXLNSooeSt/yti2L1Gtm4LcjxN5P67TVzbU0u3frlo1PD1RzHE2JVsTQ5w7x1maiSpKS6WMOgFdKdzo0vPeVUMbpWq9J9VGhktIyNKEoGATCAoY7YI7D0QYPpcD488YGDSdA/fjHbRsKGKWTOi+ORTF5k5Ema7gMWiZO0uC9z6MCVbkvHs2UfMXbcTPJWNY8UqQoWFKDRqkv7vORQmEyXLVxA4kUHUbf3R1a6FFA7j+GMV/mPpxN43FDkQRB0bUzZGKRTCn5KKP+04tn59UOh0FT6f2lYbq/7XkEtADF8QclHHxaI0mcj++jtOffYVott91s+0NaqTMPwJ3Nt2ULRgMc416whmZRM1+DbCTidZ/xqFwqDHdsN1WLp1RRAUFM6czfF0Ea9P4M0XivnqYydjxtlZuy6AwQAzp0SxZbufD79w8uUHdpQqgRnz3LRspiJ5r596HU7w5icFHD0RoO8dp5i1yIUsy4yf5mTvwcjK5GRWiPzTqy5JkqswS5X+Z1Xe/ZJyNIjXG2Hny1d7WbbSgyTClz+UcONd2Xi8EoPvz6XjdVnExykJBRWsWO0nJlrBh2/auGdYETVrKfn4AzOZx0UMJoE33lSTNepHHKvXojCZcK5Zj2vLNlAIWHp0i7jdjqWR/e0PqOPjsF53Le6t2/Hs2kvez78gh0USnngElcVy1mQeyDxJxsh3yR03EUOzJn86mQOExCrkcjZyqWArg0qFsV0bBJWK3HETkAKBs35HaTCgb9IIhcmIZ99+3Lt2kzNqNHIwhKlTB0pWrSGQlY0uzk7Srb3R6iB0LBXbXUPxeCT27QqS7YAR/2di+44QE6d7+Pg9G906aWjaWMWahQkMuc3EoSNhRn8eQ/vWWnp01tO+tY5b+hmJsikRBIGu7fWkHItM6LHRStaczo1WKAR27j2DWX6e6ijLZqkIuVxMYdHf3bHoQrNcLnd87l/JcrkY5FJRk+2/0rHoaiosqgi5HEgJsGZT5D0qyzK7TqNHWZZJ3uvHYFCc/r0gPbvoUSoFZEng7ZeiqJao5qa+Bm64Vs8zj1rYlhxg1KfR/D4vnsICkQ/esDGwv54vv3SjQuaBh0xkHHAgFuVjMCqxdu9MMC8PpdmEtc81aOvWxvH7SnyHU4i5cxDubTvIGzOeYEERJSv+wNC8GfqG9RGUytMul/0ABLOyyZ8yDXVMNFG39S/rdAbnIJd1G8qOSwJVyKXSkoJBQMC9IxnXxs1E3z4Qba2alKxYicpuw9CsGUqjAd/RYxTOnIMQ6bKMqV0bLL164Nq4Ge/q37nhRhXPvGJm1i9Otq/zceONOurWUfHF524+fMtGdo7Ik88X0aCumnWLE/jqBxdKBdxzu5nG9TWkHQ8TF6Msy2ap6jRUpSr9dZW/jiQkiktESpwS1asp2LjNz6+z3XTroqVZUxW9b8pFABYujGbbthAz5vi4+zErhfkikyaKKHvdjLJWPQqnzyJUWETs3XeiSUqgaP4iQg4HYnExCq2O2GH3oI6OIlRYhHfvPhRGI6YO7XBv34FzzXqiBt2KJjERhUFfqWv8fxK5+MMXhlxKpdBoUGjUWLp2Ju7BYRQvXkbx0uWY2rahaMFiMka+gzt5F/r69Uh4+gkErRZ90yaIbjc53/+IrmEDlA2bMm+Kg5s7nSImScWrIy3Mnevj2LEw0yZG8e2PTg6lhrjnDiON6qt4/YNihj9sYfYiNy16ZjJhhpP1W330HniSOYtd+P0SH31dXLaKOpgSKFsV+v1SVXehKlXpHDmcZxqbH0kLkp0bRpZllq3yMnpiCaIo8dmoYrredAqnS+SZVwq5blAODqdE9446XhpZQu/uOt581cpnn7tJTw8zYbydzWt8rF/p41/j7IQzjnPy/Y/xHU7B1u9a5FAogltqVEOh0aCtXfu0f91O4dwFnHzvIzx79qFvUJ+8cRPxH0sn8dmn0Nevh9JoqPSCLfi/iFyyXH/d5aKOiSbh6ccJ5uSQP/lXogbcgtJipmTlagInMvClHok0fQ4E8B1OxdS1M/mTpqJUKjDWjCc6UcfC6W6i62lp0VLNhIleps7y8NWnVixmgWefNDF9fCwd2ugoKBaZ+mM8vbvpaFhPw7A7TXRpryMhToVOp6Bze11ZhkVCnIr1p7NBNBqBzclntmDlt7PlI2nLI5fyhUVXm8ulfJPo/1RYdLmyXCrjcrmY+NwrIculMoVFPt+V4XIpj1wyToZY9PuZ772S9wbKeuhu2OYjPjaCK4+mBRnQz4RSqcBuVTHicRutmuno3klP3556fvg8hp17g7z1ko3JY2KoXVPJfUMM3H2XgU8+drJ1rY+bb9VRkhvCcGoPulgruiaN8aUexbF6LYZ2bXCt3YCufl0MLZsTOJWFJ3kXvkOHUcXEYO7ciewfxqBOjCd26BCQ5Qt3ufwvIhdnwE/bMReGXGRZJnD8BOrY2H/rCRjMyqZg+ix0TRpjatuaghmz0Nevj6lLJ3K+G41Cq4tkKN89BPvJbRiyD/HxZ2aWLwmwYW2Qzz+08dLrJWxLDjL+uxj69NJzx/15dGij4/b+Rpo11HA8Q6RJAzUGQwSzSJJcZsOqUpWqdGklSTKCEHGLSUg4XSJ7DwRp2ULFirU+5i7y4g9KjBtt59W3HIyb6OH+hwz06Klh5Hsiit79CSs0lCz7HUuPboh+P85Va1EY9CitVmLvvYuiOfMRNBrsN11P0aKlyKEwMXcORmkylY1DlmXCxcVIPj/aakn/cdy1bTZWDfsfQy6+0H9GLr6jxyhasAjv4RSkYCiy5ZEkMt/7iIy336fk9z/KVmWapEQSn30KRJHCmXOIuWsIglpF/oTJ2PvfRCg/DxQKihctJV9di6YdLDzxqANrlMBH71t4/pViunfT8v5IKxN+dTHqJyefvBXF2MkOhjycg9cXWVG36ZvJ3CWRVen/vVVA8p7Ip/GGrb4yN4vDKZatZiMVcH/fh2qVqnQ1qPRLYYikNZb20E09Fiz7Yn3JHx5eeb8Ar1fk46+LadQ5g+OZYbbtCHL3o/ls2eHnnZdtPPB4EeEwvPaiGZdTYuZ0H+N/MRNKO0rJ8hVYevaI7NgPHEL0eZFFEXPnDuSOHouxbRtMHduTO/YXDE0aE/fQsLLJXAqGyJv8Kxmvv03u6LEojYbI2D0e3Lt2UzhnflmdS3kFw1XI5bzIRV+/HoGTWeSOHkvWl1/jWL0WXb26JDz1GJLXh3vnHpxr1uFYsy7yt5JEuLAQQ5tW5E+YTCi/ENuAm3GsXIOuVg1qDLoWjSJI8EgK+2P6k5Mj8vnHLjbsCDBvVgz5+SKDbtOzcHocMVEKkpKUfPVBNE89ZKXEJfLle9E0bqCmVnUVNaurad5EQ+lcnRCnJPm0g0WnFdi4PTLRC4JQVlwB/45cKnK5lMaRXkrkcrmaRFdUWFQ+PvfvRC6XMsvlciCXnyY5zkIu3kuc5XK5kMvkWed3ufy+5vzI5WA55JJ56mzkcjD1zDWxJdlf1lpxwzYfdWtG5oWcPJE7bzVjMChpVF/DoFtM3HuHGadb5v+etDJ1bBwZWSL332Xmm8/stG2toUEtFT/8YGXMt0U4N2/HgBtdUgyhggJkwNK7F6roKDw7d2O76fpIk4zlf2Bo15pATi4QyXJxbd1B8aIl+NOPI6hVJDzzJEqTieLlK8h85wPyJ05FCoVQR0UBVcil0shFliTyJ08DSUQKhoi+/TbU0dEEc/NQ2aw412/EvWMXlu5dMHfuiD8tnZwffwaFAn2DeiAIRA8eiH3fQrQ5R3njAwvzf/WQnhpi0EA9H3zoolEDNaM+i2L33iAjXiuiX28D9w81YdIrkZHp0l6HWqUEGcJhqvp6VqlKf7MkJEKhSE6ShIzXK7JynZ9GjZSs3RRg7kIvu/cFWDA3hqxskXc/dFJYKPHSW1a++TpMuN21EJtE0dwFWHr1QJ2YQOHMOShNRnyHU1FarSSNGI6g0eBYtQbf4RSsfa5B37A+AEqTCf+xNArnLURpMWNo3AhLz+7nHevlRC5X7ISe63bTbfxPVMb/IYfDoFDgT0unaP4ijK1aYu7elVBuLtrq1ZBDIRyr1+HdfwBL754IGjUlS5cjqNUYWjTHs2cv2rgYWselk37IxwOPG2nXRM3bbzvp11fLLdfpefENBwNvMVBcLPGv0U6efNDCmy/Y6Xd7Nrn5It9/GotaLTBnkZvhD9lo21LL7MVuunfUkxivIicvTJRNiUYjEA7LKJVVlaJVqlJlFA7LqFSRa6W4RESpBItZyYGUANm5In17Gpi/zMWMBW7efsnGjPkevvi+hMH9jXww0sawp/LZuCXAmG+i+GO9n6IiibffsvDRVy4K8iVeeDuKp95PoiTlJMrYGBQqFeESB7r6dfEdPIwcChFz3934DqXg3b0HS68emDq0Qw6FCObkooqJpnjhEkSXi+jBA1FaLGXBf+dTktnMhgcfu6BzcNUz9AtxuQgqFYJCQSg7h6QRw0GWOfXpF3h27ubEKyM59dm/0NasTsJTj+PZkUzJilVYr+mJrWNrhLwMzFFaNFYD+45bOZUpsmCWj7qtNAx/xkRKahhrjMDyeXEEgzJPP2ZizqQ4alZX4XCLzPolnprVVTSsFyl0qFFNhVYrIAgCiXGqsi28WiWw6TRiEATKtshQ8Xb2UhYWzVv678glHD67SfSV4nK5XFkupRijPHKZseD8hUV/hlx+W3XpkUtF8bkTZ54fuVyoy6Ww6PIXFv0V5FLe5VJULJaF18HZmUZrNvkwGSPTVvKeAC2aaAAIBGHgTUYa1tPSpoWWTu20jPokmr37QzzziJWZE2KpUU3FNd10TB5vJz09jFKUeXWkGa1KRDiym2BOLlqrCUGnQwqHEZ0ubLfegrFt6whCcblI/L9nCRUUkPn+x5x48z08u/aS9fnXp/n6/fhSj5RN5lVZLuV0MS6X8goVFFA4ex6ix0soNw9trZpE3XoL2urVCGSewrFyFSbvSV58WY3JKPH9x8V07aQhJ0fE65GJi1Yy8iUrDzxRyPadQe4bYuLL96P4bqyLNi209O6mR69VIIkCobCM0XAmp6Vq5V2lKv29OrfgyOOVUAig0UF+ocjvq704XCK3DdBx5/2Ra/qhBw3cc4+e10a6qNtUS35eGEfAxOGcGKz9++M/chTnhk3o6tXFduP1KI0GvPsPUPLbCoJ5+WhiY9DVrYP95htQ6PWVHmsdm42Vlwm5qP7TLwiCUAOYBMQDMjBGluVvBEGIAmYAtYHjwBBZlosvaJR/Im8o9G8uF1mW8aWkoomPR2W3AZFQHNf6jQg6Heq4WNRxsZGshZgY4h9/BM+uPRQv+Q1dvboULViEymbDduP1ICjIP+Hm09dFYuMVDH/VRv4RP+vW+Xl+hAmNoOSOYQXcd5eBEofE3gNBxk9107ennn53ZCPJMGd8PCvX+zmRGebVZ+zUq63m17ku+vczUqOamtRjQWpWi/jQ/X6pbOVepSpV6eIUDEZwpVIpUFgk4vNLVE9Ss+dAkO27/Tw01ML8ZR5GT3Tw4FAz6Rkh3vmsmLq1VSycEs8Hn5Xg8cr066NFrxd4+RUnb71pYeVWkZ1b/Tz6PIzbUpejP41FFmVEtwtzl06IxcXkT5iM0mZDV68OsigSc+ftaGvVBE5bFwuLCOXnE8ovQKHTYerQLuKllyRCuXlIgQC62rUI/MOFRWHgBVmWmwKdgacFQWgKvAqslGW5AbDy9O1LpmyX69+QiyAIKAwGMj/4hMz3PsKxeh2uzVsxtGyOY+VqckaNjlgVJSmCYgQBU9vWmLt2RnS5kGWQRJHcn39BFR2FOtpOiUtBbDU961f4iKmtISFRxaTJPqLjYdHMGAqLJGZMjGHVggS8Pok6tVVM/D6OJg3UNGmo4YPXotBpwWpRYLMqsVoUeLyRDyKFAnbtL22xxVk5LZXZzlZUWHRufO7hIxeHXP6OwqIlf3gqRC4X4nK5lFkuF9Mk+u90uZyb5XIhyKV8lsu58bkzF/67y0WWL39h0e9rPBxN//PCovIul/LIxe+XGPfrmdd92y4/pUGqazZ5ibJFaj6OpAfp2EaHUilgtShp31rL0EFmOrbR0aKJhvmTEsgrFOnaXsfyeXG8+n9WaiaqmDbFTkZGmB1rvSQlKbDY1VQr2oQl3ozo8WBs05pg5kkK58xDXS2RUHY2Cr0e+43Xo61Vsyw+Vw4GyZv8K7k//ozvwCGMrVrgXLeBghmzyRj5Ltnf/4g6JhLodUUhF0EQFgDfnf6/tyzL2YIgJAJrZFlu9Gd/e6mQi+/IUfLGT0IVZcd+y00YmjRCdLkomDUXlc2G/+gxzN27Rr64CIYoXrIMpdGIoFbh2b0XfdMmKE1GFLvWcvsAifr1FYz/0cNdgw2oVQKvve2gXm0Va5cksmyFjxWrffTuZqB3Nx0mgwK7RYU/IBNlryogqlKVrkSVXpMSEkXFIpIEkiCSlhFm3UY/m3f4GTE80pfghtvyEQT45kcbMxZp2bxLh/mG6/FsTyaYnYOlVw98Bw8hut3omzVBLHag0Omw9euD5PPhXLcBz94DGFs1J1xUTMxdd4Ag4Nq4Gee6DUihEEkjhqOyRajC5cxyuaAJXRCE2sA6oDmQIcuy7fT9AlBcersiXciEnuN20X38mApdLsGsyCdl0YLFyOEQUbcNQBVlR1AoED0enOs34tm9F1P7tuibNCbv518IFxVjv60/yDKe5J3Y2rfkGutmDu7xMvw5EycOiyxa7KNxQxXNG2uZNd/Ds49b2Ls/xHc/O+nWUcfMnxO45e5srBYFX7wTQ1iE31d7ued2M7Wqq9i03U+rZlpMRgVOl4jZpKjCLFWq0mVQMCgjijJ6vYKcvDA5eSKtm2vZtsvP4t89PPWglbWbvXz6XTGN62v48HU7XW8+RX6BxJivozlyPMiKVX66ddGQ75TYszvEg4+bGJ/cgfQ/9mFo1xbZH8B38BDWfn3x7T+Ae3syukYNiR44ANfGzfjTj2Pp0Q1T+7aRLbkg4D+WRvHCxegaNsR6TS8kj+eszkaJJjMbH/qHXS6CIJiAOcAIWZad5X8mRz4VzvvJIAjCY4Ig7BAEYUd+fn5lHy6CXFQVx+dqkhJR2SM8y9KrB3kTp5Dz/Y/k/jKZkt9XEsovIO6B+xA0GnJ/+hl9k8aYunYmsG8fwb07aXhDc0K5ucye7qWwECaO8/DQU3q++cJGUqKCJx83sGx2PMfSw7z1spXH7jfTp6cepRJm/xKPKMnEx6ro0DqSfSxwugRZghOnEYM/IFfKzXIxyKUyhUWVQS5XisvlfPG5l7Kw6MdKIJfKxudeDpdL+Yjdv+Jy+TPk8ncWFlUGuVRUWPRnyKX8Y6/f6iur+di60098bGTHXFwi0rKZhoQ4FYnxKqonqhj3dRzZuSIPDjXz1YdRtG6pITZKxYqFcTz6gJEacUrGjbfTpZMGIXkNan8J7g0bkfw+TB3bU7J4KSiVkXhutYrc8ZPQNaiPfdCtEf/5nPnk/zqDrC+/wbl6LbH33YPKakFpNKCOiz0rPvcfLywSBEENLAaWy7L81en7UrisyCVA2zHfV9rlIotiZIuzfiOi24Pk8xFz952YOrQDScKzczcla9bRvKWah+/xsmKhh8xjIW7oq+X70W6qJyl55jELHdpquH1YAfGxSrp11PHicCvbkoO0aaEhMV6NcPq/YFBGo6laeVepSleyJKSya1WUJSRJIu24SGZOiOrVlHz5nYPtO4OYLQKjv7cyaZqfWbO9iGGZXoMTmTdHRNeiBbratXCu2wiShLXvNejq10MOhyletBTn2vUoo+wodboIAm7W5E/H9I9muZzGKeOAQ6WT+WktBO4/fXw/sOCCRvgf5A0FqWi6DBcVE8ovQAqFzoxTqcTSszuJzz2NvnFDVFF2fAcPkf31d/gOpaBOSkBlt5OWpeezN4spKpS4+zETqUfD1Kqp5MUXTBxMCfHos4UMf8xE2vEQM+a7+W2VD0mSqdchg8ZdTrB7v59PRhUx8pMCjmeGcHsk5i5xU1wSWeVl5YTLVlfl8yiqVKUqXVqVz0Hy+6WyndaJzBALfnMjSTKbt/t57o0C5i91M22Om1qtMuk7KJsYu4JZ8z3MmudFq4Hr+mq5+95i7Ga45wETeoMCg+Sk6a0t8R88SPGS3xA0apRmE+rYGFwbNpH15beIXi9Ksxlzp44kvfDcv03mkt9PMDsH0eMtuy/wD2e5dAPuA64VBGH36f9vAj4BrhME4QjQ9/TtS6ZslwudUoV7x07ypk4nb9JU/MdPIIXDePbspXDufE68+BrHXx1JqKAQiJj3lSYTcfffi7F1K8JOJ+q4WIqXr6Bw1jx0dWvj3H+EkyclmrQxc/RQiD79DfQfoGfVmgAvvWJg8tgYsrMl5k+LZc7EeA6lBunVTcfE7+IwmxTUrK7i2Uct5BWIGPQCJqMCr08q22o6nBKHj0a2lx6vROqxM5kUFSGN8veXPy6PMS7G5VI+y+WyIJeLyHK5kMKiP0MufwUPXWjHot37K+dymTDj/MjlQsd6bnzuxSKXigqLLpfL5c8Ki/4Kcikd67nncte+AKVfT63b4kOrjdxIORakeqIKhUJAo1Zgtym47SYTDetpiItVsnRGAgqFgMmgYO7UWH74Mgo5KLB0QTQ33awn7WCA2+/S062PmZquHdRonUAw8yT+9OOoExPI+WEM3kOHUFnNyKEw1n59sN9wHUBZfK5n336Ov/gqJ14ZiXvHTtzJO5ECAXwpRzi2eAn33Xcf27dv51LrCi4siiAXUZIoXrQUx8rVaKolkfD0EyiNBmRJomj+IvxHjiLLMsY2rbF064zSZCKQeZJQQQGqmBiCmZk4123C2KYVobw8rI5jXNMljMcjknNK4rmnTPw83sPKNQGaN1GzfmkSi37zUlQo0bqFllbNtOi1CtQqBcUlInZbVQeiKlXpalLptVra4chuUxIIiRQ6RPbsC7Jrf4CuXdTExijpfl0ubrfME08b0MZG8+PPYbRNmhDOLyCUm4e+SSMQRfzHM7D164PSaCSUn4++UUNUVivB3Dyc6zYQSD+OFAhgu/46zB0jpCSYlU32tz8gB4PMmjGDwYMHV/o5XPVZLtkuFz0njEWUZWRZpmTpchRmE+4t2zC2bomlVw8UWi1hhwOFXo97x05cm7agSUrE3L0r7s1bcW3agqDVkvjc03h2JONPSyehTwca5SzD7Qgz5C49G1YGycoKI0kC8bFKsrJFRjxpZfL0CG7p0EbLuH/FMfy1fKolqPno9WgKikR27Q9w6/UmoqMU7D8cpFE9DRqNQCAgodVesYkKVarSf6UkSSYcjjSMcbpEcvJEGtbTkHosyIq1Xm7vb+Lw0SD/+qkYjVrgnZft9Lo1i6JiiZeesRAbLzBhqpe4WAG9UeBEhkiPXhq2BTtycHkq2voNUEVH49q4CUv3rijMJvLHTwKFgug7BkWCANdtAFnG0qM7+qaNEV0uVFYr4ZKSSHVpTi76Rg2Ir1+fw6N+uKDnd9VnueS4I8gFAFFEFWXH0qMbic8/Q+BUFln/+o6SNesoXrQUf1o6+ob1MbVvh6l9WxzL/8CXegRj2zbo6tUl76exmHUBmg/pQP6qrSQfsaLSqVm3JsCX31r58tPIt9s/fmtn4o+x7N4XZMqYWG7pZ6BrBx21a6r44bNYsnLD2KwK2rTQcjIrsp0UBOG0ZSpyO69ALNtewsVF0paqIuRybsei8yGX1GOVi8+9HMhl+vyKm0RXVFhU3uVyqZDLWSjrEjaJLu9ymb34P7tcLga5XIrCoj9DLr9Mv3jkUv75jJn8zyGX8mPautNfhqm27w6UGRaKSkSsFgXxsSqsZiWhEIz5Kg5Rgr499bz5ko1HhplxlsBv82L59gs7jeup+fXXKJ5+1oQhdTO1asgEj6Tg3bef6NsH4ks9QvHiZWjr1sHUvh0lK1bi3X8Qe/+b0Ddvhio6Cu+BQxQvXU7hvIXk/jwBWYDE557GdkM/1E0bc7l0xa7QXYEAbf7E5SIFAjjXrse9PRnR40XyeDC2bknsA/chCAKhggKc6zfhO5zCtbdYaFWrgMWz3DRrqsLvllm6zM+1vbWMfMFG+okwYye4aVhPTYsmGu4bYqaoEKonqlCrBZTKyJsjFJKronGrVKWrWKXXsCiLeP0igiCQlhHEaoMJv3o4fCTEqZwwI98wk5kl8dU3blIOhLjt/hh+3x6DJMkY27clmHESX+oRTB3aYe7SCaXBgOT3c+qLrwnnF6CMsqPQarH1uSZidVScWTvXsdlZOeyhCxr3Jcty+afkDlbscgEiJ6tfX8zdulK89Dfc23YgerxkffUtlp7dMbZqgSYhkvmy6+gpDq8+TpsOaho017B6iYdWrdTceIOWT792EAxC9y5avvreSa0aKurUUrHvQJiPvymmZVMtv46OZ9YiN6IIj9xjRa2GHXsCdG6nw2hQUFQsYrdVFRBVqUpXgsJhGbdHwmZVklcQZu/BINd003P4aJDp81y0aKolyqbguZH5nMoOM35UDNn5Iv/63olOB488ZOSV15y0bqXi9qEGpv7iwVvkoXn3RuzfUIBz7QZ0Depj6tgBTUIcACUrVuHasROFVotCr8d6TS8sXTsjqP59ivWVc+ddal0VyMW9aw95Eybj2rwV185dOMqZ9D07dxFzxyCSXv4/ZFEEScJ38BCZ739MuKQEz87d5K1Jxm+Mo1UXG263xEum3WAAACAASURBVCPPWHnsMSPZORK/jI/ivZFWAGZPjOWHz2PYuC3AC8MtfPJmNJIskxCn4tF7rew7HECvj2RFpGeE8Psju4f0jBCZpyLby0Cg4kKIitwsF+pyWbj8TGHR6o1nI5ftu89fWFSKXBxOkalzzo9cKhrrhRYWVRa5VMblMrESyOVCx3oxyGXT9gtDLn+1COpSu1zOLSyqCLlcqBPrryCXAykB1v4F5FLR8ZZkf1nLurQTIdSqSJiXAJQ4JW6/xUS1RBUKAeZNTqB1Cy25uSJjvolm7uQ4gl6BXydE8fZbVnLSQrz6poXb7rZSPXiI1rfUQ3Q4cK5cTTDzJN59Bzj16VcEs7IAGaXNRvV3R2Lt2b2sGBKgZMVK3Dt24ty4mfSlyy6LwwWuEuQiBUMUzV+Ia+PmM/ktzZui0GqBSNei0i1NqKCQ4mXLCReXoK1eDV/qEexqJ7feomDdaj+9e2pp01TNS284cHtknn/Kwjuv2Jm90EuURUn9Ompq11Cj0yoQECgqFssyW6qcLVWq0tWt8zleJFnC4RFJOx7maHoQrQF699Ay6O4C1m8MUKeukgefT+DzCTEEC0tQxUQTzM5B0GjQ1ayB/+gx9M2aYL2mN0qDPrJwkOWyOSnsdOLZuZviRUsBaHDXEA5PmnJBc8l/lculVJ49+xBdLkSnC+/+A6gT4jG1a4MqKoqCaTMIO12oLGZih92LHAxSvPQ3ZEkiplEitvQN1KqloGlTNWtXBDCZBA6nhGlQV41BLzCov5EPvijheEaYOwYYGf6wjQ++KqJOTTUfvhbD4aNBMrPC3HitAZNRQeqxEPVqq1GrhbM6qlSpSlX6ZyXLMqIIKpWAxyuRkxemXm0NGSdDrNroo3dXPQ6XyOffF+P3y7z7ip3bH8oh9ViYXt203D5Qz6RfvRiMcDJbxGpTEBUt4EhoxYEtxUgqNfq6dfHs2Yuudi1s1/UhkHmSokVLkbyeSEb6gFvwHzmKO3kXcjCIsW1rZH8AfbMm1G7YkI0PP35Bz+mqdbnIskx2djbZLmcZcinNcjG2aoG5WxeUFjNJLz2PtVcPHKvWkjdxCurERAS1mrDDRd74iTiXLqLNgz2o0Syaol0piNUboTNpkGWYNieKF5+zMGSwnvkzYnj9BStH00KsXphAt4466tRU06mdlteft5OaFsJsUtChtY7kPX7UKgGFQuDw0SBOV2R7mXYiRHbuGeRyoVvEyiCXafNcF4RcKnK5nItcfp56YWP9M+Ti958fuVyOwqILRVk/VoBcZi268pBLZZpEXwxyKR+fW1oEJcsVO3Iqczx2yhnkMmX2+ZHLirUVu1zKI5fFK86PXErxUGXHtHt/AK8vMo4DKUF8p9Go1yfjcIjUrqHGoFOQlSPy1fsxmIwKOrbVcc8dRib+EMvx4xITf4rip++iuK63jq//ZWPUj1HUkw7QtqWIOd6MJ3kn9huvx9imFflTplG0aCmhkmKUNhuyJJE3bgKePfuIGTI40otUELD164O2WhLO4Jl8JwBRFMnNzeVS6IpcoU+bNo3hzzyDx2TE0KIZ1r7XEi4uJlxYVPY76rhYVNYI+5YlCf+Ro7h27CSQdhxDsyZ0r59J1t5sjCYFNasLzJnhJcqu4IXnzNx2g4GvR7spcUgkxavo1VVPp7Y69GoFIKDXn/mcq3K2VKlK/50qvbYlWcLjD6PVCjjcEkqVxOwFXg6kBDmVE6Z1Gw39btAyblqAiaOdGM0KhFbd8KZloDCZ0NasQbigAH/6cYwtm2Ns1xZNUmIZUgnm5CK6zrTUa9C0Kb/d/zDPP/88mzdvxul0Mn/+fFq3bl3hWK9ql8vQoUORtFruGzoUKRhC0GoxtWuL73AqjlVrQJKwD7gZY5tWqKOiEBQKtLVqooqNAUGB/1gaW3flEhOEhs1V+H0SSYlKGjVWcex4iEH3FtCiuZoTJ0SmzvRw4FCQcFhm1Bgnew8GadpQw8RR8fwy3YnJqODxYVZcboljx0O0a6lFp1NQ4oj4W0tftPJ8/Z86PleX6t/6b/ju4O84l1eTKvNaX+nv0cocS1LE8WIxKyksEtl7KECXdjqyckWmz3Nhtyvo0FrLg8/lcjIrzL13mujUXsMPP7vYdzDEbQN0bNgQYMlSHy3aa2nSQoPHI2Mw5pJRLQ5vWiZKswlj29bYb74JWQyhstkinYpkmeCpLJzrNuDeuh2FXk/UoAF4vF7eeecdli1bhkqlYuXKldSrV+8iXsV/1xWHXErVrGsX6jz7NEnPPYXk9XHq0y9RGPTEP/UY2lo1UajVFM6YTcbbH1C0eBmBU1kUzJjNyXc/pGDyrwT9Eu1eHkTthgaSaqqYPC+O2wfrSUhQsuK3GIYMNHJtLy3ffmrn5WdtbE0OMH9KPANvNoIA1RJV3Hu7hc07/Gg1kSrSLclnYi937gtQXBLZ1pU4RKbPj2wXAwGJX6afSRf+sdzW+8eJjvPfX8HxL9Od5Zwj7jLksuh3TxlyWbPJVyFyWbUhsvXOygmz4LfI1tvpEpk2L7JaCIVkxv1abqzlxlfe+XDW/RUU64yfdgYPzVhQcceiAykX73KpTHelihwbP01ylI114kxXOYzhLkMuv63yliGXDVt9ZXhoz4EAm3dEzmvaiRDLV0cwQV5BmDmnx+rxnsFDf1ZYVBlHzk+THJe8sOhc5DJxZuT4XORy1nu0ovdruft/nuosQy5T57jKkMv8ZZ4y5PLHOu9ZyGXXvjPIZd3myFgzT4VY8kdkrEXFIjMXRs6r339mrH82joqOd+0LUFgcGVNufpiiYhGdToFCAQdTg9x3u4WEOBXBIHz8VhRvvWBnz94Q334WxbhRUVRPUPHGKxbmzopGFZZ54RUL30xOpI41n9Y97CQ9/hCBExnk/vgzmR99SslvK/AdTqVg5hwy3nofx8rV6BrUj8SWPPkYwcxTHPz2e1q1asWqVavYuHHjJZvM4QpFLhDxobf+6buywiIpGMS1aSvOzVtRRdsxNGwQ+SQ06JG9PrwHDhLIPHk6TyGX9h3UlGQU06O3liYN1Hz5hZPsHIlmTdSsWpBAbp5ESmqIGLuKmGgl1RJVmI1KkCPVnvGxp/n9VboCq1KVqvTnKr22ZWRy8kPEx6qQZJm8ohC5+SL5hWFyi8P06KYlJ1/k5tvyKSmWadFWQ37zQbhT0ghkZKKOjyOYmYkqJhrJ7UHXoD76Jo2RRRE5ECCYm4s/LR05EMR2bW+a9+zBygceuaCxXtXIBSIt6MpPowqNBmvvHli6d6Fk1RqKFy9DDoXQNahP9O0DiW3dElmSCJzIwLN7LwdTU2lWTUlxiczipT6sVgU6nYBWB73759Crq5ZgEMZPjawEpo+JI79QZuFvHurUVPP5W9Gs3uTD65MZ0M8IQGZWmDo11ahUAqIol1WQwn8fcrlcY7oc+juew5V2Dq6m98DlOq+VfYzSa9XrlTiZHXG25eSJrFzvpVF9DVF2BW9+Ukhxichzj1lZu8XHZ986MBnh8UdMLFrqIyU1hN2mIDFJwOeWsKRtxKeIR6HVILqcmLt2xtCiOZr4OGRZxn8sjYLpMxGLS1CYjMTcMRhDqxYIgoDvH24S/Y8oz+M52+WyZVvkB0olSoOBmh++g65hAwInT5H70zhOffkNeZOmEsjIJJSXR1gScNnqUruBjp7XaJkxN5oXRpjp21vL6t/i6NNTT43qKuZOjuOWfgb2Hgjx+P0WBt5kJDUtiMGgoGt7PWs3RbqiaLUC67f6ygoWdu0L4HBGXpjiEpEZCyqBXC7wuCLksnjF+ZFL8p6KkcvC5ZHtrMN5NnIZP+0Cx1puO1seY0yY4Sxzucxc6P5LyKU06vdcl0tFyKUyKKv8WCfN+s/IZeM2/1nIpRS3pZ0I8fua8yOXybMi51WSZMZMPnNeL9Q5Uh65lO9YNKccclmx1luGXLYk+8uQy/7DZyOX31ZFxlpQKDJrUWSs5yKXnyrxWld0Xssjl1/nnh+5rFzvK0Mu23YFLhi5lDpy/mwcFY31QEqAvAKx7Hxk5YYRhIjVeN+hIG2aa9FpBVKPBXntOTsd2+oIBmT69NSxakEifo/AEw+ZWLkslh5dNbz6moXpixNo29BN05Za1FF25HAYf1o6gYxMcsaO5+SHn5E/ZTpyMISlVw9qvP82ostV9iHjOsflcil1RSIXURT55PPPeeuD9wHQN2xA7LB7zspDKJUkinj37qNkxSoUKhVSMIig0SBnnyQ2Bq65VsuQgXqOpUisWh/AYlTQuL6aF5624nbLWM1KJElArRbKuhH5fNJZTpcqValK/72SkfH6RPR6BbIsIyETCsnIyDj9YWQZPvjcQU5RGL9Ppv8QOx9u6otjx158qUcQBAFVVBTIMrIko7KYsN3QD23tWufdOdXQaCkZPZaTJ09isVj49ttv6d+//5+O8aovLDrlctL5vbfJnTINlc1GqKQEfb26GFo2R1evLsFTWQQyMkGpRKFWo2/ciMCJE5SsWIXSaECvDGJ2ZdCipYpQUCbzuEhivJL1mwIkJqi49UYDCXFKPhsVWQ1176Tn45HRTJjuIiFWyXOP2kk7ESK/UKRzOx0qFRQVS0TZz5/Z8r+yhf1vQ0L/Def1ah333/UYpRJFGadLwm5TUlQssvtAgGaNNIiSzI8TI97/uwebGPxgxPGSlKDkqUfNbEsO8NsfPgQFtG6jJuuUhJCQyMkSM/5TuRHbYnEJSrMZ63XXotBoCJzIiHRUE0WMLVsgaDX4DqXg3bsPuaCQltVrEB0dzdixY0lMTPy3sZ6ryk7oV+wyNN/jwVa3LkkvjiDm7iFYe/XA2KYV3v0HyXzvYxxrNxA4kUHRrLkUzpyDe/sOlLnHueb9QdTtmIihbk06DL+eZi0N9OihYcHCGO65y8jjD5uZMSGGHl10hMKwcVkSDepqiIlW0qyxhuuvMbBxux+1GmpWU/H7Gg9KZSQmd80mb1l+y5G0IE5XZCtX4rj8yGXGgrORS2l87trNZ7tcduyJbOdSjwVZvfEyIJcKMEZFyGXZKm8Zclm32XcWctm2K1B2Lleuj4w1Jy/M/GWRsbo9ElNmR8YqijJjp1y8e2jMZOcFI5fyhUUVIZe5FSCXCx7rxLPHWopcyo917hL3f0QuB1KCbNgaOZcnzkEusxefQS6TZlUCuVTieNyvF4Zctu70n4Vc1m+JHGeeCrF0ZWSsf+ZyudCxHjseLEOjqcdCpGdEXl+fP9LAPS5GiVIhsCXZz7A7LSQlqDEaBPpfb2DtokTS0sI8PMzExDFRDOyv58nHjSxZHk2PJoUMGiDT7OnbUBqN2Pr1IXbY3Xj37sO5YSMFv86gaP4iQnn5FMyYRdbnXxHKy8fWry91XnuJOXPmsGjRokpN5heiK2KFnp6ezqhRo0hKSqJ27dp07twZW1zcWS6X8pJlmWDmSTx79+PZsw9BAG2tmtSQUlGKflq115C83s/hw2GqV1cyfWI09WuqWbTMj1opYNQpqVFNTbtW2kjD54CMwyURFxNh9pIko1D8fV/qValKVfpnVfrFqYxMZlaIaolKZCAoh1izPoDDJVLiE9HrBa7to2H+mjAvP1FIKAiGxvVRxsbjP5qGKtqO0mDAl3oUlc2KsXVLDC2ao46JLnusujY7f5wTn3vgwAF2795Neno6fr+fV155BbPZXPbzqw65rF27loEDB1JSUsLYsWPpO2ggXd54lcIFixHdHlCrSXr2KVQ261lhXLIkEcovwLt3P9Lh3dS2FRKfqKAgN8ypEyIJ8UpsNgFHsUzL5mpWrQtw8pTIoFuMPHyPhfFTnWTnitSrrebr92OZudCNXicwdKAZh1Mir0CkQd2Is+XczJbyE/+VcFz6WpZuN6+UMf2VLXZF/9aF/u2lHHdl/uZyPLfKPi5cWe+BK+U9CpRdw26PxPHMEA3qqHG5ZeYtc2MxK+jSXsvjL+bhdEt0aK2lV3ct739Rwp79IVo2V9GkiZo9e0Mk1VRyJDVMMAjmGtHkhhMI5BWiMJkwtmqBsXkzFCbjWfOUoFDgO3KUgglTiLdaady4Md999x1JSUm8+eabfPvttzRr1owlS5ZQq1YtyuuqQy69evVi8+bNvPrqq6SkpHBd9x7IOXnEDLsHTa0aIEnkTZjMqa++JWfMOHxHjhLMyeXUF19TMGMW3kOHMDSsR5vhN9G8nYFBQ03M/z2ee+/Vc/NNOubNiqZXdz2P3W/i/qEmBt9iZOeeAGO+iqNebTUOZyQ/uXM7Has3elGpBCxmBctWRZALwMr13jKscDLrTNFGcckZB0EgcKYYBjjLmfHTZMcF3T9x5hnkMnPhGeSy5I8zLpd1W84gl517A2chlzWbIlvv7Nwwi1ecQS6leCgUks/CQxWNqaLxjZ1yNsYoPTezF59BLktXno1cDqWWjvVs5FLqyPl/9s47vooq/f/vuS333vSQkAIJSG/SRVcQC2tde1vbWnHtrnV3ravrrrrFLSrqqiCCgErvJRAgQOihQyABEkJ6vb1M+/0xuTM3kUBY1+/i/nheL157nJ3ceebMOXPP876f5znVtUYSlNenMH2OgVw+n3Z6eOhf7fj61awojLHEQC4r1nRM5RIpS1xXb+Ahv9/AQydFLu34F338s68M5DJ1pgef38AYEeSyMr81ctm1z0AuG7ZovpaVG0lQ9Q0yc5YYyGXqLAO5RPvakTEQ3Z40w0AuM+YayGXBcgO55K1vrXKJ4KH9B0Os32wgl6V5BnKJ4KFg0MBD/45/0e1Dh8MUH9Geb7NLZseekL5dZP7GAOPGOElMMFNWLnH9lbH84aUU1m4I8Yufx/H7VxIZe6GdW250sHxZKoP6Wfn1KwnMXNWVCy9QGXFJEl0eexBLchLebdupmTyFqgmfIDU24tu9l6oPP6Hiz3/DtWo1QkwM99xzD++//z6ffvopF110Eeeccw7PPvssGzZs+M7L/HTsjFmhRyyy2qhqaODcR8bj2bSFmO7dcA4aiL1XDxRRJHT4KIGDhwgdLcXkcKAEAogNjXTtIjBsMFwyzoa7TmXB/AAmEwwbHMPf/5BCY5OKJILNYsJqgbhYMzE2rUxufYNMaqezZXLP2ln7/9Eic15Fpa5BIrWTGVVVcfslAkGFsAR+SSIuXkBRVB58oonmJgWTWaD63JsJe8P49+1HcrkRq2uI6Z4DsvblZu/dC0ff3sTkZAMQW3KEfvVN1NXV8fTTT3PjjTdisVhO+t750SGXtlbhcXPJ5M+RZBnvlm00zFuIGtBWcWkP3kvckMEAiA0NBIsP4y3cidnTwOCeXuwxUFMtIyhwrFwmLdVEWoqFC0fFsHFriE3bQlgsMO/LDA6XSuzYE6JLhpXXn08mf1OQcFjlikuciKJKY7NCepr5hEz9TAhhz5Rw9n/Bv5MhlzPBp/+FPv5vI5eIhUIK9Y0KWRlm3B6FdZsDdMmwkN3Fwmt/aiAYUrn1ulh27gvy+jtajsB11zjIyDBRsDFEXaP2sk5KNhEQ4miyZiH5g0g+P7b0zsQNH0ZMz3OwxMWhKgoNCxbjWb0WAHtGOiu+nclFF130Hb/asx8dcmlrdT4fDosVwWQibuRwUm68jsSfXopgt1M/dQblv3+HpuW5eDZuRhVFnP37Yk1PwzH4XAaPdHD/Q7F8/kUKLz4bzx23Opk+OYX+fa3cdK2Df7ydwk9G2tm1L8wv702ge7aVvUUhLBYTPbtZyV3rx2TStOkLV/iIzOvNhUEdgUQjl2ZXx5DL6bajkcvMhQZyWbLqxMhlx57TQy7hsNoqaeN0/YsO1afOOjFyWbbaQC7rNgV15LJjj6HIKT5iKHKqaw1FTlvkEq3IOV1fP592YuQytx3kUrC1NXLZXPhd5FIbhVx8foVpsw3kEl0j53R9nTjdjaIY9VFOhFxWrfNzpEzzdXPhiZFLabmhyIlGLtF46GTIpSPtaOTy9byOIZdd+7R2W+SybPWpkUtHfG0PEZaWi5RXaH1WWy9TuCeIIAjIMqzKD9Cnpw2bTWBLYZBrfupk3EUO6uoVhp1rY+GMNM7JtjDuYjvLF3bm8stieOXVeCZ93ZmfjjMzbHQCzgF9icnIwN69G0o4jGvVaupnzuHY62/hXV+AyeEg9d676PX6y6f1Mj8dO2NW6Pn5+ezatYtQKIQsy9z/8MOMnjb5OyoX2R9ADQZx5a3Bt2dvy65FAkowiOxycf4FVm651cG4MQ6WLwvidquYBIFBfW3cfG0cAiAg4A+oxDpNejJRMKhgt5+x329n7aydtf8DU1EJBLUCXpEkI59fwekQCCOjKCr/muShqln7suraLYaPGu7HtfsQrg0bkesbsKR3BllBMJtQRZH4i0YT/5PzQQWz00GP5GRW/sJQuRw6dIhZs2Zht9uJiYnh8ssvp0+fPq386ugK/Yyp5XL++eeTn5/PH/7wB2w2Gzv27sVrhpg+vTDHxaFIEsgyWq+YSLr6CpKvvRrPpq14Nm3Ckp6GzabS2Ohn0aIgX031YzEJeD0qh0okhgy0cbAkTFOzypyFPlTgykudPPyLRJbn+emUbObR+xIpOSrS7NZ+4VZVTa/qdAgaX1NVVBU9hIuu53ImtE8Wzp7p/p1pviqKiiCcuX3Z1tf2kMaZ7t9/s1+DIW1R5/Up7C0K0a2rFadTYMIkF6oKt98Qy31P1XK8UsJhF7jj1ljcXoXZ8/xUVssMHmJBFEMofEFQ7oSgKNi6ZCHYbCBAwkVjcA4ehOL3o4oSJquWye4NatHU4cOHyc3NZcWKFcybN4/OnTvzj3/8g969e/Pv2hmzJI2JieHVV19l7969fPzxx1z989tRGxqonTSFivf+Qc2nk6ib9g3HXnqd8tff0otzJThFrv7LrQy6pi/dbr+KK964jsuuiOOhh2L5YmIyTzwSxz13OPn8w050zbKS09XCpA/SiLFpKpYRQ2zkdLWwYWsAk0kgOdHE0lU+BEFAEGDeUi+RIOFgiajXyTheaYSITc2yXtMjFFKYMtMIC6OVGdEbMkcfb689ZaabcFi7+KxFBnJZmmcgl/Wb20cuazcaiUURPORyG3hIFNVWvrbnX/Tx6HY0VvhqtoFc5iwxkMvyNQZyWb85SFGx2OKrgVxKjhp4qLpWYuEKA7lEdq6R5dZ4qCP92tbXyMtk+hwDucxbaiCXlfkGctm4Lci+g1q/7toXYssOA7nkrTeQSwQP+f3t46GOPOtoXyfNMFQuM+YayGXBcgO55K03kMuWHa2RS8FWQ+WSu9ZALpFdq6J9VdXWeOh0x+jkbwzk8s18A7ksyjWQy+oN7SOXCB4qrxBZvsZALhE8FAwqfDXbQC4dGZft+frlt269FlNltaTXPZIkldy12qLObBJYmR/g4tEOcrpaMZugZ3cr86el4/WojB4Vw0d/T+bO25w8/Xg8M+ekcNu1Ig8+YGHMu/cS/5NRpNx4HVm/ehIlEEBuaqZ20hTKX3uTY2/8gYY58zn05VSGDBnCM888Qzgc5o9//CP//Oc/KSoq4o477vhegowzBrm0NV84zJBPPkRBRQkGCZYcJnCwGH/RQWSXm5huOSiBAN2SGhl5vpljR0Q25weRJHjkl7G8+dskXI0KFVUKsiSgiAJ9etrommXRkItfxe9XSDubTHTWztpZi7LIu0BFpex4WHtnCBBGYl9RmLp6GcmiYLVAj54WqmQrLz5Sx/aNIQSbFeeQwZisVoKlZZhsNlRRRGrSNpd29u9Lz5EjKXj9TWw2W4d9+tEhF4BAIKDtJ1pVRVltLaB92Zjsdhz9++EcNJBOQLi2jmBxCcGSI1RW+9i3M4DFrJKaZsLVrLBrV5ixV9bQNcuMJMH6jSEUBV5/IZkBfW1Mn+XF61fo08PG715IYckqP06HwG3XxdHQqNDYrCUTtf2mPBlyiU46OlMwwQ99vdO952j/Ooqvoq/xfdrfpy9VVUVROK3++E/52tH7MZlOr19/iOfekf4+U7BltAUCCscqJLpmaa/Db+Z7cDpMXDbazlMv1RMKq2RlmLn2KjtzFvn5Zo6f2FgYfWEMzc0KLq+KgkBsvIAj0Yrf1UwoFAZVxdYlC3vPntj79MISHweAJTZOf5kHAgFyc3PJzMwkMzOT9PR0rFbrd3zsqJ0xyEWWZaZPn87FF1/MmDFjePU3v8G3Op/AwUNILhfe7YVIbjfe3XtxrVyFKookXnIRnS87n6H3X8QFl8TywhvJTJvdmSuusPPM03H8+e0kbvqZkxeeSuCOW2LpkmGmokri7VdTEEWVQFBL989IM5O3zo8gCFittChbtMkxd4lXVxwcOnxi5NLsMkLEUMhI2oDWWKIjIWz0+VNneXTkMnuxgVyWrfafELns3BtqpRzJ32SoXL4PcmmvHY0VpkUhl7lLDeSyIgq5bNhiIJdoX0uOGnioutZQ5Hh9ir7LjiSprdRD0deO7rP22pNmnBi5zF/mOyVy2XMgrIfnR8pEXZETjVx8/vbx0On6+sXXBnL5Zr6BXBauODFy2bozyJ4DLRjjUFjfXams3FDknAy5nC4eivb1y28N5DJzofeEyGVNQUBPgtqyI8Tu/QZyifhaXmEock6GXE53PrVFmBHkcrxS1JVLobDK8tU+7DECArA418eQATEkJ5spKxfJ6Wrhz6+nsHFzmKsuc3LL9U7uvSOOW25wMGliCjde5+Due5zMWNGFG+5KZNQVqWTdfycJY8fg6NcXxeelaeFi/PsPoIRFvKEg5eXlzJ8/n3feeYf777+fUaNGcdNNN5Gfn8/3sTMOuQSDQT7++GN8wSAfHNhLsPw44ePHUfwBzJ06IZgEgsWHUfx+7L16cssVXi4dLREbB3mLgvi9Kn6/yu9fSqZHdssqW4FgQMUfgM6pZkyCCVXRpEsZnc/uTHTWztpZMyw6yaiyRiQzXUv68YdlXG6ZWKeAapf1Rd/8NUHmzAzgjBXIbzoP69DzEGvqCJWW7YDfmwAAIABJREFU4tt3AKmmFkunFGK6d0Px+TD7/Iw9dzAjRoxg+PDh5OfnM2bMGG666aYfZ2KRoihMmDCBqVOnkpqayoUXXsgrr7zS6maOu11c/PknKGYzgiCgiCJyUzOh4xUEj5YS2HcATCacsZCT5MLrUVBlFY9bwe9TycmxMPxcG7ICi1cE8PtVRgyJ4YN3Ulmc66emVqZrloVfP5HM2o0BBAF+OtZJMKjS5FLITDefErn8p0Ls/1R4fjJMcCb4+n39i+zS/u+0/y98/aF9OtkYiEYuZ9pz7yhy+b/0KdrCYZXGZpnUFDOiqLJirZ/UFDNDB9p47o16BAEG9rPSt4+Fux6uo6lZISPdxBU/tVNXr1B0SKS0VCY904SIDY+agBBjRw6FQRQ1ZDywP/ZuOdi6diUrK4tNDz2CKIoIgoDF0pp8e71ennvuOUpLS/F6vbz55ptcccUVZ25ikclk4qmnnuL5558nPz+fL7/8kueff569e/fy5ZdfMnToUAZ1P4eKv/6DcEUlSjCIb8curJ3TiB02BFtmBlkvPEP6w/eTMKAXfa4dzrirnDz9fDwffpTMjdc7eObJOB79ZRwjh8bw0rOJ3HKdk369rWzcFuSR+xLwBxQOl4rExJiIjzOxfLW/ZULA/GVe/WW+psCvh+qHDot6IsTxSpEVaw3kMnepkawzbY4RIkaHs6fbnjbHQC5zlhjIZcVaA7loGOO7yKXkqKgjl8pqiWWrjU2iI4ocUVRbhbPfx9cZcw3kMm+ZgVxy1/r1ZI5o5LJrX5jCPQZyifhaXWvgIa9P0fGQJKlMndUaS5xOe/I3RrLO1/MM5LJguYFc8tb7KWtBLpu2B9l/6MTIJaLIqas38JDfb+AhRWmNstrzqb2+/PJbw9do5LIo10AuawoC7SKXSN2ZsnKRVesM5BKtyIngIVVVO+RTe+0pM0+MXJasMpDL2o2GymXrzpDhaxvkElHkNDXLzFtmIJdoPPR9fP1qtkdHLlU1kj5v/AGFJat8RPbPWbDcR3aWBVuMwObCIBmdzdz/8ziWrQwwYoiNF55M4Oc3x3Le8BjeeDWRm290cM+9Tv7xWSo33pHAiMszSb36p8SeO5CMxx8h8+nHsSQl4Rw4AEtiAr5wCLfbzerVq0lJSSErK4uxY8eSn59PXl4ejzzyCAsXLqS4uJgPP/yQyy+/nI7afx257Nu3j/j4eHbu3Mnnn39OU1MTl112GRs3b2Z92VHM8fGEq2sAsGVmYE5IIFBURPh4JQAPPJPODVfK9Opj5sgumcY6haZmBZNqYvzd8ZjNkeQhCARUnFHJRB6vQnzcGfMzwlk7a2ftDDIVFbdXJj7OSDLy+xUcDoEg2peVyyXzyQwviYkm4pNMvF96N6GETELlx/Fu3op3i/a+c/Triy2nK2JtHabGJgZ3zWbIkCEUFBQwdOhQMjIyWL58OSNHjmT8+PFYrVa6d+9OSkoK8CNSuQwcOBCAnJwcrr/+eiorK5k8eTLFhw6homLOTiK+Zw9iBw9CamwiXFGJHOiGIknIjc3Mmi2xYbkbv1chNlYgFFApLdPqt+zeEya7i5mV+UGOV8i4PApTPuyM26NSfEQktZOZR+9NZPf+MIGgwgUjHCiKitenvejbIhdF0cLFE4WI3wcHfF+UENmAQ5Y1TGAyfTf0/m/6d7po4HSvEQ6r2GzfbUef80PZ6frxY+rXH2KMRs8hVVWRZf7jeK0j7WiTJJVQWEsgDIdVNheG6JJppmumhb993Iw9RuCCETHkbw4w4XM3SUkm+vSycN4IG/uKRBYuCSBJ0LOXBU9oEg0+u45cBJsNW1Ym1qxMbJmZxI0cQefkZO6JTaSoqAhVVdmzZw9jx47l1VdfJS4u7gSjrON2xi1Ps7KyePnll/nXnNmYbTZcuato+GYWVe9/hNTcTOyIYdizu5L90q/JefsNUkYMZMD1Q7n6+lh++Vgsb7+TxN13OLn5eie33+bEFmPixmuc3HxtLEkJJoqPilxxqYNmt8KWwqCeQLS0ZbeUcFhl1iIDuWzbGdSRS/ERUU/aOF5phIjNLpn5yw3kMn2ugTGi1Q5tEcCp2tPnGshl3jIDueTmG8hl47YgB0u00Hv3/hCFuw3ksm6zgVyWrzFULhE8JIqt8VB7vp4MY0Ts63kGclmw3EAuK/MN5LJxW/vIJeJrda2Bh7w+RcdDsqzy1ezWWOJU7Wj/CrYG9PbKfL+uIlm9wa/vPDVhUjNHyyJqjCBVNVof7zsY0neIOnbcqAdSV2/gIb9fYdYiA7lE+9qRZx3dr1NmGiqXmQsN5LJkVWvkEtl9Z9uuUCvkElFvlJUbSVD1DbKesBWNh1S1tXrodFHWV7MN5DJ7sYFclq02kEv+JgMPbdsVYm+R5uuBKF/LKwxFTlOzzILlhmosGg+193w70p42x0AutfWSrr7y+hS9b1RV2xkqLtaExSKwLM9PfLyJ0aMcNDYpmEzw9MMJDOhjIyXJzDOPx3Pp2BiefDKWN99N5rqbYznvmmw6XTWOhAtG0e3PfyTr2aewpqXi7N+XQHEJB96fwBNPPMGHH37I6NGjWb9+PQ8++OD3fpnDGYBc2jO/KDL4kw/wFR0iXF1NuKoK/579qLKEJSkJVZaRm12o4TB/eDuB62+0k2q30Nyg0tik0NSgkpFm4dwBMZgwYUKgps5QtUDrVdRZ+9+26B/fojcBd3tkPRp74jc1XDLGwW3XJbQ6Hn1+e1rms/a/aZF3hKqqeAIiobBKYoKJMNoiYF1BEI8qk5IikJRi5uGNj9PUoNC8bAWegk0IMTFYUjuhBoPIPh/m2Fiyx4xm/KgLuPXWW79Ts6U9O6NVLgClpaW89957HD9+nNraWt59991WFciOu11c+uVE5Bb/VElCsFgIlZfjyssncPgwqCqqz0e3biYUWcUeA3ariQOHREQRbrzGyU8vdrCvKEzJEYn6BoWfXR7Lzy6PZde+EHGxJu68KZ6KKokml8ygfjFA6xd9NMZQFC2cPVFY2F64/UO0O4pcosPZ0/X1/zL0PtnfnG7f/Lumqip9Lyxj9Cg7X/wz43t9Vkd97Ujfd+SZ/CdR2/fxtaNYEE6MXP5b8ynap3BY5UBxmOwsC/FxJv41xUVcnImLzrfz7Ot11NRJpKWaGTzISqdOJr6Z42f7jjCxcQK9epmprrfSGHKiSDKy24M5IR4QiB06mMSxY7CkJNPZGcum8Y+2O3YmTJjAzJkz6dy5M/379+eFF14gISHhzFW5AHTv3p1nnnmGmJgYdu7cyW9/+1uGDRvGfffdx4cffsjq9esJFx3CvWEjjYuXUfvlV6iKgr1rJpmDs7jpw1sZcs8FDHjiJq56cSx33hPPc8/H8dZbCTz9aDyjL7Bx521O3B6Ffn1sXHGZk7KWUHlgXxt19TKrW8JRj1dhYYsCQBRVPXQGrY5HpE5G8RFR/1W+okrSQ8Rml8yCFQZyiYSIQCu1Q3vt6DAy+vjX8wzksmCFgVxWtkEuhw5r97XnQLgVclm/xUgsiihyXG5DQSCKKjOifD3dcDb6/G/mG8hl4Qqfjlzy1hvIZdN2A7nsOWAgl8OlYd3XmjoDuXi8ip5gIsutUVZ7fRlBDKXlIlO+delqkSnfuqlrwRVffO3i0GEt7J843cXOvSGKj4g0NstsKQxq15rjZuM2zaf5y7xs2q611xb4dcXL3qIQK9b48PoUauslfVNpRVGZNuf0nnt0e+osQ+Uye7EXr++7yCV/U2vkEkmCaotc1hQYyOVEihxVVTvkU3vtaOQyZ4mBXJavMZDLus0GcincYyCXomKxFXKJPLumZpmFKwzkEu1rtNKpPZ/a6+8Z8wzkMn+5V9882uNV9L5RFJVv53tapJUwe5EXqwW651gIBFTcHpUH7owHVcBmEbjzVicXj4nhty/E8+6fExn/kIWHHo/n4pd/RurtN5N2x+1kv/4StvTOWFKSkb1eSmZ8wzvvvMOkSZPYsGEDeXl5vPvuu9x8880MHjyY6dOns3nzZnr06MGzzz7bam/RU9kZgVwKCwsZOnQosiyzZ88etm7dSsGmTXy9Yjmyx4Ps9SHE2LB2TsPe4xwevfYoTnOAimMSvlqRcFDlT+8m0slpwYxWGTHkF6islOl1jg2rRfvecrkUgiFVxy5n67f871nkme7eH+J3f2lg2oQMnE4TtfUSZpNApxQzRcVh7HaB7tlW1hb4yelqpXu2hdsfruKGq+K4+5Z45i31celoB0mJZtYW+Dl/uB273UTxkTA9ulkxmwWOlIrc/XgVBYuzW2mrz9r/jkXXdSk+GqZ7tgWzWavr4nIrNDXLxHeOYBmoVKyUlUp8+G4z+4MDCTk6Yc1MR/X5CZaWESotRapvxGoykZaWRnZ2NqNGjdL/9ezZk7q6OsLhMNnZ2bofZzxyOZWVu1xcNmUiYjCIb+9+gkUHUQIBwpVV2Ewiyc4AHpdMwKdisUBKiomcbDOdksxs3BKmoVEhO8vMH19JweVWKSoWKa+QOLd/DOPvTmDnvhAmE1x7eVzLCkumRzethkL0i16StHDWbP4ucokO20IhRd+f8Idutw15LZbvhrPRvqqqiijyfxbCttdui1yi/ZMkThluR/fBqSwUUojveZhf3JbAZ+91bvdlG13O9ZW36xh9vpNrxsWe8sve7ZH56a0VWK0CGxZlt3veifw60XP8PqjjZFjwh3iO/8kxKsvacz/ZGP2h51N0EpkoqhyrEOmaacFiEZg220PnVDPnDY3hsd/UIgjQNcvCuYOsuL0yL77WhCRBTraZocOsHDkqU1uv0FArY7IIKDYnJrsDWZQw26zEdMvBbrMx++13+clPftLhui0/ih2LZFmmuLiYOXPmkJub2+r/awj4sVssmGJiiBtyLo6+fUgf/wA5r/+a9J+O4uKHR3LbfYm8+ddOPPpUAnfe4eD225zcdYeT++6I5erL7YwcHkNpuYTJBEMG2di1L4TXp5DWyczRMmMD3aoaSa9zoSiqvkkxaMqR3fsN5BJJ2qiokvQQsdllhLPhsMq3C7z630erSKJrvES3o5N7otvfLvDqyGVhrk8PEfPWG8hlc2Fr5BLZgPdwqciGLRHliKwnmLg9hiKnLXLpCB5qrz1zoYFcFq80kMuaAgO5bC5sjVx2tPh6pExshVxWrDWQS0SRI0kqM+YZ/Rq5T4BZizw6ovj7J014vNpk7dzJzKp1fsqOS/z+vQYWr/Shqiov/bGeKS3JO8//rp5PvtTQzOKVfha29M3Tr9Tpu938+vd1TG25179MaGTWIg8794bZdzBMfJz20lm3KcDqDVofH68UdVWNKKr6zkfQ+rm315fT5hgqlzlLvLrKZdnqUyOXA8VGElRZucjajQZyOZEiR1VbK3I68qyjx+iMeV4ducxf7tORS26+X0cuG7a2Ri4RXw+WiLqvFVWS3n9NzcZ8CoWM5DLN11PPofaOfzPfqyOXBSuM+eT2KPom5YqituwSpb3kv57nwR9QSUoycaxCorxS4spLHRw6JCKG4YLzYrj6p3bu/0Usv7jbyc+usfPAeCeP/zqJe5/L5MLbe5N+180kjbuErq/8hrR77iTj7jsYO3Zsuy/zr776imXLllFRUcHpLrj/ayt0n8/H22+/zQcffIDH42HAgAEMGTKEnJwccnJySM/K4skVS/EfPITU0IBYU0vCxRcRO3Qwk26aTmenh3BIxX1M5OhhiW45Zkad69SRixmBUFAFBJwObfNnMazJ4nK6ah15tn7L/4ZF/8Dq9yt4/VrRtQ1bAjzx2xpmTcziWIWWGfj4A0n87ZMmQiGVl36VwqMv1tAl08Jrz3UifeBhRg23s3BqF666o4K7bo7n3tsTuO4XFbz8qxR+MtLBr16t5TdPppC33s/MBR7+8noqfXrF6EWcBEFoN8X8rP34LLquS0lpmB7dNFwroeDzK1jMKqJNbjkXahXIXx1CVWBi9R002bshmLTEJNnjwZWbh3qsnBvGXETv3r259NJLqa2t5dixY/q/jRs3UlVVRXZ2Nq+//joPPvggZrP5x4FcPB4PkydPpnfv3nTr1k2/qb2HDvFF/hpC1TVI9Q0ofj/mxARQVSyCTHKsVvu8sV5BUWBAfwsjhtnISLWwcUuI6lqZ45Uy7/+xE+mdLRQflig+EqZndxvj705g38EwwZDKZWOcyLJKbb1MZvp3C3VFIxdZ1sLZSIgYDqt62Ba9hd0P0W4bLtpsgh4ims1auN0WD0XC2RP9/X8LD0V8lWXtJXwiJNTeZ7VnJ9vQeekqLzMXepn0jwyqayUyOlsQRZW1GwOMG+ug6JDIgeIwN/0sls79j3DeMDuLp2fx3kfNPD0+CZtNYOkqH1ePiwW0BUFaJzPnX1XOgqmZZGV8F9N1dKHwffvVakX/AjnRc+9ov36fdkfGazisIZfIGAXtuXfU1x96brWd7/WNMulp5pYyID66dbXQv7eVZ39Xj9Mh0LuHlXO6m1mxOsCkaR66ZJnp0tXM8GFWDpZIbNkSprpKwWwFITYRFQFFEjGZzaiShBIIktGiYOnVq5e+iI38y8vLIzk5mRtuuEGv8/KjQC4A8fHxPPXUU1x11VX079+fK6+8kocffpgHnn+Obvf/gi7P/4qct14n5ZYbyXjiMdIf+gWdhvVl0DV9GDXazoOPxDLmohj69rXQtauJLtkmBvSz0ruHlU7JJg6XSRw7LpGUJLC2IMCxChGrRWDn3hCLW8K6suMSs6LCumV5ft2/3fuNpI3DpaK+c01ltazX9Gh2ySxpk5gUsWhlRjR+6cjxWYsM5LIoCrms3hCgqkZrby4MUnJUC2f3FoV1Rc7hUkORU1UjsaolpHS5ZRbmGoqeaDzUHvrpSHv2Yq+OXJas8p8QuWzZYSRB7TtoIJejxyQ2bDWQS26+oT6av9zAX9GYZfocYzenN/7SSFWNhKqqvPhmHblr/UiSyrOv1bFzX4iDxWEefq6GF9+sB+AfnzVy8HAIUVIo2BYgLc1EY7NEY7PCrr1BVFQSEgS27wlypExk594Qi3K1cP2auyoY/2wNF19o5/k36nUs85cJTTqWWbzSx/wWJVF0co8kqboSBtpHAzPmeXXkMnepT1e5rFjr15HL+i0BSsu1duGeEAeKI8qRMNt3R5Qjkl4jp6FR1ss9+/0Kc5ZEEmlaq4dO97l/s8BALgtzDeSycl1ARy4F2ww8tHNvSK+Rc+hwa+QSUeQ0NRvzKRQykstUtTUijJ437c2h6PbMhQZyWbTSpyeUudyKjshkWeWLGW5cbu0+pnzr5liFhC1GYHtLAlePbhbWrA8iK5CUaCKnq4VzB1jpnmMhrZOZcwfbuPp6B1fdksKACzqRMm4MccOGkv7Lh8h48lH6v/cuVVVV5OXl8emnn/Lqq69y7733cskll9CjRw/Gjx/PLbfc8p2iXR2x/+oKvaamhoKCAjZs2EBqaiovvvgiZrOGRwKiyLmffICsKMjNLkJlZZgcThx9ezHxiomkx2qTJ8UEIb9KdbXMwJ52TFHIxe1WiXUK2KzaZ7YtmXvWftwWWRWHQgrVtTLdsq0cKRNZstLHkw8lMW22m8lfu3nmkSSe+G0digK7V+fQfeRRPF6V2gPdefSFOuoaZH7/m2Suu6eac3IsvPf7VF54o4Gbronj4p84uOzmCnqdY2X5N1n0HFVGVoaZgsXZjL3+OHO+yGTooBje+EsjLzyeTHycpoTpdY5V//H3rPrlx28qKhXVIlkZWildCQWXW8ZhF5CsEeSiUiurHDoo0f0cC0+sfZAqX3Krz/FuK6RregYrX3pFr9MSbaFQiKeffpouXbpw4YUXcv755xMfH3/m13IRRZGVK1cyefJkVq1aRa9evZg9ezayLGsdpqpU+DxILjdSfQOoKqZYJ+a4OG6bYGJQTjONdTKVFTKNDQqDz7Vy3TV20pOt7NwTpqpW5lCJxH0/j2PcRU6OV8js3BeiS4aF8XcnUnxEpMklc+F5DlRVpaFRIbVTy4s/KgQTRS2ctVg0TCDL6Jlj0cglOpvwh2i3DWcjyKW9cDba17Z/H91u7xo/BCr6d5BL9GdFW/SLsqpGJruL9ux6dLNy9y1aCvXdtySQ2snMuIvsdEk34/Fp9ToS4kx4vDJJCSaaXAp7DoQZMsiG16dyvFKmc5qZ3fvCXHeFiklQMQkwbJCNYxUSF11gZ8TgGGQZlkzvQv8+NlRV5ZlfJuqF3tJTzdQ3yKSlWnTlyYle6t+nLzuKXH5oLNiR8dqRMXoyX3/ouRU932VZxe1RSE4yoyjaXqP9etnI7mLm/c9cpCSZGDzARmKSwCeT3ew9INK9u5nMTBMDB1g5dETi21l+GuoV4pP/TCgpG2wxyB6vtseoy01dOEzWBxPo168fiYmJeDwe3Qer1UpZWRkul4ubb74ZQRC47LLLvjN22rNTIhdBECYJglArCMLeqGNvCIJQIQjCzpZ/13T4ii1mtVq5++67yc3NpbS0lC+++IKtW7dSWFjIjh07mLx4Ed0fGU/Go+NJf+Qh7H37ED/6QuJHDUexxNAgJmOzCwwdZqVXL42LVtco1DZJeHwKgYBKdY3E0TKJzYUh6ptkFizzsbcoTCCosnqDX1e2HK+UWiUvRHakAdhzwPhV/nCpESJWVsv6LjvNLiOcDYdVPRkG4Ov5nhO2o0PH9s6Zs8RALktW+XXksqbAQC5bdxrIZd/BsK7IOXrMSNqoqpF0POT2yCxeGZ1EdWI81F47OrSNvoc5Swzksmy1gVzyNwX0OihbdxqKnH0HDUXO0WMSBdsM5LJyndb2eBUdD4GmZomEzK++08CRMhFVVXn29ToyBh3l67lunn6llqde1tDKux80MnexF58fzh0YQ1onAa9fBgHMZthdFGLwACuZ6Wbsjhb+jco53SzExAhccJ6Nlev8KCooKqR2EjhSGmbsTxyUlYu890kTq9b5kWW49OYKPvqimTf+Uk+3kUf15LK5S7w61qqpM5RRbfsyuv31fAO5zF/u01UuufkGctmwNUDZ8VMjl3Ut5Z4bGmV9E+ZAQGHeMgO5fD3/9MZAW4wReUkvXmUgl7wNAWrqIslvBh7atc9ALsVHRN3XiioDDzU1G/MpFDKUTqqq8k0UIowef+21o+fT7MUGclmyqjVy2b5L80OW4fNpLrw+BUHQdjzavjuErMCqfD+r1wcIiyrzl/hpblaob5BpblIIh6CxUeF4uYQjRmDguVZ69o2hc5wPiyMGk9NBwpgLiRs1krRrrmTdunXMnz+fhQsXsn37dnbs2EFhYSGbN29m0qRJVFdXM23aNMaNG3dawo1TIhdBEMYCXmCKqqqDWo69AXhVVf1rh69E+zr0srIyDh8+3OqbKIJclBb/lFAIqdmFLT2NL674nAwduZiwCgJNzTJpSdZWyMXjUZEkldSUFnmQir5yOms/blNVlboGmc6pFiqrJcZcV07ZcYme3S00Nilsz83md39tZOq3Hqb/K52+vcxcemMVUz/pTOHuEP/8xEXF/hy+mOZhRV6QP76WzJCLKkhOEijdlcOFV1Yy5eM0RBEuvb6SGZ+mU7grzAcTXZRu687Lf2zkg4nNfPSnzqR1MvPc63X4AgqNTQqXX+xgzqQsnE4TNXUS6Wlnx9uP3VRUauu1tP8IcqmoFOmcZkaxaF9iqqpSLcpatdZ4Mw/ltkYuqqoiVlbRt39/Vt0//oTXkWWZJUuWMHr06FZI5j+GXFRVzRcEofupzjtdk2WZf/3rX7z33nscOXKEPn36MHLkSJxOJ06nE9Ek0Lh/P8HjxxGra5CamrB2TsPWJYv755kZ28tDbZVEc4NCeZlMaicT4++LJS3ZwpFSibLjMvv2i1w6xsEdN8VRU6uwZUeQ1BQz9/88geOVEtV1MucNtQPaj4WJCaeHXEIh9YRhod+v4HR+//bJwlmbTcBk0pCL2ayF25HVh9Wq+SpJp4eEOnLt0213BA8piooonjjcjrZodBEIqHRu+WLOTDczZUJnrr6jitJyiXmT0zlaLvH+H9NwuWQWLvfRr3cSZpPA+F/VcaQwm79/5GL7rhAD+9nYtjNEj+4WnA7o38eKyaSlfffoZuGdv7volm3logsc3PCLGoYOshEIaanprz+fwsP3JDBvmYenH07kxTcb6JplYcK7nfV+TIw3tfK7PfzyfbBbR7Dgycbr9xkDHRm7oZCC1aqN1/Z8VRTN1x9yPrXXbotc/AFVr4G+dmOAIQNiSEo08fFkF53TzJw/3I7FqvLuP5txeRR69TDTrZuZnGwLxWUi/3jfQ3yCifi0D2igF4IzDsnrA0kkUHKEykCQ/n96j+HDh9OrVy8CgQB+v1//39zcXBobGxkxYgRvvfUWV1111XfGS3v2fVQuTwqCsLsFySSf+vTWZjabefzxx1m8eDFvvPEGP//5z3nttdd47LHHuO222zj3/POJ755D7NDBOPr1wZychMnhAEWm7lAtazdZOVwi4fMphEWV2jqZ/A3aDihrNwTZtSfMtl1aHZZFK3zs2Btk2iwPWwqD+Pxa8tDsFtxQVSO1CiMjuxKBVq8jGrls22Ugl0jJ12aXEc6Gw6peKwXg24VG+5sFnhO2o8+Jbs9daiCXZasN5JK/KUB1rdbetiuoJ23sPxTWk1iOHhPZujOk318ED7k9MktbVDyiqOoKgrY+tYeBotvfLPDqiQ/zlvl05LJirZ+m5pZqdJuDehLU9t0GcjlQbCCX0nJJT9iqqZPIi0Jeq9YZO0b9ZUKTjlkefqGGyd9oGz8/8kItr73byNzJ6Zw/3M7ND9ZQUyfy6RQXd90ax5BBNvLW+ThvuI2GRoW33msktZOZex+rY8eeIFt3hAmrCqIEbq+CPyzT0KgpbD783E18nMCvf1+HqkJ2FzOr1gV457UUgiGFdZsDLMvz89u3Gnj8gQTmTMpg3C0VfPJlM6AlKH3ypaaEyV3r0xGMHj+NAAAgAElEQVSX36+0KukbjQlmLjSQy8JcA7msWh/Q69EUbAvqyGXH3hAHD0eSdQz1UHmFxPotWr82Nil6PZ9AwFAPqara7hjtyBiYs8RALkvzDOSypsBALpsLQzpy2b3fwEMlRw3kUllt+NrsknVfQ6HWvs5cdOq5dbL5FFn0LFttlE12exRdHSbL8PlXLgIB7T4++dLVgt20d8a8JT4OloSZPN3DsXKJwp0htmwPs2lzmE1bQ6xZHUIMgySB3xXG0XiUcHk54YpKEEyYnbE4uuVw0003ce211zJixAiuuOIK7rrrLp566ineeOMNrrvuOj744AMWLVp0Wi9z6KDKpWWFvigKuaQD9YAKvAVkqqr6YDt/+0vglwA5OTkjysrKvnOOqqpUVlbSpUsX/VhQEhn0sYFcAGS/H7PTcULkUt8gk9XJpiMXAQG3W8HjVcnpYiCXpmaFlGTzKe/5rJ05diLNcCCgsKYgwKWjHSzJ8zJhkotbrouja5aZm+6twWyC/KWdefz5JiZOSEVF5oHHGomPM2GxqezaLeHxqLz+WhwfTvDzztsJPPFkMz17mLnhBgeffe7j18/E89vX3SQnCcTFClx3tZOthWHmf9WZVWtDfDvPx41XO3jomQbiYgV2rs7hrfcaCYfhyYcS6dHNSlGxyJjz7XolxMgmFNGr5bN25puKSn2jRKcUs757UfFhkW7ZZuQolUuNJNPsUkhKMjM+90Eq2yAXJRCgT5eu5P7igRNeR5ZlamtryczMbHX8B1W5qKpaE3Whz4BFJzn3U+BT0Bh65Lgsy8yfP58lS5awYsUKsrKyuP3227HZbNhsNjyShGfzVkJV1Vo99IoqLImJ2Pv15tH8BH7Wrxp3k0RDrUJpiYTZBE89Gk9mJyvHq2SKD4vs3CMy7FwbD96VgMutsm5TgKQEM/fcmkBdvZbGO3ywhlyit6Nri1xAwxiSpCLLWgirKNqkjISFPr9CrPOHa7cNZ2NiBF2yZ7EIJ0UuqqoSDKonDGHbu0Z7x08XFUXjofZ8bYtc2ioQdu4L8cgLtaSnmRkxxM7Lv0ohEFQYc74Du93EDVfFMXKIHUlW6Zpl4osP03jmpXrGXV/LjEmp3P9oPaNG2OjT20pmhokNG8Okp5vw+WT8fpWGBoW81SFEEY6Vy+TmhmhqUjlYLJKQIDBsiJWsDDPbd4a5/SYndz9Sj8ul8NTD8Yx/poG+vax8/JdUOqcKvPFiClarQHqLwsXj1X5cO3Q4zD8+bWLPgRAWs4npn2SQESPo4+x0+zi6X6MxhiRpyW9tMUZHx0BHxl9Hz3c4WgrltfPc286naF8j20X+UHMo+nj0fFcUlUBQJdap+bFhS5Bh58YQ6zTx2VQ3XTItjP2JnUBI4Y9/b0JVoW8fC316W0hOFigpE/nT3zxkZ1twpn+KOzwE1WZH9gdAUfFuK6TGHsPtC5cyaNAgzjnnHCRJIhwO6//++te/kpaWxpVXXsmNN97I6NGj6aj9W0sEQRCivz5uAva2d257ZjabGTNmDKNGjaJ///4kJyeTlpaG0+lEURRqGhsw+QOoiowaCqOEgsg+L6GSw5TmH2La1wpLFwUp3B7mYLHE4VKZb+b4mTHPy+TpHpauDJC71s/m7SG+ne9lWZ6Pz79ys35zAL9fYcZcj55MVFsv6RvRAnpCDmhqjMiv8kfKRL3ka3WtzIatRogYKaUbDqv6ZryAjnUAvSbFydrRqpP5ywzksmKtgVzWbzGQy/bdoVbIJYKHopFLda2Bh9weAw+JoqorfYBW4ezMdsLW6PbMRQZyWbDCRyj0XeSyfktQV+Ts2BvSFTlFJYYip+y4pkQCDblEFDkAU2Z6GNQvhqkTMijYGuSTL5uZ/LWLJ39by433VRIIKPzuzw1celMFmwuD/GWCi9JjIkd2dqVvbyu3319PQ5PM1G98xCcIfDrJR3qGCRWBAQOtbN4WwhYD5/S3gwC2GIGkVDOJiQL5BWG6dzeze6+I26eyfWeYlWsCrF4XJBBUeOCpBu67I471SzKZMMnN5u1h/vpxMxffUMGiXB+l5SKX3VLB2/9s5LOvmvl8mpuqGpnZkzIJh1U9eaZtv85a5NVr0yzJM5DL6gIDuWwqDHKsQmvv3Gcgl+IjIjtb8EFFlURBy1hualZYuc5ALgujysV2ZIx+287xuVHIZVmekQSVvylAbb323LfsCOm+7jkQoqjEQJgRPFRZLenzyeVW9OSyUCh6N6HWvs7qgN/R58xbZiCXFWtaI5d9BzU/RFFl4jSXPpYnfNHMklU+ZEXh2wVeps70kLfOz6dfutlfJLI8L8D8xX6mTPcxb1GAb2cGaKxXKD4kcWC7C2X3ZnzbC/Ft30HwaCmqKKKEwwQCAcLhMHV1dXi9mo9xcXFkZGTQqVMnBg0axAUXXMDQoUM5HeuIymUGcAmQCtQAv2v576FoyKUUeERV1apTXexk1RZdLheJiYn6f58IuUgeD5b4OCZdMZHMWI1LpphMWIBj5RK9c+ytkEtzs0xjs0rvc2zavaCpYZKTziKXH6OVHNXyC9Zv8jNlpofh58Zw7eWxxMbD+F/V4QuoLJvdmdkL/JSVSwwbZuHLr/xUVMqMGWtj3z6JpgZtxSwrkNnVgigqBAPw6Gvp/Pm5KtIyzQw+z0HhBj+dOwsEg1BVKRMKQvfuJkQRLjzPxqz5Qa67ys4FIx3MXeTnkfvjkcICj75YR79eVmZNzGTeMh+btgUoPSbx3GNJpHc2M2aUk7jYs6jlx2YqKo3NEslJBnLZsz9M7x4W1Jho5CJRcVymS7aV8bkPUOkzlCqqqiJ7vfTL6caKkyAXn89HQkJCq+P/SZXLnSc4PPFUf9eBz2Xv3r0sXbqUpUuXYrVaeeSRRzCbzZjNZhoCAfz7iwg3NRMuLydUdgyT04lz0ACe3pbKzQNrCPtlaqtljhRJiKLK04/Fk5Vqo65O5kCxyNYdYQb2tfLgXQmIosCqfD/xcSbuujmBZpdMabnE0EHaLkVen6JPtOgQLBzWwtnTQS7Rn/Wfakd/fjRyCQa1cNZiEfTVvM2mIRdRPHEI+0P4FH08Otxui4fMZs1XUdQSi9r62rb/o8vEOh0mxoyyMuZ8O9dfFcf7nzfzpw+b+MVt8RRt6srOfWE2bwnx5m8TeeKFRt78o4dXXopj2owAG9aF+fXrCUz4m4fmJpXYeBOhkEpaupXyMhFby7UFEyR3siArkJhioXxnCFkCm03r9wfvj+VPf/Fxy/V2QiGBl99q4v13Uxh3sZ3pM33szMsmJUngvY9drNsU5PwRMXz7WSYxMSZ8fkVfIba9t+h77gg+aKt0OtEYlWUNYzgcJ8cYP/QYCAY1lUtkR6BTzSdV1ZQm/1fzqS1yCQa1flJVlU3bgwwbFIPdbuLzr9x0y7Zy6WgHDc0Sf/u4mRibwMD+Fvr1t+BwmCguC/PeP7z06GUhNeMLSvyjkLGghLSoxLNxM02Jiby4ez/Dhw8nJSUFWZaRJAlZlpFlmVdffZUBAwZw9dVXc/XVV9O1a1c6av+1pYKqqrjdburq6igvL8fr9VJUVMSuXbvYunUr6zdsIFxSQqCoiOCRo4SraxBra/Fu2cqhRTv56KMQEz/1smRRgILNIfbuF/lsso9PvnTxp/ddTJvlZcEyH+s2Bfl2vpev53r4eLKLtQUBAgGFKd+6+bbl1/q6NsglkpADGsaI/Cp/9FjHkMuiqGSYOVEqktkdaEefv3CFT39J57aDXHbsDel1MopKDDxUWi6ybVcEY8h6eVq3x/BVFFV9M95/19dIhLd4pYFcVq7z67UwCra1Ri6HSzVfDx42FDnHKiQdD4GmMop87vufN+tI6bnf1XHrQ1U0u2Te+7iJL79x8+j9iaxc66fnyHL+/rGLQ0fCPPZ8I3fe6aR/Pwvv/d3Ln/+eTHyCibd/5+ZndyaTmmHG51FoapCpqVEI+lUKCrViTG6XysYNYQIBhQP7RBQEJAlS00zcfEcs7/zJx2WX2Bg23MbyvADXX2PnnO5m7nmkjiOlIs/9ro7+Y8qxWeHC8+x8PNnN1FkeDpaEuej6cr5s2fFpTYFfT0ALhRS27DDuf+4SQ+WyNAq55G80kMvmKOSye3+IQ0cM5LK7pfZQZbXEpkIDueRtMJBLJLlMVVXmLvn3x8C8pQZyWbHGryOXdZsN5LJ1Z0hX5OwtMvBQW+SycbuBXCLlnkOh9n39d+ZT5As1d21r5LI/CrlMmuHWx/L7nzezMNeHoipMn+Pl0yku5iz28tkUNzv3hJm1wMcX07y8908PU2d4+eILH8fKJArWhVi/pJ7A6lzca9fhWp2Pd+t2JJcLf/lx1q5dy5IlS1i9ejUFBQVs376dPXv2cPDgQbxeLxUVFdTX1+s4pqP2X6+2CNqDOn78eKsdOtoiF1VREBubsKWmMPHyiWTFGchFkKH4sMiQvo5WyKWxUaa+UaF/b20VLiC00puftR+faat5heVr/ZQcFSk7LnHTdXa8foWf319HWISxF9morVUYfoGN6V/6scXA7U+l8+2EekJ+mW4jUji+p5mYhBhCnjBySMaeFkuwzgcmEARQZbDYBOxxFmRJoU9fM7u2huk3yMqgfibmzg0RHwfXXx1LUbFIIKCyZ79I10wzK2ZlsmlbmH1FYXK6WBkxJIZhg2KIifoR9Kz9uExFpdktkZhgIJfC3SH697aA3UgsqhElSkpkevWx8PDKB6nwtkYuYn0D/Xv3JvfeE4oCURSFqqqqVoo/+JHsWFRTU8OSJUtYvHgxAI8//jgmkwmTyUStz8ezK5YQ9vkIlR0jePgoZocDx6D+dHXWc/vA3ciSTH21TMkBiWBA5YlfxpGVaqPZpbCvSGTL9hB9elp56O5EULUVRKzTzJ03xeP2yBw9JjFk4KmRC2hoQJI05YjdbmoVmrX9++h2tHrm+7TbhrN2+8mRS1tfI7/c/zv+ne75Pr+CsyXc7oiv0WgAWiffRH/u3qIQXTMtJCaY8AUUPpjYTFm5hCCoYFLonmPVSgesDeLxKnTtauboMYXqSpmYGOh7YQq7VjUCEJfhxNfgRxVbj1GT3YwS1FZugllDMFm9nBw/4MdigZGj7RRuCqLIkJVp4pzuFkpLJTIzLFw9zoEYFmhyyVptGqvAeUPt3PKzeBwOEyVHw8Q6TWSmawWevD5Vv7foe26vv6P7NRDQkIvZrKEsk0nAatVQlqKcGLm0hzF+iDF6Ml8FQTjpfFJVFZ9fPaV/32cctzff2/qxZUeIYYNisNkE/jyhgXO6WRl3kYPqOol3328m1ikwcICFfv20chElZSLvve+hTz8LzvRUVnsuQFHNSCGtfK57w0acnVJ46c67GT58OA6HA0VRUBSlZdNsmZdffpkhQ4bws5/9jHHjxhEXF3fml8+VZZmCggLWrFnD6tWrKS0tZfHixSxYsIA5c+YwZ/YsfNt34F67Ht+2QkJHjhIsK8O9Op8Ds7fyt78Hef+vHmZM87NiZZBthWE+/JeX9z9z8drbTXw+1cOshT7WFgT5Zp6HidPdfPC5i9Xr/QSDCpO/NpBLfYPcamPn6PB3/6GwHiIePWYoCKpr5agQUdZrdITDaqsQMVpFEt2ODh3bO2fxSgO5rFpnIJeCbcFTIpey4wYeqq2X9SQWt8fYvUgUW+Oh9vyLDlujj89fZiCXpXkGcslbbyCXTYUGctm1P6wjl0NHwrqy4FiFxPbdRp8vzfPryOFvnzTpZVVf/1MDw8YdY+EKH//8tJnf/amRRSt8zFzg5dPJPiZO9XCwRKSxSeG+B2JJSLFSXyujKtqPoLtXN5LePxFLjAlvtR+zxYrQZiOKyMscQBXAYrdx/ICf1Gw7sckWtqwLIoqgKFBdozBipJUbrnNQckRi594w/5riZsJEDyvXBJg03cNTL9ezYq2Pv33SxPCfHmP6HK0Q06QZbr3Ertsj63VMIv0auf/ctX4duazbFKC+wcAY5ZURjBGm+IiBMaKRy+YdBnKJqIcCAYWleYbKZf6yEz/fjrQXrjCQS+5aA7msj0Iu23cbKpf9h8I6HjpSJrJrv9auqpF1PORyK/ruRaGQ4auqnr6v0WM6GrmsWtcauRxomTeiqDL5G6M08z8/a2LBCi+KqvDVLC8fTXIxY46Hz6Z42LYjxFffevnoMw9vvePm0y+8fPSJl5JDEsuXBFn6TTXepYtpWrGK5uW5uNbkI9bW4tp3gMmTJ/PBBx8wY8YMZs2axdy5c1mwYAFLly7l2LFjrFy5kjVr1rB7925Ox84I5CJJEiUlJfTr108/1ha5KKKIWN9ATGY6Ey+fRFaclomXYjKhhOFgscjIQa2RS0ODTF2DwsC+Z5HL/4JF7wS0r9jPjDk+zGaQVAWTScXhEPjkCx8Vx2XsDnDGW8joF09VsZ/mujDmeAeyN4gqmAAThMMtfKWdOWASQFGxZyUQrvFgc2hy26BXomdvC3HxUHlMob5BQZJg5FAbTz2cyI49IZLizCiqgCDAs48k66nksszZ3Yx+hHYi5LJtZ4gBfSwIjmjkIrNvn8TAc0+MXMIVlQwYOJDc+x464XUURaGoqIj+/fu3wnNnfPlcALfbTW5uLosWLUJVVR577DHtZSwIVHk8hI+VIwaDhEqPESgpweRw4Bw0gOf3ZvHzQTWokkx9rUzJPhm/X+GJXypkJFvxeFX2HwyzaVuY3j2sWnagWWBZnp9Yp4k7bozH41U4UiaeErlEh4iiqIWIDsd3MUZ0aOf2yCTEm/+j7baht6MFYwQCGsaw/j/2zju8qir73+/tJZ2EACEU6b1KE6TYEKXYxjYO1rFhGbujjoPOWME6il1URCzojAUFxID0TiiBhIT0fpPb+2m/P07uuTdAmOD4+zrO434eH/dzublnnX3WOWevd6/9WSYVYyiKGm6Lopo5cjK2/lzn4A/IJNnjyMViUcPtcFjNcjmRraBycoNBHf/aepEunQygUxfaUpJ1jB5mpWOGmcmnSVTXipw91YotTa2MlNPVwL4jIo5GiZISkbKKIJIgk9rBRFjWIUoyhiQzki984oc5gKygsxgJ13mxppuJeqNk5BgxGhWczapfDBxsYmBvI1lZeqZMsHHaaDvnnW3D71P48LMAl81JUX9KViO3/r3N9OttRhAUXB5J06NJPOcTIYPjjevRPipJKsaQJDVz5HgYoz1+9p/4qD+gIpeYj5pMKmprr62JOOr/9/3075DLqKEWTCYdb3/opXdPE2dOtlNdF+X197ykJOkZOthIvwFGzCY4UiXy/D+89B9opFfOEo40n4aEHikioTcZ8W7awu51G3jVH2bUqFGYTCYURdEiXVmWefjhhxkxYgQzZ85k0qRJ7S4kDb/gA12SJL7++muWL1/O6tWr6du3L4sXL9ZOrCkQwFdaQqihAbHZieT1orcnIVTX4I0EeXaFgi4aBgXcbgW7XUc06qNztp6SIxJen0xJmchpY6wk2fV4vDJfrQwwbpSVC85NYvEyDw0OieGDLTQ7Jf610s/1V6p58DvyI4wdqe4gLSwR0Oth6EALFdUCTU6J8aNt1DdKFJZEOWOSHY9XDZlnnZNMNKqwcm2QS2enoCjqJqOrLlFzSr9cGeAPvzu2n/idxP7KtUEuODcZs1nH2k1BpkywkZZqYOuuMIP6menSycjegxGyOhjoc4qZoiNRZBmGD1ZtbXCoeu+NTRIHCqOcNdmOzy+TtzHInHOTEQR1c8vlF6S02OQ/rh0nsvv3F6eg0+lYtS7I7HOSsFj0rNscZNJYG+lpBrbtCdOvl5muXYzsOxQlPVVPv95misuiRKMKI4daqaoVqa0XmTjWBqhh8syz1d964wMPA/qaueyCJN5Z6mHN+iC3XJNGcpKONz/0UlIqkp6mIylJT0a6DpNFR1W1hMct06W7CTGkkJxtQ4wqeI74QAHJ34J32hGdKhEVFYTdUVU6ojZCr+FJRDxRmp0CoaDI5k0RMtL1rMmL4HQ58XgU3F5VwvnLlQHuvjmdb9eocs1PP5JFj1wjL77ppmsXo7Zree9B9fqAijEum5OCwaDj+x+DnDvNjt2uZ+O2EKOHWeiYZWTXvgjduxrp0c1EQVEUq0XHoP4WjpQL+AIyY0ZYqa0XKa0QmHKaHZdbZuvuMOedmUQ4rOq6XDIzBVlW+Hp1gN9fHLu+/pPy1xVrglw6OxmDQcea9UHOnqLm2W/eEWLEEAvZWUZ274+Q09nIKd1NHDwcxWTSMWSAhbJKAbdXZuxIK/WNEodLo0ybaMfjldm4PcTMs5OJRGRWrQvyu1nq/dTa1uPb1Nbn3/4Q5OLzkzGZdORtDHLGJDspyXp8fpnaeokBfdUX7fufern+yjRMJhW5XHR+Mhedn8SSz/x0SNdTUydSWiGybaeKvbrlGMjONtC9u55DRSKFB0WKCkWs9jpk/VdE9HakcAS91Yrk8RKpqOQFp4s+ffqQm5uLXq/XJrIABQUF7N+/H7dbpRDTpk37t34aa/8VyCUUClFUVNRqV1REFBn82stx5BIOIzY7MXftcgxyEcNwqEhg/IjWyMXRJOFolhg6QH0469C1ekv/1n49TUHBF5C0GaagSHyzKojXJ9O1J/Q4xUBKio7tpQZWfhfi3RecJHUwY+qQjDXdSlOJj4gvAi35wD+p6cGSbKJjJnTtaaK+SiDglvD5ZF79Rzqnj0yiaxcD9Y0yZaUSxaUio4ZZOHW4FR26YxYmf2u/nqag4PFJpKboNeSybVeYwQNMGOwJ8rlRiX37BIYON3Fz3nVU+1tXJYpUVDJw6BDWXPPH4x9HUdi5cyejRo3SqrfBrwS5hMNh1q5dyzfffIMsy9xyyy3av9V4vQg1tQjRqIpciosx2GzYBw/knkNduXJIA4os42qUKC4QCQQUbrlBpnOGGX9A5mCRwJYdEXr3NJGarMdi1vPtmiB2m54rLlSRS1mlwLBB/x65AFgs+lbIRZJUjHG8EDaR0/9c/aORhs2qhtuJyOVoWwVBDR1lWX2Q/F/Z6vPLJCepL9ZAUMZqOb6tigJWq4pcotF4xlAMx/y4JcSSz3xYLHD7DemsWR8kElHo0dXI+m0h8jaGMJkgPU2H2yvTNddAlxwDdR4dOT0MGIwKQqoRW7qZrH5pNBwJI3laFnIj8UXY9jRDkgWDAeydbHToacRmCZPWwYBeUcjN1bFiRYgtm6Pk50eJCpCSZKC6VqRjppEzJ1sZNsDK3oMRhg+2MLCvhfsedzC4n5nfX5LK6GEWRDFesamt6+7zq8hFr1eRi9msYoxwWM1yMZtVlCVJcR8NR+K6JIkY4//CR2PI5Whbdbrj30+Jtvr88v/Z/XQiLZdE5PLmBx76nGLirCl2KmuivL3ER2qKnmGDjfQdYMRkgtJqkRf+4WXAIBN9un5IiWMikqJHjojozWa8m7ewd+t23sPE8OHDWz20Y7Y89thjjBgxglmzZjFmzBj0+vZPAH5R5LJs2TKWLVvGunXr6N+/P6FQfKXfGQrhKS8l3NCI4HQi+/zo7XbCZWW4o2GeSlJACKPI4HGrtUP9AYUuLcjF45UprYgjF5db4utVQcaNtnLhjCTe/chDY5PEsEEnh1yaXTLjRllpcLRGLhu2qSFiNKqw+kc1RAS1uHMsRPx6dTz8a6uf+P3VPwaZM11FLj9uCTF5vIpctu8JM7DvscjlcKmAosCwQRaqakUaHCITTlWRS0FRlDNPV5HLus0hZk9XkcuqdSoeOvrY7emvWBPgigtV5PL9+iCzWjDJ+q0hTjvVSka6gR35YfqeoiKX/YVx5FJSLiAIMGKIheo6kZq6OHL5cqUPr0+tpvTDhiCdOhoQRdi6K0yDQ8Rk1OH1ywhHpRwWl8S2YMdoigQ0/oeeqjYpEEECot4IruJj/33vXgm9XpVfVZuKaiqrJQ4djmCz+giFFUYMsdCzm5GtO8Ns3RnG4ZS4+PxkUlMMGnL5Lk/FGHq9jh82hJg+VUUum3eEGD3MSlamgd37I3TLUZHLwcNRbFY9A/uZKasU8PllTm1BLmWVIpMn2HC5ZbbtDjOjBbmsWR/k4hbksmJNgCsv+mk++l1ekEtmJmM06sjbGOKsySpy2bIzxPDBKnLZcyCOXApLBEwmGNzfQnmVgMsTRy7FZVGmnqYil007wpx/VhKRiKrrcslMFbkk2nqy/rpqXZALZ6jIRVXqPD5y+aAN5LJ0uZ/0ND3VtaIq+bwzQmWNQG6OkU7Zerp1M1B4WOTgIZGC/SLWpBpk/b+I6m1I4Sh6qwXJ4yVcUspfq2vp06dPq703sbZjxw42btxISUkJN9xwA2eddVa7/fS/Arl4vV4KCwsZO3as9tnRyEUKBhGbnVi6deXts9+lawtyydDrEUIKBw8JTBxtb4VcGh0ijmaZYQPjyCVxMeS39t/ffH6Zg4ejjB1lIRCU4rN4WeTrlUG6dDIwYISemgYRj0fGckoau/ZJfP5OM8Y+3fFl5aK3mWnMF2nYVk2w/AhyOPhvjnqcpgNrVhI543O56Aw/6Rk6wgGZ4BEPZWUyjz+eyikdrOzKjzKgr4k0u4F/fhugV08jo4faNeQSCilYrTo27wgzbpRV2/r/W/vvbgoKXr+kZSudCLns2S0wfJSJW9deS5U/s9XvhI+UMXDYMH64/sbjH0dR2LRpE+PGjWu1GPqrQC6iKLJ582a++uorZFnWxLkURaHa40asb0AQBSIVVYQKi9Qsl8EDua+wG78f2ogsSfhcEkX7VOQSvV6hU7qKXA4dFti8XUUuaSl67FYD33wfwGZVkYs/IHOkPJ7l0taq99EhYgxjJCIXRVELy8bCObdHIj2t/f3EULA930lELsGgmkFwNMZoy9afcryTPQePV2WNOp3uGDxkMKho4Ghbo4LSSqsmlvFSVinQI1d108++CtDgEBnUz0xuVz3LPg+wcUuYrjkGcnL1dOtmZH+Bl5IymaZ6EaOpAJ0BVTIAACAASURBVJ21GKPdjBgWEAKSWnngpzQFwo4AlXmlLNoIdqtC0CcRDqlFpHfuiDJ4kIl+PU3sPyTQ6JAorxT5001pmI16Dh0WKChSI7rJ42106WSgqlakVw/TMefc1rgmIpdAUMbSgjFCIRm9XvXRROQiigqR6PExxsn66Mn6wInwUOx+OhoPJd5P7bH1ZH20rb89Grkk4sltu8OMHmbBaNTxxvse+vYyc/YUG+XVUd5d2oJchhrp28+I0aijrEbkxVe8DBhson/OUkrqJyJhRIqK6C0WfFu2sn/vPj5NSWfw4MEaTklcFH3ppZcYOXIks2fPZvDgwSe1u/gXRS6LFy/m/fffZ8uWLfTr14/a2lrtxFzhEK7KSsKNjYhOJ3IgiN5mI3y4GLcQ5u9JCggRZEnV30hK0uHxyHTONlByRBWZL6sUmTjWSnKSHkeTxDerg4w/VUUu7yz14GhWs1yamiW+XHV85HK4VEUuQwa0Ri6NTSpymTbRjtcns3G7GiJGowprNqghIqjFaGMh4oo1rXHF8cLCxO9/vz6OXDZsC3H6OBW57MgPM6CPilz2F0bJzNDT5xQzxWUCsnwscmlyqlkuMeQSy8gRBBUPxZBLWza1Zfd3eUEuvyAZnU7NcIhlpmzaEWbCaBW57Nobpk8LcjlQpCKXvr1aI5eaejXL5bQxKnJZsyHIOVPsWCx6ftwcYshAM9kdrRwojNLYJHLWZBsHiwTsNh05XQxMnmgls6OOvgMMDBxmoqpWodapJ6NXKjs2hSgrEvH6o+gNOmQRdfunoqCKhbajGQwgS6DXIQsSktFIh1wrw7vCOXOSKNjgp1MHhVNHWQj7dVgtOoJh+OLrAOGImvFit6uz8sH9VV6+bXcYu01Prx4mHE0iBw9HmXKailxWrg3yu1lq5sjaTSHOmXIsctmzX81y6Z5rorAkitVyLHKpb1SzMWLIZfueMOeeoSKXvI0hLjo/GVlW+C4vyBUXHusDbfUTfXTVOjVzxGhUMcZZk+0k2fVs2x1m2CAz2VlG8gtU5NKzm4miIwJGo4pcKqrVLJcxI45FLpt3qhk5kYis3U+K0trW9vhooq2rf4wjl/VbQ0w97fjIZclyL9dfcSxy+fAzFblUVAtU1Yhs2h6mslqkaxcjnTslIJdCgb17BKxJNSiGfxHRWZEjUfRmC5LPR+hQEX86XEK/fv3o2rVrq7RFRVFYt24dK1asYMuWLdxxxx2cffbZ7fNT/kuQS1NTE0VFRa2E3I9BLj4fotOFpUc33jrrXXJT4sgl7Fc4WCgweUxr5NLQqCKX4YN+Qy6/9qagIIiytinHG1TTMjtk6AnpBDw+mawsPTfd7WPF5+rOQmuKEb3VRHKnZNy1QaK+CIbUVCSnC7M5lWjE065j66wWEKIkZdsJNoXI7WHAaACvRybgkYgt/bz0TAeuvSKFZqdEerKRUFhdVO/c0YTZpPpc4uao39qvpx0PuWzdqSIXY1IcudRFJHbtijJytJl5P15LlS+OXBRFIVxyhEHDR/DDDTcd9ziyLJOXl8fEiROx2Wza578K5KIoCnv37uXLL79EkiR69uyp6RpUuF1ITc0IkkS0uppgQSF6uw0pGOSB4p78Ydh2kCT8HpmivSL+gIIiQ6d0E/6AQmGxwKatYfr0MpGeqifJZuDr1T8NuYCKBqJRdVU+hjESi8kmIpdEzfX/pN9WuOjzqxkEMeRiNKoYI9HWRIxxtK0er3zc322PHe21NS1VRS4nslVRwGY7FrkkZsns2R8mya4upH7wiY+ScoHTx1kJhmUu/6O64NmzuwGnW0aS1Mm0yQyZ2UbGnJFC3sowjQUOdTJuMiK5PZh69iBaVg46EyCBIh/fQVuqRSvhCGlDuuI9WIvBoqeyRECngz6DzEw508KPK0P4/AoPPe5i/lNuBEEd67oGdRx+/DKHLTsiFJcJTJ+axJmn29i9L0JaqhpZHb3xq63r7vWpaZt6vYqyrJbjI5eYj4qimjlyMljwZH3gRD6aiIfMLViwLVt/zvupPeeW+HlsUqvT6f4tcunfx8xZk22UVkV5/2MfaSl6hg8z0buvAaNRR3mNwKLXfAwaamJYzjJKqlTkIosSeqsV35btFBQVs6pbT3r37q1pV+l0Ou3/S5cu5dChQ8yZM4fu3bsf3zfbaL+olsubb77J3LlzmT9/Ph999BE333wzt912G3/60594/KGHaf7qGxyLP6Dpk+UEdu7Cv30nzR9/xv731zH/LwEee9jDM0/4WLIsyPd5Yf7+jIcnX3Rx55+beeJ5Fx986mdVXojPvwnw7KtOnn/NxQ8bVC2Xtz/0tNJy+TShyGyilOvhUoEjLfKtVbUCB1oqAjU2SVqB2xhyATXlLqbrAmr4HGsxTYoT9RO/v2ZDUNOU2LQjrGm57NoX1nQyDhRFqapV7SspFyhuqQhUXSey/5B6Hk1OiR35qn3+gKJJ6QqColWGOZGt3/5wfFtXrYsXcM7bGNLSJrfsDOP2qP09+yM0OFRbCw5HqahW7SutEDhcqvZr6kWtSG/s/OSWZ+yBwqh2czmaZHrkmjhnqh29XseIIWaGDTZRXinh9yk8/2waz7+Qxi3zkpkw2cL2PD/JVgm9UYfBYsCSYsLcKR2hrBxDhw7oDBy7uUinT+jq0Rn0GOw2PAdq6DwiCx1gthkwmiEclNi9TWDWhUnc/MckVn6dyaUX2QgEFeobJcaNtnDqcDPBsMKlFyQjyxBu2Smp16PJAgdDilZpKjauMS2XH7eoFbZAzfJxudX+3oIItfXqekBhSZTSCrVfVilocs/1jSJ7WvR8XG5ZK8QdCsmsbSnELctKu3y0LR9Y/WNQ03JZvzWk6c5s2x2m2ale930HI9S02Hq4VKCkRc+nolqgoEVDpcEhsXtfXMtlc4s0dSQSt1VRFK3aVvttjX//h41BTctl4/aQVtDa55cpLFZtiiGXWOrsi2+6+OLbFi2Xz/wseNXNGx94eH+Zn41bI7zyjpf5T7u5/2E3L/zDy1PP+Ni5Q+C9t4K8u6AKz+ef0/zFVzR99k+aPv6MUMFBGr7/gauuuoqrr76a+++/n7vvvps777yT2267jVtuuYWvvvqKu+66i7lz5/L9999zMu2/ArlUVlZSXFzMmWeeqX12NHIRnE4klwdr7568ddZiclNcgIpcAm4VuUyb0Bq51NWLNLt+Qy7/K61V4QtFpK5BTXsTkUjP0HP+xY0Ul0gkJ+sYP9FMcTn4A9BcHaHzsCxCBhuePVVYunVEcLaIUwVabniDESQRjMZWC6d6qwmDzYg+GiUSkJh1ey4bl9bgcioMH2ki5Jfo2d3Eug1qTdLZ59r4YFFHCgvVGWaHdD2ZHYzHPYff2q+nHQ+5bNkRZlB/E+aU1shl65Yop441c/vGY5FL6FAhg0aMIO/m2457HFmW+frrr5k8eTIZGfEC0//1aouxVlNTwzfffENBQQGhUAifz4fb7aagsgLZ60P0eAgdLsGT9yOhoiJCpeX8+Z3e5P0g8MPqCEu/8PPUcx6WfhJg864gRSVRdu8N8+FyL48tcLF6bZDyqigut8Tijz2aumAgKJN/ID4rjCmvAVo9R1BnMzGUEY0q2gxEFBXtbxRFwe2J/73T9e/7sZqb7f1O4u97fZI2gwsEZW0WHw7LhEKqfYKgaMp3ktS2rW3Zkfj5yX7H7ZG0mfvJ2gpqBkLs7/MPRKiqUWdPSz7z8chTTdQ7osy92UGvUdXcdFcze/NFps1ooKpaon9fA916GBg0zETvU/T4mgTGzOrIgNHqwzx5UBfkYEj9T5LQWSyg12Pv1Q9oyTZIsoNOh85mxpBkRvCEsWbZSO1o5ut/VDPvmVz6DzJSfFjk3PPtZGYaGDXCRIcMHavXhpk6u46SighTL6ym64gyXnjdxd6CCPc/7uDHLepss6AoXgtWFON+dbwxjo2FxxsfS38gXv0oGJS16CgSkbUZvSgq2iz0RNe9Pde3Pdc9sZ943RNt/f91P53sPZfoo7LcelEyNmagRhqiqKBDx+vvefhmdYBoFAqLo3z8hZ9nX/awYkWIgkNRSo6IHNwh8P47ft541ceY5k+IHtxHuPAQgQMHiVRUEti7n8MrV7N7927q6upobGzE6XTi8Xjw+/2Ew2E2bNjAqlWr8Hq9nGz7RZHLG2+8wdixY5k3bx7PPvssZ511FjNnzuSiiy7i1muvpXHpMupeeYP6N97Gt2ETnrXrcbz7PvlvrObB+308dK+LRx708tbiAF99G+Lhxz3MX+DiprubeOQJF4uX+fhmdZAvVgT42/NOnn3FxZr1QUIhmdff97SqWPTpV3GZzUTkUlLeGrnE5GmbnJImT+vzy1ox3mhU0WRKFUXNIom1xHAxMcxN/Dzx+2s3hbQH4OadceSye39EQy4HD8eRy5GKeDhbXSdqYXyzS9KqFx2NXH7Y+O/tO5GtsRth3eY4ctm6K45c8g9ENanfQ4ejVNYci1xq6+N4CNSi0bFZbG2DSKeO6gw3ElW47IIUOnU0MeNMO7On25k03sJTL3i46eoUdvzYmUceSOWdRekoUYW8lSH6DTBy6lgTP75fxalzOmEKBZB8IfQWAwa9gjW3IzqTkS5TegNgtFvIHNYNQ7IVe1Yasi8MskLEK3LKyGQ69TDz9K1V3P1oFkYjvPaqn+nTrdx7exqfvJ/Fvk05DB1k4bEFLm69LpUxIyyccbqd4YMtTDjVphGe7EwDdQ1qJKDToUkgg4raYpOK9VtDhEJqf9vu+LjuLYhQ3xjHGGWVojZ2sSLM9Y1xlBXLcgH1oRp7sfwUHz0aC8aQy8btceSyIz+iPUz3H4rjoeIyQXuRVdYImmxtY5NE/gG17/HG8VAk0trWRESYaFNb/cRzS0Qum3aE8QfiL5wYcolGFT5c7m1Jq1V44Q2XWrS7Bbk8+aKLl99y8/5HPvI2hHnhdQ8P/NXN3Q+6eXKhh0fne9i8IcprLwd49a/lOD/5BMey5Tg+XEbD2+/h37GLmi+/ZurUqcyaNYu5c+dy6aWXcsEFF3Deeedx9tln89Zbb3HFFVcwefLkXx9ykWWZvXv3UllZyZw5c7TPE5GLoigIdfVIPj+2/n2OQS7NDTKFhwWmT05qhVyqqkXcXpkRg39DLv8LLbZ9PRyWefZVJz9sCHHlxclMmWzmm1UhVqwKcfrpZi6+xMptd7iJCDrOnG3njYUexk9Po75BpqE0RNArgkGHPcuO3qAnGpYYdsckdvx1Ncldkuk2qStlq8voPiAJZ00IX1OUaFimY2cDfQYYaawSqaiQmP9oMkuWhOnRzchrz2dy0x1OFAVmnZvEtIk2Fi/1sfpHVUzsuitSVUmA33zvV9mOh1w2bQszsJ8RW3p8dl8XkVj/Y4Qx48zcs+1aKn1Z8d9QFIJ799N/2DDW/+me4x5HlmWWLFnClClT6Nmzp/b5rwa5iKJIQ0MDgUCg1ec1Pi86WUYWBESXi0DBQYQmB9FmJ39ZNpht2yU2ro/y7dogb7/vY9X3IXYdCFFWIbCvIMzyr3088w8XG7eGKK+K4vXJvPdJa+SyZ3+8duiJkEsMDUQisoYGjg4R2wpPYwtDP6XfVuh4dOgdm8Un2hqNtkYusdn90ba259gna/eJMEEicomhAUGIh7mJtoJapSgQlJEkhemX1zD1wmrOvbyG/YfUnPSxI61s2Srw9wUeunQycNqpFubd7ublF9K59GILbyz0MGCIia2rPMhRmYBbpGN3GyarkaROdow2I1IgihgSQAExJBJ0hECno6EiBHqQFYWUDAN+r8zhgwJ1dRIdO+qZ/7ifZ59MYe4VSVz4+0YeuieN0gqBe//ahNsr0y3XqNWbHTejitFnV/LIU02AGpVUVsdn5SfCBMcbS5+/NXKJYYxIRG4TY7QH8/2n/tqWrbHrfiJb2/LR/8S+tv420dajkUvis2DrrhCSFEcu364JIApQeDjK1ysDvPSmlzVrIhQeFqiqlijbL/L1lyE++zjI1MhyxCOFCBXlhErLEF0uorW1VB84QFNTE5FIBFmO4x1QkV9zczMOh4OfMtn+RZHL66+/Tk5ODjNmzODee+9l1KhR2n/nT55C1XMvUf3EM1Q//hTub77D+cVX1D37AtsX/otbb3Bx161ObrzOxfMv+1myLMgd97m4b34zV89rYt79zby1xMdnXwX4/Bs/D/69ib8/7+T7HwMEgzKvvOPmky9VzNLYJGp9aF0kuqRcoLQyjjFiGQRNTknLIPD54yFiNKq0ChHXbIiHfInhYlv9xO+v2xxHLtv3xJFL/oEIjpbKNYeKo1TXqeFsaWUcD9XUixoeanbF8VAgqGh4SBAUrRrQ0cdODFVPZGvM6TZsiyOXHflxNLDvYFTLcikqiSOXskpRw0N1DaJWMNrlljU8BBAOK5iMOq6aV88P69WKPWuW53LdlWm89XwnJo23MXKIhRf+nsk7r2TStYuJz9/P5qt/hXjmWT+zZ1uoLBM5pa+J0SN0dO1pou8IOz36WAhUuBhyZjZiSCTVUQGAGI5iDvkQgwJd+qdiNij0Gmznwps7YzTquP6WVEQRUlP19DrFwBVXu4hEZN5+OZNuuQaWv9eJl57oSFYHPbf/MY1516fz5ENZvP18JyqrBZ562cXzr7vI6mDA7Y3fzEejgdikYuP2OHLZvidxXFsjl1gR5opqkaIE5LKvpSKQOq5x5BLDbrJ88j6a2F+7OY5cNu8MEWyxdefeOHIpKIpoeKmkPI6HqmpFCovjyCVmq8cbx0ORiKxVc2rv/dTWd9ZtjiOXrbtbI5fYvRKJKHzwqa8lrVbh+dfdfPSFD0mW+eATH3952smzr7pY/JGPb9eEeOYlD7fc3cxtd7l48K9u/nSPi9UrwjzzNx9P/ukIjsUfUPfmYhpee5OaZ57H/X0eZe+8R25uLsOGDWPMmDGtnnujR4/mscceY+zYsQwePPjXh1xcLhd5eXl4vV6uvfZa7fNE5CJHIoRLy1BEkaShQ3jzrHfp1oJc0nU6jhwWqaiUmHNOsoZcUKCkVCAUhpFDfpPP/TW3zTtCVNeJDOlvpm8vs6Z/oigKsgyiIrIyL0RphcCggUauneegoVHh+muSQK/QKdvAoOFGnnnGx9nn2vjisxBut4S7WeHKeR1Y/raLMy5MY/VnbrI6GcjuYuLw/ghX/9HOW68G6HGKAUWCK6+wUFMDl85M4vV3/VxygY1nXvRReFhg9HATH7zShY8+9zPn3CRGD7ces4koEFRLnR0oijJlgo1Ture/cMFv7Zdtx5PPXb8lRN9eRtKzW77TouXy7Yowo8eYeezgdVQchVx8W7bRa0B/Nj8yH6Px2G1AkiSxYMECxowZw6RJk7BYWqqt/VqQS0ZGBlOnTqV///6tPq/xeTXjdGYziqygM5mQggH+9tUoiooV9u4V2HkwwsYtEYqKBYor1FlL4eEIK/OCLHrXy8GiKBXVUQJBFbmsWKO+sQNBWct7BVqF+YnIJRhsG7mcLMaI1YNsb//o34m9fN2e1hgjNjMOheIYIxKRNYxxtK2JYeiJjvdTbU0MZ9tjqyDEw1xJap3hUFYpMOFUK5fOTqG2QaKyRlAXq153cftDDiRJ4cK5jVxzWyPTz7BRcFCg0aFw2jgzY0dacDhkZp5vobZCols3Iy8v9NF/gBFZUjMVk+w6MrIM3PrXbPR6SErRM//VLqSk68k5xQxAwC+T01XP22+HOHBAQEDmuSfTefl1H4tfzSQ9Vce+gwKNzQLjTzUz9twqHlvYjMcrc8n1tVpedP6BCFarjmsuS6VTlkGbYZ9o7NsaS69P0mabgQSMEQ637aNt4Ye2ruPJ+mtbth6NXNpzP7Xloyfri+2x9Wjkkvgs2LwjjlzeeN/Dyh8CyBIUFUfZsiPC4o/8bNkcpbRMpNkp01QuU7A/Sv7uKLPs/0Kpq0RubiRSV48SDqO3WAiZTMd9mAPo9XpGjx7NxIkTtYf5ybRfFLksXbqU8847j86dO3P99dczY8YMpkyZwpgxYzh/yhQqn32eyr88Tvk9D9L45js0vPkuVfOfYONfP+ay2Q6uubSZOec188AjHp553svv5jZxze0OLrm2kUuva2DRYi9vLfHy8b/83PpAIw890cyqtQH8AZnnXnOx7J9qlktdg6j1Qd0YE2ullYKWgVBTL2khYpNTYm+B2vf5ZQ3TRKMKG7bFZYATs0ja08/bFO9v2BZHLjv3hvH64hgjhlwKi6PU1Kv9sso4HqprlDQ85HS3Ri6xYryCoLQqTpwYqib2T2Rr7EbYuD2kPVR27Yujgf2HWiOXGB6qqG6NXGIZOS63rNkK6r6fWMZLaoqqfaLT6RjU38xj92ViNut57P4OPPdYFnf8uZlHn3Jzwx+SWfxKFqeOsHDVRck8+qiPbrkGNqwNo9fDn/+Sgs0Ct9yRythxZvoPMJFri2IyQUqKnr6dZVJT9Yw7zc7ESRYGDTZx930pNDUr+P0SnbJ1XHF9M0/8JYPcHANr/tWZgf3MXHh1A9//GGTBXzO5+rJUMjsYeOD2DvTpqc7ERwyxaFkuNptOwxNHj/fazXHksnlnHLns3BvRim8fKIzS4GjBGGVx5FJVK2oFoxscqobP0eMaCsls3hnHGGvbwG7t8df1W0Pag3vLrrB2Trv3R7RNUAcPRzXkcqRCoLxK7VfXxfHQ0cglhociEZlNO45va1s2JZ7D0fdTW8hl/6E4cnnvYy+hkIwsKyxc5OK9T7xIssziZT7ufrSZR5918vYSHx8t9/P4AjeXzHVwzY3N3DDPyeVXNbHk3SB33erm/qsKqXlpEVULXqb2uRepfPRvOD5cxoFH5pOUlMQpp5zCyJEjGTlyJOPGjWPatGnMnDmTq666iuzsbObOncvatWs5mfaLIhe328369evJy8vDaDRy3333YbfbsdlsSMDg115GEkUiVdWEj5RiTE0leczoVshF54X8XVF8AYUr5qRoyEUUYP/BKAaDjlFDVeSCAm6PrG3//a39bzQZmbv/4uAfb3tJStJxzlQr116ZwuFSgQfmu/jL/WncfH0yg8bUMWWShXvvTmb6zCbyd2fz44Yoa9eFufeeFMaNb6RXLwPfr+zIrDnNfPxeJgcPCVx7s5PCHTmcPqMBu13H1lVduWhuA9t3Rfj4rU5s2xWhuCzKB5/4URRYuSyHs6cm/dLD8lv7GZusyLg8qnRADLms3Rgip5OBbr3VSYeiqEWily4JMnCQidebr6U63Fn7DUVRcK/+gc7Z2Xxx/4MMGDAgvlFOEAgGg/h8Pu655x4GDBjAGWecwfjx47FYLL8O5JKens7s2bN58cUXefrpp+nUqRMpKSkYjUZqfF4MgM5gwNqzB0kjh2Pt0xtQePL7CVTV6igqEnFGBAxGQFGobowSCsmUV0bZuivEsi98BIMyFdXq5+9/6tVyVANBmV174zPxxDA/NuMANUQ8HsYQhDgakOXWIaKjSfzJ/cSw8OjPYy9fl7t1OBvDGG3ZKoqtbW1PSPpT7Iu1RDzkckvaolmiraFQPMMhGm2NXGL4SlGUVr+7a29Ym2F98qWP7XvCKIrC/Y81s2ixlz6nGOnd08iBQyLTJtk4UiaSmqLn/Ol2Xlrkw2qFRS+mc92NLtBBbZ3Mrl1R9u8XWiR9obxcQqeHmhp1dnukTCQQVLjrIRdffJhFeYXIlp0hZk63IytqdHHV75JZutzPWZOtpKfpufC6Oj5p2eMQsxOgwSFqOdgnGuPE/tFjGbvuHq+kRW/+QBxjhMPHv+4nwhj/ib+eyNbYdff64rYG2uGjitLaR3+ue6gtW49GLonPgk3b1QhEr9Pz1hIvq/KCKDIUHxGoa1AVXPfmi9TWSYgieGsVjEZISdVxVe536Jpqwe9B9HjQ6XQkjxxO0vgxDBw4sNWOYZPJRFpaGrm5uSxdupTHHnuMKVOmnDR2+cX10FevXs17771HUlISZ555Ji6XC5fLxeGaahr37SXscBBtbEL2+9GpbyoqJIFNBhm9ogoyCQLY7To6ZunJSNPjaJapqVUvyt6CKNMm2ti1L0LehhAXnpfMudPsPP0PF+GwwujhVqpqBL5cGeC269NRFBWZTG2RMi2rEtDrdAzsZ6amXsLllhg93EqzS+LwEYHJE2z4AzI78sNMn6bK527eGWbOuckArNsS0qoXJfbXbg5psrWt+/FqR5t3hplxRhJms47d+9WCCGmpBg4URunby0TnbCNFJVE6ZBjo1UNPeZWAgipNWteo1lMdM8KKyy1RcFiVJg2GFLbvUSvXCIK6yeiCGcnHHLst+/I2xeV2E89ny64QZ0+2Y7Xq2b0/zJgRVtLTDBQURend00SXTkaKS6Okperp3dNMRbWIICoMHWihvlGkrlFi3CgDLrfM/sII0ybaCQQVduSrtgJ0yDBoC6J9epoYNUz1h1O6G3n7hY5c9btUikqilFYImE0Gbr02jRuvTqFPLwPVtRJjRliQonqigkIwqNCvu5lwKICzWSY7Vb0VbDYd7kYdjQ4Zp1OhU5YRSVJ1usrKZE4dYaGkVOTsKTamnWalQ4aRzHQji1/KZuokG9lZBh5+olnTcJ8+1U5Ty8MpO8ug4YajxzVxLDdsCzPn3CQMBh1bd4eZdpoNu13H7v0RRgy2kNnBwMHDUbrlGMnNMXGkXMBm1dGvt5nqOlWobsQQCw0OiYpqgdPGqPK5ew5EOPN0O6GQzNbdaoUtRVH4cWtIk3tuy6YT2Tp7ehJGo45te8JMmWAjya4jvyDC0AEWsjINHCoW6JJtoHuuidIKAZNRx4C+qq0er8yoYVYczRKlFQITx9rweGV27w9z9hRVPnfLrjCzp7ff1rZ8dOP2MDPPTsJk0rEjP8zEsTZSklWhs5IygVHDrITDCm996OGWa9Kx23Q8+ZKTc6clcfM1qbyz1IvPL3PxzGTQKWzYGqagUJUD7tHdSHKS8ocz8AAAIABJREFUjoZGiWaXjBAFo7kZdEVIGFBkGb3JiCKIVMsypzz9HAMGDCAnJ4cOHTqQkZGh/ffOO+8wYMAArrnmGkaNGnVSUhG/GHIRBIFFixaxfPlyduzYwejRo7nooou0k0pOS+Oab/5FuLIKoaGRaHUNlp49SJkwjhfP+4rB3Ty4XTIVByQO7BfI7WrgqktU5ALQ0CCz74BA91yjVrFIkcHRLGk7D39r/zstppGiKAp79kfUh4RT4M6Hm1gwP5Mpc2podko0FPYgu38FPr9CXWE3Js2oo7JaZPPKHMafU0tmhp73F3Xk/MsbmHWundv/mMZZF9YxcqiZd1/OZvKsGrrnmli5LIdHnm7mzYWdMBjUBc+RLWjvN72W/70mKzL1DpFOHVVcKyKzdkMIvR4GDjaQlqZmvzgkiVdf9pOcrOe76CycGYPQGY1IgQCyz4/zm++w6XVcd+55DBo0iKFDh+LxeHA6ndpk9pVXXsHv9zNhwgRuuukmZs+ejV6v/++WzzWZTNx5553ceeedRCIRKioq6Nevn/bvpS4nyQX5WHr2AEDy+9EnJaHTwet7p/J09gq8foHeQ40M6mfE51OodQh0zTLhaJaprhfZmR9m7Mg0qmoFOnYw8MGnPlKS9Vx5UapW2mzcKPUmbHZKZHZouVgJ6WaBoIwOsNv1hMMyUUEhNcWg6Y9kpBuQZQWXW9b+vrFJJDvL+LP2m5olMjuo8ppOl5o+ZTSqaZgWsw6LRa8hjCS7nkhEJhJVbY1pesRsdbpksjJ/XlsdTSIdE2ztkKHKvLrc6u66mK1mkw6rVU8wKCMrkJykyqgGQ6qkr5rloo5lDLnEfre2XiSns9rfsDXE2JEWLBY973/qZWBfM2NGWHjgb010yzExbJCFP9zaQOdORp54Xo3GunU14vHKDOxvIhRSsNt0XH5RMj26GZFkNVS2WnX072di3g2pTJ9mA2QG9TfSt5eJ3C4GfH6FUEhm0/YQm7aH+dvzTh67P5PnXnMzZ0YSv5uVwofLffQ5xcSEU21UVguEwgr9+5gRRYUmp0Tn7JMb16xMg7rhxCmRnqbHYNDh9kjYbXrMZnWGadCrUsThsIwgqjtSj/bRxOueeL3+f/ho4nX3eCWslriPJt5PMVsTfVRFLj+/jx5ta8xHJUlBpwO9XteCpuL38rrNQU4fZ8Ng0LP4Ix/Dh5iZcYadsnKRzp0MrM4LkZZuQadXF+09tQqnT7PQ8xQDp1Tm88zubijmNGSdDnPXHDrdeB1ZdjsL/ngrx2uyLDN79mz69+9/UsWhY+0XT1sEdbaeyIoURaG6oQGxrp7A/gKav/qGmoUvUv/qG1Q98QzrH3iPaeMbuWxWI9MmNjJ8XAMXXNbEuXMaGTmllgln1zJtZj1PvODmypsbWLTYzdQLa7j1AQff/RCkvlHk3vkOFi9TCxwUl0Z57xOvduy1CSvj5VXxDIK6RoniFv0RpzueQeAPxFflo1FF22QEtMoiiW04OlE/8ftbd4U19rh7f1jjjQcPR7UwvrhUoLZB7VdWi1RUqfbVN0oUHVH7LrfEvoNqhkMwpGi2CoLSKqMn8dgn29+2J6xlueQXRLSMnERbS8ritlbVipS32NrgEDVdlxhyATUjZ9e+eMZLYqZXj1wjFovqvmOGWxgzQsUvN81N49I5agWdNxZ04prLUti+J8yPX+bwxsKOZKQZ+fitTnz6bjZmo56rfpdEn15Ghg2yoNfp6JRtICfbxLTTrYwdbWXSWDsfvtaJRQs6kp5q5NtlnfnXki4sXOTmnRc78qcb0wF49J4OTJ2gFiSYcUaSVlouN8dIkl3XYr8qmxtrbV33TdvDWpbLjr0RLctl36F4lkthSTzTqbRCoKo2njlypCV7yNEcz3TyeGX2HYpnuWxv0StSFIUNbfhoe3x3846wxsp35MezXPYejGiZTkVHBC3TqaxSoLJGtbW2QdIychzNkra5x+OVyW/RoIlE4hlkJ7K1LbsT+1t2xtdgdu6N2+oPJOrcKLy62I3bo64BPL7QyZMvOQmGJN79yMvF19Zz2Y0NLHjFzXW3NfHnx11MO7+eCdMamHBGPRdd0sR1VzgZN7SROy45RPUzL1D+yBNUP7mA6meeo+6lVzn4zHMsXLiQVatWcejQIfz++KbGmD76TyUnv2iWS2lpKa+++irvvPMO48ePB6ChoQFFUcjIyGCH20m0rh6hQS1kYO3XF0v3blw/rYhenYLs2yvgaZQoK5W44lI7f7gkBYtRR3WtRMkRkZIjIrPPTaJ7rgkdOkJBhYYm6bcNHf/jLYY8ZFnmlvsdTJ1o5/yz7ORtVNcLdu0LsW5ziLtuTuetJV4EUeHWa9PIGVLG+FOtfPFeF/5wawMP3pHB0AFW5j3YyFMPZ5KaYuDD5V5+f3EKtz/kYPhgMzf8Pk1DPb9hlv/dJskyRyrU+rZGo4pctu4Ic+hwlO699fTuZSQrU0dVQOHFBT5KigTKjYMJJXXC0rUrgsuF2NBAqKQUobYOg8HAmDFj6NatGzU1NQQCAYxGI127dqW6uhqn08m8efO4/vrrycjI+O/PcgkEAqxZs4ZQKMTQoUMZMmQI7733Hrt27SI/P593vvicrtddTdc/30e3+Y/Q8eqryLzkQjrMmkF+2kzGn5HKVTekcvfDafzz00zmzLTS7BPQ63VkpOtJz9DRs7uRDhl6aupEgkGZ1z5ws7klp9XtkdiYkC/emLACHnuLg/r2jqGMcFjWsjEEIZ6NIcutszFi+cE/Z9/RJGpvbacrnkHg8UrazDgQbG1rbIOEKMYzHGRZabXa/3PZlzh+jiZRm2E6XfENMIm2BoPxTSXRaDyzQJLiY6koSqvfTTxeTFIXVPwSG48ln3m1hcdpF9awbnOIS2cnc/dfm2hqyWx4+MlmfH41z/itJR4Ki6NqebCIokUWh4qjvLXEi4JCcVmUF99USx7mbQyy+GMvD9yWwWMLnMx7UJ1srFgT0LKmqmoEbeYpCIqWg/1TxzV23Zua41kuLnc8c8Tnj2eOhEKtfTTxuif6aFvj+p/6aOy6Nztb+2gsu8kfiNt69P30/9tH27JVkpRWmW2JY7NqbQBBUNDrdSxd7uNf3wVQZKioFBk9QkV+2ekG0tPUmbXsVbjrgRReez+Tvz0k0OmsCaQM6UfysKFkXnwhWb+7iP733kV9fT1btmzh008/ZdOmTeTn57NlyxZefvllcnJy6NevH/X19eTl5R2j93Ki9os90JOSkrjxxhtZtGgRGzZsYOHChXTu3FnjRr5oFJPRiE6nw5CSjCKIyKEQvvXryX/5S6af3sil59VzyUwH/YfWc/pZjfzhOiejp9UwfFIN02bWc9M9DqZfWsv8BU76n1bB/Y81890Pqmb69Xc18MYHKnLJPxDR+mrR3LhQWKwgLKjIpaQsjlxim2ECQYXd++PIJRa+Aa1eGhva6G9so799Txy55BdENORyqDhKc4vzHykXqHcci1waHK3xUMzWYEhhT4sOvCAorXRr2rK1LfsS+zvyI9pNu+9QVLO1sCRua2lF28glVmnJ5ZYpKIojl5hejiS1Rll2W9x1+/YyaWsek8fb6NnNiKIo7C+M4g/IVFSLPPlQJrOnJ6HT6fjglc7cck0aep2Ob5fl8Og9HVAUuPryZG6+Ri0o/Pm7nXni4Q4AvPZsNvfcohYbePSeTC6dnUJBkYqSYi+PSWNt9G7ZQJTT2UhaqmqfyaTDbIrP3Nszllt2hrUHzO59ceRyoCiOXA6XChpyKasUtIpAtQ2ippXiaJYoOnJ85BLTy1EURasO1F77Evtbd8WRy659EULhFlsLW9sak3sur4rjodoGScNDTU5Jk/31+mT2aRt9ZK3alqIobNoet/Vk76dtu+PIZff+iIZcYoXTQZ0ULVzkor5RRBDUl/9djzpwuSWWfOrjypsaGD+jmkeecDF1Vh13PtjMlPMaGH1aPWfMaOS665o5f2ojE4bW8/D1xdQ8+SyVTz1P45KP8G3djt5mQ5/dkaysuCRArJlMJnr06MHXX3/NqlWrWLhwIRdffPFJsfRfXMsFWtf0A3UX6f6CAs555kmChUWECotQJBlDagqKKNKtY5huuQoH9ws0O2TSUnU89UQapw6x4Haqwk81tRKCoLJNo1FHNAK19RJen8yIISe/pfa39utqtfUiw6ZVsO6fuQwZYEFRFERRfcAmLhg3NolYLTpSUwzMe7CBc6clMWt6MkfKo9qu1KZmSVugEwRFS5385EsfjzzVTPHWnr/gmf7W/i+aIMrs3Bcmt4uRTh31KAaFxiaJZ19yk9kZcroY6NvXSFMUtm2J8sKT6pqcsWMWxo4dER0OFFFCZ9Aje7x07dyZCy64gNNPP52xY8fSvXt37fl3PHz3X49cYm3r1q3MnDmTzz77jPvvv5+pU6cyevRoHpk/n3BxCZHyShRZQW+zkX31VXR75AF63nYNC9/uworNOfy4I5uVKzpy5jQrqVlw2ngrF8+yM+5UC/fckk40KqvIJSTz+gduTT+jwSG2qv1ZUxcPs2IzTWiNXEKhOMZIDBElqe0QMVGv4z/pJ4beieGs2xPHGP5AHGOEw7KGMQQhvlFDlltjjJO1IxEfHP2dmH2NTaI2w2x2xtGAxytpG2ACwfimkkhE1vBV4lgqinLSYxmTRK6oFnjwjgxt2/17n3i17y1a7NFm1m9/6GX/oSiV1QLrt4T48HMfkqTwxQq/ttD22Tc+LZJZsSagLTD362Xi2svVguNNzVIrDPRzXfcGR3xcHQnj6nTFMYbXJ2k+GgzGfTQaPb6P/pRxba+PHg+5uD1xW33+tu+nn8tHT9ZWSVK0mbuiKK2eBf/6zk84rBY337QtzFerAiiyjsoqkcwMPTdfm8qZE+3MmWVj2BAzfXIMzL7Exqot2bz9wxD6PHoXuTdfQ5c7biX3z/eSeeEcVRc9GCQvL4/vv/+eefPmMXz4cGbOnMnjjz/O66+/zty5c6moqOBk2y/2QC8vL+eSSy5hwoQJfPvtt2zdupUzzjiD5cuXk5+fzxOvLaL7tXPp9teH6PHEfDIvmo25aw4GI7j2HOT+h+DCM2q55Ront9/t4uwZDm67082E6TX0G1PDzMsbmH5ZLVMvqOXOhx30m1DBc4vc/PNbP+s2B7ng6lpeeivORf/xjtoXBIV/fhdHLpUJyKWhSdJ2+rk88VX5YEhhb4sORTSqaCEitNaFSQxt29PfuTeOXPYdbBtjxJBLdW1cY7uxKY6HPF65ta0FceSSaGt7bGrrfHbvj2i2HmhBHQBFR6K4PDE0IGq21tSJmpRuY5Ok6bq43DKHiuPFk2O2SlJrlNWWfd27qg/w8aOtzP1dKlar6uKzz0nW9h9cc3mq9qC/+eo0Rg210DHToEZ2dSIGg47rrkhjfEtK66WzUhg+SBXqmjbRpv1tv95m7vhjBkl2Helpeq14hSy3RlmJ9m3aHjru54n9rbviWS75B+LI5eDhqIYxSsoFmpxqv6Ja1CoC1TWK2suq2SVxuDSuNxQrcB6JKOzeF0cuiSjrZH10+544Htqz//jIpbgsjlwqawSqW5BLvUPS8NAxthbGkUtMg0ZRlDb9rz3juiM/jlzyD8SRi9cns2qdes/7AwqPP9dMcWmUSETm3vkOLrupnpKyKO9/7OOOPzcxbFoVt93fzGnTa7n8hkbOmt3AiFMbmHNJE7fe6uKq2U08er+X+TeW0vDss7jz1hM6VITeYsE2oB+DX1hAU1MTBw4c4M033+Sbb75h7969vPrqqwwaNIiVK1eyZMkS+vXrx3333YfPF9eZ+nftF0UugUAAh8NBY2MjnTt3pnv37tq/RSWJQYteQhJFRKcLfWoKvo1b8G3Zil1yoUgykZBCNArjx5s5fZKZof3M7N4j0Ngk09wsc+MfUpl5ThJOl4yjSZ1Fmc06Jpxq+z8759/ar6fNmVvDpHE27pvX4Zc25bf2X9ZkRWZlXoCUFD0dMw2kZymkpuhY8LKXbXvCZHbQk5trILOXhX35UTblhSkvEcBsRm80gk6HKSuT1KmTGXHGNF4ZP6nVvpvEduDAAQRBIDs7m6ysrF+PlktSUhI9e/bUGFJiq/K4iVZUUvP0Qmpf+AeVDz2Kb+s2kk8dRY8rZ3Dfk9nc9VgWN9yeylNPpDJ3bhIjxxh5/JF0FvwtjYfvTWXW9CSNl9psOr5fH6RbjjpLO1Ie1WRNFUXhSHlUO3ZsFR6OrV4UwxjRaDxElKTWIWIilvi5+g2OeIjY1BzPHHG54xjDH4hjjFAojjEEIZ7hIMutw+3EY8RmeT+l3x7k4vZI2tj6A/EMh0hEbhMNtIV7TrafWLN047aQNpZrNwW18evX28yU09SX/bbdYe36Hjoc1cavtl7U+kdf95/L1qOx1vHGtb3I5Xg+eqJxPdnr3l4fjWFBnz+OBY9GLu3x0Z+rn3hfy7Ki2acoSiu9nQ8+9eL2SOjQkdvVyIrVQTp1NOLzqFr899+Zxp03p/D0U2ncdWcKp40wcNNdadz1aAYX35xD50tnkX3FRXS4+AJMXbvi/OdXrLnhZsaNG8eMGTOorq7m6DZkyBBGjhxJ165dT1rL5Rdn6MdrTqeTe+bdRvUrryF6fRjT0+h41ZV0e/gB0s45i1qHhffyJ/HPr01sWhfk6htczL6giXl3uBk5uZa+o+q4bl4zp8+qZvLsGq7/UyODT6/g6ZddvP+pl9ffd3P67GqeedmJoigs/dzH86+ryCUYlFn6ha9V1flYv6FJ0qR03d74qnwwpGjym9Go0kr+NTH0Tgxt2+onfr8tjHG4NIrTHc8aiIWz1bWiFs7GtDFARS7Hs1UUW9uaiDQS+4k2JfYTv7PnKFtjD5jDpXHkUlEt0tAUfzDGsh0aE1GWW6awJI5cYg9iSYpviGrvWCb2Yy9ygCEDzFp/9DCLliFz543pjBis3kCD+plJTlI/75Fr1PqZGXrsNrXv8cpakeNQSG6FhxJR1snauiM/jlz2FsSRS2GxcFzkUlkjag+reoekbYRrdsVRVmxnNKjIJf9AHGO057q39fnOvXHksrcgQrgFuRwqjmopoEfKBW1zWVWNoL0Q6h1SKzxUXBZHLnFbZS0rS1GU/+h+2rUvjlyanZKGJ90emc9X+FvKz8k8+PcmtuwMEQrJ3PGwg9NnV7NmfYBHnnCy4FU3A0+r4I9/amLS9HrOv7SBK69rZsjwBs48t4k/3hJizpku/v6XILs2+Eiu+X/svXecVNX9//+csnW2NzoCKiqodGNDVBBsKDYUe+yKGruJNdHE3qMm9hZjj4odwYYFRRCRusD2nd773Pr7Y3buubMyuETz+5hv9v145JGzw7jz2jPnnnvez/s67/M9luIiUGQajz+G4TffwA6/v4KKigqWLFnC+PHjue2225AksaD8OfF/7nLRdR1JkigqKuLTTz/liSeeYP369UycPJnXw36Khw9H6nZm/9fVjZpMYrHbUQJBtEyaYdsVM3EcjJ9gJxawsGRJlt0NaLTxypMDiMV12toVIhGdUERj+r7lbDcsy0A1Lesv7Y/+6I/+6B1m952u63y5IkHzZpmaKisVNbDz6CL8AYXjTvNTXGyhts6Cc+gBxFI20m0dyC43SiCAraYaW1UVuqxgr61m4A47cPvJpzJhwgSefPJJfD4fS5cuZebMmZx55pmMGTOGdDpNaWmpoeW/ArlEo1GOO+44Lr/8ciZOnMjzzz/PtGnTqKqq4rFHHiH07kIiH3+KlkxSMnI7ms48jQFnnEb57rtSNXUfKvfcg/q5x/Dnu5s4eHYF804tZeGCJt57vZHHH6qnuspKY72VUSPtDGi0sf2IImw9pdCXrUzz+rvZLbeapuel5OZDYnuX0jUjF3PqbU4RzSmp+Yn5z3nd7RXprM+vbBG5xOICY6RSAmPIssAYqpqfbhf67G1tO90CDXh8Ag34Az+NXNJpoVVR8tHAL4WEtqY158bwBwTGCEcExognBBrIZLQ8jJH73ntr/aW+d5dny/0aCAqtkahqZG8J0xjNZDRjjCpK37T+nHahMRoMCeQSjQmtha4nTft5Y7Qv40FV80vm5lClrou5wGKx8NBTYbpc2ZX8wEY7ZaVWdhtbzLBBdqqrLOy4fTEvPVvPG2/X8cLL9VxzmpvGA/dkyDmnUnPITKr225fKvffEMW53Bl50Hg1zj8U6dAjr16/nqquu4t577+XJJ59k0qRJ7LTTTlx11VVMnTqV008/nZtuummbNhXB/+GEvnbtWvbYYw9ee+01li9fzpIlS3jssceYOnUq1157LX9+4H6aZh9K48nzqJq6D9aSEmwOR9bXWV2NvbEeW1UVHa8uZPr+AU46zsdVV4QZt7eLcXu6uewPQWYe62LfQ7NPoqce0c1pF3p47B9hLrjay16HdvLAY2EkSeeW+4Lc/teQUYf50eeixpf95bK0sI0FRIoYiYqn8smUbjyVl2XdqEMB5GECc9pqTsnNr5vfv3JNxrgo1jYL5LKpTc7DGF4TxnD2nF6U3fQikEuuVko6oxubjBSlsNZtba9aK5DL2maBXDa1SYSjP0YuLo/AQ/6gCWVFNJo3C+SSOzw6i4e23Gd9aS9fJb7HH9ZlyGRyGEP0a0uHTKin/kinUzHqj3h8Ag/5g5pxKlQkKrSm02Ii0LTCWgt97+bXl68SyOWHdQK5NG8WyKWlQyYQMmsV+CqnNRTRjEPDE0nNOG0rkxFadV1n+aqf/n7N+szt71aLjUU/rBPIZf0m2ZgkW9oFculyCjzkDQg8FIqobGoTyCWHCDMZzbCJ6rpeUFNfrrPvVovrKRBS2dCD9vwBlWdeivaccaBx6fU+XnwjRjKl8PubA4yd2s7dfw9y/a0hLrjSz/j9ujntPD97z/Bw/Ok+LrkyzITdvBwyK8D9N7bhueseOm67j/jSb7BWOCjZbjj22mrsDgf22hrKdxvL9ddfz1NPPcUtt9zC888/b5zY9vbbb/PUU0+xePFibrzxRmbPnk0wGKSv8X+CXDRN4+OPP6a0tJSGhgYaGxtz9QqA7MHRLa2tzP38Y+RwmExnN1JXF5nOLuRACGQZNRKheOhg6nUv24/UGDHCxtdfyjQ3K1gs8OCddRw2o5wvvpZ6tv7r1NbYOP/0KtAtpNPZFUKukl1/9Ed/9Ic5MpJGNK5SXmahpATiKY37/h7BboMSh87YXYoYMtjGX5+K89TjWYNF5ejtYMBQMt3daPEk1iI7ss+PrboKa3ExRQOaGDx6NH876xwmTpxIbW0tX331FZMnT6aoKIuCVVXF7/fj9/vx+XxUVFQwZcqUXy9ysVqtTJ8+nX322YeddtqJuro6LBYLiUSC2267jVGjRjH3hBPouv1u/C+9itTRia2mhtpZB1EydDAWuw1rRQUVv5nC0AvP5IEnB3HRVbU880ItresG8e3nA9hjjyKaGu3MnlXGMbPL2WePUs4+uZJul4rVamHRZwkWfprEYrEgyzpLlwsfq/m0FHNdl2RSOEckacsYo/fGhC6n/G+3zb/H5RHpttevGKvhYEhgjGhM3SJykSSBMVS1cLpt3hizrVrNGMPt3TLGCIUFxojFBcZIpwXG6I0GzGlyob4p1N7a+7ek1edXtqg1nhBoIJ3Oxxjm7/2XwleF8FChfg1H+oZcclo1rXC/9qVdaJw43QK5eE3IJRAUWDASVY2Ve+/raUtj9D91PSmKbmg1n5CUq+io6zrFxRYefTZKc4uM1WIlEFS5/IJq9tu7jCMPdrDPXiWMHFHEiceWs2RZI99vGMgd91Yx+NhDGH7J+Qw89yxKRmyHrbICi91O6ZidqTpwf+SyUt555x2OOuooxo8fz9y5cxkzZgwvvPACmqZhs9kYMGAAY8eOZf/992fy5J+cx4341Zz0oKoqL730El1dXUyfPp3yhgaW774LKUVBVxRSGzdRst1wGk+eR2rNWsrG7ILU2YV3wXsc83wUazLGuHF2Vq6QsVpg4rgS4vEoGzfJ6Hq2tsnwoUUcfEA5m9tkXn83wX57ljFzWjmX/zFbuOmd5wfT2qHwxPMR/vyHegAWfprkkAPLsVot+AIq4Wi2ZnMkmnUQNDbYSaZ01m2UGNhkR5az+GHIoGzXrvghw9DB2Tvv8lVbbpvfY27/sC5DU0P2lJ71myQqHKVUVljY3CazwwhobLDT0a1QV2NleLkVt1dF16Gq0kYglD2xqK7WRiyePZGlqcFOKp3VOmiAHUXRf6R12JCta9qa1oa6coqLsxufJu5WQlWljU09W+ibSqx0OrNHwjnKrT2TE1RX2fAHVbz+bD36SDSrdUBjtl/XNksMHmhHVbObt3Kf9+33aYYMqthqO7+P0wwemK3lsmZDhvraMkpLLTRvliktsVBTbaO1U2H4EDsDm6x0uxUc5VZGDrfi8SmkMzo11TaCYQ2nO1ujPBrT2NgiM7DJTjqts2ZDxtD63eqf1leo/d3qNIMGOLBaLaxtlqipKqW83MKmVpniIgt1tTbaOmUGD7QzeGBWa2mJhQpHMV5/9kZUU20jFNHo6M5qTSSzeGhgkx1JElp1PVvbZ1u+6+9Wi3Gyal12LNlsFtZtFFqbN8uMGS20DmyyM6TMitOtZo9oqyjGG8iW4qitsRGKZHFmU4O9R2v290pSFrtt6Xra1vaqteJ68gezaGrK+FI8PpWHn4pwxQU1SBLM/72Xow+r4JJzqrntgRB/uivIpedV09Im09wis65ZZodRWT0TJhTj86ts2KjQONCO1SHh3ngXSt0QrJWVVB8wjfrjjia5eg2O3XYFoGL7Udxz3kUAJJNJTjnlFIqLi1m2bBn19fXMnDnzxxNkH+MnkYvFYnkSOBzw6rq+a89rdcBLwAigDZir63ropz6sUC2XLYWkKIz52wNoJn1yIEByfTPxpd+gpdPYqyoZVesjHU5RW2ulq13B49HYa89ijjqsnJ2PkHOyAAAgAElEQVRGFfPyGwni8Wwdj9uur6eq0ko0mv1ZVbNHdfUjl/7oj/7oHfFktriZ3Q52G9Q3WljyVZpnX4xjLdIZPMjKrBmlfLxM5u03krS1qJQOrEcrcaDLEraKSnRZRo3FKRrQRMWUiZSN3pGdhw3ng5NP3yYtv6TL5Wng4F6v/R5YrOv6jsDinp9/seju7qYjGsGSSpP4/gf8L79G16134vvnS0Q//hSpoxNrcTElI0egTZ7Bw/8YxMFHlHPyGQ5uurGKSy+u4PDZpUzfv4yH76rn5utqeO7hJnYYaUfTstX53v84gS+gYrFYiMU1PvxUbPc3p2a5p/OQTWdzGCOT0YwUUVHyU8RC6em2trucspFuO90CuXh8ArkEgvnIJYcxkkmBMSRJYAxVFem2rut5n5fz5W6t3RetLs9PYwwzckmlBBqQ5Xzksq1IaFv71azV61eM7zsUFhgjFu8bcimEBvqqaUuvF8JD/oBwjoQjAmPEEwJjpNOagQXNY1TT8sdoX773voyHbpcYo26vGKP+gEAuZq2FrqfeY/SXup7MbVnWjb404zJd13nz/TiqquMot/LZVyla2xV23rGERBxmH1zOw3c3cOuNNfzlTzVM26+M0+eVc97FlVx9QxVHzy2j4YC9GHrRuVRMnEDx4EHoqkJqzVoiiz/B8+iTfH7Dn/jDH/7Axx9/TCaTfeDb3d3NLxE/OaHruv4Z0Psx65HAMz3tZ4A5v4QYp9PJcccdx+zZsznukEPofuRxMl1dOMbtRvWsg3CMHYNjwnjKx+1O7aGzqDv8EOpKYjz4fAUv/SOOq0th1VqJa2+McOfdUc64yMfuU7uZdpibMy/1MvmgLu56KLup6A9/DvC3pyMsW5nmgKO6uPaWAJqm8+WyFDfdHUDXszWSX14Qzys4lHMQxOJiR1kqrRtlSmUZw0UC2ZNbcmF2lPSlvWaDhNIzR2xskYzaE22dijEZdrkUo66L26vi9mbbwbBZq7ZFrapaWGuhtlmf+fW1zRJyz/XSvFkyanq0dChEejaYdLkUo+SrxyccOcGwZtR1icY0o6RqKqUbbgdVzZbDzYV5Q5S5nduE0rv9/VqxQWzdRslwuWxuk42bTHuXQrjHReL0KIYzwxdQjQs+GNZo7xKbdXL1ctI9KCunNVfbZ2uazG3z37BqnWSMufWbJMM5sqlVOEfau2SC4R6tbtGvvoBqlNKNxDTaelwkiaTQKstCa67MsLmftqW9er1kTOIbNot+bWmXjRtiR7dwD7m9qnHD9vfW2im05urJS5JubDKCbb+Gfnw95W7eqlGcz+lWufHOAB1dMm6vytmXeTj6DBct7TL3/C3MMb91c8oFbi67PsCeBzk540If0w/3stc0L7+/Icy110d48pEEm1t1mtdkUL7+hGTzZqyOcuqPO5qa6QdQPm53ysfsQuVev2G7+eey55578tprr7HXXntxyCGHsO+++3LNNdeQTIqCgf9O9MnlYrFYRgBvm5BLWNf1mp62BQjlft5abA25LFq0iCuvvBKv10t5eTnvL1zIrLdfz0Mu5lBCYSKffEbJxq9pbNDwuTUiYZUxOxeh6zrT9i3F59F4Z2H2YeeJR1dy9031vP9RCknKlqesrrQyc3/HT/79/dEf/fG/F+mMxtsfxtH0bFZT1wiTxhUz+wQva9bLlJbCUXPKCKYtrPg6Azq0d1mxlDuwVVSgpVJU7rM3VXvtgdW0SWjHuvo85LJo0SJOPPFESkpK2GWXXXjwwQd/VOfl/7eNRXr2jlDwrmCxWM6xWCzfWiyWb30+X8HfM2PGDL777ju6u7vZuHEjenUVdhPbVkJh1ESS4Btv4bz3Abrvvo/EylVog0dS21QMFqiusXHY4aW89moDZ5xRziMP1NP2wxC++Wgg99/agNUKE3cv4cB9y8lkdHbZsRidbEr3r3fEuX4bNokVQW6VARh3d8imiLmVhqIUxhi5Ayf+nXZnt0ADvdPZHMbwBwTGiERVAw0kkwINSJJAA6oqUlhd1/PS50I6Cr2nd+ptxkNbwhjBkNAajQmtvZGL2Y3xS6GB3lpzK+CtaTUjl5/CGD8XXxV6z9ZQVg5jhML5yCWHMdJpgTFkWYzR3v3al++6L2OjyykbY9TlEcjF51cMLBiOCCdWPCGwYO/rKYevttav2zpGzdevLIv6LZqmGxmBrus88c8IiWT28PXJ40rwB1TmHOJg1LBiysosLH5zIEsWNrLquwH86cZqLj7fwXPvDGT7nYupqtRB1ygZPAB7XR3Rjz6h8+bb8DzxNIG33kFXVfxJgXchO/d5vV46OztZuHBhwaJdfYl/d0L3WCyWQQA9/+8t9EZd1x/VdX2yruuTGxsb+/wBSVnGZs1u69QkieDb79Fx/Z+IfPwpuq7TeOpJDLvxGuzj9yY65yoOvOoApuxdwocfZThijo977otx8rleRk9yMv+KEOdc7mHyQVm0Mu6ADs6+3MMDT4R58fU44w7s4KqbfKiqxtMvRfnDX/xoWvZ090efixiDdOXqjKmus26kiOmMGBCKgpHOAkbJUsA4/Liv7XUbBXLZ1CowRnuXQizeMyF5FOMC9vpVY5NRKKLR5RLIJbfJKJ3Rjfoeqpqv1fzZZt2r1hXSKt6zfpNALptaZUNrW6dCNG7CGCY0IPCQRqdTIJfcJqN0Wjc2RKmqnoeHzJrMbTMOyNctGRPjhs2yMdm0tAvk0tEl8JDLm49cchN3KKJtEWWZtWqantd/hTQVen31BoFcNmyWDeTS2iGQS6dT4CGXRyAXf1DF5RUYI7dxJ5kSKEuWdaNejq7rrGnecr+a/4ZC7bXNArlsbJUN5NLWKZBLl0todXvFGA2GVJweoTV3eHQyJfpVljGwG+SPOfNYLDRGza+7PIpxc3C6FV5aEO+5YSj87jofX3yTotMpc+4VXqbM7OTzZUnOvcLHxdf42ffwLuZfla3fcs2fg8w9NcDk33j53VVxrrxe48iDYnQEqxg7dQAH/3EWDSccR/V++zL0uqupP/pIpC4n0UUf03Hdn/B9u4L/VPy7yOVOIKDr+m0Wi+X3QJ2u61f91O/ZVpfLzvfeQWTpN8S++ApLSQmlo0Zir66ibMwuWOw2UuubSTVvJNPlBE1l0qQi5GAYqxV2H1vEkiUSm1oUdhtTxH231FNeZuXl1xPY7dljwc44sZLyUhslxdmfS0st/Y6X/uiP/+FQVI1URjMemm5okXj/oxSyrGGxwanzylm1Rub8y4LEojqTJxfRUjae2OYubA4HtgoHqU2bsZWXUzJyBGU77UjZ6B2RXG4yHZ3IXh90dbPbsOFcdtllzJkzB7v9p93jvxhysVgsLwBfATtZLJYui8VyJnAbcJDFYtkIzOj5+WeHruusWrWKjo4OLrjkErrvexBUlbo5R1A2ekdKRgxH9vrwPvkMwdcXoPU8IVaDQdRQmM6inbjjoUE88Vwj+0wr5oG7annvtQauv7qKPSeXsPuYIuafVcWxhzu45pIaLBYLjQ021m+WePmtuFGEx7x1OLf6BYxVHWRTxBwa6J0imlO+tp/R7ugS6XaXUzZSRpdny8glHBEYI5EUaCCT0YwVZm/k8nO09k5tzXgop9XjExgjEBQYY2t4yOzG+Dn4amtacyvgbpfYAOPxCYwRCAqMEY2pxjhIpbaMMX5J1FYIuzndQqu3F3LJYYxYXCuoNTdGNS0ftf2cMdpba2617nQL5OI1IRezVjNySacLX0+/lFZZFvVbFEU3jAWqqvNtT4kAm9XCXx+LkEjq1NfZGDLIzhknVjL/rCrOOLmC7YYXccB+pTx4Tw2v/KuWK6+u5Ny5cUb9/kKa5s5B13W0WBw5FAabFdnjw/vkswReX4AWT+CYMA7HrmO5/fbb+eqrr5g0aRL33nsv0WiU77//np8bfXG5zNN1fZCu60W6rg/Vdf0JXdcDuq5P13V9R13XZ+i63vdiAwUik8lw6qmnMmvWLObNm8fo3XZjxIXnI7m9eB55nOiSL5DdHhxTJlE7+zAGnH0GFZMnUjpqJIMvu5iBF51PpRbg8mskjpvj5ZulEo88HeX8S0Ms/jTD5TcEmDKjm3Mu9bHfkU72PKSb+x4JcdsDQfY7ootb7guSSKhccr2Py27wGTsWb38wZExOny1Nmeo660aKmM7oRjqrKBg1XoC8J/Tb2t6wWSCXlvbs5hbIpts55OLyKgbf9QdVI/UORzTjQOZ4YstaVRXD8dL7s814o1B7bbPAGM0tsoFcWtoFcunoFsjF5VWMC9gfVI1aKWY8FE+Y8FDajIf0giirENYqpHVTm2xMjG2dMsmeibHLKbR6fMI9FAhphtZwVDNq0PTWmjvoWtPynRmF9BV6vTfGSKe3gDGc+RgjV9clEFKNiTEa14zTtlJpgbJkWWjVdd0oAZz77G1pr98ktG5uF8ilvUugLKdbNVCW1y/GaDAk8FAsLlBWKq2btGKgrN6f3dcxmosul2L8W3uXzMNPRchksnjnt7/z8HBPIa4b7wgyaXonr7wV58Kr/Rw+z8WUA7s5/QI/0w5x88AjUV56LcXll0R56z2FT94J4L7zboIfL8FeW8ugSy9i8EXnU9zURPUB+zHo4guoOWg6pTuMIrV6LZ73FzJr1iwaGxtZvHgxAFOnTmX//ffnvvvuoy/UpFD8n5fPBQgEAhxzzDE0Nzez/fbb89hjj7H9jjsy8vdXIIfC6D27RR3jdsNqKviuxmIkflhD/NvlaJLMhF0kKonS3iYzsMnGiuUyFRUWZk4v4/CDyvnk8zTffpehrNTKb+dVMWNaGc2bZSrKbZSXWRg9qtg4ALg/+qM//vciElNp65JIJHWSSY2JE+zcdl+Er5ZlSGY05swuo7HRyr/eSfHVFxnKyqxkGkaQiaYoHtCEroPs8WCvq6PyN1Mo23l03pwlB4LUeHzcMP0gSkpKGDt2LNtvvz1vvvkmN910E21tbZxwwgncf//9eSimr8jlVzGhh8NhSktL8+r/bgwEmP3Cc0iamj2xPRSiqK4OORAgtnQZmZYWNFlGiyfRNRVraRlVI5r484U+wr40H3+QpL7KSmODhdNPqWD0sBJ0LbtaaKgpoqLcQrdLY/iQIp55KUpNlY05h1SQyWh88mWKWQdk7YzdLsXYdpxKaQZn1zQdiyVbYjPndhg2JGuZbO9SGNFTc721Q2bk8Gy7pV1m1HY/fr1Qu61TZruhdiwWC53dMoMG2LHbLbg82e3+JSVWfH6FsjIrFQ4r4Uh2639tTXardyKp0dRgz5Z8DWnGtnSn+6e1bmu7vVNmeI/WLmd2q7fdbsHtVaipslJamq2FUVJiocJhJRJV0bSs1mSP1saG7FZvf1Bl8EB7jxtDYfhQ0R85rdva7q112BA7VmtW64BGO0VFWa3VlVbKyrJai4stVFZktaoq1NXaSKU0onGNAY12ZDl78vuQQb+sVnO7oyur1WKx0O1SjK3rHp9CVUVWazCU3U5fVZkt8yBJWVywNa2d3YpxLsDP+d7NY7SjS2bIoGwZAKdboaHORnGxBa9foaLcSnl5VqvNli35EItrZDI6DfU20mmNUEQzSlK4vQpDBxf9bK2qqmOzZRdpmYxGUZEFq9XSU/pYNa6JDz7JlvjQ0bnr4RD7/KaMPSeV0NYtMXSInWhcxR+WGTjEBjp8syrNP15MkUrpdAfLcI+bixRJEPl6OUogiBIOY+8pOGivq6Vk1Egqf7MHNkc5NaWlrDhnPoUiGo1it9spLy83XvuvqIeei5qamrzJHCCtKljRiS75gviy5YTf/YDuu+/H//JraKkUVQdMAx10VcFeU8Og+ecwdr+BfLy+iWefiLPDDtki9AsXZXjiqTjX/CXI5AOdHH68hwuu8jHloG7uejjE6Re7OfMSL7c9EKS9U+aAo7s570ovkqTz3Q9prr7ZjyRl2dtr78SNUqatHTLxRLadzgjHi6JgbOAAjJKlkG+HNL9eqL2pVTaQS1unQC5dLsX4bLdPsGh/UDWcGZGoZrhI4gndQBrpjG4czKuqGO6cvmrq3c7HGEJrDrl0ORWDRbt9ArkEQprhdghHzXhIbDJKp3WjVK2q6jQXwEOF2maUsGGT0NrSIZBLR7dCKi026MQSAg3kWHQoIpBLJKYZ3DyRFFozGd0oVatpet53vc2obZNwuWxuF8ilo1sgF6dbIBePTyCXYEi4SGIJgYdSaYGHZFlo1XV9m8elub2xRSJXsru1Q7iHOp2KgVxcHoFc/EGhNRxR8fgFcslx81RaN9w5ioKB3fqqyYzmOrrFJrz2LoVPv0oZffzHOwO4vQprmyVOOMfFaRd56HIq3HJfiAOP6ubWB4JceJWf6Ue6mHeWlzkn+DnoUC/3/z3GX/+a4IdVMgNHlKFiQ/roXSgrp3rqvjQcfyz2mlq0RBJ7bQ1V+01FdrrwPPoErocewfPRJ9x///0sWrSILUVVVVXeZL4t8atYoW8pNre2stshs0ht2Ejx0CFUHzCNsjG7YCv/8QHPuqoS/3YFxV+/w9BBMrGIhs+tMmqEjWRKZ8QwO+PGFvPEcwncHpXxuxbz0euDeW9xCqdLobrKRn2tjelTyygvsxp39P7oj/743wlJ0gmEs5N+JJotTTF5chGNDVb2P8xNOKKz+252Djm4lEVLJFQVIiGNLn85toZGdE3FYrNRc9AMSkfvsEXHnBIK49jcSvCDD/F6vcyfP5/bb78dh2PrGxz/q1bovUNVVd5avJjqSRNpOOkEag6eSfGI7YzJXA4EAEh3dBJ85z26/nI7kY8/JRAvoWlYKUG/ht+nEY3pPPdMHdffUMGRh5ex8PVGvvpwIJ+/MxhHuYW9Jpdy/mnVDGiyMXlcCRUVVkJhjRffiBlazHf+aEzNe0pubueexOu6eKAD5B0+3Ze2+YDa1g7hcOjoEi4Xp1s4R7x+xVi1hcKq8YA0nhAOh0xGrH4URThbems1f/a2tts6hdbObrECdnmEG8MfEM6RcESsgBNJoVWS8t0YZheFWevP0d3WKVwuW9Oac2NEoqqRWSSTwo0hScIx1Ftr7+/x3223m7R2OeU8R07OORIMiRo+0ZhqOIZSKaFVlvO1mt0fhcafud2XMdreKVwu3S7hxPL4xGo9GBIZZSwunFiplHBiybJwDPXWWkhTIX3mzUTptGZkEKpq3jui89g/wmDRGdBgY+/JpTTUWbns/GqGD7az/Ug7G1cMZfG7DTz691qOmlPGHXfUcPVNtXjcKnI4ii6lKRnQiBwIEnjtdZx33Udo4WKUeHbDYm7OstfWULpH1tny9NNPM2HCBL7++mt+qfhVTug2m43pR8ymbp+9qNxjMuW77ITac2qHrutI3S68z/wD1933E13yBSWjRtFw/LFUHXEEa0eeyl6XzGDO8Q4GDrFywkl+nnk6yWPPxjl8rpdb74lw+4Mh9pjZzc13B5l6ZBfzznFzwx0Bln+fZsqsDi642ksiofLsy1HOvcJDMqmRTmv87emsnQmyB+LmDsFNZ4SLRFHyL8iNLdvWNmOFlnaBXDq6BXJxuhVDh9evGqfYBMOq4cyIxgQmSCR1YwNHRhJaVTV/8Js/u1DbnJ5vbDFhjHaBXHprjSfEzSd3wwmGtTw85PKIyT2HhzIZcTGrqs6m1i2n2GZNhXSbtbZ1iomxyyWQi9srkIsvoBLuqT8SimiGMyOWECgrmRJaJUmntVNMQoW09h1j9KC9ToExulxbxhhev2rUdQmF87Xm8FAqLTbuyLK4keu6cD1tvf+2/J7NbbKBXNq7lDytudpDbq9qXCv+oNAaiap4A6Yx6hZYMOd46X09FdK0NX25BcKmNpkX38geAP/9mgznXuHlq29TrFid5rwrfcyc2836zRlOme/hxPM8zDvPw/lXBJh5lJdnXopy8RURTjsjxDMvq1z7ZwsXnJtmxKRB7D9vBHuduzeV+0+j4bijqT38UKyOciILF9F5w82EFi5GcnsMTZrdzoknnshpp53GmWeeyYEHHsgvFb9a5CKrKrs8fH9eLRctnSby6RKin30BQFFDPY4J46mati+y00VyzVoSa9ahxeLsuX8Fg+xeflglM3YXO7pi4fW3UgwZZOPGK2vZbUwxt94Xxmq10FBn45JzqwhHoLrCxoBGGzXV1v4DpPujP/4HQlY0fMHsUY5WK3S5ZF5dkCAQUmlstHL+WZW8uzDFLXdFsNvhyKMdvLViCFIiTcmwoWjpNJnWNoqamijfdQzlY8dgq6ok8NobZNraUUIhrKVl1Bw6k4qJExjd2PR/Wj73/yRawyFsmpZ1uMTj+F97Hdf9D2EtK6N29qEM/9N11Bw8k0xnJ92330N44SLUTAZUFSUQ4LtVFsbtXcszLzUxec9ith9l5+brqzn/rAqOPbKc3ccWcffN9dz3l3oeur0BR7mN30wsJS1pvLwghtWa3WT0xTfiJCOvX5QyzWQ0oy3L+RjDvOo1r9S2td3SLtLtdtOqstslkIvHJx46BkMCY8QTojZGOq0Z6XZv5NKXFLavqMiMh7aEMXx+xcAYvZFLTmsmoxVEA7+U1tYO0a8dXWIF7HQLjNFbaw5jJJMCDUhSYTTwc/syF4XwkNsrtAaCAmOYkcvWtJpXvT93jJoznxxy6XLKBnJxe0Vm0Vur14RccitpWRYI8+dqNV+n6bQ4mFyWdb5eITYQPvZclEFNdsaMLmLMTsXc8+d6nri/kat/V81OOxZxwrEOrryskosvraS2Bs78rZ1h555CyaABSJ1dKIEglqIi5EAQ3z9fwnX/g2C10HD8sQz/8x+pnj4N2eXBeff9rP9gIZlMBkkSOn+p+NVO6KFoFOejTxJa8A6ehx7BYrfT+NtTSK5aTfC1N3De8wCpdespGjiAIVf8jvrjj0UNhSnbeSdqDp3F4JFlvLW4iJOO9eHzqKgWjedeiOMPajzxzxj7HubisusCTDvCyQFznFx7S4B/vRtjvyO6uPbWAImExgVXeznxfDeRaLaWxw23Bwy8sfjzFKGe1FGSdaMMqKJglFeF3pPQtrXbu2TUno2qXS4FyTRJ5pCLPyjS2XBUIxgWyCWXeidTuoEJJEmks6pKr4tl29qb20z8tEsgl06nQkYSWnPIxR/UjP4LRQRyMeOhZEo3HC+ZjE5Hl9jhmn+j/Pe1mm84To9COiPQhTHxhDQDuUSimoGyYgnhzkmlhTtHkoRWTcvXasYBZk2FkMHmNinvRm7ccDxCn8enGpug/EHVcLyETCgrbuL96YzAQ+YJ88fPfLatnb05Ztud3Uqe1pzTyesXz06CYdUopRuNiR3CiaSog5+RhCur9/W0rfo2bJb5YV124ly9XuL2v4ZIpzWWLk8z5zQnjzwb4Yd1EjfdFWLvQ7v44ps0p17gZe4ZHvY73MnpF/g5cp6XJUtTfLtC5p230lQ0lrN0URD/I48ghyKU7rgDNYfOwt5Qjy5JDDzvLAaefw7W0jKiS76g+857Cbz2Jlo6TdNZp5MOhZgyZQrz58/nuuuu+1kbiXrHrxK5BINBDjvsMJYuXUrp6B0ZeN5ZyP4A4fc/RJcygIW6Iw+nqCm/2JfkdBH7dgXpdesZM9bKlJ0irP9BIhHTicd0qiotSBKccJSDdAb+fFeY4mILt1xbxxGzHLyyIMGQgXaGDS5il9FFVDqy/un+6I/++H8zojGVaFxlbbNEpzNrcTztJAe/+32QV95MUFFh4eYbqlnfLPPhJxlURaey2sY6Tz32AQOx19chdXWjJVOUj9uNikkTsFdX531GcvUaYl9lH3zaa2uZdNI8XphzLJMmTaK7u5tzzjmHhx9+GJvNVlDnfy1y0XWdBQsWcPgJxzP80otp+u0pYLVisdloOu0kBpx9BnVzZhuTeWrjZsIffkT3Xffhe+FlpM4uSrYfxdrv08RSxcw5oQKXW6WlVcFihSceqeOMUys4fFYp3yweTHjzdlx4ZjV2u4UrL6gFYPuRdhrrsxtPzGV1zellPCFSOU3TjVRT0/S89Nns897WtnmllvcgzykbGKMQconFTauztGak24oi0ED2gdhP69jW1NuMh5zuLSOXUFg4R+IJodWMXFS1sGOokI6+/A0t7QIN5K2ATcjF6xf+ZTNySfTCGLmV7o8ziH8fY/TGL2bkktNqxhj+gMAYkahqOEeSSfFQ1Kz1xxnEvz9GN7WKh82tHcKJ1dktkEtelhYQTqxoTBx20Ru5tJkeMG/r9WR2tiSTmtF/ZuwkSTqvvxunqtLGgEY7FQ4rO21fzMVnVxOL6Tzx10ZCrcNZ8FIj43Yv5oZrqrn9lioSCZ3vV0gMqYlTPXFX1FAIJRiidMcdSHz3Pe5Hsl7z2Fdfk+noAqB817HUzTmCAWefQf2xRxGxQFNTE9988w2LFi1i11135eOPP+aXiF/dhG6xWDj99NM5Yt48KnYYha28PMvFQyG0TAbJ58+WolzyBc4HHiL4xgKsFQ4c48chdXWR3rSZ0hHbsecZkynbdSce/1ucQ2eXcsdd1agqPPd8nHc+THLR1QHOv8zP24uSzJzr5Oqb/Fx/u59TL/Rw8vkeQmGVw0/u5oRzXXh8Cp9+meTsyzz4AyqapvPsy1Ej9d6wSTbSXFXFQBpQuFCQeaIq9J5Op2Kks063QC4en0hn/aYiUpGYRigiJsmcplRaN7SabYGqiuF86K2pL7bAPFtlt0AuTo9ALm7vlpGLGQ/F4vl4yGXCQ11OgVxym7d+StNPtbuconiY26caWs3IJRTWDJQVjQmtWYulQC5un2CyZrtlX7Sa0UD+36CYrIoCY7i8qlF3xuPLxxi5fs3iIXHEW05rRhJOp6yF0VRMrmvLY6BPBeS6FXJJvrl4mLvXGDWstRHhzonFdYI9WpMpXdhsTQXaVBVDa181rdsoGTeN1Rsk3lmUrT/+1bcp5v/BR1unzAefJDj2TBdX/NFHR7fEqfM9zDreybOvxDjpHE2B9EgAACAASURBVB+nz/fywusJzr4wyK13RvlsaZr7/ppg9Jhibn98CPbSItTlX1C1/37UzTkCdB2poxM1GKTyN1NQEwm8zz2P5/GnSXz3PZLbg+RyZ58JahoWi4XBgwczffp0LrroImbMmMEvEb9K5AI/drlI3U68z/wDLBaspaU4xo/DMXEc9upqJLebdEsbNocDq6McXdWoWPYvhtQmGLm9nY/eTTDjgBJqqq0sXJhm/31L2dyq8P6iNIfMKOPW6+p4dUGCL7/JsMPIIqbuWcbuY0rIZHR2HFVEVWXhVKg/+qM//vtC13V8AZWNLTKDBth45e0oa5tlWttlzj7dwaCBdi6+KsiGjQqnn1ZOOKKxuUNj6oxyvl8usXxjLSU770y6eRPFgwZS8ZvJ6JKCmkigJZM4JozH5ihHcrqIL/+O5Jp16FKGogFN7Dn/fD664OJt0vtfi1xy0RIOYbdk5cWWf4fn8acAKB48KFs8/oD9sFdXI3t9FA8cSNXee2IpKiK65AsiCxfhlRrpaNPo7tZwdat8tVSiptbCAw9UU1llZcggG1f9rooLzqxkp9FF/PakSv719EDuuKGBaXuVMXbnYgY22fnnv8Qmo2Ur08aKNBBUjVWULOcjF3P6bPZI98UvbW5vajX5kU3b1Tu7BXJxewXGCAQFxtgacsmtBnU9X2tfNPUl9W7r5cjZEsbYGnLJae2NMQp99rbq3twmKgS2mZBLt8nn7fUrBsYIhQXGSJgwRiajGY6hrWntS/8VapuRi9mRk30w/mOMYUYuiV7Ipb0AxuhL//XF35/dNyG0pk0lFczIJYcFI1GBXJJJgdokqTBy6cv1lEM9kB1bOR2SlPWfZ9+j8+wrUSaNK2HYYDunzK3k1uvrWPjqAPbZo5TfTCzh6kuqmH+ug1RKZ8aBpdxwQxWxiErzmgy2iActGEDLZFDTaQKvvkFy3Trs9XVU7bs3Nkd5dm4aPIi62YfSMPdobFVVKP4AX995D8uWLeM/Eb/aCV1SVWw9PvCKcbvRcNIJDL3mKhpPPQk1KiZZJRhCDgZx3v8QgdfeQM9k0GUZS/0AYqOn8c1yGyNHFzNslJ2XXkny1ltpdhljY9VaiUBQxVYEh89zc9l1AQ4+wckRpzo55wovzZslps3p5HfX+fD4FB56Mszsk5109tSG+ONdASPF/mJZynCRqCrG4ceQj1/MbTPqKNTudgnk4vYK5OILiHQ2e1Rath2Na4SjplrToS0jl9xFpGkYbgLIdxMUav843RaTYQ65uEzIxRdQjQ0mwZDWJzyUc7xIkthsoqp6nta8mtxd+Zq21DZjBadbNdxDXr9ALv6gaqrbLbTG4prhzEgkhdZ0Rjc2xvQ+4i3/s7cNY2RRm+jX3CTu8avGJigzxgiGhdMpEtWMjTvJpEBZGUk38JCiQLcr29Z1fZvHpbnd5RLIxe0112tXjc1lwbCpZn/UfFyebjjFUmkdf1C4xsSRiUJr7vPM/bQlTd+tzhgLlW++S3PvI2FUVee9jxIcdlI3S5am+HBJkqtvCnDkqU42tKQ54iQ3R5/m5uxLA5x4tp/5VwUYub2dFd9nD7guaarm5jstLPqigooh9VQ1laO7Oqk+cH9sDgeaombPanjiaXwvvIyWTqOEQoYmXZIZfMmFDL32ana4+nKmTJnCfyJ+tchFUVV27rWxqHeosRihDxaR/H4VajRGycjtqD3kYEpH7wC6jhwMEf/iS4pbVjL3KJ2aanjztRSjhtlo3qRQW2Nl+NAiTjuhgitvCLJmvcxB08p48bEBPPRElLpaG7vuVMJuuxSTTOkMGmDrP9GoP/rjvzg0TcflUbHZdVauzrBmg0RFhYVZM0o58Ag37Z0KRxxayry5Dh56NEZFrZX162QGDS3ie89QyiZOQOpykmlppWLKZBxTJmGvcKArCvEVKwm9+z5qJIqtuorqaVOp3HdvrEVFeRpG19Xz/v/axqLN4RBF1qw8XdezRzf1RKaji+A77+F6+FEUn5+iwYOo3HdvHLvvTunoHUhv2oz7b4/he+Yf6BYL6qjdeOdtCX8Qjj+pjEWfZFjfrLDfviU8/td6bDa46Q81eDdsxzsvDCIW17jmd3UMH2pnyGAbNdU2BjbZePP9RB5WyK2izI4XXdeNVQoUThELVbjrnUbmPiO7tV6ksznk4vLkI5ecGyMaE+dgplKa4XBQFJHC6rqel973RWuhtjn1NuOhLqdsrHo9PoFcgiGhNRYXzpF0WstzjhRCA9uqrzfKMiOXXIre5ZRNPu985JJ7YBdPCDdGJqPllSYw9+svqdXsSc9pNWMMn6mkQjgitCaSQmtvjNEXLNhXrbnvfXObZCCX9s585JJblfv8Sh5yya3Ek0ktz4GSezhrPsB5azrM15z5eown8uvFfPBxkiGD7FRXWiktsXD4QeWcdnwFNquFtUuH0LJyCMcdVc7wYXbefKkROaXT1qLS1SYzd14pSmsrmfYOyidNINPdjfvBv+F97p/IgSCOCeOomDieiimTsdfVktq4Cdc9D2QdLy63oc/b65DoXzJ+tRO6rKpYexg6qkq6rR01kSS86CO8Tz2LvbaWIVdcQvWB0xh0/jnUHTkbJRLBec8DxL9eRsmwIaihMLEvllJvDzDryj1Y/YPMwvfS3HhTJVP3Kcbt0Vi+Ks19f49wz8NRlq1McdL5Hs65zMe/3o1xzG9dHH26i3hc5YKrvRxzhou1zRLfr8lw2oVuY7PK86/FjJK0Le2ysckIyGub00Vzu9B73F7VQC5ev0hnAyGBXMIRzUAusYRmbDZJpnRxUn1GNzCBJAn8oml901cIG3W7BXJxeVSj7kw+xtAM5GLGGGY8lEgKF0k6oxuYQJZ1E8oSLo2tae1L2+0VyMUXUJF6aEcwrBnlkSNRzZgw4wnhzkmlhNaMpBs3pWwNb4EGCvVrob7s3a+5SdztVY3v3RcQGCMQMmOMfDyU2xCVTArsljF974qCoVXXf16/Oj0CuXh8Qqs/KMZAMCzcOdG4lodcclpTad1ARbIitKoqBfvV3P5udcb4vUuXp1n0WRKADz9NctblXgJBlef/FWP2KU6efCHCxlaJ4892M/0YJ59+meTIkzxc95cg7y5Octu9MR5/NsaazTLhqMZhR5Rx4vyBvPdUK9XVGvXHHInsdJH4dgXYrNjr6wi89gbex5/CWl5OwwnHMvji+VRPm8rAiy5ADgTxPv4U8RUrkX1+pESS/1T8VyAXyenC9dAj2BzlVO65B5X77oO1uAjJ5Sa5eg1aOkNyzVoc43enau+9UEIhgm+/h62qEntdLds7ukhtbuXoeeUsWZhCk3VOPKGcBQvS6CpM3auEP90eYfhQOw/d0UAorPHH20KM3bmEffco5aD9y2ntUJg8roQBjdkC/HZ7P3rpj/74bwlF0bHZsguuFT9kmLhbEU+8GOW7VRIuj8Lf769j9RqZy64J4aiAi+ZX8Oq/0ozevYix40t47rEE/voJWOsbiS9bjmP87uiyhOwPgK5Tf8wctFSK6Kefk+nozFoXY3Gq9t8Pm6McNRoj/OFiEt//gKO+nvbly6mpqemz/v9nkEum24nrob9jLSqibMwuVE2bihIKkVy3Hue9fyX07gcUNTUy5IpLslahqkpKthtO3TFzcOw6ltTqtWzyVFFRX8aH76YJBDU6O1Ve/VeKE+aVccqJDt58N8URh5Qx/6zsYdK7jrGz8pNhPPNAE3OPrGCX0cXsNamUVxbE0fXsZP7tyrSRtvsDqtFWVT3vMOnc65B/4EJf2nkHHbRJecglhzGcboEx/IF85GJU2ksJN4Ys56OBn3O4gbltTr1b2k0HHXQLrW6vwBiBoHBjxOLCjZFOC62Ksu1VC839t7VqhrnvpaVdYIxO0wESbtNZrcGQcGPEE8KNkcmIczrN5Vh/br/2RllbwkPdrvwqljmMEY4IrYlezpFCGGNb+7LQwSGbWgVyaTMhl25XPnLJuZvCEYEFk0mB2iRJOIY0LR9fmT/bfG3lPguyiCw3/tJpjVVrM9jtFhJJnQUfJDjqUAeDBxRx6bnVvPBYE5+/O5BKh5Xp+5VxxcWVTBpfzLvvZbj7jip23aWIV55NEAkqDLW2kFz5HSXbDUP2eEi3tFF9wDTqjjgce3U1RQMGUH3ANAZecC5KOEx44SKc9z6A7PWhplLUHHwQpSO3I+n3MX36dILBn30U84/iVzuhZ5FL9ri3oX+4ksZT5lE/ZzZYraRb20itWUfNQdOpPnB/ynbeCYvdjhqOAJDpduJ78hniK7/HXl9HusNJ15jj6Ig0sGGNjNWenfw++zRD00CorbWg6xZmHljC+Vf6+d3vA5x1qYeTL3Rz7FluXB6FQ0/s5nfX+Vi9XmLBB3GmH9vFytUZ4gmNa2/1G6ekLPk6ZQzGcETNcy+4fSJFzB2O27ttfo/XL5CLP6gZE3owrBnpbDQmkEY8mY9ccpggndENTCDLAmloGoajBMhLvQu1zWmuyyuQi8cnkEsWYwitOTwUiWpGDZp4Hh4Sjpd0RjcwgZKXegt3ztb0mfuy0Otev0AuwZBALuGoZpwOFItrBtJIJAUmSKU0o25KRtKNiVRRRL9uTUdf2i6vQC5ev2pMkgETxghFTBgjJvBQLC7wUDIpHC8ZSehTFPG967qeN+a2tS/dXoFcfAGhNRgSWsPRfOSS69dkSs8rQZ1zEsmKGAOqijEGIP/6+GGduNl9tjRl3LAWf57kzodCaJrO0y9FOfTEbpo3Szz/WpQr/ujnvKu8rN+c4aBj3cw9w8PdD0c55Rw/jzwbZfYRZbh9GjuMtuOUavnHK3YCSh0ZrZi1n/toGjuY4uHDkLqcFDU0EHzzbfwvvowai4GmoUSj2BzlVEyZTNWB06iYNJHYV0uRXW5sDgdNvz2VMbffwttvv03I5IL5peLXjVweuh+NvutTkylC775PctUPoOkUDWik5uCZlO24A5LbTWLVamxrv2bWVIkZM4p4+Z8pMkkdTbew8+giVqyQuObyGt58N8nT/4yz/Qg7X747lHv+FkHTYO8ppew9uZSOboWxOxVTUvKrvR/2R3/0R09EoiqdTgWHw8LnX6f46ts0E3YrZvKkYvY52EkmA/feXoOuw+NPx9lzahEd7RrdTnA3TKZo9E7El36DmkzhGL8bjvHjsZWXEV++gsjHn6EEQ1jLSqk+YBpV++6NZSs1WeB/1OWyKRSkyNbjctE0JI/X+DdzsXjJ7UHXNGJffU33PfcjOV2o8QTW8jLqjz2akmFDCSx4G89T/0AJhrDtO5NWVzGPPpLisCNLkVX4dEmG5o0yHy4YQFmpheFDbSx5ZzArPx5GRtL48x/qOOZwB3tMLKGuzsqE3Up4+8NEXtqeW5kkk+JUFF3Pxy9rN2S2qb1+o0Aum1ol43e1dW4Zufj8ioExItF85GI+TzKHMXqjgW1FQoVS781tQmtHl3CO9EYu3i2cJ5k2nX2pKPlowPx529qX5v+2efOWkUtH108jl1hcuDHSac3IxhRFoAFd1wsiim1tm7W2dgiM0eWUjazBjFxCYeEciSeE1kxGy8MYffne+zpGc9/7xhaBXHprzTmxvH7FwIJm5JJICtQmSQILqmqv81lNn22+tiJRcZqY2UEVT2gs+SbF2J2LaaizsdfkUq6aX8OJR1cweICN9lXDefP5Rrq7VQ6cVspbrzSy8D2JRQsz7L23lf3GhYm89z72mmqq9p9KesNGPI8+QeyLpVRMnkTNQQdiLStFDUdIrW+m+857STVvzOrrNU/l4n/S5aJoGtac51vX0eKJnqaOGouh97CI1MZNuO5/CNnrpWbWDOqPmcOIO/5CzWGHkFixEtf9D6Gl05TvPJrkqh+QPlvE4L12oLbJzt8fSrDzGDt77VmE3Q4ev8yLr8d5f3GKAU1WbrwzwLFnePhsaZJZxzs57EQnvoDKzfcEmXu2m0WfJWntkDnqdCfffJfdRfrEP6OsXp8ddJvbZJpNE5LXlJL3pe0PCuQSDGvGxRKJCuQSiwvkkkzpxHuQRjojkEtGEm4CRdGNWh+aVjid7UvbY6oPn023s68HQhqykku3BcaIxvKRS86dk0yJuim9MYaokSPa2c/+6ba5L3OHEUO2X3PIJRRWkXv+KdpzCj307leBNNJpgYokWTduUKoqMAGQh4e2tV99AbEL2R8UGCMUFigrEtOMTUaF8FA6rRt1U2QFU79iaNV1UUOlt44+9bFfNZBLICS0hiNqHhbMuXPiCd3QnUzphtZMxqxVbDjSNPL61fydfrY0Zfz3732U5IOPs+6RF9+IceIFLlIpjTsfDnL06S7eWxxn5eo0Bx3r5JB5LpauSDHzGDcvvxlHt+q892GKV99M4IuplDssTJ9VijtSxuevtjJw0vbY6uoIL3iX9KbNOCaMJ93RgfOu+1BjcRpPnsd2t91M9YwDqJ6+P9ElX+J56lkkpxNd19E1LYtkekLV/nNU5L8SuWiShP/FV7HYrKixGHVHHUnxgCZSG5qxN9QT+fhTMm0dVE3dB8eEcYQWvEPs62UUDx7E6IlVpNZu4JRzHLRtkFnxVZrLLq1kY7PCm2+mOeu0Cu68P0ppqYVLzqtm39+UctDRLuprbcydU8HRh1XwwUcppk8tY9zYEgJBlfo6W//pRv3RH7+iSKezN5GS0qyNcem3aY470sFf7g3x4Scphgy28eKTDTz8eJx/vBxnxx1tTJ1ayoK3Upx0fiWxiM6LzyRJjDsYOSWRXLWash13ILV+A7LPR/3xx1E+dhdin39JfMX3VEzK+s+VUIjSkSNIrW8m+Pa7lI3eAV1WqDv6SGNTYj9yMSEXXVFw/+0xEstXoMsKtT110UPvLcT9yBP4nnuBsp1G03DS8VT+Zgq6olA2ZmcGXXYRliI7LW02JswcyLOPJPB4VQYNtXH7nTEiMY3nn6rjwUdjyLLO/vuUcuIxDja3SSxbNIRVnw3j7FMqGbNTEacdX8mSr1PoOjQ22Pl6RTrvJJncKkVVdWMDEORvflhjSh0Ltdc1C+SysWXLyKXbJTCGGbmEI6qBMZJJ4caQZYEGNE3PS7EL6Vjbh9cL4SEzcnF5BMbwBwTGiMZUw42RSgmtvTFGIR19becWLxs2CYyxqVUy0EB7p0AuLo/AGIGgwBixuHBjpNOagQYURaCB3lr7orvQ+81aW9oFxujsFsjF4xPOkWAoH7nktGYyQqum5SOhn9Ov65oFcmneLJBLS7vY/FYIuYTCAgsmkgK1ZTKagQVVNV+r+RrKjavc782NuXhCY22zRE21jXQ6uyP0ivk1NNbbuOfP9bSsGMbDd9bT3qFy7ukVTBpfzPerFFaulHju6VqWfpTmw7dSNDZZGBxdQWrVD1ROmUSms4viYUMZfPWV2CocWEtKqJ5+AE2nzMNaWor7b4/ifvDvJH5YQ9nOo6mfezTJ1WuJfvY5gVdfN7R6Ev3IBS2ZRNd1Ip99jq2qkqazTqf+uKNRozGCr71B4ruVlAwfRvW0qTh229VANBZ7EbFlK/C/8ArlY8eQ6ezmw/U70jh7BgvfTrPw/QwlpRbaO1Q2tUlMHF/E6B3s3HxtDXc/HOHW+6I88kyUvz4eYfZJbjqdCsee6eLS6/18uSzNJ18mOeDoLt5ZlCCV0rjwD16WfJ09tu7DT5N8vzY7+ENhlTUbxMD0m9FKgXYwLJBLOCqQSzSmGal3IinS2VRaJ9GDCTKSSGclWbgJFEU3XBq6np/Omj/bVwAD+Xq1DW4ZFhgjHBHIJRITyCWeEI6XZEogjXRGJxbPtmVFoCJFEc4HXcdwbPS1/8ztQFAzVkhmrZGohtLTjiUEckkkhdZ0Rjcmj0xGNw6SlhWMflVV3XDqAEZdkt59VqiP894TFDW8Q5F8jJH73mNxUXQqntAMF0kqrZvwUL5Wgd0wXE+6rm+zVn8vLJhL8kOR/DGaGwOxuG70qxm5pNK9+rVnvCqq0KppQitkV9u5G9yb78eNZywvvRHnhjsC6LrOTXcHOPI0J90uhUefi3LFjQF+f3OAlaszHHikiwcei/Dhpyku/n2QT5emuenGKoYNszFshJ3P1teycn0p7aEaln2RYfNyP6NPmk5qcwuaLFM0YADex58k09oOViu6qqIrCpX77IVj0gSKBg8i+MZbxL76Gl2SGXDeWTScPA8lGCS5Zl32b/oPUpFfN3L5iVouALqqgsWCxfrje1Ny3QaCr78JNhs2hwN7bQ21hx0MQPCt9ygOdTCiNsLV1zpo3ajx3JMJDp5ZytS9SvjjX2KccLSD4mILl18XZMqEEj58ZRCXXh+grUPhkOkODptRzso1EntNKmW7YUVkMhrFxZb+ei/90R//ByFJ2c1DViusWivhdCtUVVt498ME73+U5KxTKjlgv1L2O9RFIqXzjyfqePu9NK0dCpdfV8nTjyVYvU4nuf9JZGJpQu9/iL2qiuIhg6g97FBkt5vggrexVVXz/7F33gFSU13//2Tazsz2ThUQRQQUBTtIUQQURFQQpBdBFLCi2PujYsUCUqVK7yKKBQQREEF6bwtsnd2d2ek1ye+PYZLMyvKsj4+/1/eV+w+HbGbyzcnNnZxPzj03mHcKQ3oqmff1wJSb8zstciQC+nPXfro0I/Oft0j0MYddreUiSfFvjAuLFDtcYlMG89j2iNNF8WdTcW7YiBQMEi4swtK4Edl9exMqLsHx1TeIDgf6G9rTaVgT3n7Dy569Ifr0tTJhsofxEzzMm55Jo0uMzF3k4dnH0nj35UyKbWHefTmTZTNr0r9nMpdcbOS+bkms+9lHKCSTkKDj0FE1a8LrkxQ0AsThF+2qKnsPqiFs7IUqREPh2JPakeMqxjh5WsUY+YVhBbnYyiLKC64Kp4oxfD41wyEcVtGAJMWjAe2x/6it1arFQ1qMUVhcNXKJZWP4/fGZI9oMB+3xtD6ryn9V2QePqGigMnKJPSUWFqvIpay8auQSQwORiIoGZFmOwxJ/1Jf7K6Gs2BPp8bxQHHKJYYxiWzxyiWWOaLVqMUZl1FYdTefro1qUFUMix/NCSn8/UxBWMrFKSlUs6KhQsaDHG49cqlqBSHsPlWpeyhfbIjicInq9gNMlcehYkM63WmlyqYkXHs9g3bLa3NbWitUKUz7Kot99ibz1notHHkrm6UeTeWp0BWvXBHjkUTMJv6wmsHcv2f3ux9q8GYGjx3F88y2CKYEaI0cg+X1EysuRQhFK586nbNFSpFC0DEioOFqzRTAYCGvqt2jHLNs/EbmIlZGL33/WVG0A0afWRYh4PLh++pmSydMwNahPQt060ZlcPe8h8eqrKFu8DPvyVZgva4T5sksxHNrG/In51L3Uwu6dYf71posaNfScKYiQli6w52AAkHl0RDJ7DwfpNayUbbsCdO5dQMdeBeSdifCv8XYeeNzG3KUuCooidOpdwPKvo0W83vrIzsatUa0HDgfZvjt6I4RCchx+cWhQQmwFF4jiihhycbnVcNbjVScZ+QOyglwCAVnBGKGwrGSUhCNqGC6KspKlAShIo/KxtXa5XTynbXeoRZCcbknBGHHhtldN49TiocrIRatVi4ecGqQR217ZZ1X5T2tXOLVaVUzgcqvIxePT+lXVGgzFowFVK0qmjiiqWs+nozq2o0JFLk53ZYxxVqtXxRg+fzzGiOGXUOjceCgSifoAoveT1n+Vr69W0zl1V0iKL6N9QEUrsT7g9anpuz6/rGS/BIKq7nBY7aMRkbhrvWuf+gOycq1XeYCZs8TNghXRJSLHfeKg17AiQiGJp14ro9/DJXz7o5effvHTtnsBXfoWsu9IkLv62Egwywzom4g/IPPb/gDmdB3l5RJpmTqeH+uhothLUraVsi8WELFXYLmiKTqLGdv0GTjX/Uj6XV3J7NUDa7PLSbyqOYLRQNH4T/AfPITkDyhatWOT1v4rqcj/euQCUbSiM5mwf/kV5ovrk9bpNgSjEUGnQ/R6cX6/Hv+Ro6Tddgvmyy6jZNJUgnmnuLRLcwwFB7m1s4VatfQsm+2mdasE7rzTzIvPu7i6uQmHQ6KkROLyRiYeHppCx3uKyC8SmfReNvXrGpky28VdnRPp0iGRvDNh6tQ0kJ1lUC7aBfxyoV1of12TJFnJMDt6IhStsSRIrPzGy09bArz5YhrjPnYya4GH9jebGT8ujTEvVFCnjh6XNxpBWxN19B2dxqfjnIRkEycuugvXzv1IgQBIMr59+0lufRPp3bri+Xkz7m07SGl1A8k3Xh9d71inI+KooHzZCgSDkaRrrsZYIxdjZuY5Nf8jkcvR3yGXc4cvnt92YZsxm9J5C0ht34aMbl0R9Hps02fh+HotxRMmI5jN1HryUazNmlL2xXz0aalYr2zGyV8L6Tz6KhISjUwa72L0mCSSkgUeebSCF59P5tDhMPMW+2jcyMjbL6UzdbaLp0ancnLHRdzZyUrr602MeymTtjdZsFoFrr7CzI49Qfz+6Au40/kRBb9EnzDVpx/tqiramhR7DsSH3rEntcPHVIxx4pSKXM4UhBWMUVKqIhdHhYpcvJWQSwwNSFI8GqgKY1THroyHYueXp0EuBUUqxigtiygYw+kSFTTg86nZGFqt5zu21mdV2XsPqmjgwOGg8tR79ISKMfIqIZfY02pZuYoxXG5RmQDj96toIBJRMYYsy9XCQ9WxDx6Jz8iJIYfT+SpyKSpRM0fK7fHIJaY1EFC1imI8aquOjsq+jLV9h9TrfuhoPHKJ4cbT+fHIJdZH7Q61j3q8Utx6ptp7QnuvODQvSLUrODkqRPKLw9S/yEByop5O7azMmZBDeoqej97MZMe62tzQMoENm4IsmJHFvn0hli710/gyA+3bmnhqWCl33Gvlyish+M1y0m+4GkvTJgQLi0i6riVhmw3n9+tIvaUdNR4aRrisjMIPPsax5hvKV3yJIT2NnCEDSahfD9uMOZRMmkbgNy7txwAAIABJREFU+AlF6z8euUiSmpWALCMFgmdNWQlrwuX2KEK5uD4prVshmExI4TAln8/Ct28/wdP51HriESyXXBzl7IKAtWULJI8XY04OGV3vYNK7Thb/WAvBaGTcmx5+2hLCYIBvvg9Q5hCpX0/Pww8m8vkCF99v8NHy6oQodulVxNGTYXoOLaL93fkcPBri+40+uvYrZMIMJ8GgRP+Rxcw/GxLOX+5m/c9R/GIri7B5e0A5n4OaQUsbaro9KnLxeNVw1udX0UAgqIawoZCslH8NR1T8EomoyEAU1dAWUDJKQM0sgPgQW7tdaztd8chFqzWGMbyambP+gBQXbmuRRiyjJCLKCsaQJBUZVNZdWUd17Fh/8vhkRavXJyOetX2+eL/GMkpCYVVfOIzqVxEFv0gSitbKx67Kf1XZLreKXNxeFWV5vLLGrypy0faBYCgeuSjXXUKD3cB91seyHI+yznetq9oeu03dXlW31ycTUfqrrKxm5Q+o+CUUVnWHw6puIO6e+Op7n3Jdpsxxsn1X9N55Z4KDMa+WIcsyQx8v4f7hxeQXhVmzzkvbuwp49MUyNu8I0OHeIkKiSOPGBqbO8rDpVz+PP5FMbg0d368PsbsgDVfQwrj3TSxaIJLTMA3n9z8QPJlHdv/7kfxB9MnJWJtejizLCEYDyddfR40Rw/Du2Ilr/QYcX3+LLIoY0lJJvaUtOquV8qUrkM6e+AXkUg3kEi63o09JVlYEkWUZ18ZN0dWL6tTGVKc2hqxMBEFAlmU8W7fh2rSZzB53E3FU4PzuB9K7dcW7azeerdvIytFx7Q0mHng4kfdednHttQn0623l+RddNKgXXexi6kwPN7Q0M/7NDJ573cGiVV66dUrk9bEZTJzhon1rC53aJWKvEDEZBTLS9Yq2C/jlQrvQ/nzT3ksnT4epka3HHxJZ8bWX/MIIt99mYcxLdn7+JcCEdzO49poERj5ZTkGhyGuvJjPnCz8XX2Kgx2Ar773uJmKycvqKARTOXhJ92en3k9m7J4TDuLdtJ7PnPYRLSnD9+BOZ93bH3PDiqA5RJFRcQii/gFB+AZbGl2FtermiU/T5ICKiT0mO038BuUgSIe0b44JCAIyZGUQ0KxmFC4tIbXszGXfegTEnG2N2FoIg4D98FNu0GQTyTmFueDGuDZvw7T9A5n09EAx6dBYLhuwsruvRiCZXWRj7qJNLGxupWUNPv8F2Hn4wkW63W3htnBOdDkYMSeZYXpj2N5sp2FOPT97KpE4tA28+n4k/EH0hWCPHwNGTKhpxuiQl7ATi8Iu2JkVsEVuIhrbacDYWeh7PCylPW5WRSyxzxFGhZo54NRgjFFLRgCTFo4HqoIuqbG3offiYqvXkaRVjFBSpGKO0LKKggQqnijF8PjUbIxyORwPa42n9VB17zwEVuezXIJcjx1XkcvK0ijEqa41NgHG51Qqafr+kTHzSapVlOQ5LVFffuez9lfBQDLmcOqNijMJiNXOkrFw8p9ZAQNUqivGo7c/4VdtHDxwOKk/SR0/EI5fYi8xim9pH7Q61j7o9Utwi29p7QnuvnNauH5sfXTXMYtERDkNqso4XnsjgoppGvllUg+M76uL1ymRn6OjTIxGPV2Lscy7Gv5dKg7p6HnvAQbPmRupkBXB9MYOcrrdgadYEU4P6hG02Eho0IPOeu7AvX0W42Ia50aU4vvmW8mUrCRWXIOj1mHJzSKhfj8x7u2O5/LI4tCI6KpTBPDZmAdi8Hv6q9rcd0H+HXIIa5BJUO1QMxVRle3ftoWzREpJa3YgUCODa8BPGmjXI6d9HKR0QOHKUlJtbsW5tiCXbGtKuR23mzvHxxlsurInQ+HI9U2a7ubi+nnVf5uJ0i4weW04oDL/tCXJbjyIOHA3x9Gtl3P9gCV9+6+XUmTB39CngnU8dyLLMEy+XKm/kN/3i5+t10RDM75fYtE3N2tFiBZ9fRQM+v4o0/AFZwS/BkIoGwmFZmcQTjmgwhsaWpPjQ1u2JD/X/iO32qMjF64vXGsMEfr+apREIqtkvwZAaeoc1obcoqUgjqlXNItHq1vpJew7a7ZX3ifUnn19WMjN8fhW5BAKyUo8mzq8RFH2RCIqPRQnFr7KMMqnrfJq026vyvdenoov4PqAiF39AxRhRrVE7FFZRViSCguDi/aqiIlmWq6XvfHbsNo1qVbOvYsjFr/FrIKjaobDq40hEjqtp/t3G6ERCWZb5bKaTwrOrY73xoZ3PZjqRJJkHniyhz4hiQiGZN8c7uO+BEhaucLNmnZfbexWzc18Qi1Wgx8BSbrjBxOdTMrBa4bPpHsyNGlDqMvPJex6WL43Q4aGrcP28FSIRkq66ksCRY4geN4a0NGqOfohQQSGu9RuwNGmCLikJ28w5BPMLkCUZOaTiIUlrVzE2/ZVQ5G+LXERJ4rIJ4//jWVWiz4992QpkUSKzx924N2/Fu3MX1iubkXjVlRizsylfuZrgyTwSW1yFd/tvZN7bHV1SEqUTJ2KRvdzX28L9fc28+ZKHmjX0vPx8Ku+97+F0foQXn06jy30lJFp0rFtRi527QwwfY6PnnUkM6p3C3oMhGtY30u4mS5RtB2TS085fVvNCu9AutH/fim0RcrOj0/pXrvWSmizgD0rMXexh0y9+NqyuSd6ZCPcMKOGKpibe/VcaTz7roHdvK1deY+CN19wk1crg6OV9KV7+LYGjxzBkZFDjkZH4du3GteEnUtq0puK7H0jr2IGk664hcPwEvt178e3bT9b996FPSaFswWKsTS4n9dZ2/7Zkrrb9I2u5HLGXxyMXTSgT1IQvlW3f/gO4t26j8IOPsTS5nJyBfQnb7SS2aE7tp58g8YpmCAlmiidOJlxUROj0GUKnTpPVtzdSKETprLmYGjdhwEe3Ua+hiQeHVjB4qJWDh8Pc1bOUhhfr+WJKFqOeKqd2TT0PD0lBEiUsVjizsx7vvpJF08YmhvVLVXCD2ayjoDii4JdwWFZCZIh/gtOGmnsOqOHswSMqxjh2UkUup/PDSuZIsU3NHLE71MwRrwZjhEIqGpCkqtGANve3Krs6eOjEKRW55BeGFYxh02AM7UIgPp+ajVEZY1RH3869gXNu371fRS77DqkY4/AxFWOcOKUil/zCsJI5UloWUSbAOF2iko1RGbns/4Naq2NrtR45rmrNOw9yiWl1uVWtgYCkTNISxXjU9me0avtoVcjl1BkVCxaVnBu5QHzf194TRZrFNQ4fC2ExCyDEXhjLdL41kVbXWVg0LZd9G+ty4oRI3dp6Rj2QQmGRyMIlXlYvzWbfnjCPjHRycUM9113uxTHjc7JubUXOkIHoU1MpnTkHY1YmWf3vx7XhJyIOB55t2ylbsBhDVhapt7SjzkvPoUtKQjDoqTn6IaRwiMIPP8G5cRMhW2nV41R+gWKXXEAuMvLZ+FKW40McWYNfwsXF2GbPw75qNeldOpHU4qroHyIRJSfUf+w4JVOmY2nWlODpfKxXXYm50aXYV36J68eNpHXuyOXtL+LLj3eyaHEAnR6+XBNg+29hTp0WuaV9Aku+8uBySXwxOYebWyXQc6gNvQ6ee9POLfcUsGN3kLlLXAx/0sbL79jx+UR6Dy/mlXfLAfhgkoMvlkbLaR7PC7HsK8/Zc5bj8EsgqIbbgaCKXEIhFbmEI+oEjkhExRiiKGswgRqGS5JqQ3yBo+rYWuzh9anIxR/QapUV5BIMysqAFAqjhOGhkLo9ElGLLomSije0WiWJON1aHVo7hkDOtU+sPwUCKnIJBGVi1Uyjfo3a4YiqNSKi+FgU1YFH1GiSZRVvnE9fdezotZYVrXF+1fQBLbqITTgKR7QYAyUTRqtVikNF8h/WV7k/xG7TaB9QkVpMa1DjV62PtbplWVZqIMmyzKRZTnxn+9czb5Tx3Ybo+gPDnyxh9HOl+P0SPYYW8eAYG/sPB5m/3E33QcWM+9RBgS3MI8/YeWhYEuPeSGXj5iBHToW45qYETuVFmDPTz4HiTAQxQumSVXi2bSet460k33QDZUuWR2udX3cNCfXqEbLZMGZlYZv6OWFbKYIgYEhLQw5HEPR60m7rQNK1LbEvW4ltxmwimpTEuHFKa19ALv++SYEARZ9OwpCRTmLzK7E2vRyd2Qyg1E6v+O4HAkePkz2gD2KFE0NWFq6fNuHbs4/0rreTULcOhe9/hMEAzS71k52j586eVmZ8WIEsw/RpaaxeHuKrbwKMGp5EaYnMvKVepn2UxRPP2/lug593Xs6k++1JdO1bSLdOSQzqlaIUwGp1XVSPyy2RmnIBv1xoF1p1m9MlkpqiJxSS+fJbD1dfkcDpgjAzF7o5eiLE1wtzGTy6jBVrfDz3ZCrXXWPihdcqeOO1FA4dDzN7to8xz6ViTDPw3Khy0mqn4LyxF8VL1mBISiJw8iQJF9UlZ+ggPFu34d68ldRb22O+vDGS24UcjlA2fxFpnW4jsfkVyJKklByJOJ34du/Fu3sv+tQUsvv3OW9G2z8yy+VIeVk8cqkifInZUihExr3dyR0ykKSWV0dX4z77WdvMuZRM/Rw5FCatWxfCtlIidgdFH36MYDBQ6/HRGNLSKJk2E8nvJ+QJYL6sEQ+OzWTKeBdNrkpgxox0xoxxceJUmGGDEhk0opwft/j5emEui1Z48Aclpo3Pplf3RHz+CD+vrsMrT6VTM1dP6+stlDtEKpzRp0SPV1bQgyzH4xft04+2VOiBw0EFYxw9oSKXU2eqRi6xzBGPV8UY0bIDKnLRhttaXPFH7T0HgkrUcPCImjlyPC+kYIwzBSrGKClVkYujQkUuXl/VGEMb6v+2J3BO+3xaYw8vew+qGOPQURVjHM8LKRjjTEFYuS42DXKpcIpKNobPJykTn8JhFWNU1vpn/KrVeviYijFOnlYzRwqK1Mk6pWURZbKO06Vq9ftVraIYj9r+qCatv3fvV5HLfg1yOXI8pPTlPA1yKSxW+2jMb7FWuRxurB04HCTRqkNGpqA4QlamngYXGbnsEhOT3slmxcya5J0Sef/1DN58IZ1lq3wYDLB4ThYvvOzizTfdvDMulWkT3Wxc62fGilzM+DDv+5F6owaBTgBBR+DoccqXrSSxxdXUGDUC/+Ej2KZMRw5HiFQ4ye7bG8+2XylbuITypSuAaBEuye8npU1raox8kKQbr1eowbnGKfiHIhcZ4pGLqA6AckS92DEUY0hJQfubGNvu/H49vt17QJJJu6MT7nU/UvzZVHz7D5DR425S296MYDAQKi7GVLcO+sxMsvv34Yi+JX16BKjbogb1GiXQrbud/QfC3HOvhUeedqDXCzRvZmLvET+LV3l555V0WjQ30X1AMbYykb4PFdOhZwEbf/Gz50CQXsOLGPWcDVGUeGisjRfeLgNg8ZceJs+OLm5dbheZv1xd2eTnX1X8EgqjhN7hsIpcRElFA6Ko3iCSpGICSZI12+OXxdNijKpsLcbQbg+GZGWQjNoxrbJGq0Z3RF2tJRJRZwOKolqASZJQkIEkqZNnZFndHjveueyqziEYUnOXQ5W0xuxIRNUqSijIQBS1vlR9LKNul2UVxQiCQCCoRSh/zN/Ra62iKQW1hVU8FO0DMd0qfhElFIyh1SrJWr+i8atcLf9V9qV2e+w2DQar6gOqHYmotijKbN0RUOypc6LZK6Io8+gLpcrs6IGjS3j/Mwcer8Sd/QoY8mgJTrfIZzOddOpVyHufOfh+k5+RY8vp19vK6IcSef0dJ35RpH5DA4GAzFPPuGjR/TLmzQvTp59A4uWXkJJupGDiDJJb30TmvXdhyMpEl2BCdLvQJyaSfkdn0m7viH35KmwzZ+M/eoysPr2j7+k2bcZ/9NjZ8UhNq9SbTCoZCKvvB7T2X9n+tsglIkk0/nT8H1okunIL5J2ifOkKkq5pQVLLFrh+2oRr48+YGzYgpU1rLI0uBaK4pmzRMgSDnox77sKzeSvevdG32eWff45YXkrdegYmzMxk5SwP634MMuvzdHZsjTDzCy9970vkzBmRHzcFmPZRNl996+PFtxy0udHM0uk16T+qhOuuNjPk/hRkOfp01eZGC4Ig4PVJJFr/tr+rF9qF9j/WYvdGKCTz1fdebr/Fyv6jQabOcWFOEBg1PJl2dxZRbBP5alEObo/EG+86uelGE02aGZg8xcvLb6RS5pV560UnbftfxkbXTRTOXoxY4STp2pYk33gD5UuWkd6tK6bcHErnzsdy+WWk3toeQadDlmXcW37B+9tOgmcKyBnQF2NONu5tvxI4fJTcB4eiT0z8Q+f1j0QuR8vL4lYsintjfCa/WrYxK5PaTz6K+eIGCCYjiVc1J/fh4eQMGYil0aWECosInDpN0SefYcjOJP2OzpR9sZBQUTE5g/rj2vATQbuLhLRE/vVpNrOnedm5L8TiBRm8856bHzcHmPpxBq++XcHE6S4mfZCFwymyY3eQlXNqsGJWLm5vhIVTajC0bwoWs46L6hiRUadSSxJKOA/xiwf4qsAvR46HlMyRvDNq5khRiTpZp9wej1xiGCMUUtGAJFWNMXbsPneIXZW9e7+KXA4cDirI5dhJFbmczlcxRkmpijEcFWo2hrcSxoihAVmW48J+rb7q2L/tUZHLngMqxjh4pHrIJYYxzodc/ptaY02r9dBRFbmcOKUil/zCsIIobJWQS2xCmd8vKRPKRFGOm0xUneteldZd+1Tksu9QUIlSDh9TkcvJ0yoWlGU5ri9r+7i27x8+FsJqEZCROXgsyBVNTCQkCNTM0fPsI+m8+nQGRp3Anp9qM+n9LD6b7uaGaxIYNSyZydO9zJjpY/rUdN5+w8WJQyKfzsji5/lHqM0pavS8E53FgnfXHiIVFWTedy/OH9bj3rqNjHu7E7ZXUDJlOsGCQkSXm5SbbiBn8ABqjXkUfWoKuqREkq+9hpqPjYrOFj076VGWpHjMUsXYdAG5yLIaC0OcHUMx57L1SUmKrTOZMNWsgXD2s7Is49mxk/Ily8nq0wv/3v2UTJ5GYovmpHXqgOj1EbaVYr2yGSmDH+LhscmccaUhoaNnHztbtoYYOdLKA4+WI8vwzmvphCIijz9fzoD7k7iskYHb7y9m94EQb31s56YuZ/jqBw8VziiO6f1gMaIo8/oH5Yx5tRRZltmy3c9bH9uR5egki5kLXcr5aPGLJKn1IGRZxRiSpKILWVZRjCxrt6vhOajIAOKRRlXb4/fRfI9me0RU3+SLWltCibei21XdokarpJyPihWi56MeT2trtVa1PRxR+1MkosEsYjxy0WqN4Y2oPo2OmC9RfRz7XogeJ6SJsON1nFtrZTvmA1HU4ApR1vhP3a7VJ0nqd/1Ot3gObCTLVfqsqv5QeZ/YbRrfB+LRSsyvwaDMjrM/FKGQzIwFrrPbJYaPKcHuEPH5JO4aWMjKb7w4KkS69i3k4bE2JFni9Q8ctOqaz4atPqZ94WLk02Xc3c3CNS1MDBpVyg2tjAwamMiJvAgTp3m56s7GTJoU4sHHjBhzsincfIBgfgHZQwZiqlsH/+GjYDKRM2QAyDKls75ADgZIadOa0llzCZw4qThQEHQk1KmNAMpLUZ3FoiRdKM4926oam/7K9vdGLn9iYtH5muT3U7ZgMTqrlYy778Lx5Ve4Nm7CekVTsgf2Qw6GsM2YTWLzK7A0uRzbrLmktmuDVJxP+bcbSEoWmLM0k41rAmzaFGTShDR+Wh9h7kIvb7+SxpjnKxAlmU/HZWHUC7TuWkjD+kbmTMhl+RovOgFGDkkjLUXHhi1+OrW3XsAvF9o/vkVTKGUSrToCAYl1P/u5/RYruw8G+GiKk07trQRCIk+9bCfBJPDr+pqsXutjykwPViuMGJHIm2+7efHVVCJ6ePmZCm7s15x1JxtRNGcxiCI5QwcRzMsjXFpGVu+e2Fd8iWA0knlvd0S3Jzo/pcRG9qB+mBs0oHTuPMyXNCStY4dzror2n7S/LXIRBCFPEIS9giDsEgSheiN1NdvRSlku1Qll/p0dcTpxb99B0SefYW1+BSk3tyJ4+jTIMtmDB5xd+89B0ScTsTS9HGPNGpRMmU767Z3Qp6bg3HWA5FqpTF+cw5uvuDlTLDKwv5UXXnKxbWeArxZl8faHLnbtC9HmJjONGuqZt8zDqrk12LmuNhfV1vPC4+n0uTcZvR4sFh3ZmXplwQCTUVAwCcQvNqANTbUvNbXIpbBYzRwpt6uZI26POqkkGJQUNCBJ8WggVsWuunbl0Dv2lL1fg1yOnlAxhha5FNtUNGB3qBhDi1xCIRUNyLIchwD+E62xh5fd+9VsjAOHgwpyOXYyXqtNg4diE2AqnCrG8PlUjBEO/3e1xppW68EjKnI5nheKQy6xyTq2snitsQllfr+kTNKKROJRm/Z4f1Trb3sCSjSx54CKXA4dVTOxtJhFluW4vqzt48fzwsoDzb5D0aUdEaBGjp6nRqbRtYOV29paOb69Lq8+k87UmW7u7GwhKVFg05YQBw9EmDc7k/ffdrH1pyCDhyVx8Kt9mIsOUXfUYHRJiVR89wMp7dqQcFFdiidNI7VjB+RwmOJJ0xBMJnKGDSF7YF8Ch48iejxk9bkfRIniTycROH2aiNOFFAgQPltDSo5ElMlE/1eQS3tZlq+qzq/HH2m/Qy7aJ/VqIhft/sHTZyj6aALO79eTPbAfSS2uRpZlEupdRGaPuzHVyCVw7Dils+aSeks7nN+vx/HlGrL7348xNwfPrztIqFsHU7vODHoAGndqgtcHox51sv23MCMfTGLiTA+79ob4fEImjzyYwt0DSrnmqgSaNDLRY0gJa9b5+P4nPzfecYbJs6Nv9Ec+Y+OOPgUEgxLT5jkZ9mQJoihzPC/EEy+XKm/9P5vlVAakn37xx5XgjN1Qv7c1/jy3+4hzk3xuW5SqYYvxx40dLy4arUJD9PL+Hrlodf+OulWh73znEOtPcT6S47Vqj1eVHdMhE7/gb2y7IAhxGKM6vtTuo/WB9tiSrCKXOB1V2LH/K9vj/K8OsFX5rFo+llCQS1X9zemSlB87l1ti9mLXWVtkyOMlhMMyjgqRtt3z2bUvSFFJhFt75PPa+3YAhj5ayi13F1BqF3nlHQdvfOCg1fUm/EGZJ553sGBWJg8OS2TaTC+H80I0u7MZU6cEefFpJ4mNG5Jb20jpqu/I6NYFwWDAu3M3liaXk3l3N0o+m0rw1GmSWl5N8cTJiBVOLI0akdW7J7rERASdQHqXzqS0aUXZ3AXRfc4uWB/zX5U3VxXj1F/Z/hRyEQQhD7hGluWy6uz/P4VcJL+fgnfHI7pcpHfrQmqb1r/bx73lF9zbtpM9qB9lcxcQOnOG5FY3kdK2NbbZ8zDXrQ1GI8GTp8ju1xvfzp1UrFpNo8sMPP9yEsf3Saxe42fihxk4yuGJ5+yMfzOTmfM8rN/k591XsujaIZEr251GkuCVpzNJMAn8+LOP5x7NoG5tAyu/8dKlQyJGo4DLLZKSfGHy0YX2f7tFItG0yUSrjgqnyPbdQTq0sbJtZ4B/jbfzxjOZLFzp4tPpTjq0sTJ3ShYvveVg5jwPLz2biiTLzFvk45MJaRw6HuKt191c3fd61h+oSdlX3yH6fNQc/RCCIFC2cAkp7dvi/W0nxuxsUm9tj33FKry79pDW8VasTZtQNn8Rmffdi7lB/TidsihStngZnq3bsDZrQs7QQf9xOey/LXIh+pDyrSAIOwRBGP4nvyuunRe5nD6j2qdO/1u74vv1pHXqwEVvvIy5QX3lJUYw7xRSKIR95Wq8u/eQM2QAYrkdc6NLqDX2SZKvv5biiVPQ6fW4t2xDDodJ734nzh834tq8jZYPd2Ty7GwmfuLjZH6Eh4Yl8db7Lp57zc6y2TlUOEXmLvZQq4aBxpcYmL3YxUtjMji0+SI632Kh622JPP5gOhazgCAINL7ERNnZEDQpURe3gos2NPVWgV+iL/ui/y8rVzNH3B4VYwSD6tOSJMWjgV93/TG7cugdeym475CKMbTI5dQZFWMU21Q0YHeoGMPjVTFGKKROfJJlOe54/4nWmG927VMxxv7DQQUBHD2hYoyqtDoqVIzh9akYo7JWLcb4M37Vaj1wOKhc+2MnQ8pkndP5KnIpKY0oNXwqnKIyocznk5RJWpGIitpkWa6Wpm07z719x24VuWj7n3bugxazyLIc15dPF0QUzHLoWIjW15mRkalf18C4FzOpX9fAqKGpnPi1HlddkcD6n4LccK0Zq1Xghdcq6HirmddfTGVAfzvLFgV4691UTqzZQYL9FJe+NobUDu0pnTOPUGER6d274duzl8CJk4RtNsoWLCKrVw9qjBoBgD41hYye91C+dAWeHTsJlZYRrqiIno8/QNptt1L3lRcw1a2D+5fog+nvkIsWs1QxHv2dkUtrWZZbALcDIwVBaFN5B0EQhguCsF0QhO2lpaW//4bztP/WghCJVzYj+fprlYT/WHNujC4oLRgMpHfvhs5oxHxxA5JaXEUovxDbzDkkXnUl/kOHMeZko0swUTZrLsaMDJo80oPMBAe97inn1KkIHTol8MQzFSxb6ad3DyuiIPLos3ZefSaNrxfn8NI7DvQ6mRuvNTPq2VI+nxddVPrGLmd45l/RWa0vv1tOm7vycblFVn/npfvAQgIBCbtDZOAjxYTD0Rvmw0kOZfBc/7NPsY/nhZWSqoJQvZoRfyYA0n5UENTQu6rvl0GZ/CXLKGtBRj9/7mutpW5/5p1UHMLj3FrPddyYHTuPqj4Xv4/wp/wqCCoSiddxbv3n01e1XvUPumrcZlV9jyyrfyspFZXVjIptopIeW1gsMvds7aKCoggPPFGCLMvknQlzbafTFBZHOHA4SJu78pk614UkyXTqXUC3/oXo9TIPjill0Wo3Pe+ysHCFm517g+zaVINWNyXQf3g5Ta7SU6+hkVUrA7z6ioe6rRth33WYkx9MIaF2LWqMHEGoqBjHqtWY6tQD8Z7IAAAgAElEQVRBn5hE4EQe5kaXUjxxMrIoktq+LYbUVAypKeQMGYD3t52UzZ2P/8DBuPM1pKWS2vZmzA3q/XunVeXL//iT1fju/1aWiyAIrwAeWZbfq2qfv0uWC0QnHRWN/xR9agq1HhuNIT1N+Zt76zbcW7eR3f9+fPsPYqpdC/fGTQBk3HMXwZOnqFj7HbnmMqwWeOuzLD54vpx9e8O89HIKba+1MOShcp59MoXW11npM9RGr3uSyEjV89BTZTw4IIU3ns2k17BifvjJzzOj07mtrZVn3ijnvVeyuOLyBBatctO5vZWUZD3ldpG0VB16vaA8AV1Y/ehC+9/UtKsMOV0iCSYBs1lH3pkwx/PC3NLawpoffHzwmYNZn+bwxocOPp/nYtxLmQzul0ivoTb27A+xdnkOH33mxmAQeOnVRD6Z6GXH9jCvj09n4sdeVi7y0KxrY/IzWlG8YDkAOpOJnMEDkIJBypcsJ+HShlgaNUKsqMCYk035oqVRzFJfHaT9x45TPGEyOquVOs89jT7R+l/zxd+yfK4gCImCICTHbKAjsO8//b7K7Uh5GaYYchHFKkOZQN6pf2vHhT6nzyCFQlR8+z0p7dpQe8zjGNLTCBWX4N21B/uq1Xh37SGj5z3oU1KQ/AHKFy0l6bpro0tR2Uopnb+QUHExbl0mnyysw7q1QYptEmu/yyI3V0efoWV8+HYaK1f76dKrmIcfSKFHNytPvVqOxSzQ5DIj6zb5qFfXyJEt9RjUO4U6NQ1M/zCHmjkGAK5pblaedjLSVfwiCALldhW5aMuMBoNq9UNt+OtyiwrGCAYlBQ1IUjzG0IbVv/z27+1tO1WMsWO3ilz2HlSRy+FjKsbIO6OigaKSeOQSwxgebzzGiGVjVEYDlXVUx45p/W1PQMEB+w6pyOXI8XjkEtNabFMxhqNCxRheDcaorHV7NbSez6+xtnNvIA4PeTV4KDZZ53R+WKmPUlIaUTKlHBWiMqHM55OUJ+ZIREVtsiz/4euutSOanHRRVCtoiqKKWSRJVjK5ZFmmtFzEbI7e2wVFEdreaAEBrrs6gWkf5pBo0fHq0xnsXl+Xw8dCFBaKtLwqAbdb5vlXnYwfl05Guo6hQyrweCS6323mwb5l9BmazEezcjn101FyUjzUe2QocjBEqLCIkhmzkUNhaowagSEpmfLFS9EnWjFmZpB2ZxfKlyzH89tO3Fu3IXq8WC5pSM1HR5J45RVUrP0O0eMhXB6NpKVAgFCJLWqHw0qdKfls8kWsVTVOFXv+nsglF9gkCMJuYBvwlSzL3/x3ZJ0NS2JPoZXjeU3srS0sX5UdF6vrdMiSRO4Dg0m+7hp0liiGCZw4iW3GbMKlZaTf1ZXyBYsp+vATRJeTnAcGRxeIFSXcW7ehT0oi/fZOWHv04/5RuXy/ycqTr2Sy5scwwx6oYNSoRH7+LcD8JT5EUebm1iY69yzmuqsT2PtzLTZvD/DzNj9jRqYyda6Tf423o9cL3Nwtn+FjSgAYP8VBy47RcHTzrwHa3JWPo0LE75foPqhQGcjf+siu3OTfbfQpK9Ecz1PrkAuCoLhAawPEuUnjYr1mH4P+3Nv1OjVSOLsG9zlt5diA/uxBBCEeuej1VW2P/ivLVevQ6q7K1mrV6wVVn3Bu3douV9nWno9OEH6/XRDiumtln/0726BXs35ifuHssWL/izsHrb+FKnwvVPKH5nu1fj3ftT6Xre1nR0+E2X84+gNy+FhIwSz7DoV4aGx0APx1V5DrOp/B5RZZt8lHm7vyWbLaQyAgceu9+fQfVUJiIvQcWkxeQZjnn0xlzMvlXHKxgb1banIsL8yYFx30H2Bh8y8hJn3mo86lRsx1a3N3hzIWHG7FNQOu5fSS9bgOnSBn6EASW7ZAEHR49+5D0OtJbXczWffejXvLLxR9Ognf9t/IGToQx5q1lC9bScQVra1kSE8jrfNtpHfpjCzJcWOQoFz3qsemKsepvzC4/kdOLKrcpECA/Lfew5iZQXKbVni278S/dx+WyxuTM7g/uoQEAPyHjmBf+SWZ992LMTeH0llfYL7kYhIa1Meydjq2wjCvvZ/OtU30dOpYSqdOZsa9ksajT1XQ6gYTjz2YypgXKjAY4OHBKdx+Xwktrkxg/pRc3vqogjc+sPPw4FSeGZ1O596FvPNSFp3aJzJjgZNbW1u5qI6RktLoS6SkxLOlOyMyBsMF/HKh/f2atm+eOhOmVg0DRqPA5l/9eH0St7S2MmmWkxVfe5j5SQ7DnrCxdr2frxfUoElTI937liDLsHJhFv2HldOvVyKduhoZ/VgFl15ipPO9FkYNq8BhF7lrQm8WTziDc/M2TLm5ZA/qh2PVV+hTU8m4qyuebdtxb95Cdv++GLOzAAiXl1M8cSqRsjLSu3RGZ7Hg2rgJQ1YWucOH/GVY8++c5fKXtbjyuaKohDKyLFcLs5wPvyhZLvkFyJEIwfwCMu7pRu7wIRhSUjA3qEetsU9QY8QDSD4/YXsFFd/9gGPtd2T26onOaqX400lYml5Oavu2lH6xgJNHQtz/QCoNm1jo19/ORx+l8frrqQwZaee2W8zodQJDHylDr4e3X07j5XEOCoojNG5k5FR+iF93Btj6dR1eeDyDQEjm+yW1aNk8+kPS7iarMt06N9tAfqGm9osmY8DlFpUnu0AgHr8oCw8EJQUNiGI8xti6w/+H7F9+UzHG9l0qctlzQEUuh45WjVxiGKPcrmIMj1fFGMGgFJeNoUUDf0brjt0qxth7UEUuh4+pmSNVabU7VIzh1WCMUEjNHJGkP6811irjIa8GD8WQy6kzYaWGT7Etokwo0yIXr0+dUBYOq1k4sizHHa86+rRT/INBSZmDEInIir5IRFaQoSRFUxONRgFJlgiEJNq1sqDTQ6/uSUx4O5skq54ZH+WwaFou85d58Htl6tY2sGtviHkLfSyYmcXchV6eGetiQP9oMbw5k73M/zKLLndb+eWtpTTpcT2W+nUJnjqNfdVXZA/shxQMUjL1cxKbX0Fy61bYZszGty86/d+QmkqdF8aSM3ww6PVYmzUlZ/gQkq65mkh5OZGKCiJns1xEj0cpyS35/YSKo5G0FA4rGXiyJFULB5f8TZHLX9oENC/+BEEJWQRBQDAY1P2qgVzi8Iter8Q8sam8lksaklCzJggC5osbkHhVcwyp0ZekUihE+aLFiB4vqR3a4925i9JZc8nseQ/WyxtTvnwVcjBIZu+e/Jg2hAcGeOk/PJmGLc20vtlGw4YGbrvDxMtvOlm1xs/wIYk8+EQ5u/eF+HVdLdLSBN771Mni6bkcywsz6lkbOVk6egwt5v4RxciyzJQ5Tq5od5o9B4Ls3Bvg6g6nyTsTJhKR6dSrQLmZX3vfjq0sepN/vc6n2MfzwootCAIx9+l0YNQ83ZuMf8w2GtRrZDSqKMeguhiDQY08dUI8cok9vel00c8r2/VqOBvbLsvn01EdO16rok+DLrRa9ToVUej1mnPQqRhIQKtVez5CHLqoSmtV2xNM6stvo2Yfg15FLnHnYBDidOvPoVWn8Wu8vwVMxnNrrcretV/9wf5tb5B9h6I/Glu2B5SVuNb/7GPks1HMsnyNh1Z3niEQkJiz2M1tPQr5ep0Xe0WEDj0LePV9OwajzB19irjkEj1vvpjGwJE2RgxNYtncLN7/1MWyr7088EAi8xf7eewJJy+OS2XtT0Y63BbB36Y3CfXqcWLyQnKGDCKlbWv8h47g3bmLlFY3knz9dRRNmEzgZB5ZA/vh+uln3D9vidZjEQRM2TmktL4JQ3oagl6PpXFjjFlZIMQzK+EctqAZm85eDMWscjy6gFz+Z1qosIjSLxaQ2qE91mZNKXz3Q8KlZdQY+SCWSxri3bsfx9drqTF8KJLPR+mceWT16UXjo7P4dX0FnbpaeetfydzRsRS/X2bahEy+/yFAYZHIpA8zWbjUx5JVPuZMzGbQyDJKy0W+WViLZV95GPZ4KffdlcSU93K4st1pnhiRzsghqXwyrYLrW5q5oaWFwuIIoihTt3b0jvT5JKwXasFcaP+DTdsHd+wO0LxpAno9fLHUTXqanjY3mhn7ehlnCiJMfj+bO+4vYu+BEHs31iEkSQweWUbLq0w882QKPfqX8tmHGWTWkuk30M5DI5Io9wm88kwFne+ykNC9D8ueWI0UDJF8c2sMyUm4Nm8h94HBhItLKFu0lJzBAzDl5lDxw3ocq74isWULsvv1xvH1WkJnCsju3+e/msFSnXYBuYiiEsrIskzgZJ6y3x+2806pyOVMvrJYRqioGCkQQJYkwqVluDZvpfSLBWR064q5QX0q1qxFMJnI6NYFc/16ODf+TMXa76g5cgTh0jJKPp9N9qD+RFwu1q10YLbqGPxIBv3722nRwsjGjdms/tbHmQKRQf2sTJrh4vMvPMyZlMW0L1ys+d5Hw/pGPJ4Isxe6+fjNTD54LYMzhRHWzK9F77uTEHTQ+RYrqWdnkNaqYcDhVLNcHE4Vs1Q4Rc26lPFhsXaavjZ83rLdf05786/n3r51h1qC4FcNctm9X8UYB4+oyOXkaTUbo7BYzcbQIhe3R8UYwaAUl42hRQNVaa3K1mrVIpc9B1SMceioily0WotKVK12h6jUxfF4VYwRCqkYQ5L+Gq17DwaVl+Fa5JKnQS5FJSpy0Wr1+tQJZeGwmoUjy3IcTtFe68poJdZia33G9olpCoXikYvFLGAwCEiyTGaGjltvNpNoEXhlTAajh6aSaBVYPiOXkUNSmDLbhVEXjUxmfOHh5MkIsyZl8uCjdlYuCzJxQjoTJnoxCzLrttfk5LEI4TVLaTS0G5GKChxffoW5cSPSbmlH0fgJGLIyyRnQl5Ip0wnknSL5hutJvrkVwZN5+PYfIPHKK0i6/lqKJ0zCs3M34tm1QMOlZYhnkUjEoUEubjfhsuiE+ChyiZbMPS9yqWIM+mciF0GIRy5nQxlBEBCMaoz4H9kx5GIwqPZZFFPxzbc41nyDb+9+ao4agbFGLrIkk9jyamo8NAzrlVfg/HEj/gMHlQ5iX7GKzJ53o09KpHT2PMyXXkLKI88y+ikjdRsYefqtDLreZefHDUHGvZfM8EccjH3JybNPpjBzgYv3P3Xx1kvpdO9i4aGny5jyYRbNmpjo97CNi+romL3IxZ39CxFFmVkL3VzR7hTfb/Sx71CQq289zZbtfiRJpkPPfPYejN7AL71TzuFj0Rt7xTdejp2M2sdOhhXb55M4nqfORjUnCOe0LeZzbzcn6JRrlGBSw36TBr+YTGpGhUGvogW9Hkym3yMAnU4N7wVBICFBRS5V6auOnWBS+5PJpOIKk1FQ0IrJJCiIwmhQ0YVBr+IUvV6jVdBqRdGq08VjjD+uW70tEzTbtVq1iMtk1OpWcY/BcG6tOp36vYIgxB1Pe61jP6wAP272K4P6txt8Sj9b/rWHecuimGXuUhePvRSdPPjxtAra3Z1PMCjx5ngHXfsW8d1GH6cKwtzRp5C9h4P4gxJ3Dy5hzKOp3HOnlb4jSpjwQQYD7k+k3/AyCu0Rut1p5pmXnPxrnIcPp2bxzPM++j+ZReMn+rFtlxHdqYPUfvYpDKmpFE+YjKXJ5aS0u5mSydMJl9tJ69yR8sXLCJ4+Q/KN11P7hbEYUlMRDAYSr2hKzqD+VKz9jvKlK/AdPHQ2HUrDrDSsTdDpVVuvGY8MVSCXqsagv5C5/G2Ryx9dJPq/0QIn8yj6aAL6pCRqj30CfXJy3N9lScK+cjWSz0dmz3sofP8jIhVOaj/5KLqkRIo/m0pKqxtJurYlpV8swFQjl4G3nOSrqScIhSS++Tabd//lYsZMHw8PT6Rl8wQmf+5hwnuZCAgMHlnGqnk5/LgpwPsTXCydmcvmbQEGjSplYO9kPhuXTcPrTtGlQyIfvJbNh5McNKhnpO+9KdG86TKR666OpmHayiLkZEU7lyTJcamAF9qF9mebtk9p+9ryNR7u7JiILMMr75ZzfUszzZuaGDCqhOxMPVM+yKbTfYX8tifEgS21OXYywgcTnTw6IoX0TIEnnnWwamEW3/3sZ9w7Lt54PZVPJnn5eUOQ96dkstJ1J+ufmU9C/fpk3Xcv9uWrMF/akJQ2rSlbuBRZFMm+vye+PfuwzZxD0nXXkNGtCyXTZpJycyuSWl79u3MJHD9J0ScT0ScnUXvsk8o6Cn9VuzQjg7X9Bv+hz/yvRy6HykrjJxZVhVxiBejPZ58HuUhn58oHTuZhX/ElabfdSvaAPsr+EbuDSEUFsihimzkXKRgkq08vXBs2EXFUkNr2ZqRIhKKPPyOtYwcSW1xF8ZTpmGrkknJrez55IY9jh8OM/Vc2b45zs3VbiG++yeTGm418PMnN5xMyQCcxdHQpUz/KZP0mP4NGltHiShMJCTIz57u5p2siT49K5be9IT56I5s3ns3EahXo2jGR9q2i/K9eXePZKeDRH0C/X81scbokBYf4/VLc5A9tLRit/fM2/7+1N/+qooFtO1U0sGufilwOHA4qGOPEKRVjFBSpGKOsXM3GcHtUjBEMSnHZGFVhoOrYW7bH46GY1t37z41ctFoLi1WMUW4Xlbo4Hq+KMUIhFWNIUtUYo7L/zrVdq3X7roByXfYcUJHL4WMhpSbKydNhpWxyUUlEmYRmd6havT41uykcVrObZFmO06HtA7EXnxC9LtoMqth8B79fUooKBoMSF9czRqMZQeaerolc3yKBOjUNLJySyzXNExBFifdfz6R5UxOzF3ho2MCAyy1x32AbSRaBBwcn8fDjDq5sbOSj8em8+pqL555J5Y0P0nnv1QqaOr6h5u03Ezh0GNuMWeQM6kfg6HHsy1eS1etejOlplEyehrFGLknXXYPn1x1Eyu3UeGgYrg0/4fxxY1Sr5t4XLGZqPDwcS9MmlC1YTMQVrQYZcVQQcWiQS2kUuYg+v7JKkRSKRy5xmS1VjFP/SOSi0+mQY+/0NZhFEAQEk0nZTzibI/47W7uPxtZpkYvRoL6t1hvIfXAo6V06R99wn41hZQGCp/MpmTYDU62apHe6LcrddQI1H3mIlJtvomz+IpJb34QxJ5uy+YswZWeTetut2KbOQIpI5PTrxZwtTdi5PcyMZTl8PtvPY4+5+HRSKs+/WcEtXW08PjqZ4vIIY19xcEUTI+3aJHDfUBt97k3kucdTGTiqlIvr6cjJ0dG5dwF+v8QXS91cckMeP231s/9wkBtuP8P85W5kWea2+wpY80OUCz73Zhkbt0Zv2iWrPWzZHr2ZDx0LKTd2ICDFpTDG8tyBuEU3Ktux8NFiVsN+c4LGNusUXGE0qGG/waAiF4MhikQgGvGaNegihgBkOV6T1fLH7ZhWq0VFLuYEQUErCRrdJqOaFWI0qKjIYFBxhVarIIDFotV9bh1a/1W1XWtbqqE1waRmLpmMQpyPtVpjvtRpbEEQ4o6nXRlr4SqPMsDPXODiwNnZxh9NrWDJ6ihmeeNDO2NfL0OWZca8WkbH+woIhSQ+nBxdWWjz9gD7j4boMbSYW9uZcXpEnnihnJULszFboNeQEh4alkhKso4u99m4ppWB7JoCN7W3sfuwyNBHMrjrbgdLjlzPtc/2YO40L/WaZ5HaqQOhgiJcm7aQM6gfocIiXBs3kXRtSwzZ2VR88x1ZvXqQ88AgQoVF6BISyOxxN8G809hXf03YZlPufZ3RSEK9i8ju3ZP0LrerhXH0OjU7RadXsa9eh2A8a+vis+50VYw7cbbw1w27F5DLv2nO9Ruwr/qKjDvvIPWWdnF/izhdlEz9nIw770AKhSmdM4+Um1uR3vV27Cu+jK58Mrg/wWPHqfhuHS9/XJvDq/ewYqGHKTPTISQzcKADvU7gw3FpvP+Rm7atE3jqkVTu6VvKzIlZ1Mo1cMd9JUz/OJtt24OMfq6Mt1/MZNSQNOq3zOOi2kbmT6rB9HkuQmGZN57J5HhemF93BejXIwWIstBmjc9OjvJLWM4OJNr6GhfahXaupu0jsb4jyzL7D4do1jiBSETmvYkOnhiRjtsjMfCRYkYOTsNqFej3cDHXtzDzxaQcBo62sWKNl1++q8XOfUG+Wutn4gfp/LApwOwvvHw4LpWnXqrA7hBp3drMe+96SEnVseTbXEZ8cDknV20ho8c9JNSpTenMOeQMHYgsydhmzCa9YwesVzSlePJ0QoWF1H7qcTw7dhLMO03OwL5xA64sSdhmzMG3/wA1Rz/0uzK5/z/aPzLL5VBZKabYU7IoKqGMLMvxOOX4H7RP5qnI5fQZJewKFRYh+aNPJ2FbKaLbTcTpxLFmbXRhi9q1EV1q2BUsKqF4wmQyut+JqV497MtXojMnYMjOovSLBcihELkPDsWzbTuOr78ld9hg3nrGxpxpbkaMySAvX+app1xc1sjA3HlpLFzq45XnUnj68WQef9bO2MdS2LDFT9uuRYwenkJWlo7Zi9zUq2uk6WVG1m/y0fvuZBZNq8FFdQ3c2cnKkw+lodPLXHqxgXp1jApyMScICmbx+WXl5ZbPr5Y4FUU5LsSOrTgE8WH4pl/iMUHsgeCX31SM8duewDmRy/G8kJKNUVCkYoyycjUbw+UWFYwRDEpx2RhaNKDVUVnTubZXxkOxc9q1T0UuB4+omSMnTqmZI4XFKsaojFxidXFCIRVjSFL1tFZla7X+qkEuu/eryOXQ0XjkEltwu7A4oqz+VG5Xa/hokUtMb6xpr7W2NHMsOym2PbbGqM8vk5ocHTr8QYkObS0YjDJWK8ydmEtOto4bW5r5YWktJClajKt9azMWs8DchR5ubWMmPU1Hm9tLqJWr45KLDSxa5uf9t9K55hoTogifTkonKVngseFlDLktj+Qml1A2Zx7eXbvJ6tsb2+ezCReVUOvRkTg3bqLi+/WY69dDDoYoW7iUtFvbY254MUWfTlIy2WL3vrVJY/TJyZQvXoYsSee89+EsbrU7AOLufdHnV0rmSqGwUmdKO05B1WNQicfNX9X+tgO6TqdTS5AKgjL9XtDYADrzH7QTElTkYjKpyMVkVN5oC0Yj6A34jxwje0BfcocNxnLZpaDXIwUCROwOymbPJe32jlguaYj/4EGsVzSjzgvPINodyP4AGXd3I5RfgHvjJnKHDSaQdwr34ZMIyalsKLuGSR97GPFUKvf0T+Lll9w0uFSPKyLSsXspNWvryakl8OrbTk7lRygoDnPHfcVcXN/AgmnZjH3NTqOGBsaOTqNrv0LKHREWrnTTsVcBZwoi7D0Ypt3d+bw5Prrg9O33F/LJtCgLfP6tMmYtinaoJas9LFwZtQ8cCbHi/7F3nuFSVFmjfquqczw5kKPknHMQECQpQQHBjGDCNGad0VEH85jFMYwRRcmCoICIqOQMcsjh5NjndE5VdX/UOdV9EGacb+a7M/c6+9d66unuWl1Va9de715hrYZoIhGFL9cF9GuWHILnciYeGacjgTHstgQCsNtEXbZaRT3SwmwSdLRiNCZwhcGQQAAGScCWhC7qcICqaudLPvf55GQsc+7xZF3rghds1gTGsFiEerrWoQuT8Ry9LQmMkdAV7El6X0iPC8nnXte6YbeeX1ctJLBWb3Miqib5GptMgo6BknWF+vd0yeoE033mVY8e1vrQnyo5fiqGqqrc9mAZK78OoKoq184r5ZGnK4nFVK66uYTR04qIxVW+/i7I0MsLOXIiytbdIeY9XMH7r2dw9FSEDz7zs3FVDgfyooyfXoJkUjl6PM7Uqyu4Zo6VL9eGGDm+nP6XOFi/SebRJ2I0vm4KpnadePvNEFmtMxAMBmq+/Q7RYiF98mV4vlqDKstkXX81wX37MTdrQqNHH0A0m4iVleMeOghLq5aUvvs+ca8XQdQQirNfH7Ln3ohr+BDCJ0+dx/ZrkxgNBh2tYJASmEUSdYQiiEkIWBDqIZcLzkH/ot6k5xv/scglLsu0ff1lFP69yOXcUfKXd4lXVpEx/Qq93GZdB/DqbzYQLSklY8YVlH/4CfHyCrJuuAbZH6D8o4VY21xE6vhLqfj4M0ZPNDO+XymP31mK0ymw8LNU+nYvx2SCxZ+lM/dWD4oi8OYLadz7qIfXnkujU1sLo6eW8OxjaezaE+XTZX4emJfKpSNsNO12BkVRWb2wAau+CfL9lhCfvZVDRZXCgg+reeGxTAwGgSWrfEwa60AQBAqL4zTM1R7SWEytl5X43/HbHIqioihamKYsq5RVyORmG4hEFNZ9H2TcSAeVVTK3PFDGwjdzOJAXYdK1xSx4PpPScpkb7ixj3Eg7X7yXzYNPVvLDtjAvPpXGlp1hDh+N8dwfU/h0hZ/Va8NMnWThD0/4aNVaYsYsG3NuqKZ1eyPPvpXFFZeHkUUjufNuxfPVGgzuFBw9ulG+cBGy30/uLXOI5BdQvW4D5kYNSRlzCaVvvUPKmEuwtWuj2yRo3cg8a7/BNXAAKSOH/5uv8G8UuRyprMBkuABySXJfQsdP/F05fOJkQk5GLmfOJpBLYZHudkVLy5C92so1VlWlu13+vfsIHTqMaDYhmIyJTiXxOJVLlhMtKiJj2hRq1n1LcN8BJLeb0PETVH6+hOzZ12Pv3pWa9Rsx5uawrbwdD99WgaoKTLnWzZtvBgkEVDp1MfLMCz5mzbTxyYcpvLTAyz23uTh4OMo9j1ZyxWV2mjQysHCpn32HooQjCpu3hmjUwMDqhbl06WikYa7EJ29mk5YmkpstMXlsIvyy/UVm3d02GhORDKGwoqOY5JocUN8NvxCKSU5C2bUvrH/n0JGIjjGOn4rq0RgFRTEdY5RXxHWM4fXJOsaIRJR6GCMZp2ze+o/JP2yrj4fqdN9zIKHrz0m6nouH6jBGRWUCY/j8CYwRiSh6/ZZ/pa7n4qG6yoaHj0apqEzgoTrkktyQGS6MVpIbNXt9CbRS5VF07yoYUvXVfjQG7Vprq09RUrljtptoTKFFUwPfLW9AdY3CpLE2VnyYw5JTnOIAACAASURBVL5DESqrZMxm2LYrwqeL/Uwab6W6WuH1t31kpIk0bihx4pTM62+kkZUl8eMPMVq2NnAiL0bB2TiTrrIhGSXK//o+ti6dCB07TqSwkJTRo0gdd6m26g4EkL1evD9uIZh3hOybrsezeg3VGzfpk3n4xEkMmRmgQvU36/QIlsiZsyjRBG6Vg0nI5Ty2H/d69cbQcjBYH7nU1ZmS5fqRLUnzTvJ89F/kIgi6yyIIgl7yFkCy2f6uLFqtCdliSSAXiyWBXMxm3dUSzSY9QUA0GBFMRlRFIbBnP+lXTiH3rnkY09MRzCZUWcb34xaipWVkzpoBokhg/wFSJ4wlffJleDd8R+bVMzDlZBM5dYZYaRkpo0dStnI9xQUy5i7d2OXrxHvvK3SZfTFN29hJy5bIbiYxfZaHRo1F0nNV7nrQw+KVAZq3kBg1uZiyijhLPsjk6ZerCUUUVn+Wzc33lXO2ME7jhgamzy3h0JEoh49FGT65gDseKSceVxgzvZDbHypHVVUefbqSB2u7JS1bE+APz2lNeY+ciPLMq9qDHIupvPRWtX79Fq9KuOc/JYURHq6dkEFDBoYk/FIXzWK1iDpaMZsSaMVkErDb6iJKBBz2BLpwJqGLFPf5Zbfr7x93uxLIxeUQdYzhsIs6xrDZEnjIahF15GI2JaJtTKYEujBI6LpKUkJXURTqIZQL6fdr/kN9XYWk6ypQ593brAnMEouhJ4vF44kiYbKssmyNhtEUReWFBR5dnn1PGaqqZRBfMbuYk2dixGIqo6cV8uW6AMGgwvBJBTz6TCWeapmJVxczeloRiqqyaLmPl96uITVNYO3GIJ8u97N+RQ5fbfSzc1+Et15JY8XaIFOuKWfESBOPPlXDnNs9zJxjZ9lXMrNuDHKm0zRWb7Jy0WW9yejXiQfvCRNv1hFrioXwyTMEd+0l65qZVK9dhxLwY+/YHvfQwfh/+Imc22/G2be3toByOMi56Qb8W7YROn4CVZYRrVasrVrS6NEHcA0aiO/HLUCt7Ut1uNWkJwcJJmPC9o3GBGYxGBKYRZIQzHWymOiEJor1uqIlzzv15qP/Ipd//9BCFcVEgR60mPbqtetAFMi+/hoEgwHZ50NVVASDRMmbb5M++TKMWZnEyiuoXLKc3NvmUvPtdwT2HkCuqSFjxpUEdu/B1rUzxowM4ss/4g+PCjw0r4KWrQy88UoK06ZXUVwi88QjKXy2JMANVzuYMMrO7fdXccXldlo1M/Lx536aNTYw52o3DTufISNNYuOyhix438tbH9aw7P1cMtIkZt5SwpcfNyA708B9fyzn8XvTsVpFvt8Son8vCwaDQHlFnPQ0CVHUNlO1hLm68MH/Rsb8vzqS710yYkvuIFRZJVNYEqdzezNnC2IsWuHj3lvT2LE3zA13lrL32ya8s7CG2x8sZ/kHubhcAqOmFjOor4UVn2Qxa24540fb6NTBxF8XemnYwMDwoWaWfhXg1Mk4TpfIJwuDdOxi5A/PZTJpcgQ5rAUQVH76OTm33Uz1N+uRUtwQjeL56msMmZmkT5qIIS2V8g8+JnvOjYgmI/6duwkdP0HWNTOJlZRizMlGEEXiNTWU/uU9DKmpZF51Zb2JVYnFtNDlf+P4j+xY9L89foFcal0ZVVV/FWa5MH45VR+51LpdkcIi3e2qh1wqq4hVVdVO1v56blfV0hWEDudh69xJ71oi2mxES0oofed9UsdconUL/3wJFQsX4Ro2mPDxE9pGjCTS4N47ESQJ2efH1rYNFZ9+jtx5IA/fXUNNtUp6psQtt3kYOcLMJx+msvtAlFnT7AwdaGb5VwFSU0T69zYz5+4KPl8eoHdPM5u2BAhHVO6a6yYzQ+DU2ShrF+XSs6uZcFRh+Ye5uJxazYypExzUBsLQoqmBcCTRVCEc1mRFqd8Vqc7lh/pue7I7n1z3I9nlT0Yu+YX1kUsdxvD6ZB1jhMP1MUZyJMj3W/4xefPWBMbYuiuk67V7f1j/f4eORPTIkXPxUDJyqeuo5PMnyvtGIoq+0fiv1HXb7rB+PfccCOvXX5YTNXnObchcdy+SmzPX6Vs3vL6kexdJ1C03GCAzXbM7h0NgxFArKirNmxj4/J0cKj0yk8faWfFBDlt2hGnTysDsWU42/RSitExm6kQ7N95RwYK/ernjFhdLVgQJBRVmTLWiqAJt2xh5/KkUmjQz8MZzHhplRVF8PqoWLcbevSsVi77AdfFQfD9swdG7Jzk334TksONZuQokCXv3rhS9+DK+Ldsw5uZgysmmcvEy4oGAvtiKlpVjbtqE4IGDVCxZnvifJ0/pceX1kMs5tl+HZepsH86DXGrtXYlGE0mPslwvAu9Cc1DJbxG5SKKoP9QIgv6WFQQByW5PfO4flEW7VUcuotWqu12ixay7XaLZrLtaosmo71wLRqPuaoVPnkaJRMi5ZQ7OXj10/VRVpfrr9Tj799W6HMXjBPcdQJAk1EgUz+q1ZFwxhYwZVyI5nXhWr8HRvw8Vi5bgHDwA79Yd+BU7jUf1wOOXuHSKnf6XWLjnPi+xuELvAQb6jyjlLx/4ue8eB5dMKmHP/ijjx1i5/f4KNmwO880XOXy2zM+BwxFefCKDp/7s4ccdIc4UxJgxt4RV64KoKoyeVsTEq4sIBhUeeLKSy64pIhZTWbLaz5Qbi1EUlbzjUWbdpjX1jcdVbrirTL8vT/65Spc/WuzT5Q0/hPSQyX0/R/SJx2ZNIBeLOYFZTCYBpyOBXOpkSRL08DhBgLSUxOOalnp+OfUCn0lNSSCXFJekc2KXM4GHHEl4yG4T9SicZFRkMiUiaYyGRERKsq6iKNTDJhfS9dfIKS5Rr4XjcorUBV2UVch6Xfwqj8Ku2iJmXp/Cym80tOIPqLz8dnWtrHDbg9qE5PMrDJtUoD2rNTK9Lsnn6IkoZRVxOgw+w/I1fk6eidFjRD6P/KkKFZUn/1zFrQ+UoaLy5gc1HDwa5eYbHCxeFUCS4PXn03n13Rq+WOmnX28zS1YGue3eSp5/wcWN8zyMHFvJnY+6eePdKE+/EKeo97Ucrc4mrV0TXO1baOy/tAzJbie4Zx/Ovr2pXLIcS+uWpI6/lLSpk6j4aCGCyYQaj+P9YQui1UrK6FEABPfs06+ZweEgfcrlZEybSuTESb3Ylmg7v+0L59h+3Qq+nu0bjEmYRUKoRSuCJCU8AFFETMa+F5qDfouJRXFZpu0bL//bE4suNKKFRRhzc+ohmEhBITXfbsLcqIGehOT5ai0gaAWDFrxN+uTLMTdtAkDVytVITgfV6zdizMpEcrkwNcjB3KQx0aJiMiKnuffGKp68txyrTeCLT9O44spK8vLi9OhmpHVLI6qqMmyglWMn4mSki9x8rZt3PvJRUirz0J2pXHZ1CQ1yDHz0Rja/+0MFL/+lhpeezGDoACv9xhSw5L1cLhlmZ9jlBbz5bBZtW5t45W0PUyc4yc02sO9QhMYNDKSlSgSCCrGYSopbe/jDYUXvDflfFPOfM5LvRfI9KiqJ0yBHeyPsORCmeRMjKW6JH7eHqKqWGT/KwfI1ftZ+G2DBc9nMf6WS59+opuhAU66/o5zPlvlZ9HY2oy+2MHRiMZ07mHj9+TTGXFHKHx9KoUM7AzfcXsWVk638uDXCidMxunYz8d572ob/qPFWrrgxk2tn+BAsVrJmX0f5B5+QMmYU8SoP4aPHMWZn4vtpK8aMdCSXG3v3rtg7dQDA+8NPRM7mkzp+LFVLluPo1R1bh/ZastAHH2t9DVo0x9ywgX4tlEgE2evTuxT9J4zfZJRLXmVF/cSiWlfmF8jl2PF/SA6fOKkjl/DpMwnkUlB4AberMuF21Xj15rBSSgoxvZ5DFP+evRT/+VWUSBhT48b6+Yw5OaSMGUXlkuWYW7TQJ3Pvlm2ET51GdDhQ/H4QBCSXE0uL5qAohPKOUtO4F3fdWIG3RmHmbCePP+UlJ0fk0kvN3HqLnRqvwn13OWjZUmLbrgiTxlt45hUPCxf7mXOdkw3fB/h+i4YU/H6Z77eEePrRNK6f4eDg4ShL38+hf28L8bjKS09mkJutXe9RQ236ijQ7U9JXrWr9top6PQ+o78InI5rkUqvJXZRisUStmXPxQZ0cDtfHGMmRIJt+Curyd0nypgvI329JYIwtOxPIZde+BHI5mFcfudRFjhQUxThxWkNCFZWy3lHJ50+U941EFL1+y/9E1wtFpiRfp3g80YQ5Hk/U4VGUBFpRVVVHK6qq1rtHyaNBjkFf+bdrbaJNSxMqKgP7WJh7jRsVlRuvcvH7e1I5djLOM4+mMWuqg+9+DHEmP04orPLhIj+nz8Z57o8p3P2Qhw8/DfDYwy7mP+9j3s1OHn7IxapVYd56K5WmzSQK82W2bqhh9NQ0YmXllP3lXVLHjcGzbCXmhrm4hw4idDgPg9tN+PhJXEMH4lm9lmDeEQAc/fsSr/ESPHCQrGtnokS0eyKIIo5ePaj5bjNl7/xV/zxoyYN1k3n4xElUWbu/v7R97V78ArlU/tL25WCQyIWQS3IE3gXmoN8kcjGci1xqXRZBEJAcSa6M0/EPyaLdrs9Kks2WQC5Wq54iXM/tMpsRTbURNkZjItrGICFYE25XYPdeBLMJW8cOiEn6mRrk4PvhJwSjEWffXgB6ZEz6lMsJHz2Go18fRIuZtInjUCJhPKvXkjlrOtXfbCAYEohaUvlxuwFfCIaNt3P0eIxnnvfz0ON2Zs6u4o77PPzpKRcTppcz/89eUlIFrr6ljEUrAlw7w4FkUPluS5Df3ZbC2cI4K78OMnSAhZ17I7z/mZdAUGHmLaU8+JSWLHLHIxX0Hp1PUUmcjxf76HbxWTzVWgZnz1H5+AMK4bBC/3H5+kQyfW6JLj/6dKUuv/1xjT6pfLUhSI030emmbvI8WxjXQwSDIVVn6waDQKo7gVwy0hJlSjPSE3Jm+vmP15PTEsglLSWBXFLcCYzhcoh67RO7LYFZbFZRT3AymwVcjgRyqfNWJEkgtVYWRYH0JGzya3Sta64M1Gtft2Vn4oWz+0CEvNqM2kNHonyzSUMreceivP2x1tj46IkY9/1Ry2g8djLGhKu1iefI8Sit+p4mHlfZ/3OEpj1OceBwhC07QzTreYrPlvsIBBUmXF3EUy9pmOX2h8rp1MFESgo881o1I4ZZ6NbFyJLVAaZeZqVXdxPPvlbDgvd9VHpkHnmimqdeqOHmeXauu7WKZ18KcMcjqTz0RJSqmItwz7Es/FygqNqOaJCQA0ECe/aRMW0qFYsWIxiNZF1/DUo0inNAX21SH9iPwK49qIqCKIqkjRuNf9sOImfOYmqQo18nyeXE3rUz8RovkaRszV/Yfq1H/ets36RFvHGu7Rv0SLtfIJekZhkXnI/+i1z+s0e8ykPNt9+RMuaSX3Q/qavimHPbXESjkVhFJRULF2Fu2pjUCeMI5R2hes3X5NwyB8/adYSPHSfjqml4v/8BNRpFtFhw9O5JYPkiFn5h4+G5xTicAlMmmdm3J8bSxSHuuM1BjVdl3/4oVZUqY0ZaicdVunYwY7cLLPwiwJsvZJBfIDPvwQo2LGnATXeXs2FziG8+b0hJmczFkwuZOcXJey9l06T7Ke6/LZV5s1O5+b5SRg+3M3G0g8WrfGSmSQzpb9MaVBTE6NdTe5gPH43S7iLt4fdUy6SmaJNVNKomrfD/i2X+2ZF8DZOvbfI1T74XS1f7mTRWm0xeeNPDlHEOmjY28tBTFVzUysSsKU5m3VZCPA5vPZfFxVMLOHg4iudYc1ZvCHD7/RU8ck8qkybYGHtlCV9+loPVqjDisjI+WJDOoaNR/vKen/HjrDz9nJfmLQ3cNNfG54vC/PRjlD+/l8WXK2JsymuI6HDjHNCP8o8WkjlzOpVLloMk4ujeDUGS8O/YibXNRVjbt6X8w4VkXnMVxsxMSl5bgOR0kHntLARBIFZZSdm7H5Bzy02/KHUbLS3Du2kz6ZMvq98a7j9o/Be5JLkyqqr+w5ilnnz8xN9ALrVuV0lpfeSiu101CbcrkHC7BKsFe8/uSHZbra4nUWIx4l4v5R99SuY1VyEajYSOHSd05CjhEyeJlVcQq6rCs3I1riGDkX1+vBs3oQRD2iYqYOvckdRLL6Hyi6WYBo3k0ccEGjQ1EolC43YWvlwRwudT+flojB07InRoZ+CVF92s2xji+qttDB9m4rGnq3nwbjefLfUz/qoSrp/pJBiR2bw1jNMhIkpacszUCQ5eeCydqmqZOVe7mDFZS0aaPdPNoD7apN2prYnO7bVVisko6Ikm0ahKRlriUarDAqAlJdUtGvwBVZeDQUVHCdFofZSQXF8mOXrjQqV+k3HFr5WTG2ifT5blBOpQlIR+yYk7F5LPPd+F9E6OBjo3SqjufNFo4n9HoyqRSELXSDRZV3Q96mLaVVWle2ez/ltXTXYQl1VUVO6+2U2ndkZEEV74QwZNGhpIcYssfDObdheZOJgXxW4ViMZUtu/RNraHDbLSf1QRP+fF+MMDbv4wv4aBfU089biLjxcG+eSjdAYPMvPCs378PpVQQOXphyq5bKoZm+c0sbISwocP4+jTE8+ar0mfcQXuYUPw/bSVuN9P+ORpajZtRnK5cPTpReWiJcR9PuRgiMDe/USLSwgdO44xPZ3UcWMoWfA2SjSKqii6jZuys7B17ax74b/Arf8Qcqk8P3IJ1EcuetJjre3Xjf8il6TxC+TiSEIuSY0n/idy3UamZLcn3C6bFcFQ62pZLfrutmg267VjRJNJTxwQjAakWldLNJkSGEgUER0Oar7dROlb7+IeORxjWpp+7lDeUVzDhuAaMZzy9z8m/copmBo2wPvjFmwd2+Po25vwqdOkT52EMSeHis+X4L54KGokwv4fqtj4g5nGk4dz/1MuAlIKs+5vzcFDce581M2334e558EaHv+ji8kzK5k5u5KZM+zMf6mG5V8F8XgUlq0K8MliP3a7wMRLbXy1PkjTJiIXD7bw0tvVqKj06GLikflawtHTr3qYNreYYFDhtfdqaN3vNFt2hvhuS5DG3U6x71CE0vI4TXqc1rM9u404q7eUmzanhGMnNcN5eH4Fecc0+d2FXr3rzdffBdh9QOPSPx+N6oWtfH6FtRsD+n2vkwG9HDDA1l0JRFEX7QGwJ6kYVV32KWh1xetWuQcOR/QEtiMnovrkmV8U17vWV9co5NdGlEQiKkdqa7crSv3fTT53sk7Juq75NvEfPl+ZSNJ65xOvLr/1YY2Opt5f5GVv7TkWLvOx9CvtO58u8/Hc6x5dnn2P1oX+48U+Bk3I17/bqs9pyitl3l1YQ+Nup9m+J0JFpczgCYUs+8qPrMpcfn0x1820E4rFuf2hCl6Zn0YgIvPBIh9/ejSVYyej/OklD0WlcYpKZJ551cux0zEko8qkmZW8/m6QcVOsPPKcyJJNqRiHjaVMzqTHtK6UhVN498uGdJreh3hZBZ4Nm7A0b47B5SKwcw+mBrlkXX81/q3bSbt8AqLVSujIMWwd2mHv1gXPytWkT5+K5aLWhI8c023Z1r4d5mbNKH7pNcLHT9SzcYPLlbDxpOOiw5FALheyfYs5yfYtSbZvPK/tC5KUiGCptf26ccE56DebWPT/CHI5d6iKQsET81FCIbJn34ClZXP9eGDXHuRAgNCRYzh69cDRvavmdRw6jOhyUvn5EnJuuQnRZMK7+SdilRWkXDyckrfeIV7lQXLYSR0/Fu/mH0mfOgl514/M7HeYrd+HyMwSaZgpYrUKbNwYYdeuGLfMtnP6rExhocy8uS7eft/HWy+lIwhw1ewKvl+Vi9evMn5aKWs/z2XFmgC/f7qK5/6QwdQJThzNT9C5vYnvljVi1m2lCAIsfS+XBR/UsP/nCAuey2b/zxE+WeLjmUe1zaf5L1fx4B3aS2zttwFGD9ce+LxjUdrWruorKmWdISeX9JVlVd+sq3s2/3/FNMn4JPl/163ujUatnkqNVyEtVUJRVI6finFRSxOKorJuU5BLhtlRFJXnXvdw/+1pxOMqk64vZuWHDQiFFAZPLOCdP2fTKNdAv7H53HiVi/GjHAyckE/rFkY2f9mQOx8pZ8mXAdYtzaWkPM47H/p4+el0isri3PlAFc88nkJqmsCV11Qyc5qNHXsiHDoco3UrI1+uCtO2g4E7H3DxystxCmiOmJ5FrKwce7cuCGZzbeOY4VR89oWW/CNJ5My9kZIF75A2YawW1VVSSsWnn5N90w1Ei4uxtW0DQOWS5aixGJY2F4Gq4Oie6Djk/eEnKhcvw96tK1nXXPV/+e79z8dvFrmY6yEXzZX5BXI5cuzvy0eT5NqUYND49vmRSwnxmlq3q+JCyCWgdypRIpF6blfNd98juVw0+N1dqHJcP3f42AlsnTpQvfYbIqfPYG6mRbyEjx7H1KghlZ99gWvIQESzmZK33sW3bTupl46m/OOFWFq1xNy4Ibl3z6Nm/bekjh2DGgpRfbSQdQcbc+akzI6tMZq1MbBpU4TqaoU759n5aVuE2+c6ePHpFBavCHD/XS4yMwQ++DTAjbMc1PgVel9cSINciUAoTt6xGL6ASkqKwKkzMRrlGvjw1WycTpG0FJGXnshAEKFZEwO//502aVstAnfPSQG0kq3XTXPpqeQd25r0iTk1RdQxhiShR7PISmISi8US5X1jsQSiiMcTxxVFrYcrLlT2NzmqJhL5+3I0msAssVgi2iYZ/SSfW1Xry8kJPcl6JOuXXBcnFEqcIxZT6/3XuuPRqKpv1MZiqr4xLMvQqZ259nwwcbRde0GIKvMfTsNTE8NsgbdfzERWVNJSRT54JQuvX6FtayN/fTmLgqI4oggNcwyUVyrkHYuS4hbZsz/KtbeWk5Em0qKpgaJiBaMEUy6zEgqrTLnMzp3znFgsMHSomeYtDLz4Jy/jJogop4/h374Dc5OGeL5ai7lRQ+xdOxE+cZIGd92O4g9gbtIYz5pvSLtsPOWffk7FF0sxpKTg6N2T8o8/xdy4kW5P1vZt8W3Zhm/zj9i7da1n+8bMTHJunUPkbD6BfQcS1/VX277maf0Ct9azfc1T/QVurbP9c5BLvQi8o+efj36TyMUoSYnVuSjqLosgCEgul/45KcX992V3kux06pslktOhJxRINlsScrHpu9uixaLvbosmU2J322jUXS3BYEhszogixrQ0cufdosXSuuvr5N++E8ntJv2KyTqKEWxWyv76oRaj3qQJwZ8PEz56DMlup/rr9dpG0UWtyJ5zI+G8oxhzcjBmZ1G5ZDn23j3I21lNQb6MarLyxisBZt+bQiwO4TgMHG7hg8+DrNsUxmCGtRtDTL+xkjUbQlTVyDz/ajWl5QpxWeUvH3k5dirKvbe7+fKbIGWeGM8+lsbvn61CURXuvtnNNbeXoqISCCmMn1mEqqp8usxH24FnWLHWz95DERp3P8W7C72EwirNep7mvU81Axl2eQF//UyTZ99TqsvPvFrFOwu1KI3PV/pZ8IEmb9sd5sUFWmJMSVmcJ17UXqyKopV2rRtP/rlKl5+txRAALy6o1lfAL79draOVBR/U6JPnB5/79JDLZWv8erLOpi0hvS77/p8jbPxRM/iCorhebra6RuHdhdp/CIdVXqktUSzL8KeXNT1UVdXr5dSVoa0b028u0XW6Zl4pZwu1xcXc+8rY+KOGaW59sIy3P6qplcu574kK/TMTZmnXf/Y9pXQaepZwWOGR+ZUMGFfA9j0Riko1hFJRFcfrl7n1wXJum+0gHI/z+2ereOKhFCpqYixbE2DeHCeHjkS59/eVuFMEftwaYd4DFQwaYuL38z1Mv7GS1FyRL1YEWbspTHlQIL9URWzYkJ1H3RiHjOHjRSbicRXBaMC3dQfOIQO1FXTvnkTyCxAMBrLn3oCte1diZeVEzuSDrODfvhMlHMbepRO29u2oWv6lHtVmaXMRaZeNJ1pSSrSw6Be2b23digb3zNMqzSUd1+Uk+zO4XPVtXzqf7VvPsX3N3i9o+5JUz/YNyfq5LzAf/WaRy39QLZd/1fDv3I29a2c9TCpe5aFy6XLsXTrj6NUDgNL3PsCUm4upSWOtnvqcGxBEESUSofil13ANG0Jg7z4sLZoT2LUHR59eRM4WYHaamDX4OEFflHBIZfumEM+9nMI9t3uwWUQefcjJ/Ge8HDkqk5oiYrEI3HyDgwOHYuzcHWHVohwOH40x/8UaXn06nWZNJObcXcn1M1w4bCL3PV7JhNF27rjJTfsB+dR4Zb5f2Yg3/+rlo8Vedq9rwr6fI8x7qJzd6zXvo/+4fHZ90wSbTWTSdUV8uiAHs1nkyRcrue+2NEwmgcWrfEwY5cBkEthzIEzbViasVpHi0jgOu4jTISLLKpUeWW9GnBzV4Q8oevZmMr5JTqqJRBTMtd3tk6NDLiTHYiqSpIUgahueiZZ5yb+VfI7kcyfrlKxrSVmcnCztPxw9EeWiltrkkXcsSlaGRFqqxMkzMcoq4vTtYeV0fowNm4PcMMPNqbMxXlzg4dU/ZXHkeJRZt5aw/esm7NoXZsD4fIr2tWDbnhDjrirm079kYzQITJ9TwrTLnbz+dDqz7ymnyqOw8pNsnnm1mtQUkWunO/hsmZ+jx2OMHG4lElN47yM/RUUKt99m5/mXfBw9GqdrNxM1XoXZcx18+22EvXuiPP1GFo/eH6Akno1ryFD823Zgad0S35ZtuAYPxL99B5LLhRqN4ejdE9+WbeTMuQEA2R+g5PUFZM6aQfXX6zA1aUzKxcNQVZXKL5ZiSEvF0bMHhtqJUPb7iZw5i61D+3/WBP/t47eLXOpqucTjuiujquo5aOXoPyYfO35+5JJfkHC7ipORS0XC7aquIVqibT79ArnU1ZpJcrvOp6ujZ3cEg4HQkaNE8gsofO5FEAR9Mg/+nId7+FCc/ftQtWQ5GdOnIogi4VOn8az9BueAfgT27CV06DD+7btwDhmEHBmfggAAIABJREFUMTsLR7/eBM6WsDXQg63fRyk4q3DpFCdvve6jtFihpETm9TcDTJ1iIyVF4PLxVmZNs9GihUSPrsbamh0yBgnS00TcKQJ3PVzFnv1RMjMF8ovibN4aJq+25kpFlczdN6fQuoUJr1/m5SczadxIqwfz6vxM3G4BWVF59U9a78hAUOGJ+9MxGgViMZVplzv1KoIDeiUq1DWrbXYNWqp7XSXEeFzFYUtMyHXVBeNxVf+MLKuoqnbdVVVFVhIcPi4n5Ng5kS3nj2bRVtraZxLfTY4oURTtHHX3Wk7QFJLXSXW1xUErFVCHaRrkGPR4/Ya5Bv2FkZku0aaltmLMSpcYPlALhc3JErnxKheyotCsiYH756WiotK5g4mH70zDH5QZNcTGbTe4qKlRGDfKwrhRNiqrZARB4PjJGOu+C1FRJdOnh5mXF3h5aYGXYYMsfL0hTMd2RtpdJFFVpfLU427SUyWaNjHwwH1OTp2Mc8kYCzt3RFi7KoTRILBvV4SmjWTa93TjWfklts7t8W7+UQsvNBoxNWtKrLSM4IGDxMrLEa0WvFu2EausQnLYSRk9kvKFi8iYNQNTTg6RgkIEQSB13Bj8O/dQ/MobyKEQoeMnkBwOrO3b/Yttvxa55BcgB5Jxq+YRxSoqiVUkIZdfY/v1cPD59fgvcpEkDLXuiyAIGFJT9M8ZUlP/MdntTnK7nAnk4nDojahFexJysVoRLbXRLBazXgZTMCYiWwSDAclVu4ud5Hb9PV29mzajxuIYs7L0CcOYkY65cSPKP/qUlNEjdbdNleOEj5+sXY3nY2lzEfYe3bC3b4cpNwfPspWkXjaB3Z/uJ9/YjsP5Lg4be/H9wQy8PpX+w60oRoE1GyJcd72drzeGiYkq23dHePM9P+lZcPM9Hh543EP/fib+MN/D2g0hvH6F+x6rorA0Rv/eZn4+FiEaVxg1zMrCJT4UVWHmVAfPvOYhGlMYNczCH1+owutX2HsozBMvVlFQFGf7njBDJxVw7+MVxGIKHQaf4apbSlAUldHTiphxczGqqnLrg2VMm1uCqqq8uMDDlBu140u/CjC+FjHs2h9m+OQCFEWlvFKm56iztdwZugw/q4f29R2Tr0eLXHJlIUUlmjFPm1OsJ/Lc+mAZP2zTIlIeebqSlV9rUSgvLvDw/iLtpf7+Iq+OflasDei454dtYT265GBelMuu0ULZzuTH6D9WizQpq4jTuu9pVFVr6da672lKymS8PpmOg8/w444QXp9M9xFn+WCRlxqvTK9LzvLw/CqqPDJ9xuQzY24xXp/MxGuKGTG1kGhMYdkaP6vWBTiQF+b7rUEKS2KkuAUOHolwtjBG2zYGCktlSstlsrJEQjGZYEilYa7E6YIot9xbQVFxXAtZva6MCRMtzLipnCuvr2TiZDOvve3jz2/6GX6plTXro6S1zmFDYSdWfmunUbeGFJUbeX2BiHvoQI5vOom5UUMCu/eROv5SLfOzSWNSRl6M6HRiuagVoSPHSJswFu+mH3Tv1HpRa6xtLqJ6zTdYWrdMShgUMDXIIV5ZSWD33v9F29f0kBwOrWwuWnE9PbLFatExi2j+lbafjHguoMf/JnL5j53QW6akEqtd8giCUK8WgzEr818jZ6Tr4U2G1BQ9Q8zgcunsTLLb9WQh0WLRb55oMmJI0R4uQZIwpqcndP0V5xYsZmR/gIYP3EPa+Et11mvMyqT66/VYWjbH2bsngiAQOHAI78bNpE0cR7yiEvewIQiSSMrI4UguJ5413+AaNoTg7r1YW7WkeusevEI6mz4vRGrdgcwZV3IkT2bkWBtxRaDGr3DFdCuffBwkJsOwoWYWLgqRkS6yc0+Ut//q58ZrHYQjKt06G7n7VjcWi0C/3maunuZEVrT6MRNG2/H6FAJBlf69LBiNAjffW0EsruKplvnuxxA/bAuzer1WDKzKo9C3pwWTSSQeh+unuxBFrZb3bTekIAhaTfG7btLk9FSJu+emIggCDbIl5s3WjrdubuKmq92IokBOlsRdc1MxGARMJoHH70vDYtGyQv9wb5qeyfm7W1L17kyzZ7rp0EZ7YV8xwUm/ntq9nnCJg4sHaS/vsSPtjByi3fdxI+2MqJUvGWZjzMWaPKC3hanjteehUzsz18/QXuRNGxu54ybt2cjKMHDPzSkYDAIpbolrrnSRm23A5ZS4brqLrAxNvn66C4dDxO2SuOYKFyajQFqqxORxGp91OSXatzZR5VFQVVi9LsCHi3wUFMZxuyTWbAjy57dq6NjORGGxTEaaRINcCYtZ4KZrnNgdAr26m7j3Dhe+gMpVV9qZNtVGQaHMNVfbWLEyxPebowweYubbjVHKKhRatTPw1VchUjMlOoxsytFNpzD3HUylpTnmzt0xtOvEpo0KwYgB36692k53LIbkchI+dhzJbCZr1nSUQBBrm9aIdjuO7l2o+fY7wqfPIFqtpI4dTbSgkPCJU7o9STYrWVdfRc5tcwn9nIchI/1fY+//I9vXJu5/pe1n2hKZ5P/q8R87oR/+m8gl4b4k1224kBzKS3J9jh5LuF0nTyXcrrP5CberONntqki4XdU1REu0+i1yIKA3h72Q26Wqar1zJ+sUPnWa7Dk3YMzI0I+rqkr1+o2ET50m5ZKRuovo3bSZUN4RVFlGMBnxbd1O2qSJyD4fpe99gFzjRXK7iJzNR0XF1Kghtq6dUUIh3MMGo8RkyqUmfPROgJlzU1m6OILdIZDTQOK55/0cOx5n5Egzx0/FuP5qGy2aG4jGZV5+JpWycoXWLUWmT7KxdkOIIQPM5BfGWbzSz+iRVo6dijJtdik1Xpl4XGHX/gjBoEJ6mpaU0q+nmRuvcqCoKuNG2bj8UjuipDJ1gp3hg7TSrFdNcdK3h2ZE0y930rubJg8dYNWPt2hqZGh/TbZaYPxIzSiiUZXJYzU5FlO59GKbXhlyxCCrHm0zbIBFl4f2t6IoGjIZ1FebwBVFpUcXMxazxsxbNjWSnaE9f6lukXatNYM3GgT697KgKBreuXiQVcc2Y0fY9KSlyWPtOlq59kqXjlZuudZNOOl4dqZmgldf6aBjWyMqKtdf5aRTe02+9QYXbVtrdVYeuSuVZo0NoMJTD6WRmS4SjamYTSpVHoXTZzX2rigwaFwRqqIyYYyNlWuCnDodY9IEG5t+iDCgj4mJl1rZvTfGdbNsjBhi1a7RUBPBoEBNtYyqwoKX/RSclhk3xc7uT3bRcXJXomdOET5yFOegAbiHDMK/YxdpUy5HtFgwNWyIZ+06XMOHUr3+WyqXrkC02XAPH0pg995a+1Dwfvc9oZ8PE6+uJlZWTuZV06havpJg3hFUVdXtydq6FRlXXUkoyT7+KdtPRi7Jtp+MXP5Ftn/uuZN1Kvb9BpGL6VzkkpLkdtVGhwB6pMjfkg1p9V0f3e1yuxJul8upu12S3Z7kdln1Wg2ixZzY3TaaEpE3BkNi910UdbdQ0zVx7mSdzLm5iVV57XHPqjX4t20nc+Y0hLrfUVUiZ87gHDIIc9MmlH+4kLTLJmBwpxDcf1Dr1JLipmrZStKnTkI0msi9/Wb8W3eQeslIECW8m38gbM2gxNWF+S/byBnckSdfs1NubELDxhJHT8ZRjCJGi0hRpUyfQUb+8n6A7fvCDB9uYu7dVXy20k/Xzkauv72CJ17wsH13hFlzy/D4YoTCKlt2hokpWvanyQgxubaZsqBSWCKTlqrx8P2HIyBoHXq+/SFISXmMam+cxV/6Ka+I88b7NTw8X6sFM+2mEgaOz+dMfozbHy6nw+Cz5B2L8sSfPbQffIb9P0d4d6GX1v3OsHVXiFXrArTsc4Z1m4Ls2Bumea8zLF7l59TZGI27nebdhV6qaxSa9jjN8294iEZV2vQ/zcPztciRXqPOcvP9ZQiCwKgrC7lyjmbAV9xUwqgrNJwy975Suo/IRxDgoT9V0LKPVh/l+Tc8NOp6mooqmXc+8dK422n2/Rxl4VIvrfqeZtX6AEtW+egy/CyvvlPDhs1B+l6az2PPVVFaHufaeWUsXxNAReXx56tITREJhmRee7eGAX0sqKh8usLH2FE2ZBQ2bw8xZICVSFyhuDxO9y4mAmGFwrIYXr+Cp1rh2NkIr/ylhmdfqWHZ2gCP/snDmcIY324JMWtOJe06GTC5Yfp1VQwfa6NbfwtL10p4Ww/hmCcDg1ki0rgjz7yfi5KWTfmBs8S8AWydO+FZ9RUGlwtHrx5ETpwi945btRLHE8ZStXQ5kt2Od9NmooVFWC5qhaNnd6qWrsDZvw/Wju0JnziprXrtNiSXk7SJ46heuw7vd99r9uR26fZX553/07afknJ+23c6LmD7tvq2b0u2fcf5bT8lCQldwPaN/4slCf5jJ/QWKanElCTkkpGEXP4Z/JL83fQktysl4XZJLueFkYsz2e2qfclIEsb0tPPr+iv1i5aWUbP+WwRLIkvVmJFBpKCQtMsmkHrJCDwrV+Po0Q17x/aIJiOBfQdw9O6JGouRcvEwzA1ySR03hkhBIZLNiuWiVng3bcbWvh2R02cR0zI4+9MJDueJCDlNKPa76TM2m8Ej7Xy9JsydDzqpqlL54YcoYydYWbc+wuEjMYYPN3PzHR5+zosx5XIr1TUK2VkSEy614vOrXDrKysjhViQjXDPNQbOmRpxOgZlTHSiKQOOGBpo3MXDiTJwuHUx8/IWPzVvCNG5oYO+BKH96qZoftoWwWgWWrPKza18Yq1VAECAny0DTxkbSUyU6tDHTtrWJRrkG2rQ00amdibatTWSlS/TuZqFXVzNGg8DQ/jZ6dLYgSTBysI2WzYxkpEmMHGwjPU2iXWsTwwfZsFhEenWzMHSADVEUGNjHyuB+2r0e2t/KoD7aM3DxQCv9azduRwy20bubBUEQGD3cTsc2ZiwWkbEj7WSmS+RmGxg7wo6iQsc2Ji692I4gCLRqZuSSYXZMRoGcbEn3QgRBW/XvPRhh9foA/oDCngMRps8pJS5Dq+ZGPv7Cx/c/hRg70saR4zEUBS4ZbuXU2RhDBljo39dMpUdm+BAL7dsZcDigSycjLpeIO0XE7RIIRxWaNzfg86tMmV7JpRMspGeJvPtekFETrCiCwJfLQvSdN5xjG48SEl24J15GlZpByZFKSj1Wzn73M87+fQkdzkOVFULHT+AeMZzg/gNIDjvui4dha98OQ2oqti6dtCYT+w9gcLlwDR2MEg4TOnqczKumaaWnDQbdngzp6cTKyqjZ8J327KddwJ7+r9q+7Vfi1iRdf4V+Gbb69Z7+leM/dkKvl1gUj18YYxw+8g/JoSNJyOXEyYTbdeZswu0qKk64XeUVxCq0FVy8uppobclc2X+O21VX3leW9YQCVVXru4J/Qz//zl2YWzbHNWSQvioIHT2GKTcHe+eOFD7zIrLfj3PQACL5BcQqKrF37YyxYQOUYAh7j266i1j91dc4Bw2gctFi/Lv3ED5zBmf/vkRLSrB17ki0qAT38KG4LxnJqsVBzuTDNben8dz8AOMmWvF4FG65xUNmpkhhoYwoaY0dvD6FwYNNiBK0aC4xcriFxo0k3C6BUcPNteF9CiOHWSiriPHt5hCD+5mJywpjphWjKionTkU5cDjCkRMxjp+KYrNpUSRXXGbXe2M+9VA6CFq0x6N3a5EcDbIlfneLVta1ZXMDc65xgQCd25uYdYUTQYSGDQzcdoMbowmMJnjg9lTcbhEEmDfbTaOGEioqMyY76NJBQxrjRtoY0MuMisqIIVaGD9RWwyOHWhk2QENCo4fbGNy/9vgQm46K+vU0M3GMDRWVNq2M3DjThYpKdpbIHTe6sdoEXC6Bq69w0qqFEbtd4Jbr3DRqYMDhELh7bgqZ6RKpKSJ3z00h1SXisImMudhKPK6hpYN5ETZvDVPtlTl+Msa+gxEefKIKs1HrW3rocAxU6NHVTJOGWjbpqOFWLhtnJR5XGD/GwsRxVrxelcsnWnG5BGQZevWw8PXqMCXFMmuWh9iwOkTfwRZsh78jo20O1sa5+LZux1WLVgSTCWNONorfj6lhAwzpaXhWrqJqxSqcgwdSs2FjLcaIkTZxHP4t20ibNBHRatOaMHt9ZEybSs36jZS+8z5pky4j7klgDMluI23ieASjgeCBQwmMcY7t/1p70uW8C9n+BXBrUTHx6r9j++cil/PY/rnnTtbpN4lczOcil9pdYkEQMKQnuS/JGya/QjakJyGXlJSE2+V2JdwuhyORUGCz6V1IRIslsbttOge51CUOiKLuagmCoG+Y/G2d0jCmp5N761wstfXSQXPZRLMZ/849xCsrNT1UFcnpRHQ5sXfphH/LNtKnXKY1z7bZiBYUYkhPw5STjX/HLmSvF8nh0FdOzsEDMbhdGLMyCR04iLFZC7Ydz2F5XlfyTpl5e2MrIm364vOqlFap9Bxs5aOFQa69wU6b9kbm3F7NrXfYKCyRufdRDw2aCew9GOWx+dXsOBBi1foQ733iY/fBCPMerOSjz/2cKoxQVhGnrFKmJiAjGaF1SwNGk4DNJtCtk4n8ohiyoDB0gIXte8OoqPTvbeGrDRqG6NLZxKKVflRUGjU08PkKHyoqDofA0tXa8bissHS1djwWV/hkqRdFVbSokK/8eP0y0ZjCdz8GOZUfIxbXWtwdPBolGpPZdyjM3kMRIlGZHXvDHDwSIRyR2bo7zJET0drjIY6fihCNKezPi3DgcIRYXKGgOMbWXSHiskI0pvLtj0EUVQFBq4HucAioqCz7ykebVgZUVFat89OhnREZ7XytWxqR0erGtG5pQJVUREklJ1tCMCrsPBAmHFGp9sl8sMTLz0eijJ1WwsatQcqrZD5d7mflhgBbd0dZvzlMWUBm/fcRDhyJMWy0hedf9uENqlwywcHNd0cI5nagMuzk5GkIN+nMAbU3G9ZDevtG+PbnIZpMxMorcPToRqy0lKwbrkWNxXEPH0ro8BEihcVEzpzF2bsnoSPHtEbKBgnRbNaiXb5cjXPwAESHHdFiRo3LiGYTkRMnieUXIDntelKOYDJjbXsRDe69C1WWdeRyru3/GnuqJ6dfyPbdSbj1XNs3/2O270546vUwy4V0lX6DUS7Nf4Fcki5I5gVcsF8jJ7tv6WkXdrtqOZpkt+nhSn8TufwaF/ECsikrE2ff3trvnKOrqqoE9u0nY+Z0MqdpMemGFDei0UjFoiWkjR+b2GU3GPFu2kzK6JHEK6sQrVYkq5WMKyZjSHGTOmYUvk2bSb30EpRwGN/2ncTKykmdMI4dr3yDP2alZF8BZeZWtOmXhazAls0RbrvfTVm5QlaOyKixFo4el2nb3kD7jkaWrQzSooWBwYO1CePosThms4DFqq0EnU6RJo0N2GwiqSkiHTtom41Go8CAPiayMiVcLpGBtZuTWZkifXuYicUUZFmld3cLZRVxdu6J0K61iWhUYf5LHqJRyC+MM+8hLVnmh60hHnu2irOFMp8s9vHqOzWcOhPnudeq+XSZj70Ho/zxeQ/rvw+yYXOYx571sPtAhCWrAjw6v5L8Ipm3PvTxyPwqfH6FF9+s4bFnPYTDKk++WMVzr1ZT41V4/HkPf/nIx/FTMZ59pZoVa4Ns3hpiwQdeftoR4fMVfr5YqTV+ePWdGnbuDRMOq7z2bg3BoEKbViY2bNayQHt3t2CzCcTiKv16WejcUUNtg/tbGDZIW1CMHmGjc3sjRoPAlIlWmjTWJqSJl1rrgkro3dvAnr1RFn4W4viJOIGgQiikUlAsU+NVMBgFnKkCmQ2MdOtjoUsvI5lDeuGPmQlLThS7G7nLIH5ee4Tqigh5S3bgHj4EyeXCs+YbBEnCOaA/oYOHcA0egCknm8yrrsSUnUW8XFvBukcMI7Bzt74CtnfuhLlZM3ybNmuRI2Yzkt1G7rxbcI8Yjm/HztpJ0pGwJ7cbyWbD0aPbOfb0v2377gsjl/PZvvH8uPUX57iAHhm/xSgXDblob9C/7Xbl/Qo52e06+uuQS53bVVb+65DLiQu4XYf/CV2PHkMJBDTmmJaGEtFS0SP5BXg3/4TosGNITyNeXY0qyxQ++wKCWVs9RItLMDVuiHvUCEAgcuYssfJylHCESH4BlUuWY8zOrrdJbEhJwdGrB5LTQXGsAU07pNCklYXyGomfD8U5eCCG3S3x5cowggCiBPfc62Xv3ihDhxqJRFRyskUmXW4hFlcYMdTMyOGaPGWilf59NPwyYqiFrAyxFquIlFfIZKYLHPg5wv6fY7RoLrF0dYD3P/Ox92AEUYDnXqvmr596EUWtWUPe8SjZmSJmk0B5pUznDiaaNzFQXaMwsI+FHl1M+Pwqg/paGNzPgj+gIZKBfSyEwwp9epjp0dmEQYI+PSw0b2IgK0OiV1cTaakSF7U00rGdxqG7dTLTtLGBjHSJ3t20SJg2rQz06mbGH1Do3c1Mx7ZGPNUKXTuaaNZEoqJKIStDwuUUOHU2zvGTUaqqZVatC/L869VEIgpHjkeZ92ClviLfuiPMsRNROrYzcuxEHFRo3cJAQZFMv14m0tK0nqejR1kxmwWaNJbo2N6ILEP//iYy0kWCYRgwwEJxkcyMK6to1dpIy1YGli4J07a9EVWBNcuDTB92GrmkEKPbga1zRyS7A4PLhalxY21V3rM70eJiBEErkCW5HPi27wJVJXg4D0vzZpibNMbSpjXR0jKsrVsT+D/tvXmYXVWZ7/9ZezjzVPOUqqQqqVTmOZWZkDAGQoArkwoNCEKr7dC39dq2fftybduft29fG22VVhQHRFFRITQiMyRISCohIXNSGSs1D6emU2c+e/3+2Kf2OZWkIIFgkuJ8nydP1l5n79rv2nu9a6/3u971vrt20/3Yry198q1cztCOnQzt2GlRmMlgL94li/AuqicR7M14joRCGX2KRkdSLqNSmGer+yfRrcP6dLyJ1NDQqbr/TnRr04nT6/6Bd9f9Dy3lkpLprXdZpsypM+CiUcqn/zpqBQUZsysvm3LxW5uJVK8ns6HA7R5pdg2vbttt1iKJ0LSMZ4uqjlyJLzrb2UWWiZifj+rxoBcVoub5EbqOkUgQ7+hkcNObFNxwnSmrw0Gio5NkVzeKzWbGl8jPw4jG8Cycj2K3ofr99L/0Kv7LLiU5MEBoy1aihw4TuOpyEl3dFNx0o6Vs9nEVhJta2LBJJ7T0Vp58YxzxmtkcGSjlsWcL2LzTzrMbXZRPCYAAzS742jdC2FwCm1Pwy19H0NwSdwC2vBXjUHOcEx1J9h2Ms31PjBffCBNPSF59M8zf/EM3sbjkR78c4Me/GmD3vjif/4du3D5Je2eKXftj+PJMDr+0REWqkopyFZ9HQeiS6VN1XE6B2yOoX2DH7RKMG6eyYK4dux0WzrdROU7D7RIsWWTH5Rb4/QpzZumgmBmLaidqGEgCfkF52XBZoahQxUBSVKiQn6dgIKmqVCksUJACptSZi7UOl2DubBsup6BmosrsmRoup2DmDJ2aGg2vR6GmRqO0TMHtEpSVKgibwdt74jQ1J/HlSf7uf/bw2BNDbNsT4V/+vY8DhxJ896e9/MeP+3G64e3DUX7y60F8fsFAPMlvngnhcCusutrOi5viDAzBjHk29rU4+O1zdnqiblIpCFcv5JltpfzsF5ItzRN45mUXXUYJm5snUXntMgyhEm9qRssL4LtkuZl1a/o0jEiUwNVXEGtqZmDD6whdxz17BqGGbVZ/zbvuWhKtbWl6RCJ0nfC+/UgpUdOz7cJbb6LvxZdJdHaN0Cd75ThUl3ME5TLsLSJ0PbNBR1UtivXMdf/044BWkD9S94dn5X5/xiIfofuu0XXfnyVrtu4XnIHufxi9XKoDeSSzKZez5c6yX/xo5+SPNLsybkzvQLkMm4hZne4U7mxUOc62fKqs0QMH6f7Fr3BOrkXY7RbfH2tpxTVzBsV3/xUAff/1LIW33Wy6RgoBUpLo7MI5pY5Ubz9afh55a6/GXlGOo2YCWmEBjurxqG43oa1vYSspwVk7iT3bI+za2EUw7kfMWsTxE4JoOEXKV8COoWksWuGkYrzGTXd4uOljLvwBhUCBQu1UnX17U4TCBnkFgjfeiDMUMWjtSPGv3xrg0JEk9Qt1/rwpRktbkmVL7eQFFDxuwSf+ykNBvkJ5qcrtt7pBwLQ6G9ddbdIylRUay5eY76eiQqWu1lzgnDzRnGWDmSquolSzXEPHj9Pwe813PblGtzYZTZ6kM3WyqdhTam3Mnm5+1GdM1ZkxzayfNcNmJfOYPiVTnlCpWdcWF6pUj9dQFIHDaQ76k2o0JFBepjChUkUCS+vtFBaYi7PXr3UR8CtmbPq1TjQNAgGFaVM12tpT7NiZYNFiG23tKT56e5DlK2x0dhs8/3yM2fNMi2D3zgTzl9g41pTgRFOSO+6xEfFXIvIKsVdPYJ93BaH2PsI9QxwZKEYpryJWPp2Nv2+lXyvGCA0hkwni7R04JteSCvaSd921CFXBM2c2zql1KF4PxlAY34rlDLz+RmYDkNtF4MrL6fuvZ1E9Hso+92k0n5dkT9DSJ62wAMVhp/2hh0mFQml9GnYFPJly8Z2iT+9N98+gfCa67zoD3c9aMzv1fqfX65yXSzJpmTIybfINI7x331mVI/szlEvk0OGTKJe02dXSOpJySfOEyd4+4q1twOnMrnR431Rq5OaHs5U16/xT6KFYjKG3TRcx17SpCCFME7G3D83nJe/aq0n2BBnY8Dr2CeOtYCSRAwdp++5DuGfPxIjFSA4OoPh8eBbMJ7L/YNpn+HX0inJSQ2EGNv6ZWHMzgSsuI3rwEPGmE4S27cA9exap/n5cs2bgnjObPS15HG/RaGtOESi2sWVLkoIChepaG6+9nqS8QqFqvM7td/XS128wbaoOiqSz06CwQAEF3G5Bfp7CuEpBXkChIF+hdpJKUYFCICCYMllLUw8qEydoSCmpq9UoLzPLBXmC8jIVpJl8Ii9PsWLzvhrDAAAgAElEQVS5OBzCKms6qKpZdrkE0jDLAZ9iZSrKCyiAWXa7BM70JiM9PdCa8cvN2buUElWVONP3cNhBEYCEVMrA4zYPDMNgYrVORbkp77QpOvXzbEgJc2bqLFlkAwHz59qYPlUnEFC4dKWdqkoVr0cwfapOJGI+M6dbRRqwcUOMBx8ME41KWltS7NsvGT/BxrgqjQN74tx+SxxiEbR8v/kRr6k2vaC6unHPn0vore2Ed+0m2RMkcPUVGNEY/a9uwIhEsE8YT2hzA4rDQXjvPgr+2/WoTifRw0dMT5fiIpr/v/9r9UvF4yHR3UP06DESnV0U3/cJkzI5dpzUUBjFbsdRV4dQBOFde9IUZnqzTrA3Q2MMDo6kXIZpjHOp+wdO0v13o1yydb/vJN1PJ4Z+R90fRY4PJeXiUDVS2V4uhaNsry0pPquyVpShXPT8/MyXOZBldvl9GbPL47ZCeSouZ8YsTNMYkDa7hhdxVBVtND/0M5E163ytsDDDb+fng6JgRGOUfOp+7DUTTFl9XhSXE2fdZBS3m3hnJ6GGbQSuvMyihJJ9/SS7e5DJpEnbhCMUfuQGc6ZRVECiswuZTOKaNoW273yP1FAY55TJqB43qaEhnNOmYi8vRXW78CyuJ9ndg2v6VFSfn66QG7lgFVuSl/Drpx1s3FtAs3ceX/6ayrbmEkrmjCPYD9GYZPe+BG19BrV1Gi4fvLQpxpx6HY9P8Nv1EeYt1UikJI/+dghnvkFoSPKL34YIk2DnvgS/fXqIwUSCXfvjrH92iKF4kj2NcV77c5RQIsGW3VEOHkrQHoyzszHCkeMJDrfE2H0owqGjSd7aG2X/sSjbd8XZ0BDhcEuUNxqiPP9amKauGK+8HuGZl8K09cZ4/rUIf3olTGtvjD++GObFDWGae6L86ZUwGzdHOdwa5fWGCNt3xzhwPMrbB2Mcb05y4FiUYCjBidYUe4/GiIkUm7fGONQcYzCZ4NdPDnHweIKwTPLTX4Vo7UgyYJjleNLAUy744c+HSElJYaXKfzwyREWVRkGhwnefyqdXKSQUUdnbW4FRMZGWeBmf/x+C5NR6dgZr+Pn6fLoK52Ivzid29AS2oiJcM6ah+n3YJ4zHWTvJ/EiVlWGEhnDVTQZVJfz2LoJ/WI932WJCb+1AplLoJcWoHg/eFctA1xCqgozHSXb3kAz2pvtrIYU3/zd6fv8UMpFALyjAPq7C3E6fpjB9ixdS+un7iZ1oRvFk7etwOTPeIg7HSBpjeNZ7LnW/8CTdH6ZcsnXf5z297jtP0v1hP/R30v3RZPowUi4TAgGS2bFcsrmpgtO7JZ1tWcvPy5hdfv+IYD0jza60iWi3W65LptmVfsFZu0PNe5wrWbN2vKV3jRbfdTv2irLMqnyWrInOTjp//DPs1RNQXC7LREz2BPEuW4L/isuI7NyNrawUe1Wldb+BjX/Gd8kyVK+XRHsHRiRC/rq15u+FBejlpbjnm5liPIsXIRMJNL+fyN79GNEocv4qXlgfIqL4iEmdA8pceho7CXf0sa/0ehRV4PEplFbaGD/RRlGJSm+vZPZCG7V1GpoumDJTo2/AwOVWmDJVZdeeBLoNli238bsnwwR7DSZUq7z6epTfPRkmHJUomuTv/6mPYK/BYEjynYcGGAxJDh1L8LunwkSjsOHPUd7amSAcljz1bJjWjhTdPQbPPh8hnoBjTSleeDWK3SbYtTfBhj9H8XoVGrbF2bgpRsCv8MaWGA3b4rhcChveMDdbJZPw3EsR2toNjhxP8uyLYQYGJeufjbD97QShkOQf/3c/AyGDcFjyt1/qYyhiUFOt8uprUV5+LcrKVXa6ewzCMcn02TqhIXC4BFNn6rg9CvUr7NQvt6PZBUtWObnsOgfBHgPF76ctVkj/hKVEuvpoP9BF07irCLUGOb6nn1deMvBccTUIiDU14ZxSR+zQYZMjV1Vck2vxr7rE6lsF69YiU0nirW3Yy8pwTa1j6O1dVl/0LVtCvKmZZG8fRXfejn18lcWJ6wUF5i5rTaPzkZ8hE4lT9cnrxVFTTf66a1Fd2bsvHSP1yZdFuWTtth5ruv+hpFz2dXeNjOWSNmWklCNNmT17s8pnUJ+OiQIjzS7TRMymXMzoeqNTLqERZpcVayaVGrnxaVSZRiuPTg8hJUJVTRMxZCZZGKZcAIbeehths+GZN4fUwADxdCJbLT8P94J5yESC3udewDltiiVr9++fJHr4CK7p0whtbkAryCdwxWpiR80sLP6rryT81g4rDvXAiy/jnFJHsq+fobe2412yGMVmo//l14g1ncBVW2vuVM0LoAYCtJ5IolTWYHcqLLnMi+G00d6awu1VONIEu3Yk6e+X9EcEO7YniMUk7T0Gf/fFfjo7DUrKFF7bEKOry8AfEEys1ugfkEwYr6IIQU21RnGRSc8snG/DZoN5c3QuWWZHCLjmKgeXrjBnimuvdrBwno6mwcoVNiaMV/F6BYsW6Ph8grJSldmzdFQVaidpTJmsIQTMmqFTWanidAjqF9jw+UwPk9WXOlAE1C/Quel6U/EXL7SxdLF5j5nTddwugd8vkBI8HgVFgcNHUrS2pvAHNIZCkr/5VB+JhILbI9i3L0E4ArpNsPvtBIMhQV+PQUdrisFjnSy5Kh8Uger1oJeUoKRzY6YGB1EcThLtHQxubsBeUY7q9dH7/EvIRAJhsxFOZ/Vxz5lFaOtbeJcvQRoG0khhr67GCIcZ2r0H74qlDLy2keDTzwDmAOuePZPgk+tRbDZ8K1dAOsRxeN8Bq8/JREZPhykXMDMCJfv6URwO4h2dGc+RYG9GnwYHMxRmNJqhMc637qc/XKfQre9D9z+UlItT00dSLlnxHPSSEus8vbQ0q3wG9cVFGbOroMAyu7S8vCzKxZ+ZRXg8mS9zFuWiOByoeRmza3gxRKgqWnGW2TWqTKOVM+drxRnKRS/MyKrmBTK+sj4fSnoWkRrop/RTn8QxscY0EdOUkHfRQhSnk/4XX8a7uB5HZaUla3jHTpL9A6bfut+H0HV8K1dYciRa27CNq7DCEcQ7u3DNmEbbfzyEEY/jnj0DMPOl6sWFeOrNpASeRfU4J9eiBQIcPZSkLVLIwYIreejlWXQqFYjamTx+fDXrN/qI6Hk8vGEG//ZDG529GhPnuDnYmAIBT/0phr9UxeWCbTsTuMpVPB5BU0uSHsOgtEJhMCQJGgbV01QzTK2U1MwxB+OUB5R8gapCoELQr0g0DQrHKXQbBooCgRKzLBSJ0yvoMgxQJTanoNswUG2g6dBlGNi9ZhKMbsPA5pfYHYKwHUKYf3fcdJX2dMq5yikavYYkFDYoKFEIGtB4JInTJXCW6DzypIv+QcHmxgAnChdxrNXO3Z/ROOheyvFuD995spoN4UuIB8ax+6iX5zuX4F+xCOIJZMpAC/hQ3S68K5ahut14ly7CPr7KGmzd8+eQaO+g58mncU2fTjw9ONmqJ5Dq7zcnCIqCXlxMwY3XobhdqAUFJFrbiTWdsOJ/A7jnzUVoGuF9B9CKi3BNm5rRJ0XBt2IZhbd8xMxCZOmT2We0gN/qo6rXk4lg6HZlaBaHI7OdXtczni2adn51P+3ZMlL37e9P93OUixgZ3KbgfZTzR9IYGbMrK1iPx51ldmUF58oyu4SmZUzEk4LyfCCyBrJk9Z0qq5SSwltvwjFh/Gll7fvjcwxu3op79izLRJSpFKnQEIW3fAS9qJD4iWYz9ICuW3IMbduOd+li6/xkTw+2cRUke3uxlZRgS3dUz/y5IBT0wkKcU+owhkI4p0xG6BqJ9g68qy9jS0cd2zfHSSQVuqpW8uxPjxMLDhBxFrM/NZ1oew8JewCtOB+XW2BzCK64wY0voOLyKEyfa0eqgsoJKpUTdJLAxMk6Xp8gCVRM0NBtkAAUm0DXzXIK0HWQNoUU4HQJdJfAAHx+gSdPwQDy8hUKShQkkF+kUFBs1ucXm2UJeAMqeQXmtQ6PitsLBqA6BTYbqDbzb+s2qKhSSAqBy60wa55OAsGMOQ7cHkGgRGfuWpMai+NgT+AqYtEUoROd7HSuJhyBrq0HeOllg9iEOUiPnz9v97KzdzKOqVMY2rETxWbDMXkytrIyFIcD1/RpSCmxlZcD4F28CKGpJLu6cc2aTuyIOetVFAX37FmEd++1+pyttBRbWRlGby+uGdPwX3oJRnqGPXyOd8liuh79JZGsWXJ2f/UuXYx/5Qqzj47QJ481IRhBudgzwe4UXc+4AavqB69P51H3P7SUi0PL2li0P8vsyjZldu9993K2CbYvy+xqPDTS7AqZZlcsy+yKd3RmzK5gr0VjjKBcotERZteIzQ97zkC+0WQdxUQcQbm0tJIM9iKEwIhEM7L29RFLy5rsHyCybz+a34w1MrxJK9nbh2fBPNyzZ5IaGGRo2w68ixZaMg2HA5UJM89m588fQ+g6ifT9fCsvsRJzCIcDZ91k81keOUr08FHs46voe+kVpGHgnj2T/tc2MvDaRhJd3QibjeTAADKRxFY5jlRoCMXrwVFXy1cfnUdBiU7NZDvbd0JVjYrTKRiKKEgJ4TAgBIY0B2uEwDAgEgUpBSnD/M0wIDlclpCS5vXJJMSSZjmREAyFzQxDsYQgFDLpkUhEEImY5dCQIBpLl8OCWMw8P54SxNPlJAqpVLo+qYAUCEUhaQh0mwIopAyBw6WgqFBYojItcBhNM9ADXiJ79qIXF6F6PET2H0AvLsYIh0n0BLGNNzP/dP3sF8TbOwhcvorU4ADRo8dw1E4kvHMXie4eVLcLoSg4JtWk+2UE/2WrSASDyHiceHsHfS+8jEwm0fLzGNq2HWkYlj4Frr6S4B/WIw2DvOuusXywh/uD6nEjFIXwjp1Z+rQfmXYvjhxsRKS3zUePHjuFcrH0KU1hJoLBkZTL6fTpPOr+KZRLlu4PJ4Y+mXI5E91vGxzgg4L2fi4WQlwNfBtQgR9JKb95TqTCpFyS6Y1FQtOsVWIhBLayjPliKy9793JZVrmkOGN2FRVmzK78PCuGg+b3W7EdtOFsJJgmoshKIGvFmLDZLD9ToarYijMr2iPufbayFmfJWlg40kQcplxG+NB6MrK6XNb5yZ4ebFWVlN5/D0LXLd9s1e8jcNUVAPS98BL+Sy/J8qrJY2DjGzgm1WAfVwFA9MBBFI+X8J69uBfOx1k70fpbiY5O8q65ynwG6dlWeM9eBt/YjKN2kpVMVyYS2GsmoPm8qD4felkpzsmT0Hw+HDXVOKrH022fQEurQuVtV/B6xMWWF3voGnyDQ0Wr+esXJtPR+23KiqfzmZdWcXjHMyQ9HXzu1dvpb2zGUH7HFzfcRiShYvAtvvL6LfTGnKTkv/KNbTfSHQsQN/4fjx5axfd6pxIyvsXzrfN47rnlBBMPsa23kjv+tI6O2E/oHLRx+59uJxT+Df3RILc/ex/0vUhffDd3/Ok+8oO7iKb+i7ueu5dxzg6S8sfc/fwnKHf3k1If5oEXL6O6pwRR/Hte2CoIbbyJ1ISdDKa28g+/X8WEcXFK6xtp2dVGXnk5jppqMAxspaW4pk5BRiLoxcXYKivM1HqJBIrT7HeKy0XXLx6n5P57SHR2oaQ9R9yzZ5Jo64AZ01GcTrxLFhHeuYtk3wBGaIjokSP4L1+Fc0odg5veJLL/gKVPekE+9gnjGdqxE8+8OeRfv3ZEH9Xy8yj7wmfo+MGPTY8pTcNWUmLNdPXiIqsvagX5WZRLIBMrxetFKOn+53Yj7emokw5Hxvc8W580zfJs+YvofsCfoTZH6JMzk9XI4ciEJtD1s9d99X0Nu++I9zxDF0KowPeANcA04KNCiHOWwXW8309yOKkjjEw9lR3j+P2U34nGsGWloDuNiZidemo4vso5l2+ErH5L1mGvAniH2O02W8acdTop+/R9KHb7CBNRSe9yC+/eawZZWr7Eup+w2wj+4SkS7R2ZFFtCoej22xja3ED+tVdb8slkklRvL7YK09RPtLXjqpuMEY5gDA3hrKs17+dy4qipxjN3DorDgXNyLTKVwl5ViVZYgEwZ2KsqSfb0IISgtWg52yIL6D7QjuHOY1tsMc3dThIphWPu+Rxpc9HdmSLkKKcxWMiRA1GSqpO9rXk0NkoMobDjiJdjxySGVNjW6Od4MyQMlV3HfLS1S6JJGweb3bR3aQzEHRzvcNIZVOkOOekYcNIVVGgJuukdctDVo3C4w084odPRnmJnezmJpEJLc5KGExUYKDQfS/JWeyVJzUnrsRg720oYKJxGqCvEvq4SDuZfQTwOR/eG2BZZiLHkGlLdPah+H7aKctSAHy0/D3tlBVpxkenRpCg4p9Shl5Wi6OZOYHtFBcnubjBS6EVFpAbMhTb33NnWIuKw50je2msY2v42eeuuNV9j+iOcHBik+1e/HdHP8q+7lv6XXiF2ohlbtstf+hy9sJDSv/lrK//u2eqT6nJmAt+l47sMy2q5MP5F9GkUWd0fvO4XpP/mB4H3Q7nUA4eklEeklHHgceD6cyPWcJJo84sok8kRWX1GmjJ7zq68d1/G7DrYmDG7jh7LmF3NLZbnyKiUy+BgxuyKRjOxZpJJK4aDlPIkU/BMZH0HEzFq5r40TUSTcomlKRcwTcR4R6cpa2+flchW9XpHxJ2xZE2lGNy8hY6HH0H1+Qjv2p259569IAR5a662Msb4V19KeOduHBNrUL1ek5ZJJ8LWCgsgnSB7YOOf0YqLiB0/gRoIZDK1SzBSKZx1k0l0dZvbrxUFYyhMvKWVVDCIsDvoe/Y5HJMnIZNJep97kVjTCWwV5YT37qPrF7/CiESJ7NtPoquLyN79RI8cRVFV+l/ZQKq/38zytOF1ZDxBvLmFyL4DyESC0Fs7SHR0YYTDDG7ZihGJkuwJMrT9bRCCeFMz4d17UOx2IocOE9m3H8XhILJ3P7Gjx0BRzNluVzepoTChLQ3IaJTokWNEGg8j4wn6XnwZI54g1T9A79P/ZSX4Tg0M0vf8i0T27UfYdIZ27qL/5VdNf22Xk+DTf8ReUU68pY3wnn3oZaUku3tIRSIY8QSuqZPRigoxkqZboG/VJaBpJLp60PLz6H36GZK9ZkwfY2iI1NAQyYEBYk0ncE6pI9HWhuLx4JhYg0wmSXR04l+5AiMWO4nm249MJGh/6GGGsvtDVh+Nn2i2OOQR+nSg0dqoZ1IuWfr0bpTLwOiUy7nTp/3vTrm8g+7HRqNcsvRpxManUWRtu0CTRFcAJ7KOm9N15wQuXQfS/GzatINhsyvblCk/u3JpacbsKi62zCu9oCBjduUFLBPWpAbSUdbcLmtDgeJ0ZgLb22xW/AihadhKs2QtP1tZs84vLckyEYsQw4kv8vOtWY4W8Fuyqj6vRREpbpdl1SgOeyYio65nZFVVZCKZ9mxZjj3t/QKg+QME1lyJY2K1JZ9v1SVE9h/Av3qlJWuis4uht3daXhCp3j7izS3EjjcRO3aMoo/das3CHBNrIB5Hywugej0Y4Yi5oOdymtaD00H8xAliTSfwLluK0DSM8BCp3j4zxVlpKYrLhTQMPPULsVWY3c0+YYL5f1WluXHF4zGtAiFw1k3GOdV00/TMmWXyy0LgnDYVvaQYYbPhmDTR3JLu92EfX2WaziXF6KWlCEXBVjXOdMN0OU36SNexlZfhnjMTAOfkSbhmTAMhcEyqQXU60AJ+c2OYpuGeNhWZSKD6/djKy1F0nejBQ6heL9IwcE2bSnjXbiSQ6OjAVlaK6nKZG3WKihC6hnNyLUb/gGXq20pKCFy+itCOt4k1txDetQdppMy2z5xOaMtWjETC9LcWAt9lq4juO4B/1UpQVfSSYnwrV+CYWDPCA8M5aRLeJYswhoasfQzv2F+z9amkKENjFGT30UCWl4vXojJUt9vyxFJczpGUS1GGcjl3+lQ6Up+GdT8//4x037JsT6ZcsvTJVjoaJZSRyZG+7weBD3xRVAhxnxBiqxBia1dX1xlfNzEvnzKvd9gD6wOiXN6Bxsg2u05jImZnWznF7DpXsmb/nTOhXByO01Iu72QiGoMhSj55N87aSSPuba8eT+CKyyyZkv39DL21A/v4Kqtja/l5RPbuI7S5gVR6BiZ0M36Hq64OraQYZ12tJWuio9Mc1NOyJru7sVeaLpHJvj7sFRVEDx1GxuIkWttMl7qiIoTDgfeSZWj5eendi25sJcVm/I+CfFwzTBc6W0W5xbc6amtRnE6Tgy0sQDgc6MVFadPeg2vixHQW+TyctZMA8wNvT3sJ2SrKrbUDR001epobddXVmh4SQmCvqkJxu9H8fhRNQ3G5cEycaD6/qkpLFueMaag+H7aSErT8PLxLFoOqYqsoRygKqVDI3MkbjyNUBSU9kOrFxWadEOnBVVobd1SPm8CVlxNvbqXgxnWgqghNR+g6yc4ugk8+jTEYsgZl96wZxNvaiDYetvqWUBSKPnrLKZSBf9VK8tZeY1mBZ9xfAwGLztF8vkwgrDOgXE7RJ/951Kcz0f3RKJd3kdWuqtw2fSYfFN7PgN4CVGYdj0vXjYCU8odSygVSygVFWVHQ3g1CCB6+7kaK3R7cug3n8GKLouDUNASgCmGVlXRZyS4LgQCcmoZ2Upl02ZZ+qWZZtcrDcWQcmoYjvYiRXbarqiWTLausp+UbltX1brICTlVDHZZPzcjq0nT0EfKNIqtyGllV9YxkLb70Epx1k0+R1Zefj6Iolqzx4yfofuxxbC4XCliyKlKi+nwULV2MrigITaf81psI/XkTgVUrTVnTzzLReAhverbs0DRSLa2mj/vAAJFtO1ADfuJNzej5+WbcbVXFkfZhdhUWmm0dV4EWCFiyOifW4A4EEIB9XDnOkhIUIVBdTjSfz3qutkDAeu+24mL09IzMWV6KI62QzvIyXGlL0Flejis9q3KVluBMrw84vF4cwwO93Y6eVlSbqqJ5vegF+eiKgqO0BEdNNZqi4CsoQDjsOMpKcGoarrpa9MIC3HkBFCEo/MgNoKrEDh1BKygk/NpGNCGwV1ZAa7vVBzyTa0mms+M4NQ2HzYa3fj7G8RMUXnm5OZO32Si6bDUoCroQlqeYLiW620X7Qz9ECYetPmAP+HHZ7af00YIrLyNQU/Ou+uRQNTQxSh9Vz0SfVKuPOs5An95V99P3Uy8w3XfpOg5NY/G4Sj6z0HQD/iDwfpZbG4BaIUQ15kB+G/CxcyJVGtWBPF6/+5O80dxETzjCvLIyWgcHaQ+FmFlcTF8syon+AaYUFhJPpTjSG2RSfgGqonCgu4vx/gBem53dXZ2Ue72UuN1sb2+nyO1ivD/AtrZWAnYHdYWFbGlpxm2zMaOohIbWZmyqytzSMhpaWxEC5pdVsL29lWTKoL5iHDs72gknEywsr2B/dzf9sSgLyso52tdHdzjM3NIy2kODtKVl7Y/FaOrvZ0phIQnD4HCwh4n5BeiKwv7ubqr8fvx2O7s6OynzeCj1eNne3kahy0V1II+tbS2mrAWFNLS14NJ0ZhSXsLW1BU1VmF9aTkNbC1LCgrJydnS0EU+lqK8Yx67ODobicRZWVHCwu4e+WJT5peUcH+ijayjM3NJSOoaGaB0cZEZREYPxOMf7+6grLCJlGBwK9vByczu/KCjgf//3v2PxnNnk2Z3s7OzguROtLL79r/DPmEGBy0nxjbewsfEAD765lRf/+Rs0tLXi0nRmFpdwySOP8o1//b+sqJ3ML/74DN/vH2D95/+Ot9ta+ej//BoLFy3i6MAg//3bD3LX9TfQGOxhe2U1Tze18rUbbqJzaAjv/MV8s6Wdz6y+gulFxXylYQeLVq5i7aWrePP113kymuBrt3wMJZXipkce5bGP3Eq+08kV//ljfn7jzVR4fVz3+O/4+pq1zJ84kdtffZ2PXrKKtZdcwuf3NTJrwQLuu+2j/K+efuwOB1+996/57qOPcsjh5lv3/DV/ePUVfnPgEL/6xP283dbKpx95lA1338ehYA/3PvwTnv34nXSEwzzc3MH08VVccv06WgYG+coPHuHxu+7laF8vtfkF3PDbP/CNtdczqaAQp67z5aY2juzcybHDR1C6uvnp977PwZIKfvrYY9w7dRaX1dfzsDfAjtc28NAn7qehtRm7qjHh+o9w9ZVX8W+P/4pFVePZ1dNFyjB4SdGpmDub2nnzqC+vYG93Fy/YnPyfz32BL0ycTOWs2cwvK6dlcID2UIhZJSUEIxGaBwaYWlhINJXiaG+Q2vwCFCE40NPNhEAebl1nT1cn5V4fxW43O9rbKXa7qfIH2NbWQp7DSW1+AQ2tzXhsdqYXF9PQYso6p7T0tPq0sLyCXZ0dhJMJ6ssr2JfWp4VlFRzuC1q63zaY0adzpfuTCwpoaG15R91fkJY1cRrdP9DdTd9Z6P6UwjOf1L4nDEejey//gGuAg8Bh4Kvvdv78+fNlDhcnPvWpT8mGhoZT6g8dOjTiOB6Pyy996Uvy8ccfH1H/zW9+U86dO1e2trZKKaX8+te/LgH57W9/WyaTSalpmnzggQfk5z73uRHX/eY3v5EPPPCAdfzcc8/JL33pS9bxzTffLBsbG6WUUj7zzDPyH//xH6WUUoZCIblixQrrvHnz5lnl1atXy56eHimllHfddZfcsWOHlFLKr371q/KZZ56RUkr5ve99Tz788MNSSinXr18v/+mf/klKKeXu3bvlxz/+cSmllIZhyLlz51p/d9WqVbKvr09KKeVPf/pT+eCDD1q/LV26VA4ODlrHV1xxhfUspJQykUjIpUuXyi9/+cuW3LfddpsE5CuvvCKllHLPnj2yrq5OPvrooyOe0Wc/+1n55JNPyng8btXFYjHZ1NQkT8aPfvQj+Z//+Z+n1OdwYQPYKs9gTH5fHLqU8o9SyslSyolSyn95vx+XHC5cfOUrX2HBggWn1E9Mc8bD+Pu//3ueeOIJFi1aNKL+j3/8I42NjaTSXgbl5eVUVVVx//33o6M28LMAAAlNSURBVKoqd955J2+++Saf/vSnR1zX0NBAfX29ddzU1ERVVSbvajAYJC+9HyAcDuNKb4aJx+PY0lwoYG2AGi4raXNbSmnxvidj+BpFUTDSm2c0TbPacPJ1LpeLcNqdLy8vj2AwaP1WVVXFiRMZH4L6+noaGhqsY03TuPfee7HZbMybNw+ABx54AFVVKU9TP8ePH+fAgQPs3ZvxngBYs2YNX/ziF/nJT35i1dlsNiorKzkZ99xzD9dcc81p25vDxY8LdqdoDhcWTjc4nA6bNm1iaGhoxAAKYLfb+frXv864ceMAKCsr44EHHsCeXtD97Gc/SyQSoa6ubsR1DQ0NLFy40Do+eUDv6+sjkF6kPXlA10fxJjAM410HdCHEiAF9uKyqqjWgn4yTB/Te3l7rt6qqKpqamqzj+vp6tmzZMuL6m2++mfXr1/PVr34VgLq6Ou666y7K0l5da9as4eabb7aeWTaOHDlCY2PjKfWnw5m+yxwuPuQG9BzOKdrb21m/fj3V1dUj6pcuXcpnPvMZ63jevHnccccd1vFTTz3F3XffPeKaUChEMBikML0T79ixYzQ2NlKQdsHcunUrsViMI0eO0Nvby+bNmzl+/DiDg4O8+OKLhEIh9u/fzxtvvEE0GmXLli3s2LGD/v5+Nm3aRGNjI52dnWzatImWlhaOHTvGm2++STAYZM+ePezatYtgMMiWLVs4fPgwzc3NbN68mY6ODvbs2cOWLVuIRCJs2rSJo0ePEg6H+dOf/gRAV1cXR44c4cCBA8TjcUpLS9m6das1yC9cuJAtW7ZYHwAAj8dDfX09u3btsur++Z//Ga83s1v5wQcfpDhrNyKYA/13v/tdjh49evYvLIexhTPhZc7VvxyHPrYRjUblE088Mepvo+Hpp5+Ws2bNkqFQaET92rVrZWVlpdy8ebOUUsoXXnhBAvJjH/uYlFLK73znOxKQDz30kEylUjI/P1/W1NRIwzDkXXfdJQG5e/du+f3vf18C8ic/+Yl8+eWXJSC//OUvyyNHjkhA3nzzzTIUCkm73S4XL14sDcOQ5eXlsqKiQhqGIZctWyZ1XZeDg4PynnvukYDcuXOn/MEPfiAB+aMf/Ug2NzdLIYRcu3atlFLK22+/XQJy27ZtMpFIyIkTJ0ohhNXGX/7yl9Lv91vc/DA2b94s161bZ/HmZ/MsH3vssVGvyeHiBn8JDj2HHLJht9v5yEc+Mupvo+Hf//3fOXToEG+//faIel3X8Xg8Fqc8c6bpvzvMsy9duhS73c6tt96KoiisWrWKW2+9FSEEV111FXV1dUybNo01a9agKApr165l+fLl+Hw+1q1bR3V1NdOnT2fdunW43W5Wr17N2rVrEUJw3XXXce211yKEYN26daxcuRKPx8ONN95IRUUFM2bM4IYbbkBRFK688koqKipYsWIFq1evBuCuu+7C7XYza9YsNE3jvvvuo6amBnd6b8CyZcuIRqP4s/ytAbZt28b69et5+eWX3/E5nw4f+9g5dTLL4SLEBxclJocczhDd3d184QtfYOnSpSPqi4qKuPvuu9HSvr0lJSWsWbPGOm/27Nl8/OMftxZFV69ezfLlywG4/PLL2bNnD0IIJkyYwP33329RN3fccYe1aHv99dezZs0aAK677jqWLVsGwLp16yyu/Prrr7cWWC+77DJuueUWhBAUFxdz//33W5z0bbfdZsm2atUqbr75Zkv2e++9d8QHq6qqis9//vOcvDfjk5/8JE888QTd6SQQOeRwVjiTafy5+pejXHI4He68806ZTCZPqX/++eelYRgj6k52k2xvb7fK3d3dI84fdk08m/Lw9ZFIZAQFdCbXB4NBmUqlTivb6WQPBoNyy5Yt8mR0dHTIv/3bvz2lPocPLzhDykXIk7wRPkgsWLBAbt269S92vxwuDvT3959CPXzYkXsmOWRDCLFNSnmq3/BJyHHoOZx35AauU5F7Jjm8F+QG9BxyyCGHMYK/KOUihOgCjr+HSwuBsbxKNNbbB2O/jWO9fZBr4/nEeCnluwaC+YsO6O8VQoitZ8IfXawY6+2Dsd/Gsd4+yLXxYkCOcskhhxxyGCPIDeg55JBDDmMEF8uA/sPzLcAHjLHePhj7bRzr7YNcGy94XBQceg455JBDDu+Oi2WGnkMOOeSQw7vggh7QhRBXCyEOCCEOCSH+/nzL80FACHFMCLFLCLFDCDEmttEKIR4RQnQKIXZn1eULIV4QQjSm/897p79xIWOU9j0ghGhJv8cdQoiLNouEEKJSCPGKEGKvEGKPEOLz6fqx9A5Ha+NF/R4vWMpFCKFipre7AmjGzGH6USnl3ne88CKDEOIYsEBKeSH6vr4nCCEuAULAz6WUM9J1/woEpZTfTH+c86SUXz6fcr5XjNK+B4CQlPLfzqds5wJCiDKgTEr5lhDCC2wDbgDuYuy8w9HaeAsX8Xu8kGfo9cAhKeURKWUceBy4/jzLlMMZQEq5AQieVH098LN0+WeYynNRYpT2jRlIKduklG+ly4PAPqCCsfUOR2vjRY0LeUCvAE5kHTczBh74aSCB54UQ24QQ951vYT5AlEgp29LldqDkfArzAeFvhBA705TMRUtHZEMIMQGYC2xmjL7Dk9oIF/F7vJAH9A8Llksp5wFrgM+kzfkxjXQ40AuT63vveAiYCMwB2oD/d37Fef8QQniA3wFfkFIOZP82Vt7hadp4Ub/HC3lAbwGys9mOS9eNKUgpW9L/dwJ/wKSaxiI60rzlMH/ZeZ7lOaeQUnZIKVNSSgN4mIv8PQohdMyB7jEp5e/T1WPqHZ6ujRf7e7yQB/QGoFYIUS2EsAG3AevPs0znFEIId3pBBiGEG7gS2P3OV120WA/cmS7fCTx1HmU55xge6NK4kYv4PQohBPBjYJ+U8ltZP42ZdzhaGy/293jBerkApF2GHgRU4BEp5b+cZ5HOKYQQNZizcjDTAf5yLLRRCPEr4FLMyHUdwP8CngR+A1RhRty8RUp5US4sjtK+SzHNdAkcA+7P4psvKgghlgMbgV2Aka7+B0yOeay8w9Ha+FEu4vd4QQ/oOeSQQw45nDkuZMolhxxyyCGHs0BuQM8hhxxyGCPIDeg55JBDDmMEuQE9hxxyyGGMIDeg55BDDjmMEeQG9BxyyCGHMYLcgJ5DDjnkMEaQG9BzyCGHHMYI/n+DunBaPauPEgAAAABJRU5ErkJggg==\n", 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\n", 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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -975,7 +977,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": { "scrolled": true }, @@ -984,21 +986,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "#max_tau=0.01 max_dm=0.00254 counter=0\n", - "#max_tau=0.01 max_dm=2.67e-05 counter=1000\n", - "#max_tau=0.01 max_dm=1.3e-06 counter=2000\n", - "#max_tau=0.01 max_dm=1.31e-06 counter=3000\n", - "#max_tau=0.01 max_dm=1.18e-08 counter=4000\n" + "#max_tau=0.0001 max_dm=0.00254 counter=0\n", + "#max_tau=0.0001 max_dm=0.000413 counter=1000\n", + "#max_tau=0.0001 max_dm=0.000109 counter=2000\n", + "#max_tau=0.0001 max_dm=6.32e-05 counter=3000\n", + "#max_tau=0.0001 max_dm=4.88e-05 counter=4000\n" ] } ], "source": [ - "sim.driver.minimise(max_steps=5000, stopping_dm=1e-11)" + "sim.driver.tmax = 1e-1\n", + "sim.driver.minimise(max_steps=5000, stopping_dm=1e-11, initial_t_step=1e-4)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1007,7 +1010,7 @@ "(30000,)" ] }, - "execution_count": 21, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1018,24 +1021,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, "metadata": {}, diff --git a/fidimag/common/lib/common_clib.h b/fidimag/common/lib/common_clib.h index 58861ed5..d7a024ab 100644 --- a/fidimag/common/lib/common_clib.h +++ b/fidimag/common/lib/common_clib.h @@ -68,11 +68,11 @@ void llg_stt_cpp(double *restrict dm_dt, double *restrict m, double *restrict h, // From steepest_descent.c void sd_update_spin (double *spin, double *spin_last, double *magnetisation, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int* pins, int n); void sd_compute_step (double *spin, double *spin_last, double *magnetisation, double *field, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int *pins, int n, int counter, double tmin, double tmax); diff --git a/fidimag/common/lib/common_clib.pyx b/fidimag/common/lib/common_clib.pyx index 731c1f9e..07606162 100644 --- a/fidimag/common/lib/common_clib.pyx +++ b/fidimag/common/lib/common_clib.pyx @@ -32,12 +32,12 @@ cdef extern from "common_clib.h": # From steepest_descent.c void sd_update_spin (double *spin, double *spin_last, double *magnetisation, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int* pins, int n) void sd_compute_step (double *spin, double *spin_last, double *magnetisation, double *field, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int *pins, int n, int counter, double tmin, double tmax) # ----------------------------------------------------------------------------- @@ -111,12 +111,12 @@ def compute_sd_spin(double [:] spin, double [:] mxH, double [:] mxmxH, double [:] mxmxH_last, - double [:] tau, + double tau, int [:] pins, n): sd_update_spin(&spin[0], &spin_last[0], &magnetisation[0], &mxH[0], - &mxmxH[0], &mxmxH_last[0], &tau[0], &pins[0], n + &mxmxH[0], &mxmxH_last[0], tau, &pins[0], n ) def compute_sd_step(double [:] spin, @@ -126,13 +126,13 @@ def compute_sd_step(double [:] spin, double [:] mxH, double [:] mxmxH, double [:] mxmxH_last, - double [:] tau, + double tau, int [:] pins, n, counter, tmin, tmax): sd_compute_step(&spin[0], &spin_last[0], &magnetisation[0], &field[0], &mxH[0], - &mxmxH[0], &mxmxH_last[0], &tau[0], &pins[0], + &mxmxH[0], &mxmxH_last[0], tau, &pins[0], n, counter, tmin, tmax ) diff --git a/fidimag/common/lib/steepest_descent.c b/fidimag/common/lib/steepest_descent.c index 13c38d98..f1d860b0 100644 --- a/fidimag/common/lib/steepest_descent.c +++ b/fidimag/common/lib/steepest_descent.c @@ -2,7 +2,7 @@ #include "math.h" void sd_update_spin (double *spin, double *spin_last, double *magnetisation, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int* pins, int n) { // Update the field ------------------------------------------------------- @@ -29,12 +29,12 @@ void sd_update_spin (double *spin, double *spin_last, double *magnetisation, mxH_sq += mxH[spin_idx + j] * mxH[spin_idx + j]; } - factor_plus = 4 + tau[i] * tau[i] * mxH_sq; - factor_minus = 4 - tau[i] * tau[i] * mxH_sq; + factor_plus = 4 + tau * tau * mxH_sq; + factor_minus = 4 - tau * tau * mxH_sq; for (int j = 0; j < 3; j++) { new_spin[j] = factor_minus * spin[spin_idx + j] - - 4 * tau[i] * mxmxH[spin_idx + j]; + - 4 * tau * mxmxH[spin_idx + j]; new_spin[j] = new_spin[j] / factor_plus; spin[spin_idx + j] = new_spin[j]; @@ -45,16 +45,18 @@ void sd_update_spin (double *spin, double *spin_last, double *magnetisation, } void sd_compute_step (double *spin, double *spin_last, double *magnetisation, double *field, - double *mxH, double *mxmxH, double *mxmxH_last, double *tau, + double *mxH, double *mxmxH, double *mxmxH_last, double tau, int *pins, int n, int counter, double tmin, double tmax) { - #pragma omp parallel for + double res; + double num = 0; + double den = 0; + double sign; + #pragma omp parallel for reduction(+: num,den) for (int i = 0; i < n; i++) { - if (magnetisation[i] > 0.0) { int spin_idx; double ds[3], dy[3]; - double num, den, res, sign; spin_idx = 3 * i; @@ -93,8 +95,6 @@ void sd_compute_step (double *spin, double *spin_last, double *magnetisation, do dy[j] = mxmxH[spin_idx + j] - mxmxH_last[spin_idx + j]; } - num = 0; - den = 0; if (counter % 2 == 0) { for (int j = 0; j < 3; j++) { num += ds[j] * ds[j]; @@ -108,22 +108,23 @@ void sd_compute_step (double *spin, double *spin_last, double *magnetisation, do } } - // Criteria for the evaluation of tau is in line 96 of: - //https://github.com/MicroMagnum/MicroMagnum/blob/minimizer/src/magnum/micromagnetics/micro_magnetics_solver.py - if (den == 0.0) { - res = tmax; - } - else { - res = num / den; - } - - sign = (res > 0) ? 1 : ((res < 0) ? -1 : 0); - tau[i] = fmax(fmin(fabs(res), tmax), tmin) * sign; - - // In MuMax3 they only define a specific value: - // https://github.com/mumax/3/blob/master/engine/minimizer.go - // tau[i] = res; - } // Close if Ms or mu_s > 0 } // close for + + // Criteria for the evaluation of tau is in line 96 of: + //https://github.com/MicroMagnum/MicroMagnum/blob/minimizer/src/magnum/micromagnetics/micro_magnetics_solver.py + if (den == 0.0) { + res = tmax; + } + else { + res = num / den; + } + + // Micromagnum criteria: + sign = (res > 0) ? 1 : ((res < 0) ? -1 : 0); + tau = fmax(fmin(fabs(res), tmax), tmin) * sign; + + // In MuMax3 they only define a specific value: + // https://github.com/mumax/3/blob/master/engine/minimizer.go + // tau = res; }